FileBase AFR2_210214 ElecNo 7 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 100 MinClusters 100 MaxClusters 110 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 90 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 459009 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 63.94 GB. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 100 MaxClusters = 100 Expected memory usage by array (largest first): Array LogP will use between 1.21 and 1.81 GB. - 8 bytes per element (scalar), 81020400 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.59 and 0.88 GB. - 8 bytes per element (scalar), 39294894 elements when full. - Memory usage scales as nPoints*nDims. Array CorrectionTerm will use between 0.59 and 0.88 GB. - 8 bytes per element (scalar), 39294894 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.15 and 0.22 GB. - 2 bytes per element (data_int), 39294894 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.07 and 0.11 GB. - 1 bytes per element (char), 39294894 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.04 GB. - 8 bytes per element (scalar), 1881800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=405102, nDims=97, MaxPossibleClusters=200 Total memory usage will be between 2.60 and 3.94 GB. RAM limit is set at 63.94 GB. ---------------------------------------------------------- Loaded 405102 data points of dimension 97. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 100 clusters... ------ Clustering full data set of 405102 points ------ Starting initial clusters from distinct float masks Assigned 100 initial classes from 2673 unique masks. Deleting Class 71 (98 points): Lose 1850.290024 but Gain 22602.158004 Iteration 0F (764.733000 sec): 99 clusters Score: Raw -83714166.666130 + Penalty 565041.197950 = -83149125.468180 nChanged 84856 Deleting Class 82 (35 points): Lose 860.909610 but Gain 21274.703250 Iteration 1F (1249.005000 sec): 96 clusters Score: Raw -83877650.639828 + Penalty 576498.141302 = -83301152.498526 nChanged 33378 Deleting Class 91 (294 points): Lose 3548.887610 but Gain 23738.699877 Iteration 2F (1710.995000 sec): 94 clusters Score: Raw -83911966.607306 + Penalty 578777.038876 = -83333189.568430 nChanged 23242 Deleting Class 47 (89 points): Lose 1357.998718 but Gain 22064.486747 Iteration 3F (2162.299000 sec): 92 clusters Score: Raw -83934901.069301 + Penalty 565882.223988 = -83369018.845313 nChanged 18226 Deleting Class 93 (92 points): Lose 1459.195825 but Gain 21863.217449 Iteration 4Q (2211.344000 sec): 91 clusters Score: Raw -83948060.559402 + Penalty 552901.939882 = -83395158.619519 nChanged 15367 Deleting Class 78 (24 points): Lose 628.873225 but Gain 20638.766885 Iteration 5Q (2256.918000 sec): 90 clusters Score: Raw -83958275.699755 + Penalty 538361.557135 = -83419914.142620 nChanged 13248 Deleting Class 17 (134 points): Lose 1405.551034 but Gain 20149.770616 Iteration 6Q (2299.614000 sec): 89 clusters Score: Raw -83964522.418790 + Penalty 523542.014405 = -83440980.404385 nChanged 11499 Deleting Class 58 (483 points): Lose 6445.805495 but Gain 24553.639068 Iteration 7Q (2340.500000 sec): 88 clusters Score: Raw -83964423.584376 + Penalty 513559.876252 = -83450863.708124 nChanged 10842 Deleting Class 81 (131 points): Lose 2430.409021 but Gain 20642.478681 Iteration 8Q (2380.462000 sec): 87 clusters Score: Raw -83971438.659761 + Penalty 498453.098933 = -83472985.560828 nChanged 9389 Deleting Class 43 (455 points): Lose 5775.109416 but Gain 23879.741628 Iteration 9Q (2418.904000 sec): 86 clusters Score: Raw -83971178.104360 + Penalty 489443.273485 = -83481734.830875 nChanged 8896 Deleting Class 55 (30 points): Lose 842.061092 but Gain 18243.512226 Iteration 10Q (2456.711000 sec): 85 clusters Score: Raw -83976506.560730 + Penalty 474383.200984 = -83502123.359746 nChanged 7781 Deleting Class 62 (36 points): Lose 738.949513 but Gain 17111.220868 Iteration 11Q (2493.413000 sec): 84 clusters Score: Raw -83978751.656671 + Penalty 457383.252108 = -83521368.404563 nChanged 7104 Deleting Class 18 (68 points): Lose 1072.033092 but Gain 16937.370772 Iteration 12Q (2529.365000 sec): 83 clusters Score: Raw -83980096.596424 + Penalty 440969.984287 = -83539126.612137 nChanged 6599 Deleting Class 84 (21 points): Lose 505.737998 but Gain 16222.867678 Iteration 13Q (2564.742000 sec): 82 clusters Score: Raw -83981898.623938 + Penalty 425407.449976 = -83556491.173962 nChanged 6235 Deleting Class 77 (40 points): Lose 884.532377 but Gain 16532.908089 Iteration 14Q (2599.565000 sec): 81 clusters Score: Raw -83983088.755097 + Penalty 408727.214103 = -83574361.540994 nChanged 6103 Deleting Class 19 (39 points): Lose 769.720537 but Gain 16023.593277 Iteration 15Q (2634.090000 sec): 80 clusters Score: Raw -83984655.390243 + Penalty 394194.272254 = -83590461.117989 nChanged 5995 Deleting Class 60 (504 points): Lose 4842.104716 but Gain 19369.018680 Iteration 16Q (2668.399000 sec): 79 clusters Score: Raw -83982041.147223 + Penalty 380060.953180 = -83601980.194044 nChanged 6182 Deleting Class 66 (64 points): Lose 976.886499 but Gain 15269.780773 Iteration 17Q (2702.832000 sec): 78 clusters Score: Raw -83985803.301377 + Penalty 364838.222743 = -83620965.078633 nChanged 5963 Deleting Class 42 (30 points): Lose 767.994754 but Gain 14835.571066 Iteration 18Q (2737.017000 sec): 77 clusters Score: Raw -83988148.182496 + Penalty 350288.292397 = -83637859.890099 nChanged 5875 Deleting Class 64 (44 points): Lose 629.056357 but Gain 14630.539495 Iteration 19Q (2771.000000 sec): 76 clusters Score: Raw -83990553.743271 + Penalty 335749.072924 = -83654804.670347 nChanged 6108 Writing temp clu file Because OldScore, -83637859.890099, is greater than current (better) Score,-83654804.670347 Compute initial score before splitting: Score: Raw -83990553.743271 + Penalty 335749.072924 = -83654804.670347 Trying to split cluster 1 (16381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2822.239000 sec): 2 clusters Score: Raw -3460310.851535 + Penalty 184.917868 = -3460125.933668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2822.700000 sec): 3 clusters Score: Raw -3449348.793205 + Penalty 369.186267 = -3448979.606938 nChanged 7908 SP:Iteration 1F (2823.170000 sec): 3 clusters Score: Raw -3454937.565136 + Penalty 368.081876 = -3454569.483260 nChanged 1948 SP:Iteration 2F (2823.630000 sec): 3 clusters Score: Raw -3455677.510694 + Penalty 367.704807 = -3455309.805887 nChanged 954 SP:Iteration 3F (2824.090000 sec): 3 clusters Score: Raw -3456080.908798 + Penalty 367.407341 = -3455713.501457 nChanged 837 SP:Iteration 4F (2824.550000 sec): 3 clusters Score: Raw -3456510.476065 + Penalty 367.663395 = -3456142.812670 nChanged 693 SP:Iteration 5Q (2825.000000 sec): 3 clusters Score: Raw -3456894.881630 + Penalty 367.973073 = -3456526.908557 nChanged 588 SP:Iteration 6Q (2825.460000 sec): 3 clusters Score: Raw -3457285.982424 + Penalty 368.695611 = -3456917.286813 nChanged 555 SP:Iteration 7Q (2825.930000 sec): 3 clusters Score: Raw -3457759.310713 + Penalty 369.387199 = -3457389.923514 nChanged 546 SP:Iteration 8Q (2826.400000 sec): 3 clusters Score: Raw -3458266.945754 + Penalty 370.237357 = -3457896.708397 nChanged 493 SP:Iteration 9Q (2826.860000 sec): 3 clusters Score: Raw -3458596.124112 + Penalty 371.543862 = -3458224.580249 nChanged 459 SP:Iteration 10Q (2827.300000 sec): 3 clusters Score: Raw -3458873.801089 + Penalty 372.005781 = -3458501.795309 nChanged 435 SP:Iteration 11Q (2827.750000 sec): 3 clusters Score: Raw -3459104.913137 + Penalty 372.676198 = -3458732.236940 nChanged 400 SP:Iteration 12Q (2828.190000 sec): 3 clusters Score: Raw -3459304.878320 + Penalty 371.772528 = -3458933.105792 nChanged 350 SP:Iteration 13Q (2828.620000 sec): 3 clusters Score: Raw -3459511.156157 + Penalty 370.030035 = -3459141.126121 nChanged 329 SP:Iteration 14Q (2829.040000 sec): 3 clusters Score: Raw -3459697.446388 + Penalty 367.678917 = -3459329.767471 nChanged 251 SP:Iteration 15Q (2829.450000 sec): 3 clusters Score: Raw -3459835.144893 + Penalty 365.076549 = -3459470.068344 nChanged 218 SP:Iteration 16Q (2829.860000 sec): 3 clusters Score: Raw -3459956.777296 + Penalty 359.175735 = -3459597.601562 nChanged 209 SP:Iteration 17Q (2830.270000 sec): 3 clusters Score: Raw -3460075.466550 + Penalty 356.756824 = -3459718.709726 nChanged 156 SP:Iteration 18Q (2830.670000 sec): 3 clusters Score: Raw -3460171.126364 + Penalty 354.723644 = -3459816.402720 nChanged 145 SP:Iteration 19Q (2831.070000 sec): 3 clusters Score: Raw -3460245.456439 + Penalty 349.818060 = -3459895.638379 nChanged 91 SP:Iteration 20F (2831.530000 sec): 3 clusters Score: Raw -3460310.192276 + Penalty 349.221442 = -3459960.970834 nChanged 72 SP:Iteration 21Q (2831.930000 sec): 3 clusters Score: Raw -3460348.235462 + Penalty 352.550768 = -3459995.684693 nChanged 57 SP:Iteration 22Q (2832.330000 sec): 3 clusters Score: Raw -3460374.187923 + Penalty 349.134613 = -3460025.053310 nChanged 45 SP:Iteration 23Q (2832.730000 sec): 3 clusters Score: Raw -3460391.378837 + Penalty 348.542978 = -3460042.835859 nChanged 30 SP:Iteration 24Q (2833.110000 sec): 3 clusters Score: Raw -3460410.271140 + Penalty 346.225309 = -3460064.045832 nChanged 28 SP:Iteration 25Q (2833.500000 sec): 3 clusters Score: Raw -3460426.070803 + Penalty 347.289093 = -3460078.781709 nChanged 9 SP:Iteration 26Q (2833.880000 sec): 3 clusters Score: Raw -3460428.679097 + Penalty 349.067702 = -3460079.611395 nChanged 7 SP:Iteration 27Q (2834.270000 sec): 3 clusters Score: Raw -3460431.508661 + Penalty 353.790574 = -3460077.718087 nChanged 14 SP:Iteration 28F (2834.730000 sec): 3 clusters Score: Raw -3460435.492223 + Penalty 354.716898 = -3460080.775325 nChanged 7 SP:Iteration 29Q (2835.114000 sec): 3 clusters Score: Raw -3460438.483120 + Penalty 355.031914 = -3460083.451206 nChanged 5 SP:Iteration 30Q (2835.504000 sec): 3 clusters Score: Raw -3460439.370987 + Penalty 355.031914 = -3460084.339073 nChanged 0 SP:Iteration 31F (2835.964000 sec): 3 clusters Score: Raw -3460439.370987 + Penalty 355.031914 = -3460084.339073 nChanged 0 Trying to split cluster 2 (18045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2837.504000 sec): 2 clusters Score: Raw -3845333.358964 + Penalty 196.002683 = -3845137.356281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2838.094000 sec): 3 clusters Score: Raw -3833196.338703 + Penalty 388.070601 = -3832808.268102 nChanged 8797 SP:Iteration 1F (2838.694000 sec): 3 clusters Score: Raw -3839891.678823 + Penalty 386.172481 = -3839505.506342 nChanged 1316 SP:Iteration 2F (2839.294000 sec): 3 clusters Score: Raw -3841027.358492 + Penalty 384.891736 = -3840642.466756 nChanged 1173 SP:Iteration 3F (2839.894000 sec): 3 clusters Score: Raw -3841981.401968 + Penalty 383.652631 = -3841597.749337 nChanged 836 SP:Iteration 4Q (2840.494000 sec): 3 clusters Score: Raw -3842468.219359 + Penalty 382.570763 = -3842085.648596 nChanged 522 SP:Iteration 5Q (2841.064000 sec): 3 clusters Score: Raw -3842657.743048 + Penalty 381.887747 = -3842275.855301 nChanged 365 SP:Iteration 6Q (2841.654000 sec): 3 clusters Score: Raw -3842799.532300 + Penalty 381.686961 = -3842417.845339 nChanged 338 SP:Iteration 7Q (2842.244000 sec): 3 clusters Score: Raw -3842924.858330 + Penalty 380.717879 = -3842544.140451 nChanged 322 SP:Iteration 8Q (2842.834000 sec): 3 clusters Score: Raw -3843065.959029 + Penalty 379.400566 = -3842686.558462 nChanged 321 SP:Iteration 9Q (2843.404000 sec): 3 clusters Score: Raw -3843197.932191 + Penalty 378.686307 = -3842819.245884 nChanged 305 SP:Iteration 10Q (2843.984000 sec): 3 clusters Score: Raw -3843329.455408 + Penalty 378.544618 = -3842950.910791 nChanged 274 SP:Iteration 11Q (2844.554000 sec): 3 clusters Score: Raw -3843452.251977 + Penalty 377.999993 = -3843074.251984 nChanged 319 SP:Iteration 12Q (2845.134000 sec): 3 clusters Score: Raw -3843587.338760 + Penalty 376.746823 = -3843210.591936 nChanged 321 SP:Iteration 13Q (2845.694000 sec): 3 clusters Score: Raw -3843742.236239 + Penalty 376.866822 = -3843365.369418 nChanged 273 SP:Iteration 14Q (2846.274000 sec): 3 clusters Score: Raw -3843877.619849 + Penalty 376.596225 = -3843501.023625 nChanged 254 SP:Iteration 15Q (2846.834000 sec): 3 clusters Score: Raw -3844007.164744 + Penalty 375.399693 = -3843631.765052 nChanged 278 SP:Iteration 16Q (2847.394000 sec): 3 clusters Score: Raw -3844165.075778 + Penalty 374.908252 = -3843790.167526 nChanged 267 SP:Iteration 17Q (2847.954000 sec): 3 clusters Score: Raw -3844311.559492 + Penalty 375.118730 = -3843936.440762 nChanged 268 SP:Iteration 18Q (2848.504000 sec): 3 clusters Score: Raw -3844467.542005 + Penalty 373.551870 = -3844093.990135 nChanged 248 SP:Iteration 19Q (2849.044000 sec): 3 clusters Score: Raw -3844599.720844 + Penalty 372.229554 = -3844227.491289 nChanged 240 SP:Iteration 20F (2849.654000 sec): 3 clusters Score: Raw -3844734.773572 + Penalty 370.148421 = -3844364.625151 nChanged 223 SP:Iteration 21Q (2850.204000 sec): 3 clusters Score: Raw -3844882.372651 + Penalty 364.959944 = -3844517.412708 nChanged 207 SP:Iteration 22Q (2850.744000 sec): 3 clusters Score: Raw -3845029.443542 + Penalty 362.795175 = -3844666.648368 nChanged 146 SP:Iteration 23Q (2851.274000 sec): 3 clusters Score: Raw -3845133.810175 + Penalty 361.570302 = -3844772.239872 nChanged 87 SP:Iteration 24Q (2851.804000 sec): 3 clusters Score: Raw -3845192.116499 + Penalty 362.528288 = -3844829.588211 nChanged 65 SP:Iteration 25Q (2852.344000 sec): 3 clusters Score: Raw -3845226.015391 + Penalty 363.570363 = -3844862.445028 nChanged 51 SP:Iteration 26Q (2852.874000 sec): 3 clusters Score: Raw -3845253.524440 + Penalty 364.884150 = -3844888.640290 nChanged 35 SP:Iteration 27Q (2853.404000 sec): 3 clusters Score: Raw -3845266.385403 + Penalty 365.750090 = -3844900.635313 nChanged 28 SP:Iteration 28Q (2853.934000 sec): 3 clusters Score: Raw -3845276.288416 + Penalty 367.063539 = -3844909.224878 nChanged 24 SP:Iteration 29Q (2854.474000 sec): 3 clusters Score: Raw -3845287.716449 + Penalty 369.217556 = -3844918.498893 nChanged 20 SP:Iteration 30Q (2854.994000 sec): 3 clusters Score: Raw -3845298.534196 + Penalty 369.272858 = -3844929.261338 nChanged 15 SP:Iteration 31Q (2855.524000 sec): 3 clusters Score: Raw -3845306.788394 + Penalty 368.218820 = -3844938.569574 nChanged 12 SP:Iteration 32Q (2856.044000 sec): 3 clusters Score: Raw -3845312.600824 + Penalty 368.864300 = -3844943.736524 nChanged 12 SP:Iteration 33Q (2856.581000 sec): 3 clusters Score: Raw -3845315.175182 + Penalty 369.292984 = -3844945.882198 nChanged 6 SP:Iteration 34Q (2857.101000 sec): 3 clusters Score: Raw -3845317.323983 + Penalty 370.243173 = -3844947.080810 nChanged 4 SP:Iteration 35Q (2857.631000 sec): 3 clusters Score: Raw -3845320.207269 + Penalty 369.477827 = -3844950.729442 nChanged 4 SP:Iteration 36Q (2858.161000 sec): 3 clusters Score: Raw -3845323.206567 + Penalty 365.660184 = -3844957.546384 nChanged 2 SP:Iteration 37Q (2858.691000 sec): 3 clusters Score: Raw -3845324.060346 + Penalty 365.660184 = -3844958.400162 nChanged 0 SP:Iteration 38F (2859.301000 sec): 3 clusters Score: Raw -3845324.060346 + Penalty 365.660184 = -3844958.400162 nChanged 0 Trying to split cluster 3 (11464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2860.728000 sec): 2 clusters Score: Raw -2412593.557581 + Penalty 146.288707 = -2412447.268874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2861.058000 sec): 3 clusters Score: Raw -2405022.025735 + Penalty 285.048332 = -2404736.977402 nChanged 5538 SP:Iteration 1F (2861.398000 sec): 3 clusters Score: Raw -2410202.606785 + Penalty 274.219384 = -2409928.387401 nChanged 1240 SP:Iteration 2F (2861.738000 sec): 3 clusters Score: Raw -2411392.857236 + Penalty 270.819509 = -2411122.037727 nChanged 692 SP:Iteration 3F (2862.068000 sec): 3 clusters Score: Raw -2412120.431629 + Penalty 271.123217 = -2411849.308412 nChanged 441 SP:Iteration 4Q (2862.408000 sec): 3 clusters Score: Raw -2412501.391448 + Penalty 273.444520 = -2412227.946929 nChanged 224 SP:Iteration 5Q (2862.738000 sec): 3 clusters Score: Raw -2412655.088099 + Penalty 274.942149 = -2412380.145950 nChanged 133 SP:Iteration 6Q (2863.078000 sec): 3 clusters Score: Raw -2412726.845229 + Penalty 276.941819 = -2412449.903410 nChanged 80 SP:Iteration 7Q (2863.408000 sec): 3 clusters Score: Raw -2412762.358208 + Penalty 277.995561 = -2412484.362647 nChanged 44 SP:Iteration 8Q (2863.748000 sec): 3 clusters Score: Raw -2412779.405501 + Penalty 276.379733 = -2412503.025769 nChanged 34 SP:Iteration 9Q (2864.078000 sec): 3 clusters Score: Raw -2412792.179666 + Penalty 271.284555 = -2412520.895111 nChanged 32 SP:Iteration 10Q (2864.408000 sec): 3 clusters Score: Raw -2412802.301206 + Penalty 270.481693 = -2412531.819513 nChanged 18 SP:Iteration 11Q (2864.738000 sec): 3 clusters Score: Raw -2412807.315164 + Penalty 275.268071 = -2412532.047092 nChanged 14 SP:Iteration 12Q (2865.068000 sec): 3 clusters Score: Raw -2412809.107195 + Penalty 275.252680 = -2412533.854515 nChanged 4 SP:Iteration 13Q (2865.397000 sec): 3 clusters Score: Raw -2412809.471644 + Penalty 275.367375 = -2412534.104269 nChanged 2 SP:Iteration 14Q (2865.727000 sec): 3 clusters Score: Raw -2412809.614184 + Penalty 276.217888 = -2412533.396296 nChanged 2 SP:Iteration 15F (2866.067000 sec): 3 clusters Score: Raw -2412809.696157 + Penalty 276.217888 = -2412533.478269 nChanged 0 Score: Raw -84329489.693439 + Penalty 335928.557010 = -83993561.136428 Splitting cluster 3 changes total score from -83654804.670347 to -83993561.136428 So it's getting split into cluster 17. Trying to split cluster 4 (26904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3185.340000 sec): 2 clusters Score: Raw -5621547.858928 + Penalty 166.614882 = -5621381.244046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3186.130000 sec): 3 clusters Score: Raw -5603634.860446 + Penalty 334.878981 = -5603299.981464 nChanged 13104 SP:Iteration 1F (3186.910000 sec): 3 clusters Score: Raw -5617224.317691 + Penalty 337.566346 = -5616886.751345 nChanged 3493 SP:Iteration 2F (3187.698000 sec): 3 clusters Score: Raw -5620941.203307 + Penalty 339.623842 = -5620601.579466 nChanged 1952 SP:Iteration 3F (3188.478000 sec): 3 clusters Score: Raw -5622440.847195 + Penalty 341.212836 = -5622099.634359 nChanged 1008 SP:Iteration 4Q (3189.258000 sec): 3 clusters Score: Raw -5622940.445211 + Penalty 342.072431 = -5622598.372780 nChanged 562 SP:Iteration 5Q (3190.028000 sec): 3 clusters Score: Raw -5623146.073451 + Penalty 342.703117 = -5622803.370335 nChanged 361 SP:Iteration 6Q (3190.798000 sec): 3 clusters Score: Raw -5623250.801067 + Penalty 343.283469 = -5622907.517597 nChanged 218 SP:Iteration 7Q (3191.578000 sec): 3 clusters Score: Raw -5623296.218152 + Penalty 343.889639 = -5622952.328513 nChanged 173 SP:Iteration 8Q (3192.348000 sec): 3 clusters Score: Raw -5623332.334091 + Penalty 344.470671 = -5622987.863420 nChanged 163 SP:Iteration 9Q (3193.118000 sec): 3 clusters Score: Raw -5623358.618764 + Penalty 345.072473 = -5623013.546292 nChanged 166 SP:Iteration 10Q (3193.890000 sec): 3 clusters Score: Raw -5623390.192864 + Penalty 345.730541 = -5623044.462323 nChanged 183 SP:Iteration 11Q (3194.660000 sec): 3 clusters Score: Raw -5623430.383431 + Penalty 346.556447 = -5623083.826984 nChanged 199 SP:Iteration 12Q (3195.420000 sec): 3 clusters Score: Raw -5623478.528366 + Penalty 347.317230 = -5623131.211136 nChanged 203 SP:Iteration 13Q (3196.190000 sec): 3 clusters Score: Raw -5623524.824596 + Penalty 348.180996 = -5623176.643600 nChanged 210 SP:Iteration 14Q (3196.972000 sec): 3 clusters Score: Raw -5623577.145479 + Penalty 349.122340 = -5623228.023139 nChanged 263 SP:Iteration 15Q (3197.732000 sec): 3 clusters Score: Raw -5623644.645224 + Penalty 349.984763 = -5623294.660462 nChanged 239 SP:Iteration 16Q (3198.492000 sec): 3 clusters Score: Raw -5623693.966470 + Penalty 350.705792 = -5623343.260679 nChanged 194 SP:Iteration 17Q (3199.252000 sec): 3 clusters Score: Raw -5623726.324991 + Penalty 351.314990 = -5623375.010002 nChanged 165 SP:Iteration 18Q (3200.012000 sec): 3 clusters Score: Raw -5623751.897639 + Penalty 351.706449 = -5623400.191191 nChanged 159 SP:Iteration 19Q (3200.762000 sec): 3 clusters Score: Raw -5623780.882049 + Penalty 352.253760 = -5623428.628289 nChanged 142 SP:Iteration 20F (3201.552000 sec): 3 clusters Score: Raw -5623811.832630 + Penalty 353.214205 = -5623458.618425 nChanged 175 SP:Iteration 21Q (3202.312000 sec): 3 clusters Score: Raw -5623849.799107 + Penalty 353.809014 = -5623495.990093 nChanged 171 SP:Iteration 22Q (3203.072000 sec): 3 clusters Score: Raw -5623882.505975 + Penalty 354.477102 = -5623528.028874 nChanged 151 SP:Iteration 23Q (3203.832000 sec): 3 clusters Score: Raw -5623911.802602 + Penalty 355.242249 = -5623556.560353 nChanged 142 SP:Iteration 24Q (3204.592000 sec): 3 clusters Score: Raw -5623939.334162 + Penalty 356.034213 = -5623583.299949 nChanged 161 SP:Iteration 25Q (3205.332000 sec): 3 clusters Score: Raw -5623969.865194 + Penalty 356.487622 = -5623613.377572 nChanged 129 SP:Iteration 26Q (3206.082000 sec): 3 clusters Score: Raw -5623986.719761 + Penalty 356.868399 = -5623629.851363 nChanged 80 SP:Iteration 27Q (3206.832000 sec): 3 clusters Score: Raw -5623998.605039 + Penalty 357.398648 = -5623641.206390 nChanged 99 SP:Iteration 28Q (3207.572000 sec): 3 clusters Score: Raw -5624012.494168 + Penalty 357.709682 = -5623654.784486 nChanged 89 SP:Iteration 29Q (3208.312000 sec): 3 clusters Score: Raw -5624025.397113 + Penalty 358.272429 = -5623667.124684 nChanged 86 SP:Iteration 30Q (3209.062000 sec): 3 clusters Score: Raw -5624044.369545 + Penalty 358.914688 = -5623685.454858 nChanged 111 SP:Iteration 31Q (3209.792000 sec): 3 clusters Score: Raw -5624072.861783 + Penalty 359.819903 = -5623713.041880 nChanged 125 SP:Iteration 32Q (3210.532000 sec): 3 clusters Score: Raw -5624101.806371 + Penalty 360.376067 = -5623741.430304 nChanged 101 SP:Iteration 33Q (3211.273000 sec): 3 clusters Score: Raw -5624120.450828 + Penalty 360.977631 = -5623759.473197 nChanged 106 SP:Iteration 34Q (3212.004000 sec): 3 clusters Score: Raw -5624151.228346 + Penalty 361.814419 = -5623789.413927 nChanged 120 SP:Iteration 35Q (3212.734000 sec): 3 clusters Score: Raw -5624202.490324 + Penalty 362.825507 = -5623839.664817 nChanged 141 SP:Iteration 36Q (3213.464000 sec): 3 clusters Score: Raw -5624263.835472 + Penalty 364.147768 = -5623899.687704 nChanged 166 SP:Iteration 37Q (3214.191000 sec): 3 clusters Score: Raw -5624358.942721 + Penalty 364.935699 = -5623994.007022 nChanged 192 SP:Iteration 38Q (3214.911000 sec): 3 clusters Score: Raw -5624462.855457 + Penalty 365.930011 = -5624096.925446 nChanged 179 SP:Iteration 39Q (3215.631000 sec): 3 clusters Score: Raw -5624546.700415 + Penalty 366.824426 = -5624179.875989 nChanged 187 SP:Iteration 40F (3216.421000 sec): 3 clusters Score: Raw -5624628.835552 + Penalty 367.661826 = -5624261.173726 nChanged 148 SP:Iteration 41Q (3217.131000 sec): 3 clusters Score: Raw -5624691.960378 + Penalty 368.454167 = -5624323.506211 nChanged 151 SP:Iteration 42Q (3217.831000 sec): 3 clusters Score: Raw -5624741.049380 + Penalty 369.185663 = -5624371.863717 nChanged 122 SP:Iteration 43Q (3218.541000 sec): 3 clusters Score: Raw -5624768.798959 + Penalty 369.314835 = -5624399.484124 nChanged 108 SP:Iteration 44Q (3219.251000 sec): 3 clusters Score: Raw -5624791.948101 + Penalty 370.087490 = -5624421.860611 nChanged 84 SP:Iteration 45Q (3219.951000 sec): 3 clusters Score: Raw -5624805.434869 + Penalty 370.781697 = -5624434.653173 nChanged 66 SP:Iteration 46Q (3220.641000 sec): 3 clusters Score: Raw -5624816.997017 + Penalty 371.316053 = -5624445.680964 nChanged 74 SP:Iteration 47Q (3221.341000 sec): 3 clusters Score: Raw -5624829.643380 + Penalty 371.505749 = -5624458.137630 nChanged 47 SP:Iteration 48Q (3222.041000 sec): 3 clusters Score: Raw -5624836.221915 + Penalty 371.840886 = -5624464.381029 nChanged 55 SP:Iteration 49Q (3222.741000 sec): 3 clusters Score: Raw -5624843.128440 + Penalty 371.815035 = -5624471.313406 nChanged 57 SP:Iteration 50Q (3223.431000 sec): 3 clusters Score: Raw -5624852.942517 + Penalty 372.009987 = -5624480.932531 nChanged 46 SP:Iteration 51Q (3224.131000 sec): 3 clusters Score: Raw -5624856.802918 + Penalty 372.007794 = -5624484.795124 nChanged 26 SP:Iteration 52Q (3224.821000 sec): 3 clusters Score: Raw -5624858.943720 + Penalty 372.094363 = -5624486.849357 nChanged 24 SP:Iteration 53Q (3225.511000 sec): 3 clusters Score: Raw -5624859.952578 + Penalty 372.314785 = -5624487.637793 nChanged 20 SP:Iteration 54Q (3226.201000 sec): 3 clusters Score: Raw -5624860.679674 + Penalty 372.475910 = -5624488.203764 nChanged 13 SP:Iteration 55Q (3226.891000 sec): 3 clusters Score: Raw -5624861.057866 + Penalty 372.503883 = -5624488.553984 nChanged 4 SP:Iteration 56Q (3227.581000 sec): 3 clusters Score: Raw -5624861.100773 + Penalty 372.475991 = -5624488.624783 nChanged 4 SP:Iteration 57Q (3228.261000 sec): 3 clusters Score: Raw -5624861.162349 + Penalty 372.475991 = -5624488.686358 nChanged 0 SP:Iteration 58F (3229.061000 sec): 3 clusters Score: Raw -5624861.162349 + Penalty 372.475991 = -5624488.686358 nChanged 0 Score: Raw -84332802.996970 + Penalty 336189.150046 = -83996613.846924 Splitting cluster 4 changes total score from -83654804.670347 to -83996613.846924 So it's getting split into cluster 18. Trying to split cluster 5 (3213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3548.006000 sec): 2 clusters Score: Raw -680755.458028 + Penalty 196.601440 = -680558.856588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3548.106000 sec): 3 clusters Score: Raw -678692.772499 + Penalty 398.892950 = -678293.879550 nChanged 1500 SP:Iteration 1F (3548.206000 sec): 3 clusters Score: Raw -679772.975282 + Penalty 403.754383 = -679369.220899 nChanged 430 SP:Iteration 2F (3548.306000 sec): 3 clusters Score: Raw -680118.308465 + Penalty 399.963771 = -679718.344694 nChanged 231 SP:Iteration 3F (3548.406000 sec): 3 clusters Score: Raw -680357.285635 + Penalty 392.735258 = -679964.550377 nChanged 152 SP:Iteration 4Q (3548.506000 sec): 3 clusters Score: Raw -680570.501234 + Penalty 386.365957 = -680184.135278 nChanged 105 SP:Iteration 5Q (3548.606000 sec): 3 clusters Score: Raw -680677.493930 + Penalty 380.872200 = -680296.621730 nChanged 51 SP:Iteration 6Q (3548.696000 sec): 3 clusters Score: Raw -680716.798929 + Penalty 379.745294 = -680337.053635 nChanged 34 SP:Iteration 7Q (3548.796000 sec): 3 clusters Score: Raw -680727.161085 + Penalty 378.699134 = -680348.461951 nChanged 27 SP:Iteration 8Q (3548.886000 sec): 3 clusters Score: Raw -680738.329407 + Penalty 377.922418 = -680360.406989 nChanged 16 SP:Iteration 9Q (3548.976000 sec): 3 clusters Score: Raw -680747.687608 + Penalty 377.249286 = -680370.438322 nChanged 24 SP:Iteration 10Q (3549.066000 sec): 3 clusters Score: Raw -680759.623584 + Penalty 376.412797 = -680383.210787 nChanged 18 SP:Iteration 11Q (3549.156000 sec): 3 clusters Score: Raw -680765.801726 + Penalty 374.813822 = -680390.987904 nChanged 18 SP:Iteration 12Q (3549.246000 sec): 3 clusters Score: Raw -680774.066867 + Penalty 372.689646 = -680401.377221 nChanged 18 SP:Iteration 13Q (3549.336000 sec): 3 clusters Score: Raw -680780.275511 + Penalty 371.659203 = -680408.616308 nChanged 20 SP:Iteration 14Q (3549.426000 sec): 3 clusters Score: Raw -680786.391297 + Penalty 370.944772 = -680415.446525 nChanged 20 SP:Iteration 15Q (3549.516000 sec): 3 clusters Score: Raw -680792.110996 + Penalty 372.347439 = -680419.763557 nChanged 22 SP:Iteration 16Q (3549.606000 sec): 3 clusters Score: Raw -680799.337096 + Penalty 372.096645 = -680427.240451 nChanged 12 SP:Iteration 17Q (3549.696000 sec): 3 clusters Score: Raw -680801.783611 + Penalty 372.296801 = -680429.486810 nChanged 4 SP:Iteration 18Q (3549.786000 sec): 3 clusters Score: Raw -680802.091543 + Penalty 372.780255 = -680429.311288 nChanged 4 SP:Iteration 19F (3549.886000 sec): 3 clusters Score: Raw -680802.272759 + Penalty 372.780255 = -680429.492504 nChanged 0 Trying to split cluster 6 (1386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3550.066000 sec): 2 clusters Score: Raw -290648.193654 + Penalty 333.100134 = -290315.093520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3550.106000 sec): 3 clusters Score: Raw -289899.505968 + Penalty 674.751530 = -289224.754438 nChanged 580 SP:Iteration 1F (3550.146000 sec): 3 clusters Score: Raw -290391.605152 + Penalty 684.638771 = -289706.966381 nChanged 161 SP:Iteration 2F (3550.186000 sec): 3 clusters Score: Raw -290553.317665 + Penalty 685.071547 = -289868.246118 nChanged 72 SP:Iteration 3F (3550.226000 sec): 3 clusters Score: Raw -290616.467328 + Penalty 688.237112 = -289928.230215 nChanged 49 SP:Iteration 4Q (3550.276000 sec): 3 clusters Score: Raw -290653.170267 + Penalty 690.823937 = -289962.346330 nChanged 31 SP:Iteration 5Q (3550.316000 sec): 3 clusters Score: Raw -290673.647404 + Penalty 691.574399 = -289982.073005 nChanged 28 SP:Iteration 6Q (3550.356000 sec): 3 clusters Score: Raw -290689.655194 + Penalty 692.019285 = -289997.635909 nChanged 18 SP:Iteration 7Q (3550.396000 sec): 3 clusters Score: Raw -290697.472978 + Penalty 693.306713 = -290004.166265 nChanged 10 SP:Iteration 8Q (3550.436000 sec): 3 clusters Score: Raw -290702.093354 + Penalty 693.482001 = -290008.611353 nChanged 4 SP:Iteration 9Q (3550.476000 sec): 3 clusters Score: Raw -290706.559892 + Penalty 693.422343 = -290013.137549 nChanged 2 SP:Iteration 10Q (3550.516000 sec): 3 clusters Score: Raw -290707.598201 + Penalty 693.169731 = -290014.428470 nChanged 2 SP:Iteration 11Q (3550.556000 sec): 3 clusters Score: Raw -290708.525333 + Penalty 693.138878 = -290015.386455 nChanged 2 SP:Iteration 12Q (3550.596000 sec): 3 clusters Score: Raw -290709.036938 + Penalty 693.672738 = -290015.364200 nChanged 2 SP:Iteration 13F (3550.636000 sec): 3 clusters Score: Raw -290709.836915 + Penalty 693.672738 = -290016.164177 nChanged 0 Trying to split cluster 7 (222655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3593.756000 sec): 2 clusters Score: Raw -46705404.446860 + Penalty 146.741516 = -46705257.705344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3612.046000 sec): 3 clusters Score: Raw -46552117.965441 + Penalty 293.905042 = -46551824.060399 nChanged 110253 SP:Iteration 1F (3630.165000 sec): 3 clusters Score: Raw -46630431.706123 + Penalty 286.484355 = -46630145.221767 nChanged 31441 SP:Iteration 2F (3645.715000 sec): 3 clusters Score: Raw -46658896.936809 + Penalty 275.048006 = -46658621.888804 nChanged 19720 SP:Iteration 3F (3661.069000 sec): 3 clusters Score: Raw -46679918.239232 + Penalty 260.553500 = -46679657.685732 nChanged 12375 SP:Iteration 4F (3676.330000 sec): 3 clusters Score: Raw -46692400.587013 + Penalty 247.829305 = -46692152.757709 nChanged 6810 SP:Iteration 5Q (3691.444000 sec): 3 clusters Score: Raw -46699062.470858 + Penalty 240.019380 = -46698822.451477 nChanged 3326 SP:Iteration 6Q (3706.075000 sec): 3 clusters Score: Raw -46702972.355095 + Penalty 234.522995 = -46702737.832099 nChanged 1493 SP:Iteration 7Q (3720.585000 sec): 3 clusters Score: Raw -46704796.151471 + Penalty 232.411026 = -46704563.740445 nChanged 815 SP:Iteration 8Q (3735.055000 sec): 3 clusters Score: Raw -46705017.886209 + Penalty 231.429559 = -46704786.456650 nChanged 665 SP:Iteration 9Q (3749.504000 sec): 3 clusters Score: Raw -46705165.709543 + Penalty 230.833656 = -46704934.875887 nChanged 636 SP:Iteration 10Q (3764.011000 sec): 3 clusters Score: Raw -46705289.418762 + Penalty 230.147965 = -46705059.270797 nChanged 533 SP:Iteration 11Q (3778.529000 sec): 3 clusters Score: Raw -46705389.361377 + Penalty 229.353815 = -46705160.007563 nChanged 477 SP:Iteration 12Q (3793.035000 sec): 3 clusters Score: Raw -46705474.661602 + Penalty 228.655903 = -46705246.005699 nChanged 397 SP:Iteration 13Q (3807.547000 sec): 3 clusters Score: Raw -46705541.231763 + Penalty 227.513537 = -46705313.718225 nChanged 348 SP:Iteration 14Q (3822.028000 sec): 3 clusters Score: Raw -46705602.341831 + Penalty 227.123728 = -46705375.218102 nChanged 326 SP:Iteration 15Q (3836.500000 sec): 3 clusters Score: Raw -46705655.398197 + Penalty 226.573098 = -46705428.825099 nChanged 297 SP:Iteration 16Q (3850.995000 sec): 3 clusters Score: Raw -46705702.543266 + Penalty 226.063619 = -46705476.479647 nChanged 255 SP:Iteration 17Q (3865.538000 sec): 3 clusters Score: Raw -46705741.534760 + Penalty 226.004956 = -46705515.529804 nChanged 253 SP:Iteration 18Q (3880.052000 sec): 3 clusters Score: Raw -46705779.815203 + Penalty 225.457889 = -46705554.357313 nChanged 215 SP:Iteration 19Q (3894.543000 sec): 3 clusters Score: Raw -46705809.881940 + Penalty 224.998281 = -46705584.883659 nChanged 194 SP:Iteration 20F (3910.046000 sec): 3 clusters Score: Raw -46705836.595385 + Penalty 224.924366 = -46705611.671019 nChanged 197 SP:Iteration 21Q (3924.554000 sec): 3 clusters Score: Raw -46705861.124825 + Penalty 224.927775 = -46705636.197049 nChanged 163 SP:Iteration 22Q (3939.104000 sec): 3 clusters Score: Raw -46705882.203192 + Penalty 224.886518 = -46705657.316675 nChanged 140 SP:Iteration 23Q (3953.629000 sec): 3 clusters Score: Raw -46705898.592305 + Penalty 225.119340 = -46705673.472965 nChanged 128 SP:Iteration 24Q (3968.141000 sec): 3 clusters Score: Raw -46705911.891717 + Penalty 225.265641 = -46705686.626076 nChanged 114 SP:Iteration 25Q (3982.643000 sec): 3 clusters Score: Raw -46705923.244537 + Penalty 225.055938 = -46705698.188599 nChanged 108 SP:Iteration 26Q (3997.135000 sec): 3 clusters Score: Raw -46705933.411957 + Penalty 224.789973 = -46705708.621984 nChanged 102 SP:Iteration 27Q (4011.638000 sec): 3 clusters Score: Raw -46705944.107661 + Penalty 224.794588 = -46705719.313073 nChanged 108 SP:Iteration 28Q (4026.169000 sec): 3 clusters Score: Raw -46705956.329853 + Penalty 224.831345 = -46705731.498508 nChanged 108 SP:Iteration 29Q (4040.693000 sec): 3 clusters Score: Raw -46705967.947976 + Penalty 224.614275 = -46705743.333701 nChanged 99 SP:Iteration 30Q (4055.192000 sec): 3 clusters Score: Raw -46705976.511083 + Penalty 224.322639 = -46705752.188443 nChanged 66 SP:Iteration 31Q (4069.707000 sec): 3 clusters Score: Raw -46705980.564609 + Penalty 224.380385 = -46705756.184224 nChanged 48 SP:Iteration 32Q (4084.252000 sec): 3 clusters Score: Raw -46705983.085649 + Penalty 224.076628 = -46705759.009021 nChanged 37 SP:Iteration 33Q (4098.741000 sec): 3 clusters Score: Raw -46705984.809119 + Penalty 223.840739 = -46705760.968379 nChanged 31 SP:Iteration 34Q (4113.257000 sec): 3 clusters Score: Raw -46705985.789455 + Penalty 223.672407 = -46705762.117048 nChanged 20 SP:Iteration 35Q (4127.792000 sec): 3 clusters Score: Raw -46705986.278082 + Penalty 223.709321 = -46705762.568762 nChanged 24 SP:Iteration 36Q (4142.296000 sec): 3 clusters Score: Raw -46705987.151265 + Penalty 223.484314 = -46705763.666951 nChanged 38 SP:Iteration 37Q (4156.796000 sec): 3 clusters Score: Raw -46705988.874125 + Penalty 223.381743 = -46705765.492382 nChanged 42 SP:Iteration 38Q (4171.293000 sec): 3 clusters Score: Raw -46705990.918690 + Penalty 223.427786 = -46705767.490904 nChanged 41 SP:Iteration 39Q (4185.806000 sec): 3 clusters Score: Raw -46705993.306364 + Penalty 223.573545 = -46705769.732818 nChanged 37 SP:Iteration 40F (4201.331000 sec): 3 clusters Score: Raw -46705995.477108 + Penalty 223.627492 = -46705771.849616 nChanged 43 SP:Iteration 41Q (4215.871000 sec): 3 clusters Score: Raw -46705997.965267 + Penalty 223.820904 = -46705774.144363 nChanged 42 SP:Iteration 42Q (4230.371000 sec): 3 clusters Score: Raw -46706000.090561 + Penalty 223.804255 = -46705776.286306 nChanged 41 SP:Iteration 43Q (4244.873000 sec): 3 clusters Score: Raw -46706002.170915 + Penalty 223.975209 = -46705778.195706 nChanged 36 SP:Iteration 44Q (4259.424000 sec): 3 clusters Score: Raw -46706003.678491 + Penalty 223.956669 = -46705779.721821 nChanged 24 SP:Iteration 45Q (4273.955000 sec): 3 clusters Score: Raw -46706004.750267 + Penalty 223.767601 = -46705780.982666 nChanged 24 SP:Iteration 46Q (4288.466000 sec): 3 clusters Score: Raw -46706006.196475 + Penalty 223.598063 = -46705782.598412 nChanged 22 SP:Iteration 47Q (4302.994000 sec): 3 clusters Score: Raw -46706006.800423 + Penalty 223.670134 = -46705783.130289 nChanged 10 SP:Iteration 48Q (4317.524000 sec): 3 clusters Score: Raw -46706007.032904 + Penalty 223.730930 = -46705783.301974 nChanged 8 SP:Iteration 49Q (4332.067000 sec): 3 clusters Score: Raw -46706007.172003 + Penalty 223.753771 = -46705783.418232 nChanged 10 SP:Iteration 50Q (4346.569000 sec): 3 clusters Score: Raw -46706007.363818 + Penalty 223.675170 = -46705783.688648 nChanged 12 SP:Iteration 51Q (4361.100000 sec): 3 clusters Score: Raw -46706007.589546 + Penalty 223.706056 = -46705783.883490 nChanged 4 SP:Iteration 52Q (4375.620000 sec): 3 clusters Score: Raw -46706007.634178 + Penalty 223.762810 = -46705783.871368 nChanged 8 SP:Iteration 53F (4391.143000 sec): 3 clusters Score: Raw -46706007.779761 + Penalty 223.688305 = -46705784.091456 nChanged 6 SP:Iteration 54Q (4405.653000 sec): 3 clusters Score: Raw -46706007.922914 + Penalty 223.662019 = -46705784.260895 nChanged 8 SP:Iteration 55Q (4420.185000 sec): 3 clusters Score: Raw -46706008.101415 + Penalty 223.732752 = -46705784.368662 nChanged 9 SP:Iteration 56Q (4434.695000 sec): 3 clusters Score: Raw -46706008.200795 + Penalty 223.748572 = -46705784.452223 nChanged 2 SP:Iteration 57Q (4449.236000 sec): 3 clusters Score: Raw -46706008.229746 + Penalty 223.780324 = -46705784.449422 nChanged 4 SP:Iteration 58F (4464.776000 sec): 3 clusters Score: Raw -46706008.250191 + Penalty 223.780324 = -46705784.469867 nChanged 0 Score: Raw -84333406.800474 + Penalty 336269.933473 = -83997136.867001 Splitting cluster 7 changes total score from -83654804.670347 to -83997136.867001 So it's getting split into cluster 19. Trying to split cluster 8 (32537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4788.490000 sec): 2 clusters Score: Raw -6875008.321584 + Penalty 135.699259 = -6874872.622325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4789.480000 sec): 3 clusters Score: Raw -6853033.950468 + Penalty 269.958593 = -6852763.991876 nChanged 15923 SP:Iteration 1F (4790.470000 sec): 3 clusters Score: Raw -6864016.157829 + Penalty 269.428676 = -6863746.729153 nChanged 3579 SP:Iteration 2F (4791.460000 sec): 3 clusters Score: Raw -6867416.516156 + Penalty 268.938328 = -6867147.577828 nChanged 3020 SP:Iteration 3F (4792.450000 sec): 3 clusters Score: Raw -6870679.755899 + Penalty 269.932178 = -6870409.823721 nChanged 2008 SP:Iteration 4F (4793.426000 sec): 3 clusters Score: Raw -6872649.740274 + Penalty 268.995885 = -6872380.744389 nChanged 1379 SP:Iteration 5Q (4794.367000 sec): 3 clusters Score: Raw -6873977.637602 + Penalty 269.109014 = -6873708.528588 nChanged 788 SP:Iteration 6Q (4795.258000 sec): 3 clusters Score: Raw -6874672.971577 + Penalty 268.329874 = -6874404.641703 nChanged 437 SP:Iteration 7Q (4796.125000 sec): 3 clusters Score: Raw -6874967.833773 + Penalty 269.125357 = -6874698.708416 nChanged 267 SP:Iteration 8Q (4796.965000 sec): 3 clusters Score: Raw -6875118.004592 + Penalty 269.433538 = -6874848.571054 nChanged 155 SP:Iteration 9Q (4797.795000 sec): 3 clusters Score: Raw -6875200.192088 + Penalty 272.783298 = -6874927.408790 nChanged 92 SP:Iteration 10Q (4798.615000 sec): 3 clusters Score: Raw -6875249.453378 + Penalty 273.229581 = -6874976.223797 nChanged 62 SP:Iteration 11Q (4799.435000 sec): 3 clusters Score: Raw -6875273.996382 + Penalty 274.915532 = -6874999.080850 nChanged 38 SP:Iteration 12Q (4800.255000 sec): 3 clusters Score: Raw -6875284.365920 + Penalty 275.141486 = -6875009.224435 nChanged 16 SP:Iteration 13Q (4801.075000 sec): 3 clusters Score: Raw -6875287.493192 + Penalty 275.119656 = -6875012.373536 nChanged 12 SP:Iteration 14Q (4801.895000 sec): 3 clusters Score: Raw -6875289.088891 + Penalty 275.775389 = -6875013.313502 nChanged 8 SP:Iteration 15Q (4802.695000 sec): 3 clusters Score: Raw -6875289.704475 + Penalty 275.841463 = -6875013.863012 nChanged 6 SP:Iteration 16Q (4803.505000 sec): 3 clusters Score: Raw -6875289.965193 + Penalty 275.440087 = -6875014.525106 nChanged 6 SP:Iteration 17Q (4804.325000 sec): 3 clusters Score: Raw -6875290.152076 + Penalty 275.406719 = -6875014.745357 nChanged 3 SP:Iteration 18Q (4805.135000 sec): 3 clusters Score: Raw -6875290.180504 + Penalty 275.406719 = -6875014.773784 nChanged 0 SP:Iteration 19F (4806.105000 sec): 3 clusters Score: Raw -6875290.180504 + Penalty 275.406719 = -6875014.773784 nChanged 0 Score: Raw -84333688.659528 + Penalty 336443.548951 = -83997245.110577 Splitting cluster 8 changes total score from -83654804.670347 to -83997245.110577 So it's getting split into cluster 42. Trying to split cluster 9 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5128.492000 sec): 2 clusters Score: Raw -119338.807444 + Penalty 431.209906 = -118907.597538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5128.502000 sec): 3 clusters Score: Raw -119115.422975 + Penalty 865.643342 = -118249.779633 nChanged 176 SP:Iteration 1F (5128.522000 sec): 3 clusters Score: Raw -119267.305576 + Penalty 868.221388 = -118399.084188 nChanged 43 SP:Iteration 2F (5128.542000 sec): 3 clusters Score: Raw -119302.195616 + Penalty 869.533745 = -118432.661871 nChanged 16 SP:Iteration 3Q (5128.552000 sec): 3 clusters Score: Raw -119316.517761 + Penalty 869.911897 = -118446.605864 nChanged 12 SP:Iteration 4Q (5128.572000 sec): 3 clusters Score: Raw -119328.200625 + Penalty 871.027316 = -118457.173309 nChanged 11 SP:Iteration 5Q (5128.582000 sec): 3 clusters Score: Raw -119335.458948 + Penalty 871.800001 = -118463.658947 nChanged 4 SP:Iteration 6Q (5128.602000 sec): 3 clusters Score: Raw -119337.835635 + Penalty 872.962200 = -118464.873434 nChanged 4 SP:Iteration 7Q (5128.622000 sec): 3 clusters Score: Raw -119343.664459 + Penalty 874.234214 = -118469.430245 nChanged 4 SP:Iteration 8Q (5128.632000 sec): 3 clusters Score: Raw -119349.441485 + Penalty 875.004724 = -118474.436761 nChanged 4 SP:Iteration 9Q (5128.652000 sec): 3 clusters Score: Raw -119352.947247 + Penalty 875.004724 = -118477.942524 nChanged 0 SP:Iteration 10F (5128.672000 sec): 3 clusters Score: Raw -119352.947247 + Penalty 875.004724 = -118477.942524 nChanged 0 Trying to split cluster 10 (23970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5130.892000 sec): 2 clusters Score: Raw -5066852.353773 + Penalty 203.010636 = -5066649.343137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5131.822000 sec): 3 clusters Score: Raw -5050623.640297 + Penalty 401.339015 = -5050222.301282 nChanged 11692 SP:Iteration 1F (5132.752000 sec): 3 clusters Score: Raw -5057063.461303 + Penalty 396.634037 = -5056666.827266 nChanged 3055 SP:Iteration 2F (5133.682000 sec): 3 clusters Score: Raw -5059221.796888 + Penalty 391.373033 = -5058830.423855 nChanged 3066 SP:Iteration 3F (5134.612000 sec): 3 clusters Score: Raw -5061909.135924 + Penalty 390.245868 = -5061518.890055 nChanged 2576 SP:Iteration 4F (5135.552000 sec): 3 clusters Score: Raw -5064542.830088 + Penalty 390.568514 = -5064152.261574 nChanged 1415 SP:Iteration 5F (5136.482000 sec): 3 clusters Score: Raw -5066256.081161 + Penalty 389.553832 = -5065866.527330 nChanged 811 SP:Iteration 6Q (5137.372000 sec): 3 clusters Score: Raw -5066952.481603 + Penalty 388.080276 = -5066564.401327 nChanged 500 SP:Iteration 7Q (5138.202000 sec): 3 clusters Score: Raw -5067253.357445 + Penalty 387.435920 = -5066865.921524 nChanged 335 SP:Iteration 8Q (5139.042000 sec): 3 clusters Score: Raw -5067406.630424 + Penalty 386.183188 = -5067020.447236 nChanged 239 SP:Iteration 9Q (5139.862000 sec): 3 clusters Score: Raw -5067495.408354 + Penalty 385.964411 = -5067109.443943 nChanged 182 SP:Iteration 10Q (5140.692000 sec): 3 clusters Score: Raw -5067539.422356 + Penalty 385.849875 = -5067153.572482 nChanged 140 SP:Iteration 11Q (5141.512000 sec): 3 clusters Score: Raw -5067560.327351 + Penalty 385.326681 = -5067175.000670 nChanged 96 SP:Iteration 12Q (5142.332000 sec): 3 clusters Score: Raw -5067570.049686 + Penalty 384.779420 = -5067185.270267 nChanged 71 SP:Iteration 13Q (5143.152000 sec): 3 clusters Score: Raw -5067576.084029 + Penalty 384.489018 = -5067191.595011 nChanged 86 SP:Iteration 14Q (5143.978000 sec): 3 clusters Score: Raw -5067584.593931 + Penalty 384.408238 = -5067200.185693 nChanged 86 SP:Iteration 15Q (5144.798000 sec): 3 clusters Score: Raw -5067593.579433 + Penalty 384.328356 = -5067209.251077 nChanged 83 SP:Iteration 16Q (5145.628000 sec): 3 clusters Score: Raw -5067602.129706 + Penalty 383.563793 = -5067218.565912 nChanged 82 SP:Iteration 17Q (5146.438000 sec): 3 clusters Score: Raw -5067611.971666 + Penalty 382.813856 = -5067229.157809 nChanged 90 SP:Iteration 18Q (5147.258000 sec): 3 clusters Score: Raw -5067626.034490 + Penalty 382.645109 = -5067243.389381 nChanged 64 SP:Iteration 19Q (5148.088000 sec): 3 clusters Score: Raw -5067635.278063 + Penalty 382.201639 = -5067253.076424 nChanged 64 SP:Iteration 20F (5148.998000 sec): 3 clusters Score: Raw -5067646.124800 + Penalty 382.017626 = -5067264.107174 nChanged 79 SP:Iteration 21Q (5149.818000 sec): 3 clusters Score: Raw -5067657.509190 + Penalty 381.221420 = -5067276.287770 nChanged 75 SP:Iteration 22Q (5150.678000 sec): 3 clusters Score: Raw -5067667.096320 + Penalty 380.946623 = -5067286.149696 nChanged 62 SP:Iteration 23Q (5151.518000 sec): 3 clusters Score: Raw -5067674.693986 + Penalty 381.077897 = -5067293.616089 nChanged 71 SP:Iteration 24Q (5152.368000 sec): 3 clusters Score: Raw -5067682.709321 + Penalty 381.001622 = -5067301.707699 nChanged 46 SP:Iteration 25Q (5153.218000 sec): 3 clusters Score: Raw -5067687.572946 + Penalty 380.908380 = -5067306.664566 nChanged 46 SP:Iteration 26Q (5154.080000 sec): 3 clusters Score: Raw -5067691.578397 + Penalty 380.949208 = -5067310.629189 nChanged 47 SP:Iteration 27Q (5154.930000 sec): 3 clusters Score: Raw -5067695.403802 + Penalty 380.900286 = -5067314.503516 nChanged 42 SP:Iteration 28Q (5155.780000 sec): 3 clusters Score: Raw -5067698.576183 + Penalty 380.286180 = -5067318.290003 nChanged 32 SP:Iteration 29Q (5156.630000 sec): 3 clusters Score: Raw -5067700.434454 + Penalty 380.441729 = -5067319.992726 nChanged 24 SP:Iteration 30Q (5157.480000 sec): 3 clusters Score: Raw -5067701.297904 + Penalty 380.511461 = -5067320.786444 nChanged 10 SP:Iteration 31Q (5158.330000 sec): 3 clusters Score: Raw -5067701.531397 + Penalty 380.597489 = -5067320.933908 nChanged 8 SP:Iteration 32Q (5159.190000 sec): 3 clusters Score: Raw -5067701.709734 + Penalty 380.503954 = -5067321.205780 nChanged 6 SP:Iteration 33Q (5160.030000 sec): 3 clusters Score: Raw -5067701.754448 + Penalty 380.503954 = -5067321.250494 nChanged 0 SP:Iteration 34F (5160.980000 sec): 3 clusters Score: Raw -5067701.754448 + Penalty 380.503954 = -5067321.250494 nChanged 0 Score: Raw -84334538.060290 + Penalty 336670.804808 = -83997867.255482 Splitting cluster 10 changes total score from -83654804.670347 to -83997867.255482 So it's getting split into cluster 43. Trying to split cluster 11 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5485.278000 sec): 2 clusters Score: Raw -125798.688200 + Penalty 8326.532140 = -117472.156060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5485.338000 sec): 3 clusters Score: Raw -126066.589421 + Penalty 16658.510022 = -109408.079400 nChanged 153 SP:Iteration 1F (5485.398000 sec): 3 clusters Score: Raw -126713.670862 + Penalty 16669.299258 = -110044.371604 nChanged 6 SP:Iteration 2Q (5485.448000 sec): 3 clusters Score: Raw -126732.974379 + Penalty 16681.061085 = -110051.913294 nChanged 4 SP:Iteration 3Q (5485.508000 sec): 3 clusters Score: Raw -126746.111876 + Penalty 16681.061085 = -110065.050792 nChanged 0 SP:Iteration 4F (5485.568000 sec): 3 clusters Score: Raw -126746.111876 + Penalty 16681.061085 = -110065.050792 nChanged 0 Trying to split cluster 12 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5485.608000 sec): 2 clusters Score: Raw -80026.425448 + Penalty 177.072407 = -79849.353041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5485.628000 sec): 3 clusters Score: Raw -79825.284510 + Penalty 354.815785 = -79470.468725 nChanged 152 SP:Iteration 1F (5485.638000 sec): 3 clusters Score: Raw -79983.535663 + Penalty 356.077887 = -79627.457777 nChanged 34 SP:Iteration 2F (5485.648000 sec): 3 clusters Score: Raw -80023.729750 + Penalty 355.519454 = -79668.210296 nChanged 16 SP:Iteration 3Q (5485.658000 sec): 3 clusters Score: Raw -80031.658859 + Penalty 355.262282 = -79676.396577 nChanged 10 SP:Iteration 4Q (5485.668000 sec): 3 clusters Score: Raw -80038.793711 + Penalty 354.612926 = -79684.180785 nChanged 12 SP:Iteration 5Q (5485.678000 sec): 3 clusters Score: Raw -80050.029384 + Penalty 354.477595 = -79695.551789 nChanged 4 SP:Iteration 6Q (5485.688000 sec): 3 clusters Score: Raw -80052.380358 + Penalty 354.387732 = -79697.992626 nChanged 4 SP:Iteration 7Q (5485.698000 sec): 3 clusters Score: Raw -80054.316732 + Penalty 354.229278 = -79700.087454 nChanged 2 SP:Iteration 8Q (5485.718000 sec): 3 clusters Score: Raw -80055.868669 + Penalty 353.961197 = -79701.907472 nChanged 4 SP:Iteration 9Q (5485.728000 sec): 3 clusters Score: Raw -80060.388255 + Penalty 354.105433 = -79706.282822 nChanged 10 SP:Iteration 10Q (5485.738000 sec): 3 clusters Score: Raw -80068.975244 + Penalty 354.109651 = -79714.865593 nChanged 4 SP:Iteration 11Q (5485.748000 sec): 3 clusters Score: Raw -80072.601023 + Penalty 354.109651 = -79718.491372 nChanged 0 SP:Iteration 12F (5485.758000 sec): 3 clusters Score: Raw -80072.601023 + Penalty 354.109651 = -79718.491372 nChanged 0 Trying to split cluster 13 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5485.778000 sec): 2 clusters Score: Raw -9869.687965 + Penalty 3477.028152 = -6392.659813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5485.778000 sec): 3 clusters Score: Raw -9278.958877 + Penalty 9349.155871 = 70.196994 nChanged 14 SP:Iteration 1F (5485.788000 sec): 3 clusters Score: Raw -9521.279135 + Penalty 10216.294663 = 695.015528 nChanged 2 SP:Iteration 2F (5485.798000 sec): 3 clusters Score: Raw -9881.944382 + Penalty 10216.294663 = 334.350281 nChanged 0 Trying to split cluster 14 (2047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5486.078000 sec): 2 clusters Score: Raw -423618.319084 + Penalty 651.935296 = -422966.383788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5486.158000 sec): 3 clusters Score: Raw -422533.715272 + Penalty 1328.774106 = -421204.941166 nChanged 799 SP:Iteration 1F (5486.238000 sec): 3 clusters Score: Raw -423409.330659 + Penalty 1348.965129 = -422060.365530 nChanged 237 SP:Iteration 2F (5486.318000 sec): 3 clusters Score: Raw -423633.311216 + Penalty 1359.122722 = -422274.188493 nChanged 123 SP:Iteration 3F (5486.408000 sec): 3 clusters Score: Raw -423778.225907 + Penalty 1377.619125 = -422400.606782 nChanged 102 SP:Iteration 4Q (5486.478000 sec): 3 clusters Score: Raw -423890.741124 + Penalty 1399.943185 = -422490.797939 nChanged 62 SP:Iteration 5Q (5486.558000 sec): 3 clusters Score: Raw -423958.520913 + Penalty 1410.880752 = -422547.640161 nChanged 37 SP:Iteration 6Q (5486.638000 sec): 3 clusters Score: Raw -423994.692546 + Penalty 1434.822772 = -422559.869774 nChanged 33 SP:Iteration 7Q (5486.708000 sec): 3 clusters Score: Raw -424024.183065 + Penalty 1448.909156 = -422575.273909 nChanged 23 SP:Iteration 8Q (5486.788000 sec): 3 clusters Score: Raw -424042.754417 + Penalty 1455.403569 = -422587.350848 nChanged 16 SP:Iteration 9Q (5486.868000 sec): 3 clusters Score: Raw -424059.486971 + Penalty 1447.782828 = -422611.704143 nChanged 16 SP:Iteration 10Q (5486.938000 sec): 3 clusters Score: Raw -424073.794395 + Penalty 1443.864560 = -422629.929835 nChanged 12 SP:Iteration 11Q (5487.008000 sec): 3 clusters Score: Raw -424087.938830 + Penalty 1436.058844 = -422651.879986 nChanged 10 SP:Iteration 12Q (5487.078000 sec): 3 clusters Score: Raw -424095.565238 + Penalty 1438.149300 = -422657.415938 nChanged 8 SP:Iteration 13Q (5487.158000 sec): 3 clusters Score: Raw -424098.050873 + Penalty 1446.326715 = -422651.724158 nChanged 2 SP:Iteration 14F (5487.238000 sec): 3 clusters Score: Raw -424099.197387 + Penalty 1456.511497 = -422642.685890 nChanged 4 SP:Iteration 15F (5487.308000 sec): 3 clusters Score: Raw -424102.022059 + Penalty 1469.366086 = -422632.655972 nChanged 8 SP:Iteration 16F (5487.388000 sec): 3 clusters Score: Raw -424106.703674 + Penalty 1479.473906 = -422627.229768 nChanged 4 SP:Iteration 17F (5487.468000 sec): 3 clusters Score: Raw -424109.458302 + Penalty 1481.627526 = -422627.830776 nChanged 2 SP:Iteration 18Q (5487.538000 sec): 3 clusters Score: Raw -424110.812946 + Penalty 1489.519867 = -422621.293079 nChanged 2 SP:Iteration 19F (5487.618000 sec): 3 clusters Score: Raw -424112.038588 + Penalty 1489.519867 = -422622.518720 nChanged 0 Trying to split cluster 15 (5666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5488.038000 sec): 2 clusters Score: Raw -1196664.054733 + Penalty 239.529600 = -1196424.525132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5488.208000 sec): 3 clusters Score: Raw -1192944.006760 + Penalty 478.889808 = -1192465.116952 nChanged 2653 SP:Iteration 1F (5488.378000 sec): 3 clusters Score: Raw -1194131.113415 + Penalty 478.596707 = -1193652.516707 nChanged 782 SP:Iteration 2F (5488.548000 sec): 3 clusters Score: Raw -1194520.644993 + Penalty 482.976066 = -1194037.668927 nChanged 608 SP:Iteration 3F (5488.728000 sec): 3 clusters Score: Raw -1194868.601597 + Penalty 493.338822 = -1194375.262775 nChanged 477 SP:Iteration 4F (5488.898000 sec): 3 clusters Score: Raw -1195189.233522 + Penalty 507.878722 = -1194681.354800 nChanged 398 SP:Iteration 5F (5489.068000 sec): 3 clusters Score: Raw -1195459.984729 + Penalty 522.625083 = -1194937.359646 nChanged 322 SP:Iteration 6F (5489.238000 sec): 3 clusters Score: Raw -1195735.635113 + Penalty 544.978414 = -1195190.656698 nChanged 320 SP:Iteration 7F (5489.408000 sec): 3 clusters Score: Raw -1196110.524124 + Penalty 560.774200 = -1195549.749924 nChanged 193 SP:Iteration 8Q (5489.578000 sec): 3 clusters Score: Raw -1196297.925476 + Penalty 577.550773 = -1195720.374703 nChanged 136 SP:Iteration 9Q (5489.738000 sec): 3 clusters Score: Raw -1196407.737007 + Penalty 588.140421 = -1195819.596587 nChanged 102 SP:Iteration 10Q (5489.898000 sec): 3 clusters Score: Raw -1196476.111139 + Penalty 598.791648 = -1195877.319491 nChanged 89 SP:Iteration 11Q (5490.048000 sec): 3 clusters Score: Raw -1196537.202969 + Penalty 605.004427 = -1195932.198542 nChanged 63 SP:Iteration 12Q (5490.198000 sec): 3 clusters Score: Raw -1196571.469356 + Penalty 609.219692 = -1195962.249663 nChanged 41 SP:Iteration 13Q (5490.338000 sec): 3 clusters Score: Raw -1196589.047287 + Penalty 613.754729 = -1195975.292558 nChanged 28 SP:Iteration 14Q (5490.488000 sec): 3 clusters Score: Raw -1196599.896108 + Penalty 614.000411 = -1195985.895698 nChanged 28 SP:Iteration 15Q (5490.628000 sec): 3 clusters Score: Raw -1196610.206331 + Penalty 616.164570 = -1195994.041761 nChanged 19 SP:Iteration 16Q (5490.778000 sec): 3 clusters Score: Raw -1196616.287614 + Penalty 617.784840 = -1195998.502774 nChanged 10 SP:Iteration 17Q (5490.918000 sec): 3 clusters Score: Raw -1196619.854693 + Penalty 617.106186 = -1196002.748507 nChanged 10 SP:Iteration 18Q (5491.068000 sec): 3 clusters Score: Raw -1196623.175192 + Penalty 617.164814 = -1196006.010379 nChanged 6 SP:Iteration 19Q (5491.218000 sec): 3 clusters Score: Raw -1196624.105943 + Penalty 613.259561 = -1196010.846383 nChanged 6 SP:Iteration 20F (5491.378000 sec): 3 clusters Score: Raw -1196626.590808 + Penalty 608.523736 = -1196018.067071 nChanged 9 SP:Iteration 21Q (5491.528000 sec): 3 clusters Score: Raw -1196629.292763 + Penalty 608.894472 = -1196020.398291 nChanged 4 SP:Iteration 22Q (5491.678000 sec): 3 clusters Score: Raw -1196629.734700 + Penalty 608.364273 = -1196021.370427 nChanged 4 SP:Iteration 23Q (5491.828000 sec): 3 clusters Score: Raw -1196630.483216 + Penalty 608.447160 = -1196022.036056 nChanged 8 SP:Iteration 24Q (5491.968000 sec): 3 clusters Score: Raw -1196632.646771 + Penalty 608.493430 = -1196024.153341 nChanged 16 SP:Iteration 25Q (5492.108000 sec): 3 clusters Score: Raw -1196639.365836 + Penalty 608.493430 = -1196030.872406 nChanged 0 SP:Iteration 26F (5492.278000 sec): 3 clusters Score: Raw -1196639.365836 + Penalty 608.493430 = -1196030.872406 nChanged 0 Trying to split cluster 16 (8513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5493.435000 sec): 2 clusters Score: Raw -1801132.363870 + Penalty 261.407031 = -1800870.956839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5493.687000 sec): 3 clusters Score: Raw -1795674.316340 + Penalty 519.191934 = -1795155.124406 nChanged 3978 SP:Iteration 1F (5493.937000 sec): 3 clusters Score: Raw -1798635.165342 + Penalty 516.889898 = -1798118.275444 nChanged 996 SP:Iteration 2F (5494.187000 sec): 3 clusters Score: Raw -1799745.267544 + Penalty 514.887667 = -1799230.379876 nChanged 798 SP:Iteration 3F (5494.427000 sec): 3 clusters Score: Raw -1800828.636793 + Penalty 516.064422 = -1800312.572372 nChanged 548 SP:Iteration 4F (5494.677000 sec): 3 clusters Score: Raw -1801241.888287 + Penalty 517.305208 = -1800724.583078 nChanged 307 SP:Iteration 5Q (5494.917000 sec): 3 clusters Score: Raw -1801444.607761 + Penalty 519.467173 = -1800925.140588 nChanged 280 SP:Iteration 6Q (5495.147000 sec): 3 clusters Score: Raw -1801698.837317 + Penalty 521.464389 = -1801177.372927 nChanged 220 SP:Iteration 7Q (5495.377000 sec): 3 clusters Score: Raw -1801891.082946 + Penalty 523.525781 = -1801367.557165 nChanged 223 SP:Iteration 8Q (5495.617000 sec): 3 clusters Score: Raw -1802072.912895 + Penalty 525.044016 = -1801547.868880 nChanged 171 SP:Iteration 9Q (5495.847000 sec): 3 clusters Score: Raw -1802191.456239 + Penalty 526.144884 = -1801665.311355 nChanged 144 SP:Iteration 10Q (5496.077000 sec): 3 clusters Score: Raw -1802258.787329 + Penalty 526.657237 = -1801732.130092 nChanged 75 SP:Iteration 11Q (5496.307000 sec): 3 clusters Score: Raw -1802276.360956 + Penalty 526.911872 = -1801749.449084 nChanged 43 SP:Iteration 12Q (5496.527000 sec): 3 clusters Score: Raw -1802282.375682 + Penalty 527.071055 = -1801755.304627 nChanged 20 SP:Iteration 13Q (5496.757000 sec): 3 clusters Score: Raw -1802284.234107 + Penalty 527.176541 = -1801757.057565 nChanged 12 SP:Iteration 14Q (5496.987000 sec): 3 clusters Score: Raw -1802285.473665 + Penalty 527.313999 = -1801758.159666 nChanged 21 SP:Iteration 15Q (5497.207000 sec): 3 clusters Score: Raw -1802288.149283 + Penalty 527.500883 = -1801760.648399 nChanged 22 SP:Iteration 16Q (5497.437000 sec): 3 clusters Score: Raw -1802290.020533 + Penalty 527.499063 = -1801762.521469 nChanged 10 SP:Iteration 17Q (5497.667000 sec): 3 clusters Score: Raw -1802290.430056 + Penalty 527.499063 = -1801762.930992 nChanged 0 SP:Iteration 18F (5497.917000 sec): 3 clusters Score: Raw -1802290.430056 + Penalty 527.499063 = -1801762.930992 nChanged 0 Score: Raw -84335696.126368 + Penalty 337050.473212 = -83998645.653156 Splitting cluster 16 changes total score from -83654804.670347 to -83998645.653156 So it's getting split into cluster 46. Trying to split cluster 20 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5825.089000 sec): 2 clusters Score: Raw -40046.989757 + Penalty 310.074296 = -39736.915462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5825.099000 sec): 3 clusters Score: Raw -40027.859949 + Penalty 629.665547 = -39398.194402 nChanged 54 SP:Iteration 1F (5825.109000 sec): 3 clusters Score: Raw -40121.844295 + Penalty 616.166572 = -39505.677723 nChanged 8 SP:Iteration 2Q (5825.109000 sec): 3 clusters Score: Raw -40136.446257 + Penalty 616.166572 = -39520.279685 nChanged 0 SP:Iteration 3F (5825.119000 sec): 3 clusters Score: Raw -40136.446257 + Penalty 616.166572 = -39520.279685 nChanged 0 Trying to split cluster 21 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5825.139000 sec): 2 clusters Score: Raw -46396.681539 + Penalty 307.973281 = -46088.708258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5825.149000 sec): 3 clusters Score: Raw -46313.392262 + Penalty 612.960321 = -45700.431941 nChanged 64 SP:Iteration 1F (5825.149000 sec): 3 clusters Score: Raw -46383.973659 + Penalty 611.117385 = -45772.856274 nChanged 10 SP:Iteration 2Q (5825.159000 sec): 3 clusters Score: Raw -46395.609195 + Penalty 611.117385 = -45784.491810 nChanged 0 SP:Iteration 3F (5825.169000 sec): 3 clusters Score: Raw -46395.609195 + Penalty 611.117385 = -45784.491810 nChanged 0 Trying to split cluster 22 (4125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5825.479000 sec): 2 clusters Score: Raw -873796.141174 + Penalty 289.583085 = -873506.558089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5825.599000 sec): 3 clusters Score: Raw -871136.081428 + Penalty 623.805850 = -870512.275578 nChanged 1856 SP:Iteration 1F (5825.719000 sec): 3 clusters Score: Raw -872688.190700 + Penalty 674.102836 = -872014.087864 nChanged 594 SP:Iteration 2F (5825.849000 sec): 3 clusters Score: Raw -873236.165211 + Penalty 692.129733 = -872544.035478 nChanged 216 SP:Iteration 3F (5825.969000 sec): 3 clusters Score: Raw -873376.583301 + Penalty 701.286018 = -872675.297283 nChanged 112 SP:Iteration 4Q (5826.079000 sec): 3 clusters Score: Raw -873450.506807 + Penalty 707.431994 = -872743.074814 nChanged 95 SP:Iteration 5Q (5826.189000 sec): 3 clusters Score: Raw -873515.837168 + Penalty 713.598898 = -872802.238269 nChanged 76 SP:Iteration 6Q (5826.299000 sec): 3 clusters Score: Raw -873564.757559 + Penalty 716.991442 = -872847.766117 nChanged 40 SP:Iteration 7Q (5826.409000 sec): 3 clusters Score: Raw -873590.681639 + Penalty 719.621794 = -872871.059845 nChanged 52 SP:Iteration 8Q (5826.519000 sec): 3 clusters Score: Raw -873625.325451 + Penalty 725.555703 = -872899.769748 nChanged 56 SP:Iteration 9Q (5826.629000 sec): 3 clusters Score: Raw -873672.257642 + Penalty 732.979438 = -872939.278204 nChanged 64 SP:Iteration 10Q (5826.729000 sec): 3 clusters Score: Raw -873720.259853 + Penalty 743.507133 = -872976.752720 nChanged 51 SP:Iteration 11Q (5826.839000 sec): 3 clusters Score: Raw -873765.798943 + Penalty 754.729575 = -873011.069368 nChanged 32 SP:Iteration 12Q (5826.949000 sec): 3 clusters Score: Raw -873793.458085 + Penalty 757.891537 = -873035.566548 nChanged 22 SP:Iteration 13Q (5827.049000 sec): 3 clusters Score: Raw -873811.501103 + Penalty 757.778109 = -873053.722994 nChanged 16 SP:Iteration 14Q (5827.159000 sec): 3 clusters Score: Raw -873821.817633 + Penalty 759.731882 = -873062.085750 nChanged 7 SP:Iteration 15Q (5827.259000 sec): 3 clusters Score: Raw -873824.388784 + Penalty 761.640977 = -873062.747807 nChanged 2 SP:Iteration 16Q (5827.359000 sec): 3 clusters Score: Raw -873826.473573 + Penalty 761.149072 = -873065.324500 nChanged 2 SP:Iteration 17Q (5827.459000 sec): 3 clusters Score: Raw -873827.437037 + Penalty 761.014961 = -873066.422076 nChanged 4 SP:Iteration 18Q (5827.569000 sec): 3 clusters Score: Raw -873834.558159 + Penalty 765.003942 = -873069.554216 nChanged 4 SP:Iteration 19Q (5827.669000 sec): 3 clusters Score: Raw -873837.815544 + Penalty 764.850811 = -873072.964733 nChanged 2 SP:Iteration 20F (5827.789000 sec): 3 clusters Score: Raw -873838.586413 + Penalty 764.850811 = -873073.735603 nChanged 0 Trying to split cluster 23 (584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5827.869000 sec): 2 clusters Score: Raw -117783.391644 + Penalty 168.126530 = -117615.265114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5827.889000 sec): 3 clusters Score: Raw -117558.451222 + Penalty 344.557657 = -117213.893565 nChanged 238 SP:Iteration 1F (5827.899000 sec): 3 clusters Score: Raw -117943.212852 + Penalty 354.154730 = -117589.058123 nChanged 58 SP:Iteration 2F (5827.919000 sec): 3 clusters Score: Raw -117983.488223 + Penalty 377.976579 = -117605.511644 nChanged 32 SP:Iteration 3F (5827.939000 sec): 3 clusters Score: Raw -118050.607944 + Penalty 391.950706 = -117658.657238 nChanged 13 SP:Iteration 4Q (5827.949000 sec): 3 clusters Score: Raw -118079.961984 + Penalty 403.480048 = -117676.481936 nChanged 10 SP:Iteration 5Q (5827.969000 sec): 3 clusters Score: Raw -118091.961153 + Penalty 420.071737 = -117671.889417 nChanged 8 SP:Iteration 6F (5827.979000 sec): 3 clusters Score: Raw -118099.076532 + Penalty 445.523320 = -117653.553212 nChanged 6 SP:Iteration 7F (5827.999000 sec): 3 clusters Score: Raw -118103.075627 + Penalty 456.435581 = -117646.640046 nChanged 2 SP:Iteration 8F (5828.019000 sec): 3 clusters Score: Raw -118105.038568 + Penalty 456.435581 = -117648.602987 nChanged 0 Score: Raw -84336017.769251 + Penalty 337634.880404 = -83998382.888847 Splitting cluster 23 changes total score from -83654804.670347 to -83998382.888847 So it's getting split into cluster 47. Trying to split cluster 24 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6156.207000 sec): 2 clusters Score: Raw -59534.038242 + Penalty 491.465361 = -59042.572881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6156.217000 sec): 3 clusters Score: Raw -59447.731043 + Penalty 983.147414 = -58464.583629 nChanged 84 SP:Iteration 1F (6156.227000 sec): 3 clusters Score: Raw -59606.062957 + Penalty 982.219391 = -58623.843565 nChanged 12 SP:Iteration 2Q (6156.237000 sec): 3 clusters Score: Raw -59646.285653 + Penalty 981.798021 = -58664.487631 nChanged 4 SP:Iteration 3Q (6156.247000 sec): 3 clusters Score: Raw -59656.489802 + Penalty 981.798021 = -58674.691781 nChanged 0 SP:Iteration 4F (6156.257000 sec): 3 clusters Score: Raw -59656.489802 + Penalty 981.798021 = -58674.691781 nChanged 0 Trying to split cluster 25 (6084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6157.057000 sec): 2 clusters Score: Raw -1265703.000043 + Penalty 248.292795 = -1265454.707248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6157.237000 sec): 3 clusters Score: Raw -1261833.918550 + Penalty 493.220323 = -1261340.698228 nChanged 2812 SP:Iteration 1F (6157.407000 sec): 3 clusters Score: Raw -1264226.464914 + Penalty 491.359691 = -1263735.105222 nChanged 857 SP:Iteration 2F (6157.587000 sec): 3 clusters Score: Raw -1265209.590393 + Penalty 493.218339 = -1264716.372055 nChanged 559 SP:Iteration 3F (6157.757000 sec): 3 clusters Score: Raw -1265775.224092 + Penalty 497.755464 = -1265277.468628 nChanged 396 SP:Iteration 4F (6157.937000 sec): 3 clusters Score: Raw -1266125.147901 + Penalty 500.821625 = -1265624.326276 nChanged 240 SP:Iteration 5Q (6158.107000 sec): 3 clusters Score: Raw -1266271.865873 + Penalty 502.645604 = -1265769.220268 nChanged 150 SP:Iteration 6Q (6158.287000 sec): 3 clusters Score: Raw -1266313.432508 + Penalty 502.821687 = -1265810.610821 nChanged 50 SP:Iteration 7Q (6158.457000 sec): 3 clusters Score: Raw -1266323.321347 + Penalty 503.377019 = -1265819.944328 nChanged 47 SP:Iteration 8Q (6158.637000 sec): 3 clusters Score: Raw -1266329.747197 + Penalty 503.732750 = -1265826.014447 nChanged 22 SP:Iteration 9Q (6158.807000 sec): 3 clusters Score: Raw -1266332.336953 + Penalty 503.876197 = -1265828.460757 nChanged 16 SP:Iteration 10Q (6158.987000 sec): 3 clusters Score: Raw -1266334.265662 + Penalty 504.014979 = -1265830.250682 nChanged 23 SP:Iteration 11Q (6159.157000 sec): 3 clusters Score: Raw -1266336.811868 + Penalty 504.075795 = -1265832.736073 nChanged 16 SP:Iteration 12Q (6159.327000 sec): 3 clusters Score: Raw -1266338.507768 + Penalty 504.152296 = -1265834.355472 nChanged 25 SP:Iteration 13Q (6159.497000 sec): 3 clusters Score: Raw -1266341.956837 + Penalty 504.049845 = -1265837.906992 nChanged 28 SP:Iteration 14Q (6159.677000 sec): 3 clusters Score: Raw -1266345.531621 + Penalty 503.872451 = -1265841.659171 nChanged 32 SP:Iteration 15Q (6159.847000 sec): 3 clusters Score: Raw -1266349.959950 + Penalty 503.901465 = -1265846.058485 nChanged 23 SP:Iteration 16Q (6160.017000 sec): 3 clusters Score: Raw -1266354.284570 + Penalty 503.939838 = -1265850.344732 nChanged 27 SP:Iteration 17Q (6160.187000 sec): 3 clusters Score: Raw -1266359.293963 + Penalty 504.275414 = -1265855.018550 nChanged 19 SP:Iteration 18Q (6160.357000 sec): 3 clusters Score: Raw -1266363.163116 + Penalty 504.524226 = -1265858.638890 nChanged 16 SP:Iteration 19Q (6160.527000 sec): 3 clusters Score: Raw -1266367.214952 + Penalty 504.316130 = -1265862.898822 nChanged 36 SP:Iteration 20F (6160.697000 sec): 3 clusters Score: Raw -1266374.870193 + Penalty 503.976409 = -1265870.893784 nChanged 44 SP:Iteration 21Q (6160.877000 sec): 3 clusters Score: Raw -1266383.164046 + Penalty 503.717574 = -1265879.446471 nChanged 38 SP:Iteration 22Q (6161.047000 sec): 3 clusters Score: Raw -1266389.807531 + Penalty 503.676130 = -1265886.131401 nChanged 31 SP:Iteration 23Q (6161.217000 sec): 3 clusters Score: Raw -1266395.147937 + Penalty 503.431622 = -1265891.716315 nChanged 33 SP:Iteration 24Q (6161.397000 sec): 3 clusters Score: Raw -1266399.997027 + Penalty 503.171581 = -1265896.825446 nChanged 20 SP:Iteration 25Q (6161.567000 sec): 3 clusters Score: Raw -1266402.664119 + Penalty 503.065806 = -1265899.598313 nChanged 25 SP:Iteration 26Q (6161.737000 sec): 3 clusters Score: Raw -1266408.092424 + Penalty 502.710468 = -1265905.381956 nChanged 35 SP:Iteration 27Q (6161.899000 sec): 3 clusters Score: Raw -1266416.148147 + Penalty 502.486026 = -1265913.662121 nChanged 37 SP:Iteration 28Q (6162.069000 sec): 3 clusters Score: Raw -1266423.030038 + Penalty 502.291619 = -1265920.738419 nChanged 24 SP:Iteration 29Q (6162.239000 sec): 3 clusters Score: Raw -1266426.718825 + Penalty 502.140895 = -1265924.577930 nChanged 21 SP:Iteration 30Q (6162.409000 sec): 3 clusters Score: Raw -1266429.537666 + Penalty 502.041832 = -1265927.495834 nChanged 24 SP:Iteration 31Q (6162.579000 sec): 3 clusters Score: Raw -1266432.312822 + Penalty 502.167329 = -1265930.145493 nChanged 18 SP:Iteration 32Q (6162.739000 sec): 3 clusters Score: Raw -1266437.864160 + Penalty 502.330864 = -1265935.533295 nChanged 16 SP:Iteration 33Q (6162.909000 sec): 3 clusters Score: Raw -1266442.221473 + Penalty 502.395380 = -1265939.826093 nChanged 27 SP:Iteration 34Q (6163.079000 sec): 3 clusters Score: Raw -1266447.601016 + Penalty 502.464377 = -1265945.136639 nChanged 26 SP:Iteration 35Q (6163.239000 sec): 3 clusters Score: Raw -1266452.569702 + Penalty 502.465108 = -1265950.104594 nChanged 21 SP:Iteration 36Q (6163.409000 sec): 3 clusters Score: Raw -1266457.481405 + Penalty 502.745897 = -1265954.735507 nChanged 18 SP:Iteration 37Q (6163.579000 sec): 3 clusters Score: Raw -1266461.007472 + Penalty 502.948374 = -1265958.059098 nChanged 20 SP:Iteration 38Q (6163.749000 sec): 3 clusters Score: Raw -1266465.471533 + Penalty 503.245259 = -1265962.226274 nChanged 16 SP:Iteration 39Q (6163.909000 sec): 3 clusters Score: Raw -1266469.208875 + Penalty 503.408329 = -1265965.800545 nChanged 23 SP:Iteration 40F (6164.089000 sec): 3 clusters Score: Raw -1266471.985824 + Penalty 503.454263 = -1265968.531561 nChanged 15 SP:Iteration 41Q (6164.259000 sec): 3 clusters Score: Raw -1266473.188881 + Penalty 503.419670 = -1265969.769212 nChanged 12 SP:Iteration 42Q (6164.419000 sec): 3 clusters Score: Raw -1266474.423827 + Penalty 503.283520 = -1265971.140307 nChanged 16 SP:Iteration 43Q (6164.601000 sec): 3 clusters Score: Raw -1266476.076799 + Penalty 503.160877 = -1265972.915921 nChanged 14 SP:Iteration 44Q (6164.771000 sec): 3 clusters Score: Raw -1266477.922771 + Penalty 503.366004 = -1265974.556767 nChanged 25 SP:Iteration 45Q (6164.931000 sec): 3 clusters Score: Raw -1266484.010568 + Penalty 503.693736 = -1265980.316832 nChanged 22 SP:Iteration 46Q (6165.101000 sec): 3 clusters Score: Raw -1266490.972383 + Penalty 503.901749 = -1265987.070634 nChanged 22 SP:Iteration 47Q (6165.271000 sec): 3 clusters Score: Raw -1266495.832311 + Penalty 504.212535 = -1265991.619777 nChanged 15 SP:Iteration 48Q (6165.431000 sec): 3 clusters Score: Raw -1266497.853921 + Penalty 504.322189 = -1265993.531733 nChanged 8 SP:Iteration 49Q (6165.601000 sec): 3 clusters Score: Raw -1266498.750111 + Penalty 504.375152 = -1265994.374959 nChanged 2 SP:Iteration 50Q (6165.771000 sec): 3 clusters Score: Raw -1266499.006554 + Penalty 504.363215 = -1265994.643339 nChanged 2 SP:Iteration 51Q (6165.941000 sec): 3 clusters Score: Raw -1266499.713756 + Penalty 504.355465 = -1265995.358291 nChanged 2 SP:Iteration 52Q (6166.111000 sec): 3 clusters Score: Raw -1266499.895468 + Penalty 504.355465 = -1265995.540002 nChanged 0 SP:Iteration 53F (6166.281000 sec): 3 clusters Score: Raw -1266499.895468 + Penalty 504.355465 = -1265995.540002 nChanged 0 Score: Raw -84336814.664456 + Penalty 338014.324411 = -83998800.340045 Splitting cluster 25 changes total score from -83654804.670347 to -83998800.340045 So it's getting split into cluster 55. Trying to split cluster 26 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6497.857000 sec): 2 clusters Score: Raw -11970.831471 + Penalty 4262.565483 = -7708.265987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6497.877000 sec): 3 clusters Score: Raw -12101.054107 + Penalty 8269.394085 = -3831.660022 nChanged 18 SP:Iteration 1F (6497.887000 sec): 3 clusters Score: Raw -11246.206861 + Penalty 10497.464524 = -748.742337 nChanged 10 SP:Iteration 2F (6497.897000 sec): 3 clusters Score: Raw -12027.709707 + Penalty 10497.464524 = -1530.245183 nChanged 0 Trying to split cluster 27 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6497.907000 sec): 2 clusters Score: Raw -13796.029007 + Penalty 272.393634 = -13523.635372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6497.907000 sec): 3 clusters Score: Raw -13807.188890 + Penalty 544.413742 = -13262.775148 nChanged 16 SP:Iteration 1F (6497.917000 sec): 3 clusters Score: Raw -13863.034599 + Penalty 545.176182 = -13317.858416 nChanged 2 SP:Iteration 2Q (6497.917000 sec): 3 clusters Score: Raw -13870.523286 + Penalty 545.176182 = -13325.347104 nChanged 0 SP:Iteration 3F (6497.917000 sec): 3 clusters Score: Raw -13870.523286 + Penalty 545.176182 = -13325.347104 nChanged 0 Trying to split cluster 28 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6497.937000 sec): 2 clusters Score: Raw -5363.777957 + Penalty 3153.987825 = -2209.790132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6497.937000 sec): 3 clusters Score: Raw -4379.481694 + Penalty 6307.975651 = 1928.493957 nChanged 8 SP:Iteration 1F (6497.937000 sec): 3 clusters Score: Raw -4592.652304 + Penalty 6307.975651 = 1715.323347 nChanged 0 Trying to split cluster 29 (2117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6498.097000 sec): 2 clusters Score: Raw -448878.725959 + Penalty 290.514170 = -448588.211789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6498.157000 sec): 3 clusters Score: Raw -447559.691052 + Penalty 582.890130 = -446976.800922 nChanged 917 SP:Iteration 1F (6498.217000 sec): 3 clusters Score: Raw -448047.498219 + Penalty 593.484780 = -447454.013438 nChanged 328 SP:Iteration 2F (6498.277000 sec): 3 clusters Score: Raw -448280.839822 + Penalty 609.262674 = -447671.577148 nChanged 213 SP:Iteration 3F (6498.327000 sec): 3 clusters Score: Raw -448443.685495 + Penalty 624.603444 = -447819.082051 nChanged 124 SP:Iteration 4F (6498.387000 sec): 3 clusters Score: Raw -448569.080967 + Penalty 642.150435 = -447926.930532 nChanged 93 SP:Iteration 5Q (6498.447000 sec): 3 clusters Score: Raw -448680.794530 + Penalty 662.582325 = -448018.212205 nChanged 69 SP:Iteration 6Q (6498.507000 sec): 3 clusters Score: Raw -448754.145815 + Penalty 667.190862 = -448086.954953 nChanged 65 SP:Iteration 7Q (6498.567000 sec): 3 clusters Score: Raw -448815.055287 + Penalty 677.233225 = -448137.822061 nChanged 47 SP:Iteration 8Q (6498.617000 sec): 3 clusters Score: Raw -448865.408968 + Penalty 694.124055 = -448171.284913 nChanged 30 SP:Iteration 9Q (6498.667000 sec): 3 clusters Score: Raw -448892.585426 + Penalty 704.648902 = -448187.936524 nChanged 19 SP:Iteration 10Q (6498.727000 sec): 3 clusters Score: Raw -448910.777483 + Penalty 713.947523 = -448196.829960 nChanged 10 SP:Iteration 11Q (6498.777000 sec): 3 clusters Score: Raw -448915.162960 + Penalty 719.972540 = -448195.190420 nChanged 6 SP:Iteration 12F (6498.837000 sec): 3 clusters Score: Raw -448918.599403 + Penalty 727.380130 = -448191.219273 nChanged 5 SP:Iteration 13F (6498.887000 sec): 3 clusters Score: Raw -448920.780982 + Penalty 727.380130 = -448193.400852 nChanged 0 Trying to split cluster 30 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6498.967000 sec): 2 clusters Score: Raw -101583.855659 + Penalty 3251.204990 = -98332.650669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6499.017000 sec): 3 clusters Score: Raw -101660.353452 + Penalty 6497.313853 = -95163.039598 nChanged 140 SP:Iteration 1F (6499.067000 sec): 3 clusters Score: Raw -102021.498126 + Penalty 6498.345494 = -95523.152632 nChanged 11 SP:Iteration 2Q (6499.117000 sec): 3 clusters Score: Raw -102049.719647 + Penalty 6508.778965 = -95540.940682 nChanged 10 SP:Iteration 3Q (6499.167000 sec): 3 clusters Score: Raw -102069.148232 + Penalty 6516.947683 = -95552.200548 nChanged 6 SP:Iteration 4Q (6499.217000 sec): 3 clusters Score: Raw -102078.986768 + Penalty 6525.113299 = -95553.873469 nChanged 4 SP:Iteration 5Q (6499.257000 sec): 3 clusters Score: Raw -102085.718658 + Penalty 6543.537104 = -95542.181554 nChanged 6 SP:Iteration 6F (6499.317000 sec): 3 clusters Score: Raw -102096.234050 + Penalty 6543.403231 = -95552.830819 nChanged 7 SP:Iteration 7Q (6499.357000 sec): 3 clusters Score: Raw -102119.258373 + Penalty 6551.893870 = -95567.364504 nChanged 4 SP:Iteration 8Q (6499.407000 sec): 3 clusters Score: Raw -102133.868383 + Penalty 6551.893870 = -95581.974513 nChanged 0 SP:Iteration 9F (6499.457000 sec): 3 clusters Score: Raw -102133.868383 + Penalty 6551.893870 = -95581.974513 nChanged 0 Trying to split cluster 31 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6499.477000 sec): 2 clusters Score: Raw -25615.480763 + Penalty 3595.210350 = -22020.270413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6499.497000 sec): 3 clusters Score: Raw -25975.156484 + Penalty 7090.444459 = -18884.712025 nChanged 32 SP:Iteration 1F (6499.527000 sec): 3 clusters Score: Raw -26308.136968 + Penalty 7090.444459 = -19217.692509 nChanged 0 Trying to split cluster 32 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6499.727000 sec): 2 clusters Score: Raw -265913.646453 + Penalty 1591.939320 = -264321.707133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6499.827000 sec): 3 clusters Score: Raw -265255.389316 + Penalty 3178.893583 = -262076.495733 nChanged 418 SP:Iteration 1F (6499.927000 sec): 3 clusters Score: Raw -265620.963092 + Penalty 3163.631592 = -262457.331500 nChanged 135 SP:Iteration 2F (6500.027000 sec): 3 clusters Score: Raw -265787.298649 + Penalty 3156.743782 = -262630.554867 nChanged 87 SP:Iteration 3F (6500.137000 sec): 3 clusters Score: Raw -265896.924177 + Penalty 3156.864297 = -262740.059880 nChanged 69 SP:Iteration 4F (6500.237000 sec): 3 clusters Score: Raw -265965.470782 + Penalty 3161.668561 = -262803.802221 nChanged 36 SP:Iteration 5Q (6500.337000 sec): 3 clusters Score: Raw -265995.382125 + Penalty 3169.177952 = -262826.204173 nChanged 16 SP:Iteration 6Q (6500.427000 sec): 3 clusters Score: Raw -266006.689465 + Penalty 3179.476841 = -262827.212624 nChanged 23 SP:Iteration 7Q (6500.537000 sec): 3 clusters Score: Raw -266022.759423 + Penalty 3191.893703 = -262830.865720 nChanged 18 SP:Iteration 8Q (6500.637000 sec): 3 clusters Score: Raw -266035.111985 + Penalty 3208.255376 = -262826.856609 nChanged 15 SP:Iteration 9F (6500.737000 sec): 3 clusters Score: Raw -266048.795754 + Penalty 3224.818890 = -262823.976864 nChanged 15 SP:Iteration 10F (6500.837000 sec): 3 clusters Score: Raw -266058.143500 + Penalty 3235.305422 = -262822.838078 nChanged 12 SP:Iteration 11F (6500.927000 sec): 3 clusters Score: Raw -266068.436062 + Penalty 3245.022317 = -262823.413744 nChanged 8 SP:Iteration 12Q (6501.027000 sec): 3 clusters Score: Raw -266073.986539 + Penalty 3268.778533 = -262805.208006 nChanged 16 SP:Iteration 13F (6501.127000 sec): 3 clusters Score: Raw -266089.253746 + Penalty 3296.756748 = -262792.496998 nChanged 19 SP:Iteration 14F (6501.227000 sec): 3 clusters Score: Raw -266105.957362 + Penalty 3319.993801 = -262785.963560 nChanged 14 SP:Iteration 15F (6501.327000 sec): 3 clusters Score: Raw -266120.800441 + Penalty 3339.862292 = -262780.938149 nChanged 13 SP:Iteration 16F (6501.427000 sec): 3 clusters Score: Raw -266131.993809 + Penalty 3360.279881 = -262771.713928 nChanged 10 SP:Iteration 17F (6501.527000 sec): 3 clusters Score: Raw -266138.967409 + Penalty 3358.219539 = -262780.747870 nChanged 4 SP:Iteration 18Q (6501.627000 sec): 3 clusters Score: Raw -266142.765085 + Penalty 3378.004259 = -262764.760826 nChanged 10 SP:Iteration 19F (6501.727000 sec): 3 clusters Score: Raw -266150.707330 + Penalty 3400.512202 = -262750.195128 nChanged 8 SP:Iteration 20F (6501.817000 sec): 3 clusters Score: Raw -266155.267180 + Penalty 3405.698387 = -262749.568793 nChanged 6 SP:Iteration 21F (6501.917000 sec): 3 clusters Score: Raw -266159.525848 + Penalty 3420.430092 = -262739.095756 nChanged 4 SP:Iteration 22F (6502.017000 sec): 3 clusters Score: Raw -266161.946125 + Penalty 3434.409399 = -262727.536726 nChanged 4 SP:Iteration 23F (6502.117000 sec): 3 clusters Score: Raw -266163.625296 + Penalty 3444.139835 = -262719.485462 nChanged 3 SP:Iteration 24F (6502.227000 sec): 3 clusters Score: Raw -266168.547593 + Penalty 3464.441184 = -262704.106409 nChanged 8 SP:Iteration 25F (6502.317000 sec): 3 clusters Score: Raw -266174.689519 + Penalty 3480.882605 = -262693.806914 nChanged 6 SP:Iteration 26F (6502.417000 sec): 3 clusters Score: Raw -266180.613655 + Penalty 3509.777117 = -262670.836538 nChanged 8 SP:Iteration 27F (6502.517000 sec): 3 clusters Score: Raw -266189.186905 + Penalty 3518.902045 = -262670.284860 nChanged 4 SP:Iteration 28F (6502.617000 sec): 3 clusters Score: Raw -266192.000556 + Penalty 3528.547707 = -262663.452848 nChanged 4 SP:Iteration 29F (6502.717000 sec): 3 clusters Score: Raw -266195.156475 + Penalty 3536.672975 = -262658.483500 nChanged 2 SP:Iteration 30F (6502.817000 sec): 3 clusters Score: Raw -266196.291630 + Penalty 3542.970550 = -262653.321081 nChanged 2 SP:Iteration 31F (6502.907000 sec): 3 clusters Score: Raw -266197.380469 + Penalty 3542.970550 = -262654.409920 nChanged 0 Trying to split cluster 33 (1692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6503.047000 sec): 2 clusters Score: Raw -355334.586899 + Penalty 374.767522 = -354959.819378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6503.107000 sec): 3 clusters Score: Raw -354347.901469 + Penalty 749.899490 = -353598.001979 nChanged 717 SP:Iteration 1F (6503.167000 sec): 3 clusters Score: Raw -354909.210144 + Penalty 768.874327 = -354140.335817 nChanged 228 SP:Iteration 2F (6503.227000 sec): 3 clusters Score: Raw -355107.560403 + Penalty 786.363856 = -354321.196547 nChanged 143 SP:Iteration 3F (6503.277000 sec): 3 clusters Score: Raw -355244.098885 + Penalty 801.101663 = -354442.997222 nChanged 101 SP:Iteration 4F (6503.337000 sec): 3 clusters Score: Raw -355332.335094 + Penalty 813.143815 = -354519.191279 nChanged 58 SP:Iteration 5Q (6503.397000 sec): 3 clusters Score: Raw -355379.135700 + Penalty 827.882294 = -354551.253406 nChanged 54 SP:Iteration 6Q (6503.447000 sec): 3 clusters Score: Raw -355434.049570 + Penalty 840.030072 = -354594.019498 nChanged 53 SP:Iteration 7Q (6503.507000 sec): 3 clusters Score: Raw -355467.622945 + Penalty 851.218645 = -354616.404300 nChanged 29 SP:Iteration 8Q (6503.567000 sec): 3 clusters Score: Raw -355481.381651 + Penalty 854.098614 = -354627.283037 nChanged 19 SP:Iteration 9Q (6503.617000 sec): 3 clusters Score: Raw -355488.470429 + Penalty 858.519472 = -354629.950956 nChanged 13 SP:Iteration 10Q (6503.677000 sec): 3 clusters Score: Raw -355496.914959 + Penalty 864.905880 = -354632.009079 nChanged 14 SP:Iteration 11Q (6503.747000 sec): 3 clusters Score: Raw -355514.368555 + Penalty 873.548999 = -354640.819556 nChanged 21 SP:Iteration 12Q (6503.797000 sec): 3 clusters Score: Raw -355529.771118 + Penalty 880.123569 = -354649.647549 nChanged 17 SP:Iteration 13Q (6503.857000 sec): 3 clusters Score: Raw -355535.928506 + Penalty 884.950536 = -354650.977970 nChanged 14 SP:Iteration 14Q (6503.917000 sec): 3 clusters Score: Raw -355542.471765 + Penalty 885.994252 = -354656.477513 nChanged 8 SP:Iteration 15Q (6503.987000 sec): 3 clusters Score: Raw -355546.064777 + Penalty 887.808967 = -354658.255811 nChanged 7 SP:Iteration 16Q (6504.037000 sec): 3 clusters Score: Raw -355548.720016 + Penalty 890.496492 = -354658.223524 nChanged 5 SP:Iteration 17F (6504.107000 sec): 3 clusters Score: Raw -355552.576145 + Penalty 891.620970 = -354660.955175 nChanged 4 SP:Iteration 18Q (6504.167000 sec): 3 clusters Score: Raw -355555.102206 + Penalty 894.299386 = -354660.802821 nChanged 4 SP:Iteration 19F (6504.227000 sec): 3 clusters Score: Raw -355556.323521 + Penalty 894.088785 = -354662.234736 nChanged 2 SP:Iteration 20F (6504.287000 sec): 3 clusters Score: Raw -355556.953352 + Penalty 894.088785 = -354662.864568 nChanged 0 Trying to split cluster 34 (1228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6504.377000 sec): 2 clusters Score: Raw -258831.509230 + Penalty 215.451239 = -258616.057991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6504.417000 sec): 3 clusters Score: Raw -258099.797656 + Penalty 430.902478 = -257668.895178 nChanged 531 SP:Iteration 1F (6504.457000 sec): 3 clusters Score: Raw -258431.757896 + Penalty 431.659813 = -258000.098083 nChanged 145 SP:Iteration 2F (6504.497000 sec): 3 clusters Score: Raw -258498.332012 + Penalty 432.293200 = -258066.038812 nChanged 75 SP:Iteration 3F (6504.527000 sec): 3 clusters Score: Raw -258527.195258 + Penalty 433.142578 = -258094.052680 nChanged 43 SP:Iteration 4Q (6504.567000 sec): 3 clusters Score: Raw -258541.587430 + Penalty 433.817576 = -258107.769854 nChanged 33 SP:Iteration 5Q (6504.607000 sec): 3 clusters Score: Raw -258550.101045 + Penalty 435.246928 = -258114.854117 nChanged 29 SP:Iteration 6Q (6504.637000 sec): 3 clusters Score: Raw -258560.374754 + Penalty 436.080483 = -258124.294271 nChanged 27 SP:Iteration 7Q (6504.677000 sec): 3 clusters Score: Raw -258571.791922 + Penalty 437.922814 = -258133.869108 nChanged 21 SP:Iteration 8Q (6504.717000 sec): 3 clusters Score: Raw -258581.323261 + Penalty 440.268301 = -258141.054960 nChanged 27 SP:Iteration 9Q (6504.757000 sec): 3 clusters Score: Raw -258591.723454 + Penalty 445.089345 = -258146.634109 nChanged 33 SP:Iteration 10Q (6504.787000 sec): 3 clusters Score: Raw -258607.969721 + Penalty 451.165939 = -258156.803782 nChanged 33 SP:Iteration 11Q (6504.827000 sec): 3 clusters Score: Raw -258625.126993 + Penalty 456.263150 = -258168.863842 nChanged 34 SP:Iteration 12Q (6504.867000 sec): 3 clusters Score: Raw -258643.393615 + Penalty 464.162707 = -258179.230908 nChanged 38 SP:Iteration 13Q (6504.907000 sec): 3 clusters Score: Raw -258667.257404 + Penalty 473.964818 = -258193.292586 nChanged 38 SP:Iteration 14Q (6504.947000 sec): 3 clusters Score: Raw -258690.619858 + Penalty 481.556921 = -258209.062937 nChanged 33 SP:Iteration 15Q (6504.977000 sec): 3 clusters Score: Raw -258712.474984 + Penalty 492.694068 = -258219.780916 nChanged 40 SP:Iteration 16Q (6505.017000 sec): 3 clusters Score: Raw -258740.253531 + Penalty 508.748260 = -258231.505271 nChanged 36 SP:Iteration 17Q (6505.057000 sec): 3 clusters Score: Raw -258766.738036 + Penalty 520.398200 = -258246.339835 nChanged 27 SP:Iteration 18Q (6505.087000 sec): 3 clusters Score: Raw -258782.906807 + Penalty 539.610757 = -258243.296050 nChanged 27 SP:Iteration 19F (6505.127000 sec): 3 clusters Score: Raw -258815.610507 + Penalty 559.440379 = -258256.170127 nChanged 24 SP:Iteration 20F (6505.167000 sec): 3 clusters Score: Raw -258834.062022 + Penalty 561.947993 = -258272.114029 nChanged 6 SP:Iteration 21Q (6505.197000 sec): 3 clusters Score: Raw -258837.625040 + Penalty 564.753159 = -258272.871881 nChanged 4 SP:Iteration 22Q (6505.237000 sec): 3 clusters Score: Raw -258839.377913 + Penalty 567.404691 = -258271.973222 nChanged 4 SP:Iteration 23F (6505.277000 sec): 3 clusters Score: Raw -258841.114733 + Penalty 574.835947 = -258266.278786 nChanged 4 SP:Iteration 24F (6505.307000 sec): 3 clusters Score: Raw -258849.089104 + Penalty 574.902562 = -258274.186542 nChanged 2 SP:Iteration 25Q (6505.347000 sec): 3 clusters Score: Raw -258854.286389 + Penalty 578.124542 = -258276.161846 nChanged 2 SP:Iteration 26Q (6505.387000 sec): 3 clusters Score: Raw -258858.283574 + Penalty 579.809173 = -258278.474400 nChanged 2 SP:Iteration 27Q (6505.417000 sec): 3 clusters Score: Raw -258859.672611 + Penalty 579.809173 = -258279.863437 nChanged 0 SP:Iteration 28F (6505.457000 sec): 3 clusters Score: Raw -258859.672611 + Penalty 579.809173 = -258279.863437 nChanged 0 Trying to split cluster 35 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6505.477000 sec): 2 clusters Score: Raw -43526.783071 + Penalty 316.398010 = -43210.385061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6505.477000 sec): 3 clusters Score: Raw -43467.128120 + Penalty 638.396964 = -42828.731156 nChanged 64 SP:Iteration 1F (6505.487000 sec): 3 clusters Score: Raw -43599.571768 + Penalty 641.439935 = -42958.131833 nChanged 6 SP:Iteration 2Q (6505.497000 sec): 3 clusters Score: Raw -43612.784093 + Penalty 648.026028 = -42964.758065 nChanged 4 SP:Iteration 3Q (6505.507000 sec): 3 clusters Score: Raw -43617.185278 + Penalty 648.026028 = -42969.159250 nChanged 0 SP:Iteration 4F (6505.507000 sec): 3 clusters Score: Raw -43617.185278 + Penalty 648.026028 = -42969.159250 nChanged 0 Trying to split cluster 36 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6505.527000 sec): 2 clusters Score: Raw -28485.098994 + Penalty 309.416294 = -28175.682700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6505.527000 sec): 3 clusters Score: Raw -28462.225957 + Penalty 621.779668 = -27840.446289 nChanged 35 SP:Iteration 1F (6505.537000 sec): 3 clusters Score: Raw -28526.440913 + Penalty 621.786298 = -27904.654615 nChanged 7 SP:Iteration 2F (6505.537000 sec): 3 clusters Score: Raw -28547.314644 + Penalty 623.865213 = -27923.449431 nChanged 6 SP:Iteration 3Q (6505.547000 sec): 3 clusters Score: Raw -28564.432125 + Penalty 623.865213 = -27940.566911 nChanged 0 SP:Iteration 4F (6505.547000 sec): 3 clusters Score: Raw -28564.432125 + Penalty 623.865213 = -27940.566911 nChanged 0 Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6505.567000 sec): 2 clusters Score: Raw -23732.583874 + Penalty 341.321110 = -23391.262764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6505.567000 sec): 3 clusters Score: Raw -23712.350646 + Penalty 692.572093 = -23019.778554 nChanged 29 SP:Iteration 1F (6505.567000 sec): 3 clusters Score: Raw -23809.957934 + Penalty 690.172122 = -23119.785811 nChanged 4 SP:Iteration 2Q (6505.577000 sec): 3 clusters Score: Raw -23824.711872 + Penalty 690.172122 = -23134.539749 nChanged 0 SP:Iteration 3F (6505.577000 sec): 3 clusters Score: Raw -23824.711872 + Penalty 690.172122 = -23134.539749 nChanged 0 Trying to split cluster 38 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6505.617000 sec): 2 clusters Score: Raw -46191.852941 + Penalty 1685.570987 = -44506.281955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6505.637000 sec): 3 clusters Score: Raw -46312.437221 + Penalty 3371.897250 = -42940.539971 nChanged 72 SP:Iteration 1F (6505.657000 sec): 3 clusters Score: Raw -46539.958763 + Penalty 3366.108099 = -43173.850664 nChanged 5 SP:Iteration 2Q (6505.687000 sec): 3 clusters Score: Raw -46551.487680 + Penalty 3363.095812 = -43188.391868 nChanged 2 SP:Iteration 3Q (6505.707000 sec): 3 clusters Score: Raw -46555.656089 + Penalty 3363.095812 = -43192.560277 nChanged 0 SP:Iteration 4F (6505.727000 sec): 3 clusters Score: Raw -46555.656089 + Penalty 3363.095812 = -43192.560277 nChanged 0 Trying to split cluster 39 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6505.757000 sec): 2 clusters Score: Raw -39446.090656 + Penalty 735.112444 = -38710.978212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6505.767000 sec): 3 clusters Score: Raw -39419.160605 + Penalty 1597.708745 = -37821.451860 nChanged 46 SP:Iteration 1F (6505.777000 sec): 3 clusters Score: Raw -39536.723697 + Penalty 1683.799731 = -37852.923967 nChanged 10 SP:Iteration 2F (6505.787000 sec): 3 clusters Score: Raw -39571.177621 + Penalty 1771.693680 = -37799.483942 nChanged 6 SP:Iteration 3F (6505.797000 sec): 3 clusters Score: Raw -39589.913574 + Penalty 1847.523363 = -37742.390210 nChanged 5 SP:Iteration 4F (6505.817000 sec): 3 clusters Score: Raw -39602.083141 + Penalty 1847.523363 = -37754.559778 nChanged 0 Trying to split cluster 40 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6505.897000 sec): 2 clusters Score: Raw -143345.796331 + Penalty 6847.653320 = -136498.143010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6505.967000 sec): 3 clusters Score: Raw -143894.172254 + Penalty 14419.361943 = -129474.810312 nChanged 217 SP:Iteration 1F (6506.037000 sec): 3 clusters Score: Raw -144840.300575 + Penalty 15438.203495 = -129402.097081 nChanged 54 SP:Iteration 2F (6506.097000 sec): 3 clusters Score: Raw -145169.381592 + Penalty 15640.578016 = -129528.803576 nChanged 8 SP:Iteration 3Q (6506.157000 sec): 3 clusters Score: Raw -145215.180087 + Penalty 15708.835705 = -129506.344381 nChanged 2 SP:Iteration 4F (6506.227000 sec): 3 clusters Score: Raw -145234.755904 + Penalty 15780.488835 = -129454.267069 nChanged 2 SP:Iteration 5F (6506.297000 sec): 3 clusters Score: Raw -145250.228203 + Penalty 15843.386917 = -129406.841287 nChanged 2 SP:Iteration 6F (6506.357000 sec): 3 clusters Score: Raw -145268.374912 + Penalty 15924.116367 = -129344.258545 nChanged 2 SP:Iteration 7F (6506.427000 sec): 3 clusters Score: Raw -145286.371030 + Penalty 15924.116367 = -129362.254663 nChanged 0 Trying to split cluster 41 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6506.477000 sec): 2 clusters Score: Raw -73447.103096 + Penalty 1267.884148 = -72179.218948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6506.497000 sec): 3 clusters Score: Raw -73459.339010 + Penalty 2608.936973 = -70850.402037 nChanged 96 SP:Iteration 1F (6506.517000 sec): 3 clusters Score: Raw -73689.566647 + Penalty 2623.565684 = -71066.000963 nChanged 14 SP:Iteration 2Q (6506.537000 sec): 3 clusters Score: Raw -73710.119588 + Penalty 2635.159850 = -71074.959738 nChanged 6 SP:Iteration 3Q (6506.557000 sec): 3 clusters Score: Raw -73720.746244 + Penalty 2635.159850 = -71085.586394 nChanged 0 SP:Iteration 4F (6506.577000 sec): 3 clusters Score: Raw -73720.746244 + Penalty 2635.159850 = -71085.586394 nChanged 0 Trying to split cluster 44 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6506.587000 sec): 2 clusters Score: Raw -6876.894761 + Penalty 901.659329 = -5975.235433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6506.587000 sec): 3 clusters Score: Raw -6684.666298 + Penalty 1428.527497 = -5256.138801 nChanged 10 SP:Iteration 1F (6506.597000 sec): 3 clusters Score: Raw -6831.258433 + Penalty 1038.395764 = -5792.862669 nChanged 2 SP:Iteration 2F (6506.597000 sec): 3 clusters Score: Raw -6925.388742 + Penalty 1038.395764 = -5886.992977 nChanged 0 Trying to split cluster 45 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6506.657000 sec): 2 clusters Score: Raw -90914.762032 + Penalty 1088.406258 = -89826.355775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6506.677000 sec): 3 clusters Score: Raw -90796.839201 + Penalty 2212.773071 = -88584.066130 nChanged 116 SP:Iteration 1F (6506.697000 sec): 3 clusters Score: Raw -90985.255353 + Penalty 2252.289586 = -88732.965767 nChanged 24 SP:Iteration 2F (6506.727000 sec): 3 clusters Score: Raw -91024.409919 + Penalty 2271.098905 = -88753.311014 nChanged 14 SP:Iteration 3Q (6506.747000 sec): 3 clusters Score: Raw -91045.165022 + Penalty 2276.346538 = -88768.818484 nChanged 2 SP:Iteration 4Q (6506.777000 sec): 3 clusters Score: Raw -91046.541302 + Penalty 2276.346538 = -88770.194764 nChanged 0 SP:Iteration 5F (6506.797000 sec): 3 clusters Score: Raw -91046.541302 + Penalty 2276.346538 = -88770.194764 nChanged 0 Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6506.807000 sec): 2 clusters Score: Raw -860.416034 + Penalty 178.746588 = -681.669446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6506.807000 sec): 3 clusters Score: Raw -848.483366 + Penalty 178.746588 = -669.736778 nChanged 2 SP:Iteration 1F (6506.807000 sec): 2 clusters Score: Raw -860.416034 + Penalty 178.746588 = -681.669446 nChanged 0 Trying to split cluster 49 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6506.827000 sec): 2 clusters Score: Raw -48755.113648 + Penalty 395.711777 = -48359.401871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6506.837000 sec): 3 clusters Score: Raw -48706.495048 + Penalty 788.350193 = -47918.144854 nChanged 66 SP:Iteration 1F (6506.847000 sec): 3 clusters Score: Raw -48826.471337 + Penalty 788.592971 = -48037.878366 nChanged 6 SP:Iteration 2Q (6506.857000 sec): 3 clusters Score: Raw -48839.151486 + Penalty 788.539918 = -48050.611569 nChanged 2 SP:Iteration 3Q (6506.857000 sec): 3 clusters Score: Raw -48841.139792 + Penalty 788.539918 = -48052.599874 nChanged 0 SP:Iteration 4F (6506.867000 sec): 3 clusters Score: Raw -48841.139792 + Penalty 788.539918 = -48052.599874 nChanged 0 Trying to split cluster 50 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6506.877000 sec): 2 clusters Score: Raw -24625.272363 + Penalty 343.867318 = -24281.405045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6506.887000 sec): 3 clusters Score: Raw -24610.212353 + Penalty 689.744024 = -23920.468329 nChanged 31 SP:Iteration 1F (6506.887000 sec): 3 clusters Score: Raw -24688.381977 + Penalty 689.854793 = -23998.527183 nChanged 4 SP:Iteration 2Q (6506.897000 sec): 3 clusters Score: Raw -24697.030955 + Penalty 689.854793 = -24007.176162 nChanged 0 SP:Iteration 3F (6506.897000 sec): 3 clusters Score: Raw -24697.030955 + Penalty 689.854793 = -24007.176162 nChanged 0 Trying to split cluster 51 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6506.947000 sec): 2 clusters Score: Raw -71627.008798 + Penalty 454.316071 = -71172.692727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6506.957000 sec): 3 clusters Score: Raw -71484.684438 + Penalty 996.084074 = -70488.600364 nChanged 116 SP:Iteration 1F (6506.977000 sec): 3 clusters Score: Raw -71628.095098 + Penalty 1127.037621 = -70501.057478 nChanged 41 SP:Iteration 2F (6506.997000 sec): 3 clusters Score: Raw -71696.847861 + Penalty 1142.013651 = -70554.834210 nChanged 15 SP:Iteration 3Q (6507.017000 sec): 3 clusters Score: Raw -71709.206629 + Penalty 1146.428525 = -70562.778103 nChanged 6 SP:Iteration 4Q (6507.027000 sec): 3 clusters Score: Raw -71720.062348 + Penalty 1146.428525 = -70573.633823 nChanged 0 SP:Iteration 5F (6507.047000 sec): 3 clusters Score: Raw -71720.062348 + Penalty 1146.428525 = -70573.633823 nChanged 0 Trying to split cluster 52 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6507.067000 sec): 2 clusters Score: Raw -26337.122833 + Penalty 586.020582 = -25751.102251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6507.067000 sec): 3 clusters Score: Raw -26412.364642 + Penalty 1173.931375 = -25238.433267 nChanged 26 SP:Iteration 1F (6507.077000 sec): 3 clusters Score: Raw -26559.546337 + Penalty 1173.931375 = -25385.614962 nChanged 0 Trying to split cluster 53 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6507.087000 sec): 2 clusters Score: Raw -10153.500966 + Penalty 3379.951318 = -6773.549648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6507.097000 sec): 3 clusters Score: Raw -10082.111011 + Penalty 6710.584035 = -3371.526976 nChanged 12 SP:Iteration 1F (6507.107000 sec): 3 clusters Score: Raw -10188.269967 + Penalty 6710.584035 = -3477.685931 nChanged 0 Trying to split cluster 54 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6507.117000 sec): 2 clusters Score: Raw -10416.796276 + Penalty 240.733608 = -10176.062669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6507.127000 sec): 3 clusters Score: Raw -9782.461090 + Penalty 347.468852 = -9434.992238 nChanged 17 SP:Iteration 1F (6507.127000 sec): 3 clusters Score: Raw -10166.028885 + Penalty 240.733608 = -9925.295278 nChanged 7 SP:Iteration 2F (6507.127000 sec): 2 clusters Score: Raw -10416.796276 + Penalty 240.733608 = -10176.062669 nChanged 0 Trying to split cluster 56 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6507.167000 sec): 2 clusters Score: Raw -54352.372888 + Penalty 476.790974 = -53875.581914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6507.177000 sec): 3 clusters Score: Raw -54239.667412 + Penalty 957.604268 = -53282.063144 nChanged 72 SP:Iteration 1F (6507.197000 sec): 3 clusters Score: Raw -54326.629289 + Penalty 1019.641681 = -53306.987608 nChanged 38 SP:Iteration 2F (6507.207000 sec): 3 clusters Score: Raw -54389.075037 + Penalty 1130.933904 = -53258.141133 nChanged 19 SP:Iteration 3F (6507.227000 sec): 3 clusters Score: Raw -54421.691282 + Penalty 1272.768230 = -53148.923053 nChanged 14 SP:Iteration 4F (6507.237000 sec): 3 clusters Score: Raw -54456.607003 + Penalty 1305.445530 = -53151.161473 nChanged 2 SP:Iteration 5Q (6507.247000 sec): 3 clusters Score: Raw -54463.704708 + Penalty 1343.444875 = -53120.259834 nChanged 2 SP:Iteration 6F (6507.267000 sec): 3 clusters Score: Raw -54475.276092 + Penalty 1343.444875 = -53131.831217 nChanged 0 Trying to split cluster 59 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6507.277000 sec): 2 clusters Score: Raw -9708.846904 + Penalty 1182.228891 = -8526.618013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6507.277000 sec): 3 clusters Score: Raw -9729.552672 + Penalty 2283.166820 = -7446.385853 nChanged 11 SP:Iteration 1F (6507.287000 sec): 3 clusters Score: Raw -9699.518969 + Penalty 2283.166820 = -7416.352149 nChanged 0 Trying to split cluster 61 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6507.307000 sec): 2 clusters Score: Raw -65754.043051 + Penalty 333.319260 = -65420.723791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6507.317000 sec): 3 clusters Score: Raw -65636.744235 + Penalty 664.064996 = -64972.679239 nChanged 106 SP:Iteration 1F (6507.327000 sec): 3 clusters Score: Raw -65777.197300 + Penalty 660.902810 = -65116.294490 nChanged 15 SP:Iteration 2Q (6507.337000 sec): 3 clusters Score: Raw -65802.523812 + Penalty 658.921626 = -65143.602186 nChanged 16 SP:Iteration 3F (6507.347000 sec): 3 clusters Score: Raw -65822.865269 + Penalty 660.090350 = -65162.774919 nChanged 5 SP:Iteration 4Q (6507.357000 sec): 3 clusters Score: Raw -65831.487517 + Penalty 660.090350 = -65171.397167 nChanged 0 SP:Iteration 5F (6507.367000 sec): 3 clusters Score: Raw -65831.487517 + Penalty 660.090350 = -65171.397167 nChanged 0 Trying to split cluster 63 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6507.377000 sec): 2 clusters Score: Raw -443.686409 + Penalty 496.383179 = 52.696770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6507.377000 sec): 2 clusters Score: Raw -443.686409 + Penalty 496.383179 = 52.696770 nChanged 0 Trying to split cluster 65 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6507.467000 sec): 2 clusters Score: Raw -139942.321395 + Penalty 296.569981 = -139645.751414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6507.487000 sec): 3 clusters Score: Raw -139559.915605 + Penalty 598.651935 = -138961.263669 nChanged 246 SP:Iteration 1F (6507.517000 sec): 3 clusters Score: Raw -139808.640550 + Penalty 607.184611 = -139201.455938 nChanged 90 SP:Iteration 2F (6507.547000 sec): 3 clusters Score: Raw -139915.354584 + Penalty 609.555612 = -139305.798972 nChanged 56 SP:Iteration 3F (6507.577000 sec): 3 clusters Score: Raw -139969.880788 + Penalty 598.119628 = -139371.761160 nChanged 26 SP:Iteration 4Q (6507.617000 sec): 3 clusters Score: Raw -139988.600526 + Penalty 597.957588 = -139390.642937 nChanged 9 SP:Iteration 5Q (6507.647000 sec): 3 clusters Score: Raw -139992.735679 + Penalty 597.021408 = -139395.714270 nChanged 8 SP:Iteration 6Q (6507.677000 sec): 3 clusters Score: Raw -139996.261907 + Penalty 596.488127 = -139399.773780 nChanged 4 SP:Iteration 7Q (6507.707000 sec): 3 clusters Score: Raw -140001.637972 + Penalty 592.723016 = -139408.914956 nChanged 10 SP:Iteration 8Q (6507.737000 sec): 3 clusters Score: Raw -140024.114268 + Penalty 589.800638 = -139434.313630 nChanged 12 SP:Iteration 9Q (6507.777000 sec): 3 clusters Score: Raw -140037.592820 + Penalty 589.199449 = -139448.393370 nChanged 12 SP:Iteration 10Q (6507.807000 sec): 3 clusters Score: Raw -140045.485734 + Penalty 589.059399 = -139456.426335 nChanged 12 SP:Iteration 11Q (6507.837000 sec): 3 clusters Score: Raw -140054.127791 + Penalty 592.028002 = -139462.099789 nChanged 6 SP:Iteration 12Q (6507.867000 sec): 3 clusters Score: Raw -140059.007958 + Penalty 593.287798 = -139465.720159 nChanged 6 SP:Iteration 13Q (6507.897000 sec): 3 clusters Score: Raw -140066.763458 + Penalty 594.445357 = -139472.318101 nChanged 12 SP:Iteration 14Q (6507.917000 sec): 3 clusters Score: Raw -140078.548500 + Penalty 594.984054 = -139483.564446 nChanged 12 SP:Iteration 15Q (6507.947000 sec): 3 clusters Score: Raw -140097.007513 + Penalty 593.934216 = -139503.073297 nChanged 14 SP:Iteration 16Q (6507.977000 sec): 3 clusters Score: Raw -140127.925270 + Penalty 593.389642 = -139534.535627 nChanged 10 SP:Iteration 17Q (6507.997000 sec): 3 clusters Score: Raw -140139.588427 + Penalty 593.020062 = -139546.568365 nChanged 5 SP:Iteration 18Q (6508.017000 sec): 3 clusters Score: Raw -140142.993377 + Penalty 592.852670 = -139550.140707 nChanged 2 SP:Iteration 19Q (6508.047000 sec): 3 clusters Score: Raw -140145.143621 + Penalty 592.852670 = -139552.290950 nChanged 0 SP:Iteration 20F (6508.067000 sec): 3 clusters Score: Raw -140145.143621 + Penalty 592.852670 = -139552.290950 nChanged 0 Trying to split cluster 67 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6508.167000 sec): 2 clusters Score: Raw -270363.815816 + Penalty 245.248022 = -270118.567794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6508.207000 sec): 3 clusters Score: Raw -269631.503269 + Penalty 505.478000 = -269126.025269 nChanged 570 SP:Iteration 1F (6508.247000 sec): 3 clusters Score: Raw -270094.057450 + Penalty 516.365354 = -269577.692096 nChanged 122 SP:Iteration 2F (6508.287000 sec): 3 clusters Score: Raw -270237.371373 + Penalty 528.346597 = -269709.024776 nChanged 82 SP:Iteration 3F (6508.327000 sec): 3 clusters Score: Raw -270330.059938 + Penalty 561.475714 = -269768.584225 nChanged 69 SP:Iteration 4F (6508.367000 sec): 3 clusters Score: Raw -270418.820228 + Penalty 587.977472 = -269830.842756 nChanged 40 SP:Iteration 5Q (6508.407000 sec): 3 clusters Score: Raw -270495.426956 + Penalty 611.664317 = -269883.762639 nChanged 36 SP:Iteration 6Q (6508.447000 sec): 3 clusters Score: Raw -270566.898641 + Penalty 625.438187 = -269941.460454 nChanged 30 SP:Iteration 7Q (6508.477000 sec): 3 clusters Score: Raw -270597.875024 + Penalty 630.262587 = -269967.612437 nChanged 16 SP:Iteration 8Q (6508.517000 sec): 3 clusters Score: Raw -270617.271778 + Penalty 632.190413 = -269985.081366 nChanged 18 SP:Iteration 9Q (6508.557000 sec): 3 clusters Score: Raw -270635.508341 + Penalty 633.936978 = -270001.571363 nChanged 12 SP:Iteration 10Q (6508.587000 sec): 3 clusters Score: Raw -270643.523454 + Penalty 632.411875 = -270011.111579 nChanged 4 SP:Iteration 11Q (6508.627000 sec): 3 clusters Score: Raw -270646.416977 + Penalty 630.637254 = -270015.779722 nChanged 6 SP:Iteration 12Q (6508.667000 sec): 3 clusters Score: Raw -270648.738975 + Penalty 629.931870 = -270018.807105 nChanged 4 SP:Iteration 13Q (6508.707000 sec): 3 clusters Score: Raw -270649.973940 + Penalty 630.275628 = -270019.698313 nChanged 2 SP:Iteration 14Q (6508.737000 sec): 3 clusters Score: Raw -270650.294136 + Penalty 630.275628 = -270020.018508 nChanged 0 SP:Iteration 15F (6508.777000 sec): 3 clusters Score: Raw -270650.294136 + Penalty 630.275628 = -270020.018508 nChanged 0 Trying to split cluster 68 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6508.827000 sec): 2 clusters Score: Raw -57651.346393 + Penalty 6891.092004 = -50760.254389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6508.857000 sec): 3 clusters Score: Raw -58075.242716 + Penalty 13713.635520 = -44361.607196 nChanged 82 SP:Iteration 1F (6508.897000 sec): 3 clusters Score: Raw -58723.826203 + Penalty 13729.580509 = -44994.245694 nChanged 2 SP:Iteration 2Q (6508.927000 sec): 3 clusters Score: Raw -58731.594421 + Penalty 13729.580509 = -45002.013912 nChanged 0 SP:Iteration 3F (6508.967000 sec): 3 clusters Score: Raw -58731.594421 + Penalty 13729.580509 = -45002.013912 nChanged 0 Trying to split cluster 69 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6508.977000 sec): 2 clusters Score: Raw -15706.249442 + Penalty 940.847815 = -14765.401627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6508.987000 sec): 3 clusters Score: Raw -15798.427797 + Penalty 1880.208120 = -13918.219677 nChanged 9 SP:Iteration 1F (6508.987000 sec): 3 clusters Score: Raw -15857.299844 + Penalty 1880.247150 = -13977.052694 nChanged 1 SP:Iteration 2Q (6508.997000 sec): 3 clusters Score: Raw -15868.128463 + Penalty 1880.247150 = -13987.881313 nChanged 0 SP:Iteration 3F (6508.997000 sec): 3 clusters Score: Raw -15868.128463 + Penalty 1880.247150 = -13987.881313 nChanged 0 Trying to split cluster 70 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6509.027000 sec): 2 clusters Score: Raw -29681.158220 + Penalty 2098.206491 = -27582.951728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6509.047000 sec): 3 clusters Score: Raw -29670.936160 + Penalty 4178.089317 = -25492.846843 nChanged 39 SP:Iteration 1F (6509.067000 sec): 3 clusters Score: Raw -29862.135048 + Penalty 4178.089317 = -25684.045732 nChanged 0 Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6509.067000 sec): 2 clusters Score: Raw -417.739333 + Penalty 3.465736 = -414.273597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6509.067000 sec): 3 clusters Score: Raw -403.957525 + Penalty 6.931472 = -397.026054 nChanged 0 Trying to split cluster 73 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6509.087000 sec): 2 clusters Score: Raw -10569.250307 + Penalty 4424.772433 = -6144.477874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6509.097000 sec): 3 clusters Score: Raw -10646.972572 + Penalty 6688.774985 = -3958.197587 nChanged 13 SP:Iteration 1F (6509.107000 sec): 3 clusters Score: Raw -8698.136040 + Penalty 5297.673967 = -3400.462073 nChanged 3 SP:Iteration 2F (6509.117000 sec): 3 clusters Score: Raw -10566.706650 + Penalty 5297.673967 = -5269.032683 nChanged 0 Trying to split cluster 74 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6509.127000 sec): 2 clusters Score: Raw -688.288729 + Penalty 1108.775808 = 420.487080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6509.127000 sec): 3 clusters Score: Raw -672.002065 + Penalty 1108.775808 = 436.773743 nChanged 1 SP:Iteration 1F (6509.127000 sec): 2 clusters Score: Raw -688.288729 + Penalty 1108.775808 = 420.487080 nChanged 0 Trying to split cluster 75 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6509.137000 sec): 2 clusters Score: Raw -7515.222252 + Penalty 3826.160122 = -3689.062130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6509.147000 sec): 3 clusters Score: Raw -7278.783688 + Penalty 7478.254236 = 199.470548 nChanged 5 SP:Iteration 1F (6509.157000 sec): 3 clusters Score: Raw -7023.048157 + Penalty 7356.556108 = 333.507952 nChanged 2 SP:Iteration 2F (6509.167000 sec): 3 clusters Score: Raw -6151.553798 + Penalty 7356.556108 = 1205.002310 nChanged 0 Trying to split cluster 76 (1353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6509.327000 sec): 2 clusters Score: Raw -277072.608147 + Penalty 137.376261 = -276935.231886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6509.367000 sec): 3 clusters Score: Raw -276703.347200 + Penalty 423.388148 = -276279.959053 nChanged 665 SP:Iteration 1F (6509.407000 sec): 3 clusters Score: Raw -278432.154670 + Penalty 445.612658 = -277986.542012 nChanged 29 SP:Iteration 2Q (6509.437000 sec): 3 clusters Score: Raw -278494.944172 + Penalty 453.499930 = -278041.444241 nChanged 4 SP:Iteration 3Q (6509.467000 sec): 3 clusters Score: Raw -278497.615983 + Penalty 453.499930 = -278044.116053 nChanged 0 SP:Iteration 4F (6509.507000 sec): 3 clusters Score: Raw -278497.615983 + Penalty 453.499930 = -278044.116053 nChanged 0 Score: Raw -84338239.670673 + Penalty 338580.442342 = -83999659.228331 Splitting cluster 76 changes total score from -83654804.670347 to -83999659.228331 So it's getting split into cluster 57. Trying to split cluster 79 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6842.465000 sec): 2 clusters Score: Raw -34946.564983 + Penalty 3690.158325 = -31256.406657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6842.495000 sec): 3 clusters Score: Raw -35173.323526 + Penalty 8732.024019 = -26441.299507 nChanged 48 SP:Iteration 1F (6842.515000 sec): 3 clusters Score: Raw -35623.048474 + Penalty 10491.876836 = -25131.171639 nChanged 14 SP:Iteration 2F (6842.535000 sec): 3 clusters Score: Raw -35842.651996 + Penalty 10853.314678 = -24989.337317 nChanged 2 SP:Iteration 3F (6842.565000 sec): 3 clusters Score: Raw -35879.663930 + Penalty 10853.314678 = -25026.349251 nChanged 0 Trying to split cluster 80 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6842.575000 sec): 2 clusters Score: Raw -16627.843722 + Penalty 354.363918 = -16273.479804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6842.575000 sec): 3 clusters Score: Raw -16640.022822 + Penalty 709.534021 = -15930.488800 nChanged 18 SP:Iteration 1F (6842.585000 sec): 3 clusters Score: Raw -16729.861995 + Penalty 709.534021 = -16020.327973 nChanged 0 Trying to split cluster 83 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6842.685000 sec): 2 clusters Score: Raw -179469.216341 + Penalty 15248.725522 = -164220.490819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6842.745000 sec): 3 clusters Score: Raw -182010.625218 + Penalty 30484.782000 = -151525.843218 nChanged 164 SP:Iteration 1F (6842.815000 sec): 3 clusters Score: Raw -184380.211965 + Penalty 30484.172118 = -153896.039847 nChanged 1 SP:Iteration 2Q (6842.875000 sec): 3 clusters Score: Raw -184386.628246 + Penalty 30484.172118 = -153902.456129 nChanged 0 SP:Iteration 3F (6842.945000 sec): 3 clusters Score: Raw -184386.628246 + Penalty 30484.172118 = -153902.456129 nChanged 0 Trying to split cluster 86 (1615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6843.135000 sec): 2 clusters Score: Raw -323915.433763 + Penalty 7336.243226 = -316579.190537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6843.275000 sec): 3 clusters Score: Raw -323577.048505 + Penalty 14672.792813 = -308904.255693 nChanged 417 SP:Iteration 1F (6843.415000 sec): 3 clusters Score: Raw -324120.444270 + Penalty 14691.202223 = -309429.242047 nChanged 69 SP:Iteration 2Q (6843.545000 sec): 3 clusters Score: Raw -324217.182263 + Penalty 14773.137172 = -309444.045091 nChanged 52 SP:Iteration 3Q (6843.685000 sec): 3 clusters Score: Raw -324308.957801 + Penalty 14952.978731 = -309355.979070 nChanged 63 SP:Iteration 4F (6843.825000 sec): 3 clusters Score: Raw -324441.884404 + Penalty 15242.353394 = -309199.531010 nChanged 72 SP:Iteration 5F (6843.965000 sec): 3 clusters Score: Raw -324610.169739 + Penalty 15606.364864 = -309003.804875 nChanged 72 SP:Iteration 6F (6844.105000 sec): 3 clusters Score: Raw -324782.523093 + Penalty 15943.954647 = -308838.568447 nChanged 61 SP:Iteration 7F (6844.245000 sec): 3 clusters Score: Raw -325002.244251 + Penalty 16298.651179 = -308703.593072 nChanged 55 SP:Iteration 8F (6844.385000 sec): 3 clusters Score: Raw -325246.118874 + Penalty 16565.136023 = -308680.982851 nChanged 35 SP:Iteration 9F (6844.525000 sec): 3 clusters Score: Raw -325371.328642 + Penalty 16864.441679 = -308506.886964 nChanged 34 SP:Iteration 10F (6844.675000 sec): 3 clusters Score: Raw -325488.345720 + Penalty 17094.808070 = -308393.537651 nChanged 28 SP:Iteration 11F (6844.815000 sec): 3 clusters Score: Raw -325616.086875 + Penalty 17312.190471 = -308303.896404 nChanged 23 SP:Iteration 12F (6844.955000 sec): 3 clusters Score: Raw -325736.086022 + Penalty 17504.703118 = -308231.382904 nChanged 24 SP:Iteration 13F (6845.085000 sec): 3 clusters Score: Raw -325851.121540 + Penalty 17600.212041 = -308250.909499 nChanged 16 SP:Iteration 14Q (6845.205000 sec): 3 clusters Score: Raw -325939.796940 + Penalty 17634.096960 = -308305.699980 nChanged 6 SP:Iteration 15Q (6845.325000 sec): 3 clusters Score: Raw -325975.412678 + Penalty 17661.217287 = -308314.195391 nChanged 2 SP:Iteration 16Q (6845.435000 sec): 3 clusters Score: Raw -325981.943907 + Penalty 17661.217287 = -308320.726620 nChanged 0 SP:Iteration 17F (6845.575000 sec): 3 clusters Score: Raw -325981.943907 + Penalty 17661.217287 = -308320.726620 nChanged 0 Trying to split cluster 87 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6845.605000 sec): 2 clusters Score: Raw -41101.390178 + Penalty 377.702497 = -40723.687681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6845.615000 sec): 3 clusters Score: Raw -41055.722583 + Penalty 951.950233 = -40103.772349 nChanged 69 SP:Iteration 1F (6845.625000 sec): 3 clusters Score: Raw -41145.180781 + Penalty 958.703644 = -40186.477137 nChanged 7 SP:Iteration 2Q (6845.635000 sec): 3 clusters Score: Raw -41157.518194 + Penalty 965.070354 = -40192.447839 nChanged 2 SP:Iteration 3Q (6845.655000 sec): 3 clusters Score: Raw -41162.793949 + Penalty 965.070354 = -40197.723595 nChanged 0 SP:Iteration 4F (6845.665000 sec): 3 clusters Score: Raw -41162.793949 + Penalty 965.070354 = -40197.723595 nChanged 0 Trying to split cluster 88 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6845.675000 sec): 2 clusters Score: Raw -23535.117841 + Penalty 309.948721 = -23225.169120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6845.685000 sec): 3 clusters Score: Raw -23560.156813 + Penalty 648.016879 = -22912.139934 nChanged 22 SP:Iteration 1F (6845.685000 sec): 3 clusters Score: Raw -23631.702634 + Penalty 643.545345 = -22988.157289 nChanged 2 SP:Iteration 2Q (6845.695000 sec): 3 clusters Score: Raw -23639.843984 + Penalty 643.545345 = -22996.298639 nChanged 0 SP:Iteration 3F (6845.695000 sec): 3 clusters Score: Raw -23639.843984 + Penalty 643.545345 = -22996.298639 nChanged 0 Trying to split cluster 89 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6845.705000 sec): 2 clusters Score: Raw -3892.960126 + Penalty 1943.747270 = -1949.212855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6845.705000 sec): 3 clusters Score: Raw -3459.334357 + Penalty 4078.853686 = 619.519329 nChanged 3 SP:Iteration 1F (6845.705000 sec): 3 clusters Score: Raw -3384.711647 + Penalty 4078.853686 = 694.142039 nChanged 0 Trying to split cluster 92 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6845.725000 sec): 2 clusters Score: Raw -8430.510407 + Penalty 3669.602576 = -4760.907830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6845.725000 sec): 3 clusters Score: Raw -8234.099634 + Penalty 7503.545397 = -730.554237 nChanged 10 SP:Iteration 1F (6845.735000 sec): 3 clusters Score: Raw 10488.133518 + Penalty 4031.656683 = 14519.790201 nChanged 7 SP:Iteration 2F (6845.745000 sec): 3 clusters Score: Raw -7067.118625 + Penalty 4031.656683 = -3035.461942 nChanged 0 Trying to split cluster 94 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6845.785000 sec): 2 clusters Score: Raw -75877.250235 + Penalty 852.040270 = -75025.209964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6845.805000 sec): 3 clusters Score: Raw -75808.939738 + Penalty 1708.267536 = -74100.672202 nChanged 99 SP:Iteration 1F (6845.825000 sec): 3 clusters Score: Raw -75960.575379 + Penalty 1715.548934 = -74245.026445 nChanged 24 SP:Iteration 2F (6845.845000 sec): 3 clusters Score: Raw -75994.543145 + Penalty 1735.333382 = -74259.209764 nChanged 31 SP:Iteration 3F (6845.865000 sec): 3 clusters Score: Raw -76050.149506 + Penalty 1771.334193 = -74278.815313 nChanged 18 SP:Iteration 4Q (6845.875000 sec): 3 clusters Score: Raw -76085.179178 + Penalty 1784.765238 = -74300.413940 nChanged 12 SP:Iteration 5Q (6845.895000 sec): 3 clusters Score: Raw -76106.023428 + Penalty 1791.325248 = -74314.698179 nChanged 6 SP:Iteration 6Q (6845.915000 sec): 3 clusters Score: Raw -76118.070042 + Penalty 1798.249327 = -74319.820715 nChanged 2 SP:Iteration 7Q (6845.935000 sec): 3 clusters Score: Raw -76123.485591 + Penalty 1798.249327 = -74325.236264 nChanged 0 SP:Iteration 8F (6845.955000 sec): 3 clusters Score: Raw -76123.485591 + Penalty 1798.249327 = -74325.236264 nChanged 0 Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6845.965000 sec): 2 clusters Score: Raw -591.645521 + Penalty 27.294725 = -564.350796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6845.965000 sec): 3 clusters Score: Raw -597.535253 + Penalty 56.048006 = -541.487247 nChanged 1 SP:Iteration 1F (6845.965000 sec): 3 clusters Score: Raw -618.033688 + Penalty 56.048006 = -561.985682 nChanged 0 Trying to split cluster 96 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6845.995000 sec): 2 clusters Score: Raw -64752.738939 + Penalty 168.669919 = -64584.069019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6846.005000 sec): 3 clusters Score: Raw -64612.980566 + Penalty 344.240944 = -64268.739623 nChanged 115 SP:Iteration 1F (6846.015000 sec): 3 clusters Score: Raw -64702.706539 + Penalty 350.730789 = -64351.975750 nChanged 20 SP:Iteration 2F (6846.025000 sec): 3 clusters Score: Raw -64736.751496 + Penalty 368.042821 = -64368.708675 nChanged 23 SP:Iteration 3F (6846.045000 sec): 3 clusters Score: Raw -64755.366632 + Penalty 395.487124 = -64359.879508 nChanged 24 SP:Iteration 4F (6846.055000 sec): 3 clusters Score: Raw -64777.106496 + Penalty 426.931403 = -64350.175092 nChanged 20 SP:Iteration 5F (6846.065000 sec): 3 clusters Score: Raw -64797.093058 + Penalty 460.113557 = -64336.979502 nChanged 15 SP:Iteration 6F (6846.075000 sec): 3 clusters Score: Raw -64811.022793 + Penalty 475.986238 = -64335.036556 nChanged 8 SP:Iteration 7F (6846.085000 sec): 3 clusters Score: Raw -64816.454274 + Penalty 475.986238 = -64340.468036 nChanged 0 Trying to split cluster 97 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6846.095000 sec): 2 clusters Score: Raw -11657.415475 + Penalty 242.909304 = -11414.506172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6846.095000 sec): 3 clusters Score: Raw -11670.165433 + Penalty 486.133365 = -11184.032068 nChanged 13 SP:Iteration 1F (6846.105000 sec): 3 clusters Score: Raw -11752.346044 + Penalty 486.133365 = -11266.212680 nChanged 0 Trying to split cluster 98 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6846.155000 sec): 2 clusters Score: Raw -80163.953896 + Penalty 7682.483267 = -72481.470629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6846.205000 sec): 3 clusters Score: Raw -80775.025112 + Penalty 15346.856451 = -65428.168661 nChanged 114 SP:Iteration 1F (6846.255000 sec): 3 clusters Score: Raw -81520.643660 + Penalty 15372.896177 = -66147.747483 nChanged 3 SP:Iteration 2Q (6846.295000 sec): 3 clusters Score: Raw -81526.679377 + Penalty 15372.896177 = -66153.783200 nChanged 0 SP:Iteration 3F (6846.335000 sec): 3 clusters Score: Raw -81526.679377 + Penalty 15372.896177 = -66153.783200 nChanged 0 Trying to split cluster 99 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6846.355000 sec): 2 clusters Score: Raw -12628.859302 + Penalty 4205.460039 = -8423.399263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6846.365000 sec): 3 clusters Score: Raw -12698.726099 + Penalty 8376.456235 = -4322.269864 nChanged 16 SP:Iteration 1F (6846.385000 sec): 3 clusters Score: Raw -13066.191499 + Penalty 8376.456235 = -4689.735264 nChanged 0 Deleting Class 75 (36 points): Lose 624.589950 but Gain 13786.162541 Iteration 20F (7180.565000 sec): 84 clusters Score: Raw -84004554.331556 + Penalty 327788.688342 = -83676765.643214 nChanged 10935 Deleting Class 73 (45 points): Lose 1873.802742 but Gain 15008.473570 Iteration 21Q (7219.415000 sec): 83 clusters Score: Raw -84008532.733407 + Penalty 312794.176134 = -83695738.557273 nChanged 6745 Deleting Class 74 (3 points): Lose 52.032792 but Gain 13031.345122 Iteration 22Q (7254.876000 sec): 82 clusters Score: Raw -84011576.301031 + Penalty 300721.357661 = -83710854.943370 nChanged 5205 Deleting Class 26 (54 points): Lose 834.797538 but Gain 13797.446607 Iteration 23Q (7288.920000 sec): 81 clusters Score: Raw -84012821.786878 + Penalty 287492.655194 = -83725329.131684 nChanged 4512 Deleting Class 99 (58 points): Lose 701.596944 but Gain 13373.037082 Iteration 24Q (7322.382000 sec): 80 clusters Score: Raw -84013757.529398 + Penalty 274831.823594 = -83738925.705803 nChanged 3894 Deleting Class 28 (24 points): Lose 371.367404 but Gain 12814.118066 Iteration 25Q (7355.163000 sec): 79 clusters Score: Raw -84014749.002879 + Penalty 262422.545742 = -83752326.457137 nChanged 3375 Deleting Class 92 (40 points): Lose 557.289828 but Gain 12844.420829 Iteration 26Q (7387.333000 sec): 78 clusters Score: Raw -84015278.263342 + Penalty 249331.968720 = -83765946.294622 nChanged 3071 Deleting Class 11 (685 points): Lose 5341.873883 but Gain 17266.433892 Iteration 27Q (7419.120000 sec): 77 clusters Score: Raw -84010916.870112 + Penalty 239056.902672 = -83771859.967440 nChanged 3510 Deleting Class 79 (197 points): Lose 2448.253645 but Gain 15254.436428 Iteration 28Q (7451.084000 sec): 76 clusters Score: Raw -84012204.508049 + Penalty 227542.405467 = -83784662.102582 nChanged 2923 Deleting Class 13 (44 points): Lose 702.401476 but Gain 12096.894310 Iteration 29Q (7482.535000 sec): 75 clusters Score: Raw -84013435.544078 + Penalty 215916.590068 = -83797518.954009 nChanged 2555 Deleting Class 53 (49 points): Lose 446.380185 but Gain 11820.194344 Iteration 30Q (7513.699000 sec): 74 clusters Score: Raw -84014002.098855 + Penalty 204203.323884 = -83809798.774970 nChanged 2453 Deleting Class 63 (2 points): Lose 74.636286 but Gain 9246.588961 Iteration 31Q (7544.662000 sec): 73 clusters Score: Raw -84014879.105771 + Penalty 195304.693926 = -83819574.411845 nChanged 2359 Deleting Class 31 (140 points): Lose 1346.181666 but Gain 10512.065850 Iteration 32Q (7575.445000 sec): 72 clusters Score: Raw -84014360.087338 + Penalty 184678.266665 = -83829681.820673 nChanged 2407 Deleting Class 40 (791 points): Lose 5932.123222 but Gain 14512.289900 Iteration 33Q (7606.029000 sec): 71 clusters Score: Raw -84009890.552199 + Penalty 171382.638753 = -83838507.913447 nChanged 2993 Deleting Class 89 (18 points): Lose 146.524253 but Gain 8683.124920 Iteration 34Q (7636.869000 sec): 70 clusters Score: Raw -84014217.000654 + Penalty 163271.958208 = -83850945.042446 nChanged 2247 Deleting Class 30 (893 points): Lose 4532.177206 but Gain 10304.809488 Iteration 35Q (7667.081000 sec): 69 clusters Score: Raw -84010882.802975 + Penalty 152745.142941 = -83858137.660033 nChanged 2729 Deleting Class 68 (527 points): Lose 9602.226154 but Gain 15012.036903 Iteration 36Q (7697.481000 sec): 68 clusters Score: Raw -84004665.126234 + Penalty 139276.446849 = -83865388.679386 nChanged 2269 Deleting Class 70 (352 points): Lose 1646.215171 but Gain 6838.784397 Iteration 37Q (7727.569000 sec): 67 clusters Score: Raw -84007863.358269 + Penalty 132392.855145 = -83875470.503124 nChanged 1854 Deleting Class 59 (44 points): Lose 195.397674 but Gain 3961.683134 Iteration 38Q (7757.218000 sec): 66 clusters Score: Raw -84009349.176952 + Penalty 128827.824572 = -83880521.352380 nChanged 1463 Deleting Class 44 (30 points): Lose 205.911772 but Gain 3562.764690 Iteration 39Q (7786.546000 sec): 65 clusters Score: Raw -84009826.693350 + Penalty 125452.488862 = -83884374.204488 nChanged 1239 Deleting Class 69 (78 points): Lose 363.707986 but Gain 2874.286150 Iteration 40F (8000.549000 sec): 64 clusters Score: Raw -84010140.834734 + Penalty 122866.730704 = -83887274.104030 nChanged 1161 Deleting Class 48 (4 points): Lose 44.428590 but Gain 1664.839082 Iteration 41Q (8030.000000 sec): 63 clusters Score: Raw -84010926.359958 + Penalty 122145.780400 = -83888780.579557 nChanged 977 Deleting Class 39 (133 points): Lose 331.412303 but Gain 1876.563644 Iteration 42Q (8059.356000 sec): 62 clusters Score: Raw -84011207.543912 + Penalty 120532.206729 = -83890675.337183 nChanged 986 Deleting Class 38 (175 points): Lose 2008.314294 but Gain 3387.073296 Iteration 43Q (8088.552000 sec): 61 clusters Score: Raw -84009789.496889 + Penalty 115186.666273 = -83894602.830616 nChanged 954 Deleting Class 80 (85 points): Lose 242.100989 but Gain 1057.804120 Iteration 44Q (8117.722000 sec): 60 clusters Score: Raw -84010518.249688 + Penalty 115382.500127 = -83895135.749561 nChanged 888 Deleting Class 52 (127 points): Lose 847.508819 but Gain 1576.654514 Iteration 45Q (8146.750000 sec): 59 clusters Score: Raw -84010398.751540 + Penalty 115032.376369 = -83895366.375171 nChanged 894 Deleting Class 37 (120 points): Lose 309.630831 but Gain 989.561106 Iteration 46Q (8175.691000 sec): 58 clusters Score: Raw -84010955.091609 + Penalty 114827.376203 = -83896127.715407 nChanged 818 Deleting Class 56 (212 points): Lose 447.474945 but Gain 1127.869930 Iteration 47Q (8204.630000 sec): 57 clusters Score: Raw -84011072.227254 + Penalty 114381.717305 = -83896690.509949 nChanged 883 Deleting Class 97 (54 points): Lose 135.972062 but Gain 786.270184 Iteration 48Q (8233.503000 sec): 56 clusters Score: Raw -84011640.693894 + Penalty 114454.683408 = -83897186.010486 nChanged 744 Deleting Class 27 (64 points): Lose 172.779825 but Gain 814.348264 Iteration 49Q (8262.201000 sec): 55 clusters Score: Raw -84011906.088108 + Penalty 114318.648779 = -83897587.439330 nChanged 574 Deleting Class 20 (184 points): Lose 246.179844 but Gain 768.464998 Iteration 50Q (8290.734000 sec): 54 clusters Score: Raw -84012014.481248 + Penalty 114027.800823 = -83897986.680425 nChanged 686 Deleting Class 51 (211 points): Lose 452.474946 but Gain 962.219470 Iteration 51Q (8319.174000 sec): 53 clusters Score: Raw -84012001.049395 + Penalty 113385.194288 = -83898615.855107 nChanged 652 Deleting Class 21 (216 points): Lose 301.606689 but Gain 777.778653 Iteration 52Q (8347.609000 sec): 52 clusters Score: Raw -84012181.859921 + Penalty 112842.827004 = -83899339.032917 nChanged 606 Deleting Class 36 (156 points): Lose 364.289657 but Gain 824.545983 Iteration 53Q (8375.924000 sec): 51 clusters Score: Raw -84012167.138503 + Penalty 112267.497948 = -83899899.640555 nChanged 477 Deleting Class 88 (124 points): Lose 384.545799 but Gain 808.361413 Iteration 54Q (8404.115000 sec): 50 clusters Score: Raw -84012096.177147 + Penalty 111618.452942 = -83900477.724205 nChanged 450 Deleting Class 35 (207 points): Lose 418.743302 but Gain 785.583694 Iteration 55Q (8432.195000 sec): 49 clusters Score: Raw -84011953.863360 + Penalty 110917.430372 = -83901036.432988 nChanged 537 Deleting Class 87 (344 points): Lose 1580.635433 but Gain 1915.987861 Iteration 56Q (8460.277000 sec): 48 clusters Score: Raw -84010734.343438 + Penalty 108679.820303 = -83902054.523136 nChanged 713 Deleting Class 95 (2 points): Lose 103.237347 but Gain 303.650221 Iteration 57Q (8488.460000 sec): 47 clusters Score: Raw -84011429.137316 + Penalty 108475.217590 = -83902953.919726 nChanged 361 Deleting Class 49 (269 points): Lose 877.658202 but Gain 937.283727 Iteration 58Q (8516.471000 sec): 46 clusters Score: Raw -84010701.541520 + Penalty 107645.014185 = -83903056.527334 nChanged 551 Deleting Class 72 (2 points): Lose 25.927712 but Gain 64.559471 Iteration 59Q (8544.360000 sec): 45 clusters Score: Raw -84011281.314735 + Penalty 107605.213966 = -83903676.100769 nChanged 283 Iteration 60F (8706.625000 sec): 45 clusters Score: Raw -84011578.898419 + Penalty 108704.016254 = -83902874.882165 nChanged 370 Iteration 61F (8868.682000 sec): 45 clusters Score: Raw -84011945.396903 + Penalty 109344.547573 = -83902600.849330 nChanged 341 Iteration 62F (9030.495000 sec): 45 clusters Score: Raw -84012200.736201 + Penalty 109888.748212 = -83902311.987990 nChanged 306 Iteration 63F (9192.224000 sec): 45 clusters Score: Raw -84012451.641133 + Penalty 110332.310401 = -83902119.330732 nChanged 297 Iteration 64F (9354.087000 sec): 45 clusters Score: Raw -84012618.463030 + Penalty 110608.046660 = -83902010.416370 nChanged 223 Iteration 65F (9516.599000 sec): 45 clusters Score: Raw -84012721.573977 + Penalty 110827.882469 = -83901893.691508 nChanged 196 Iteration 66F (9678.943000 sec): 45 clusters Score: Raw -84012801.322122 + Penalty 111017.744758 = -83901783.577365 nChanged 197 Iteration 67F (9841.557000 sec): 45 clusters Score: Raw -84012896.357399 + Penalty 111229.212099 = -83901667.145300 nChanged 218 Iteration 68F (10003.958000 sec): 45 clusters Score: Raw -84013008.652743 + Penalty 111375.384905 = -83901633.267838 nChanged 189 Iteration 69F (10166.239000 sec): 45 clusters Score: Raw -84013081.219091 + Penalty 111474.994234 = -83901606.224857 nChanged 153 Iteration 70F (10328.749000 sec): 45 clusters Score: Raw -84013147.851041 + Penalty 111600.672439 = -83901547.178602 nChanged 146 Iteration 71F (10491.340000 sec): 45 clusters Score: Raw -84013217.585187 + Penalty 111735.210347 = -83901482.374840 nChanged 140 Iteration 72F (10654.230000 sec): 45 clusters Score: Raw -84013265.594576 + Penalty 111799.188542 = -83901466.406034 nChanged 114 Iteration 73F (10816.856000 sec): 45 clusters Score: Raw -84013300.193541 + Penalty 111905.038662 = -83901395.154878 nChanged 93 Iteration 74F (10979.713000 sec): 45 clusters Score: Raw -84013336.811906 + Penalty 111991.342089 = -83901345.469818 nChanged 96 Iteration 75F (11142.312000 sec): 45 clusters Score: Raw -84013367.539547 + Penalty 112066.025598 = -83901301.513948 nChanged 88 Iteration 76F (11305.077000 sec): 45 clusters Score: Raw -84013394.971925 + Penalty 112107.271321 = -83901287.700604 nChanged 80 Iteration 77F (11467.443000 sec): 45 clusters Score: Raw -84013455.775953 + Penalty 112186.045900 = -83901269.730053 nChanged 63 Iteration 78F (11630.136000 sec): 45 clusters Score: Raw -84013484.056465 + Penalty 112212.578949 = -83901271.477515 nChanged 45 Iteration 79Q (11658.022000 sec): 45 clusters Score: Raw -84013516.674274 + Penalty 112256.446429 = -83901260.227845 nChanged 38 Iteration 80F (11820.767000 sec): 45 clusters Score: Raw -84013534.727509 + Penalty 112310.841236 = -83901223.886273 nChanged 26 Iteration 81F (11983.449000 sec): 45 clusters Score: Raw -84013549.136399 + Penalty 112406.098436 = -83901143.037963 nChanged 39 Iteration 82F (12146.110000 sec): 45 clusters Score: Raw -84013577.484918 + Penalty 112491.305354 = -83901086.179564 nChanged 38 Iteration 83F (12308.984000 sec): 45 clusters Score: Raw -84013607.565405 + Penalty 112544.835035 = -83901062.730370 nChanged 33 Iteration 84F (12471.840000 sec): 45 clusters Score: Raw -84013629.772363 + Penalty 112577.727381 = -83901052.044982 nChanged 21 Iteration 85F (12634.874000 sec): 45 clusters Score: Raw -84013645.163552 + Penalty 112606.775452 = -83901038.388100 nChanged 13 Deleting Class 41 (400 points): Lose 3697.016164 but Gain 3698.364908 Iteration 86F (12797.703000 sec): 44 clusters Score: Raw -84009957.688059 + Penalty 106413.029992 = -83903544.658067 nChanged 420 Iteration 87Q (12825.581000 sec): 44 clusters Score: Raw -84011298.965441 + Penalty 106613.869165 = -83904685.096276 nChanged 174 Iteration 88Q (12853.439000 sec): 44 clusters Score: Raw -84011457.615280 + Penalty 106743.905819 = -83904713.709461 nChanged 108 Iteration 89Q (12881.241000 sec): 44 clusters Score: Raw -84011537.135616 + Penalty 106811.240235 = -83904725.895381 nChanged 50 Iteration 90Q (12909.059000 sec): 44 clusters Score: Raw -84011562.653993 + Penalty 106860.820279 = -83904701.833714 nChanged 28 Iteration 91F (13066.100000 sec): 44 clusters Score: Raw -84011579.296170 + Penalty 107331.760067 = -83904247.536104 nChanged 26 Iteration 92F (13222.881000 sec): 44 clusters Score: Raw -84011636.933189 + Penalty 107403.114466 = -83904233.818723 nChanged 41 Iteration 93F (13379.966000 sec): 44 clusters Score: Raw -84011661.431516 + Penalty 107394.002644 = -83904267.428872 nChanged 24 Iteration 94Q (13407.622000 sec): 44 clusters Score: Raw -84011671.123243 + Penalty 107419.276071 = -83904251.847172 nChanged 22 Iteration 95F (13564.383000 sec): 44 clusters Score: Raw -84011678.682802 + Penalty 107440.642539 = -83904238.040263 nChanged 28 Iteration 96F (13721.406000 sec): 44 clusters Score: Raw -84011703.445523 + Penalty 107440.332995 = -83904263.112528 nChanged 20 Iteration 97Q (13749.186000 sec): 44 clusters Score: Raw -84011719.494467 + Penalty 107462.545241 = -83904256.949226 nChanged 20 Iteration 98F (13906.305000 sec): 44 clusters Score: Raw -84011736.732779 + Penalty 107484.971621 = -83904251.761157 nChanged 18 Iteration 99F (14063.782000 sec): 44 clusters Score: Raw -84011744.126281 + Penalty 107482.628208 = -83904261.498072 nChanged 18 Iteration 100F (14221.419000 sec): 44 clusters Score: Raw -84011750.797117 + Penalty 107481.443347 = -83904269.353770 nChanged 12 Iteration 101Q (14249.108000 sec): 44 clusters Score: Raw -84011752.959098 + Penalty 107479.215211 = -83904273.743888 nChanged 8 Iteration 102Q (14276.732000 sec): 44 clusters Score: Raw -84011754.345892 + Penalty 107495.455054 = -83904258.890837 nChanged 4 Iteration 103F (14434.349000 sec): 44 clusters Score: Raw -84011755.605011 + Penalty 107495.455054 = -83904260.149957 nChanged 0 Writing temp clu file Because OldScore, -83904258.890837, is greater than current (better) Score,-83904260.149957 Compute initial score before splitting: Score: Raw -84011755.605011 + Penalty 107495.455054 = -83904260.149957 Trying to split cluster 1 (5323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14483.615000 sec): 2 clusters Score: Raw -1127347.207648 + Penalty 190.672883 = -1127156.534765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14483.765000 sec): 3 clusters Score: Raw -1123895.349698 + Penalty 384.569291 = -1123510.780407 nChanged 2537 SP:Iteration 1F (14483.905000 sec): 3 clusters Score: Raw -1125560.486485 + Penalty 388.172981 = -1125172.313504 nChanged 601 SP:Iteration 2F (14484.055000 sec): 3 clusters Score: Raw -1125942.651168 + Penalty 391.785583 = -1125550.865585 nChanged 356 SP:Iteration 3F (14484.205000 sec): 3 clusters Score: Raw -1126206.534272 + Penalty 393.129314 = -1125813.404958 nChanged 260 SP:Iteration 4Q (14484.345000 sec): 3 clusters Score: Raw -1126367.550243 + Penalty 393.633541 = -1125973.916702 nChanged 204 SP:Iteration 5Q (14484.495000 sec): 3 clusters Score: Raw -1126512.854607 + Penalty 393.767625 = -1126119.086983 nChanged 216 SP:Iteration 6Q (14484.635000 sec): 3 clusters Score: Raw -1126678.443733 + Penalty 394.176515 = -1126284.267218 nChanged 162 SP:Iteration 7Q (14484.775000 sec): 3 clusters Score: Raw -1126807.381784 + Penalty 395.038641 = -1126412.343143 nChanged 139 SP:Iteration 8Q (14484.925000 sec): 3 clusters Score: Raw -1126933.386999 + Penalty 393.067449 = -1126540.319550 nChanged 149 SP:Iteration 9Q (14485.055000 sec): 3 clusters Score: Raw -1127054.598654 + Penalty 391.321780 = -1126663.276874 nChanged 91 SP:Iteration 10Q (14485.195000 sec): 3 clusters Score: Raw -1127102.973302 + Penalty 391.046842 = -1126711.926459 nChanged 80 SP:Iteration 11Q (14485.325000 sec): 3 clusters Score: Raw -1127153.222035 + Penalty 393.047665 = -1126760.174370 nChanged 48 SP:Iteration 12Q (14485.456000 sec): 3 clusters Score: Raw -1127185.894737 + Penalty 394.009340 = -1126791.885397 nChanged 50 SP:Iteration 13Q (14485.586000 sec): 3 clusters Score: Raw -1127223.231517 + Penalty 396.442159 = -1126826.789358 nChanged 40 SP:Iteration 14Q (14485.716000 sec): 3 clusters Score: Raw -1127248.069530 + Penalty 394.035673 = -1126854.033858 nChanged 40 SP:Iteration 15Q (14485.846000 sec): 3 clusters Score: Raw -1127271.547393 + Penalty 392.175899 = -1126879.371494 nChanged 30 SP:Iteration 16Q (14485.976000 sec): 3 clusters Score: Raw -1127282.161171 + Penalty 389.683403 = -1126892.477769 nChanged 16 SP:Iteration 17Q (14486.096000 sec): 3 clusters Score: Raw -1127289.786927 + Penalty 390.782605 = -1126899.004322 nChanged 18 SP:Iteration 18Q (14486.226000 sec): 3 clusters Score: Raw -1127299.076251 + Penalty 392.734639 = -1126906.341612 nChanged 12 SP:Iteration 19Q (14486.346000 sec): 3 clusters Score: Raw -1127303.654789 + Penalty 394.362659 = -1126909.292130 nChanged 10 SP:Iteration 20F (14486.496000 sec): 3 clusters Score: Raw -1127306.887442 + Penalty 396.943657 = -1126909.943785 nChanged 12 SP:Iteration 21Q (14486.626000 sec): 3 clusters Score: Raw -1127314.036879 + Penalty 397.949962 = -1126916.086917 nChanged 14 SP:Iteration 22Q (14486.746000 sec): 3 clusters Score: Raw -1127322.053234 + Penalty 399.887962 = -1126922.165273 nChanged 10 SP:Iteration 23Q (14486.876000 sec): 3 clusters Score: Raw -1127326.634126 + Penalty 400.973148 = -1126925.660978 nChanged 6 SP:Iteration 24Q (14486.996000 sec): 3 clusters Score: Raw -1127328.773770 + Penalty 403.366069 = -1126925.407701 nChanged 10 SP:Iteration 25F (14487.146000 sec): 3 clusters Score: Raw -1127332.435951 + Penalty 404.542798 = -1126927.893153 nChanged 5 SP:Iteration 26Q (14487.266000 sec): 3 clusters Score: Raw -1127335.110219 + Penalty 405.837893 = -1126929.272326 nChanged 8 SP:Iteration 27Q (14487.386000 sec): 3 clusters Score: Raw -1127339.280310 + Penalty 407.160023 = -1126932.120286 nChanged 10 SP:Iteration 28Q (14487.516000 sec): 3 clusters Score: Raw -1127344.696009 + Penalty 406.189730 = -1126938.506279 nChanged 5 SP:Iteration 29Q (14487.636000 sec): 3 clusters Score: Raw -1127346.950416 + Penalty 406.310793 = -1126940.639622 nChanged 4 SP:Iteration 30Q (14487.757000 sec): 3 clusters Score: Raw -1127349.242074 + Penalty 407.677312 = -1126941.564762 nChanged 3 SP:Iteration 31Q (14487.887000 sec): 3 clusters Score: Raw -1127350.541219 + Penalty 409.348863 = -1126941.192356 nChanged 6 SP:Iteration 32F (14488.037000 sec): 3 clusters Score: Raw -1127353.479693 + Penalty 411.937206 = -1126941.542487 nChanged 10 SP:Iteration 33Q (14488.157000 sec): 3 clusters Score: Raw -1127359.447788 + Penalty 414.347358 = -1126945.100431 nChanged 9 SP:Iteration 34Q (14488.277000 sec): 3 clusters Score: Raw -1127362.958762 + Penalty 416.745208 = -1126946.213554 nChanged 8 SP:Iteration 35Q (14488.407000 sec): 3 clusters Score: Raw -1127365.665559 + Penalty 418.082610 = -1126947.582949 nChanged 6 SP:Iteration 36Q (14488.527000 sec): 3 clusters Score: Raw -1127368.561222 + Penalty 418.152879 = -1126950.408343 nChanged 2 SP:Iteration 37Q (14488.647000 sec): 3 clusters Score: Raw -1127370.802869 + Penalty 418.549337 = -1126952.253531 nChanged 2 SP:Iteration 38Q (14488.779000 sec): 3 clusters Score: Raw -1127371.319094 + Penalty 419.007277 = -1126952.311817 nChanged 2 SP:Iteration 39Q (14488.901000 sec): 3 clusters Score: Raw -1127371.687200 + Penalty 418.443780 = -1126953.243421 nChanged 2 SP:Iteration 40F (14489.041000 sec): 3 clusters Score: Raw -1127371.003786 + Penalty 418.696487 = -1126952.307298 nChanged 1 SP:Iteration 41F (14489.191000 sec): 3 clusters Score: Raw -1127371.016547 + Penalty 418.696487 = -1126952.320059 nChanged 0 Trying to split cluster 2 (1279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14489.291000 sec): 2 clusters Score: Raw -273760.252130 + Penalty 182.472089 = -273577.780040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14489.321000 sec): 3 clusters Score: Raw -273005.568987 + Penalty 366.523869 = -272639.045117 nChanged 566 SP:Iteration 1F (14489.361000 sec): 3 clusters Score: Raw -273362.609273 + Penalty 365.085883 = -272997.523390 nChanged 94 SP:Iteration 2F (14489.401000 sec): 3 clusters Score: Raw -273433.399837 + Penalty 362.655677 = -273070.744160 nChanged 65 SP:Iteration 3F (14489.441000 sec): 3 clusters Score: Raw -273494.858693 + Penalty 360.853164 = -273134.005530 nChanged 66 SP:Iteration 4F (14489.481000 sec): 3 clusters Score: Raw -273552.023504 + Penalty 359.608152 = -273192.415352 nChanged 59 SP:Iteration 5Q (14489.521000 sec): 3 clusters Score: Raw -273588.474018 + Penalty 359.853816 = -273228.620202 nChanged 26 SP:Iteration 6Q (14489.561000 sec): 3 clusters Score: Raw -273602.285663 + Penalty 359.708493 = -273242.577170 nChanged 12 SP:Iteration 7Q (14489.601000 sec): 3 clusters Score: Raw -273610.045307 + Penalty 357.925960 = -273252.119347 nChanged 17 SP:Iteration 8Q (14489.631000 sec): 3 clusters Score: Raw -273620.200856 + Penalty 357.665342 = -273262.535514 nChanged 14 SP:Iteration 9Q (14489.671000 sec): 3 clusters Score: Raw -273632.400849 + Penalty 358.337909 = -273274.062940 nChanged 26 SP:Iteration 10Q (14489.711000 sec): 3 clusters Score: Raw -273643.060050 + Penalty 358.294730 = -273284.765320 nChanged 16 SP:Iteration 11Q (14489.751000 sec): 3 clusters Score: Raw -273647.871722 + Penalty 358.939941 = -273288.931781 nChanged 13 SP:Iteration 12Q (14489.781000 sec): 3 clusters Score: Raw -273652.975368 + Penalty 360.051130 = -273292.924238 nChanged 14 SP:Iteration 13Q (14489.821000 sec): 3 clusters Score: Raw -273660.460855 + Penalty 360.514445 = -273299.946411 nChanged 10 SP:Iteration 14Q (14489.851000 sec): 3 clusters Score: Raw -273664.502180 + Penalty 361.556898 = -273302.945282 nChanged 16 SP:Iteration 15Q (14489.891000 sec): 3 clusters Score: Raw -273670.023245 + Penalty 363.065132 = -273306.958112 nChanged 16 SP:Iteration 16Q (14489.921000 sec): 3 clusters Score: Raw -273677.748097 + Penalty 366.575067 = -273311.173029 nChanged 16 SP:Iteration 17Q (14489.961000 sec): 3 clusters Score: Raw -273691.493778 + Penalty 368.937660 = -273322.556118 nChanged 21 SP:Iteration 18Q (14489.991000 sec): 3 clusters Score: Raw -273710.257805 + Penalty 375.321703 = -273334.936102 nChanged 20 SP:Iteration 19Q (14490.031000 sec): 3 clusters Score: Raw -273732.367836 + Penalty 377.871196 = -273354.496640 nChanged 17 SP:Iteration 20F (14490.071000 sec): 3 clusters Score: Raw -273746.613125 + Penalty 377.718684 = -273368.894441 nChanged 7 SP:Iteration 21Q (14490.101000 sec): 3 clusters Score: Raw -273749.659425 + Penalty 379.439242 = -273370.220182 nChanged 4 SP:Iteration 22Q (14490.141000 sec): 3 clusters Score: Raw -273750.835760 + Penalty 379.768536 = -273371.067224 nChanged 4 SP:Iteration 23Q (14490.171000 sec): 3 clusters Score: Raw -273752.223651 + Penalty 381.186184 = -273371.037467 nChanged 4 SP:Iteration 24F (14490.211000 sec): 3 clusters Score: Raw -273753.395953 + Penalty 380.617766 = -273372.778187 nChanged 2 SP:Iteration 25Q (14490.251000 sec): 3 clusters Score: Raw -273754.010620 + Penalty 378.160509 = -273375.850111 nChanged 2 SP:Iteration 26Q (14490.281000 sec): 3 clusters Score: Raw -273757.341256 + Penalty 376.667298 = -273380.673958 nChanged 3 SP:Iteration 27Q (14490.321000 sec): 3 clusters Score: Raw -273758.412548 + Penalty 376.667298 = -273381.745251 nChanged 0 SP:Iteration 28F (14490.351000 sec): 3 clusters Score: Raw -273758.412548 + Penalty 376.667298 = -273381.745251 nChanged 0 Trying to split cluster 3 (1793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14490.541000 sec): 2 clusters Score: Raw -377525.374111 + Penalty 85.688811 = -377439.685300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14490.591000 sec): 3 clusters Score: Raw -376426.800865 + Penalty 178.506728 = -376248.294137 nChanged 796 SP:Iteration 1F (14490.641000 sec): 3 clusters Score: Raw -377010.658893 + Penalty 180.269520 = -376830.389373 nChanged 184 SP:Iteration 2F (14490.691000 sec): 3 clusters Score: Raw -377124.198655 + Penalty 182.156819 = -376942.041836 nChanged 112 SP:Iteration 3F (14490.741000 sec): 3 clusters Score: Raw -377211.749518 + Penalty 185.261002 = -377026.488516 nChanged 71 SP:Iteration 4Q (14490.791000 sec): 3 clusters Score: Raw -377294.456000 + Penalty 186.007014 = -377108.448987 nChanged 66 SP:Iteration 5Q (14490.841000 sec): 3 clusters Score: Raw -377408.688351 + Penalty 185.865845 = -377222.822507 nChanged 44 SP:Iteration 6Q (14490.891000 sec): 3 clusters Score: Raw -377455.721933 + Penalty 182.021824 = -377273.700108 nChanged 28 SP:Iteration 7Q (14490.941000 sec): 3 clusters Score: Raw -377489.239945 + Penalty 180.687418 = -377308.552527 nChanged 12 SP:Iteration 8Q (14490.991000 sec): 3 clusters Score: Raw -377515.267581 + Penalty 178.590186 = -377336.677395 nChanged 12 SP:Iteration 9Q (14491.041000 sec): 3 clusters Score: Raw -377521.160290 + Penalty 176.401497 = -377344.758793 nChanged 10 SP:Iteration 10Q (14491.081000 sec): 3 clusters Score: Raw -377534.241906 + Penalty 173.957209 = -377360.284697 nChanged 10 SP:Iteration 11Q (14491.131000 sec): 3 clusters Score: Raw -377543.163671 + Penalty 173.206628 = -377369.957042 nChanged 10 SP:Iteration 12Q (14491.171000 sec): 3 clusters Score: Raw -377543.891179 + Penalty 173.206628 = -377370.684551 nChanged 0 SP:Iteration 13F (14491.221000 sec): 3 clusters Score: Raw -377543.891179 + Penalty 173.206628 = -377370.684551 nChanged 0 Trying to split cluster 4 (25771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14494.661000 sec): 2 clusters Score: Raw -5400375.905622 + Penalty 152.967163 = -5400222.938459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14495.421000 sec): 3 clusters Score: Raw -5382932.817516 + Penalty 304.828515 = -5382627.989001 nChanged 12635 SP:Iteration 1F (14496.181000 sec): 3 clusters Score: Raw -5391416.521444 + Penalty 305.078996 = -5391111.442448 nChanged 2985 SP:Iteration 2F (14496.931000 sec): 3 clusters Score: Raw -5393954.917000 + Penalty 306.756351 = -5393648.160649 nChanged 2577 SP:Iteration 3F (14497.691000 sec): 3 clusters Score: Raw -5396211.724641 + Penalty 309.421571 = -5395902.303070 nChanged 2230 SP:Iteration 4F (14498.451000 sec): 3 clusters Score: Raw -5398187.754214 + Penalty 309.459159 = -5397878.295055 nChanged 1549 SP:Iteration 5F (14499.201000 sec): 3 clusters Score: Raw -5399589.059392 + Penalty 309.537650 = -5399279.521743 nChanged 827 SP:Iteration 6Q (14499.951000 sec): 3 clusters Score: Raw -5400811.380993 + Penalty 309.351222 = -5400502.029770 nChanged 353 SP:Iteration 7Q (14500.671000 sec): 3 clusters Score: Raw -5401762.161246 + Penalty 309.283007 = -5401452.878239 nChanged 186 SP:Iteration 8Q (14501.331000 sec): 3 clusters Score: Raw -5401828.670374 + Penalty 309.452017 = -5401519.218357 nChanged 114 SP:Iteration 9Q (14501.981000 sec): 3 clusters Score: Raw -5401861.673806 + Penalty 309.332152 = -5401552.341654 nChanged 69 SP:Iteration 10Q (14502.641000 sec): 3 clusters Score: Raw -5401873.607590 + Penalty 309.570033 = -5401564.037558 nChanged 55 SP:Iteration 11Q (14503.301000 sec): 3 clusters Score: Raw -5401884.128433 + Penalty 309.887936 = -5401574.240497 nChanged 48 SP:Iteration 12Q (14503.961000 sec): 3 clusters Score: Raw -5401893.287822 + Penalty 310.260238 = -5401583.027584 nChanged 35 SP:Iteration 13Q (14504.621000 sec): 3 clusters Score: Raw -5401896.940005 + Penalty 310.308758 = -5401586.631248 nChanged 15 SP:Iteration 14Q (14505.271000 sec): 3 clusters Score: Raw -5401897.870964 + Penalty 310.228459 = -5401587.642504 nChanged 13 SP:Iteration 15Q (14505.931000 sec): 3 clusters Score: Raw -5401899.046591 + Penalty 310.417400 = -5401588.629191 nChanged 8 SP:Iteration 16Q (14506.581000 sec): 3 clusters Score: Raw -5401899.420939 + Penalty 310.417400 = -5401589.003540 nChanged 0 SP:Iteration 17F (14507.351000 sec): 3 clusters Score: Raw -5401899.420939 + Penalty 310.417400 = -5401589.003540 nChanged 0 Score: Raw -84342733.469297 + Penalty 107695.610589 = -84235037.858708 Splitting cluster 4 changes total score from -83904260.149957 to -84235037.858708 So it's getting split into cluster 11. Trying to split cluster 5 (2341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14667.078000 sec): 2 clusters Score: Raw -495796.113400 + Penalty 202.556464 = -495593.556937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14667.148000 sec): 3 clusters Score: Raw -494334.490022 + Penalty 406.167493 = -493928.322529 nChanged 1020 SP:Iteration 1F (14667.208000 sec): 3 clusters Score: Raw -494967.538716 + Penalty 411.124629 = -494556.414087 nChanged 303 SP:Iteration 2F (14667.278000 sec): 3 clusters Score: Raw -495278.050428 + Penalty 417.660189 = -494860.390239 nChanged 194 SP:Iteration 3F (14667.348000 sec): 3 clusters Score: Raw -495498.872970 + Penalty 425.401425 = -495073.471544 nChanged 133 SP:Iteration 4F (14667.418000 sec): 3 clusters Score: Raw -495597.881079 + Penalty 429.530286 = -495168.350793 nChanged 88 SP:Iteration 5Q (14667.478000 sec): 3 clusters Score: Raw -495652.488473 + Penalty 435.308528 = -495217.179945 nChanged 50 SP:Iteration 6Q (14667.548000 sec): 3 clusters Score: Raw -495686.164214 + Penalty 438.152180 = -495248.012034 nChanged 38 SP:Iteration 7Q (14667.608000 sec): 3 clusters Score: Raw -495707.972480 + Penalty 441.112371 = -495266.860109 nChanged 38 SP:Iteration 8Q (14667.668000 sec): 3 clusters Score: Raw -495724.440001 + Penalty 444.120347 = -495280.319654 nChanged 26 SP:Iteration 9Q (14667.738000 sec): 3 clusters Score: Raw -495732.574556 + Penalty 444.025707 = -495288.548849 nChanged 16 SP:Iteration 10Q (14667.798000 sec): 3 clusters Score: Raw -495738.262984 + Penalty 443.524961 = -495294.738023 nChanged 19 SP:Iteration 11Q (14667.858000 sec): 3 clusters Score: Raw -495747.044692 + Penalty 441.345794 = -495305.698898 nChanged 14 SP:Iteration 12Q (14667.918000 sec): 3 clusters Score: Raw -495755.743795 + Penalty 442.101590 = -495313.642205 nChanged 8 SP:Iteration 13Q (14667.988000 sec): 3 clusters Score: Raw -495762.281441 + Penalty 443.255212 = -495319.026229 nChanged 8 SP:Iteration 14Q (14668.048000 sec): 3 clusters Score: Raw -495766.709682 + Penalty 443.782221 = -495322.927461 nChanged 3 SP:Iteration 15Q (14668.108000 sec): 3 clusters Score: Raw -495767.408448 + Penalty 443.782221 = -495323.626227 nChanged 0 SP:Iteration 16F (14668.178000 sec): 3 clusters Score: Raw -495767.408448 + Penalty 443.782221 = -495323.626227 nChanged 0 Trying to split cluster 6 (1026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14668.308000 sec): 2 clusters Score: Raw -214961.374176 + Penalty 331.520184 = -214629.853992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14668.338000 sec): 3 clusters Score: Raw -214425.347288 + Penalty 664.390166 = -213760.957122 nChanged 401 SP:Iteration 1F (14668.368000 sec): 3 clusters Score: Raw -214704.772634 + Penalty 668.436358 = -214036.336276 nChanged 103 SP:Iteration 2F (14668.398000 sec): 3 clusters Score: Raw -214785.920260 + Penalty 671.059164 = -214114.861096 nChanged 55 SP:Iteration 3F (14668.428000 sec): 3 clusters Score: Raw -214853.201583 + Penalty 674.807619 = -214178.393964 nChanged 36 SP:Iteration 4Q (14668.458000 sec): 3 clusters Score: Raw -214892.773642 + Penalty 676.856266 = -214215.917376 nChanged 39 SP:Iteration 5Q (14668.488000 sec): 3 clusters Score: Raw -214930.678860 + Penalty 678.176281 = -214252.502579 nChanged 22 SP:Iteration 6Q (14668.508000 sec): 3 clusters Score: Raw -214950.336743 + Penalty 679.292392 = -214271.044351 nChanged 18 SP:Iteration 7Q (14668.548000 sec): 3 clusters Score: Raw -214964.444146 + Penalty 679.631401 = -214284.812745 nChanged 16 SP:Iteration 8Q (14668.578000 sec): 3 clusters Score: Raw -214977.964071 + Penalty 679.788574 = -214298.175497 nChanged 11 SP:Iteration 9Q (14668.608000 sec): 3 clusters Score: Raw -214985.707619 + Penalty 681.387296 = -214304.320323 nChanged 8 SP:Iteration 10Q (14668.638000 sec): 3 clusters Score: Raw -214990.909649 + Penalty 681.793923 = -214309.115726 nChanged 2 SP:Iteration 11Q (14668.668000 sec): 3 clusters Score: Raw -214991.692676 + Penalty 682.129566 = -214309.563111 nChanged 2 SP:Iteration 12Q (14668.698000 sec): 3 clusters Score: Raw -214992.085025 + Penalty 682.790662 = -214309.294363 nChanged 2 SP:Iteration 13F (14668.728000 sec): 3 clusters Score: Raw -214992.688855 + Penalty 682.790662 = -214309.898193 nChanged 0 Trying to split cluster 7 (1873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14668.878000 sec): 2 clusters Score: Raw -396972.766539 + Penalty 46.459502 = -396926.307037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14668.928000 sec): 3 clusters Score: Raw -395753.579992 + Penalty 99.028767 = -395654.551225 nChanged 881 SP:Iteration 1F (14668.978000 sec): 3 clusters Score: Raw -396577.162058 + Penalty 104.432307 = -396472.729751 nChanged 171 SP:Iteration 2F (14669.028000 sec): 3 clusters Score: Raw -396727.417353 + Penalty 105.251316 = -396622.166037 nChanged 89 SP:Iteration 3Q (14669.068000 sec): 3 clusters Score: Raw -396828.813740 + Penalty 105.460782 = -396723.352957 nChanged 63 SP:Iteration 4Q (14669.118000 sec): 3 clusters Score: Raw -396896.004091 + Penalty 107.461165 = -396788.542925 nChanged 24 SP:Iteration 5Q (14669.168000 sec): 3 clusters Score: Raw -396917.440869 + Penalty 99.489023 = -396817.951847 nChanged 20 SP:Iteration 6Q (14669.218000 sec): 3 clusters Score: Raw -396938.035736 + Penalty 94.609797 = -396843.425938 nChanged 11 SP:Iteration 7Q (14669.268000 sec): 3 clusters Score: Raw -396945.694270 + Penalty 91.677614 = -396854.016656 nChanged 6 SP:Iteration 8Q (14669.308000 sec): 3 clusters Score: Raw -396950.094709 + Penalty 91.741996 = -396858.352714 nChanged 4 SP:Iteration 9Q (14669.358000 sec): 3 clusters Score: Raw -396954.780548 + Penalty 93.255066 = -396861.525483 nChanged 4 SP:Iteration 10Q (14669.408000 sec): 3 clusters Score: Raw -396994.253041 + Penalty 92.592792 = -396901.660249 nChanged 2 SP:Iteration 11Q (14669.438000 sec): 3 clusters Score: Raw -396995.440581 + Penalty 92.195000 = -396903.245581 nChanged 1 SP:Iteration 12Q (14669.478000 sec): 3 clusters Score: Raw -396995.562546 + Penalty 92.195000 = -396903.367546 nChanged 0 SP:Iteration 13F (14669.528000 sec): 3 clusters Score: Raw -396995.562546 + Penalty 92.195000 = -396903.367546 nChanged 0 Trying to split cluster 8 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14669.588000 sec): 2 clusters Score: Raw -155650.497346 + Penalty 80.412835 = -155570.084511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14669.608000 sec): 3 clusters Score: Raw -155200.903070 + Penalty 165.743328 = -155035.159742 nChanged 337 SP:Iteration 1F (14669.628000 sec): 3 clusters Score: Raw -155535.319971 + Penalty 164.833273 = -155370.486698 nChanged 92 SP:Iteration 2F (14669.648000 sec): 3 clusters Score: Raw -155663.494994 + Penalty 166.572918 = -155496.922075 nChanged 53 SP:Iteration 3F (14669.668000 sec): 3 clusters Score: Raw -155727.749194 + Penalty 169.423991 = -155558.325203 nChanged 22 SP:Iteration 4Q (14669.698000 sec): 3 clusters Score: Raw -155751.236747 + Penalty 168.520450 = -155582.716297 nChanged 5 SP:Iteration 5Q (14669.718000 sec): 3 clusters Score: Raw -155754.258408 + Penalty 167.356256 = -155586.902152 nChanged 3 SP:Iteration 6Q (14669.738000 sec): 3 clusters Score: Raw -155764.466774 + Penalty 167.307220 = -155597.159554 nChanged 2 SP:Iteration 7Q (14669.748000 sec): 3 clusters Score: Raw -155765.215588 + Penalty 166.634617 = -155598.580971 nChanged 4 SP:Iteration 8Q (14669.768000 sec): 3 clusters Score: Raw -155764.122907 + Penalty 166.634617 = -155597.488291 nChanged 0 SP:Iteration 9F (14669.788000 sec): 3 clusters Score: Raw -155764.122907 + Penalty 166.634617 = -155597.488291 nChanged 0 Score: Raw -84342847.091590 + Penalty 107864.189631 = -84234982.901958 Splitting cluster 8 changes total score from -83904260.149957 to -84234982.901958 So it's getting split into cluster 13. Trying to split cluster 9 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14831.312000 sec): 2 clusters Score: Raw -155930.047673 + Penalty 471.957536 = -155458.090137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14831.332000 sec): 3 clusters Score: Raw -155604.360956 + Penalty 948.615302 = -154655.745653 nChanged 247 SP:Iteration 1F (14831.352000 sec): 3 clusters Score: Raw -155810.030266 + Penalty 952.459871 = -154857.570395 nChanged 53 SP:Iteration 2F (14831.372000 sec): 3 clusters Score: Raw -155853.316379 + Penalty 956.677066 = -154896.639312 nChanged 25 SP:Iteration 3Q (14831.402000 sec): 3 clusters Score: Raw -155875.835076 + Penalty 960.839504 = -154914.995572 nChanged 25 SP:Iteration 4Q (14831.422000 sec): 3 clusters Score: Raw -155893.673027 + Penalty 963.013493 = -154930.659534 nChanged 10 SP:Iteration 5Q (14831.442000 sec): 3 clusters Score: Raw -155901.626159 + Penalty 965.169057 = -154936.457102 nChanged 12 SP:Iteration 6Q (14831.462000 sec): 3 clusters Score: Raw -155916.978344 + Penalty 960.620737 = -154956.357608 nChanged 6 SP:Iteration 7Q (14831.482000 sec): 3 clusters Score: Raw -155922.806092 + Penalty 961.491426 = -154961.314666 nChanged 9 SP:Iteration 8Q (14831.502000 sec): 3 clusters Score: Raw -155932.071422 + Penalty 961.684134 = -154970.387289 nChanged 6 SP:Iteration 9Q (14831.522000 sec): 3 clusters Score: Raw -155935.673825 + Penalty 962.293350 = -154973.380475 nChanged 6 SP:Iteration 10Q (14831.542000 sec): 3 clusters Score: Raw -155940.548350 + Penalty 961.851074 = -154978.697275 nChanged 7 SP:Iteration 11Q (14831.572000 sec): 3 clusters Score: Raw -155945.994349 + Penalty 961.535100 = -154984.459249 nChanged 2 SP:Iteration 12Q (14831.592000 sec): 3 clusters Score: Raw -155946.803107 + Penalty 961.894246 = -154984.908860 nChanged 2 SP:Iteration 13Q (14831.612000 sec): 3 clusters Score: Raw -155948.754057 + Penalty 961.894246 = -154986.859810 nChanged 0 SP:Iteration 14F (14831.632000 sec): 3 clusters Score: Raw -155948.754057 + Penalty 961.894246 = -154986.859810 nChanged 0 Trying to split cluster 10 (5132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14832.032000 sec): 2 clusters Score: Raw -1092093.980804 + Penalty 119.749260 = -1091974.231544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14832.192000 sec): 3 clusters Score: Raw -1088719.832455 + Penalty 241.622755 = -1088478.209700 nChanged 2399 SP:Iteration 1F (14832.352000 sec): 3 clusters Score: Raw -1090423.627337 + Penalty 241.959553 = -1090181.667784 nChanged 664 SP:Iteration 2F (14832.502000 sec): 3 clusters Score: Raw -1090933.943762 + Penalty 247.170370 = -1090686.773392 nChanged 384 SP:Iteration 3F (14832.662000 sec): 3 clusters Score: Raw -1091300.679789 + Penalty 253.789578 = -1091046.890212 nChanged 308 SP:Iteration 4F (14832.812000 sec): 3 clusters Score: Raw -1091648.680874 + Penalty 261.050613 = -1091387.630260 nChanged 191 SP:Iteration 5Q (14832.962000 sec): 3 clusters Score: Raw -1091840.381908 + Penalty 260.492320 = -1091579.889588 nChanged 116 SP:Iteration 6Q (14833.112000 sec): 3 clusters Score: Raw -1091967.643472 + Penalty 275.477461 = -1091692.166011 nChanged 62 SP:Iteration 7Q (14833.242000 sec): 3 clusters Score: Raw -1092022.351597 + Penalty 280.476595 = -1091741.875002 nChanged 32 SP:Iteration 8Q (14833.372000 sec): 3 clusters Score: Raw -1092049.707088 + Penalty 293.440993 = -1091756.266095 nChanged 16 SP:Iteration 9Q (14833.502000 sec): 3 clusters Score: Raw -1092061.879917 + Penalty 304.787943 = -1091757.091974 nChanged 8 SP:Iteration 10Q (14833.622000 sec): 3 clusters Score: Raw -1092066.362439 + Penalty 324.141420 = -1091742.221018 nChanged 10 SP:Iteration 11F (14833.782000 sec): 3 clusters Score: Raw -1092076.680453 + Penalty 359.448955 = -1091717.231498 nChanged 12 SP:Iteration 12F (14833.932000 sec): 3 clusters Score: Raw -1092089.346633 + Penalty 364.393651 = -1091724.952982 nChanged 8 SP:Iteration 13Q (14834.052000 sec): 3 clusters Score: Raw -1092093.166375 + Penalty 287.805238 = -1091805.361137 nChanged 6 SP:Iteration 14Q (14834.182000 sec): 3 clusters Score: Raw -1092099.255649 + Penalty 287.805238 = -1091811.450411 nChanged 0 SP:Iteration 15F (14834.332000 sec): 3 clusters Score: Raw -1092099.255649 + Penalty 287.805238 = -1091811.450411 nChanged 0 Trying to split cluster 12 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14834.352000 sec): 2 clusters Score: Raw -29404.202764 + Penalty 175.697536 = -29228.505228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14834.362000 sec): 3 clusters Score: Raw -29353.665028 + Penalty 350.611850 = -29003.053178 nChanged 45 SP:Iteration 1F (14834.362000 sec): 3 clusters Score: Raw -29431.303610 + Penalty 350.897414 = -29080.406196 nChanged 6 SP:Iteration 2Q (14834.372000 sec): 3 clusters Score: Raw -29441.339041 + Penalty 350.783462 = -29090.555579 nChanged 2 SP:Iteration 3Q (14834.372000 sec): 3 clusters Score: Raw -29451.814645 + Penalty 350.783462 = -29101.031183 nChanged 0 SP:Iteration 4F (14834.382000 sec): 3 clusters Score: Raw -29451.814645 + Penalty 350.783462 = -29101.031183 nChanged 0 Trying to split cluster 14 (3263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14834.874000 sec): 2 clusters Score: Raw -671145.603680 + Penalty 1093.336142 = -670052.267538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14835.064000 sec): 3 clusters Score: Raw -669276.179241 + Penalty 2189.541324 = -667086.637917 nChanged 1283 SP:Iteration 1F (14835.244000 sec): 3 clusters Score: Raw -670472.491057 + Penalty 2236.565976 = -668235.925081 nChanged 514 SP:Iteration 2F (14835.434000 sec): 3 clusters Score: Raw -671038.256646 + Penalty 2316.758713 = -668721.497933 nChanged 266 SP:Iteration 3F (14835.634000 sec): 3 clusters Score: Raw -671344.854883 + Penalty 2377.525275 = -668967.329608 nChanged 123 SP:Iteration 4Q (14835.824000 sec): 3 clusters Score: Raw -671467.442744 + Penalty 2451.401480 = -669016.041263 nChanged 101 SP:Iteration 5Q (14836.024000 sec): 3 clusters Score: Raw -671591.938539 + Penalty 2551.323055 = -669040.615484 nChanged 77 SP:Iteration 6Q (14836.224000 sec): 3 clusters Score: Raw -671713.232154 + Penalty 2628.481499 = -669084.750656 nChanged 46 SP:Iteration 7Q (14836.414000 sec): 3 clusters Score: Raw -671790.195373 + Penalty 2719.215670 = -669070.979703 nChanged 40 SP:Iteration 8F (14836.604000 sec): 3 clusters Score: Raw -671869.257844 + Penalty 2810.136836 = -669059.121008 nChanged 39 SP:Iteration 9F (14836.804000 sec): 3 clusters Score: Raw -671951.896328 + Penalty 2861.842467 = -669090.053860 nChanged 19 SP:Iteration 10Q (14836.984000 sec): 3 clusters Score: Raw -672008.689315 + Penalty 2875.236000 = -669133.453315 nChanged 16 SP:Iteration 11Q (14837.174000 sec): 3 clusters Score: Raw -672045.078817 + Penalty 2876.132489 = -669168.946328 nChanged 12 SP:Iteration 12Q (14837.354000 sec): 3 clusters Score: Raw -672057.734923 + Penalty 2876.903802 = -669180.831121 nChanged 8 SP:Iteration 13Q (14837.534000 sec): 3 clusters Score: Raw -672068.289625 + Penalty 2864.738057 = -669203.551568 nChanged 8 SP:Iteration 14Q (14837.704000 sec): 3 clusters Score: Raw -672078.690140 + Penalty 2845.165052 = -669233.525088 nChanged 6 SP:Iteration 15Q (14837.884000 sec): 3 clusters Score: Raw -672084.175523 + Penalty 2833.939490 = -669250.236033 nChanged 6 SP:Iteration 16Q (14838.064000 sec): 3 clusters Score: Raw -672095.006689 + Penalty 2824.153165 = -669270.853524 nChanged 6 SP:Iteration 17Q (14838.244000 sec): 3 clusters Score: Raw -672099.713761 + Penalty 2821.852721 = -669277.861040 nChanged 4 SP:Iteration 18Q (14838.424000 sec): 3 clusters Score: Raw -672103.706493 + Penalty 2823.884545 = -669279.821948 nChanged 2 SP:Iteration 19Q (14838.604000 sec): 3 clusters Score: Raw -672106.986333 + Penalty 2822.157975 = -669284.828358 nChanged 2 SP:Iteration 20F (14838.804000 sec): 3 clusters Score: Raw -672108.447954 + Penalty 2822.157975 = -669286.289980 nChanged 0 Trying to split cluster 15 (5735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14839.224000 sec): 2 clusters Score: Raw -1210983.851019 + Penalty 237.762836 = -1210746.088183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14839.394000 sec): 3 clusters Score: Raw -1207273.146181 + Penalty 495.207497 = -1206777.938685 nChanged 2667 SP:Iteration 1F (14839.564000 sec): 3 clusters Score: Raw -1209455.204256 + Penalty 510.286000 = -1208944.918256 nChanged 646 SP:Iteration 2F (14839.744000 sec): 3 clusters Score: Raw -1210018.507467 + Penalty 516.791718 = -1209501.715749 nChanged 337 SP:Iteration 3F (14839.906000 sec): 3 clusters Score: Raw -1210335.086237 + Penalty 520.424081 = -1209814.662156 nChanged 194 SP:Iteration 4Q (14840.076000 sec): 3 clusters Score: Raw -1210476.488519 + Penalty 528.256651 = -1209948.231867 nChanged 165 SP:Iteration 5Q (14840.236000 sec): 3 clusters Score: Raw -1210569.263243 + Penalty 535.905576 = -1210033.357667 nChanged 130 SP:Iteration 6Q (14840.396000 sec): 3 clusters Score: Raw -1210648.316465 + Penalty 545.464596 = -1210102.851869 nChanged 129 SP:Iteration 7Q (14840.546000 sec): 3 clusters Score: Raw -1210718.113941 + Penalty 555.656500 = -1210162.457441 nChanged 96 SP:Iteration 8Q (14840.706000 sec): 3 clusters Score: Raw -1210771.565847 + Penalty 568.147593 = -1210203.418254 nChanged 82 SP:Iteration 9Q (14840.856000 sec): 3 clusters Score: Raw -1210820.803178 + Penalty 580.797099 = -1210240.006078 nChanged 58 SP:Iteration 10Q (14841.006000 sec): 3 clusters Score: Raw -1210861.324886 + Penalty 598.622143 = -1210262.702743 nChanged 66 SP:Iteration 11Q (14841.156000 sec): 3 clusters Score: Raw -1210899.970294 + Penalty 614.031714 = -1210285.938580 nChanged 69 SP:Iteration 12Q (14841.306000 sec): 3 clusters Score: Raw -1210941.583007 + Penalty 624.647546 = -1210316.935461 nChanged 38 SP:Iteration 13Q (14841.456000 sec): 3 clusters Score: Raw -1210961.614979 + Penalty 630.073487 = -1210331.541492 nChanged 36 SP:Iteration 14Q (14841.596000 sec): 3 clusters Score: Raw -1210978.579065 + Penalty 646.542007 = -1210332.037058 nChanged 30 SP:Iteration 15Q (14841.746000 sec): 3 clusters Score: Raw -1210994.424711 + Penalty 658.939314 = -1210335.485397 nChanged 25 SP:Iteration 16Q (14841.896000 sec): 3 clusters Score: Raw -1211009.761243 + Penalty 666.001458 = -1210343.759785 nChanged 18 SP:Iteration 17Q (14842.036000 sec): 3 clusters Score: Raw -1211017.020775 + Penalty 671.453379 = -1210345.567396 nChanged 8 SP:Iteration 18Q (14842.186000 sec): 3 clusters Score: Raw -1211019.375292 + Penalty 675.871278 = -1210343.504014 nChanged 8 SP:Iteration 19F (14842.356000 sec): 3 clusters Score: Raw -1211021.285012 + Penalty 681.562144 = -1210339.722868 nChanged 11 SP:Iteration 20F (14842.526000 sec): 3 clusters Score: Raw -1211024.611979 + Penalty 686.884763 = -1210337.727216 nChanged 6 SP:Iteration 21F (14842.696000 sec): 3 clusters Score: Raw -1211028.353293 + Penalty 698.072934 = -1210330.280359 nChanged 10 SP:Iteration 22F (14842.866000 sec): 3 clusters Score: Raw -1211038.004875 + Penalty 706.112494 = -1210331.892382 nChanged 13 SP:Iteration 23Q (14843.006000 sec): 3 clusters Score: Raw -1211046.626131 + Penalty 713.075829 = -1210333.550301 nChanged 17 SP:Iteration 24Q (14843.156000 sec): 3 clusters Score: Raw -1211058.931268 + Penalty 723.736789 = -1210335.194478 nChanged 14 SP:Iteration 25Q (14843.296000 sec): 3 clusters Score: Raw -1211065.673865 + Penalty 725.051032 = -1210340.622833 nChanged 7 SP:Iteration 26Q (14843.446000 sec): 3 clusters Score: Raw -1211068.672700 + Penalty 727.837084 = -1210340.835616 nChanged 6 SP:Iteration 27Q (14843.586000 sec): 3 clusters Score: Raw -1211072.876462 + Penalty 734.330435 = -1210338.546027 nChanged 6 SP:Iteration 28F (14843.766000 sec): 3 clusters Score: Raw -1211081.633437 + Penalty 740.549256 = -1210341.084181 nChanged 8 SP:Iteration 29Q (14843.906000 sec): 3 clusters Score: Raw -1211090.913453 + Penalty 746.370998 = -1210344.542454 nChanged 6 SP:Iteration 30Q (14844.056000 sec): 3 clusters Score: Raw -1211095.401562 + Penalty 753.974258 = -1210341.427304 nChanged 7 SP:Iteration 31F (14844.226000 sec): 3 clusters Score: Raw -1211098.550645 + Penalty 756.962553 = -1210341.588092 nChanged 6 SP:Iteration 32Q (14844.366000 sec): 3 clusters Score: Raw -1211103.031825 + Penalty 758.765181 = -1210344.266644 nChanged 2 SP:Iteration 33Q (14844.516000 sec): 3 clusters Score: Raw -1211103.710476 + Penalty 760.903023 = -1210342.807453 nChanged 2 SP:Iteration 34F (14844.686000 sec): 3 clusters Score: Raw -1211104.727331 + Penalty 760.903023 = -1210343.824308 nChanged 0 Trying to split cluster 16 (2020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14844.916000 sec): 2 clusters Score: Raw -433038.790591 + Penalty 223.957200 = -432814.833391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14844.966000 sec): 3 clusters Score: Raw -431797.667522 + Penalty 447.659633 = -431350.007890 nChanged 889 SP:Iteration 1F (14845.026000 sec): 3 clusters Score: Raw -432297.355822 + Penalty 447.763075 = -431849.592748 nChanged 177 SP:Iteration 2F (14845.076000 sec): 3 clusters Score: Raw -432369.691917 + Penalty 448.886661 = -431920.805256 nChanged 133 SP:Iteration 3F (14845.126000 sec): 3 clusters Score: Raw -432440.506574 + Penalty 450.195884 = -431990.310690 nChanged 116 SP:Iteration 4F (14845.186000 sec): 3 clusters Score: Raw -432555.873322 + Penalty 453.043346 = -432102.829976 nChanged 137 SP:Iteration 5F (14845.236000 sec): 3 clusters Score: Raw -432712.107707 + Penalty 456.390493 = -432255.717214 nChanged 132 SP:Iteration 6F (14845.296000 sec): 3 clusters Score: Raw -432857.444364 + Penalty 458.668453 = -432398.775911 nChanged 106 SP:Iteration 7F (14845.346000 sec): 3 clusters Score: Raw -432952.883975 + Penalty 462.429022 = -432490.454953 nChanged 64 SP:Iteration 8Q (14845.406000 sec): 3 clusters Score: Raw -433001.028041 + Penalty 464.302503 = -432536.725538 nChanged 35 SP:Iteration 9Q (14845.456000 sec): 3 clusters Score: Raw -433023.955946 + Penalty 465.095840 = -432558.860106 nChanged 24 SP:Iteration 10Q (14845.506000 sec): 3 clusters Score: Raw -433039.570856 + Penalty 467.111776 = -432572.459080 nChanged 24 SP:Iteration 11Q (14845.556000 sec): 3 clusters Score: Raw -433050.745054 + Penalty 467.676790 = -432583.068265 nChanged 14 SP:Iteration 12Q (14845.606000 sec): 3 clusters Score: Raw -433056.510903 + Penalty 468.110340 = -432588.400563 nChanged 13 SP:Iteration 13Q (14845.656000 sec): 3 clusters Score: Raw -433061.070365 + Penalty 469.959214 = -432591.111151 nChanged 13 SP:Iteration 14Q (14845.706000 sec): 3 clusters Score: Raw -433064.888556 + Penalty 470.248392 = -432594.640164 nChanged 12 SP:Iteration 15Q (14845.756000 sec): 3 clusters Score: Raw -433068.615089 + Penalty 470.502486 = -432598.112603 nChanged 8 SP:Iteration 16Q (14845.806000 sec): 3 clusters Score: Raw -433070.331088 + Penalty 470.099277 = -432600.231811 nChanged 6 SP:Iteration 17Q (14845.856000 sec): 3 clusters Score: Raw -433072.420212 + Penalty 470.428640 = -432601.991573 nChanged 4 SP:Iteration 18Q (14845.906000 sec): 3 clusters Score: Raw -433073.932276 + Penalty 470.696828 = -432603.235448 nChanged 2 SP:Iteration 19Q (14845.956000 sec): 3 clusters Score: Raw -433074.521471 + Penalty 471.104781 = -432603.416690 nChanged 6 SP:Iteration 20F (14846.006000 sec): 3 clusters Score: Raw -433076.758233 + Penalty 471.605304 = -432605.152928 nChanged 8 SP:Iteration 21Q (14846.056000 sec): 3 clusters Score: Raw -433078.201130 + Penalty 471.918160 = -432606.282970 nChanged 2 SP:Iteration 22Q (14846.106000 sec): 3 clusters Score: Raw -433079.417991 + Penalty 471.759040 = -432607.658951 nChanged 2 SP:Iteration 23Q (14846.156000 sec): 3 clusters Score: Raw -433079.883996 + Penalty 471.759040 = -432608.124956 nChanged 0 SP:Iteration 24F (14846.206000 sec): 3 clusters Score: Raw -433079.883996 + Penalty 471.759040 = -432608.124956 nChanged 0 Trying to split cluster 17 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14846.276000 sec): 2 clusters Score: Raw -119890.989694 + Penalty 77.247545 = -119813.742149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14846.286000 sec): 3 clusters Score: Raw -119617.701984 + Penalty 170.528442 = -119447.173542 nChanged 239 SP:Iteration 1F (14846.306000 sec): 3 clusters Score: Raw -120101.433958 + Penalty 169.558469 = -119931.875489 nChanged 30 SP:Iteration 2F (14846.326000 sec): 3 clusters Score: Raw -120171.499309 + Penalty 169.454454 = -120002.044856 nChanged 14 SP:Iteration 3Q (14846.336000 sec): 3 clusters Score: Raw -120188.676202 + Penalty 166.383303 = -120022.292899 nChanged 12 SP:Iteration 4Q (14846.356000 sec): 3 clusters Score: Raw -120199.006480 + Penalty 165.572216 = -120033.434265 nChanged 4 SP:Iteration 5Q (14846.366000 sec): 3 clusters Score: Raw -120204.188064 + Penalty 164.920510 = -120039.267555 nChanged 2 SP:Iteration 6Q (14846.386000 sec): 3 clusters Score: Raw -120206.575185 + Penalty 164.920510 = -120041.654675 nChanged 0 SP:Iteration 7F (14846.396000 sec): 3 clusters Score: Raw -120206.575185 + Penalty 164.920510 = -120041.654675 nChanged 0 Score: Raw -84343162.672864 + Penalty 108042.289830 = -84235120.383034 Splitting cluster 17 changes total score from -83904260.149957 to -84235120.383034 So it's getting split into cluster 20. Trying to split cluster 18 (1512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15009.931000 sec): 2 clusters Score: Raw -317959.353603 + Penalty 150.829902 = -317808.523701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15009.971000 sec): 3 clusters Score: Raw -317102.520019 + Penalty 302.627253 = -316799.892766 nChanged 669 SP:Iteration 1F (15010.021000 sec): 3 clusters Score: Raw -317708.956899 + Penalty 303.204003 = -317405.752896 nChanged 141 SP:Iteration 2F (15010.061000 sec): 3 clusters Score: Raw -317826.180980 + Penalty 304.277012 = -317521.903968 nChanged 94 SP:Iteration 3F (15010.101000 sec): 3 clusters Score: Raw -317876.052162 + Penalty 305.526717 = -317570.525445 nChanged 59 SP:Iteration 4Q (15010.141000 sec): 3 clusters Score: Raw -317918.492896 + Penalty 306.179356 = -317612.313540 nChanged 50 SP:Iteration 5Q (15010.181000 sec): 3 clusters Score: Raw -317955.162393 + Penalty 306.116363 = -317649.046030 nChanged 47 SP:Iteration 6Q (15010.221000 sec): 3 clusters Score: Raw -317981.454635 + Penalty 306.157355 = -317675.297280 nChanged 34 SP:Iteration 7Q (15010.261000 sec): 3 clusters Score: Raw -317990.694091 + Penalty 306.110164 = -317684.583928 nChanged 14 SP:Iteration 8Q (15010.301000 sec): 3 clusters Score: Raw -317994.561258 + Penalty 306.119856 = -317688.441402 nChanged 6 SP:Iteration 9Q (15010.341000 sec): 3 clusters Score: Raw -317996.284897 + Penalty 306.240828 = -317690.044068 nChanged 6 SP:Iteration 10Q (15010.381000 sec): 3 clusters Score: Raw -317997.807547 + Penalty 306.174188 = -317691.633358 nChanged 1 SP:Iteration 11Q (15010.421000 sec): 3 clusters Score: Raw -317998.087374 + Penalty 306.174188 = -317691.913185 nChanged 0 SP:Iteration 12F (15010.461000 sec): 3 clusters Score: Raw -317998.087374 + Penalty 306.174188 = -317691.913185 nChanged 0 Trying to split cluster 19 (237955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15057.284000 sec): 2 clusters Score: Raw -49892335.595867 + Penalty 155.803168 = -49892179.792700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15076.896000 sec): 3 clusters Score: Raw -49728908.166213 + Penalty 311.344990 = -49728596.821222 nChanged 117743 SP:Iteration 1F (15094.163000 sec): 3 clusters Score: Raw -49819814.726402 + Penalty 312.278991 = -49819502.447410 nChanged 26142 SP:Iteration 2F (15108.632000 sec): 3 clusters Score: Raw -49831499.888017 + Penalty 313.396122 = -49831186.491894 nChanged 9124 SP:Iteration 3Q (15123.046000 sec): 3 clusters Score: Raw -49833931.386583 + Penalty 314.846596 = -49833616.539987 nChanged 5417 SP:Iteration 4Q (15137.404000 sec): 3 clusters Score: Raw -49835402.572926 + Penalty 316.767743 = -49835085.805183 nChanged 4744 SP:Iteration 5Q (15151.958000 sec): 3 clusters Score: Raw -49837251.881229 + Penalty 319.277599 = -49836932.603630 nChanged 5013 SP:Iteration 6Q (15166.504000 sec): 3 clusters Score: Raw -49839619.570900 + Penalty 322.481886 = -49839297.089014 nChanged 5632 SP:Iteration 7Q (15181.301000 sec): 3 clusters Score: Raw -49842620.039980 + Penalty 326.268756 = -49842293.771224 nChanged 6178 SP:Iteration 8Q (15196.121000 sec): 3 clusters Score: Raw -49846552.431148 + Penalty 330.616949 = -49846221.814198 nChanged 6960 SP:Iteration 9Q (15211.216000 sec): 3 clusters Score: Raw -49852709.760838 + Penalty 334.745452 = -49852375.015386 nChanged 7045 SP:Iteration 10Q (15226.425000 sec): 3 clusters Score: Raw -49860709.590778 + Penalty 336.411844 = -49860373.178934 nChanged 5223 SP:Iteration 11Q (15241.641000 sec): 3 clusters Score: Raw -49864270.696420 + Penalty 337.401773 = -49863933.294647 nChanged 3761 SP:Iteration 12Q (15256.856000 sec): 3 clusters Score: Raw -49865473.471272 + Penalty 338.810801 = -49865134.660471 nChanged 3308 SP:Iteration 13Q (15272.158000 sec): 3 clusters Score: Raw -49866214.737630 + Penalty 340.767643 = -49865873.969987 nChanged 3206 SP:Iteration 14Q (15287.432000 sec): 3 clusters Score: Raw -49866913.843825 + Penalty 342.795338 = -49866571.048488 nChanged 3285 SP:Iteration 15Q (15302.762000 sec): 3 clusters Score: Raw -49867700.361271 + Penalty 345.345764 = -49867355.015507 nChanged 3460 SP:Iteration 16Q (15317.956000 sec): 3 clusters Score: Raw -49868623.394706 + Penalty 347.994245 = -49868275.400460 nChanged 3576 SP:Iteration 17Q (15333.167000 sec): 3 clusters Score: Raw -49869649.031185 + Penalty 350.815068 = -49869298.216117 nChanged 3523 SP:Iteration 18Q (15348.372000 sec): 3 clusters Score: Raw -49870803.855201 + Penalty 353.876871 = -49870449.978330 nChanged 3764 SP:Iteration 19Q (15363.768000 sec): 3 clusters Score: Raw -49872285.923734 + Penalty 356.592761 = -49871929.330973 nChanged 3825 SP:Iteration 20F (15379.788000 sec): 3 clusters Score: Raw -49874134.674685 + Penalty 358.594425 = -49873776.080261 nChanged 3698 SP:Iteration 21Q (15395.327000 sec): 3 clusters Score: Raw -49876327.760118 + Penalty 359.551234 = -49875968.208884 nChanged 3607 SP:Iteration 22Q (15410.787000 sec): 3 clusters Score: Raw -49879196.463636 + Penalty 358.828669 = -49878837.634967 nChanged 3420 SP:Iteration 23Q (15426.320000 sec): 3 clusters Score: Raw -49882786.708892 + Penalty 355.839767 = -49882430.869126 nChanged 3239 SP:Iteration 24Q (15441.700000 sec): 3 clusters Score: Raw -49886053.546780 + Penalty 350.357628 = -49885703.189152 nChanged 3000 SP:Iteration 25Q (15457.111000 sec): 3 clusters Score: Raw -49888114.001894 + Penalty 345.737465 = -49887768.264430 nChanged 2384 SP:Iteration 26Q (15472.413000 sec): 3 clusters Score: Raw -49889324.630732 + Penalty 342.217998 = -49888982.412734 nChanged 1761 SP:Iteration 27Q (15487.830000 sec): 3 clusters Score: Raw -49890010.940087 + Penalty 340.180492 = -49889670.759595 nChanged 1246 SP:Iteration 28Q (15503.106000 sec): 3 clusters Score: Raw -49890392.447172 + Penalty 338.389070 = -49890054.058102 nChanged 1005 SP:Iteration 29Q (15518.500000 sec): 3 clusters Score: Raw -49890663.916396 + Penalty 337.180540 = -49890326.735856 nChanged 899 SP:Iteration 30Q (15533.787000 sec): 3 clusters Score: Raw -49890857.433857 + Penalty 336.138927 = -49890521.294931 nChanged 778 SP:Iteration 31Q (15549.217000 sec): 3 clusters Score: Raw -49891006.934985 + Penalty 335.441943 = -49890671.493043 nChanged 725 SP:Iteration 32Q (15564.524000 sec): 3 clusters Score: Raw -49891127.828704 + Penalty 335.031655 = -49890792.797049 nChanged 654 SP:Iteration 33Q (15579.907000 sec): 3 clusters Score: Raw -49891225.465246 + Penalty 334.588491 = -49890890.876756 nChanged 645 SP:Iteration 34Q (15595.213000 sec): 3 clusters Score: Raw -49891318.044729 + Penalty 334.347459 = -49890983.697270 nChanged 613 SP:Iteration 35Q (15610.563000 sec): 3 clusters Score: Raw -49891405.326972 + Penalty 334.514504 = -49891070.812468 nChanged 610 SP:Iteration 36Q (15625.866000 sec): 3 clusters Score: Raw -49891490.978665 + Penalty 334.513294 = -49891156.465370 nChanged 551 SP:Iteration 37Q (15641.240000 sec): 3 clusters Score: Raw -49891566.071623 + Penalty 334.491736 = -49891231.579887 nChanged 529 SP:Iteration 38Q (15656.520000 sec): 3 clusters Score: Raw -49891641.938764 + Penalty 334.329542 = -49891307.609223 nChanged 515 SP:Iteration 39Q (15671.906000 sec): 3 clusters Score: Raw -49891705.788647 + Penalty 334.552409 = -49891371.236238 nChanged 471 SP:Iteration 40F (15688.346000 sec): 3 clusters Score: Raw -49891761.703682 + Penalty 334.804238 = -49891426.899444 nChanged 425 SP:Iteration 41Q (15703.810000 sec): 3 clusters Score: Raw -49891810.637707 + Penalty 334.721579 = -49891475.916128 nChanged 380 SP:Iteration 42Q (15719.113000 sec): 3 clusters Score: Raw -49891853.570060 + Penalty 334.775247 = -49891518.794813 nChanged 369 SP:Iteration 43Q (15734.553000 sec): 3 clusters Score: Raw -49891891.026816 + Penalty 334.842520 = -49891556.184296 nChanged 311 SP:Iteration 44Q (15749.884000 sec): 3 clusters Score: Raw -49891922.797130 + Penalty 334.972337 = -49891587.824793 nChanged 321 SP:Iteration 45Q (15765.365000 sec): 3 clusters Score: Raw -49891953.262775 + Penalty 334.888199 = -49891618.374576 nChanged 285 SP:Iteration 46Q (15780.671000 sec): 3 clusters Score: Raw -49891976.641658 + Penalty 335.046431 = -49891641.595227 nChanged 245 SP:Iteration 47Q (15796.071000 sec): 3 clusters Score: Raw -49891994.906544 + Penalty 335.024767 = -49891659.881776 nChanged 241 SP:Iteration 48Q (15811.417000 sec): 3 clusters Score: Raw -49892012.774940 + Penalty 335.220123 = -49891677.554817 nChanged 257 SP:Iteration 49Q (15826.843000 sec): 3 clusters Score: Raw -49892032.122382 + Penalty 335.365229 = -49891696.757153 nChanged 246 SP:Iteration 50Q (15842.153000 sec): 3 clusters Score: Raw -49892050.844834 + Penalty 335.449053 = -49891715.395781 nChanged 231 SP:Iteration 51Q (15857.610000 sec): 3 clusters Score: Raw -49892068.143390 + Penalty 335.299803 = -49891732.843587 nChanged 222 SP:Iteration 52Q (15872.971000 sec): 3 clusters Score: Raw -49892083.178913 + Penalty 335.205802 = -49891747.973112 nChanged 198 SP:Iteration 53Q (15888.483000 sec): 3 clusters Score: Raw -49892096.792136 + Penalty 335.213785 = -49891761.578350 nChanged 182 SP:Iteration 54Q (15903.848000 sec): 3 clusters Score: Raw -49892107.502566 + Penalty 335.262641 = -49891772.239925 nChanged 157 SP:Iteration 55Q (15919.360000 sec): 3 clusters Score: Raw -49892116.503503 + Penalty 334.839378 = -49891781.664124 nChanged 177 SP:Iteration 56Q (15934.711000 sec): 3 clusters Score: Raw -49892128.145197 + Penalty 334.832988 = -49891793.312209 nChanged 187 SP:Iteration 57Q (15950.203000 sec): 3 clusters Score: Raw -49892140.193467 + Penalty 335.081417 = -49891805.112050 nChanged 186 SP:Iteration 58Q (15965.554000 sec): 3 clusters Score: Raw -49892151.510737 + Penalty 335.284497 = -49891816.226240 nChanged 159 SP:Iteration 59Q (15981.025000 sec): 3 clusters Score: Raw -49892161.240885 + Penalty 335.480805 = -49891825.760080 nChanged 169 SP:Iteration 60F (15997.615000 sec): 3 clusters Score: Raw -49892172.829095 + Penalty 335.752499 = -49891837.076596 nChanged 201 SP:Iteration 61Q (16013.118000 sec): 3 clusters Score: Raw -49892187.392971 + Penalty 335.753791 = -49891851.639180 nChanged 187 SP:Iteration 62Q (16028.548000 sec): 3 clusters Score: Raw -49892200.756643 + Penalty 335.681580 = -49891865.075062 nChanged 165 SP:Iteration 63Q (16043.978000 sec): 3 clusters Score: Raw -49892210.910286 + Penalty 335.663378 = -49891875.246909 nChanged 140 SP:Iteration 64Q (16059.313000 sec): 3 clusters Score: Raw -49892218.639678 + Penalty 335.734366 = -49891882.905312 nChanged 138 SP:Iteration 65Q (16074.747000 sec): 3 clusters Score: Raw -49892226.225983 + Penalty 335.803733 = -49891890.422249 nChanged 136 SP:Iteration 66Q (16090.113000 sec): 3 clusters Score: Raw -49892233.844040 + Penalty 335.735656 = -49891898.108384 nChanged 140 SP:Iteration 67Q (16105.553000 sec): 3 clusters Score: Raw -49892241.610482 + Penalty 336.003379 = -49891905.607102 nChanged 136 SP:Iteration 68Q (16120.929000 sec): 3 clusters Score: Raw -49892249.236794 + Penalty 335.945105 = -49891913.291689 nChanged 124 SP:Iteration 69Q (16136.372000 sec): 3 clusters Score: Raw -49892256.746583 + Penalty 335.835358 = -49891920.911225 nChanged 117 SP:Iteration 70Q (16151.723000 sec): 3 clusters Score: Raw -49892262.674856 + Penalty 335.896208 = -49891926.778648 nChanged 110 SP:Iteration 71Q (16167.206000 sec): 3 clusters Score: Raw -49892268.826444 + Penalty 335.837016 = -49891932.989428 nChanged 102 SP:Iteration 72Q (16182.528000 sec): 3 clusters Score: Raw -49892273.510091 + Penalty 335.953333 = -49891937.556757 nChanged 109 SP:Iteration 73Q (16197.987000 sec): 3 clusters Score: Raw -49892278.738502 + Penalty 336.215174 = -49891942.523328 nChanged 102 SP:Iteration 74Q (16213.354000 sec): 3 clusters Score: Raw -49892283.213225 + Penalty 336.339476 = -49891946.873749 nChanged 101 SP:Iteration 75Q (16228.774000 sec): 3 clusters Score: Raw -49892287.344785 + Penalty 336.527514 = -49891950.817270 nChanged 102 SP:Iteration 76Q (16244.118000 sec): 3 clusters Score: Raw -49892292.583525 + Penalty 336.590911 = -49891955.992613 nChanged 117 SP:Iteration 77Q (16259.581000 sec): 3 clusters Score: Raw -49892299.651437 + Penalty 336.607922 = -49891963.043515 nChanged 134 SP:Iteration 78Q (16274.943000 sec): 3 clusters Score: Raw -49892307.233716 + Penalty 336.676708 = -49891970.557008 nChanged 117 SP:Iteration 79Q (16290.373000 sec): 3 clusters Score: Raw -49892312.549106 + Penalty 336.658081 = -49891975.891025 nChanged 93 SP:Iteration 80F (16306.977000 sec): 3 clusters Score: Raw -49892316.123993 + Penalty 336.869809 = -49891979.254184 nChanged 76 SP:Iteration 81Q (16322.424000 sec): 3 clusters Score: Raw -49892318.639900 + Penalty 336.977362 = -49891981.662538 nChanged 64 SP:Iteration 82Q (16337.804000 sec): 3 clusters Score: Raw -49892320.901688 + Penalty 337.122831 = -49891983.778857 nChanged 64 SP:Iteration 83Q (16353.267000 sec): 3 clusters Score: Raw -49892323.304388 + Penalty 337.311404 = -49891985.992984 nChanged 71 SP:Iteration 84Q (16368.633000 sec): 3 clusters Score: Raw -49892325.804968 + Penalty 337.226172 = -49891988.578796 nChanged 64 SP:Iteration 85Q (16384.088000 sec): 3 clusters Score: Raw -49892327.995834 + Penalty 337.427161 = -49891990.568672 nChanged 67 SP:Iteration 86Q (16399.449000 sec): 3 clusters Score: Raw -49892330.721612 + Penalty 337.474037 = -49891993.247575 nChanged 74 SP:Iteration 87Q (16414.940000 sec): 3 clusters Score: Raw -49892334.260865 + Penalty 337.519001 = -49891996.741863 nChanged 87 SP:Iteration 88Q (16430.322000 sec): 3 clusters Score: Raw -49892339.242916 + Penalty 337.687221 = -49892001.555695 nChanged 119 SP:Iteration 89Q (16445.788000 sec): 3 clusters Score: Raw -49892345.470328 + Penalty 337.857262 = -49892007.613066 nChanged 93 SP:Iteration 90Q (16461.163000 sec): 3 clusters Score: Raw -49892349.733038 + Penalty 337.877642 = -49892011.855396 nChanged 80 SP:Iteration 91Q (16476.665000 sec): 3 clusters Score: Raw -49892354.261804 + Penalty 337.696747 = -49892016.565057 nChanged 88 SP:Iteration 92Q (16492.014000 sec): 3 clusters Score: Raw -49892359.397551 + Penalty 337.582759 = -49892021.814792 nChanged 58 SP:Iteration 93Q (16507.464000 sec): 3 clusters Score: Raw -49892362.791267 + Penalty 337.417931 = -49892025.373336 nChanged 69 SP:Iteration 94Q (16522.833000 sec): 3 clusters Score: Raw -49892366.041983 + Penalty 336.858303 = -49892029.183680 nChanged 54 SP:Iteration 95Q (16538.313000 sec): 3 clusters Score: Raw -49892367.953894 + Penalty 336.797929 = -49892031.155965 nChanged 49 SP:Iteration 96Q (16553.664000 sec): 3 clusters Score: Raw -49892369.223914 + Penalty 336.873733 = -49892032.350181 nChanged 30 SP:Iteration 97Q (16569.160000 sec): 3 clusters Score: Raw -49892369.843003 + Penalty 337.011862 = -49892032.831142 nChanged 26 SP:Iteration 98Q (16584.533000 sec): 3 clusters Score: Raw -49892370.260675 + Penalty 337.217613 = -49892033.043062 nChanged 32 SP:Iteration 99Q (16599.985000 sec): 3 clusters Score: Raw -49892370.895497 + Penalty 337.378625 = -49892033.516872 nChanged 30 SP:Iteration 100F (16616.598000 sec): 3 clusters Score: Raw -49892371.436187 + Penalty 337.376863 = -49892034.059324 nChanged 22 SP:Iteration 101Q (16632.056000 sec): 3 clusters Score: Raw -49892371.863189 + Penalty 337.323270 = -49892034.539919 nChanged 26 SP:Iteration 102Q (16647.416000 sec): 3 clusters Score: Raw -49892372.357492 + Penalty 337.155502 = -49892035.201990 nChanged 25 SP:Iteration 103Q (16662.876000 sec): 3 clusters Score: Raw -49892373.122418 + Penalty 337.022003 = -49892036.100415 nChanged 36 SP:Iteration 104Q (16678.258000 sec): 3 clusters Score: Raw -49892374.293954 + Penalty 336.897262 = -49892037.396692 nChanged 34 SP:Iteration 105Q (16693.736000 sec): 3 clusters Score: Raw -49892375.356425 + Penalty 336.691157 = -49892038.665267 nChanged 33 SP:Iteration 106Q (16709.078000 sec): 3 clusters Score: Raw -49892376.238410 + Penalty 336.689921 = -49892039.548489 nChanged 44 SP:Iteration 107Q (16724.548000 sec): 3 clusters Score: Raw -49892377.263739 + Penalty 336.629769 = -49892040.633970 nChanged 29 SP:Iteration 108Q (16739.906000 sec): 3 clusters Score: Raw -49892377.910563 + Penalty 336.625484 = -49892041.285079 nChanged 34 SP:Iteration 109Q (16755.366000 sec): 3 clusters Score: Raw -49892378.774733 + Penalty 336.646604 = -49892042.128129 nChanged 30 SP:Iteration 110Q (16770.722000 sec): 3 clusters Score: Raw -49892379.434974 + Penalty 336.511158 = -49892042.923816 nChanged 47 SP:Iteration 111Q (16786.192000 sec): 3 clusters Score: Raw -49892380.589415 + Penalty 336.470678 = -49892044.118737 nChanged 52 SP:Iteration 112Q (16801.558000 sec): 3 clusters Score: Raw -49892382.207833 + Penalty 336.273819 = -49892045.934014 nChanged 50 SP:Iteration 113Q (16817.010000 sec): 3 clusters Score: Raw -49892383.908476 + Penalty 336.183304 = -49892047.725173 nChanged 45 SP:Iteration 114Q (16832.373000 sec): 3 clusters Score: Raw -49892385.367080 + Penalty 336.105810 = -49892049.261271 nChanged 46 SP:Iteration 115Q (16847.856000 sec): 3 clusters Score: Raw -49892386.542961 + Penalty 336.149036 = -49892050.393925 nChanged 34 SP:Iteration 116Q (16863.206000 sec): 3 clusters Score: Raw -49892387.203117 + Penalty 336.024922 = -49892051.178195 nChanged 22 SP:Iteration 117Q (16878.638000 sec): 3 clusters Score: Raw -49892387.526927 + Penalty 335.998666 = -49892051.528261 nChanged 16 SP:Iteration 118Q (16893.968000 sec): 3 clusters Score: Raw -49892387.792473 + Penalty 335.956732 = -49892051.835741 nChanged 12 SP:Iteration 119Q (16909.438000 sec): 3 clusters Score: Raw -49892387.925502 + Penalty 335.883718 = -49892052.041784 nChanged 8 SP:Iteration 120F (16926.027000 sec): 3 clusters Score: Raw -49892388.041830 + Penalty 335.885744 = -49892052.156085 nChanged 10 SP:Iteration 121Q (16941.507000 sec): 3 clusters Score: Raw -49892388.142465 + Penalty 335.886230 = -49892052.256235 nChanged 3 SP:Iteration 122Q (16956.869000 sec): 3 clusters Score: Raw -49892388.154799 + Penalty 335.886230 = -49892052.268570 nChanged 0 SP:Iteration 123F (16973.510000 sec): 3 clusters Score: Raw -49892388.154799 + Penalty 335.886230 = -49892052.268570 nChanged 0 Trying to split cluster 22 (4210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16974.030000 sec): 2 clusters Score: Raw -891316.416467 + Penalty 291.525535 = -891024.890932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16974.153000 sec): 3 clusters Score: Raw -888639.987312 + Penalty 608.960271 = -888031.027040 nChanged 1908 SP:Iteration 1F (16974.273000 sec): 3 clusters Score: Raw -890046.432231 + Penalty 643.201116 = -889403.231115 nChanged 566 SP:Iteration 2F (16974.403000 sec): 3 clusters Score: Raw -890612.421596 + Penalty 674.798404 = -889937.623192 nChanged 303 SP:Iteration 3F (16974.523000 sec): 3 clusters Score: Raw -890923.257835 + Penalty 695.785497 = -890227.472338 nChanged 186 SP:Iteration 4Q (16974.643000 sec): 3 clusters Score: Raw -891098.780401 + Penalty 705.979882 = -890392.800519 nChanged 114 SP:Iteration 5Q (16974.765000 sec): 3 clusters Score: Raw -891195.484371 + Penalty 710.532911 = -890484.951460 nChanged 71 SP:Iteration 6Q (16974.876000 sec): 3 clusters Score: Raw -891241.748317 + Penalty 717.452350 = -890524.295967 nChanged 48 SP:Iteration 7Q (16974.986000 sec): 3 clusters Score: Raw -891268.740860 + Penalty 722.856201 = -890545.884659 nChanged 34 SP:Iteration 8Q (16975.096000 sec): 3 clusters Score: Raw -891296.735442 + Penalty 740.860969 = -890555.874473 nChanged 45 SP:Iteration 9Q (16975.196000 sec): 3 clusters Score: Raw -891343.362534 + Penalty 747.382521 = -890595.980013 nChanged 36 SP:Iteration 10Q (16975.306000 sec): 3 clusters Score: Raw -891369.162181 + Penalty 760.097491 = -890609.064690 nChanged 33 SP:Iteration 11Q (16975.416000 sec): 3 clusters Score: Raw -891390.133103 + Penalty 763.708278 = -890626.424825 nChanged 18 SP:Iteration 12Q (16975.516000 sec): 3 clusters Score: Raw -891399.810511 + Penalty 768.592696 = -890631.217814 nChanged 6 SP:Iteration 13Q (16975.626000 sec): 3 clusters Score: Raw -891401.497819 + Penalty 771.884932 = -890629.612888 nChanged 4 SP:Iteration 14F (16975.746000 sec): 3 clusters Score: Raw -891402.690597 + Penalty 775.534738 = -890627.155859 nChanged 6 SP:Iteration 15F (16975.876000 sec): 3 clusters Score: Raw -891405.664300 + Penalty 777.725182 = -890627.939118 nChanged 6 SP:Iteration 16Q (16975.976000 sec): 3 clusters Score: Raw -891408.940029 + Penalty 779.794861 = -890629.145168 nChanged 4 SP:Iteration 17Q (16976.086000 sec): 3 clusters Score: Raw -891409.891102 + Penalty 778.775691 = -890631.115411 nChanged 2 SP:Iteration 18Q (16976.186000 sec): 3 clusters Score: Raw -891411.323412 + Penalty 778.775691 = -890632.547721 nChanged 0 SP:Iteration 19F (16976.316000 sec): 3 clusters Score: Raw -891411.323412 + Penalty 778.775691 = -890632.547721 nChanged 0 Trying to split cluster 23 (1488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16976.496000 sec): 2 clusters Score: Raw -304212.185436 + Penalty 171.729090 = -304040.456346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16976.536000 sec): 3 clusters Score: Raw -303367.208554 + Penalty 336.982169 = -303030.226384 nChanged 653 SP:Iteration 1F (16976.576000 sec): 3 clusters Score: Raw -303944.826837 + Penalty 335.575090 = -303609.251747 nChanged 181 SP:Iteration 2F (16976.616000 sec): 3 clusters Score: Raw -304164.829254 + Penalty 333.469106 = -303831.360147 nChanged 101 SP:Iteration 3F (16976.656000 sec): 3 clusters Score: Raw -304301.691230 + Penalty 328.170807 = -303973.520424 nChanged 65 SP:Iteration 4Q (16976.696000 sec): 3 clusters Score: Raw -304393.133346 + Penalty 321.041031 = -304072.092314 nChanged 56 SP:Iteration 5Q (16976.736000 sec): 3 clusters Score: Raw -304515.411021 + Penalty 314.643218 = -304200.767803 nChanged 40 SP:Iteration 6Q (16976.776000 sec): 3 clusters Score: Raw -304585.800243 + Penalty 312.939965 = -304272.860277 nChanged 34 SP:Iteration 7Q (16976.816000 sec): 3 clusters Score: Raw -304616.876067 + Penalty 312.167004 = -304304.709063 nChanged 30 SP:Iteration 8Q (16976.846000 sec): 3 clusters Score: Raw -304640.904344 + Penalty 311.849672 = -304329.054673 nChanged 18 SP:Iteration 9Q (16976.886000 sec): 3 clusters Score: Raw -304655.513295 + Penalty 312.735659 = -304342.777636 nChanged 26 SP:Iteration 10Q (16976.926000 sec): 3 clusters Score: Raw -304683.063750 + Penalty 313.946039 = -304369.117712 nChanged 26 SP:Iteration 11Q (16976.956000 sec): 3 clusters Score: Raw -304714.463888 + Penalty 316.919466 = -304397.544422 nChanged 28 SP:Iteration 12Q (16976.996000 sec): 3 clusters Score: Raw -304746.968943 + Penalty 319.609720 = -304427.359223 nChanged 20 SP:Iteration 13Q (16977.026000 sec): 3 clusters Score: Raw -304765.440960 + Penalty 321.759201 = -304443.681760 nChanged 22 SP:Iteration 14Q (16977.066000 sec): 3 clusters Score: Raw -304784.184446 + Penalty 322.425797 = -304461.758650 nChanged 16 SP:Iteration 15Q (16977.106000 sec): 3 clusters Score: Raw -304791.823673 + Penalty 322.708956 = -304469.114717 nChanged 4 SP:Iteration 16Q (16977.136000 sec): 3 clusters Score: Raw -304792.822120 + Penalty 323.005982 = -304469.816138 nChanged 2 SP:Iteration 17Q (16977.176000 sec): 3 clusters Score: Raw -304793.656746 + Penalty 323.592048 = -304470.064698 nChanged 6 SP:Iteration 18Q (16977.216000 sec): 3 clusters Score: Raw -304796.440418 + Penalty 323.977235 = -304472.463183 nChanged 5 SP:Iteration 19Q (16977.246000 sec): 3 clusters Score: Raw -304798.039413 + Penalty 324.138300 = -304473.901113 nChanged 2 SP:Iteration 20F (16977.286000 sec): 3 clusters Score: Raw -304798.238489 + Penalty 323.875749 = -304474.362740 nChanged 2 SP:Iteration 21Q (16977.326000 sec): 3 clusters Score: Raw -304798.474601 + Penalty 323.707118 = -304474.767483 nChanged 2 SP:Iteration 22Q (16977.366000 sec): 3 clusters Score: Raw -304798.649027 + Penalty 323.707118 = -304474.941909 nChanged 0 SP:Iteration 23F (16977.406000 sec): 3 clusters Score: Raw -304798.649027 + Penalty 323.707118 = -304474.941909 nChanged 0 Score: Raw -84343749.134908 + Penalty 108310.910452 = -84235438.224455 Splitting cluster 23 changes total score from -83904260.149957 to -84235438.224455 So it's getting split into cluster 21. Trying to split cluster 24 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17142.764000 sec): 2 clusters Score: Raw -81126.200114 + Penalty 562.337475 = -80563.862639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17142.774000 sec): 3 clusters Score: Raw -81008.269511 + Penalty 1124.420548 = -79883.848964 nChanged 127 SP:Iteration 1F (17142.784000 sec): 3 clusters Score: Raw -81194.327529 + Penalty 1124.674950 = -80069.652580 nChanged 27 SP:Iteration 2F (17142.804000 sec): 3 clusters Score: Raw -81237.715401 + Penalty 1124.674950 = -80113.040452 nChanged 4 SP:Iteration 3Q (17142.814000 sec): 3 clusters Score: Raw -81248.605828 + Penalty 1124.674950 = -80123.930879 nChanged 4 SP:Iteration 4Q (17142.824000 sec): 3 clusters Score: Raw -81255.693648 + Penalty 1124.674950 = -80131.018699 nChanged 4 SP:Iteration 5Q (17142.843000 sec): 3 clusters Score: Raw -81267.019368 + Penalty 1124.463629 = -80142.555740 nChanged 1 SP:Iteration 6Q (17142.848000 sec): 3 clusters Score: Raw -81268.237259 + Penalty 1124.463629 = -80143.773631 nChanged 0 SP:Iteration 7F (17142.868000 sec): 3 clusters Score: Raw -81268.237259 + Penalty 1124.463629 = -80143.773631 nChanged 0 Trying to split cluster 25 (5600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17143.568000 sec): 2 clusters Score: Raw -1179200.101673 + Penalty 225.862216 = -1178974.239457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17143.728000 sec): 3 clusters Score: Raw -1175643.871620 + Penalty 448.441451 = -1175195.430169 nChanged 2614 SP:Iteration 1F (17143.878000 sec): 3 clusters Score: Raw -1177108.238123 + Penalty 449.211794 = -1176659.026330 nChanged 660 SP:Iteration 2F (17144.038000 sec): 3 clusters Score: Raw -1177533.376028 + Penalty 454.426309 = -1177078.949719 nChanged 557 SP:Iteration 3F (17144.188000 sec): 3 clusters Score: Raw -1178093.483632 + Penalty 468.876637 = -1177624.606995 nChanged 512 SP:Iteration 4F (17144.338000 sec): 3 clusters Score: Raw -1178672.139226 + Penalty 490.380198 = -1178181.759028 nChanged 339 SP:Iteration 5F (17144.488000 sec): 3 clusters Score: Raw -1179012.728760 + Penalty 509.344532 = -1178503.384228 nChanged 194 SP:Iteration 6Q (17144.648000 sec): 3 clusters Score: Raw -1179240.168868 + Penalty 521.342347 = -1178718.826521 nChanged 104 SP:Iteration 7Q (17144.808000 sec): 3 clusters Score: Raw -1179378.412197 + Penalty 526.489882 = -1178851.922315 nChanged 50 SP:Iteration 8Q (17144.948000 sec): 3 clusters Score: Raw -1179433.931602 + Penalty 528.918238 = -1178905.013365 nChanged 22 SP:Iteration 9Q (17145.078000 sec): 3 clusters Score: Raw -1179445.997835 + Penalty 529.973008 = -1178916.024826 nChanged 7 SP:Iteration 10Q (17145.218000 sec): 3 clusters Score: Raw -1179448.583512 + Penalty 529.488044 = -1178919.095469 nChanged 8 SP:Iteration 11Q (17145.348000 sec): 3 clusters Score: Raw -1179452.852819 + Penalty 530.805686 = -1178922.047133 nChanged 6 SP:Iteration 12Q (17145.478000 sec): 3 clusters Score: Raw -1179455.048579 + Penalty 530.489941 = -1178924.558638 nChanged 6 SP:Iteration 13Q (17145.618000 sec): 3 clusters Score: Raw -1179458.684513 + Penalty 530.429785 = -1178928.254728 nChanged 8 SP:Iteration 14Q (17145.748000 sec): 3 clusters Score: Raw -1179465.542710 + Penalty 531.266933 = -1178934.275778 nChanged 12 SP:Iteration 15Q (17145.878000 sec): 3 clusters Score: Raw -1179473.486272 + Penalty 532.534535 = -1178940.951737 nChanged 13 SP:Iteration 16Q (17146.008000 sec): 3 clusters Score: Raw -1179479.854551 + Penalty 533.407405 = -1178946.447146 nChanged 16 SP:Iteration 17Q (17146.148000 sec): 3 clusters Score: Raw -1179487.658315 + Penalty 533.260248 = -1178954.398067 nChanged 2 SP:Iteration 18Q (17146.278000 sec): 3 clusters Score: Raw -1179488.047344 + Penalty 532.827182 = -1178955.220162 nChanged 2 SP:Iteration 19Q (17146.418000 sec): 3 clusters Score: Raw -1179488.885171 + Penalty 533.271385 = -1178955.613787 nChanged 2 SP:Iteration 20F (17146.568000 sec): 3 clusters Score: Raw -1179489.113939 + Penalty 533.271385 = -1178955.842554 nChanged 0 Trying to split cluster 29 (3043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17146.788000 sec): 2 clusters Score: Raw -644440.513164 + Penalty 360.376167 = -644080.136997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17146.878000 sec): 3 clusters Score: Raw -642567.608001 + Penalty 723.515857 = -641844.092144 nChanged 1309 SP:Iteration 1F (17146.968000 sec): 3 clusters Score: Raw -643482.673904 + Penalty 735.190658 = -642747.483247 nChanged 420 SP:Iteration 2F (17147.058000 sec): 3 clusters Score: Raw -643894.250311 + Penalty 748.352645 = -643145.897666 nChanged 275 SP:Iteration 3F (17147.138000 sec): 3 clusters Score: Raw -644144.446315 + Penalty 757.254806 = -643387.191509 nChanged 146 SP:Iteration 4Q (17147.228000 sec): 3 clusters Score: Raw -644235.052435 + Penalty 762.538035 = -643472.514400 nChanged 74 SP:Iteration 5Q (17147.318000 sec): 3 clusters Score: Raw -644279.530777 + Penalty 765.802596 = -643513.728181 nChanged 57 SP:Iteration 6Q (17147.398000 sec): 3 clusters Score: Raw -644302.689742 + Penalty 767.951871 = -643534.737872 nChanged 40 SP:Iteration 7Q (17147.478000 sec): 3 clusters Score: Raw -644314.363967 + Penalty 768.596382 = -643545.767585 nChanged 17 SP:Iteration 8Q (17147.558000 sec): 3 clusters Score: Raw -644317.584371 + Penalty 769.721664 = -643547.862708 nChanged 9 SP:Iteration 9Q (17147.648000 sec): 3 clusters Score: Raw -644319.161719 + Penalty 770.342046 = -643548.819673 nChanged 6 SP:Iteration 10Q (17147.728000 sec): 3 clusters Score: Raw -644320.099861 + Penalty 771.112694 = -643548.987167 nChanged 5 SP:Iteration 11Q (17147.818000 sec): 3 clusters Score: Raw -644320.555361 + Penalty 771.112694 = -643549.442667 nChanged 0 SP:Iteration 12F (17147.908000 sec): 3 clusters Score: Raw -644320.555361 + Penalty 771.112694 = -643549.442667 nChanged 0 Trying to split cluster 32 (2681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17148.228000 sec): 2 clusters Score: Raw -541541.388543 + Penalty 6740.721351 = -534800.667192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17148.458000 sec): 3 clusters Score: Raw -540536.778188 + Penalty 13479.426696 = -527057.351492 nChanged 785 SP:Iteration 1F (17148.678000 sec): 3 clusters Score: Raw -541324.925701 + Penalty 13480.758168 = -527844.167533 nChanged 179 SP:Iteration 2F (17148.898000 sec): 3 clusters Score: Raw -541564.809143 + Penalty 13482.670191 = -528082.138952 nChanged 140 SP:Iteration 3F (17149.128000 sec): 3 clusters Score: Raw -541802.252625 + Penalty 13485.534984 = -528316.717642 nChanged 146 SP:Iteration 4F (17149.348000 sec): 3 clusters Score: Raw -542089.549336 + Penalty 13489.170850 = -528600.378485 nChanged 164 SP:Iteration 5F (17149.568000 sec): 3 clusters Score: Raw -542472.841883 + Penalty 13492.500192 = -528980.341691 nChanged 139 SP:Iteration 6F (17149.798000 sec): 3 clusters Score: Raw -542831.577355 + Penalty 13498.340232 = -529333.237123 nChanged 101 SP:Iteration 7Q (17150.008000 sec): 3 clusters Score: Raw -543066.361024 + Penalty 13504.304204 = -529562.056820 nChanged 68 SP:Iteration 8Q (17150.218000 sec): 3 clusters Score: Raw -543200.946544 + Penalty 13511.259058 = -529689.687487 nChanged 34 SP:Iteration 9Q (17150.418000 sec): 3 clusters Score: Raw -543270.634121 + Penalty 13520.885005 = -529749.749115 nChanged 24 SP:Iteration 10Q (17150.628000 sec): 3 clusters Score: Raw -543317.588647 + Penalty 13534.357204 = -529783.231442 nChanged 34 SP:Iteration 11Q (17150.838000 sec): 3 clusters Score: Raw -543363.849907 + Penalty 13543.204990 = -529820.644916 nChanged 18 SP:Iteration 12Q (17151.038000 sec): 3 clusters Score: Raw -543398.266324 + Penalty 13552.388446 = -529845.877878 nChanged 18 SP:Iteration 13Q (17151.248000 sec): 3 clusters Score: Raw -543428.473387 + Penalty 13561.328170 = -529867.145217 nChanged 18 SP:Iteration 14Q (17151.458000 sec): 3 clusters Score: Raw -543461.212033 + Penalty 13568.822483 = -529892.389550 nChanged 16 SP:Iteration 15Q (17151.668000 sec): 3 clusters Score: Raw -543492.166684 + Penalty 13571.300756 = -529920.865928 nChanged 10 SP:Iteration 16Q (17151.868000 sec): 3 clusters Score: Raw -543520.227082 + Penalty 13575.152523 = -529945.074559 nChanged 10 SP:Iteration 17Q (17152.068000 sec): 3 clusters Score: Raw -543535.170085 + Penalty 13579.074248 = -529956.095836 nChanged 10 SP:Iteration 18Q (17152.278000 sec): 3 clusters Score: Raw -543553.862035 + Penalty 13587.685734 = -529966.176300 nChanged 7 SP:Iteration 19Q (17152.488000 sec): 3 clusters Score: Raw -543562.112849 + Penalty 13592.772132 = -529969.340718 nChanged 6 SP:Iteration 20F (17152.708000 sec): 3 clusters Score: Raw -543567.700341 + Penalty 13592.772132 = -529974.928210 nChanged 0 Trying to split cluster 33 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17152.798000 sec): 2 clusters Score: Raw -218903.942918 + Penalty 442.960101 = -218460.982817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17152.838000 sec): 3 clusters Score: Raw -218322.426986 + Penalty 886.131542 = -217436.295444 nChanged 413 SP:Iteration 1F (17152.868000 sec): 3 clusters Score: Raw -218607.200168 + Penalty 887.001673 = -217720.198495 nChanged 103 SP:Iteration 2F (17152.908000 sec): 3 clusters Score: Raw -218668.167283 + Penalty 888.393371 = -217779.773912 nChanged 50 SP:Iteration 3Q (17152.948000 sec): 3 clusters Score: Raw -218699.729474 + Penalty 891.349307 = -217808.380167 nChanged 36 SP:Iteration 4Q (17152.988000 sec): 3 clusters Score: Raw -218720.138567 + Penalty 893.104418 = -217827.034149 nChanged 29 SP:Iteration 5Q (17153.018000 sec): 3 clusters Score: Raw -218740.190656 + Penalty 895.464579 = -217844.726078 nChanged 30 SP:Iteration 6Q (17153.058000 sec): 3 clusters Score: Raw -218761.189253 + Penalty 898.549340 = -217862.639913 nChanged 23 SP:Iteration 7Q (17153.098000 sec): 3 clusters Score: Raw -218780.044847 + Penalty 902.695004 = -217877.349843 nChanged 20 SP:Iteration 8Q (17153.138000 sec): 3 clusters Score: Raw -218801.153898 + Penalty 909.204816 = -217891.949082 nChanged 23 SP:Iteration 9Q (17153.178000 sec): 3 clusters Score: Raw -218829.576510 + Penalty 915.329129 = -217914.247381 nChanged 30 SP:Iteration 10Q (17153.208000 sec): 3 clusters Score: Raw -218858.053043 + Penalty 925.278211 = -217932.774832 nChanged 34 SP:Iteration 11Q (17153.248000 sec): 3 clusters Score: Raw -218897.435478 + Penalty 934.272581 = -217963.162897 nChanged 16 SP:Iteration 12Q (17153.288000 sec): 3 clusters Score: Raw -218911.507457 + Penalty 937.047113 = -217974.460344 nChanged 14 SP:Iteration 13Q (17153.318000 sec): 3 clusters Score: Raw -218926.472819 + Penalty 941.297693 = -217985.175125 nChanged 8 SP:Iteration 14Q (17153.358000 sec): 3 clusters Score: Raw -218940.140456 + Penalty 944.084071 = -217996.056385 nChanged 8 SP:Iteration 15Q (17153.398000 sec): 3 clusters Score: Raw -218948.472852 + Penalty 946.425336 = -218002.047517 nChanged 8 SP:Iteration 16Q (17153.438000 sec): 3 clusters Score: Raw -218953.999191 + Penalty 951.148888 = -218002.850303 nChanged 10 SP:Iteration 17Q (17153.468000 sec): 3 clusters Score: Raw -218961.698304 + Penalty 949.945337 = -218011.752967 nChanged 4 SP:Iteration 18Q (17153.508000 sec): 3 clusters Score: Raw -218962.116053 + Penalty 948.944432 = -218013.171620 nChanged 2 SP:Iteration 19Q (17153.548000 sec): 3 clusters Score: Raw -218962.799663 + Penalty 948.944432 = -218013.855230 nChanged 0 SP:Iteration 20F (17153.578000 sec): 3 clusters Score: Raw -218962.799663 + Penalty 948.944432 = -218013.855230 nChanged 0 Trying to split cluster 34 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17153.668000 sec): 2 clusters Score: Raw -268389.734807 + Penalty 227.444759 = -268162.290048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17153.708000 sec): 3 clusters Score: Raw -267601.789805 + Penalty 452.596726 = -267149.193079 nChanged 561 SP:Iteration 1F (17153.748000 sec): 3 clusters Score: Raw -268081.370018 + Penalty 452.106770 = -267629.263248 nChanged 174 SP:Iteration 2F (17153.788000 sec): 3 clusters Score: Raw -268217.535604 + Penalty 452.631824 = -267764.903780 nChanged 53 SP:Iteration 3Q (17153.828000 sec): 3 clusters Score: Raw -268255.580385 + Penalty 453.023223 = -267802.557162 nChanged 34 SP:Iteration 4Q (17153.858000 sec): 3 clusters Score: Raw -268275.768265 + Penalty 451.849811 = -267823.918454 nChanged 30 SP:Iteration 5Q (17153.898000 sec): 3 clusters Score: Raw -268292.636262 + Penalty 452.524809 = -267840.111454 nChanged 23 SP:Iteration 6Q (17153.938000 sec): 3 clusters Score: Raw -268304.479082 + Penalty 452.681900 = -267851.797183 nChanged 27 SP:Iteration 7Q (17153.968000 sec): 3 clusters Score: Raw -268315.071845 + Penalty 455.262231 = -267859.809614 nChanged 18 SP:Iteration 8Q (17154.008000 sec): 3 clusters Score: Raw -268323.062372 + Penalty 456.849150 = -267866.213222 nChanged 20 SP:Iteration 9Q (17154.038000 sec): 3 clusters Score: Raw -268333.428304 + Penalty 456.928211 = -267876.500093 nChanged 24 SP:Iteration 10Q (17154.078000 sec): 3 clusters Score: Raw -268343.799115 + Penalty 455.019983 = -267888.779132 nChanged 14 SP:Iteration 11Q (17154.108000 sec): 3 clusters Score: Raw -268348.528816 + Penalty 457.712089 = -267890.816727 nChanged 16 SP:Iteration 12Q (17154.148000 sec): 3 clusters Score: Raw -268356.443421 + Penalty 460.482728 = -267895.960693 nChanged 18 SP:Iteration 13Q (17154.178000 sec): 3 clusters Score: Raw -268362.349745 + Penalty 461.889087 = -267900.460658 nChanged 9 SP:Iteration 14Q (17154.218000 sec): 3 clusters Score: Raw -268364.804405 + Penalty 463.689123 = -267901.115282 nChanged 10 SP:Iteration 15Q (17154.248000 sec): 3 clusters Score: Raw -268367.635823 + Penalty 465.226521 = -267902.409302 nChanged 11 SP:Iteration 16Q (17154.288000 sec): 3 clusters Score: Raw -268369.975830 + Penalty 465.074040 = -267904.901790 nChanged 2 SP:Iteration 17Q (17154.318000 sec): 3 clusters Score: Raw -268374.550441 + Penalty 466.801361 = -267907.749080 nChanged 4 SP:Iteration 18Q (17154.348000 sec): 3 clusters Score: Raw -268375.941006 + Penalty 468.055303 = -267907.885703 nChanged 4 SP:Iteration 19Q (17154.388000 sec): 3 clusters Score: Raw -268376.878265 + Penalty 467.109926 = -267909.768340 nChanged 2 SP:Iteration 20F (17154.428000 sec): 3 clusters Score: Raw -268377.131293 + Penalty 467.661367 = -267909.469926 nChanged 2 SP:Iteration 21F (17154.468000 sec): 3 clusters Score: Raw -268377.369312 + Penalty 469.303937 = -267908.065375 nChanged 2 SP:Iteration 22F (17154.508000 sec): 3 clusters Score: Raw -268377.600827 + Penalty 470.675433 = -267906.925394 nChanged 2 SP:Iteration 23F (17154.538000 sec): 3 clusters Score: Raw -268377.777380 + Penalty 470.944441 = -267906.832940 nChanged 4 SP:Iteration 24F (17154.578000 sec): 3 clusters Score: Raw -268378.671296 + Penalty 470.108785 = -267908.562510 nChanged 4 SP:Iteration 25Q (17154.618000 sec): 3 clusters Score: Raw -268379.383542 + Penalty 471.677604 = -267907.705938 nChanged 2 SP:Iteration 26F (17154.648000 sec): 3 clusters Score: Raw -268379.656426 + Penalty 474.436708 = -267905.219717 nChanged 4 SP:Iteration 27F (17154.688000 sec): 3 clusters Score: Raw -268380.467762 + Penalty 474.436708 = -267906.031054 nChanged 0 Trying to split cluster 42 (49187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17159.048000 sec): 2 clusters Score: Raw -10402107.166400 + Penalty 167.748259 = -10401939.418140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17160.658000 sec): 3 clusters Score: Raw -10368732.227744 + Penalty 338.932733 = -10368393.295011 nChanged 24094 SP:Iteration 1F (17162.278000 sec): 3 clusters Score: Raw -10386717.664308 + Penalty 345.116937 = -10386372.547371 nChanged 5635 SP:Iteration 2F (17163.908000 sec): 3 clusters Score: Raw -10391191.759589 + Penalty 351.689395 = -10390840.070194 nChanged 3520 SP:Iteration 3F (17165.548000 sec): 3 clusters Score: Raw -10393681.367667 + Penalty 357.463320 = -10393323.904348 nChanged 2241 SP:Iteration 4Q (17167.139000 sec): 3 clusters Score: Raw -10395046.687727 + Penalty 362.550710 = -10394684.137016 nChanged 1667 SP:Iteration 5Q (17168.699000 sec): 3 clusters Score: Raw -10395919.683098 + Penalty 367.327427 = -10395552.355671 nChanged 1398 SP:Iteration 6Q (17170.229000 sec): 3 clusters Score: Raw -10396585.953922 + Penalty 371.611106 = -10396214.342816 nChanged 1219 SP:Iteration 7Q (17171.748000 sec): 3 clusters Score: Raw -10397112.684892 + Penalty 376.094148 = -10396736.590745 nChanged 1115 SP:Iteration 8Q (17173.238000 sec): 3 clusters Score: Raw -10397604.287420 + Penalty 381.858382 = -10397222.429038 nChanged 1167 SP:Iteration 9Q (17174.728000 sec): 3 clusters Score: Raw -10398146.584238 + Penalty 386.453331 = -10397760.130907 nChanged 1114 SP:Iteration 10Q (17176.238000 sec): 3 clusters Score: Raw -10398701.879922 + Penalty 392.831330 = -10398309.048592 nChanged 1093 SP:Iteration 11Q (17177.738000 sec): 3 clusters Score: Raw -10399303.787452 + Penalty 398.785190 = -10398905.002262 nChanged 962 SP:Iteration 12Q (17179.229000 sec): 3 clusters Score: Raw -10399869.750992 + Penalty 406.174709 = -10399463.576283 nChanged 867 SP:Iteration 13Q (17180.689000 sec): 3 clusters Score: Raw -10400386.866746 + Penalty 412.779269 = -10399974.087477 nChanged 731 SP:Iteration 14Q (17182.199000 sec): 3 clusters Score: Raw -10400813.476689 + Penalty 416.072860 = -10400397.403828 nChanged 564 SP:Iteration 15Q (17183.693000 sec): 3 clusters Score: Raw -10401126.789177 + Penalty 419.562595 = -10400707.226582 nChanged 463 SP:Iteration 16Q (17185.173000 sec): 3 clusters Score: Raw -10401383.239328 + Penalty 426.048289 = -10400957.191038 nChanged 351 SP:Iteration 17Q (17186.633000 sec): 3 clusters Score: Raw -10401574.287838 + Penalty 428.777179 = -10401145.510660 nChanged 263 SP:Iteration 18Q (17188.083000 sec): 3 clusters Score: Raw -10401728.710976 + Penalty 432.008435 = -10401296.702542 nChanged 204 SP:Iteration 19Q (17189.523000 sec): 3 clusters Score: Raw -10401846.585838 + Penalty 426.841533 = -10401419.744305 nChanged 150 SP:Iteration 20F (17191.213000 sec): 3 clusters Score: Raw -10401928.863550 + Penalty 424.750597 = -10401504.112953 nChanged 96 SP:Iteration 21Q (17192.643000 sec): 3 clusters Score: Raw -10401984.618170 + Penalty 425.195955 = -10401559.422215 nChanged 69 SP:Iteration 22Q (17194.083000 sec): 3 clusters Score: Raw -10402023.274398 + Penalty 422.224776 = -10401601.049622 nChanged 69 SP:Iteration 23Q (17195.513000 sec): 3 clusters Score: Raw -10402065.004034 + Penalty 412.484406 = -10401652.519628 nChanged 53 SP:Iteration 24Q (17196.948000 sec): 3 clusters Score: Raw -10402097.393704 + Penalty 413.607054 = -10401683.786651 nChanged 32 SP:Iteration 25Q (17198.378000 sec): 3 clusters Score: Raw -10402128.620800 + Penalty 412.628818 = -10401715.991983 nChanged 17 SP:Iteration 26Q (17199.823000 sec): 3 clusters Score: Raw -10402136.416400 + Penalty 414.611667 = -10401721.804733 nChanged 11 SP:Iteration 27Q (17201.263000 sec): 3 clusters Score: Raw -10402139.873170 + Penalty 415.189825 = -10401724.683345 nChanged 4 SP:Iteration 28Q (17202.683000 sec): 3 clusters Score: Raw -10402141.146414 + Penalty 414.544139 = -10401726.602274 nChanged 4 SP:Iteration 29Q (17204.103000 sec): 3 clusters Score: Raw -10402141.843739 + Penalty 414.953978 = -10401726.889761 nChanged 2 SP:Iteration 30Q (17205.543000 sec): 3 clusters Score: Raw -10402142.279866 + Penalty 413.873195 = -10401728.406670 nChanged 2 SP:Iteration 31Q (17206.963000 sec): 3 clusters Score: Raw -10402142.600750 + Penalty 413.980675 = -10401728.620074 nChanged 1 SP:Iteration 32Q (17208.393000 sec): 3 clusters Score: Raw -10402143.401456 + Penalty 413.980675 = -10401729.420781 nChanged 0 SP:Iteration 33F (17210.063000 sec): 3 clusters Score: Raw -10402143.401456 + Penalty 413.980675 = -10401729.420781 nChanged 0 Trying to split cluster 43 (20794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17211.943000 sec): 2 clusters Score: Raw -4400958.727703 + Penalty 205.055746 = -4400753.671957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17212.733000 sec): 3 clusters Score: Raw -4386913.749010 + Penalty 433.148714 = -4386480.600296 nChanged 10051 SP:Iteration 1F (17213.523000 sec): 3 clusters Score: Raw -4395629.528152 + Penalty 469.353533 = -4395160.174620 nChanged 3122 SP:Iteration 2F (17214.323000 sec): 3 clusters Score: Raw -4398469.549221 + Penalty 489.724977 = -4397979.824243 nChanged 1420 SP:Iteration 3F (17215.123000 sec): 3 clusters Score: Raw -4399800.464731 + Penalty 497.190540 = -4399303.274191 nChanged 673 SP:Iteration 4Q (17215.913000 sec): 3 clusters Score: Raw -4400296.576735 + Penalty 500.351611 = -4399796.225124 nChanged 361 SP:Iteration 5Q (17216.673000 sec): 3 clusters Score: Raw -4400526.554552 + Penalty 505.296697 = -4400021.257855 nChanged 243 SP:Iteration 6Q (17217.413000 sec): 3 clusters Score: Raw -4400627.601703 + Penalty 508.117882 = -4400119.483821 nChanged 207 SP:Iteration 7Q (17218.133000 sec): 3 clusters Score: Raw -4400700.533259 + Penalty 510.220079 = -4400190.313180 nChanged 157 SP:Iteration 8Q (17218.853000 sec): 3 clusters Score: Raw -4400745.502495 + Penalty 513.009490 = -4400232.493005 nChanged 117 SP:Iteration 9Q (17219.573000 sec): 3 clusters Score: Raw -4400773.644937 + Penalty 514.546326 = -4400259.098611 nChanged 92 SP:Iteration 10Q (17220.283000 sec): 3 clusters Score: Raw -4400794.682968 + Penalty 515.254331 = -4400279.428637 nChanged 86 SP:Iteration 11Q (17221.003000 sec): 3 clusters Score: Raw -4400816.550799 + Penalty 513.814060 = -4400302.736739 nChanged 97 SP:Iteration 12Q (17221.713000 sec): 3 clusters Score: Raw -4400839.845024 + Penalty 513.626546 = -4400326.218478 nChanged 61 SP:Iteration 13Q (17222.426000 sec): 3 clusters Score: Raw -4400850.903191 + Penalty 513.869228 = -4400337.033963 nChanged 73 SP:Iteration 14Q (17223.129000 sec): 3 clusters Score: Raw -4400863.730124 + Penalty 515.290240 = -4400348.439884 nChanged 65 SP:Iteration 15Q (17223.839000 sec): 3 clusters Score: Raw -4400875.488464 + Penalty 517.381731 = -4400358.106733 nChanged 72 SP:Iteration 16Q (17224.549000 sec): 3 clusters Score: Raw -4400888.036472 + Penalty 520.751773 = -4400367.284699 nChanged 67 SP:Iteration 17Q (17225.249000 sec): 3 clusters Score: Raw -4400899.626778 + Penalty 521.386135 = -4400378.240643 nChanged 61 SP:Iteration 18Q (17225.959000 sec): 3 clusters Score: Raw -4400910.055713 + Penalty 522.004294 = -4400388.051419 nChanged 61 SP:Iteration 19Q (17226.659000 sec): 3 clusters Score: Raw -4400921.346206 + Penalty 522.641728 = -4400398.704478 nChanged 54 SP:Iteration 20F (17227.459000 sec): 3 clusters Score: Raw -4400931.899411 + Penalty 524.561238 = -4400407.338173 nChanged 64 SP:Iteration 21Q (17228.159000 sec): 3 clusters Score: Raw -4400945.928123 + Penalty 527.043536 = -4400418.884587 nChanged 68 SP:Iteration 22Q (17228.861000 sec): 3 clusters Score: Raw -4400959.727761 + Penalty 529.413687 = -4400430.314074 nChanged 54 SP:Iteration 23Q (17229.571000 sec): 3 clusters Score: Raw -4400967.925539 + Penalty 531.477860 = -4400436.447679 nChanged 42 SP:Iteration 24Q (17230.271000 sec): 3 clusters Score: Raw -4400974.929643 + Penalty 534.270216 = -4400440.659427 nChanged 44 SP:Iteration 25Q (17230.971000 sec): 3 clusters Score: Raw -4400985.072070 + Penalty 538.834015 = -4400446.238055 nChanged 52 SP:Iteration 26Q (17231.671000 sec): 3 clusters Score: Raw -4401005.158236 + Penalty 544.901262 = -4400460.256974 nChanged 65 SP:Iteration 27Q (17232.381000 sec): 3 clusters Score: Raw -4401029.908902 + Penalty 548.941997 = -4400480.966905 nChanged 47 SP:Iteration 28Q (17233.081000 sec): 3 clusters Score: Raw -4401044.309087 + Penalty 551.957310 = -4400492.351777 nChanged 44 SP:Iteration 29Q (17233.781000 sec): 3 clusters Score: Raw -4401057.952566 + Penalty 553.274187 = -4400504.678379 nChanged 39 SP:Iteration 30Q (17234.471000 sec): 3 clusters Score: Raw -4401067.844520 + Penalty 552.502527 = -4400515.341993 nChanged 36 SP:Iteration 31Q (17235.173000 sec): 3 clusters Score: Raw -4401076.869273 + Penalty 554.755775 = -4400522.113498 nChanged 24 SP:Iteration 32Q (17235.863000 sec): 3 clusters Score: Raw -4401081.321788 + Penalty 553.838567 = -4400527.483221 nChanged 15 SP:Iteration 33Q (17236.553000 sec): 3 clusters Score: Raw -4401085.076489 + Penalty 553.969338 = -4400531.107151 nChanged 14 SP:Iteration 34Q (17237.253000 sec): 3 clusters Score: Raw -4401087.605813 + Penalty 553.044868 = -4400534.560945 nChanged 8 SP:Iteration 35Q (17237.953000 sec): 3 clusters Score: Raw -4401089.350023 + Penalty 553.114448 = -4400536.235575 nChanged 4 SP:Iteration 36Q (17238.643000 sec): 3 clusters Score: Raw -4401089.589639 + Penalty 552.150704 = -4400537.438935 nChanged 4 SP:Iteration 37Q (17239.343000 sec): 3 clusters Score: Raw -4401089.895551 + Penalty 552.760504 = -4400537.135048 nChanged 5 SP:Iteration 38F (17240.145000 sec): 3 clusters Score: Raw -4401091.102517 + Penalty 553.142312 = -4400537.960205 nChanged 10 SP:Iteration 39Q (17240.845000 sec): 3 clusters Score: Raw -4401094.374182 + Penalty 553.815195 = -4400540.558987 nChanged 10 SP:Iteration 40F (17241.646000 sec): 3 clusters Score: Raw -4401096.627139 + Penalty 555.769113 = -4400540.858026 nChanged 8 SP:Iteration 41Q (17242.336000 sec): 3 clusters Score: Raw -4401098.989016 + Penalty 557.840395 = -4400541.148622 nChanged 12 SP:Iteration 42Q (17243.036000 sec): 3 clusters Score: Raw -4401101.719735 + Penalty 557.083326 = -4400544.636410 nChanged 12 SP:Iteration 43Q (17243.726000 sec): 3 clusters Score: Raw -4401103.719763 + Penalty 558.603255 = -4400545.116508 nChanged 19 SP:Iteration 44Q (17244.416000 sec): 3 clusters Score: Raw -4401107.055729 + Penalty 560.402981 = -4400546.652748 nChanged 10 SP:Iteration 45Q (17245.116000 sec): 3 clusters Score: Raw -4401108.804697 + Penalty 561.471941 = -4400547.332756 nChanged 8 SP:Iteration 46Q (17245.806000 sec): 3 clusters Score: Raw -4401109.551256 + Penalty 561.193940 = -4400548.357315 nChanged 8 SP:Iteration 47Q (17246.496000 sec): 3 clusters Score: Raw -4401110.369488 + Penalty 562.372490 = -4400547.996998 nChanged 7 SP:Iteration 48F (17247.306000 sec): 3 clusters Score: Raw -4401111.503644 + Penalty 562.377247 = -4400549.126397 nChanged 2 SP:Iteration 49Q (17247.996000 sec): 3 clusters Score: Raw -4401111.588627 + Penalty 562.820675 = -4400548.767953 nChanged 2 SP:Iteration 50F (17248.796000 sec): 3 clusters Score: Raw -4401111.725542 + Penalty 563.969249 = -4400547.756293 nChanged 4 SP:Iteration 51F (17249.596000 sec): 3 clusters Score: Raw -4401111.865938 + Penalty 563.969249 = -4400547.896689 nChanged 0 Trying to split cluster 45 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17249.716000 sec): 2 clusters Score: Raw -137955.618974 + Penalty 1762.869083 = -136192.749890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17249.756000 sec): 3 clusters Score: Raw -137907.050059 + Penalty 3527.326761 = -134379.723299 nChanged 189 SP:Iteration 1F (17249.806000 sec): 3 clusters Score: Raw -138353.005445 + Penalty 3522.760862 = -134830.244583 nChanged 31 SP:Iteration 2Q (17249.856000 sec): 3 clusters Score: Raw -138452.443228 + Penalty 3504.974647 = -134947.468582 nChanged 25 SP:Iteration 3Q (17249.906000 sec): 3 clusters Score: Raw -138506.881560 + Penalty 3495.750801 = -135011.130758 nChanged 18 SP:Iteration 4Q (17249.946000 sec): 3 clusters Score: Raw -138534.374740 + Penalty 3493.216353 = -135041.158387 nChanged 10 SP:Iteration 5Q (17249.996000 sec): 3 clusters Score: Raw -138543.567652 + Penalty 3488.879526 = -135054.688126 nChanged 8 SP:Iteration 6Q (17250.046000 sec): 3 clusters Score: Raw -138548.767528 + Penalty 3488.879526 = -135059.888001 nChanged 0 SP:Iteration 7F (17250.096000 sec): 3 clusters Score: Raw -138548.767528 + Penalty 3488.879526 = -135059.888001 nChanged 0 Trying to split cluster 46 (6502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17250.956000 sec): 2 clusters Score: Raw -1376884.716532 + Penalty 238.703628 = -1376646.012905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17251.146000 sec): 3 clusters Score: Raw -1372738.710482 + Penalty 487.800726 = -1372250.909756 nChanged 3078 SP:Iteration 1F (17251.326000 sec): 3 clusters Score: Raw -1375471.455680 + Penalty 500.691536 = -1374970.764143 nChanged 745 SP:Iteration 2F (17251.516000 sec): 3 clusters Score: Raw -1376202.760448 + Penalty 511.402855 = -1375691.357592 nChanged 418 SP:Iteration 3F (17251.696000 sec): 3 clusters Score: Raw -1376617.818467 + Penalty 513.873117 = -1376103.945350 nChanged 190 SP:Iteration 4Q (17251.876000 sec): 3 clusters Score: Raw -1376801.546754 + Penalty 516.625493 = -1376284.921261 nChanged 85 SP:Iteration 5Q (17252.046000 sec): 3 clusters Score: Raw -1376839.138069 + Penalty 517.500709 = -1376321.637360 nChanged 50 SP:Iteration 6Q (17252.216000 sec): 3 clusters Score: Raw -1376870.137069 + Penalty 517.948701 = -1376352.188367 nChanged 37 SP:Iteration 7Q (17252.376000 sec): 3 clusters Score: Raw -1376885.549593 + Penalty 519.741921 = -1376365.807672 nChanged 48 SP:Iteration 8Q (17252.546000 sec): 3 clusters Score: Raw -1376914.536923 + Penalty 521.882914 = -1376392.654009 nChanged 37 SP:Iteration 9Q (17252.716000 sec): 3 clusters Score: Raw -1376931.380183 + Penalty 524.387180 = -1376406.993004 nChanged 38 SP:Iteration 10Q (17252.876000 sec): 3 clusters Score: Raw -1376944.328119 + Penalty 524.938174 = -1376419.389945 nChanged 36 SP:Iteration 11Q (17253.046000 sec): 3 clusters Score: Raw -1376958.636641 + Penalty 525.651853 = -1376432.984789 nChanged 20 SP:Iteration 12Q (17253.206000 sec): 3 clusters Score: Raw -1376965.634710 + Penalty 525.678168 = -1376439.956543 nChanged 24 SP:Iteration 13Q (17253.366000 sec): 3 clusters Score: Raw -1376970.545545 + Penalty 526.088458 = -1376444.457087 nChanged 12 SP:Iteration 14Q (17253.536000 sec): 3 clusters Score: Raw -1376972.183639 + Penalty 526.500978 = -1376445.682662 nChanged 12 SP:Iteration 15Q (17253.696000 sec): 3 clusters Score: Raw -1376975.545124 + Penalty 524.831482 = -1376450.713642 nChanged 9 SP:Iteration 16Q (17253.856000 sec): 3 clusters Score: Raw -1376979.813940 + Penalty 525.141100 = -1376454.672840 nChanged 10 SP:Iteration 17Q (17254.016000 sec): 3 clusters Score: Raw -1376983.928348 + Penalty 525.429049 = -1376458.499300 nChanged 10 SP:Iteration 18Q (17254.176000 sec): 3 clusters Score: Raw -1376985.184213 + Penalty 526.259929 = -1376458.924283 nChanged 6 SP:Iteration 19Q (17254.346000 sec): 3 clusters Score: Raw -1376986.102474 + Penalty 527.611984 = -1376458.490490 nChanged 12 SP:Iteration 20F (17254.526000 sec): 3 clusters Score: Raw -1376987.926777 + Penalty 527.985752 = -1376459.941025 nChanged 6 SP:Iteration 21Q (17254.686000 sec): 3 clusters Score: Raw -1376989.043276 + Penalty 527.346655 = -1376461.696620 nChanged 6 SP:Iteration 22Q (17254.846000 sec): 3 clusters Score: Raw -1376991.794100 + Penalty 527.580012 = -1376464.214089 nChanged 11 SP:Iteration 23Q (17255.006000 sec): 3 clusters Score: Raw -1376992.934961 + Penalty 527.989977 = -1376464.944984 nChanged 4 SP:Iteration 24Q (17255.166000 sec): 3 clusters Score: Raw -1376993.631088 + Penalty 527.959158 = -1376465.671929 nChanged 2 SP:Iteration 25Q (17255.326000 sec): 3 clusters Score: Raw -1376994.106927 + Penalty 528.116141 = -1376465.990786 nChanged 2 SP:Iteration 26Q (17255.486000 sec): 3 clusters Score: Raw -1376994.420887 + Penalty 528.212549 = -1376466.208338 nChanged 2 SP:Iteration 27Q (17255.646000 sec): 3 clusters Score: Raw -1376994.893001 + Penalty 527.886955 = -1376467.006046 nChanged 4 SP:Iteration 28Q (17255.816000 sec): 3 clusters Score: Raw -1376995.558039 + Penalty 527.886955 = -1376467.671084 nChanged 0 SP:Iteration 29F (17255.996000 sec): 3 clusters Score: Raw -1376995.558039 + Penalty 527.886955 = -1376467.671084 nChanged 0 Trying to split cluster 47 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17256.016000 sec): 2 clusters Score: Raw -6133.191720 + Penalty 173.872555 = -5959.319165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17256.016000 sec): 3 clusters Score: Raw -5906.615376 + Penalty 339.904772 = -5566.710604 nChanged 6 SP:Iteration 1F (17256.016000 sec): 3 clusters Score: Raw -5732.902552 + Penalty 173.872555 = -5559.029997 nChanged 11 SP:Iteration 2F (17256.026000 sec): 2 clusters Score: Raw -6133.191720 + Penalty 173.872555 = -5959.319165 nChanged 0 Trying to split cluster 50 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17256.046000 sec): 2 clusters Score: Raw -54143.055176 + Penalty 394.432217 = -53748.622959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17256.056000 sec): 3 clusters Score: Raw -54080.530649 + Penalty 793.294855 = -53287.235794 nChanged 81 SP:Iteration 1F (17256.066000 sec): 3 clusters Score: Raw -54215.684610 + Penalty 791.072029 = -53424.612581 nChanged 24 SP:Iteration 2F (17256.076000 sec): 3 clusters Score: Raw -54268.292052 + Penalty 792.304551 = -53475.987500 nChanged 16 SP:Iteration 3F (17256.086000 sec): 3 clusters Score: Raw -54309.227989 + Penalty 789.454154 = -53519.773835 nChanged 8 SP:Iteration 4Q (17256.096000 sec): 3 clusters Score: Raw -54325.268650 + Penalty 800.041732 = -53525.226918 nChanged 10 SP:Iteration 5Q (17256.106000 sec): 3 clusters Score: Raw -54344.015491 + Penalty 802.238421 = -53541.777070 nChanged 5 SP:Iteration 6Q (17256.116000 sec): 3 clusters Score: Raw -54363.180340 + Penalty 804.770907 = -53558.409433 nChanged 4 SP:Iteration 7Q (17256.126000 sec): 3 clusters Score: Raw -54377.956922 + Penalty 798.127442 = -53579.829480 nChanged 2 SP:Iteration 8Q (17256.126000 sec): 3 clusters Score: Raw -54383.101937 + Penalty 798.127442 = -53584.974495 nChanged 0 SP:Iteration 9F (17256.136000 sec): 3 clusters Score: Raw -54383.101937 + Penalty 798.127442 = -53584.974495 nChanged 0 Trying to split cluster 54 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17256.156000 sec): 2 clusters Score: Raw -11478.607940 + Penalty 333.617150 = -11144.990789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17256.156000 sec): 3 clusters Score: Raw -11232.562800 + Penalty 582.019736 = -10650.543064 nChanged 22 SP:Iteration 1F (17256.156000 sec): 3 clusters Score: Raw -11525.055307 + Penalty 515.520280 = -11009.535027 nChanged 12 SP:Iteration 2F (17256.166000 sec): 3 clusters Score: Raw -11824.548477 + Penalty 515.520280 = -11309.028197 nChanged 0 Score: Raw -84344095.037405 + Penalty 108877.803425 = -84235217.233980 Splitting cluster 54 changes total score from -83904260.149957 to -84235217.233980 So it's getting split into cluster 26. Trying to split cluster 55 (2011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17423.740000 sec): 2 clusters Score: Raw -417495.381308 + Penalty 253.548379 = -417241.832929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17423.790000 sec): 3 clusters Score: Raw -416336.121484 + Penalty 506.827935 = -415829.293549 nChanged 909 SP:Iteration 1F (17423.850000 sec): 3 clusters Score: Raw -416972.296332 + Penalty 507.333453 = -416464.962880 nChanged 208 SP:Iteration 2F (17423.910000 sec): 3 clusters Score: Raw -417140.512610 + Penalty 507.289105 = -416633.223505 nChanged 127 SP:Iteration 3F (17423.970000 sec): 3 clusters Score: Raw -417209.898133 + Penalty 507.196915 = -416702.701217 nChanged 71 SP:Iteration 4Q (17424.030000 sec): 3 clusters Score: Raw -417261.801647 + Penalty 507.061499 = -416754.740149 nChanged 89 SP:Iteration 5Q (17424.080000 sec): 3 clusters Score: Raw -417319.919617 + Penalty 507.089197 = -416812.830421 nChanged 84 SP:Iteration 6Q (17424.140000 sec): 3 clusters Score: Raw -417368.791417 + Penalty 507.172624 = -416861.618793 nChanged 66 SP:Iteration 7Q (17424.200000 sec): 3 clusters Score: Raw -417403.284031 + Penalty 507.462900 = -416895.821131 nChanged 59 SP:Iteration 8Q (17424.250000 sec): 3 clusters Score: Raw -417442.188560 + Penalty 508.031491 = -416934.157069 nChanged 56 SP:Iteration 9Q (17424.310000 sec): 3 clusters Score: Raw -417471.743367 + Penalty 508.478938 = -416963.264428 nChanged 46 SP:Iteration 10Q (17424.370000 sec): 3 clusters Score: Raw -417490.106925 + Penalty 509.169316 = -416980.937609 nChanged 35 SP:Iteration 11Q (17424.420000 sec): 3 clusters Score: Raw -417505.311778 + Penalty 510.097306 = -416995.214472 nChanged 44 SP:Iteration 12Q (17424.480000 sec): 3 clusters Score: Raw -417534.112478 + Penalty 510.704857 = -417023.407621 nChanged 43 SP:Iteration 13Q (17424.540000 sec): 3 clusters Score: Raw -417560.968125 + Penalty 511.826897 = -417049.141228 nChanged 49 SP:Iteration 14Q (17424.590000 sec): 3 clusters Score: Raw -417582.425759 + Penalty 512.300455 = -417070.125303 nChanged 24 SP:Iteration 15Q (17424.650000 sec): 3 clusters Score: Raw -417591.688007 + Penalty 512.739722 = -417078.948285 nChanged 20 SP:Iteration 16Q (17424.710000 sec): 3 clusters Score: Raw -417596.435419 + Penalty 512.884465 = -417083.550955 nChanged 10 SP:Iteration 17Q (17424.760000 sec): 3 clusters Score: Raw -417599.253017 + Penalty 513.254265 = -417085.998752 nChanged 10 SP:Iteration 18Q (17424.820000 sec): 3 clusters Score: Raw -417603.931727 + Penalty 513.851659 = -417090.080068 nChanged 14 SP:Iteration 19Q (17424.870000 sec): 3 clusters Score: Raw -417610.439306 + Penalty 514.317790 = -417096.121516 nChanged 16 SP:Iteration 20F (17424.930000 sec): 3 clusters Score: Raw -417618.397781 + Penalty 514.934125 = -417103.463657 nChanged 18 SP:Iteration 21Q (17424.990000 sec): 3 clusters Score: Raw -417625.692339 + Penalty 515.053034 = -417110.639305 nChanged 8 SP:Iteration 22Q (17425.050000 sec): 3 clusters Score: Raw -417627.519752 + Penalty 515.233437 = -417112.286315 nChanged 6 SP:Iteration 23Q (17425.100000 sec): 3 clusters Score: Raw -417628.924848 + Penalty 515.476468 = -417113.448380 nChanged 4 SP:Iteration 24Q (17425.160000 sec): 3 clusters Score: Raw -417631.005376 + Penalty 515.594794 = -417115.410581 nChanged 6 SP:Iteration 25Q (17425.210000 sec): 3 clusters Score: Raw -417631.838515 + Penalty 515.621510 = -417116.217005 nChanged 2 SP:Iteration 26Q (17425.270000 sec): 3 clusters Score: Raw -417632.270841 + Penalty 515.874313 = -417116.396528 nChanged 4 SP:Iteration 27Q (17425.320000 sec): 3 clusters Score: Raw -417633.417586 + Penalty 516.175405 = -417117.242181 nChanged 12 SP:Iteration 28Q (17425.380000 sec): 3 clusters Score: Raw -417639.616590 + Penalty 516.103481 = -417123.513108 nChanged 11 SP:Iteration 29Q (17425.430000 sec): 3 clusters Score: Raw -417646.574834 + Penalty 515.565144 = -417131.009690 nChanged 6 SP:Iteration 30Q (17425.490000 sec): 3 clusters Score: Raw -417648.829834 + Penalty 514.901843 = -417133.927991 nChanged 4 SP:Iteration 31Q (17425.550000 sec): 3 clusters Score: Raw -417651.358672 + Penalty 514.679073 = -417136.679599 nChanged 6 SP:Iteration 32Q (17425.600000 sec): 3 clusters Score: Raw -417654.383087 + Penalty 514.643368 = -417139.739719 nChanged 4 SP:Iteration 33Q (17425.660000 sec): 3 clusters Score: Raw -417654.947845 + Penalty 514.428978 = -417140.518867 nChanged 8 SP:Iteration 34Q (17425.710000 sec): 3 clusters Score: Raw -417657.505434 + Penalty 514.541826 = -417142.963608 nChanged 4 SP:Iteration 35Q (17425.770000 sec): 3 clusters Score: Raw -417657.872701 + Penalty 514.541826 = -417143.330875 nChanged 0 SP:Iteration 36F (17425.830000 sec): 3 clusters Score: Raw -417657.872701 + Penalty 514.541826 = -417143.330875 nChanged 0 Trying to split cluster 57 (1271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17425.980000 sec): 2 clusters Score: Raw -262213.294979 + Penalty 117.482381 = -262095.812598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17426.020000 sec): 3 clusters Score: Raw -261423.584991 + Penalty 226.076563 = -261197.508428 nChanged 574 SP:Iteration 1F (17426.050000 sec): 3 clusters Score: Raw -261862.783875 + Penalty 227.504011 = -261635.279865 nChanged 133 SP:Iteration 2F (17426.090000 sec): 3 clusters Score: Raw -262000.151178 + Penalty 237.592920 = -261762.558258 nChanged 139 SP:Iteration 3F (17426.120000 sec): 3 clusters Score: Raw -262173.422871 + Penalty 252.881706 = -261920.541166 nChanged 128 SP:Iteration 4F (17426.150000 sec): 3 clusters Score: Raw -262374.318193 + Penalty 255.232827 = -262119.085366 nChanged 48 SP:Iteration 5Q (17426.190000 sec): 3 clusters Score: Raw -262450.259517 + Penalty 258.426316 = -262191.833202 nChanged 51 SP:Iteration 6Q (17426.220000 sec): 3 clusters Score: Raw -262519.198795 + Penalty 260.218236 = -262258.980559 nChanged 36 SP:Iteration 7Q (17426.250000 sec): 3 clusters Score: Raw -262563.598531 + Penalty 259.426114 = -262304.172416 nChanged 41 SP:Iteration 8Q (17426.280000 sec): 3 clusters Score: Raw -262610.276570 + Penalty 252.911935 = -262357.364635 nChanged 25 SP:Iteration 9Q (17426.310000 sec): 3 clusters Score: Raw -262625.451301 + Penalty 253.447209 = -262372.004092 nChanged 18 SP:Iteration 10Q (17426.340000 sec): 3 clusters Score: Raw -262631.955856 + Penalty 254.030023 = -262377.925834 nChanged 13 SP:Iteration 11Q (17426.370000 sec): 3 clusters Score: Raw -262637.150840 + Penalty 254.395589 = -262382.755251 nChanged 6 SP:Iteration 12Q (17426.400000 sec): 3 clusters Score: Raw -262639.817181 + Penalty 254.450838 = -262385.366343 nChanged 2 SP:Iteration 13Q (17426.430000 sec): 3 clusters Score: Raw -262640.264894 + Penalty 254.450838 = -262385.814056 nChanged 0 SP:Iteration 14F (17426.470000 sec): 3 clusters Score: Raw -262640.264894 + Penalty 254.450838 = -262385.814056 nChanged 0 Score: Raw -84344522.005495 + Penalty 109125.233654 = -84235396.771841 Splitting cluster 57 changes total score from -83904260.149957 to -84235396.771841 So it's getting split into cluster 27. Trying to split cluster 61 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17595.986000 sec): 2 clusters Score: Raw -130959.444464 + Penalty 368.262088 = -130591.182376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17596.006000 sec): 3 clusters Score: Raw -130662.462002 + Penalty 734.616770 = -129927.845232 nChanged 238 SP:Iteration 1F (17596.026000 sec): 3 clusters Score: Raw -130913.356062 + Penalty 739.789517 = -130173.566545 nChanged 49 SP:Iteration 2F (17596.046000 sec): 3 clusters Score: Raw -130972.479124 + Penalty 736.483308 = -130235.995816 nChanged 18 SP:Iteration 3Q (17596.066000 sec): 3 clusters Score: Raw -130990.851715 + Penalty 737.458587 = -130253.393128 nChanged 11 SP:Iteration 4Q (17596.086000 sec): 3 clusters Score: Raw -131001.755821 + Penalty 741.397116 = -130260.358704 nChanged 9 SP:Iteration 5Q (17596.106000 sec): 3 clusters Score: Raw -131008.152168 + Penalty 745.208917 = -130262.943251 nChanged 4 SP:Iteration 6Q (17596.126000 sec): 3 clusters Score: Raw -131012.730464 + Penalty 746.237798 = -130266.492667 nChanged 6 SP:Iteration 7Q (17596.146000 sec): 3 clusters Score: Raw -131018.753461 + Penalty 753.331506 = -130265.421955 nChanged 11 SP:Iteration 8F (17596.166000 sec): 3 clusters Score: Raw -131022.757068 + Penalty 755.484169 = -130267.272899 nChanged 10 SP:Iteration 9Q (17596.186000 sec): 3 clusters Score: Raw -131033.748519 + Penalty 758.694841 = -130275.053679 nChanged 8 SP:Iteration 10Q (17596.206000 sec): 3 clusters Score: Raw -131038.871676 + Penalty 759.952978 = -130278.918698 nChanged 2 SP:Iteration 11Q (17596.226000 sec): 3 clusters Score: Raw -131041.851942 + Penalty 760.074167 = -130281.777775 nChanged 2 SP:Iteration 12Q (17596.246000 sec): 3 clusters Score: Raw -131046.860262 + Penalty 757.383253 = -130289.477008 nChanged 3 SP:Iteration 13Q (17596.266000 sec): 3 clusters Score: Raw -131048.992082 + Penalty 758.672334 = -130290.319748 nChanged 2 SP:Iteration 14Q (17596.286000 sec): 3 clusters Score: Raw -131050.103472 + Penalty 758.672334 = -130291.431138 nChanged 0 SP:Iteration 15F (17596.306000 sec): 3 clusters Score: Raw -131050.103472 + Penalty 758.672334 = -130291.431138 nChanged 0 Trying to split cluster 65 (1596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17596.536000 sec): 2 clusters Score: Raw -329306.863646 + Penalty 481.594130 = -328825.269516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17596.646000 sec): 3 clusters Score: Raw -328418.094759 + Penalty 964.152579 = -327453.942180 nChanged 619 SP:Iteration 1F (17596.756000 sec): 3 clusters Score: Raw -329036.413356 + Penalty 962.712348 = -328073.701008 nChanged 196 SP:Iteration 2F (17596.866000 sec): 3 clusters Score: Raw -329246.067354 + Penalty 950.450168 = -328295.617187 nChanged 112 SP:Iteration 3F (17596.986000 sec): 3 clusters Score: Raw -329408.957894 + Penalty 946.172478 = -328462.785416 nChanged 63 SP:Iteration 4Q (17597.096000 sec): 3 clusters Score: Raw -329490.444580 + Penalty 941.510823 = -328548.933757 nChanged 46 SP:Iteration 5Q (17597.206000 sec): 3 clusters Score: Raw -329553.425118 + Penalty 939.798325 = -328613.626793 nChanged 33 SP:Iteration 6Q (17597.316000 sec): 3 clusters Score: Raw -329588.810483 + Penalty 938.193750 = -328650.616733 nChanged 20 SP:Iteration 7Q (17597.426000 sec): 3 clusters Score: Raw -329611.463319 + Penalty 936.607628 = -328674.855691 nChanged 9 SP:Iteration 8Q (17597.526000 sec): 3 clusters Score: Raw -329629.127088 + Penalty 935.358025 = -328693.769063 nChanged 12 SP:Iteration 9Q (17597.636000 sec): 3 clusters Score: Raw -329635.655552 + Penalty 936.495025 = -328699.160526 nChanged 6 SP:Iteration 10Q (17597.736000 sec): 3 clusters Score: Raw -329637.369574 + Penalty 936.495025 = -328700.874549 nChanged 0 SP:Iteration 11F (17597.846000 sec): 3 clusters Score: Raw -329637.369574 + Penalty 936.495025 = -328700.874549 nChanged 0 Trying to split cluster 67 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17597.928000 sec): 2 clusters Score: Raw -228436.232234 + Penalty 247.708315 = -228188.523919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17597.968000 sec): 3 clusters Score: Raw -227838.834649 + Penalty 500.081178 = -227338.753471 nChanged 419 SP:Iteration 1F (17597.998000 sec): 3 clusters Score: Raw -228175.142500 + Penalty 503.473025 = -227671.669474 nChanged 105 SP:Iteration 2F (17598.028000 sec): 3 clusters Score: Raw -228259.173652 + Penalty 501.970394 = -227757.203258 nChanged 36 SP:Iteration 3Q (17598.068000 sec): 3 clusters Score: Raw -228280.914397 + Penalty 497.585937 = -227783.328460 nChanged 27 SP:Iteration 4Q (17598.098000 sec): 3 clusters Score: Raw -228292.150282 + Penalty 496.727342 = -227795.422939 nChanged 4 SP:Iteration 5Q (17598.138000 sec): 3 clusters Score: Raw -228294.128240 + Penalty 495.975737 = -227798.152503 nChanged 6 SP:Iteration 6Q (17598.168000 sec): 3 clusters Score: Raw -228298.154737 + Penalty 497.287450 = -227800.867287 nChanged 16 SP:Iteration 7Q (17598.198000 sec): 3 clusters Score: Raw -228306.012049 + Penalty 496.648326 = -227809.363724 nChanged 11 SP:Iteration 8Q (17598.238000 sec): 3 clusters Score: Raw -228317.097461 + Penalty 497.387023 = -227819.710438 nChanged 12 SP:Iteration 9Q (17598.268000 sec): 3 clusters Score: Raw -228329.166621 + Penalty 495.493173 = -227833.673448 nChanged 2 SP:Iteration 10Q (17598.298000 sec): 3 clusters Score: Raw -228331.591346 + Penalty 493.381058 = -227838.210288 nChanged 2 SP:Iteration 11Q (17598.338000 sec): 3 clusters Score: Raw -228334.199533 + Penalty 491.020931 = -227843.178602 nChanged 4 SP:Iteration 12Q (17598.368000 sec): 3 clusters Score: Raw -228337.457279 + Penalty 491.020931 = -227846.436348 nChanged 0 SP:Iteration 13F (17598.398000 sec): 3 clusters Score: Raw -228337.457279 + Penalty 491.020931 = -227846.436348 nChanged 0 Trying to split cluster 76 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17598.408000 sec): 2 clusters Score: Raw -6273.095961 + Penalty 152.868929 = -6120.227032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17598.418000 sec): 3 clusters Score: Raw -6246.746447 + Penalty 152.868929 = -6093.877518 nChanged 11 SP:Iteration 1F (17598.418000 sec): 2 clusters Score: Raw -6273.095961 + Penalty 152.868929 = -6120.227032 nChanged 0 Trying to split cluster 83 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17598.508000 sec): 2 clusters Score: Raw -179770.815149 + Penalty 15247.416395 = -164523.398754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17598.578000 sec): 3 clusters Score: Raw -182172.559789 + Penalty 30491.129925 = -151681.429863 nChanged 180 SP:Iteration 1F (17598.648000 sec): 3 clusters Score: Raw -184865.591638 + Penalty 30490.762443 = -154374.829195 nChanged 1 SP:Iteration 2Q (17598.708000 sec): 3 clusters Score: Raw -184873.337316 + Penalty 30490.762443 = -154382.574872 nChanged 0 SP:Iteration 3F (17598.778000 sec): 3 clusters Score: Raw -184873.337316 + Penalty 30490.762443 = -154382.574872 nChanged 0 Trying to split cluster 86 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17598.908000 sec): 2 clusters Score: Raw -214477.169103 + Penalty 8128.417164 = -206348.751939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17599.008000 sec): 3 clusters Score: Raw -214671.691184 + Penalty 16251.825356 = -198419.865828 nChanged 297 SP:Iteration 1F (17599.108000 sec): 3 clusters Score: Raw -215442.268149 + Penalty 16358.049066 = -199084.219082 nChanged 61 SP:Iteration 2F (17599.218000 sec): 3 clusters Score: Raw -215626.456900 + Penalty 16522.586115 = -199103.870785 nChanged 42 SP:Iteration 3Q (17599.308000 sec): 3 clusters Score: Raw -215748.343127 + Penalty 16808.581218 = -198939.761909 nChanged 47 SP:Iteration 4F (17599.408000 sec): 3 clusters Score: Raw -215882.738504 + Penalty 17073.696115 = -198809.042389 nChanged 30 SP:Iteration 5F (17599.508000 sec): 3 clusters Score: Raw -215975.073692 + Penalty 17331.283910 = -198643.789781 nChanged 28 SP:Iteration 6F (17599.618000 sec): 3 clusters Score: Raw -216085.976303 + Penalty 17535.303545 = -198550.672758 nChanged 23 SP:Iteration 7F (17599.718000 sec): 3 clusters Score: Raw -216193.159488 + Penalty 17664.858714 = -198528.300774 nChanged 14 SP:Iteration 8F (17599.818000 sec): 3 clusters Score: Raw -216241.455048 + Penalty 17783.594653 = -198457.860395 nChanged 14 SP:Iteration 9F (17599.918000 sec): 3 clusters Score: Raw -216326.311223 + Penalty 17889.394855 = -198436.916369 nChanged 14 SP:Iteration 10F (17600.018000 sec): 3 clusters Score: Raw -216404.977281 + Penalty 18006.984177 = -198397.993105 nChanged 17 SP:Iteration 11F (17600.118000 sec): 3 clusters Score: Raw -216488.637791 + Penalty 18042.114136 = -198446.523655 nChanged 6 SP:Iteration 12Q (17600.208000 sec): 3 clusters Score: Raw -216509.544799 + Penalty 18039.569458 = -198469.975342 nChanged 2 SP:Iteration 13Q (17600.288000 sec): 3 clusters Score: Raw -216531.512364 + Penalty 18039.569458 = -198491.942906 nChanged 0 SP:Iteration 14F (17600.388000 sec): 3 clusters Score: Raw -216531.512364 + Penalty 18039.569458 = -198491.942906 nChanged 0 Trying to split cluster 94 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17600.458000 sec): 2 clusters Score: Raw -144801.356838 + Penalty 1309.180615 = -143492.176222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17600.498000 sec): 3 clusters Score: Raw -144760.766952 + Penalty 2669.637900 = -142091.129052 nChanged 256 SP:Iteration 1F (17600.538000 sec): 3 clusters Score: Raw -145459.583661 + Penalty 2800.720104 = -142658.863556 nChanged 91 SP:Iteration 2F (17600.578000 sec): 3 clusters Score: Raw -145694.665085 + Penalty 2824.370991 = -142870.294095 nChanged 18 SP:Iteration 3Q (17600.618000 sec): 3 clusters Score: Raw -145748.530874 + Penalty 2843.671175 = -142904.859699 nChanged 9 SP:Iteration 4Q (17600.648000 sec): 3 clusters Score: Raw -145780.358768 + Penalty 2805.692889 = -142974.665879 nChanged 8 SP:Iteration 5Q (17600.678000 sec): 3 clusters Score: Raw -145792.357651 + Penalty 2791.724423 = -143000.633228 nChanged 3 SP:Iteration 6Q (17600.718000 sec): 3 clusters Score: Raw -145795.013710 + Penalty 2779.378036 = -143015.635674 nChanged 2 SP:Iteration 7Q (17600.758000 sec): 3 clusters Score: Raw -145796.380845 + Penalty 2779.378036 = -143017.002809 nChanged 0 SP:Iteration 8F (17600.788000 sec): 3 clusters Score: Raw -145796.380845 + Penalty 2779.378036 = -143017.002809 nChanged 0 Trying to split cluster 96 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17600.818000 sec): 2 clusters Score: Raw -52887.120588 + Penalty 100.685949 = -52786.434638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17600.828000 sec): 3 clusters Score: Raw -52775.078515 + Penalty 208.108724 = -52566.969791 nChanged 88 SP:Iteration 1F (17600.828000 sec): 3 clusters Score: Raw -52865.260705 + Penalty 199.357110 = -52665.903595 nChanged 22 SP:Iteration 2F (17600.838000 sec): 3 clusters Score: Raw -52918.434526 + Penalty 189.570004 = -52728.864522 nChanged 13 SP:Iteration 3F (17600.848000 sec): 3 clusters Score: Raw -52908.149260 + Penalty 180.960880 = -52727.188380 nChanged 12 SP:Iteration 4F (17600.858000 sec): 3 clusters Score: Raw -52931.378254 + Penalty 164.233268 = -52767.144986 nChanged 7 SP:Iteration 5Q (17600.868000 sec): 3 clusters Score: Raw -52949.126200 + Penalty 165.618260 = -52783.507939 nChanged 1 SP:Iteration 6Q (17600.878000 sec): 3 clusters Score: Raw -52954.685001 + Penalty 160.593274 = -52794.091727 nChanged 2 SP:Iteration 7Q (17600.888000 sec): 3 clusters Score: Raw -52956.208967 + Penalty 160.593274 = -52795.615692 nChanged 0 SP:Iteration 8F (17600.898000 sec): 3 clusters Score: Raw -52956.208967 + Penalty 160.593274 = -52795.615692 nChanged 0 Score: Raw -84344591.084205 + Penalty 109265.024471 = -84235326.059734 Splitting cluster 96 changes total score from -83904260.149957 to -84235326.059734 So it's getting split into cluster 28. Trying to split cluster 98 (1117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17771.521000 sec): 2 clusters Score: Raw -210480.351572 + Penalty 8893.660665 = -201586.690907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17771.621000 sec): 3 clusters Score: Raw -210893.104124 + Penalty 17785.037382 = -193108.066742 nChanged 288 SP:Iteration 1F (17771.721000 sec): 3 clusters Score: Raw -211724.836498 + Penalty 17798.485170 = -193926.351327 nChanged 34 SP:Iteration 2Q (17771.811000 sec): 3 clusters Score: Raw -211823.054559 + Penalty 17809.327513 = -194013.727046 nChanged 20 SP:Iteration 3Q (17771.901000 sec): 3 clusters Score: Raw -211902.356213 + Penalty 17846.955722 = -194055.400491 nChanged 28 SP:Iteration 4Q (17771.991000 sec): 3 clusters Score: Raw -212013.724306 + Penalty 17866.060188 = -194147.664118 nChanged 17 SP:Iteration 5Q (17772.081000 sec): 3 clusters Score: Raw -212080.520940 + Penalty 17891.929128 = -194188.591812 nChanged 20 SP:Iteration 6Q (17772.171000 sec): 3 clusters Score: Raw -212149.187754 + Penalty 17904.722077 = -194244.465677 nChanged 20 SP:Iteration 7Q (17772.261000 sec): 3 clusters Score: Raw -212246.890435 + Penalty 17928.781353 = -194318.109082 nChanged 18 SP:Iteration 8Q (17772.351000 sec): 3 clusters Score: Raw -212318.131083 + Penalty 17922.755523 = -194395.375559 nChanged 6 SP:Iteration 9Q (17772.431000 sec): 3 clusters Score: Raw -212352.124027 + Penalty 17922.690599 = -194429.433428 nChanged 4 SP:Iteration 10Q (17772.521000 sec): 3 clusters Score: Raw -212374.339704 + Penalty 17936.042350 = -194438.297354 nChanged 4 SP:Iteration 11Q (17772.611000 sec): 3 clusters Score: Raw -212385.766950 + Penalty 17936.042350 = -194449.724600 nChanged 0 SP:Iteration 12F (17772.711000 sec): 3 clusters Score: Raw -212385.766950 + Penalty 17936.042350 = -194449.724600 nChanged 0 Iteration 104F (17943.454000 sec): 51 clusters Score: Raw -84015688.153847 + Penalty 109280.568166 = -83906407.585682 nChanged 1649 Iteration 105Q (17971.911000 sec): 51 clusters Score: Raw -84016147.491806 + Penalty 109282.703878 = -83906864.787927 nChanged 860 Iteration 106Q (17999.967000 sec): 51 clusters Score: Raw -84016353.734751 + Penalty 109276.545333 = -83907077.189417 nChanged 607 Iteration 107Q (18027.948000 sec): 51 clusters Score: Raw -84016488.201237 + Penalty 109302.465906 = -83907185.735331 nChanged 479 Iteration 108Q (18055.806000 sec): 51 clusters Score: Raw -84016575.763695 + Penalty 109310.774498 = -83907264.989196 nChanged 368 Writing temp clu file Because OldScore, -83907185.735331, is greater than current (better) Score,-83907264.989196 Compute initial score before splitting: Score: Raw -84016575.763695 + Penalty 109310.774498 = -83907264.989196 Trying to split cluster 1 (5259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18104.865000 sec): 2 clusters Score: Raw -1113967.899324 + Penalty 189.817836 = -1113778.081488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18105.005000 sec): 3 clusters Score: Raw -1110572.515648 + Penalty 381.286574 = -1110191.229074 nChanged 2448 SP:Iteration 1F (18105.155000 sec): 3 clusters Score: Raw -1112165.941857 + Penalty 384.300989 = -1111781.640868 nChanged 735 SP:Iteration 2F (18105.295000 sec): 3 clusters Score: Raw -1112640.316244 + Penalty 385.488153 = -1112254.828090 nChanged 412 SP:Iteration 3F (18105.435000 sec): 3 clusters Score: Raw -1112906.975183 + Penalty 386.163693 = -1112520.811490 nChanged 280 SP:Iteration 4F (18105.585000 sec): 3 clusters Score: Raw -1113082.618092 + Penalty 386.297864 = -1112696.320228 nChanged 208 SP:Iteration 5Q (18105.725000 sec): 3 clusters Score: Raw -1113176.063592 + Penalty 386.318597 = -1112789.744995 nChanged 164 SP:Iteration 6Q (18105.865000 sec): 3 clusters Score: Raw -1113250.550755 + Penalty 385.456534 = -1112865.094221 nChanged 140 SP:Iteration 7Q (18106.005000 sec): 3 clusters Score: Raw -1113307.137133 + Penalty 385.109031 = -1112922.028102 nChanged 116 SP:Iteration 8Q (18106.145000 sec): 3 clusters Score: Raw -1113352.468949 + Penalty 385.119934 = -1112967.349015 nChanged 92 SP:Iteration 9Q (18106.285000 sec): 3 clusters Score: Raw -1113388.035323 + Penalty 384.838392 = -1113003.196931 nChanged 79 SP:Iteration 10Q (18106.425000 sec): 3 clusters Score: Raw -1113413.848115 + Penalty 384.457864 = -1113029.390251 nChanged 85 SP:Iteration 11Q (18106.555000 sec): 3 clusters Score: Raw -1113448.349696 + Penalty 384.314342 = -1113064.035355 nChanged 78 SP:Iteration 12Q (18106.695000 sec): 3 clusters Score: Raw -1113476.481931 + Penalty 383.982747 = -1113092.499184 nChanged 64 SP:Iteration 13Q (18106.835000 sec): 3 clusters Score: Raw -1113497.778012 + Penalty 383.381092 = -1113114.396921 nChanged 66 SP:Iteration 14Q (18106.965000 sec): 3 clusters Score: Raw -1113519.212695 + Penalty 383.049748 = -1113136.162947 nChanged 58 SP:Iteration 15Q (18107.105000 sec): 3 clusters Score: Raw -1113538.006271 + Penalty 383.241353 = -1113154.764918 nChanged 48 SP:Iteration 16Q (18107.245000 sec): 3 clusters Score: Raw -1113556.237612 + Penalty 383.160952 = -1113173.076660 nChanged 64 SP:Iteration 17Q (18107.375000 sec): 3 clusters Score: Raw -1113581.846371 + Penalty 383.350083 = -1113198.496288 nChanged 74 SP:Iteration 18Q (18107.505000 sec): 3 clusters Score: Raw -1113612.784365 + Penalty 383.297732 = -1113229.486633 nChanged 68 SP:Iteration 19Q (18107.645000 sec): 3 clusters Score: Raw -1113633.710554 + Penalty 383.609760 = -1113250.100795 nChanged 46 SP:Iteration 20F (18107.785000 sec): 3 clusters Score: Raw -1113649.920379 + Penalty 384.049019 = -1113265.871360 nChanged 43 SP:Iteration 21Q (18107.915000 sec): 3 clusters Score: Raw -1113663.252008 + Penalty 384.158299 = -1113279.093708 nChanged 44 SP:Iteration 22Q (18108.045000 sec): 3 clusters Score: Raw -1113675.228869 + Penalty 384.176170 = -1113291.052699 nChanged 41 SP:Iteration 23Q (18108.185000 sec): 3 clusters Score: Raw -1113683.564481 + Penalty 384.287215 = -1113299.277266 nChanged 36 SP:Iteration 24Q (18108.315000 sec): 3 clusters Score: Raw -1113689.038100 + Penalty 384.702171 = -1113304.335929 nChanged 28 SP:Iteration 25Q (18108.445000 sec): 3 clusters Score: Raw -1113694.566229 + Penalty 384.803396 = -1113309.762833 nChanged 30 SP:Iteration 26Q (18108.585000 sec): 3 clusters Score: Raw -1113699.409978 + Penalty 384.704308 = -1113314.705669 nChanged 31 SP:Iteration 27Q (18108.715000 sec): 3 clusters Score: Raw -1113704.794964 + Penalty 384.934202 = -1113319.860762 nChanged 26 SP:Iteration 28Q (18108.855000 sec): 3 clusters Score: Raw -1113710.396978 + Penalty 385.401931 = -1113324.995047 nChanged 25 SP:Iteration 29Q (18108.985000 sec): 3 clusters Score: Raw -1113717.067797 + Penalty 385.835490 = -1113331.232307 nChanged 32 SP:Iteration 30Q (18109.115000 sec): 3 clusters Score: Raw -1113724.807029 + Penalty 386.238319 = -1113338.568710 nChanged 34 SP:Iteration 31Q (18109.255000 sec): 3 clusters Score: Raw -1113732.079168 + Penalty 386.556057 = -1113345.523111 nChanged 36 SP:Iteration 32Q (18109.387000 sec): 3 clusters Score: Raw -1113740.016177 + Penalty 387.055464 = -1113352.960714 nChanged 29 SP:Iteration 33Q (18109.517000 sec): 3 clusters Score: Raw -1113745.868903 + Penalty 387.708729 = -1113358.160173 nChanged 30 SP:Iteration 34Q (18109.647000 sec): 3 clusters Score: Raw -1113751.056126 + Penalty 388.109982 = -1113362.946144 nChanged 30 SP:Iteration 35Q (18109.777000 sec): 3 clusters Score: Raw -1113758.979540 + Penalty 389.186535 = -1113369.793005 nChanged 31 SP:Iteration 36Q (18109.907000 sec): 3 clusters Score: Raw -1113769.012919 + Penalty 389.838146 = -1113379.174773 nChanged 30 SP:Iteration 37Q (18110.037000 sec): 3 clusters Score: Raw -1113784.538498 + Penalty 390.854492 = -1113393.684006 nChanged 48 SP:Iteration 38Q (18110.167000 sec): 3 clusters Score: Raw -1113800.931175 + Penalty 390.824231 = -1113410.106944 nChanged 42 SP:Iteration 39Q (18110.297000 sec): 3 clusters Score: Raw -1113815.041593 + Penalty 391.958798 = -1113423.082795 nChanged 44 SP:Iteration 40F (18110.447000 sec): 3 clusters Score: Raw -1113830.593781 + Penalty 393.835966 = -1113436.757816 nChanged 49 SP:Iteration 41Q (18110.570000 sec): 3 clusters Score: Raw -1113849.224726 + Penalty 395.301789 = -1113453.922937 nChanged 41 SP:Iteration 42Q (18110.700000 sec): 3 clusters Score: Raw -1113861.799144 + Penalty 395.569350 = -1113466.229794 nChanged 44 SP:Iteration 43Q (18110.830000 sec): 3 clusters Score: Raw -1113874.143179 + Penalty 396.014128 = -1113478.129051 nChanged 37 SP:Iteration 44Q (18110.960000 sec): 3 clusters Score: Raw -1113886.957945 + Penalty 396.784647 = -1113490.173298 nChanged 36 SP:Iteration 45Q (18111.090000 sec): 3 clusters Score: Raw -1113898.675153 + Penalty 397.908708 = -1113500.766445 nChanged 29 SP:Iteration 46Q (18111.210000 sec): 3 clusters Score: Raw -1113906.476065 + Penalty 399.168865 = -1113507.307200 nChanged 18 SP:Iteration 47Q (18111.340000 sec): 3 clusters Score: Raw -1113911.568422 + Penalty 399.151730 = -1113512.416692 nChanged 17 SP:Iteration 48Q (18111.460000 sec): 3 clusters Score: Raw -1113916.781620 + Penalty 400.508927 = -1113516.272694 nChanged 18 SP:Iteration 49Q (18111.590000 sec): 3 clusters Score: Raw -1113921.674437 + Penalty 401.677001 = -1113519.997437 nChanged 28 SP:Iteration 50Q (18111.720000 sec): 3 clusters Score: Raw -1113929.040885 + Penalty 402.514255 = -1113526.526629 nChanged 18 SP:Iteration 51Q (18111.840000 sec): 3 clusters Score: Raw -1113934.070153 + Penalty 402.591385 = -1113531.478769 nChanged 22 SP:Iteration 52Q (18111.970000 sec): 3 clusters Score: Raw -1113939.658070 + Penalty 402.598193 = -1113537.059877 nChanged 19 SP:Iteration 53Q (18112.100000 sec): 3 clusters Score: Raw -1113944.020679 + Penalty 403.936850 = -1113540.083829 nChanged 16 SP:Iteration 54Q (18112.220000 sec): 3 clusters Score: Raw -1113946.714839 + Penalty 405.839365 = -1113540.875474 nChanged 16 SP:Iteration 55Q (18112.350000 sec): 3 clusters Score: Raw -1113950.469703 + Penalty 405.915475 = -1113544.554228 nChanged 16 SP:Iteration 56Q (18112.470000 sec): 3 clusters Score: Raw -1113953.287651 + Penalty 406.112042 = -1113547.175609 nChanged 10 SP:Iteration 57Q (18112.600000 sec): 3 clusters Score: Raw -1113955.342877 + Penalty 406.125253 = -1113549.217624 nChanged 7 SP:Iteration 58Q (18112.720000 sec): 3 clusters Score: Raw -1113957.661246 + Penalty 405.057098 = -1113552.604148 nChanged 4 SP:Iteration 59Q (18112.850000 sec): 3 clusters Score: Raw -1113959.588674 + Penalty 404.993028 = -1113554.595646 nChanged 2 SP:Iteration 60F (18112.990000 sec): 3 clusters Score: Raw -1113960.043711 + Penalty 404.993028 = -1113555.050683 nChanged 0 Trying to split cluster 2 (1279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18113.080000 sec): 2 clusters Score: Raw -273760.252130 + Penalty 182.472089 = -273577.780040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18113.120000 sec): 3 clusters Score: Raw -273006.294989 + Penalty 365.760258 = -272640.534732 nChanged 548 SP:Iteration 1F (18113.160000 sec): 3 clusters Score: Raw -273349.877168 + Penalty 365.555557 = -272984.321611 nChanged 115 SP:Iteration 2F (18113.200000 sec): 3 clusters Score: Raw -273460.581612 + Penalty 365.629648 = -273094.951964 nChanged 76 SP:Iteration 3F (18113.240000 sec): 3 clusters Score: Raw -273535.833465 + Penalty 365.424621 = -273170.408845 nChanged 63 SP:Iteration 4Q (18113.280000 sec): 3 clusters Score: Raw -273564.501881 + Penalty 365.292828 = -273199.209054 nChanged 32 SP:Iteration 5Q (18113.320000 sec): 3 clusters Score: Raw -273580.641081 + Penalty 365.072737 = -273215.568343 nChanged 21 SP:Iteration 6Q (18113.350000 sec): 3 clusters Score: Raw -273590.013482 + Penalty 364.832683 = -273225.180799 nChanged 27 SP:Iteration 7Q (18113.390000 sec): 3 clusters Score: Raw -273601.732043 + Penalty 364.828791 = -273236.903253 nChanged 23 SP:Iteration 8Q (18113.430000 sec): 3 clusters Score: Raw -273614.482030 + Penalty 364.897083 = -273249.584947 nChanged 27 SP:Iteration 9Q (18113.470000 sec): 3 clusters Score: Raw -273626.377389 + Penalty 364.924653 = -273261.452736 nChanged 18 SP:Iteration 10Q (18113.510000 sec): 3 clusters Score: Raw -273634.972047 + Penalty 364.985511 = -273269.986536 nChanged 18 SP:Iteration 11Q (18113.550000 sec): 3 clusters Score: Raw -273643.917351 + Penalty 365.014338 = -273278.903013 nChanged 20 SP:Iteration 12Q (18113.590000 sec): 3 clusters Score: Raw -273657.045969 + Penalty 364.968836 = -273292.077133 nChanged 26 SP:Iteration 13Q (18113.620000 sec): 3 clusters Score: Raw -273671.676370 + Penalty 364.856636 = -273306.819734 nChanged 15 SP:Iteration 14Q (18113.660000 sec): 3 clusters Score: Raw -273675.958233 + Penalty 364.582535 = -273311.375698 nChanged 12 SP:Iteration 15Q (18113.700000 sec): 3 clusters Score: Raw -273683.990757 + Penalty 364.240109 = -273319.750648 nChanged 14 SP:Iteration 16Q (18113.740000 sec): 3 clusters Score: Raw -273691.703165 + Penalty 364.114907 = -273327.588259 nChanged 8 SP:Iteration 17Q (18113.780000 sec): 3 clusters Score: Raw -273694.452892 + Penalty 363.852579 = -273330.600313 nChanged 10 SP:Iteration 18Q (18113.820000 sec): 3 clusters Score: Raw -273698.145503 + Penalty 363.544235 = -273334.601268 nChanged 15 SP:Iteration 19Q (18113.851000 sec): 3 clusters Score: Raw -273706.746347 + Penalty 363.373522 = -273343.372825 nChanged 11 SP:Iteration 20F (18113.891000 sec): 3 clusters Score: Raw -273714.717020 + Penalty 363.286734 = -273351.430285 nChanged 14 SP:Iteration 21Q (18113.931000 sec): 3 clusters Score: Raw -273718.583002 + Penalty 363.471834 = -273355.111168 nChanged 10 SP:Iteration 22Q (18113.971000 sec): 3 clusters Score: Raw -273722.077443 + Penalty 363.407662 = -273358.669781 nChanged 8 SP:Iteration 23Q (18114.001000 sec): 3 clusters Score: Raw -273724.265795 + Penalty 363.296175 = -273360.969619 nChanged 3 SP:Iteration 24Q (18114.041000 sec): 3 clusters Score: Raw -273725.610032 + Penalty 363.283456 = -273362.326576 nChanged 3 SP:Iteration 25Q (18114.081000 sec): 3 clusters Score: Raw -273725.999196 + Penalty 363.330347 = -273362.668849 nChanged 4 SP:Iteration 26Q (18114.121000 sec): 3 clusters Score: Raw -273727.508405 + Penalty 363.372914 = -273364.135491 nChanged 2 SP:Iteration 27Q (18114.151000 sec): 3 clusters Score: Raw -273727.843546 + Penalty 363.361967 = -273364.481579 nChanged 4 SP:Iteration 28Q (18114.191000 sec): 3 clusters Score: Raw -273728.307008 + Penalty 363.361967 = -273364.945041 nChanged 0 SP:Iteration 29F (18114.231000 sec): 3 clusters Score: Raw -273728.307008 + Penalty 363.361967 = -273364.945041 nChanged 0 Trying to split cluster 3 (1789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18114.411000 sec): 2 clusters Score: Raw -376715.268540 + Penalty 86.208097 = -376629.060442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18114.461000 sec): 3 clusters Score: Raw -375605.871106 + Penalty 172.172517 = -375433.698589 nChanged 822 SP:Iteration 1F (18114.511000 sec): 3 clusters Score: Raw -376404.983082 + Penalty 172.396889 = -376232.586193 nChanged 155 SP:Iteration 2F (18114.561000 sec): 3 clusters Score: Raw -376560.931443 + Penalty 172.401006 = -376388.530437 nChanged 67 SP:Iteration 3Q (18114.611000 sec): 3 clusters Score: Raw -376591.869910 + Penalty 172.487045 = -376419.382865 nChanged 40 SP:Iteration 4Q (18114.661000 sec): 3 clusters Score: Raw -376611.356401 + Penalty 172.285265 = -376439.071135 nChanged 34 SP:Iteration 5Q (18114.701000 sec): 3 clusters Score: Raw -376659.304490 + Penalty 171.867157 = -376487.437333 nChanged 30 SP:Iteration 6Q (18114.751000 sec): 3 clusters Score: Raw -376696.477235 + Penalty 171.162409 = -376525.314826 nChanged 30 SP:Iteration 7Q (18114.801000 sec): 3 clusters Score: Raw -376705.438782 + Penalty 171.200637 = -376534.238145 nChanged 20 SP:Iteration 8Q (18114.851000 sec): 3 clusters Score: Raw -376708.568414 + Penalty 170.950448 = -376537.617965 nChanged 20 SP:Iteration 9Q (18114.901000 sec): 3 clusters Score: Raw -376712.600112 + Penalty 170.976096 = -376541.624016 nChanged 18 SP:Iteration 10Q (18114.951000 sec): 3 clusters Score: Raw -376715.936948 + Penalty 170.883356 = -376545.053592 nChanged 16 SP:Iteration 11Q (18115.001000 sec): 3 clusters Score: Raw -376719.042208 + Penalty 170.799034 = -376548.243174 nChanged 13 SP:Iteration 12Q (18115.041000 sec): 3 clusters Score: Raw -376720.052332 + Penalty 170.768687 = -376549.283645 nChanged 4 SP:Iteration 13Q (18115.091000 sec): 3 clusters Score: Raw -376720.172424 + Penalty 170.797835 = -376549.374589 nChanged 2 SP:Iteration 14Q (18115.141000 sec): 3 clusters Score: Raw -376720.312003 + Penalty 170.856664 = -376549.455339 nChanged 4 SP:Iteration 15Q (18115.191000 sec): 3 clusters Score: Raw -376720.576874 + Penalty 170.937960 = -376549.638914 nChanged 6 SP:Iteration 16Q (18115.231000 sec): 3 clusters Score: Raw -376721.079632 + Penalty 171.009745 = -376550.069887 nChanged 4 SP:Iteration 17Q (18115.281000 sec): 3 clusters Score: Raw -376721.480636 + Penalty 170.952169 = -376550.528467 nChanged 4 SP:Iteration 18Q (18115.331000 sec): 3 clusters Score: Raw -376721.739281 + Penalty 171.029855 = -376550.709426 nChanged 4 SP:Iteration 19Q (18115.371000 sec): 3 clusters Score: Raw -376721.955692 + Penalty 170.761588 = -376551.194104 nChanged 6 SP:Iteration 20F (18115.421000 sec): 3 clusters Score: Raw -376722.967025 + Penalty 170.836721 = -376552.130304 nChanged 4 SP:Iteration 21Q (18115.471000 sec): 3 clusters Score: Raw -376723.344228 + Penalty 170.770582 = -376552.573646 nChanged 2 SP:Iteration 22Q (18115.521000 sec): 3 clusters Score: Raw -376723.398144 + Penalty 170.770582 = -376552.627562 nChanged 0 SP:Iteration 23F (18115.571000 sec): 3 clusters Score: Raw -376723.398144 + Penalty 170.770582 = -376552.627562 nChanged 0 Trying to split cluster 4 (23877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18118.711000 sec): 2 clusters Score: Raw -5012241.774240 + Penalty 150.643482 = -5012091.130758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18119.411000 sec): 3 clusters Score: Raw -4996133.378778 + Penalty 296.329042 = -4995837.049736 nChanged 11638 SP:Iteration 1F (18120.121000 sec): 3 clusters Score: Raw -5006210.134973 + Penalty 295.082321 = -5005915.052653 nChanged 2537 SP:Iteration 2F (18120.831000 sec): 3 clusters Score: Raw -5008118.169237 + Penalty 298.188237 = -5007819.980999 nChanged 1546 SP:Iteration 3F (18121.531000 sec): 3 clusters Score: Raw -5009429.907194 + Penalty 299.253413 = -5009130.653781 nChanged 1195 SP:Iteration 4F (18122.231000 sec): 3 clusters Score: Raw -5010552.927070 + Penalty 298.236568 = -5010254.690502 nChanged 835 SP:Iteration 5Q (18122.941000 sec): 3 clusters Score: Raw -5011455.094342 + Penalty 299.010453 = -5011156.083889 nChanged 523 SP:Iteration 6Q (18123.653000 sec): 3 clusters Score: Raw -5012013.855132 + Penalty 289.837397 = -5011724.017735 nChanged 188 SP:Iteration 7Q (18124.303000 sec): 3 clusters Score: Raw -5012198.417781 + Penalty 298.854976 = -5011899.562805 nChanged 41 SP:Iteration 8Q (18124.923000 sec): 3 clusters Score: Raw -5012218.057000 + Penalty 259.438346 = -5011958.618653 nChanged 21 SP:Iteration 9Q (18125.523000 sec): 3 clusters Score: Raw -5012263.066025 + Penalty 261.209363 = -5012001.856662 nChanged 6 SP:Iteration 10Q (18126.103000 sec): 3 clusters Score: Raw -5012277.199539 + Penalty 258.048710 = -5012019.150829 nChanged 1 SP:Iteration 11Q (18126.693000 sec): 3 clusters Score: Raw -5012277.197967 + Penalty 258.048710 = -5012019.149257 nChanged 0 SP:Iteration 12F (18127.393000 sec): 3 clusters Score: Raw -5012277.197967 + Penalty 258.048710 = -5012019.149257 nChanged 0 Trying to split cluster 5 (2347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18127.713000 sec): 2 clusters Score: Raw -497046.012467 + Penalty 202.509309 = -496843.503158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18127.783000 sec): 3 clusters Score: Raw -495590.354205 + Penalty 405.208847 = -495185.145357 nChanged 1059 SP:Iteration 1F (18127.853000 sec): 3 clusters Score: Raw -496085.565853 + Penalty 405.523340 = -495680.042513 nChanged 246 SP:Iteration 2F (18127.923000 sec): 3 clusters Score: Raw -496238.789803 + Penalty 407.910308 = -495830.879496 nChanged 221 SP:Iteration 3F (18127.993000 sec): 3 clusters Score: Raw -496392.582553 + Penalty 412.040738 = -495980.541815 nChanged 191 SP:Iteration 4F (18128.063000 sec): 3 clusters Score: Raw -496521.622997 + Penalty 419.330657 = -496102.292340 nChanged 156 SP:Iteration 5F (18128.133000 sec): 3 clusters Score: Raw -496645.089306 + Penalty 437.365310 = -496207.723997 nChanged 151 SP:Iteration 6F (18128.203000 sec): 3 clusters Score: Raw -496776.015390 + Penalty 457.234031 = -496318.781359 nChanged 133 SP:Iteration 7F (18128.273000 sec): 3 clusters Score: Raw -496914.504325 + Penalty 482.943173 = -496431.561152 nChanged 81 SP:Iteration 8Q (18128.343000 sec): 3 clusters Score: Raw -497008.195621 + Penalty 504.951840 = -496503.243781 nChanged 42 SP:Iteration 9Q (18128.403000 sec): 3 clusters Score: Raw -497063.372697 + Penalty 512.200266 = -496551.172432 nChanged 22 SP:Iteration 10Q (18128.463000 sec): 3 clusters Score: Raw -497102.638817 + Penalty 497.405278 = -496605.233539 nChanged 6 SP:Iteration 11Q (18128.523000 sec): 3 clusters Score: Raw -497117.885236 + Penalty 498.888927 = -496618.996309 nChanged 4 SP:Iteration 12Q (18128.593000 sec): 3 clusters Score: Raw -497126.943587 + Penalty 501.539869 = -496625.403719 nChanged 4 SP:Iteration 13Q (18128.653000 sec): 3 clusters Score: Raw -497132.942321 + Penalty 504.006435 = -496628.935886 nChanged 2 SP:Iteration 14Q (18128.703000 sec): 3 clusters Score: Raw -497138.361139 + Penalty 507.062146 = -496631.298993 nChanged 2 SP:Iteration 15Q (18128.763000 sec): 3 clusters Score: Raw -497140.305195 + Penalty 507.062146 = -496633.243049 nChanged 0 SP:Iteration 16F (18128.843000 sec): 3 clusters Score: Raw -497140.305195 + Penalty 507.062146 = -496633.243049 nChanged 0 Trying to split cluster 6 (1021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18128.963000 sec): 2 clusters Score: Raw -213917.066658 + Penalty 331.436663 = -213585.629995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18128.993000 sec): 3 clusters Score: Raw -213365.426962 + Penalty 663.189611 = -212702.237351 nChanged 408 SP:Iteration 1F (18129.033000 sec): 3 clusters Score: Raw -213663.849215 + Penalty 663.641889 = -213000.207327 nChanged 108 SP:Iteration 2F (18129.063000 sec): 3 clusters Score: Raw -213746.707859 + Penalty 664.016821 = -213082.691038 nChanged 51 SP:Iteration 3Q (18129.093000 sec): 3 clusters Score: Raw -213781.832174 + Penalty 663.838390 = -213117.993784 nChanged 30 SP:Iteration 4Q (18129.123000 sec): 3 clusters Score: Raw -213813.523566 + Penalty 663.754207 = -213149.769359 nChanged 36 SP:Iteration 5Q (18129.153000 sec): 3 clusters Score: Raw -213839.256803 + Penalty 663.625685 = -213175.631118 nChanged 24 SP:Iteration 6Q (18129.183000 sec): 3 clusters Score: Raw -213854.308773 + Penalty 663.777627 = -213190.531146 nChanged 15 SP:Iteration 7Q (18129.213000 sec): 3 clusters Score: Raw -213863.535397 + Penalty 663.931077 = -213199.604320 nChanged 13 SP:Iteration 8Q (18129.243000 sec): 3 clusters Score: Raw -213880.781234 + Penalty 664.254455 = -213216.526778 nChanged 15 SP:Iteration 9Q (18129.273000 sec): 3 clusters Score: Raw -213901.628880 + Penalty 664.811326 = -213236.817554 nChanged 25 SP:Iteration 10Q (18129.303000 sec): 3 clusters Score: Raw -213931.994955 + Penalty 665.025147 = -213266.969807 nChanged 14 SP:Iteration 11Q (18129.323000 sec): 3 clusters Score: Raw -213949.471766 + Penalty 665.142995 = -213284.328771 nChanged 12 SP:Iteration 12Q (18129.363000 sec): 3 clusters Score: Raw -213957.274072 + Penalty 665.228567 = -213292.045505 nChanged 11 SP:Iteration 13Q (18129.393000 sec): 3 clusters Score: Raw -213972.725457 + Penalty 665.149700 = -213307.575757 nChanged 8 SP:Iteration 14Q (18129.413000 sec): 3 clusters Score: Raw -213977.610454 + Penalty 665.072925 = -213312.537529 nChanged 8 SP:Iteration 15Q (18129.443000 sec): 3 clusters Score: Raw -213980.427299 + Penalty 665.155479 = -213315.271820 nChanged 1 SP:Iteration 16Q (18129.473000 sec): 3 clusters Score: Raw -213980.503776 + Penalty 665.155479 = -213315.348297 nChanged 0 SP:Iteration 17F (18129.503000 sec): 3 clusters Score: Raw -213980.503776 + Penalty 665.155479 = -213315.348297 nChanged 0 Trying to split cluster 7 (1833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18129.653000 sec): 2 clusters Score: Raw -388783.024977 + Penalty 46.252346 = -388736.772632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18129.703000 sec): 3 clusters Score: Raw -387638.146162 + Penalty 93.894029 = -387544.252133 nChanged 874 SP:Iteration 1F (18129.753000 sec): 3 clusters Score: Raw -388593.594499 + Penalty 93.645606 = -388499.948892 nChanged 128 SP:Iteration 2F (18129.803000 sec): 3 clusters Score: Raw -388697.927788 + Penalty 93.143314 = -388604.784474 nChanged 79 SP:Iteration 3Q (18129.853000 sec): 3 clusters Score: Raw -388747.808830 + Penalty 92.993006 = -388654.815824 nChanged 43 SP:Iteration 4Q (18129.893000 sec): 3 clusters Score: Raw -388764.793990 + Penalty 93.122242 = -388671.671748 nChanged 27 SP:Iteration 5Q (18129.943000 sec): 3 clusters Score: Raw -388776.884475 + Penalty 93.259603 = -388683.624872 nChanged 29 SP:Iteration 6Q (18129.983000 sec): 3 clusters Score: Raw -388793.480631 + Penalty 93.620354 = -388699.860277 nChanged 28 SP:Iteration 7Q (18130.033000 sec): 3 clusters Score: Raw -388814.230663 + Penalty 94.235383 = -388719.995280 nChanged 23 SP:Iteration 8Q (18130.073000 sec): 3 clusters Score: Raw -388827.969397 + Penalty 95.272895 = -388732.696502 nChanged 17 SP:Iteration 9Q (18130.113000 sec): 3 clusters Score: Raw -388839.401202 + Penalty 95.206372 = -388744.194829 nChanged 15 SP:Iteration 10Q (18130.163000 sec): 3 clusters Score: Raw -388846.212578 + Penalty 95.701882 = -388750.510696 nChanged 18 SP:Iteration 11Q (18130.203000 sec): 3 clusters Score: Raw -388850.280155 + Penalty 95.765596 = -388754.514559 nChanged 9 SP:Iteration 12Q (18130.243000 sec): 3 clusters Score: Raw -388851.294943 + Penalty 95.830455 = -388755.464488 nChanged 2 SP:Iteration 13Q (18130.293000 sec): 3 clusters Score: Raw -388851.797075 + Penalty 95.830455 = -388755.966619 nChanged 0 SP:Iteration 14F (18130.343000 sec): 3 clusters Score: Raw -388851.797075 + Penalty 95.830455 = -388755.966619 nChanged 0 Score: Raw -84346532.378306 + Penalty 109395.971740 = -84237136.406566 Splitting cluster 7 changes total score from -83907264.989196 to -84237136.406566 So it's getting split into cluster 30. Trying to split cluster 8 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18304.431000 sec): 2 clusters Score: Raw -147773.894467 + Penalty 81.696323 = -147692.198145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18304.451000 sec): 3 clusters Score: Raw -147364.193385 + Penalty 162.729806 = -147201.463578 nChanged 317 SP:Iteration 1F (18304.471000 sec): 3 clusters Score: Raw -147600.291856 + Penalty 165.372770 = -147434.919086 nChanged 73 SP:Iteration 2F (18304.491000 sec): 3 clusters Score: Raw -147643.044167 + Penalty 167.490211 = -147475.553957 nChanged 48 SP:Iteration 3F (18304.511000 sec): 3 clusters Score: Raw -147680.894622 + Penalty 169.863259 = -147511.031364 nChanged 42 SP:Iteration 4F (18304.531000 sec): 3 clusters Score: Raw -147711.819063 + Penalty 170.724279 = -147541.094784 nChanged 32 SP:Iteration 5Q (18304.551000 sec): 3 clusters Score: Raw -147738.517838 + Penalty 173.629150 = -147564.888688 nChanged 28 SP:Iteration 6Q (18304.571000 sec): 3 clusters Score: Raw -147768.651124 + Penalty 181.772021 = -147586.879103 nChanged 21 SP:Iteration 7Q (18304.591000 sec): 3 clusters Score: Raw -147788.509199 + Penalty 207.901319 = -147580.607880 nChanged 16 SP:Iteration 8F (18304.611000 sec): 3 clusters Score: Raw -147809.984148 + Penalty 207.747106 = -147602.237042 nChanged 8 SP:Iteration 9Q (18304.621000 sec): 3 clusters Score: Raw -147823.935243 + Penalty 207.747106 = -147616.188137 nChanged 0 SP:Iteration 10F (18304.641000 sec): 3 clusters Score: Raw -147823.935243 + Penalty 207.747106 = -147616.188137 nChanged 0 Trying to split cluster 9 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18304.701000 sec): 2 clusters Score: Raw -155930.047673 + Penalty 471.957536 = -155458.090137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18304.721000 sec): 3 clusters Score: Raw -155581.571325 + Penalty 944.038236 = -154637.533089 nChanged 273 SP:Iteration 1F (18304.741000 sec): 3 clusters Score: Raw -155811.997083 + Penalty 944.221879 = -154867.775204 nChanged 57 SP:Iteration 2F (18304.761000 sec): 3 clusters Score: Raw -155861.038415 + Penalty 944.450970 = -154916.587446 nChanged 21 SP:Iteration 3Q (18304.781000 sec): 3 clusters Score: Raw -155878.348632 + Penalty 944.923562 = -154933.425070 nChanged 7 SP:Iteration 4Q (18304.801000 sec): 3 clusters Score: Raw -155883.350010 + Penalty 945.152729 = -154938.197281 nChanged 9 SP:Iteration 5Q (18304.831000 sec): 3 clusters Score: Raw -155887.594408 + Penalty 945.152729 = -154942.441679 nChanged 0 SP:Iteration 6F (18304.851000 sec): 3 clusters Score: Raw -155887.594408 + Penalty 945.152729 = -154942.441679 nChanged 0 Trying to split cluster 10 (5130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18305.251000 sec): 2 clusters Score: Raw -1091678.876619 + Penalty 119.753372 = -1091559.123248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18305.401000 sec): 3 clusters Score: Raw -1088271.764738 + Penalty 232.575368 = -1088039.189370 nChanged 2443 SP:Iteration 1F (18305.551000 sec): 3 clusters Score: Raw -1090391.429456 + Penalty 231.195643 = -1090160.233813 nChanged 530 SP:Iteration 2F (18305.711000 sec): 3 clusters Score: Raw -1090892.588343 + Penalty 230.761116 = -1090661.827227 nChanged 282 SP:Iteration 3F (18305.861000 sec): 3 clusters Score: Raw -1091038.675485 + Penalty 231.148748 = -1090807.526738 nChanged 184 SP:Iteration 4Q (18306.011000 sec): 3 clusters Score: Raw -1091108.907296 + Penalty 231.679923 = -1090877.227373 nChanged 114 SP:Iteration 5Q (18306.151000 sec): 3 clusters Score: Raw -1091155.031043 + Penalty 231.923230 = -1090923.107813 nChanged 86 SP:Iteration 6Q (18306.291000 sec): 3 clusters Score: Raw -1091189.902268 + Penalty 232.957856 = -1090956.944412 nChanged 89 SP:Iteration 7Q (18306.431000 sec): 3 clusters Score: Raw -1091231.726028 + Penalty 233.841644 = -1090997.884384 nChanged 83 SP:Iteration 8Q (18306.571000 sec): 3 clusters Score: Raw -1091273.450843 + Penalty 235.136192 = -1091038.314652 nChanged 85 SP:Iteration 9Q (18306.711000 sec): 3 clusters Score: Raw -1091317.132800 + Penalty 235.646298 = -1091081.486502 nChanged 70 SP:Iteration 10Q (18306.851000 sec): 3 clusters Score: Raw -1091348.321683 + Penalty 236.535636 = -1091111.786047 nChanged 71 SP:Iteration 11Q (18306.991000 sec): 3 clusters Score: Raw -1091381.773375 + Penalty 237.524649 = -1091144.248726 nChanged 73 SP:Iteration 12Q (18307.131000 sec): 3 clusters Score: Raw -1091408.753232 + Penalty 238.589382 = -1091170.163850 nChanged 61 SP:Iteration 13Q (18307.261000 sec): 3 clusters Score: Raw -1091429.660658 + Penalty 239.686029 = -1091189.974629 nChanged 60 SP:Iteration 14Q (18307.401000 sec): 3 clusters Score: Raw -1091455.298211 + Penalty 239.964273 = -1091215.333938 nChanged 58 SP:Iteration 15Q (18307.531000 sec): 3 clusters Score: Raw -1091479.236391 + Penalty 241.005832 = -1091238.230559 nChanged 42 SP:Iteration 16Q (18307.661000 sec): 3 clusters Score: Raw -1091494.858088 + Penalty 242.012902 = -1091252.845186 nChanged 40 SP:Iteration 17Q (18307.801000 sec): 3 clusters Score: Raw -1091509.679385 + Penalty 242.218456 = -1091267.460930 nChanged 42 SP:Iteration 18Q (18307.931000 sec): 3 clusters Score: Raw -1091523.213904 + Penalty 242.957836 = -1091280.256068 nChanged 20 SP:Iteration 19Q (18308.061000 sec): 3 clusters Score: Raw -1091526.729091 + Penalty 243.256877 = -1091283.472214 nChanged 12 SP:Iteration 20F (18308.221000 sec): 3 clusters Score: Raw -1091529.223507 + Penalty 243.811728 = -1091285.411780 nChanged 10 SP:Iteration 21Q (18308.351000 sec): 3 clusters Score: Raw -1091530.726966 + Penalty 244.362903 = -1091286.364063 nChanged 12 SP:Iteration 22Q (18308.481000 sec): 3 clusters Score: Raw -1091532.633744 + Penalty 244.916156 = -1091287.717588 nChanged 12 SP:Iteration 23Q (18308.611000 sec): 3 clusters Score: Raw -1091534.810318 + Penalty 245.585860 = -1091289.224458 nChanged 20 SP:Iteration 24Q (18308.741000 sec): 3 clusters Score: Raw -1091539.418644 + Penalty 245.742762 = -1091293.675882 nChanged 27 SP:Iteration 25Q (18308.871000 sec): 3 clusters Score: Raw -1091545.476771 + Penalty 246.802455 = -1091298.674316 nChanged 25 SP:Iteration 26Q (18309.001000 sec): 3 clusters Score: Raw -1091550.542172 + Penalty 247.797329 = -1091302.744843 nChanged 19 SP:Iteration 27Q (18309.131000 sec): 3 clusters Score: Raw -1091554.130374 + Penalty 248.463895 = -1091305.666479 nChanged 20 SP:Iteration 28Q (18309.271000 sec): 3 clusters Score: Raw -1091560.243190 + Penalty 249.066693 = -1091311.176498 nChanged 26 SP:Iteration 29Q (18309.401000 sec): 3 clusters Score: Raw -1091570.084176 + Penalty 249.468736 = -1091320.615440 nChanged 30 SP:Iteration 30Q (18309.521000 sec): 3 clusters Score: Raw -1091579.828264 + Penalty 251.478154 = -1091328.350110 nChanged 34 SP:Iteration 31Q (18309.661000 sec): 3 clusters Score: Raw -1091594.088387 + Penalty 253.699199 = -1091340.389188 nChanged 36 SP:Iteration 32Q (18309.791000 sec): 3 clusters Score: Raw -1091608.476333 + Penalty 246.782324 = -1091361.694009 nChanged 25 SP:Iteration 33Q (18309.911000 sec): 3 clusters Score: Raw -1091618.930058 + Penalty 248.988077 = -1091369.941981 nChanged 22 SP:Iteration 34Q (18310.041000 sec): 3 clusters Score: Raw -1091626.740108 + Penalty 251.061954 = -1091375.678155 nChanged 16 SP:Iteration 35Q (18310.171000 sec): 3 clusters Score: Raw -1091634.354275 + Penalty 253.712391 = -1091380.641884 nChanged 22 SP:Iteration 36Q (18310.301000 sec): 3 clusters Score: Raw -1091644.342566 + Penalty 254.481705 = -1091389.860861 nChanged 12 SP:Iteration 37Q (18310.431000 sec): 3 clusters Score: Raw -1091648.347373 + Penalty 255.461409 = -1091392.885965 nChanged 6 SP:Iteration 38Q (18310.551000 sec): 3 clusters Score: Raw -1091650.962558 + Penalty 253.009654 = -1091397.952903 nChanged 6 SP:Iteration 39Q (18310.681000 sec): 3 clusters Score: Raw -1091656.832864 + Penalty 253.825545 = -1091403.007319 nChanged 7 SP:Iteration 40F (18310.831000 sec): 3 clusters Score: Raw -1091659.342993 + Penalty 254.309217 = -1091405.033777 nChanged 2 SP:Iteration 41Q (18310.961000 sec): 3 clusters Score: Raw -1091660.123105 + Penalty 254.309217 = -1091405.813889 nChanged 0 SP:Iteration 42F (18311.111000 sec): 3 clusters Score: Raw -1091660.123105 + Penalty 254.309217 = -1091405.813889 nChanged 0 Trying to split cluster 11 (2384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18311.381000 sec): 2 clusters Score: Raw -502184.706909 + Penalty 119.141068 = -502065.565842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18311.441000 sec): 3 clusters Score: Raw -500655.257302 + Penalty 236.423804 = -500418.833497 nChanged 1091 SP:Iteration 1F (18311.501000 sec): 3 clusters Score: Raw -501512.248079 + Penalty 239.611207 = -501272.636873 nChanged 295 SP:Iteration 2F (18311.571000 sec): 3 clusters Score: Raw -501771.274267 + Penalty 243.521242 = -501527.753025 nChanged 172 SP:Iteration 3F (18311.631000 sec): 3 clusters Score: Raw -501967.606005 + Penalty 246.443186 = -501721.162819 nChanged 83 SP:Iteration 4Q (18311.691000 sec): 3 clusters Score: Raw -502041.765989 + Penalty 247.854946 = -501793.911043 nChanged 48 SP:Iteration 5Q (18311.751000 sec): 3 clusters Score: Raw -502066.267971 + Penalty 248.473587 = -501817.794384 nChanged 37 SP:Iteration 6Q (18311.811000 sec): 3 clusters Score: Raw -502080.297966 + Penalty 249.726764 = -501830.571203 nChanged 25 SP:Iteration 7Q (18311.871000 sec): 3 clusters Score: Raw -502094.316344 + Penalty 251.079815 = -501843.236529 nChanged 28 SP:Iteration 8Q (18311.931000 sec): 3 clusters Score: Raw -502107.120739 + Penalty 252.263092 = -501854.857646 nChanged 16 SP:Iteration 9Q (18311.991000 sec): 3 clusters Score: Raw -502115.646353 + Penalty 253.437322 = -501862.209031 nChanged 21 SP:Iteration 10Q (18312.041000 sec): 3 clusters Score: Raw -502136.891630 + Penalty 255.857753 = -501881.033877 nChanged 26 SP:Iteration 11Q (18312.101000 sec): 3 clusters Score: Raw -502159.884835 + Penalty 256.568630 = -501903.316205 nChanged 16 SP:Iteration 12Q (18312.151000 sec): 3 clusters Score: Raw -502166.117068 + Penalty 257.526516 = -501908.590552 nChanged 13 SP:Iteration 13Q (18312.211000 sec): 3 clusters Score: Raw -502170.232090 + Penalty 258.638680 = -501911.593410 nChanged 11 SP:Iteration 14Q (18312.271000 sec): 3 clusters Score: Raw -502175.877191 + Penalty 259.833843 = -501916.043348 nChanged 12 SP:Iteration 15Q (18312.321000 sec): 3 clusters Score: Raw -502182.411761 + Penalty 260.882283 = -501921.529477 nChanged 14 SP:Iteration 16Q (18312.381000 sec): 3 clusters Score: Raw -502187.863826 + Penalty 261.769907 = -501926.093919 nChanged 11 SP:Iteration 17Q (18312.431000 sec): 3 clusters Score: Raw -502190.405994 + Penalty 262.221813 = -501928.184182 nChanged 5 SP:Iteration 18Q (18312.481000 sec): 3 clusters Score: Raw -502191.304820 + Penalty 262.623430 = -501928.681390 nChanged 6 SP:Iteration 19Q (18312.541000 sec): 3 clusters Score: Raw -502192.419515 + Penalty 263.167266 = -501929.252249 nChanged 4 SP:Iteration 20F (18312.611000 sec): 3 clusters Score: Raw -502194.339309 + Penalty 263.814073 = -501930.525236 nChanged 8 SP:Iteration 21Q (18312.661000 sec): 3 clusters Score: Raw -502197.662740 + Penalty 265.006499 = -501932.656242 nChanged 10 SP:Iteration 22Q (18312.721000 sec): 3 clusters Score: Raw -502202.130402 + Penalty 265.665167 = -501936.465235 nChanged 4 SP:Iteration 23Q (18312.771000 sec): 3 clusters Score: Raw -502205.392107 + Penalty 266.191468 = -501939.200639 nChanged 3 SP:Iteration 24Q (18312.831000 sec): 3 clusters Score: Raw -502206.286794 + Penalty 265.953177 = -501940.333617 nChanged 4 SP:Iteration 25Q (18312.891000 sec): 3 clusters Score: Raw -502207.611159 + Penalty 265.651092 = -501941.960067 nChanged 6 SP:Iteration 26Q (18312.941000 sec): 3 clusters Score: Raw -502213.369408 + Penalty 266.306290 = -501947.063118 nChanged 9 SP:Iteration 27Q (18313.001000 sec): 3 clusters Score: Raw -502219.700696 + Penalty 267.067147 = -501952.633549 nChanged 6 SP:Iteration 28Q (18313.051000 sec): 3 clusters Score: Raw -502222.722355 + Penalty 265.645670 = -501957.076685 nChanged 8 SP:Iteration 29Q (18313.101000 sec): 3 clusters Score: Raw -502228.071658 + Penalty 266.597995 = -501961.473663 nChanged 7 SP:Iteration 30Q (18313.161000 sec): 3 clusters Score: Raw -502232.555551 + Penalty 266.597995 = -501965.957556 nChanged 0 SP:Iteration 31F (18313.221000 sec): 3 clusters Score: Raw -502232.555551 + Penalty 266.597995 = -501965.957556 nChanged 0 Trying to split cluster 12 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18313.241000 sec): 2 clusters Score: Raw -27489.224746 + Penalty 177.807287 = -27311.417459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18313.251000 sec): 3 clusters Score: Raw -27470.159039 + Penalty 356.220624 = -27113.938415 nChanged 42 SP:Iteration 1F (18313.251000 sec): 3 clusters Score: Raw -27544.102883 + Penalty 356.844466 = -27187.258417 nChanged 5 SP:Iteration 2Q (18313.261000 sec): 3 clusters Score: Raw -27554.485947 + Penalty 359.555202 = -27194.930745 nChanged 4 SP:Iteration 3Q (18313.271000 sec): 3 clusters Score: Raw -27560.619629 + Penalty 359.555202 = -27201.064428 nChanged 0 SP:Iteration 4F (18313.271000 sec): 3 clusters Score: Raw -27560.619629 + Penalty 359.555202 = -27201.064428 nChanged 0 Trying to split cluster 13 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18313.281000 sec): 2 clusters Score: Raw -20896.259159 + Penalty 62.049472 = -20834.209687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18313.291000 sec): 3 clusters Score: Raw -20848.604415 + Penalty 129.232202 = -20719.372213 nChanged 35 SP:Iteration 1F (18313.291000 sec): 3 clusters Score: Raw -20882.654478 + Penalty 134.162234 = -20748.492244 nChanged 8 SP:Iteration 2F (18313.301000 sec): 3 clusters Score: Raw -20893.738596 + Penalty 134.162234 = -20759.576362 nChanged 0 Trying to split cluster 14 (3261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18313.791000 sec): 2 clusters Score: Raw -670754.151714 + Penalty 1093.815727 = -669660.335986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18313.971000 sec): 3 clusters Score: Raw -668922.467764 + Penalty 2179.947699 = -666742.520065 nChanged 1274 SP:Iteration 1F (18314.151000 sec): 3 clusters Score: Raw -670211.569996 + Penalty 2171.903814 = -668039.666182 nChanged 477 SP:Iteration 2F (18314.331000 sec): 3 clusters Score: Raw -670729.074042 + Penalty 2168.802107 = -668560.271936 nChanged 215 SP:Iteration 3F (18314.511000 sec): 3 clusters Score: Raw -670952.867715 + Penalty 2165.075025 = -668787.792690 nChanged 133 SP:Iteration 4Q (18314.691000 sec): 3 clusters Score: Raw -671068.344928 + Penalty 2157.283798 = -668911.061129 nChanged 91 SP:Iteration 5Q (18314.871000 sec): 3 clusters Score: Raw -671157.089432 + Penalty 2152.344569 = -669004.744863 nChanged 59 SP:Iteration 6Q (18315.061000 sec): 3 clusters Score: Raw -671191.079392 + Penalty 2148.010565 = -669043.068827 nChanged 46 SP:Iteration 7Q (18315.241000 sec): 3 clusters Score: Raw -671206.768897 + Penalty 2146.184570 = -669060.584327 nChanged 30 SP:Iteration 8Q (18315.431000 sec): 3 clusters Score: Raw -671222.613695 + Penalty 2142.929596 = -669079.684099 nChanged 18 SP:Iteration 9Q (18315.611000 sec): 3 clusters Score: Raw -671237.863683 + Penalty 2140.494302 = -669097.369381 nChanged 22 SP:Iteration 10Q (18315.801000 sec): 3 clusters Score: Raw -671247.737703 + Penalty 2138.998088 = -669108.739615 nChanged 26 SP:Iteration 11Q (18315.991000 sec): 3 clusters Score: Raw -671259.688228 + Penalty 2138.737591 = -669120.950637 nChanged 25 SP:Iteration 12Q (18316.171000 sec): 3 clusters Score: Raw -671273.847539 + Penalty 2138.092361 = -669135.755178 nChanged 25 SP:Iteration 13Q (18316.351000 sec): 3 clusters Score: Raw -671283.669554 + Penalty 2138.122896 = -669145.546658 nChanged 14 SP:Iteration 14Q (18316.531000 sec): 3 clusters Score: Raw -671287.417097 + Penalty 2138.437478 = -669148.979620 nChanged 9 SP:Iteration 15Q (18316.721000 sec): 3 clusters Score: Raw -671289.832194 + Penalty 2139.291844 = -669150.540350 nChanged 6 SP:Iteration 16Q (18316.901000 sec): 3 clusters Score: Raw -671291.974386 + Penalty 2139.993805 = -669151.980582 nChanged 10 SP:Iteration 17Q (18317.081000 sec): 3 clusters Score: Raw -671294.891829 + Penalty 2140.353588 = -669154.538240 nChanged 6 SP:Iteration 18Q (18317.271000 sec): 3 clusters Score: Raw -671295.970015 + Penalty 2140.570932 = -669155.399083 nChanged 6 SP:Iteration 19Q (18317.451000 sec): 3 clusters Score: Raw -671297.075743 + Penalty 2141.102331 = -669155.973412 nChanged 4 SP:Iteration 20F (18317.641000 sec): 3 clusters Score: Raw -671297.483239 + Penalty 2141.500872 = -669155.982367 nChanged 4 SP:Iteration 21Q (18317.831000 sec): 3 clusters Score: Raw -671298.383802 + Penalty 2142.046579 = -669156.337223 nChanged 7 SP:Iteration 22Q (18318.021000 sec): 3 clusters Score: Raw -671299.337915 + Penalty 2142.113146 = -669157.224769 nChanged 1 SP:Iteration 23Q (18318.201000 sec): 3 clusters Score: Raw -671299.376030 + Penalty 2142.113146 = -669157.262884 nChanged 0 SP:Iteration 24F (18318.391000 sec): 3 clusters Score: Raw -671299.376030 + Penalty 2142.113146 = -669157.262884 nChanged 0 Trying to split cluster 15 (5735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18318.811000 sec): 2 clusters Score: Raw -1210983.851019 + Penalty 237.762836 = -1210746.088183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18318.981000 sec): 3 clusters Score: Raw -1207232.745081 + Penalty 469.279229 = -1206763.465851 nChanged 2654 SP:Iteration 1F (18319.161000 sec): 3 clusters Score: Raw -1208767.876716 + Penalty 459.004257 = -1208308.872458 nChanged 750 SP:Iteration 2F (18319.331000 sec): 3 clusters Score: Raw -1209153.489012 + Penalty 448.265937 = -1208705.223075 nChanged 487 SP:Iteration 3F (18319.501000 sec): 3 clusters Score: Raw -1209519.586511 + Penalty 441.812164 = -1209077.774347 nChanged 513 SP:Iteration 4F (18319.661000 sec): 3 clusters Score: Raw -1210004.412919 + Penalty 438.939272 = -1209565.473648 nChanged 437 SP:Iteration 5F (18319.841000 sec): 3 clusters Score: Raw -1210465.242245 + Penalty 444.888285 = -1210020.353960 nChanged 288 SP:Iteration 6F (18320.011000 sec): 3 clusters Score: Raw -1210760.184906 + Penalty 446.485898 = -1210313.699008 nChanged 157 SP:Iteration 7Q (18320.181000 sec): 3 clusters Score: Raw -1210914.090638 + Penalty 450.917905 = -1210463.172733 nChanged 59 SP:Iteration 8Q (18320.341000 sec): 3 clusters Score: Raw -1210965.140070 + Penalty 461.821463 = -1210503.318607 nChanged 28 SP:Iteration 9Q (18320.491000 sec): 3 clusters Score: Raw -1210985.799969 + Penalty 472.116906 = -1210513.683063 nChanged 9 SP:Iteration 10Q (18320.631000 sec): 3 clusters Score: Raw -1210998.691667 + Penalty 468.789313 = -1210529.902354 nChanged 4 SP:Iteration 11Q (18320.781000 sec): 3 clusters Score: Raw -1211009.258126 + Penalty 471.930046 = -1210537.328080 nChanged 4 SP:Iteration 12Q (18320.921000 sec): 3 clusters Score: Raw -1211010.987355 + Penalty 471.930046 = -1210539.057309 nChanged 0 SP:Iteration 13F (18321.091000 sec): 3 clusters Score: Raw -1211010.987355 + Penalty 471.930046 = -1210539.057309 nChanged 0 Trying to split cluster 16 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18321.321000 sec): 2 clusters Score: Raw -431292.803827 + Penalty 223.581123 = -431069.222704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18321.371000 sec): 3 clusters Score: Raw -430072.376472 + Penalty 446.305696 = -429626.070776 nChanged 877 SP:Iteration 1F (18321.431000 sec): 3 clusters Score: Raw -430507.768128 + Penalty 445.532063 = -430062.236065 nChanged 165 SP:Iteration 2F (18321.481000 sec): 3 clusters Score: Raw -430606.037148 + Penalty 445.341015 = -430160.696133 nChanged 165 SP:Iteration 3F (18321.541000 sec): 3 clusters Score: Raw -430734.229876 + Penalty 445.032287 = -430289.197589 nChanged 146 SP:Iteration 4F (18321.591000 sec): 3 clusters Score: Raw -430868.198276 + Penalty 444.084029 = -430424.114247 nChanged 119 SP:Iteration 5F (18321.651000 sec): 3 clusters Score: Raw -430966.486582 + Penalty 443.377320 = -430523.109262 nChanged 78 SP:Iteration 6Q (18321.701000 sec): 3 clusters Score: Raw -431051.306498 + Penalty 442.414700 = -430608.891798 nChanged 54 SP:Iteration 7Q (18321.761000 sec): 3 clusters Score: Raw -431089.968894 + Penalty 441.967429 = -430648.001465 nChanged 47 SP:Iteration 8Q (18321.811000 sec): 3 clusters Score: Raw -431112.965650 + Penalty 441.836251 = -430671.129399 nChanged 35 SP:Iteration 9Q (18321.861000 sec): 3 clusters Score: Raw -431127.476945 + Penalty 440.713830 = -430686.763115 nChanged 30 SP:Iteration 10Q (18321.921000 sec): 3 clusters Score: Raw -431144.180355 + Penalty 440.223368 = -430703.956986 nChanged 25 SP:Iteration 11Q (18321.971000 sec): 3 clusters Score: Raw -431151.694925 + Penalty 440.116043 = -430711.578882 nChanged 26 SP:Iteration 12Q (18322.021000 sec): 3 clusters Score: Raw -431159.103215 + Penalty 439.986363 = -430719.116852 nChanged 18 SP:Iteration 13Q (18322.071000 sec): 3 clusters Score: Raw -431166.877681 + Penalty 439.603770 = -430727.273910 nChanged 8 SP:Iteration 14Q (18322.131000 sec): 3 clusters Score: Raw -431171.466693 + Penalty 438.885729 = -430732.580964 nChanged 19 SP:Iteration 15Q (18322.181000 sec): 3 clusters Score: Raw -431181.620935 + Penalty 438.350389 = -430743.270546 nChanged 20 SP:Iteration 16Q (18322.231000 sec): 3 clusters Score: Raw -431190.063334 + Penalty 437.813203 = -430752.250130 nChanged 30 SP:Iteration 17Q (18322.281000 sec): 3 clusters Score: Raw -431200.133794 + Penalty 437.146496 = -430762.987298 nChanged 19 SP:Iteration 18Q (18322.341000 sec): 3 clusters Score: Raw -431202.685772 + Penalty 437.107966 = -430765.577805 nChanged 6 SP:Iteration 19Q (18322.391000 sec): 3 clusters Score: Raw -431203.439699 + Penalty 436.919331 = -430766.520368 nChanged 4 SP:Iteration 20F (18322.451000 sec): 3 clusters Score: Raw -431204.074530 + Penalty 436.919331 = -430767.155199 nChanged 0 Trying to split cluster 17 (736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18322.521000 sec): 2 clusters Score: Raw -154618.098633 + Penalty 67.413752 = -154550.684881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18322.541000 sec): 3 clusters Score: Raw -154171.479144 + Penalty 134.729377 = -154036.749767 nChanged 323 SP:Iteration 1F (18322.561000 sec): 3 clusters Score: Raw -154427.197399 + Penalty 134.964456 = -154292.232944 nChanged 72 SP:Iteration 2F (18322.581000 sec): 3 clusters Score: Raw -154504.427184 + Penalty 136.236214 = -154368.190970 nChanged 58 SP:Iteration 3F (18322.601000 sec): 3 clusters Score: Raw -154548.194584 + Penalty 137.639257 = -154410.555328 nChanged 32 SP:Iteration 4Q (18322.621000 sec): 3 clusters Score: Raw -154564.234219 + Penalty 137.712739 = -154426.521480 nChanged 8 SP:Iteration 5Q (18322.641000 sec): 3 clusters Score: Raw -154566.628909 + Penalty 137.712739 = -154428.916170 nChanged 0 SP:Iteration 6F (18322.661000 sec): 3 clusters Score: Raw -154566.628909 + Penalty 137.712739 = -154428.916170 nChanged 0 Trying to split cluster 18 (1700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18322.821000 sec): 2 clusters Score: Raw -357649.671267 + Penalty 150.686144 = -357498.985123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18322.871000 sec): 3 clusters Score: Raw -356667.801414 + Penalty 302.999059 = -356364.802355 nChanged 735 SP:Iteration 1F (18322.911000 sec): 3 clusters Score: Raw -357233.033556 + Penalty 305.310497 = -356927.723059 nChanged 115 SP:Iteration 2F (18322.961000 sec): 3 clusters Score: Raw -357331.607442 + Penalty 308.259119 = -357023.348323 nChanged 94 SP:Iteration 3F (18323.011000 sec): 3 clusters Score: Raw -357431.986331 + Penalty 311.272781 = -357120.713549 nChanged 84 SP:Iteration 4Q (18323.051000 sec): 3 clusters Score: Raw -357528.337762 + Penalty 311.843675 = -357216.494087 nChanged 75 SP:Iteration 5Q (18323.101000 sec): 3 clusters Score: Raw -357574.586821 + Penalty 311.546692 = -357263.040129 nChanged 55 SP:Iteration 6Q (18323.151000 sec): 3 clusters Score: Raw -357602.435311 + Penalty 311.232765 = -357291.202545 nChanged 31 SP:Iteration 7Q (18323.191000 sec): 3 clusters Score: Raw -357615.404449 + Penalty 310.645861 = -357304.758588 nChanged 14 SP:Iteration 8Q (18323.231000 sec): 3 clusters Score: Raw -357617.678426 + Penalty 310.977001 = -357306.701425 nChanged 10 SP:Iteration 9Q (18323.281000 sec): 3 clusters Score: Raw -357621.124228 + Penalty 311.042313 = -357310.081915 nChanged 10 SP:Iteration 10Q (18323.321000 sec): 3 clusters Score: Raw -357624.086465 + Penalty 310.703309 = -357313.383156 nChanged 10 SP:Iteration 11Q (18323.361000 sec): 3 clusters Score: Raw -357625.366722 + Penalty 310.323806 = -357315.042917 nChanged 4 SP:Iteration 12Q (18323.401000 sec): 3 clusters Score: Raw -357625.631910 + Penalty 310.330182 = -357315.301728 nChanged 4 SP:Iteration 13Q (18323.451000 sec): 3 clusters Score: Raw -357626.136563 + Penalty 310.330182 = -357315.806381 nChanged 0 SP:Iteration 14F (18323.501000 sec): 3 clusters Score: Raw -357626.136563 + Penalty 310.330182 = -357315.806381 nChanged 0 Trying to split cluster 19 (236564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18370.258000 sec): 2 clusters Score: Raw -49606465.646789 + Penalty 155.818283 = -49606309.828506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18389.813000 sec): 3 clusters Score: Raw -49444161.241102 + Penalty 318.676894 = -49443842.564208 nChanged 116708 SP:Iteration 1F (18405.427000 sec): 3 clusters Score: Raw -49527405.003767 + Penalty 331.761896 = -49527073.241871 nChanged 30259 SP:Iteration 2F (18420.667000 sec): 3 clusters Score: Raw -49554678.402007 + Penalty 343.308516 = -49554335.093491 nChanged 17579 SP:Iteration 3F (18436.350000 sec): 3 clusters Score: Raw -49571880.524493 + Penalty 349.993796 = -49571530.530697 nChanged 10549 SP:Iteration 4Q (18452.170000 sec): 3 clusters Score: Raw -49583973.784909 + Penalty 351.284130 = -49583622.500779 nChanged 5962 SP:Iteration 5Q (18467.675000 sec): 3 clusters Score: Raw -49590161.177047 + Penalty 350.328858 = -49589810.848189 nChanged 4600 SP:Iteration 6Q (18483.097000 sec): 3 clusters Score: Raw -49595425.266398 + Penalty 346.978763 = -49595078.287634 nChanged 3602 SP:Iteration 7Q (18498.388000 sec): 3 clusters Score: Raw -49598839.353695 + Penalty 342.897617 = -49598496.456078 nChanged 2908 SP:Iteration 8Q (18513.587000 sec): 3 clusters Score: Raw -49600839.096711 + Penalty 339.930770 = -49600499.165941 nChanged 2345 SP:Iteration 9Q (18528.777000 sec): 3 clusters Score: Raw -49602102.258813 + Penalty 337.849390 = -49601764.409424 nChanged 1940 SP:Iteration 10Q (18543.896000 sec): 3 clusters Score: Raw -49602932.015667 + Penalty 336.363568 = -49602595.652099 nChanged 1653 SP:Iteration 11Q (18559.066000 sec): 3 clusters Score: Raw -49603469.550282 + Penalty 335.853040 = -49603133.697242 nChanged 1348 SP:Iteration 12Q (18574.268000 sec): 3 clusters Score: Raw -49603811.311459 + Penalty 335.553641 = -49603475.757818 nChanged 1150 SP:Iteration 13Q (18589.488000 sec): 3 clusters Score: Raw -49604064.005273 + Penalty 335.047973 = -49603728.957300 nChanged 1135 SP:Iteration 14Q (18604.646000 sec): 3 clusters Score: Raw -49604300.117888 + Penalty 334.760060 = -49603965.357828 nChanged 1062 SP:Iteration 15Q (18619.876000 sec): 3 clusters Score: Raw -49604510.371861 + Penalty 334.883109 = -49604175.488753 nChanged 950 SP:Iteration 16Q (18635.017000 sec): 3 clusters Score: Raw -49604691.033994 + Penalty 334.664698 = -49604356.369296 nChanged 907 SP:Iteration 17Q (18650.246000 sec): 3 clusters Score: Raw -49604848.045958 + Penalty 334.520076 = -49604513.525881 nChanged 775 SP:Iteration 18Q (18665.440000 sec): 3 clusters Score: Raw -49604970.334446 + Penalty 334.525808 = -49604635.808638 nChanged 715 SP:Iteration 19Q (18680.646000 sec): 3 clusters Score: Raw -49605081.665813 + Penalty 334.582803 = -49604747.083010 nChanged 628 SP:Iteration 20F (18696.908000 sec): 3 clusters Score: Raw -49605172.691136 + Penalty 334.517759 = -49604838.173378 nChanged 605 SP:Iteration 21Q (18712.110000 sec): 3 clusters Score: Raw -49605254.680137 + Penalty 334.226362 = -49604920.453775 nChanged 559 SP:Iteration 22Q (18727.300000 sec): 3 clusters Score: Raw -49605330.692493 + Penalty 334.162017 = -49604996.530476 nChanged 545 SP:Iteration 23Q (18742.561000 sec): 3 clusters Score: Raw -49605402.817858 + Penalty 334.303642 = -49605068.514216 nChanged 522 SP:Iteration 24Q (18757.767000 sec): 3 clusters Score: Raw -49605470.789373 + Penalty 334.399617 = -49605136.389757 nChanged 531 SP:Iteration 25Q (18773.020000 sec): 3 clusters Score: Raw -49605540.880214 + Penalty 334.493497 = -49605206.386717 nChanged 532 SP:Iteration 26Q (18788.247000 sec): 3 clusters Score: Raw -49605617.687935 + Penalty 334.476517 = -49605283.211418 nChanged 541 SP:Iteration 27Q (18803.509000 sec): 3 clusters Score: Raw -49605694.785595 + Penalty 334.557866 = -49605360.227730 nChanged 494 SP:Iteration 28Q (18818.769000 sec): 3 clusters Score: Raw -49605760.507724 + Penalty 334.762218 = -49605425.745505 nChanged 403 SP:Iteration 29Q (18834.041000 sec): 3 clusters Score: Raw -49605806.278856 + Penalty 334.810554 = -49605471.468301 nChanged 361 SP:Iteration 30Q (18849.310000 sec): 3 clusters Score: Raw -49605846.214898 + Penalty 335.032168 = -49605511.182730 nChanged 324 SP:Iteration 31Q (18864.610000 sec): 3 clusters Score: Raw -49605877.787029 + Penalty 335.150971 = -49605542.636059 nChanged 304 SP:Iteration 32Q (18879.874000 sec): 3 clusters Score: Raw -49605906.236478 + Penalty 335.365989 = -49605570.870489 nChanged 270 SP:Iteration 33Q (18895.190000 sec): 3 clusters Score: Raw -49605929.280165 + Penalty 335.429612 = -49605593.850553 nChanged 274 SP:Iteration 34Q (18910.524000 sec): 3 clusters Score: Raw -49605953.529243 + Penalty 335.562973 = -49605617.966269 nChanged 266 SP:Iteration 35Q (18925.892000 sec): 3 clusters Score: Raw -49605975.131026 + Penalty 335.575670 = -49605639.555357 nChanged 231 SP:Iteration 36Q (18941.225000 sec): 3 clusters Score: Raw -49605992.010324 + Penalty 335.756763 = -49605656.253561 nChanged 226 SP:Iteration 37Q (18956.611000 sec): 3 clusters Score: Raw -49606008.680329 + Penalty 335.803192 = -49605672.877137 nChanged 196 SP:Iteration 38Q (18971.944000 sec): 3 clusters Score: Raw -49606021.384281 + Penalty 335.900005 = -49605685.484277 nChanged 193 SP:Iteration 39Q (18987.336000 sec): 3 clusters Score: Raw -49606035.308659 + Penalty 336.053961 = -49605699.254698 nChanged 202 SP:Iteration 40F (19003.830000 sec): 3 clusters Score: Raw -49606051.271293 + Penalty 336.230641 = -49605715.040652 nChanged 232 SP:Iteration 41Q (19019.170000 sec): 3 clusters Score: Raw -49606069.623641 + Penalty 335.946104 = -49605733.677537 nChanged 209 SP:Iteration 42Q (19034.478000 sec): 3 clusters Score: Raw -49606084.050288 + Penalty 335.777061 = -49605748.273226 nChanged 188 SP:Iteration 43Q (19049.828000 sec): 3 clusters Score: Raw -49606095.409703 + Penalty 335.659760 = -49605759.749943 nChanged 151 SP:Iteration 44Q (19065.159000 sec): 3 clusters Score: Raw -49606104.300110 + Penalty 335.774525 = -49605768.525586 nChanged 154 SP:Iteration 45Q (19080.510000 sec): 3 clusters Score: Raw -49606113.942884 + Penalty 335.831265 = -49605778.111619 nChanged 171 SP:Iteration 46Q (19095.842000 sec): 3 clusters Score: Raw -49606125.307702 + Penalty 335.683905 = -49605789.623797 nChanged 189 SP:Iteration 47Q (19111.227000 sec): 3 clusters Score: Raw -49606139.333190 + Penalty 335.972525 = -49605803.360665 nChanged 199 SP:Iteration 48Q (19126.551000 sec): 3 clusters Score: Raw -49606152.768811 + Penalty 335.971077 = -49605816.797734 nChanged 168 SP:Iteration 49Q (19141.911000 sec): 3 clusters Score: Raw -49606165.485924 + Penalty 336.108469 = -49605829.377455 nChanged 193 SP:Iteration 50Q (19157.205000 sec): 3 clusters Score: Raw -49606178.730540 + Penalty 336.501877 = -49605842.228663 nChanged 146 SP:Iteration 51Q (19172.566000 sec): 3 clusters Score: Raw -49606187.624127 + Penalty 336.328224 = -49605851.295903 nChanged 141 SP:Iteration 52Q (19187.906000 sec): 3 clusters Score: Raw -49606195.756160 + Penalty 336.346705 = -49605859.409455 nChanged 105 SP:Iteration 53Q (19203.247000 sec): 3 clusters Score: Raw -49606201.845762 + Penalty 336.243194 = -49605865.602568 nChanged 133 SP:Iteration 54Q (19218.576000 sec): 3 clusters Score: Raw -49606210.663733 + Penalty 336.303484 = -49605874.360249 nChanged 145 SP:Iteration 55Q (19233.899000 sec): 3 clusters Score: Raw -49606219.460315 + Penalty 336.207191 = -49605883.253124 nChanged 123 SP:Iteration 56Q (19249.169000 sec): 3 clusters Score: Raw -49606226.589669 + Penalty 336.471111 = -49605890.118558 nChanged 135 SP:Iteration 57Q (19264.505000 sec): 3 clusters Score: Raw -49606235.121187 + Penalty 336.608123 = -49605898.513064 nChanged 139 SP:Iteration 58Q (19279.840000 sec): 3 clusters Score: Raw -49606243.377117 + Penalty 336.543480 = -49605906.833636 nChanged 121 SP:Iteration 59Q (19295.209000 sec): 3 clusters Score: Raw -49606249.328864 + Penalty 336.747523 = -49605912.581341 nChanged 103 SP:Iteration 60F (19311.961000 sec): 3 clusters Score: Raw -49606254.645137 + Penalty 336.937316 = -49605917.707822 nChanged 99 SP:Iteration 61Q (19327.329000 sec): 3 clusters Score: Raw -49606258.682462 + Penalty 337.138234 = -49605921.544228 nChanged 78 SP:Iteration 62Q (19342.623000 sec): 3 clusters Score: Raw -49606262.157338 + Penalty 337.405191 = -49605924.752148 nChanged 82 SP:Iteration 63Q (19357.971000 sec): 3 clusters Score: Raw -49606266.346096 + Penalty 337.557238 = -49605928.788858 nChanged 75 SP:Iteration 64Q (19373.620000 sec): 3 clusters Score: Raw -49606269.241127 + Penalty 337.469172 = -49605931.771955 nChanged 74 SP:Iteration 65Q (19389.505000 sec): 3 clusters Score: Raw -49606272.302530 + Penalty 337.628441 = -49605934.674089 nChanged 71 SP:Iteration 66Q (19405.235000 sec): 3 clusters Score: Raw -49606275.559533 + Penalty 337.742180 = -49605937.817353 nChanged 60 SP:Iteration 67Q (19420.569000 sec): 3 clusters Score: Raw -49606277.653883 + Penalty 337.836656 = -49605939.817227 nChanged 68 SP:Iteration 68Q (19435.874000 sec): 3 clusters Score: Raw -49606280.325365 + Penalty 337.878679 = -49605942.446686 nChanged 100 SP:Iteration 69Q (19451.263000 sec): 3 clusters Score: Raw -49606285.349885 + Penalty 337.970067 = -49605947.379818 nChanged 88 SP:Iteration 70Q (19466.611000 sec): 3 clusters Score: Raw -49606289.036582 + Penalty 337.750939 = -49605951.285643 nChanged 92 SP:Iteration 71Q (19481.974000 sec): 3 clusters Score: Raw -49606293.044767 + Penalty 337.890168 = -49605955.154599 nChanged 74 SP:Iteration 72Q (19497.324000 sec): 3 clusters Score: Raw -49606296.075361 + Penalty 337.863395 = -49605958.211965 nChanged 62 SP:Iteration 73Q (19512.691000 sec): 3 clusters Score: Raw -49606298.517856 + Penalty 337.938323 = -49605960.579532 nChanged 75 SP:Iteration 74Q (19528.003000 sec): 3 clusters Score: Raw -49606301.441089 + Penalty 338.110317 = -49605963.330772 nChanged 72 SP:Iteration 75Q (19543.363000 sec): 3 clusters Score: Raw -49606304.252135 + Penalty 338.248408 = -49605966.003727 nChanged 75 SP:Iteration 76Q (19558.703000 sec): 3 clusters Score: Raw -49606307.314176 + Penalty 338.346847 = -49605968.967329 nChanged 71 SP:Iteration 77Q (19574.019000 sec): 3 clusters Score: Raw -49606310.258322 + Penalty 338.274512 = -49605971.983810 nChanged 60 SP:Iteration 78Q (19589.343000 sec): 3 clusters Score: Raw -49606312.224565 + Penalty 338.265889 = -49605973.958676 nChanged 54 SP:Iteration 79Q (19604.723000 sec): 3 clusters Score: Raw -49606314.514827 + Penalty 338.274305 = -49605976.240522 nChanged 78 SP:Iteration 80F (19621.353000 sec): 3 clusters Score: Raw -49606317.585046 + Penalty 338.402586 = -49605979.182460 nChanged 64 SP:Iteration 81Q (19636.743000 sec): 3 clusters Score: Raw -49606320.761346 + Penalty 338.602312 = -49605982.159035 nChanged 83 SP:Iteration 82Q (19652.052000 sec): 3 clusters Score: Raw -49606324.640061 + Penalty 338.724422 = -49605985.915639 nChanged 67 SP:Iteration 83Q (19667.413000 sec): 3 clusters Score: Raw -49606328.855098 + Penalty 338.705270 = -49605990.149829 nChanged 80 SP:Iteration 84Q (19682.746000 sec): 3 clusters Score: Raw -49606333.781225 + Penalty 338.668294 = -49605995.112931 nChanged 73 SP:Iteration 85Q (19698.107000 sec): 3 clusters Score: Raw -49606337.663762 + Penalty 338.665755 = -49605998.998007 nChanged 63 SP:Iteration 86Q (19713.388000 sec): 3 clusters Score: Raw -49606340.482786 + Penalty 338.723891 = -49606001.758895 nChanged 60 SP:Iteration 87Q (19728.736000 sec): 3 clusters Score: Raw -49606342.982973 + Penalty 338.750535 = -49606004.232438 nChanged 68 SP:Iteration 88Q (19744.049000 sec): 3 clusters Score: Raw -49606346.111461 + Penalty 338.788206 = -49606007.323255 nChanged 64 SP:Iteration 89Q (19759.384000 sec): 3 clusters Score: Raw -49606349.286138 + Penalty 338.814507 = -49606010.471631 nChanged 69 SP:Iteration 90Q (19774.736000 sec): 3 clusters Score: Raw -49606352.984511 + Penalty 338.674998 = -49606014.309514 nChanged 60 SP:Iteration 91Q (19790.069000 sec): 3 clusters Score: Raw -49606355.553118 + Penalty 338.543867 = -49606017.009252 nChanged 68 SP:Iteration 92Q (19805.361000 sec): 3 clusters Score: Raw -49606358.290783 + Penalty 338.601999 = -49606019.688785 nChanged 56 SP:Iteration 93Q (19820.692000 sec): 3 clusters Score: Raw -49606359.965457 + Penalty 338.830495 = -49606021.134962 nChanged 37 SP:Iteration 94Q (19836.006000 sec): 3 clusters Score: Raw -49606360.776242 + Penalty 338.894453 = -49606021.881789 nChanged 23 SP:Iteration 95Q (19851.366000 sec): 3 clusters Score: Raw -49606361.179492 + Penalty 338.943631 = -49606022.235861 nChanged 29 SP:Iteration 96Q (19866.682000 sec): 3 clusters Score: Raw -49606361.834709 + Penalty 338.830865 = -49606023.003844 nChanged 34 SP:Iteration 97Q (19882.015000 sec): 3 clusters Score: Raw -49606362.858121 + Penalty 338.410918 = -49606024.447202 nChanged 40 SP:Iteration 98Q (19897.337000 sec): 3 clusters Score: Raw -49606364.247531 + Penalty 338.297006 = -49606025.950525 nChanged 37 SP:Iteration 99Q (19912.669000 sec): 3 clusters Score: Raw -49606365.447938 + Penalty 338.037986 = -49606027.409952 nChanged 37 SP:Iteration 100F (19929.230000 sec): 3 clusters Score: Raw -49606366.349394 + Penalty 338.020122 = -49606028.329273 nChanged 24 SP:Iteration 101Q (19944.564000 sec): 3 clusters Score: Raw -49606366.813255 + Penalty 337.956800 = -49606028.856455 nChanged 21 SP:Iteration 102Q (19959.855000 sec): 3 clusters Score: Raw -49606367.229039 + Penalty 337.594035 = -49606029.635005 nChanged 24 SP:Iteration 103Q (19975.189000 sec): 3 clusters Score: Raw -49606367.924892 + Penalty 337.560581 = -49606030.364311 nChanged 23 SP:Iteration 104Q (19990.492000 sec): 3 clusters Score: Raw -49606368.464956 + Penalty 337.287313 = -49606031.177644 nChanged 31 SP:Iteration 105Q (20005.842000 sec): 3 clusters Score: Raw -49606369.110751 + Penalty 337.221569 = -49606031.889183 nChanged 23 SP:Iteration 106Q (20021.147000 sec): 3 clusters Score: Raw -49606369.542922 + Penalty 337.088667 = -49606032.454255 nChanged 20 SP:Iteration 107Q (20036.509000 sec): 3 clusters Score: Raw -49606370.093996 + Penalty 336.900212 = -49606033.193783 nChanged 29 SP:Iteration 108Q (20051.797000 sec): 3 clusters Score: Raw -49606371.489552 + Penalty 336.797395 = -49606034.692156 nChanged 44 SP:Iteration 109Q (20067.158000 sec): 3 clusters Score: Raw -49606373.783438 + Penalty 336.645735 = -49606037.137703 nChanged 57 SP:Iteration 110Q (20082.478000 sec): 3 clusters Score: Raw -49606376.697805 + Penalty 336.538925 = -49606040.158880 nChanged 65 SP:Iteration 111Q (20097.810000 sec): 3 clusters Score: Raw -49606380.086583 + Penalty 336.668036 = -49606043.418546 nChanged 56 SP:Iteration 112Q (20113.151000 sec): 3 clusters Score: Raw -49606382.048098 + Penalty 336.733205 = -49606045.314893 nChanged 33 SP:Iteration 113Q (20128.481000 sec): 3 clusters Score: Raw -49606382.912293 + Penalty 336.837463 = -49606046.074830 nChanged 35 SP:Iteration 114Q (20143.808000 sec): 3 clusters Score: Raw -49606383.646568 + Penalty 336.809996 = -49606046.836573 nChanged 22 SP:Iteration 115Q (20159.188000 sec): 3 clusters Score: Raw -49606384.185487 + Penalty 336.831180 = -49606047.354307 nChanged 23 SP:Iteration 116Q (20174.541000 sec): 3 clusters Score: Raw -49606384.802304 + Penalty 336.899542 = -49606047.902762 nChanged 22 SP:Iteration 117Q (20189.891000 sec): 3 clusters Score: Raw -49606385.338396 + Penalty 336.923987 = -49606048.414409 nChanged 22 SP:Iteration 118Q (20205.225000 sec): 3 clusters Score: Raw -49606385.832687 + Penalty 336.967397 = -49606048.865290 nChanged 14 SP:Iteration 119Q (20220.593000 sec): 3 clusters Score: Raw -49606386.040917 + Penalty 336.972851 = -49606049.068067 nChanged 22 SP:Iteration 120F (20237.173000 sec): 3 clusters Score: Raw -49606386.549023 + Penalty 337.080419 = -49606049.468604 nChanged 22 SP:Iteration 121Q (20252.572000 sec): 3 clusters Score: Raw -49606386.943117 + Penalty 337.189687 = -49606049.753430 nChanged 22 SP:Iteration 122Q (20267.884000 sec): 3 clusters Score: Raw -49606387.557317 + Penalty 337.231247 = -49606050.326071 nChanged 31 SP:Iteration 123Q (20283.277000 sec): 3 clusters Score: Raw -49606388.525559 + Penalty 337.302376 = -49606051.223184 nChanged 39 SP:Iteration 124Q (20298.647000 sec): 3 clusters Score: Raw -49606389.738333 + Penalty 337.349315 = -49606052.389017 nChanged 34 SP:Iteration 125Q (20314.017000 sec): 3 clusters Score: Raw -49606390.713539 + Penalty 337.567709 = -49606053.145830 nChanged 42 SP:Iteration 126Q (20329.408000 sec): 3 clusters Score: Raw -49606392.275423 + Penalty 337.824422 = -49606054.451001 nChanged 47 SP:Iteration 127Q (20344.816000 sec): 3 clusters Score: Raw -49606393.917055 + Penalty 337.973770 = -49606055.943284 nChanged 40 SP:Iteration 128Q (20360.218000 sec): 3 clusters Score: Raw -49606395.060982 + Penalty 338.134249 = -49606056.926733 nChanged 44 SP:Iteration 129Q (20375.681000 sec): 3 clusters Score: Raw -49606396.242499 + Penalty 338.270513 = -49606057.971985 nChanged 47 SP:Iteration 130Q (20391.070000 sec): 3 clusters Score: Raw -49606397.652244 + Penalty 338.356353 = -49606059.295892 nChanged 28 SP:Iteration 131Q (20406.485000 sec): 3 clusters Score: Raw -49606398.528677 + Penalty 338.309601 = -49606060.219076 nChanged 36 SP:Iteration 132Q (20421.884000 sec): 3 clusters Score: Raw -49606399.937492 + Penalty 338.453183 = -49606061.484309 nChanged 45 SP:Iteration 133Q (20437.285000 sec): 3 clusters Score: Raw -49606402.011260 + Penalty 338.533835 = -49606063.477426 nChanged 32 SP:Iteration 134Q (20452.613000 sec): 3 clusters Score: Raw -49606402.945058 + Penalty 338.661003 = -49606064.284055 nChanged 32 SP:Iteration 135Q (20468.023000 sec): 3 clusters Score: Raw -49606403.602054 + Penalty 338.637984 = -49606064.964070 nChanged 18 SP:Iteration 136Q (20483.409000 sec): 3 clusters Score: Raw -49606404.019762 + Penalty 338.826761 = -49606065.193001 nChanged 19 SP:Iteration 137Q (20498.799000 sec): 3 clusters Score: Raw -49606404.540319 + Penalty 339.126485 = -49606065.413834 nChanged 27 SP:Iteration 138Q (20514.199000 sec): 3 clusters Score: Raw -49606405.215016 + Penalty 339.168364 = -49606066.046652 nChanged 25 SP:Iteration 139Q (20529.584000 sec): 3 clusters Score: Raw -49606405.786793 + Penalty 339.282497 = -49606066.504296 nChanged 22 SP:Iteration 140F (20546.152000 sec): 3 clusters Score: Raw -49606406.451112 + Penalty 339.308778 = -49606067.142333 nChanged 26 SP:Iteration 141Q (20561.574000 sec): 3 clusters Score: Raw -49606407.125245 + Penalty 339.296517 = -49606067.828727 nChanged 26 SP:Iteration 142Q (20576.956000 sec): 3 clusters Score: Raw -49606407.947947 + Penalty 339.073216 = -49606068.874731 nChanged 38 SP:Iteration 143Q (20592.391000 sec): 3 clusters Score: Raw -49606409.375141 + Penalty 339.059276 = -49606070.315865 nChanged 34 SP:Iteration 144Q (20607.794000 sec): 3 clusters Score: Raw -49606410.470216 + Penalty 339.134899 = -49606071.335317 nChanged 31 SP:Iteration 145Q (20623.242000 sec): 3 clusters Score: Raw -49606411.798632 + Penalty 339.257018 = -49606072.541614 nChanged 42 SP:Iteration 146Q (20638.615000 sec): 3 clusters Score: Raw -49606413.231185 + Penalty 339.248958 = -49606073.982227 nChanged 28 SP:Iteration 147Q (20654.108000 sec): 3 clusters Score: Raw -49606414.149483 + Penalty 339.326159 = -49606074.823323 nChanged 30 SP:Iteration 148Q (20669.570000 sec): 3 clusters Score: Raw -49606415.260750 + Penalty 339.557501 = -49606075.703249 nChanged 26 SP:Iteration 149Q (20685.010000 sec): 3 clusters Score: Raw -49606416.191293 + Penalty 339.797459 = -49606076.393834 nChanged 43 SP:Iteration 150Q (20700.407000 sec): 3 clusters Score: Raw -49606417.984889 + Penalty 340.177067 = -49606077.807822 nChanged 34 SP:Iteration 151Q (20715.859000 sec): 3 clusters Score: Raw -49606419.278333 + Penalty 340.548146 = -49606078.730187 nChanged 42 SP:Iteration 152Q (20731.246000 sec): 3 clusters Score: Raw -49606421.139186 + Penalty 340.790349 = -49606080.348836 nChanged 35 SP:Iteration 153Q (20746.666000 sec): 3 clusters Score: Raw -49606422.182804 + Penalty 340.905333 = -49606081.277471 nChanged 22 SP:Iteration 154Q (20762.075000 sec): 3 clusters Score: Raw -49606422.839290 + Penalty 341.117208 = -49606081.722082 nChanged 24 SP:Iteration 155Q (20777.503000 sec): 3 clusters Score: Raw -49606424.015767 + Penalty 340.997494 = -49606083.018274 nChanged 46 SP:Iteration 156Q (20792.930000 sec): 3 clusters Score: Raw -49606426.727325 + Penalty 341.012835 = -49606085.714490 nChanged 35 SP:Iteration 157Q (20808.395000 sec): 3 clusters Score: Raw -49606429.179123 + Penalty 341.009901 = -49606088.169223 nChanged 44 SP:Iteration 158Q (20823.790000 sec): 3 clusters Score: Raw -49606432.105807 + Penalty 340.937478 = -49606091.168329 nChanged 45 SP:Iteration 159Q (20839.224000 sec): 3 clusters Score: Raw -49606433.840061 + Penalty 340.908023 = -49606092.932038 nChanged 33 SP:Iteration 160F (20855.837000 sec): 3 clusters Score: Raw -49606435.009372 + Penalty 341.069368 = -49606093.940004 nChanged 36 SP:Iteration 161Q (20871.260000 sec): 3 clusters Score: Raw -49606435.966759 + Penalty 341.049936 = -49606094.916823 nChanged 26 SP:Iteration 162Q (20886.658000 sec): 3 clusters Score: Raw -49606436.707657 + Penalty 341.059103 = -49606095.648555 nChanged 32 SP:Iteration 163Q (20902.078000 sec): 3 clusters Score: Raw -49606437.648684 + Penalty 341.165878 = -49606096.482806 nChanged 27 SP:Iteration 164Q (20917.457000 sec): 3 clusters Score: Raw -49606438.419926 + Penalty 341.193184 = -49606097.226742 nChanged 30 SP:Iteration 165Q (20932.898000 sec): 3 clusters Score: Raw -49606439.229805 + Penalty 341.257342 = -49606097.972464 nChanged 29 SP:Iteration 166Q (20948.262000 sec): 3 clusters Score: Raw -49606440.084640 + Penalty 341.197982 = -49606098.886658 nChanged 23 SP:Iteration 167Q (20963.693000 sec): 3 clusters Score: Raw -49606440.578632 + Penalty 341.187815 = -49606099.390817 nChanged 12 SP:Iteration 168Q (20979.081000 sec): 3 clusters Score: Raw -49606440.749785 + Penalty 341.271118 = -49606099.478667 nChanged 11 SP:Iteration 169Q (20994.495000 sec): 3 clusters Score: Raw -49606440.978909 + Penalty 341.244951 = -49606099.733958 nChanged 20 SP:Iteration 170Q (21009.844000 sec): 3 clusters Score: Raw -49606441.490016 + Penalty 341.290390 = -49606100.199626 nChanged 27 SP:Iteration 171Q (21025.258000 sec): 3 clusters Score: Raw -49606442.325354 + Penalty 341.510719 = -49606100.814636 nChanged 36 SP:Iteration 172Q (21040.638000 sec): 3 clusters Score: Raw -49606443.468526 + Penalty 341.436395 = -49606102.032131 nChanged 29 SP:Iteration 173Q (21056.058000 sec): 3 clusters Score: Raw -49606444.334331 + Penalty 341.517856 = -49606102.816475 nChanged 28 SP:Iteration 174Q (21071.448000 sec): 3 clusters Score: Raw -49606445.116529 + Penalty 341.738121 = -49606103.378409 nChanged 26 SP:Iteration 175Q (21086.857000 sec): 3 clusters Score: Raw -49606445.878401 + Penalty 341.997124 = -49606103.881277 nChanged 34 SP:Iteration 176Q (21102.268000 sec): 3 clusters Score: Raw -49606446.997754 + Penalty 342.174167 = -49606104.823586 nChanged 20 SP:Iteration 177Q (21117.725000 sec): 3 clusters Score: Raw -49606447.604907 + Penalty 342.300548 = -49606105.304359 nChanged 20 SP:Iteration 178Q (21133.135000 sec): 3 clusters Score: Raw -49606448.119896 + Penalty 342.551126 = -49606105.568770 nChanged 20 SP:Iteration 179Q (21148.594000 sec): 3 clusters Score: Raw -49606448.683724 + Penalty 342.725693 = -49606105.958031 nChanged 24 SP:Iteration 180F (21165.167000 sec): 3 clusters Score: Raw -49606449.376366 + Penalty 342.740253 = -49606106.636113 nChanged 24 SP:Iteration 181Q (21180.547000 sec): 3 clusters Score: Raw -49606450.101793 + Penalty 342.626587 = -49606107.475206 nChanged 26 SP:Iteration 182Q (21195.910000 sec): 3 clusters Score: Raw -49606450.716755 + Penalty 342.746100 = -49606107.970655 nChanged 15 SP:Iteration 183Q (21211.311000 sec): 3 clusters Score: Raw -49606451.197502 + Penalty 342.927888 = -49606108.269614 nChanged 29 SP:Iteration 184Q (21226.724000 sec): 3 clusters Score: Raw -49606452.344996 + Penalty 342.759881 = -49606109.585115 nChanged 31 SP:Iteration 185Q (21242.145000 sec): 3 clusters Score: Raw -49606453.407165 + Penalty 342.702762 = -49606110.704403 nChanged 24 SP:Iteration 186Q (21257.555000 sec): 3 clusters Score: Raw -49606454.147279 + Penalty 342.732225 = -49606111.415055 nChanged 20 SP:Iteration 187Q (21273.016000 sec): 3 clusters Score: Raw -49606454.774365 + Penalty 342.936458 = -49606111.837907 nChanged 24 SP:Iteration 188Q (21288.438000 sec): 3 clusters Score: Raw -49606455.420872 + Penalty 342.892710 = -49606112.528161 nChanged 24 SP:Iteration 189Q (21303.880000 sec): 3 clusters Score: Raw -49606456.187407 + Penalty 342.784215 = -49606113.403191 nChanged 23 SP:Iteration 190Q (21319.290000 sec): 3 clusters Score: Raw -49606456.974580 + Penalty 342.713354 = -49606114.261225 nChanged 30 SP:Iteration 191Q (21334.727000 sec): 3 clusters Score: Raw -49606458.059802 + Penalty 342.995357 = -49606115.064445 nChanged 29 SP:Iteration 192Q (21350.149000 sec): 3 clusters Score: Raw -49606458.974470 + Penalty 343.025742 = -49606115.948728 nChanged 27 SP:Iteration 193Q (21365.566000 sec): 3 clusters Score: Raw -49606460.134356 + Penalty 343.261931 = -49606116.872425 nChanged 28 SP:Iteration 194Q (21380.996000 sec): 3 clusters Score: Raw -49606460.996858 + Penalty 343.378661 = -49606117.618197 nChanged 25 SP:Iteration 195Q (21396.421000 sec): 3 clusters Score: Raw -49606461.547145 + Penalty 343.354880 = -49606118.192265 nChanged 10 SP:Iteration 196Q (21411.821000 sec): 3 clusters Score: Raw -49606461.778218 + Penalty 343.252815 = -49606118.525403 nChanged 10 SP:Iteration 197Q (21427.237000 sec): 3 clusters Score: Raw -49606462.081479 + Penalty 343.242096 = -49606118.839383 nChanged 12 SP:Iteration 198Q (21442.618000 sec): 3 clusters Score: Raw -49606462.536801 + Penalty 343.161160 = -49606119.375641 nChanged 14 SP:Iteration 199Q (21458.067000 sec): 3 clusters Score: Raw -49606463.118032 + Penalty 343.182597 = -49606119.935435 nChanged 16 SP:Iteration 200F (21474.698000 sec): 3 clusters Score: Raw -49606463.439972 + Penalty 343.206704 = -49606120.233269 nChanged 10 SP:Iteration 201Q (21490.135000 sec): 3 clusters Score: Raw -49606463.731316 + Penalty 343.157211 = -49606120.574105 nChanged 15 SP:Iteration 202Q (21505.523000 sec): 3 clusters Score: Raw -49606464.132183 + Penalty 343.189307 = -49606120.942876 nChanged 20 SP:Iteration 203Q (21521.023000 sec): 3 clusters Score: Raw -49606464.815173 + Penalty 343.223007 = -49606121.592166 nChanged 25 SP:Iteration 204Q (21536.457000 sec): 3 clusters Score: Raw -49606465.739326 + Penalty 343.424079 = -49606122.315247 nChanged 19 SP:Iteration 205Q (21551.969000 sec): 3 clusters Score: Raw -49606466.245557 + Penalty 343.396877 = -49606122.848680 nChanged 17 SP:Iteration 206Q (21567.386000 sec): 3 clusters Score: Raw -49606466.671133 + Penalty 343.496348 = -49606123.174785 nChanged 15 SP:Iteration 207Q (21582.839000 sec): 3 clusters Score: Raw -49606466.896985 + Penalty 343.723501 = -49606123.173484 nChanged 8 SP:Iteration 208F (21599.462000 sec): 3 clusters Score: Raw -49606467.104013 + Penalty 343.793678 = -49606123.310335 nChanged 12 SP:Iteration 209Q (21614.886000 sec): 3 clusters Score: Raw -49606467.340579 + Penalty 343.943985 = -49606123.396594 nChanged 10 SP:Iteration 210Q (21630.301000 sec): 3 clusters Score: Raw -49606467.518375 + Penalty 343.996758 = -49606123.521617 nChanged 4 SP:Iteration 211Q (21645.758000 sec): 3 clusters Score: Raw -49606467.570136 + Penalty 344.082417 = -49606123.487719 nChanged 6 SP:Iteration 212F (21662.378000 sec): 3 clusters Score: Raw -49606467.618974 + Penalty 344.101679 = -49606123.517295 nChanged 2 SP:Iteration 213Q (21677.856000 sec): 3 clusters Score: Raw -49606467.644955 + Penalty 344.126152 = -49606123.518803 nChanged 1 SP:Iteration 214Q (21693.276000 sec): 3 clusters Score: Raw -49606467.652820 + Penalty 344.126152 = -49606123.526668 nChanged 0 SP:Iteration 215F (21709.926000 sec): 3 clusters Score: Raw -49606467.652820 + Penalty 344.126152 = -49606123.526668 nChanged 0 Trying to split cluster 20 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21710.146000 sec): 2 clusters Score: Raw -47228.773643 + Penalty 80.580327 = -47148.193316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21710.156000 sec): 3 clusters Score: Raw -47132.765473 + Penalty 171.072439 = -46961.693035 nChanged 91 SP:Iteration 1F (21710.166000 sec): 3 clusters Score: Raw -47239.101942 + Penalty 174.007146 = -47065.094796 nChanged 4 SP:Iteration 2Q (21710.176000 sec): 3 clusters Score: Raw -47240.549138 + Penalty 174.007146 = -47066.541992 nChanged 0 SP:Iteration 3F (21710.176000 sec): 3 clusters Score: Raw -47240.549138 + Penalty 174.007146 = -47066.541992 nChanged 0 Trying to split cluster 21 (917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21710.286000 sec): 2 clusters Score: Raw -190422.575646 + Penalty 102.810646 = -190319.765000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21710.316000 sec): 3 clusters Score: Raw -189907.908320 + Penalty 214.957935 = -189692.950385 nChanged 405 SP:Iteration 1F (21710.336000 sec): 3 clusters Score: Raw -190240.556647 + Penalty 224.474778 = -190016.081869 nChanged 97 SP:Iteration 2F (21710.366000 sec): 3 clusters Score: Raw -190317.395024 + Penalty 229.070991 = -190088.324033 nChanged 40 SP:Iteration 3Q (21710.396000 sec): 3 clusters Score: Raw -190374.177231 + Penalty 232.366454 = -190141.810777 nChanged 16 SP:Iteration 4Q (21710.416000 sec): 3 clusters Score: Raw -190393.992201 + Penalty 234.472402 = -190159.519799 nChanged 10 SP:Iteration 5Q (21710.436000 sec): 3 clusters Score: Raw -190397.403871 + Penalty 235.332339 = -190162.071532 nChanged 5 SP:Iteration 6Q (21710.466000 sec): 3 clusters Score: Raw -190399.051238 + Penalty 235.888631 = -190163.162607 nChanged 8 SP:Iteration 7Q (21710.486000 sec): 3 clusters Score: Raw -190401.797973 + Penalty 236.248370 = -190165.549603 nChanged 2 SP:Iteration 8Q (21710.516000 sec): 3 clusters Score: Raw -190402.077717 + Penalty 236.248370 = -190165.829347 nChanged 0 SP:Iteration 9F (21710.536000 sec): 3 clusters Score: Raw -190402.077717 + Penalty 236.248370 = -190165.829347 nChanged 0 Trying to split cluster 22 (4210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21710.856000 sec): 2 clusters Score: Raw -891316.416467 + Penalty 291.525535 = -891024.890932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21710.986000 sec): 3 clusters Score: Raw -888570.413281 + Penalty 592.916809 = -887977.496471 nChanged 1893 SP:Iteration 1F (21711.106000 sec): 3 clusters Score: Raw -889678.487494 + Penalty 635.204808 = -889043.282687 nChanged 785 SP:Iteration 2F (21711.226000 sec): 3 clusters Score: Raw -890424.917718 + Penalty 680.337234 = -889744.580485 nChanged 431 SP:Iteration 3F (21711.356000 sec): 3 clusters Score: Raw -890892.125058 + Penalty 719.272738 = -890172.852321 nChanged 227 SP:Iteration 4F (21711.476000 sec): 3 clusters Score: Raw -891152.481453 + Penalty 742.510843 = -890409.970610 nChanged 113 SP:Iteration 5Q (21711.596000 sec): 3 clusters Score: Raw -891267.133062 + Penalty 760.036807 = -890507.096256 nChanged 62 SP:Iteration 6Q (21711.706000 sec): 3 clusters Score: Raw -891336.354230 + Penalty 776.538018 = -890559.816211 nChanged 37 SP:Iteration 7Q (21711.816000 sec): 3 clusters Score: Raw -891376.497220 + Penalty 779.478122 = -890597.019098 nChanged 20 SP:Iteration 8Q (21711.926000 sec): 3 clusters Score: Raw -891392.136330 + Penalty 778.851048 = -890613.285282 nChanged 14 SP:Iteration 9Q (21712.036000 sec): 3 clusters Score: Raw -891407.644679 + Penalty 787.625348 = -890620.019331 nChanged 11 SP:Iteration 10Q (21712.146000 sec): 3 clusters Score: Raw -891417.524410 + Penalty 788.626432 = -890628.897978 nChanged 4 SP:Iteration 11Q (21712.256000 sec): 3 clusters Score: Raw -891418.853914 + Penalty 788.626432 = -890630.227482 nChanged 0 SP:Iteration 12F (21712.376000 sec): 3 clusters Score: Raw -891418.853914 + Penalty 788.626432 = -890630.227482 nChanged 0 Trying to split cluster 23 (870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21712.486000 sec): 2 clusters Score: Raw -178106.508445 + Penalty 198.153809 = -177908.354636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21712.516000 sec): 3 clusters Score: Raw -177655.386902 + Penalty 374.037646 = -177281.349256 nChanged 367 SP:Iteration 1F (21712.536000 sec): 3 clusters Score: Raw -178128.892456 + Penalty 377.612422 = -177751.280034 nChanged 106 SP:Iteration 2F (21712.556000 sec): 3 clusters Score: Raw -178284.935099 + Penalty 381.343286 = -177903.591814 nChanged 46 SP:Iteration 3F (21712.586000 sec): 3 clusters Score: Raw -178345.740572 + Penalty 381.073428 = -177964.667144 nChanged 26 SP:Iteration 4Q (21712.606000 sec): 3 clusters Score: Raw -178370.757108 + Penalty 378.694301 = -177992.062806 nChanged 23 SP:Iteration 5Q (21712.626000 sec): 3 clusters Score: Raw -178395.146731 + Penalty 375.620135 = -178019.526597 nChanged 16 SP:Iteration 6Q (21712.646000 sec): 3 clusters Score: Raw -178416.594838 + Penalty 374.217908 = -178042.376930 nChanged 4 SP:Iteration 7Q (21712.676000 sec): 3 clusters Score: Raw -178417.538581 + Penalty 374.886298 = -178042.652283 nChanged 2 SP:Iteration 8Q (21712.696000 sec): 3 clusters Score: Raw -178418.470303 + Penalty 374.886298 = -178043.584005 nChanged 0 SP:Iteration 9F (21712.716000 sec): 3 clusters Score: Raw -178418.470303 + Penalty 374.886298 = -178043.584005 nChanged 0 Score: Raw -84346844.337424 + Penalty 109733.114901 = -84237111.222523 Splitting cluster 23 changes total score from -83907264.989196 to -84237111.222523 So it's getting split into cluster 31. Trying to split cluster 24 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21889.584000 sec): 2 clusters Score: Raw -81126.200114 + Penalty 562.337475 = -80563.862639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21889.594000 sec): 3 clusters Score: Raw -81010.013761 + Penalty 1124.765222 = -79885.248539 nChanged 106 SP:Iteration 1F (21889.614000 sec): 3 clusters Score: Raw -81158.997605 + Penalty 1124.729480 = -80034.268125 nChanged 11 SP:Iteration 2Q (21889.624000 sec): 3 clusters Score: Raw -81187.071846 + Penalty 1124.644644 = -80062.427202 nChanged 6 SP:Iteration 3Q (21889.634000 sec): 3 clusters Score: Raw -81208.101445 + Penalty 1124.659529 = -80083.441916 nChanged 2 SP:Iteration 4Q (21889.654000 sec): 3 clusters Score: Raw -81211.447850 + Penalty 1124.659529 = -80086.788321 nChanged 0 SP:Iteration 5F (21889.664000 sec): 3 clusters Score: Raw -81211.447850 + Penalty 1124.659529 = -80086.788321 nChanged 0 Trying to split cluster 25 (5472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21890.364000 sec): 2 clusters Score: Raw -1152796.957156 + Penalty 226.126096 = -1152570.831059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21890.514000 sec): 3 clusters Score: Raw -1149373.690498 + Penalty 450.515632 = -1148923.174865 nChanged 2538 SP:Iteration 1F (21890.664000 sec): 3 clusters Score: Raw -1150717.738500 + Penalty 448.964842 = -1150268.773658 nChanged 481 SP:Iteration 2F (21890.814000 sec): 3 clusters Score: Raw -1151095.739139 + Penalty 448.429489 = -1150647.309650 nChanged 464 SP:Iteration 3F (21890.974000 sec): 3 clusters Score: Raw -1151424.379457 + Penalty 448.320423 = -1150976.059034 nChanged 392 SP:Iteration 4F (21891.124000 sec): 3 clusters Score: Raw -1151732.868075 + Penalty 448.570598 = -1151284.297477 nChanged 368 SP:Iteration 5F (21891.264000 sec): 3 clusters Score: Raw -1151997.439528 + Penalty 448.530189 = -1151548.909339 nChanged 314 SP:Iteration 6F (21891.414000 sec): 3 clusters Score: Raw -1152177.613583 + Penalty 448.963596 = -1151728.649987 nChanged 206 SP:Iteration 7Q (21891.564000 sec): 3 clusters Score: Raw -1152279.898148 + Penalty 449.355060 = -1151830.543088 nChanged 137 SP:Iteration 8Q (21891.714000 sec): 3 clusters Score: Raw -1152331.312790 + Penalty 449.631729 = -1151881.681061 nChanged 90 SP:Iteration 9Q (21891.864000 sec): 3 clusters Score: Raw -1152357.166404 + Penalty 449.992286 = -1151907.174117 nChanged 72 SP:Iteration 10Q (21892.014000 sec): 3 clusters Score: Raw -1152373.149031 + Penalty 450.253399 = -1151922.895632 nChanged 48 SP:Iteration 11Q (21892.156000 sec): 3 clusters Score: Raw -1152382.107811 + Penalty 450.607735 = -1151931.500076 nChanged 54 SP:Iteration 12Q (21892.306000 sec): 3 clusters Score: Raw -1152390.639271 + Penalty 451.156580 = -1151939.482691 nChanged 45 SP:Iteration 13Q (21892.446000 sec): 3 clusters Score: Raw -1152400.241726 + Penalty 451.604751 = -1151948.636975 nChanged 41 SP:Iteration 14Q (21892.596000 sec): 3 clusters Score: Raw -1152409.157407 + Penalty 452.072153 = -1151957.085255 nChanged 42 SP:Iteration 15Q (21892.746000 sec): 3 clusters Score: Raw -1152420.120766 + Penalty 452.620534 = -1151967.500232 nChanged 49 SP:Iteration 16Q (21892.886000 sec): 3 clusters Score: Raw -1152441.091700 + Penalty 453.233450 = -1151987.858250 nChanged 53 SP:Iteration 17Q (21893.036000 sec): 3 clusters Score: Raw -1152465.388405 + Penalty 453.833425 = -1152011.554980 nChanged 55 SP:Iteration 18Q (21893.176000 sec): 3 clusters Score: Raw -1152490.091051 + Penalty 454.568099 = -1152035.522952 nChanged 63 SP:Iteration 19Q (21893.326000 sec): 3 clusters Score: Raw -1152520.728213 + Penalty 455.468492 = -1152065.259721 nChanged 66 SP:Iteration 20F (21893.476000 sec): 3 clusters Score: Raw -1152547.273955 + Penalty 456.322032 = -1152090.951923 nChanged 56 SP:Iteration 21Q (21893.626000 sec): 3 clusters Score: Raw -1152566.301132 + Penalty 456.945315 = -1152109.355817 nChanged 42 SP:Iteration 22Q (21893.776000 sec): 3 clusters Score: Raw -1152578.267543 + Penalty 457.441707 = -1152120.825836 nChanged 39 SP:Iteration 23Q (21893.916000 sec): 3 clusters Score: Raw -1152589.144585 + Penalty 458.053620 = -1152131.090966 nChanged 49 SP:Iteration 24Q (21894.066000 sec): 3 clusters Score: Raw -1152597.781745 + Penalty 458.441123 = -1152139.340622 nChanged 25 SP:Iteration 25Q (21894.206000 sec): 3 clusters Score: Raw -1152601.056200 + Penalty 458.933335 = -1152142.122865 nChanged 30 SP:Iteration 26Q (21894.356000 sec): 3 clusters Score: Raw -1152605.294360 + Penalty 459.221704 = -1152146.072656 nChanged 24 SP:Iteration 27Q (21894.506000 sec): 3 clusters Score: Raw -1152608.234224 + Penalty 459.540618 = -1152148.693606 nChanged 23 SP:Iteration 28Q (21894.656000 sec): 3 clusters Score: Raw -1152612.203242 + Penalty 459.940070 = -1152152.263171 nChanged 33 SP:Iteration 29Q (21894.806000 sec): 3 clusters Score: Raw -1152617.764639 + Penalty 460.419114 = -1152157.345525 nChanged 25 SP:Iteration 30Q (21894.946000 sec): 3 clusters Score: Raw -1152621.166725 + Penalty 461.118046 = -1152160.048678 nChanged 40 SP:Iteration 31Q (21895.096000 sec): 3 clusters Score: Raw -1152627.084685 + Penalty 461.695675 = -1152165.389010 nChanged 41 SP:Iteration 32Q (21895.246000 sec): 3 clusters Score: Raw -1152633.494977 + Penalty 462.530183 = -1152170.964794 nChanged 41 SP:Iteration 33Q (21895.396000 sec): 3 clusters Score: Raw -1152640.748163 + Penalty 463.134221 = -1152177.613942 nChanged 45 SP:Iteration 34Q (21895.546000 sec): 3 clusters Score: Raw -1152650.162953 + Penalty 463.625225 = -1152186.537728 nChanged 39 SP:Iteration 35Q (21895.696000 sec): 3 clusters Score: Raw -1152657.151909 + Penalty 464.072328 = -1152193.079580 nChanged 36 SP:Iteration 36Q (21895.846000 sec): 3 clusters Score: Raw -1152662.195371 + Penalty 464.691444 = -1152197.503927 nChanged 27 SP:Iteration 37Q (21895.996000 sec): 3 clusters Score: Raw -1152665.802407 + Penalty 465.488655 = -1152200.313752 nChanged 41 SP:Iteration 38Q (21896.136000 sec): 3 clusters Score: Raw -1152676.838359 + Penalty 466.244437 = -1152210.593922 nChanged 54 SP:Iteration 39Q (21896.286000 sec): 3 clusters Score: Raw -1152692.625865 + Penalty 467.065002 = -1152225.560863 nChanged 45 SP:Iteration 40F (21896.436000 sec): 3 clusters Score: Raw -1152702.062718 + Penalty 467.903728 = -1152234.158990 nChanged 33 SP:Iteration 41Q (21896.586000 sec): 3 clusters Score: Raw -1152707.482822 + Penalty 468.868205 = -1152238.614617 nChanged 37 SP:Iteration 42Q (21896.736000 sec): 3 clusters Score: Raw -1152715.299119 + Penalty 469.769667 = -1152245.529452 nChanged 29 SP:Iteration 43Q (21896.896000 sec): 3 clusters Score: Raw -1152721.359602 + Penalty 470.751690 = -1152250.607912 nChanged 37 SP:Iteration 44Q (21897.046000 sec): 3 clusters Score: Raw -1152728.322344 + Penalty 471.532707 = -1152256.789638 nChanged 40 SP:Iteration 45Q (21897.186000 sec): 3 clusters Score: Raw -1152736.201669 + Penalty 472.019243 = -1152264.182426 nChanged 36 SP:Iteration 46Q (21897.336000 sec): 3 clusters Score: Raw -1152742.091865 + Penalty 473.756648 = -1152268.335217 nChanged 38 SP:Iteration 47Q (21897.486000 sec): 3 clusters Score: Raw -1152749.207473 + Penalty 474.688597 = -1152274.518876 nChanged 36 SP:Iteration 48Q (21897.636000 sec): 3 clusters Score: Raw -1152757.952034 + Penalty 475.550656 = -1152282.401378 nChanged 29 SP:Iteration 49Q (21897.786000 sec): 3 clusters Score: Raw -1152762.468338 + Penalty 476.173117 = -1152286.295221 nChanged 25 SP:Iteration 50Q (21897.936000 sec): 3 clusters Score: Raw -1152766.525283 + Penalty 477.043387 = -1152289.481896 nChanged 45 SP:Iteration 51Q (21898.086000 sec): 3 clusters Score: Raw -1152775.420003 + Penalty 478.290308 = -1152297.129694 nChanged 34 SP:Iteration 52Q (21898.236000 sec): 3 clusters Score: Raw -1152781.916210 + Penalty 479.506736 = -1152302.409473 nChanged 33 SP:Iteration 53Q (21898.376000 sec): 3 clusters Score: Raw -1152788.072518 + Penalty 480.531889 = -1152307.540629 nChanged 36 SP:Iteration 54Q (21898.526000 sec): 3 clusters Score: Raw -1152795.898167 + Penalty 481.949068 = -1152313.949099 nChanged 32 SP:Iteration 55Q (21898.666000 sec): 3 clusters Score: Raw -1152802.916907 + Penalty 483.757368 = -1152319.159540 nChanged 30 SP:Iteration 56Q (21898.816000 sec): 3 clusters Score: Raw -1152813.460142 + Penalty 486.319467 = -1152327.140675 nChanged 38 SP:Iteration 57Q (21898.956000 sec): 3 clusters Score: Raw -1152822.863396 + Penalty 487.060755 = -1152335.802641 nChanged 30 SP:Iteration 58Q (21899.106000 sec): 3 clusters Score: Raw -1152828.663616 + Penalty 488.306099 = -1152340.357518 nChanged 28 SP:Iteration 59Q (21899.246000 sec): 3 clusters Score: Raw -1152832.713800 + Penalty 488.640770 = -1152344.073030 nChanged 22 SP:Iteration 60F (21899.396000 sec): 3 clusters Score: Raw -1152836.528237 + Penalty 490.052006 = -1152346.476231 nChanged 24 SP:Iteration 61Q (21899.546000 sec): 3 clusters Score: Raw -1152843.227408 + Penalty 491.271630 = -1152351.955778 nChanged 37 SP:Iteration 62Q (21899.686000 sec): 3 clusters Score: Raw -1152852.977260 + Penalty 491.343967 = -1152361.633293 nChanged 38 SP:Iteration 63Q (21899.826000 sec): 3 clusters Score: Raw -1152864.272455 + Penalty 492.851303 = -1152371.421152 nChanged 42 SP:Iteration 64Q (21899.976000 sec): 3 clusters Score: Raw -1152876.844507 + Penalty 494.598678 = -1152382.245829 nChanged 36 SP:Iteration 65Q (21900.116000 sec): 3 clusters Score: Raw -1152885.723829 + Penalty 496.707856 = -1152389.015974 nChanged 35 SP:Iteration 66Q (21900.256000 sec): 3 clusters Score: Raw -1152893.500748 + Penalty 498.981636 = -1152394.519112 nChanged 32 SP:Iteration 67Q (21900.396000 sec): 3 clusters Score: Raw -1152900.886621 + Penalty 499.470794 = -1152401.415827 nChanged 34 SP:Iteration 68Q (21900.536000 sec): 3 clusters Score: Raw -1152912.498435 + Penalty 500.134555 = -1152412.363879 nChanged 30 SP:Iteration 69Q (21900.676000 sec): 3 clusters Score: Raw -1152922.294120 + Penalty 501.258433 = -1152421.035687 nChanged 26 SP:Iteration 70Q (21900.816000 sec): 3 clusters Score: Raw -1152929.247089 + Penalty 501.880888 = -1152427.366201 nChanged 21 SP:Iteration 71Q (21900.946000 sec): 3 clusters Score: Raw -1152935.870366 + Penalty 502.266398 = -1152433.603967 nChanged 24 SP:Iteration 72Q (21901.086000 sec): 3 clusters Score: Raw -1152942.954604 + Penalty 503.409394 = -1152439.545210 nChanged 22 SP:Iteration 73Q (21901.226000 sec): 3 clusters Score: Raw -1152950.882275 + Penalty 505.262885 = -1152445.619390 nChanged 29 SP:Iteration 74Q (21901.356000 sec): 3 clusters Score: Raw -1152957.651373 + Penalty 507.517936 = -1152450.133437 nChanged 26 SP:Iteration 75Q (21901.496000 sec): 3 clusters Score: Raw -1152964.024301 + Penalty 511.276810 = -1152452.747491 nChanged 31 SP:Iteration 76Q (21901.626000 sec): 3 clusters Score: Raw -1152972.309826 + Penalty 513.977976 = -1152458.331850 nChanged 22 SP:Iteration 77Q (21901.766000 sec): 3 clusters Score: Raw -1152976.632894 + Penalty 514.554403 = -1152462.078491 nChanged 14 SP:Iteration 78Q (21901.906000 sec): 3 clusters Score: Raw -1152979.288196 + Penalty 514.147923 = -1152465.140272 nChanged 12 SP:Iteration 79Q (21902.036000 sec): 3 clusters Score: Raw -1152981.778946 + Penalty 514.763940 = -1152467.015006 nChanged 9 SP:Iteration 80F (21902.186000 sec): 3 clusters Score: Raw -1152983.555350 + Penalty 516.950371 = -1152466.604980 nChanged 15 SP:Iteration 81F (21902.336000 sec): 3 clusters Score: Raw -1152990.346114 + Penalty 519.777172 = -1152470.568942 nChanged 21 SP:Iteration 82Q (21902.466000 sec): 3 clusters Score: Raw -1152997.118957 + Penalty 520.940483 = -1152476.178475 nChanged 14 SP:Iteration 83Q (21902.606000 sec): 3 clusters Score: Raw -1153000.591520 + Penalty 521.833270 = -1152478.758250 nChanged 10 SP:Iteration 84Q (21902.746000 sec): 3 clusters Score: Raw -1153002.413843 + Penalty 522.241503 = -1152480.172340 nChanged 8 SP:Iteration 85Q (21902.876000 sec): 3 clusters Score: Raw -1153005.106699 + Penalty 522.744790 = -1152482.361910 nChanged 10 SP:Iteration 86Q (21903.006000 sec): 3 clusters Score: Raw -1153009.122828 + Penalty 523.204529 = -1152485.918299 nChanged 5 SP:Iteration 87Q (21903.136000 sec): 3 clusters Score: Raw -1153010.426092 + Penalty 524.111088 = -1152486.315004 nChanged 9 SP:Iteration 88Q (21903.266000 sec): 3 clusters Score: Raw -1153013.699687 + Penalty 524.986530 = -1152488.713157 nChanged 7 SP:Iteration 89Q (21903.406000 sec): 3 clusters Score: Raw -1153015.594372 + Penalty 525.757438 = -1152489.836934 nChanged 3 SP:Iteration 90Q (21903.536000 sec): 3 clusters Score: Raw -1153016.733917 + Penalty 525.757438 = -1152490.976479 nChanged 0 SP:Iteration 91F (21903.686000 sec): 3 clusters Score: Raw -1153016.733917 + Penalty 525.757438 = -1152490.976479 nChanged 0 Trying to split cluster 26 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21903.696000 sec): 2 clusters Score: Raw -4208.016552 + Penalty 22.184029 = -4185.832523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21903.696000 sec): 3 clusters Score: Raw -4196.615360 + Penalty 22.184029 = -4174.431331 nChanged 7 SP:Iteration 1F (21903.706000 sec): 2 clusters Score: Raw -4208.016552 + Penalty 22.184029 = -4185.832523 nChanged 0 Trying to split cluster 27 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21903.816000 sec): 2 clusters Score: Raw -210309.749067 + Penalty 84.182820 = -210225.566246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21903.836000 sec): 3 clusters Score: Raw -209718.356922 + Penalty 167.547247 = -209550.809675 nChanged 456 SP:Iteration 1F (21903.866000 sec): 3 clusters Score: Raw -210089.276269 + Penalty 173.738783 = -209915.537486 nChanged 95 SP:Iteration 2F (21903.896000 sec): 3 clusters Score: Raw -210171.796594 + Penalty 182.833714 = -209988.962880 nChanged 53 SP:Iteration 3F (21903.926000 sec): 3 clusters Score: Raw -210219.968131 + Penalty 183.893701 = -210036.074430 nChanged 38 SP:Iteration 4Q (21903.946000 sec): 3 clusters Score: Raw -210253.490943 + Penalty 192.362220 = -210061.128723 nChanged 37 SP:Iteration 5Q (21903.976000 sec): 3 clusters Score: Raw -210289.326813 + Penalty 207.430410 = -210081.896402 nChanged 24 SP:Iteration 6Q (21904.006000 sec): 3 clusters Score: Raw -210314.654933 + Penalty 212.855383 = -210101.799549 nChanged 14 SP:Iteration 7Q (21904.026000 sec): 3 clusters Score: Raw -210334.158029 + Penalty 225.336169 = -210108.821860 nChanged 12 SP:Iteration 8Q (21904.056000 sec): 3 clusters Score: Raw -210358.245965 + Penalty 227.824603 = -210130.421362 nChanged 2 SP:Iteration 9Q (21904.086000 sec): 3 clusters Score: Raw -210365.870413 + Penalty 227.824603 = -210138.045810 nChanged 0 SP:Iteration 10F (21904.106000 sec): 3 clusters Score: Raw -210365.870413 + Penalty 227.824603 = -210138.045810 nChanged 0 Trying to split cluster 28 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21904.136000 sec): 2 clusters Score: Raw -53808.903222 + Penalty 95.873130 = -53713.030092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21904.146000 sec): 3 clusters Score: Raw -53660.344013 + Penalty 191.148540 = -53469.195473 nChanged 105 SP:Iteration 1F (21904.146000 sec): 3 clusters Score: Raw -53725.693112 + Penalty 192.473954 = -53533.219158 nChanged 26 SP:Iteration 2F (21904.156000 sec): 3 clusters Score: Raw -53758.707491 + Penalty 193.528415 = -53565.179076 nChanged 7 SP:Iteration 3Q (21904.166000 sec): 3 clusters Score: Raw -53765.743279 + Penalty 196.575388 = -53569.167891 nChanged 13 SP:Iteration 4F (21904.176000 sec): 3 clusters Score: Raw -53773.106431 + Penalty 196.222802 = -53576.883629 nChanged 1 SP:Iteration 5Q (21904.186000 sec): 3 clusters Score: Raw -53774.391373 + Penalty 195.495812 = -53578.895561 nChanged 2 SP:Iteration 6Q (21904.196000 sec): 3 clusters Score: Raw -53776.063055 + Penalty 195.989123 = -53580.073932 nChanged 3 SP:Iteration 7Q (21904.196000 sec): 3 clusters Score: Raw -53777.244690 + Penalty 195.989123 = -53581.255567 nChanged 0 SP:Iteration 8F (21904.206000 sec): 3 clusters Score: Raw -53777.244690 + Penalty 195.989123 = -53581.255567 nChanged 0 Trying to split cluster 29 (3043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21904.426000 sec): 2 clusters Score: Raw -644440.513164 + Penalty 360.376167 = -644080.136997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21904.516000 sec): 3 clusters Score: Raw -642540.724219 + Penalty 719.446316 = -641821.277903 nChanged 1355 SP:Iteration 1F (21904.606000 sec): 3 clusters Score: Raw -643171.037233 + Penalty 717.434897 = -642453.602337 nChanged 305 SP:Iteration 2F (21904.696000 sec): 3 clusters Score: Raw -643313.187049 + Penalty 713.979722 = -642599.207327 nChanged 216 SP:Iteration 3F (21904.786000 sec): 3 clusters Score: Raw -643436.489707 + Penalty 712.036820 = -642724.452886 nChanged 200 SP:Iteration 4F (21904.876000 sec): 3 clusters Score: Raw -643563.464236 + Penalty 708.047695 = -642855.416541 nChanged 213 SP:Iteration 5F (21904.976000 sec): 3 clusters Score: Raw -643715.015033 + Penalty 714.912104 = -643000.102929 nChanged 216 SP:Iteration 6F (21905.056000 sec): 3 clusters Score: Raw -643924.112043 + Penalty 732.650472 = -643191.461571 nChanged 197 SP:Iteration 7F (21905.146000 sec): 3 clusters Score: Raw -644143.860901 + Penalty 773.361359 = -643370.499543 nChanged 150 SP:Iteration 8Q (21905.236000 sec): 3 clusters Score: Raw -644324.626023 + Penalty 849.362786 = -643475.263237 nChanged 87 SP:Iteration 9Q (21905.326000 sec): 3 clusters Score: Raw -644430.797366 + Penalty 897.781494 = -643533.015872 nChanged 32 SP:Iteration 10Q (21905.406000 sec): 3 clusters Score: Raw -644484.284533 + Penalty 932.683035 = -643551.601498 nChanged 14 SP:Iteration 11Q (21905.486000 sec): 3 clusters Score: Raw -644510.617487 + Penalty 943.930306 = -643566.687181 nChanged 6 SP:Iteration 12Q (21905.556000 sec): 3 clusters Score: Raw -644528.461868 + Penalty 945.957749 = -643582.504119 nChanged 2 SP:Iteration 13Q (21905.636000 sec): 3 clusters Score: Raw -644531.759918 + Penalty 945.957749 = -643585.802170 nChanged 0 SP:Iteration 14F (21905.726000 sec): 3 clusters Score: Raw -644531.759918 + Penalty 945.957749 = -643585.802170 nChanged 0 Trying to split cluster 32 (2667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21906.056000 sec): 2 clusters Score: Raw -538708.382418 + Penalty 6761.350698 = -531947.031720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21906.276000 sec): 3 clusters Score: Raw -537674.244118 + Penalty 13511.160152 = -524163.083966 nChanged 766 SP:Iteration 1F (21906.496000 sec): 3 clusters Score: Raw -538350.626018 + Penalty 13536.437211 = -524814.188807 nChanged 178 SP:Iteration 2F (21906.726000 sec): 3 clusters Score: Raw -538589.172829 + Penalty 13650.017139 = -524939.155690 nChanged 169 SP:Iteration 3F (21906.956000 sec): 3 clusters Score: Raw -538889.218632 + Penalty 13892.580560 = -524996.638072 nChanged 158 SP:Iteration 4F (21907.176000 sec): 3 clusters Score: Raw -539184.560645 + Penalty 14162.525423 = -525022.035222 nChanged 138 SP:Iteration 5F (21907.396000 sec): 3 clusters Score: Raw -539549.924163 + Penalty 14718.080497 = -524831.843666 nChanged 169 SP:Iteration 6F (21907.616000 sec): 3 clusters Score: Raw -540201.661625 + Penalty 15348.303184 = -524853.358440 nChanged 175 SP:Iteration 7F (21907.846000 sec): 3 clusters Score: Raw -540888.318305 + Penalty 15904.870898 = -524983.447406 nChanged 109 SP:Iteration 8Q (21908.056000 sec): 3 clusters Score: Raw -541200.679777 + Penalty 16195.257877 = -525005.421900 nChanged 48 SP:Iteration 9Q (21908.246000 sec): 3 clusters Score: Raw -541350.761965 + Penalty 16298.265359 = -525052.496606 nChanged 22 SP:Iteration 10Q (21908.446000 sec): 3 clusters Score: Raw -541420.527158 + Penalty 16407.156608 = -525013.370550 nChanged 18 SP:Iteration 11F (21908.666000 sec): 3 clusters Score: Raw -541463.740994 + Penalty 16489.363080 = -524974.377914 nChanged 14 SP:Iteration 12F (21908.888000 sec): 3 clusters Score: Raw -541505.176557 + Penalty 16630.876447 = -524874.300110 nChanged 24 SP:Iteration 13F (21909.120000 sec): 3 clusters Score: Raw -541587.842619 + Penalty 16655.784026 = -524932.058593 nChanged 6 SP:Iteration 14Q (21909.310000 sec): 3 clusters Score: Raw -541608.330158 + Penalty 16673.021674 = -524935.308484 nChanged 4 SP:Iteration 15Q (21909.500000 sec): 3 clusters Score: Raw -541618.058221 + Penalty 16683.295124 = -524934.763097 nChanged 3 SP:Iteration 16F (21909.720000 sec): 3 clusters Score: Raw -541633.098953 + Penalty 16704.853416 = -524928.245537 nChanged 2 SP:Iteration 17F (21909.950000 sec): 3 clusters Score: Raw -541636.158392 + Penalty 16720.115429 = -524916.042963 nChanged 2 SP:Iteration 18F (21910.170000 sec): 3 clusters Score: Raw -541639.934576 + Penalty 16771.901891 = -524868.032685 nChanged 6 SP:Iteration 19F (21910.390000 sec): 3 clusters Score: Raw -541652.552780 + Penalty 16771.901891 = -524880.650890 nChanged 0 Trying to split cluster 33 (1039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21910.480000 sec): 2 clusters Score: Raw -218480.547714 + Penalty 442.190434 = -218038.357280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21910.520000 sec): 3 clusters Score: Raw -217917.535456 + Penalty 879.381459 = -217038.153996 nChanged 391 SP:Iteration 1F (21910.550000 sec): 3 clusters Score: Raw -218206.803840 + Penalty 874.375559 = -217332.428281 nChanged 124 SP:Iteration 2F (21910.590000 sec): 3 clusters Score: Raw -218341.511308 + Penalty 874.663640 = -217466.847669 nChanged 87 SP:Iteration 3F (21910.630000 sec): 3 clusters Score: Raw -218434.854670 + Penalty 876.274648 = -217558.580021 nChanged 54 SP:Iteration 4F (21910.670000 sec): 3 clusters Score: Raw -218516.843666 + Penalty 875.735382 = -217641.108284 nChanged 33 SP:Iteration 5Q (21910.700000 sec): 3 clusters Score: Raw -218576.439752 + Penalty 875.796505 = -217700.643247 nChanged 19 SP:Iteration 6Q (21910.740000 sec): 3 clusters Score: Raw -218606.019274 + Penalty 875.499685 = -217730.519590 nChanged 20 SP:Iteration 7Q (21910.770000 sec): 3 clusters Score: Raw -218637.417494 + Penalty 874.555028 = -217762.862466 nChanged 11 SP:Iteration 8Q (21910.810000 sec): 3 clusters Score: Raw -218646.245321 + Penalty 875.275636 = -217770.969685 nChanged 2 SP:Iteration 9Q (21910.850000 sec): 3 clusters Score: Raw -218646.825700 + Penalty 875.321636 = -217771.504064 nChanged 3 SP:Iteration 10Q (21910.880000 sec): 3 clusters Score: Raw -218647.429687 + Penalty 875.321636 = -217772.108051 nChanged 0 SP:Iteration 11F (21910.920000 sec): 3 clusters Score: Raw -218647.429687 + Penalty 875.321636 = -217772.108051 nChanged 0 Trying to split cluster 34 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21911.010000 sec): 2 clusters Score: Raw -268389.734807 + Penalty 227.444759 = -268162.290048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21911.050000 sec): 3 clusters Score: Raw -267626.914004 + Penalty 451.602950 = -267175.311054 nChanged 536 SP:Iteration 1F (21911.090000 sec): 3 clusters Score: Raw -267972.158198 + Penalty 459.374624 = -267512.783573 nChanged 165 SP:Iteration 2F (21911.130000 sec): 3 clusters Score: Raw -268134.766691 + Penalty 474.502261 = -267660.264430 nChanged 113 SP:Iteration 3F (21911.170000 sec): 3 clusters Score: Raw -268250.059999 + Penalty 511.717186 = -267738.342813 nChanged 101 SP:Iteration 4F (21911.210000 sec): 3 clusters Score: Raw -268387.552848 + Penalty 557.454065 = -267830.098783 nChanged 78 SP:Iteration 5F (21911.250000 sec): 3 clusters Score: Raw -268487.064394 + Penalty 583.908642 = -267903.155752 nChanged 36 SP:Iteration 6Q (21911.280000 sec): 3 clusters Score: Raw -268514.173322 + Penalty 589.338729 = -267924.834593 nChanged 14 SP:Iteration 7Q (21911.320000 sec): 3 clusters Score: Raw -268523.067556 + Penalty 591.400482 = -267931.667074 nChanged 3 SP:Iteration 8Q (21911.360000 sec): 3 clusters Score: Raw -268523.729806 + Penalty 594.242295 = -267929.487511 nChanged 4 SP:Iteration 9F (21911.390000 sec): 3 clusters Score: Raw -268525.052928 + Penalty 595.715952 = -267929.336975 nChanged 4 SP:Iteration 10F (21911.430000 sec): 3 clusters Score: Raw -268525.961594 + Penalty 599.008610 = -267926.952984 nChanged 2 SP:Iteration 11F (21911.470000 sec): 3 clusters Score: Raw -268526.671521 + Penalty 601.009765 = -267925.661756 nChanged 2 SP:Iteration 12F (21911.510000 sec): 3 clusters Score: Raw -268527.556835 + Penalty 601.009765 = -267926.547071 nChanged 0 Trying to split cluster 42 (49128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21915.870000 sec): 2 clusters Score: Raw -10389788.620611 + Penalty 167.710349 = -10389620.910262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21917.470000 sec): 3 clusters Score: Raw -10356523.759288 + Penalty 338.020101 = -10356185.739186 nChanged 24183 SP:Iteration 1F (21919.070000 sec): 3 clusters Score: Raw -10373156.381470 + Penalty 339.303181 = -10372817.078289 nChanged 4858 SP:Iteration 2F (21920.710000 sec): 3 clusters Score: Raw -10376554.752015 + Penalty 336.909665 = -10376217.842350 nChanged 3964 SP:Iteration 3F (21922.400000 sec): 3 clusters Score: Raw -10379722.289449 + Penalty 331.620243 = -10379390.669206 nChanged 3247 SP:Iteration 4F (21924.100000 sec): 3 clusters Score: Raw -10382735.972757 + Penalty 323.617649 = -10382412.355108 nChanged 2637 SP:Iteration 5F (21925.790000 sec): 3 clusters Score: Raw -10385219.077692 + Penalty 314.254607 = -10384904.823085 nChanged 1931 SP:Iteration 6Q (21927.410000 sec): 3 clusters Score: Raw -10387012.781189 + Penalty 302.639363 = -10386710.141826 nChanged 1371 SP:Iteration 7Q (21928.971000 sec): 3 clusters Score: Raw -10388255.495309 + Penalty 290.372295 = -10387965.123014 nChanged 898 SP:Iteration 8Q (21930.481000 sec): 3 clusters Score: Raw -10389063.037580 + Penalty 281.118351 = -10388781.919229 nChanged 568 SP:Iteration 9Q (21931.971000 sec): 3 clusters Score: Raw -10389505.274632 + Penalty 274.391965 = -10389230.882667 nChanged 306 SP:Iteration 10Q (21933.431000 sec): 3 clusters Score: Raw -10389709.712430 + Penalty 269.733660 = -10389439.978770 nChanged 162 SP:Iteration 11Q (21934.881000 sec): 3 clusters Score: Raw -10389791.478570 + Penalty 267.045348 = -10389524.433223 nChanged 114 SP:Iteration 12Q (21936.341000 sec): 3 clusters Score: Raw -10389843.363993 + Penalty 264.490560 = -10389578.873433 nChanged 101 SP:Iteration 13Q (21937.779000 sec): 3 clusters Score: Raw -10389887.914859 + Penalty 261.150016 = -10389626.764843 nChanged 84 SP:Iteration 14Q (21939.219000 sec): 3 clusters Score: Raw -10389926.334641 + Penalty 260.192802 = -10389666.141838 nChanged 54 SP:Iteration 15Q (21940.659000 sec): 3 clusters Score: Raw -10389948.057420 + Penalty 258.070506 = -10389689.986914 nChanged 39 SP:Iteration 16Q (21942.089000 sec): 3 clusters Score: Raw -10389967.268220 + Penalty 257.356200 = -10389709.912020 nChanged 24 SP:Iteration 17Q (21943.529000 sec): 3 clusters Score: Raw -10389978.057119 + Penalty 256.132524 = -10389721.924596 nChanged 14 SP:Iteration 18Q (21944.959000 sec): 3 clusters Score: Raw -10389982.161237 + Penalty 256.265837 = -10389725.895400 nChanged 12 SP:Iteration 19Q (21946.399000 sec): 3 clusters Score: Raw -10389983.699046 + Penalty 255.856726 = -10389727.842319 nChanged 4 SP:Iteration 20F (21948.059000 sec): 3 clusters Score: Raw -10389997.596061 + Penalty 254.929304 = -10389742.666757 nChanged 14 SP:Iteration 21Q (21949.481000 sec): 3 clusters Score: Raw -10390003.299530 + Penalty 255.684354 = -10389747.615175 nChanged 13 SP:Iteration 22Q (21950.921000 sec): 3 clusters Score: Raw -10390005.532595 + Penalty 256.277464 = -10389749.255131 nChanged 8 SP:Iteration 23Q (21952.351000 sec): 3 clusters Score: Raw -10390006.697350 + Penalty 256.445110 = -10389750.252240 nChanged 6 SP:Iteration 24Q (21953.791000 sec): 3 clusters Score: Raw -10390007.063697 + Penalty 256.445110 = -10389750.618587 nChanged 0 SP:Iteration 25F (21955.451000 sec): 3 clusters Score: Raw -10390007.063697 + Penalty 256.445110 = -10389750.618587 nChanged 0 Score: Raw -84347062.780578 + Penalty 109839.179914 = -84237223.600664 Splitting cluster 42 changes total score from -83907264.989196 to -84237223.600664 So it's getting split into cluster 35. Trying to split cluster 43 (20798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22135.394000 sec): 2 clusters Score: Raw -4401785.702316 + Penalty 205.049056 = -4401580.653260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22136.214000 sec): 3 clusters Score: Raw -4387706.367266 + Penalty 396.109130 = -4387310.258136 nChanged 10085 SP:Iteration 1F (22137.014000 sec): 3 clusters Score: Raw -4393515.484661 + Penalty 392.630455 = -4393122.854206 nChanged 2665 SP:Iteration 2F (22137.806000 sec): 3 clusters Score: Raw -4395132.210718 + Penalty 393.437915 = -4394738.772802 nChanged 2008 SP:Iteration 3F (22138.596000 sec): 3 clusters Score: Raw -4396967.871551 + Penalty 398.738344 = -4396569.133207 nChanged 1916 SP:Iteration 4F (22139.386000 sec): 3 clusters Score: Raw -4398969.965830 + Penalty 409.411868 = -4398560.553962 nChanged 1525 SP:Iteration 5F (22140.186000 sec): 3 clusters Score: Raw -4400687.978612 + Penalty 440.666131 = -4400247.312481 nChanged 794 SP:Iteration 6Q (22140.926000 sec): 3 clusters Score: Raw -4401564.879293 + Penalty 438.034434 = -4401126.844859 nChanged 196 SP:Iteration 7Q (22141.636000 sec): 3 clusters Score: Raw -4401747.445083 + Penalty 443.377627 = -4401304.067456 nChanged 40 SP:Iteration 8Q (22142.326000 sec): 3 clusters Score: Raw -4401782.688479 + Penalty 419.559599 = -4401363.128880 nChanged 11 SP:Iteration 9Q (22143.016000 sec): 3 clusters Score: Raw -4401799.437089 + Penalty 396.286641 = -4401403.150448 nChanged 4 SP:Iteration 10Q (22143.707000 sec): 3 clusters Score: Raw -4401802.711300 + Penalty 396.286641 = -4401406.424659 nChanged 0 SP:Iteration 11F (22144.487000 sec): 3 clusters Score: Raw -4401802.711300 + Penalty 396.286641 = -4401406.424659 nChanged 0 Trying to split cluster 45 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22144.607000 sec): 2 clusters Score: Raw -137955.618974 + Penalty 1762.869083 = -136192.749890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22144.657000 sec): 3 clusters Score: Raw -137960.199530 + Penalty 3522.737545 = -134437.461985 nChanged 210 SP:Iteration 1F (22144.697000 sec): 3 clusters Score: Raw -138437.864587 + Penalty 3559.539122 = -134878.325465 nChanged 85 SP:Iteration 2F (22144.747000 sec): 3 clusters Score: Raw -138759.252164 + Penalty 3593.442549 = -135165.809616 nChanged 69 SP:Iteration 3F (22144.797000 sec): 3 clusters Score: Raw -139001.999319 + Penalty 3590.974454 = -135411.024864 nChanged 20 SP:Iteration 4Q (22144.847000 sec): 3 clusters Score: Raw -139061.558872 + Penalty 3565.519947 = -135496.038925 nChanged 2 SP:Iteration 5Q (22144.887000 sec): 3 clusters Score: Raw -139071.479422 + Penalty 3565.519947 = -135505.959475 nChanged 0 SP:Iteration 6F (22144.937000 sec): 3 clusters Score: Raw -139071.479422 + Penalty 3565.519947 = -135505.959475 nChanged 0 Trying to split cluster 46 (6466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22145.807000 sec): 2 clusters Score: Raw -1369511.525388 + Penalty 238.772092 = -1369272.753296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22145.987000 sec): 3 clusters Score: Raw -1365304.232332 + Penalty 479.358993 = -1364824.873339 nChanged 3021 SP:Iteration 1F (22146.177000 sec): 3 clusters Score: Raw -1367136.609482 + Penalty 485.031306 = -1366651.578176 nChanged 877 SP:Iteration 2F (22146.357000 sec): 3 clusters Score: Raw -1367890.903439 + Penalty 492.683262 = -1367398.220177 nChanged 699 SP:Iteration 3F (22146.547000 sec): 3 clusters Score: Raw -1368517.105256 + Penalty 500.089586 = -1368017.015670 nChanged 486 SP:Iteration 4F (22146.727000 sec): 3 clusters Score: Raw -1368943.341671 + Penalty 503.915506 = -1368439.426165 nChanged 301 SP:Iteration 5Q (22146.917000 sec): 3 clusters Score: Raw -1369197.016781 + Penalty 507.095897 = -1368689.920884 nChanged 191 SP:Iteration 6Q (22147.097000 sec): 3 clusters Score: Raw -1369349.313939 + Penalty 509.382053 = -1368839.931886 nChanged 129 SP:Iteration 7Q (22147.277000 sec): 3 clusters Score: Raw -1369407.463677 + Penalty 510.046833 = -1368897.416844 nChanged 74 SP:Iteration 8Q (22147.447000 sec): 3 clusters Score: Raw -1369435.595221 + Penalty 509.981057 = -1368925.614164 nChanged 74 SP:Iteration 9Q (22147.627000 sec): 3 clusters Score: Raw -1369464.318783 + Penalty 510.997633 = -1368953.321150 nChanged 66 SP:Iteration 10Q (22147.797000 sec): 3 clusters Score: Raw -1369484.914868 + Penalty 512.112101 = -1368972.802767 nChanged 37 SP:Iteration 11Q (22147.977000 sec): 3 clusters Score: Raw -1369491.389448 + Penalty 512.615111 = -1368978.774338 nChanged 22 SP:Iteration 12Q (22148.147000 sec): 3 clusters Score: Raw -1369494.559976 + Penalty 512.613019 = -1368981.946957 nChanged 16 SP:Iteration 13Q (22148.317000 sec): 3 clusters Score: Raw -1369497.245050 + Penalty 512.818093 = -1368984.426956 nChanged 20 SP:Iteration 14Q (22148.487000 sec): 3 clusters Score: Raw -1369499.965862 + Penalty 513.693844 = -1368986.272018 nChanged 21 SP:Iteration 15Q (22148.657000 sec): 3 clusters Score: Raw -1369503.381396 + Penalty 514.545940 = -1368988.835456 nChanged 18 SP:Iteration 16Q (22148.827000 sec): 3 clusters Score: Raw -1369506.461884 + Penalty 514.824607 = -1368991.637277 nChanged 17 SP:Iteration 17Q (22148.997000 sec): 3 clusters Score: Raw -1369508.911544 + Penalty 514.589710 = -1368994.321834 nChanged 18 SP:Iteration 18Q (22149.167000 sec): 3 clusters Score: Raw -1369511.841230 + Penalty 514.852772 = -1368996.988458 nChanged 16 SP:Iteration 19Q (22149.337000 sec): 3 clusters Score: Raw -1369513.611862 + Penalty 514.833944 = -1368998.777919 nChanged 17 SP:Iteration 20F (22149.527000 sec): 3 clusters Score: Raw -1369516.796044 + Penalty 515.197221 = -1369001.598823 nChanged 20 SP:Iteration 21Q (22149.687000 sec): 3 clusters Score: Raw -1369520.726281 + Penalty 515.582665 = -1369005.143616 nChanged 30 SP:Iteration 22Q (22149.867000 sec): 3 clusters Score: Raw -1369525.755662 + Penalty 516.568935 = -1369009.186727 nChanged 25 SP:Iteration 23Q (22150.027000 sec): 3 clusters Score: Raw -1369530.510107 + Penalty 516.698073 = -1369013.812034 nChanged 38 SP:Iteration 24Q (22150.197000 sec): 3 clusters Score: Raw -1369540.255268 + Penalty 516.952538 = -1369023.302730 nChanged 26 SP:Iteration 25Q (22150.367000 sec): 3 clusters Score: Raw -1369544.906766 + Penalty 517.664042 = -1369027.242724 nChanged 16 SP:Iteration 26Q (22150.537000 sec): 3 clusters Score: Raw -1369547.811053 + Penalty 518.099560 = -1369029.711494 nChanged 17 SP:Iteration 27Q (22150.707000 sec): 3 clusters Score: Raw -1369551.247531 + Penalty 518.550089 = -1369032.697442 nChanged 10 SP:Iteration 28Q (22150.877000 sec): 3 clusters Score: Raw -1369553.619699 + Penalty 519.170730 = -1369034.448969 nChanged 16 SP:Iteration 29Q (22151.037000 sec): 3 clusters Score: Raw -1369556.403688 + Penalty 518.902808 = -1369037.500879 nChanged 11 SP:Iteration 30Q (22151.207000 sec): 3 clusters Score: Raw -1369559.360079 + Penalty 519.397080 = -1369039.962998 nChanged 24 SP:Iteration 31Q (22151.377000 sec): 3 clusters Score: Raw -1369565.508560 + Penalty 519.282321 = -1369046.226239 nChanged 21 SP:Iteration 32Q (22151.547000 sec): 3 clusters Score: Raw -1369568.832539 + Penalty 519.820958 = -1369049.011581 nChanged 16 SP:Iteration 33Q (22151.717000 sec): 3 clusters Score: Raw -1369570.963231 + Penalty 519.605832 = -1369051.357399 nChanged 18 SP:Iteration 34Q (22151.877000 sec): 3 clusters Score: Raw -1369573.432903 + Penalty 520.007994 = -1369053.424909 nChanged 22 SP:Iteration 35Q (22152.047000 sec): 3 clusters Score: Raw -1369578.050901 + Penalty 521.343213 = -1369056.707688 nChanged 24 SP:Iteration 36Q (22152.207000 sec): 3 clusters Score: Raw -1369580.781815 + Penalty 521.952975 = -1369058.828840 nChanged 10 SP:Iteration 37Q (22152.367000 sec): 3 clusters Score: Raw -1369581.660874 + Penalty 522.187576 = -1369059.473297 nChanged 4 SP:Iteration 38Q (22152.537000 sec): 3 clusters Score: Raw -1369581.932254 + Penalty 522.670077 = -1369059.262178 nChanged 7 SP:Iteration 39F (22152.727000 sec): 3 clusters Score: Raw -1369582.716613 + Penalty 522.913065 = -1369059.803548 nChanged 4 SP:Iteration 40F (22152.907000 sec): 3 clusters Score: Raw -1369582.936638 + Penalty 523.013195 = -1369059.923443 nChanged 2 SP:Iteration 41Q (22153.077000 sec): 3 clusters Score: Raw -1369583.215814 + Penalty 523.274615 = -1369059.941199 nChanged 4 SP:Iteration 42Q (22153.237000 sec): 3 clusters Score: Raw -1369584.171039 + Penalty 524.403073 = -1369059.767966 nChanged 14 SP:Iteration 43F (22153.427000 sec): 3 clusters Score: Raw -1369587.384547 + Penalty 525.778921 = -1369061.605626 nChanged 19 SP:Iteration 44Q (22153.587000 sec): 3 clusters Score: Raw -1369590.306509 + Penalty 525.644252 = -1369064.662257 nChanged 15 SP:Iteration 45Q (22153.747000 sec): 3 clusters Score: Raw -1369593.160317 + Penalty 525.771601 = -1369067.388715 nChanged 20 SP:Iteration 46Q (22153.917000 sec): 3 clusters Score: Raw -1369599.243677 + Penalty 523.655270 = -1369075.588408 nChanged 20 SP:Iteration 47Q (22154.077000 sec): 3 clusters Score: Raw -1369604.774292 + Penalty 525.155921 = -1369079.618370 nChanged 14 SP:Iteration 48Q (22154.237000 sec): 3 clusters Score: Raw -1369609.147497 + Penalty 525.643628 = -1369083.503869 nChanged 14 SP:Iteration 49Q (22154.401000 sec): 3 clusters Score: Raw -1369612.352515 + Penalty 526.692124 = -1369085.660391 nChanged 15 SP:Iteration 50Q (22154.571000 sec): 3 clusters Score: Raw -1369614.717510 + Penalty 527.211516 = -1369087.505994 nChanged 6 SP:Iteration 51Q (22154.731000 sec): 3 clusters Score: Raw -1369615.877177 + Penalty 527.328120 = -1369088.549057 nChanged 2 SP:Iteration 52Q (22154.893000 sec): 3 clusters Score: Raw -1369616.077160 + Penalty 527.117502 = -1369088.959658 nChanged 2 SP:Iteration 53Q (22155.058000 sec): 3 clusters Score: Raw -1369616.279380 + Penalty 527.602769 = -1369088.676612 nChanged 4 SP:Iteration 54F (22155.238000 sec): 3 clusters Score: Raw -1369616.479496 + Penalty 527.836526 = -1369088.642971 nChanged 2 SP:Iteration 55F (22155.428000 sec): 3 clusters Score: Raw -1369616.570738 + Penalty 528.491996 = -1369088.078741 nChanged 4 SP:Iteration 56F (22155.608000 sec): 3 clusters Score: Raw -1369617.208248 + Penalty 529.794424 = -1369087.413824 nChanged 9 SP:Iteration 57F (22155.788000 sec): 3 clusters Score: Raw -1369619.399094 + Penalty 530.821556 = -1369088.577538 nChanged 8 SP:Iteration 58Q (22155.958000 sec): 3 clusters Score: Raw -1369620.803010 + Penalty 531.202439 = -1369089.600571 nChanged 6 SP:Iteration 59Q (22156.118000 sec): 3 clusters Score: Raw -1369622.531828 + Penalty 531.574855 = -1369090.956972 nChanged 4 SP:Iteration 60F (22156.298000 sec): 3 clusters Score: Raw -1369623.571551 + Penalty 531.604083 = -1369091.967469 nChanged 3 SP:Iteration 61Q (22156.458000 sec): 3 clusters Score: Raw -1369624.668124 + Penalty 531.604083 = -1369093.064041 nChanged 0 SP:Iteration 62F (22156.648000 sec): 3 clusters Score: Raw -1369624.668124 + Penalty 531.604083 = -1369093.064041 nChanged 0 Trying to split cluster 47 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22156.678000 sec): 2 clusters Score: Raw -6129.167999 + Penalty 173.872555 = -5955.295444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22156.688000 sec): 3 clusters Score: Raw -5800.915122 + Penalty 327.564587 = -5473.350535 nChanged 12 SP:Iteration 1F (22156.688000 sec): 3 clusters Score: Raw -6188.224275 + Penalty 327.564587 = -5860.659689 nChanged 0 Trying to split cluster 50 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22156.708000 sec): 2 clusters Score: Raw -54143.055176 + Penalty 394.432217 = -53748.622959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22156.718000 sec): 3 clusters Score: Raw -54113.735777 + Penalty 781.318911 = -53332.416866 nChanged 78 SP:Iteration 1F (22156.728000 sec): 3 clusters Score: Raw -54275.767400 + Penalty 796.202393 = -53479.565007 nChanged 23 SP:Iteration 2F (22156.738000 sec): 3 clusters Score: Raw -54313.212714 + Penalty 798.153907 = -53515.058807 nChanged 9 SP:Iteration 3Q (22156.748000 sec): 3 clusters Score: Raw -54332.927454 + Penalty 804.778890 = -53528.148564 nChanged 3 SP:Iteration 4Q (22156.758000 sec): 3 clusters Score: Raw -54346.882090 + Penalty 804.778890 = -53542.103201 nChanged 0 SP:Iteration 5F (22156.768000 sec): 3 clusters Score: Raw -54346.882090 + Penalty 804.778890 = -53542.103201 nChanged 0 Trying to split cluster 54 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22156.778000 sec): 2 clusters Score: Raw -7655.698831 + Penalty 437.834561 = -7217.864270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22156.778000 sec): 3 clusters Score: Raw -403.184876 + Penalty 774.259551 = 371.074675 nChanged 14 SP:Iteration 1F (22156.788000 sec): 3 clusters Score: Raw -7504.786613 + Penalty 437.834561 = -7066.952052 nChanged 4 SP:Iteration 2F (22156.788000 sec): 2 clusters Score: Raw -7655.698831 + Penalty 437.834561 = -7217.864270 nChanged 0 Trying to split cluster 55 (2031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22157.048000 sec): 2 clusters Score: Raw -421695.542929 + Penalty 252.867577 = -421442.675352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22157.108000 sec): 3 clusters Score: Raw -420478.611292 + Penalty 512.035636 = -419966.575656 nChanged 876 SP:Iteration 1F (22157.168000 sec): 3 clusters Score: Raw -421060.673394 + Penalty 520.894005 = -420539.779390 nChanged 260 SP:Iteration 2F (22157.228000 sec): 3 clusters Score: Raw -421291.422762 + Penalty 533.663459 = -420757.759304 nChanged 167 SP:Iteration 3F (22157.288000 sec): 3 clusters Score: Raw -421476.618252 + Penalty 548.891142 = -420927.727110 nChanged 136 SP:Iteration 4F (22157.348000 sec): 3 clusters Score: Raw -421589.540162 + Penalty 559.544339 = -421029.995823 nChanged 93 SP:Iteration 5Q (22157.408000 sec): 3 clusters Score: Raw -421658.640659 + Penalty 569.259119 = -421089.381540 nChanged 64 SP:Iteration 6Q (22157.468000 sec): 3 clusters Score: Raw -421711.863667 + Penalty 580.555334 = -421131.308333 nChanged 46 SP:Iteration 7Q (22157.518000 sec): 3 clusters Score: Raw -421751.936086 + Penalty 586.190842 = -421165.745244 nChanged 48 SP:Iteration 8Q (22157.578000 sec): 3 clusters Score: Raw -421802.388184 + Penalty 609.212817 = -421193.175367 nChanged 48 SP:Iteration 9Q (22157.638000 sec): 3 clusters Score: Raw -421849.559061 + Penalty 627.814417 = -421221.744644 nChanged 21 SP:Iteration 10Q (22157.688000 sec): 3 clusters Score: Raw -421883.475041 + Penalty 627.340015 = -421256.135026 nChanged 14 SP:Iteration 11Q (22157.748000 sec): 3 clusters Score: Raw -421905.216630 + Penalty 627.768199 = -421277.448431 nChanged 7 SP:Iteration 12Q (22157.798000 sec): 3 clusters Score: Raw -421911.310372 + Penalty 629.119135 = -421282.191237 nChanged 2 SP:Iteration 13Q (22157.848000 sec): 3 clusters Score: Raw -421914.103162 + Penalty 629.604472 = -421284.498690 nChanged 2 SP:Iteration 14Q (22157.898000 sec): 3 clusters Score: Raw -421915.723587 + Penalty 629.604472 = -421286.119115 nChanged 0 SP:Iteration 15F (22157.958000 sec): 3 clusters Score: Raw -421915.723587 + Penalty 629.604472 = -421286.119115 nChanged 0 Trying to split cluster 57 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22158.028000 sec): 2 clusters Score: Raw -111272.037185 + Penalty 159.672247 = -111112.364938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22158.038000 sec): 3 clusters Score: Raw -111018.699921 + Penalty 317.567525 = -110701.132396 nChanged 212 SP:Iteration 1F (22158.058000 sec): 3 clusters Score: Raw -111154.144335 + Penalty 315.099317 = -110839.045018 nChanged 50 SP:Iteration 2F (22158.068000 sec): 3 clusters Score: Raw -111215.815191 + Penalty 316.716385 = -110899.098806 nChanged 35 SP:Iteration 3F (22158.088000 sec): 3 clusters Score: Raw -111263.955044 + Penalty 318.795670 = -110945.159374 nChanged 22 SP:Iteration 4Q (22158.098000 sec): 3 clusters Score: Raw -111281.868968 + Penalty 320.719418 = -110961.149551 nChanged 14 SP:Iteration 5Q (22158.118000 sec): 3 clusters Score: Raw -111294.295283 + Penalty 324.366972 = -110969.928311 nChanged 11 SP:Iteration 6Q (22158.138000 sec): 3 clusters Score: Raw -111305.239141 + Penalty 326.914760 = -110978.324380 nChanged 10 SP:Iteration 7Q (22158.148000 sec): 3 clusters Score: Raw -111318.204702 + Penalty 330.083735 = -110988.120967 nChanged 12 SP:Iteration 8Q (22158.168000 sec): 3 clusters Score: Raw -111325.984080 + Penalty 333.927875 = -110992.056205 nChanged 8 SP:Iteration 9Q (22158.178000 sec): 3 clusters Score: Raw -111334.780771 + Penalty 337.725154 = -110997.055617 nChanged 10 SP:Iteration 10Q (22158.198000 sec): 3 clusters Score: Raw -111344.740237 + Penalty 339.781330 = -111004.958908 nChanged 6 SP:Iteration 11Q (22158.208000 sec): 3 clusters Score: Raw -111355.344449 + Penalty 339.781330 = -111015.563120 nChanged 0 SP:Iteration 12F (22158.228000 sec): 3 clusters Score: Raw -111355.344449 + Penalty 339.781330 = -111015.563120 nChanged 0 Trying to split cluster 61 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22158.268000 sec): 2 clusters Score: Raw -130131.631099 + Penalty 369.011514 = -129762.619585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22158.298000 sec): 3 clusters Score: Raw -129837.791358 + Penalty 734.871502 = -129102.919856 nChanged 227 SP:Iteration 1F (22158.318000 sec): 3 clusters Score: Raw -130079.080927 + Penalty 733.793845 = -129345.287083 nChanged 96 SP:Iteration 2F (22158.338000 sec): 3 clusters Score: Raw -130204.510697 + Penalty 731.362342 = -129473.148355 nChanged 45 SP:Iteration 3F (22158.358000 sec): 3 clusters Score: Raw -130283.950278 + Penalty 727.109558 = -129556.840720 nChanged 26 SP:Iteration 4Q (22158.368000 sec): 3 clusters Score: Raw -130318.730444 + Penalty 722.507838 = -129596.222606 nChanged 12 SP:Iteration 5Q (22158.388000 sec): 3 clusters Score: Raw -130335.972252 + Penalty 719.493306 = -129616.478946 nChanged 11 SP:Iteration 6Q (22158.408000 sec): 3 clusters Score: Raw -130352.053885 + Penalty 716.331732 = -129635.722154 nChanged 6 SP:Iteration 7Q (22158.428000 sec): 3 clusters Score: Raw -130363.888016 + Penalty 713.742625 = -129650.145391 nChanged 8 SP:Iteration 8Q (22158.448000 sec): 3 clusters Score: Raw -130370.460170 + Penalty 713.333324 = -129657.126846 nChanged 4 SP:Iteration 9Q (22158.468000 sec): 3 clusters Score: Raw -130375.076478 + Penalty 713.244417 = -129661.832061 nChanged 8 SP:Iteration 10Q (22158.488000 sec): 3 clusters Score: Raw -130396.492889 + Penalty 714.349883 = -129682.143005 nChanged 8 SP:Iteration 11Q (22158.508000 sec): 3 clusters Score: Raw -130415.334891 + Penalty 714.834572 = -129700.500319 nChanged 5 SP:Iteration 12Q (22158.518000 sec): 3 clusters Score: Raw -130424.969577 + Penalty 715.071374 = -129709.898203 nChanged 6 SP:Iteration 13Q (22158.538000 sec): 3 clusters Score: Raw -130440.523013 + Penalty 714.700494 = -129725.822519 nChanged 6 SP:Iteration 14Q (22158.558000 sec): 3 clusters Score: Raw -130442.307467 + Penalty 715.468124 = -129726.839343 nChanged 2 SP:Iteration 15Q (22158.578000 sec): 3 clusters Score: Raw -130442.938828 + Penalty 715.468124 = -129727.470704 nChanged 0 SP:Iteration 16F (22158.598000 sec): 3 clusters Score: Raw -130442.938828 + Penalty 715.468124 = -129727.470704 nChanged 0 Trying to split cluster 65 (1606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22158.828000 sec): 2 clusters Score: Raw -331341.260353 + Penalty 482.359316 = -330858.901037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22158.938000 sec): 3 clusters Score: Raw -330518.343821 + Penalty 982.659396 = -329535.684425 nChanged 654 SP:Iteration 1F (22159.058000 sec): 3 clusters Score: Raw -331119.902945 + Penalty 983.713120 = -330136.189824 nChanged 182 SP:Iteration 2F (22159.158000 sec): 3 clusters Score: Raw -331291.847191 + Penalty 990.040044 = -330301.807146 nChanged 109 SP:Iteration 3F (22159.268000 sec): 3 clusters Score: Raw -331403.685450 + Penalty 988.749109 = -330414.936341 nChanged 62 SP:Iteration 4Q (22159.378000 sec): 3 clusters Score: Raw -331463.553888 + Penalty 979.103886 = -330484.450002 nChanged 54 SP:Iteration 5Q (22159.488000 sec): 3 clusters Score: Raw -331521.232397 + Penalty 969.444975 = -330551.787422 nChanged 34 SP:Iteration 6Q (22159.598000 sec): 3 clusters Score: Raw -331548.434629 + Penalty 966.052971 = -330582.381658 nChanged 18 SP:Iteration 7Q (22159.708000 sec): 3 clusters Score: Raw -331556.512787 + Penalty 965.062460 = -330591.450327 nChanged 10 SP:Iteration 8Q (22159.818000 sec): 3 clusters Score: Raw -331562.417624 + Penalty 967.267810 = -330595.149814 nChanged 17 SP:Iteration 9Q (22159.918000 sec): 3 clusters Score: Raw -331582.558680 + Penalty 974.025663 = -330608.533017 nChanged 11 SP:Iteration 10Q (22160.028000 sec): 3 clusters Score: Raw -331607.885341 + Penalty 978.517751 = -330629.367590 nChanged 18 SP:Iteration 11Q (22160.138000 sec): 3 clusters Score: Raw -331635.289856 + Penalty 978.103146 = -330657.186710 nChanged 18 SP:Iteration 12Q (22160.238000 sec): 3 clusters Score: Raw -331650.016016 + Penalty 960.704788 = -330689.311228 nChanged 10 SP:Iteration 13Q (22160.348000 sec): 3 clusters Score: Raw -331657.180291 + Penalty 956.352303 = -330700.827988 nChanged 2 SP:Iteration 14Q (22160.458000 sec): 3 clusters Score: Raw -331661.210291 + Penalty 956.197930 = -330705.012361 nChanged 2 SP:Iteration 15Q (22160.568000 sec): 3 clusters Score: Raw -331661.487612 + Penalty 957.641874 = -330703.845739 nChanged 2 SP:Iteration 16F (22160.688000 sec): 3 clusters Score: Raw -331661.744112 + Penalty 957.641874 = -330704.102239 nChanged 0 Trying to split cluster 67 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22160.768000 sec): 2 clusters Score: Raw -228436.232234 + Penalty 247.708315 = -228188.523919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22160.798000 sec): 3 clusters Score: Raw -227848.617897 + Penalty 508.747077 = -227339.870820 nChanged 458 SP:Iteration 1F (22160.838000 sec): 3 clusters Score: Raw -228286.510057 + Penalty 532.371864 = -227754.138192 nChanged 143 SP:Iteration 2F (22160.868000 sec): 3 clusters Score: Raw -228484.805540 + Penalty 548.046840 = -227936.758700 nChanged 75 SP:Iteration 3F (22160.908000 sec): 3 clusters Score: Raw -228566.650174 + Penalty 558.714018 = -228007.936156 nChanged 29 SP:Iteration 4Q (22160.938000 sec): 3 clusters Score: Raw -228592.923078 + Penalty 561.230834 = -228031.692245 nChanged 22 SP:Iteration 5Q (22160.968000 sec): 3 clusters Score: Raw -228610.858141 + Penalty 562.859336 = -228047.998804 nChanged 4 SP:Iteration 6Q (22160.998000 sec): 3 clusters Score: Raw -228611.877621 + Penalty 562.469388 = -228049.408233 nChanged 4 SP:Iteration 7Q (22161.038000 sec): 3 clusters Score: Raw -228614.886091 + Penalty 562.786390 = -228052.099701 nChanged 4 SP:Iteration 8Q (22161.068000 sec): 3 clusters Score: Raw -228615.993300 + Penalty 562.786390 = -228053.206910 nChanged 0 SP:Iteration 9F (22161.098000 sec): 3 clusters Score: Raw -228615.993300 + Penalty 562.786390 = -228053.206910 nChanged 0 Trying to split cluster 76 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22161.108000 sec): 2 clusters Score: Raw -5042.922095 + Penalty 131.504323 = -4911.417772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22161.108000 sec): 3 clusters Score: Raw -4730.925108 + Penalty 334.032117 = -4396.892991 nChanged 7 SP:Iteration 1F (22161.118000 sec): 3 clusters Score: Raw -4609.219750 + Penalty 365.467941 = -4243.751809 nChanged 3 SP:Iteration 2F (22161.118000 sec): 3 clusters Score: Raw -4752.637100 + Penalty 365.467941 = -4387.169159 nChanged 0 Trying to split cluster 83 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22161.218000 sec): 2 clusters Score: Raw -179770.815149 + Penalty 15247.416395 = -164523.398754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22161.278000 sec): 3 clusters Score: Raw -182012.384229 + Penalty 30489.563066 = -151522.821163 nChanged 178 SP:Iteration 1F (22161.358000 sec): 3 clusters Score: Raw -184624.831814 + Penalty 30489.563066 = -154135.268748 nChanged 0 Trying to split cluster 86 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22161.488000 sec): 2 clusters Score: Raw -214477.169103 + Penalty 8128.417164 = -206348.751939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22161.588000 sec): 3 clusters Score: Raw -214630.840681 + Penalty 16255.188416 = -198375.652265 nChanged 296 SP:Iteration 1F (22161.688000 sec): 3 clusters Score: Raw -215453.904357 + Penalty 16283.359303 = -199170.545054 nChanged 33 SP:Iteration 2Q (22161.788000 sec): 3 clusters Score: Raw -215534.288166 + Penalty 16377.080620 = -199157.207546 nChanged 34 SP:Iteration 3F (22161.888000 sec): 3 clusters Score: Raw -215639.396492 + Penalty 16562.958412 = -199076.438079 nChanged 39 SP:Iteration 4F (22161.988000 sec): 3 clusters Score: Raw -215777.873433 + Penalty 16873.202614 = -198904.670819 nChanged 49 SP:Iteration 5F (22162.088000 sec): 3 clusters Score: Raw -215922.863860 + Penalty 17253.008541 = -198669.855319 nChanged 48 SP:Iteration 6F (22162.188000 sec): 3 clusters Score: Raw -216114.450334 + Penalty 17771.930663 = -198342.519672 nChanged 52 SP:Iteration 7F (22162.298000 sec): 3 clusters Score: Raw -216381.059182 + Penalty 18288.552894 = -198092.506288 nChanged 39 SP:Iteration 8F (22162.398000 sec): 3 clusters Score: Raw -216602.323845 + Penalty 18470.668261 = -198131.655584 nChanged 12 SP:Iteration 9Q (22162.488000 sec): 3 clusters Score: Raw -216666.739344 + Penalty 18483.616707 = -198183.122637 nChanged 1 SP:Iteration 10Q (22162.568000 sec): 3 clusters Score: Raw -216675.270231 + Penalty 18483.616707 = -198191.653524 nChanged 0 SP:Iteration 11F (22162.668000 sec): 3 clusters Score: Raw -216675.270231 + Penalty 18483.616707 = -198191.653524 nChanged 0 Trying to split cluster 94 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22162.738000 sec): 2 clusters Score: Raw -147941.313247 + Penalty 1321.148693 = -146620.164554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22162.788000 sec): 3 clusters Score: Raw -147850.179321 + Penalty 2680.971555 = -145169.207766 nChanged 239 SP:Iteration 1F (22162.828000 sec): 3 clusters Score: Raw -148653.930228 + Penalty 2830.811393 = -145823.118835 nChanged 97 SP:Iteration 2F (22162.868000 sec): 3 clusters Score: Raw -149060.235600 + Penalty 2861.602297 = -146198.633303 nChanged 34 SP:Iteration 3Q (22162.908000 sec): 3 clusters Score: Raw -149152.525048 + Penalty 2852.444339 = -146300.080709 nChanged 11 SP:Iteration 4Q (22162.948000 sec): 3 clusters Score: Raw -149252.265393 + Penalty 2852.444339 = -146399.821054 nChanged 0 SP:Iteration 5F (22162.988000 sec): 3 clusters Score: Raw -149252.265393 + Penalty 2852.444339 = -146399.821054 nChanged 0 Trying to split cluster 96 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22162.998000 sec): 2 clusters Score: Raw -3239.967690 + Penalty 29.278897 = -3210.688793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22162.998000 sec): 3 clusters Score: Raw -727.365050 + Penalty 52.895620 = -674.469429 nChanged 9 SP:Iteration 1F (22162.998000 sec): 3 clusters Score: Raw -3228.801622 + Penalty 29.278897 = -3199.522725 nChanged 4 SP:Iteration 2F (22162.998000 sec): 2 clusters Score: Raw -3239.967690 + Penalty 29.278897 = -3210.688793 nChanged 0 Trying to split cluster 98 (1115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22163.128000 sec): 2 clusters Score: Raw -210084.953807 + Penalty 8903.254699 = -201181.699108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22163.228000 sec): 3 clusters Score: Raw -210394.299487 + Penalty 17749.614300 = -192644.685187 nChanged 281 SP:Iteration 1F (22163.328000 sec): 3 clusters Score: Raw -211263.020573 + Penalty 17702.111914 = -193560.908659 nChanged 40 SP:Iteration 2Q (22163.418000 sec): 3 clusters Score: Raw -211416.170530 + Penalty 17721.154129 = -193695.016402 nChanged 26 SP:Iteration 3Q (22163.508000 sec): 3 clusters Score: Raw -211472.141112 + Penalty 17758.141109 = -193714.000003 nChanged 12 SP:Iteration 4Q (22163.608000 sec): 3 clusters Score: Raw -211498.949825 + Penalty 17813.147279 = -193685.802545 nChanged 18 SP:Iteration 5F (22163.708000 sec): 3 clusters Score: Raw -211557.579827 + Penalty 17874.511641 = -193683.068186 nChanged 24 SP:Iteration 6F (22163.808000 sec): 3 clusters Score: Raw -211632.220122 + Penalty 17952.723236 = -193679.496885 nChanged 21 SP:Iteration 7F (22163.908000 sec): 3 clusters Score: Raw -211686.646623 + Penalty 18033.565235 = -193653.081388 nChanged 13 SP:Iteration 8F (22164.008000 sec): 3 clusters Score: Raw -211730.312347 + Penalty 18066.848332 = -193663.464015 nChanged 8 SP:Iteration 9Q (22164.098000 sec): 3 clusters Score: Raw -211767.810935 + Penalty 18122.739366 = -193645.071568 nChanged 8 SP:Iteration 10F (22164.198000 sec): 3 clusters Score: Raw -211803.165613 + Penalty 18169.294480 = -193633.871133 nChanged 6 SP:Iteration 11F (22164.298000 sec): 3 clusters Score: Raw -211825.990600 + Penalty 18236.244938 = -193589.745662 nChanged 9 SP:Iteration 12F (22164.398000 sec): 3 clusters Score: Raw -211862.168322 + Penalty 18270.387230 = -193591.781093 nChanged 4 SP:Iteration 13Q (22164.488000 sec): 3 clusters Score: Raw -211877.311532 + Penalty 18330.922938 = -193546.388594 nChanged 8 SP:Iteration 14F (22164.588000 sec): 3 clusters Score: Raw -211901.615691 + Penalty 18379.968728 = -193521.646963 nChanged 6 SP:Iteration 15F (22164.688000 sec): 3 clusters Score: Raw -211914.788448 + Penalty 18419.516631 = -193495.271816 nChanged 4 SP:Iteration 16F (22164.788000 sec): 3 clusters Score: Raw -211928.563212 + Penalty 18426.440763 = -193502.122448 nChanged 4 SP:Iteration 17Q (22164.868000 sec): 3 clusters Score: Raw -211946.241316 + Penalty 18443.156602 = -193503.084714 nChanged 2 SP:Iteration 18Q (22164.958000 sec): 3 clusters Score: Raw -211950.779123 + Penalty 18478.262874 = -193472.516249 nChanged 4 SP:Iteration 19F (22165.058000 sec): 3 clusters Score: Raw -211962.784948 + Penalty 18531.575754 = -193431.209195 nChanged 6 SP:Iteration 20F (22165.158000 sec): 3 clusters Score: Raw -211981.050231 + Penalty 18565.269187 = -193415.781044 nChanged 4 SP:Iteration 21F (22165.258000 sec): 3 clusters Score: Raw -211997.621931 + Penalty 18618.438145 = -193379.183786 nChanged 6 SP:Iteration 22F (22165.358000 sec): 3 clusters Score: Raw -212023.813970 + Penalty 18632.646279 = -193391.167691 nChanged 2 SP:Iteration 23Q (22165.438000 sec): 3 clusters Score: Raw -212030.803771 + Penalty 18662.873288 = -193367.930483 nChanged 4 SP:Iteration 24F (22165.538000 sec): 3 clusters Score: Raw -212049.222359 + Penalty 18682.387145 = -193366.835214 nChanged 2 SP:Iteration 25F (22165.638000 sec): 3 clusters Score: Raw -212057.243891 + Penalty 18720.633902 = -193336.609989 nChanged 4 SP:Iteration 26F (22165.738000 sec): 3 clusters Score: Raw -212069.058512 + Penalty 18720.633902 = -193348.424610 nChanged 0 Iteration 109Q (22194.752000 sec): 54 clusters Score: Raw -84017275.451799 + Penalty 109845.484622 = -83907429.967177 nChanged 487 Iteration 110Q (22222.812000 sec): 54 clusters Score: Raw -84017360.367197 + Penalty 109856.319101 = -83907504.048096 nChanged 325 Iteration 111Q (22250.810000 sec): 54 clusters Score: Raw -84017408.135216 + Penalty 109864.518745 = -83907543.616471 nChanged 249 Iteration 112Q (22278.694000 sec): 54 clusters Score: Raw -84017443.180937 + Penalty 109875.924981 = -83907567.255956 nChanged 208 Iteration 113Q (22306.645000 sec): 54 clusters Score: Raw -84017468.236506 + Penalty 109884.835453 = -83907583.401053 nChanged 174 Iteration 114Q (22334.559000 sec): 54 clusters Score: Raw -84017497.148012 + Penalty 109889.548126 = -83907607.599886 nChanged 169 Deleting Class 12 (131 points): Lose 470.919159 but Gain 470.920193 Iteration 115Q (22362.413000 sec): 53 clusters Score: Raw -84017040.805904 + Penalty 109360.933475 = -83907679.872429 nChanged 282 Iteration 116Q (22390.172000 sec): 53 clusters Score: Raw -84017300.486183 + Penalty 109356.298605 = -83907944.187578 nChanged 189 Iteration 117Q (22417.933000 sec): 53 clusters Score: Raw -84017352.190937 + Penalty 109358.511433 = -83907993.679504 nChanged 129 Iteration 118Q (22445.763000 sec): 53 clusters Score: Raw -84017362.440432 + Penalty 109358.709562 = -83908003.730870 nChanged 97 Iteration 119Q (22473.556000 sec): 53 clusters Score: Raw -84017369.590718 + Penalty 109358.295693 = -83908011.295026 nChanged 58 Iteration 120F (22648.517000 sec): 53 clusters Score: Raw -84017440.607081 + Penalty 109345.145666 = -83908095.461415 nChanged 183 Iteration 121Q (22676.484000 sec): 53 clusters Score: Raw -84017506.921458 + Penalty 109342.299104 = -83908164.622354 nChanged 197 Iteration 122Q (22704.484000 sec): 53 clusters Score: Raw -84017545.935592 + Penalty 109341.137944 = -83908204.797649 nChanged 174 Iteration 123Q (22732.435000 sec): 53 clusters Score: Raw -84017578.410093 + Penalty 109340.315619 = -83908238.094474 nChanged 155 Iteration 124Q (22760.307000 sec): 53 clusters Score: Raw -84017603.249644 + Penalty 109340.953628 = -83908262.296016 nChanged 145 Iteration 125Q (22788.228000 sec): 53 clusters Score: Raw -84017621.088210 + Penalty 109341.264660 = -83908279.823549 nChanged 148 Iteration 126Q (22816.085000 sec): 53 clusters Score: Raw -84017639.883327 + Penalty 109340.255631 = -83908299.627696 nChanged 120 Iteration 127Q (22844.027000 sec): 53 clusters Score: Raw -84017650.624350 + Penalty 109340.886346 = -83908309.738003 nChanged 99 Iteration 128Q (22871.897000 sec): 53 clusters Score: Raw -84017663.731432 + Penalty 109338.585987 = -83908325.145445 nChanged 132 Iteration 129Q (22899.850000 sec): 53 clusters Score: Raw -84017682.779951 + Penalty 109340.139958 = -83908342.639993 nChanged 127 Iteration 130Q (22927.741000 sec): 53 clusters Score: Raw -84017698.344366 + Penalty 109338.392257 = -83908359.952109 nChanged 146 Iteration 131Q (22955.657000 sec): 53 clusters Score: Raw -84017717.457059 + Penalty 109335.966057 = -83908381.491002 nChanged 139 Iteration 132Q (22983.600000 sec): 53 clusters Score: Raw -84017731.342977 + Penalty 109334.540935 = -83908396.802042 nChanged 110 Iteration 133Q (23011.464000 sec): 53 clusters Score: Raw -84017740.795920 + Penalty 109334.671816 = -83908406.124104 nChanged 108 Iteration 134Q (23039.323000 sec): 53 clusters Score: Raw -84017750.590196 + Penalty 109335.948135 = -83908414.642061 nChanged 113 Iteration 135Q (23067.217000 sec): 53 clusters Score: Raw -84017761.598585 + Penalty 109335.805706 = -83908425.792879 nChanged 94 Iteration 136Q (23095.148000 sec): 53 clusters Score: Raw -84017768.270942 + Penalty 109336.627608 = -83908431.643334 nChanged 107 Iteration 137Q (23123.044000 sec): 53 clusters Score: Raw -84017775.964615 + Penalty 109336.581029 = -83908439.383586 nChanged 102 Iteration 138Q (23150.973000 sec): 53 clusters Score: Raw -84017783.637478 + Penalty 109338.468376 = -83908445.169101 nChanged 102 Iteration 139Q (23178.825000 sec): 53 clusters Score: Raw -84017791.677842 + Penalty 109337.630694 = -83908454.047148 nChanged 108 Iteration 140F (23354.685000 sec): 53 clusters Score: Raw -84017800.908458 + Penalty 109336.705732 = -83908464.202726 nChanged 108 Iteration 141Q (23382.709000 sec): 53 clusters Score: Raw -84017811.943087 + Penalty 109336.902934 = -83908475.040153 nChanged 116 Iteration 142Q (23410.662000 sec): 53 clusters Score: Raw -84017822.917607 + Penalty 109336.800339 = -83908486.117268 nChanged 106 Iteration 143Q (23438.749000 sec): 53 clusters Score: Raw -84017833.302876 + Penalty 109335.620991 = -83908497.681885 nChanged 114 Iteration 144Q (23466.760000 sec): 53 clusters Score: Raw -84017842.632564 + Penalty 109334.346313 = -83908508.286251 nChanged 91 Iteration 145Q (23494.858000 sec): 53 clusters Score: Raw -84017849.726964 + Penalty 109333.345453 = -83908516.381510 nChanged 116 Iteration 146Q (23522.878000 sec): 53 clusters Score: Raw -84017860.719941 + Penalty 109333.273464 = -83908527.446477 nChanged 114 Iteration 147Q (23550.827000 sec): 53 clusters Score: Raw -84017868.516138 + Penalty 109333.315304 = -83908535.200834 nChanged 116 Iteration 148Q (23578.675000 sec): 53 clusters Score: Raw -84017877.463588 + Penalty 109333.557420 = -83908543.906169 nChanged 90 Iteration 149Q (23606.584000 sec): 53 clusters Score: Raw -84017883.087848 + Penalty 109333.273547 = -83908549.814301 nChanged 55 Iteration 150Q (23634.404000 sec): 53 clusters Score: Raw -84017886.676445 + Penalty 109332.743145 = -83908553.933300 nChanged 59 Iteration 151Q (23662.285000 sec): 53 clusters Score: Raw -84017889.961921 + Penalty 109333.364544 = -83908556.597377 nChanged 65 Iteration 152Q (23690.214000 sec): 53 clusters Score: Raw -84017894.031955 + Penalty 109333.670988 = -83908560.360967 nChanged 76 Iteration 153Q (23718.165000 sec): 53 clusters Score: Raw -84017899.258383 + Penalty 109333.258570 = -83908565.999813 nChanged 89 Iteration 154Q (23746.083000 sec): 53 clusters Score: Raw -84017904.697951 + Penalty 109332.635310 = -83908572.062640 nChanged 96 Iteration 155Q (23774.137000 sec): 53 clusters Score: Raw -84017912.095651 + Penalty 109332.947590 = -83908579.148061 nChanged 123 Iteration 156Q (23802.154000 sec): 53 clusters Score: Raw -84017921.542998 + Penalty 109331.474233 = -83908590.068765 nChanged 117 Iteration 157Q (23830.088000 sec): 53 clusters Score: Raw -84017930.239571 + Penalty 109331.677668 = -83908598.561903 nChanged 103 Iteration 158Q (23857.948000 sec): 53 clusters Score: Raw -84017941.102118 + Penalty 109331.259354 = -83908609.842764 nChanged 134 Iteration 159Q (23885.836000 sec): 53 clusters Score: Raw -84017956.425124 + Penalty 109331.602238 = -83908624.822886 nChanged 119 Iteration 160F (24060.811000 sec): 53 clusters Score: Raw -84017967.105893 + Penalty 109331.664770 = -83908635.441123 nChanged 109 Iteration 161Q (24088.742000 sec): 53 clusters Score: Raw -84017977.775231 + Penalty 109331.171869 = -83908646.603362 nChanged 111 Iteration 162Q (24116.767000 sec): 53 clusters Score: Raw -84017986.066925 + Penalty 109330.599223 = -83908655.467702 nChanged 107 Iteration 163Q (24144.746000 sec): 53 clusters Score: Raw -84017992.852170 + Penalty 109330.847918 = -83908662.004252 nChanged 93 Iteration 164Q (24172.617000 sec): 53 clusters Score: Raw -84017998.118273 + Penalty 109330.913267 = -83908667.205006 nChanged 105 Iteration 165Q (24200.524000 sec): 53 clusters Score: Raw -84018003.809107 + Penalty 109331.046060 = -83908672.763047 nChanged 95 Iteration 166Q (24228.450000 sec): 53 clusters Score: Raw -84018009.934700 + Penalty 109330.581223 = -83908679.353477 nChanged 116 Iteration 167Q (24256.374000 sec): 53 clusters Score: Raw -84018019.899919 + Penalty 109328.689602 = -83908691.210317 nChanged 106 Iteration 168Q (24284.270000 sec): 53 clusters Score: Raw -84018028.418940 + Penalty 109328.479274 = -83908699.939666 nChanged 107 Iteration 169Q (24312.184000 sec): 53 clusters Score: Raw -84018039.261396 + Penalty 109328.285381 = -83908710.976015 nChanged 116 Iteration 170Q (24340.049000 sec): 53 clusters Score: Raw -84018047.521465 + Penalty 109327.147075 = -83908720.374389 nChanged 81 Iteration 171Q (24367.968000 sec): 53 clusters Score: Raw -84018052.904001 + Penalty 109326.618935 = -83908726.285065 nChanged 76 Iteration 172Q (24395.829000 sec): 53 clusters Score: Raw -84018057.414931 + Penalty 109325.542698 = -83908731.872232 nChanged 83 Iteration 173Q (24423.711000 sec): 53 clusters Score: Raw -84018061.673949 + Penalty 109325.258604 = -83908736.415345 nChanged 78 Iteration 174Q (24451.629000 sec): 53 clusters Score: Raw -84018065.080918 + Penalty 109327.239030 = -83908737.841888 nChanged 78 Iteration 175Q (24479.548000 sec): 53 clusters Score: Raw -84018069.974475 + Penalty 109326.906293 = -83908743.068182 nChanged 67 Iteration 176Q (24507.425000 sec): 53 clusters Score: Raw -84018073.102136 + Penalty 109326.112810 = -83908746.989327 nChanged 70 Iteration 177Q (24535.347000 sec): 53 clusters Score: Raw -84018076.561730 + Penalty 109325.819689 = -83908750.742042 nChanged 58 Iteration 178Q (24563.255000 sec): 53 clusters Score: Raw -84018079.091671 + Penalty 109325.134132 = -83908753.957539 nChanged 60 Iteration 179Q (24591.165000 sec): 53 clusters Score: Raw -84018083.128735 + Penalty 109324.252980 = -83908758.875755 nChanged 61 Iteration 180F (24766.690000 sec): 53 clusters Score: Raw -84018089.335750 + Penalty 109324.239415 = -83908765.096335 nChanged 79 Iteration 181Q (24794.652000 sec): 53 clusters Score: Raw -84018094.507771 + Penalty 109323.984050 = -83908770.523721 nChanged 73 Iteration 182Q (24822.558000 sec): 53 clusters Score: Raw -84018097.995170 + Penalty 109323.702527 = -83908774.292643 nChanged 69 Iteration 183Q (24850.539000 sec): 53 clusters Score: Raw -84018100.934450 + Penalty 109323.440900 = -83908777.493549 nChanged 74 Iteration 184Q (24878.618000 sec): 53 clusters Score: Raw -84018104.130943 + Penalty 109325.649233 = -83908778.481710 nChanged 84 Iteration 185Q (24906.682000 sec): 53 clusters Score: Raw -84018108.431408 + Penalty 109326.323788 = -83908782.107620 nChanged 64 Iteration 186Q (24934.707000 sec): 53 clusters Score: Raw -84018111.121241 + Penalty 109326.723387 = -83908784.397854 nChanged 68 Iteration 187Q (24962.763000 sec): 53 clusters Score: Raw -84018113.381897 + Penalty 109326.822794 = -83908786.559103 nChanged 54 Iteration 188Q (24990.763000 sec): 53 clusters Score: Raw -84018115.574635 + Penalty 109326.632067 = -83908788.942568 nChanged 47 Iteration 189Q (25018.726000 sec): 53 clusters Score: Raw -84018117.473630 + Penalty 109326.932982 = -83908790.540648 nChanged 46 Iteration 190Q (25046.576000 sec): 53 clusters Score: Raw -84018119.371296 + Penalty 109327.058967 = -83908792.312329 nChanged 49 Iteration 191Q (25074.512000 sec): 53 clusters Score: Raw -84018121.015128 + Penalty 109327.103433 = -83908793.911694 nChanged 41 Iteration 192Q (25102.441000 sec): 53 clusters Score: Raw -84018122.270859 + Penalty 109327.018453 = -83908795.252406 nChanged 31 Iteration 193Q (25130.340000 sec): 53 clusters Score: Raw -84018123.390058 + Penalty 109326.964985 = -83908796.425073 nChanged 36 Iteration 194Q (25158.234000 sec): 53 clusters Score: Raw -84018124.417333 + Penalty 109327.023420 = -83908797.393913 nChanged 30 Iteration 195Q (25186.199000 sec): 53 clusters Score: Raw -84018124.913586 + Penalty 109327.189508 = -83908797.724077 nChanged 14 Iteration 196Q (25214.061000 sec): 53 clusters Score: Raw -84018125.364591 + Penalty 109327.246795 = -83908798.117795 nChanged 14 Iteration 197Q (25242.013000 sec): 53 clusters Score: Raw -84018125.591663 + Penalty 109327.198169 = -83908798.393493 nChanged 18 Iteration 198Q (25269.955000 sec): 53 clusters Score: Raw -84018125.932424 + Penalty 109327.289905 = -83908798.642520 nChanged 12 Writing temp clu file Because OldScore, -83908798.393493, is greater than current (better) Score,-83908798.642520 Compute initial score before splitting: Score: Raw -84018125.932424 + Penalty 109327.289905 = -83908798.642520 Trying to split cluster 1 (4970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25319.135000 sec): 2 clusters Score: Raw -1053376.138623 + Penalty 189.224400 = -1053186.914223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25319.265000 sec): 3 clusters Score: Raw -1050146.604722 + Penalty 379.067073 = -1049767.537649 nChanged 2308 SP:Iteration 1F (25319.405000 sec): 3 clusters Score: Raw -1051302.042908 + Penalty 379.160396 = -1050922.882512 nChanged 447 SP:Iteration 2F (25319.535000 sec): 3 clusters Score: Raw -1051541.912437 + Penalty 378.532466 = -1051163.379971 nChanged 397 SP:Iteration 3F (25319.675000 sec): 3 clusters Score: Raw -1051826.108212 + Penalty 378.356715 = -1051447.751496 nChanged 381 SP:Iteration 4F (25319.805000 sec): 3 clusters Score: Raw -1052112.242832 + Penalty 378.138596 = -1051734.104235 nChanged 394 SP:Iteration 5F (25319.945000 sec): 3 clusters Score: Raw -1052463.526460 + Penalty 378.458952 = -1052085.067508 nChanged 355 SP:Iteration 6F (25320.085000 sec): 3 clusters Score: Raw -1052776.919811 + Penalty 377.905978 = -1052399.013833 nChanged 222 SP:Iteration 7Q (25320.215000 sec): 3 clusters Score: Raw -1052951.158557 + Penalty 378.533739 = -1052572.624818 nChanged 155 SP:Iteration 8Q (25320.335000 sec): 3 clusters Score: Raw -1053056.683937 + Penalty 381.247435 = -1052675.436502 nChanged 107 SP:Iteration 9Q (25320.465000 sec): 3 clusters Score: Raw -1053131.265103 + Penalty 382.342340 = -1052748.922763 nChanged 70 SP:Iteration 10Q (25320.585000 sec): 3 clusters Score: Raw -1053169.410475 + Penalty 382.531133 = -1052786.879342 nChanged 60 SP:Iteration 11Q (25320.705000 sec): 3 clusters Score: Raw -1053203.512219 + Penalty 380.937994 = -1052822.574225 nChanged 38 SP:Iteration 12Q (25320.825000 sec): 3 clusters Score: Raw -1053220.175546 + Penalty 380.883671 = -1052839.291875 nChanged 32 SP:Iteration 13Q (25320.945000 sec): 3 clusters Score: Raw -1053238.255255 + Penalty 381.436754 = -1052856.818501 nChanged 46 SP:Iteration 14Q (25321.065000 sec): 3 clusters Score: Raw -1053267.855229 + Penalty 384.300876 = -1052883.554352 nChanged 36 SP:Iteration 15Q (25321.185000 sec): 3 clusters Score: Raw -1053297.373984 + Penalty 391.105895 = -1052906.268089 nChanged 42 SP:Iteration 16Q (25321.305000 sec): 3 clusters Score: Raw -1053334.461120 + Penalty 393.644020 = -1052940.817100 nChanged 21 SP:Iteration 17Q (25321.425000 sec): 3 clusters Score: Raw -1053350.814779 + Penalty 396.458021 = -1052954.356759 nChanged 22 SP:Iteration 18Q (25321.545000 sec): 3 clusters Score: Raw -1053363.781627 + Penalty 397.251318 = -1052966.530309 nChanged 21 SP:Iteration 19Q (25321.655000 sec): 3 clusters Score: Raw -1053377.454584 + Penalty 398.972704 = -1052978.481879 nChanged 17 SP:Iteration 20F (25321.795000 sec): 3 clusters Score: Raw -1053387.167771 + Penalty 402.093283 = -1052985.074489 nChanged 10 SP:Iteration 21Q (25321.915000 sec): 3 clusters Score: Raw -1053394.939995 + Penalty 403.362529 = -1052991.577467 nChanged 4 SP:Iteration 22Q (25322.035000 sec): 3 clusters Score: Raw -1053398.992159 + Penalty 403.796388 = -1052995.195771 nChanged 2 SP:Iteration 23Q (25322.145000 sec): 3 clusters Score: Raw -1053399.257085 + Penalty 403.796388 = -1052995.460696 nChanged 0 SP:Iteration 24F (25322.285000 sec): 3 clusters Score: Raw -1053399.257085 + Penalty 403.796388 = -1052995.460696 nChanged 0 Trying to split cluster 2 (1277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25322.385000 sec): 2 clusters Score: Raw -273319.355054 + Penalty 182.407729 = -273136.947325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25322.425000 sec): 3 clusters Score: Raw -272557.813073 + Penalty 364.042468 = -272193.770605 nChanged 573 SP:Iteration 1F (25322.465000 sec): 3 clusters Score: Raw -272962.238490 + Penalty 363.476598 = -272598.761892 nChanged 102 SP:Iteration 2F (25322.505000 sec): 3 clusters Score: Raw -273038.674002 + Penalty 363.852387 = -272674.821615 nChanged 83 SP:Iteration 3F (25322.545000 sec): 3 clusters Score: Raw -273121.257543 + Penalty 363.492301 = -272757.765242 nChanged 91 SP:Iteration 4F (25322.585000 sec): 3 clusters Score: Raw -273216.530539 + Penalty 364.715283 = -272851.815257 nChanged 58 SP:Iteration 5Q (25322.625000 sec): 3 clusters Score: Raw -273268.868937 + Penalty 365.389228 = -272903.479710 nChanged 36 SP:Iteration 6Q (25322.655000 sec): 3 clusters Score: Raw -273287.623664 + Penalty 365.604009 = -272922.019655 nChanged 22 SP:Iteration 7Q (25322.695000 sec): 3 clusters Score: Raw -273302.561381 + Penalty 365.997590 = -272936.563791 nChanged 18 SP:Iteration 8Q (25322.735000 sec): 3 clusters Score: Raw -273313.377865 + Penalty 366.120001 = -272947.257865 nChanged 20 SP:Iteration 9Q (25322.775000 sec): 3 clusters Score: Raw -273322.684650 + Penalty 366.071442 = -272956.613208 nChanged 14 SP:Iteration 10Q (25322.815000 sec): 3 clusters Score: Raw -273326.947612 + Penalty 365.930093 = -272961.017519 nChanged 4 SP:Iteration 11Q (25322.845000 sec): 3 clusters Score: Raw -273328.601453 + Penalty 366.042791 = -272962.558662 nChanged 4 SP:Iteration 12Q (25322.885000 sec): 3 clusters Score: Raw -273329.993848 + Penalty 365.908029 = -272964.085818 nChanged 6 SP:Iteration 13Q (25322.925000 sec): 3 clusters Score: Raw -273332.108874 + Penalty 366.044232 = -272966.064642 nChanged 4 SP:Iteration 14Q (25322.965000 sec): 3 clusters Score: Raw -273332.580167 + Penalty 365.995667 = -272966.584500 nChanged 4 SP:Iteration 15Q (25323.005000 sec): 3 clusters Score: Raw -273333.018138 + Penalty 365.995667 = -272967.022470 nChanged 0 SP:Iteration 16F (25323.045000 sec): 3 clusters Score: Raw -273333.018138 + Penalty 365.995667 = -272967.022470 nChanged 0 Trying to split cluster 3 (1771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25323.215000 sec): 2 clusters Score: Raw -373010.324291 + Penalty 86.911506 = -372923.412785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25323.265000 sec): 3 clusters Score: Raw -371899.148019 + Penalty 235.362750 = -371663.785269 nChanged 818 SP:Iteration 1F (25323.315000 sec): 3 clusters Score: Raw -372920.333522 + Penalty 211.624104 = -372708.709418 nChanged 76 SP:Iteration 2Q (25323.365000 sec): 3 clusters Score: Raw -373000.612284 + Penalty 208.598475 = -372792.013809 nChanged 17 SP:Iteration 3Q (25323.415000 sec): 3 clusters Score: Raw -373012.393547 + Penalty 209.885983 = -372802.507565 nChanged 6 SP:Iteration 4Q (25323.455000 sec): 3 clusters Score: Raw -373021.794819 + Penalty 206.124423 = -372815.670396 nChanged 14 SP:Iteration 5Q (25323.495000 sec): 3 clusters Score: Raw -373073.655134 + Penalty 200.166363 = -372873.488771 nChanged 22 SP:Iteration 6Q (25323.545000 sec): 3 clusters Score: Raw -373094.532785 + Penalty 195.907079 = -372898.625706 nChanged 12 SP:Iteration 7Q (25323.585000 sec): 3 clusters Score: Raw -373102.690572 + Penalty 193.325597 = -372909.364975 nChanged 12 SP:Iteration 8Q (25323.625000 sec): 3 clusters Score: Raw -373111.544543 + Penalty 191.427993 = -372920.116550 nChanged 5 SP:Iteration 9Q (25323.665000 sec): 3 clusters Score: Raw -373112.717864 + Penalty 188.227145 = -372924.490719 nChanged 8 SP:Iteration 10Q (25323.715000 sec): 3 clusters Score: Raw -373115.105690 + Penalty 189.737425 = -372925.368265 nChanged 10 SP:Iteration 11Q (25323.755000 sec): 3 clusters Score: Raw -373118.113483 + Penalty 189.663274 = -372928.450210 nChanged 6 SP:Iteration 12Q (25323.795000 sec): 3 clusters Score: Raw -373121.035137 + Penalty 187.415744 = -372933.619393 nChanged 8 SP:Iteration 13Q (25323.845000 sec): 3 clusters Score: Raw -373122.931336 + Penalty 186.414879 = -372936.516456 nChanged 4 SP:Iteration 14Q (25323.885000 sec): 3 clusters Score: Raw -373123.566110 + Penalty 185.782448 = -372937.783662 nChanged 2 SP:Iteration 15Q (25323.935000 sec): 3 clusters Score: Raw -373123.633023 + Penalty 185.782448 = -372937.850575 nChanged 0 SP:Iteration 16F (25323.985000 sec): 3 clusters Score: Raw -373123.633023 + Penalty 185.782448 = -372937.850575 nChanged 0 Score: Raw -84348339.998717 + Penalty 109497.975826 = -84238842.022891 Splitting cluster 3 changes total score from -83908798.642520 to -84238842.022891 So it's getting split into cluster 12. Trying to split cluster 4 (22233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25504.968000 sec): 2 clusters Score: Raw -4674903.686640 + Penalty 148.541547 = -4674755.145093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25505.608000 sec): 3 clusters Score: Raw -4659934.121228 + Penalty 298.754729 = -4659635.366499 nChanged 10834 SP:Iteration 1F (25506.258000 sec): 3 clusters Score: Raw -4669706.414470 + Penalty 299.995274 = -4669406.419197 nChanged 2125 SP:Iteration 2F (25506.888000 sec): 3 clusters Score: Raw -4671212.262646 + Penalty 301.736457 = -4670910.526189 nChanged 1154 SP:Iteration 3F (25507.528000 sec): 3 clusters Score: Raw -4671886.693146 + Penalty 302.818665 = -4671583.874481 nChanged 728 SP:Iteration 4Q (25508.168000 sec): 3 clusters Score: Raw -4672383.180818 + Penalty 304.215669 = -4672078.965149 nChanged 568 SP:Iteration 5Q (25508.788000 sec): 3 clusters Score: Raw -4672796.868420 + Penalty 305.281891 = -4672491.586529 nChanged 450 SP:Iteration 6Q (25509.398000 sec): 3 clusters Score: Raw -4673110.592447 + Penalty 305.459014 = -4672805.133433 nChanged 422 SP:Iteration 7Q (25510.018000 sec): 3 clusters Score: Raw -4673393.534087 + Penalty 305.515799 = -4673088.018288 nChanged 446 SP:Iteration 8Q (25510.608000 sec): 3 clusters Score: Raw -4673685.705016 + Penalty 305.034135 = -4673380.670881 nChanged 369 SP:Iteration 9Q (25511.198000 sec): 3 clusters Score: Raw -4673892.236907 + Penalty 304.760812 = -4673587.476094 nChanged 322 SP:Iteration 10Q (25511.778000 sec): 3 clusters Score: Raw -4674047.443799 + Penalty 303.925036 = -4673743.518763 nChanged 281 SP:Iteration 11Q (25512.368000 sec): 3 clusters Score: Raw -4674174.708682 + Penalty 304.416378 = -4673870.292303 nChanged 261 SP:Iteration 12Q (25512.958000 sec): 3 clusters Score: Raw -4674274.913070 + Penalty 304.375398 = -4673970.537672 nChanged 176 SP:Iteration 13Q (25513.538000 sec): 3 clusters Score: Raw -4674332.508298 + Penalty 304.527354 = -4674027.980944 nChanged 169 SP:Iteration 14Q (25514.128000 sec): 3 clusters Score: Raw -4674389.712955 + Penalty 304.420717 = -4674085.292238 nChanged 180 SP:Iteration 15Q (25514.708000 sec): 3 clusters Score: Raw -4674437.386021 + Penalty 304.250693 = -4674133.135328 nChanged 157 SP:Iteration 16Q (25515.288000 sec): 3 clusters Score: Raw -4674480.131210 + Penalty 304.286236 = -4674175.844974 nChanged 151 SP:Iteration 17Q (25515.868000 sec): 3 clusters Score: Raw -4674525.006568 + Penalty 304.229283 = -4674220.777285 nChanged 157 SP:Iteration 18Q (25516.438000 sec): 3 clusters Score: Raw -4674564.946886 + Penalty 303.807491 = -4674261.139395 nChanged 117 SP:Iteration 19Q (25517.018000 sec): 3 clusters Score: Raw -4674589.428489 + Penalty 303.516861 = -4674285.911628 nChanged 110 SP:Iteration 20F (25517.659000 sec): 3 clusters Score: Raw -4674625.082117 + Penalty 303.461266 = -4674321.620850 nChanged 88 SP:Iteration 21Q (25518.239000 sec): 3 clusters Score: Raw -4674647.061782 + Penalty 303.441188 = -4674343.620595 nChanged 99 SP:Iteration 22Q (25518.819000 sec): 3 clusters Score: Raw -4674664.906325 + Penalty 303.348751 = -4674361.557574 nChanged 58 SP:Iteration 23Q (25519.399000 sec): 3 clusters Score: Raw -4674673.720534 + Penalty 303.382362 = -4674370.338172 nChanged 53 SP:Iteration 24Q (25519.969000 sec): 3 clusters Score: Raw -4674679.685396 + Penalty 303.633701 = -4674376.051695 nChanged 43 SP:Iteration 25Q (25520.539000 sec): 3 clusters Score: Raw -4674683.523356 + Penalty 303.766447 = -4674379.756909 nChanged 32 SP:Iteration 26Q (25521.119000 sec): 3 clusters Score: Raw -4674685.616243 + Penalty 303.690496 = -4674381.925748 nChanged 22 SP:Iteration 27Q (25521.689000 sec): 3 clusters Score: Raw -4674686.303348 + Penalty 303.688081 = -4674382.615267 nChanged 10 SP:Iteration 28Q (25522.259000 sec): 3 clusters Score: Raw -4674686.427701 + Penalty 303.688081 = -4674382.739621 nChanged 0 SP:Iteration 29F (25522.911000 sec): 3 clusters Score: Raw -4674686.427701 + Penalty 303.688081 = -4674382.739621 nChanged 0 Trying to split cluster 5 (2425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25523.236000 sec): 2 clusters Score: Raw -513009.660686 + Penalty 207.777127 = -512801.883559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25523.306000 sec): 3 clusters Score: Raw -511517.611020 + Penalty 414.113403 = -511103.497617 nChanged 1092 SP:Iteration 1F (25523.376000 sec): 3 clusters Score: Raw -512428.968342 + Penalty 418.747523 = -512010.220819 nChanged 352 SP:Iteration 2F (25523.456000 sec): 3 clusters Score: Raw -512788.027613 + Penalty 420.555521 = -512367.472092 nChanged 184 SP:Iteration 3F (25523.526000 sec): 3 clusters Score: Raw -512952.726574 + Penalty 425.882601 = -512526.843973 nChanged 132 SP:Iteration 4F (25523.596000 sec): 3 clusters Score: Raw -513065.954768 + Penalty 426.629642 = -512639.325125 nChanged 66 SP:Iteration 5Q (25523.666000 sec): 3 clusters Score: Raw -513120.213841 + Penalty 425.724263 = -512694.489578 nChanged 35 SP:Iteration 6Q (25523.736000 sec): 3 clusters Score: Raw -513140.606481 + Penalty 425.011836 = -512715.594645 nChanged 24 SP:Iteration 7Q (25523.796000 sec): 3 clusters Score: Raw -513156.670665 + Penalty 425.656102 = -512731.014563 nChanged 15 SP:Iteration 8Q (25523.866000 sec): 3 clusters Score: Raw -513166.213163 + Penalty 425.796315 = -512740.416848 nChanged 10 SP:Iteration 9Q (25523.926000 sec): 3 clusters Score: Raw -513181.533311 + Penalty 427.228905 = -512754.304407 nChanged 12 SP:Iteration 10Q (25523.996000 sec): 3 clusters Score: Raw -513189.328810 + Penalty 427.698542 = -512761.630268 nChanged 7 SP:Iteration 11Q (25524.056000 sec): 3 clusters Score: Raw -513192.320497 + Penalty 428.056887 = -512764.263611 nChanged 6 SP:Iteration 12Q (25524.126000 sec): 3 clusters Score: Raw -513196.330041 + Penalty 427.220782 = -512769.109259 nChanged 6 SP:Iteration 13Q (25524.186000 sec): 3 clusters Score: Raw -513201.075345 + Penalty 426.261772 = -512774.813574 nChanged 2 SP:Iteration 14Q (25524.246000 sec): 3 clusters Score: Raw -513201.542520 + Penalty 424.519074 = -512777.023446 nChanged 2 SP:Iteration 15Q (25524.316000 sec): 3 clusters Score: Raw -513202.758655 + Penalty 424.697554 = -512778.061101 nChanged 2 SP:Iteration 16Q (25524.376000 sec): 3 clusters Score: Raw -513203.295125 + Penalty 425.097619 = -512778.197505 nChanged 1 SP:Iteration 17Q (25524.436000 sec): 3 clusters Score: Raw -513203.373856 + Penalty 425.097619 = -512778.276237 nChanged 0 SP:Iteration 18F (25524.506000 sec): 3 clusters Score: Raw -513203.373856 + Penalty 425.097619 = -512778.276237 nChanged 0 Trying to split cluster 6 (1000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25524.636000 sec): 2 clusters Score: Raw -209423.983156 + Penalty 327.904137 = -209096.079019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25524.666000 sec): 3 clusters Score: Raw -208947.758231 + Penalty 654.865058 = -208292.893173 nChanged 389 SP:Iteration 1F (25524.696000 sec): 3 clusters Score: Raw -209314.745055 + Penalty 654.185897 = -208660.559158 nChanged 84 SP:Iteration 2F (25524.726000 sec): 3 clusters Score: Raw -209390.036834 + Penalty 653.946690 = -208736.090143 nChanged 28 SP:Iteration 3Q (25524.756000 sec): 3 clusters Score: Raw -209418.438511 + Penalty 654.717535 = -208763.720976 nChanged 25 SP:Iteration 4Q (25524.776000 sec): 3 clusters Score: Raw -209436.170157 + Penalty 655.166285 = -208781.003871 nChanged 16 SP:Iteration 5Q (25524.806000 sec): 3 clusters Score: Raw -209444.299800 + Penalty 655.078314 = -208789.221486 nChanged 9 SP:Iteration 6Q (25524.836000 sec): 3 clusters Score: Raw -209448.129671 + Penalty 654.963726 = -208793.165944 nChanged 8 SP:Iteration 7Q (25524.866000 sec): 3 clusters Score: Raw -209449.493705 + Penalty 654.990714 = -208794.502991 nChanged 4 SP:Iteration 8Q (25524.896000 sec): 3 clusters Score: Raw -209450.183978 + Penalty 655.048781 = -208795.135197 nChanged 4 SP:Iteration 9Q (25524.926000 sec): 3 clusters Score: Raw -209450.928683 + Penalty 655.044279 = -208795.884403 nChanged 2 SP:Iteration 10Q (25524.956000 sec): 3 clusters Score: Raw -209451.272965 + Penalty 654.943703 = -208796.329262 nChanged 2 SP:Iteration 11Q (25524.976000 sec): 3 clusters Score: Raw -209451.795629 + Penalty 654.943703 = -208796.851926 nChanged 0 SP:Iteration 12F (25525.006000 sec): 3 clusters Score: Raw -209451.795629 + Penalty 654.943703 = -208796.851926 nChanged 0 Trying to split cluster 7 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25525.086000 sec): 2 clusters Score: Raw -191384.403692 + Penalty 44.485941 = -191339.917751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25525.106000 sec): 3 clusters Score: Raw -190839.987962 + Penalty 89.605280 = -190750.382682 nChanged 414 SP:Iteration 1F (25525.126000 sec): 3 clusters Score: Raw -191208.579460 + Penalty 89.964001 = -191118.615459 nChanged 52 SP:Iteration 2F (25525.156000 sec): 3 clusters Score: Raw -191266.074605 + Penalty 90.582428 = -191175.492178 nChanged 41 SP:Iteration 3Q (25525.176000 sec): 3 clusters Score: Raw -191289.037247 + Penalty 91.019611 = -191198.017636 nChanged 25 SP:Iteration 4Q (25525.196000 sec): 3 clusters Score: Raw -191299.850099 + Penalty 91.054614 = -191208.795484 nChanged 10 SP:Iteration 5Q (25525.226000 sec): 3 clusters Score: Raw -191304.839918 + Penalty 91.173593 = -191213.666324 nChanged 10 SP:Iteration 6Q (25525.246000 sec): 3 clusters Score: Raw -191312.850582 + Penalty 91.331430 = -191221.519152 nChanged 5 SP:Iteration 7Q (25525.266000 sec): 3 clusters Score: Raw -191317.711782 + Penalty 91.712562 = -191225.999220 nChanged 8 SP:Iteration 8Q (25525.296000 sec): 3 clusters Score: Raw -191321.652702 + Penalty 91.917040 = -191229.735661 nChanged 4 SP:Iteration 9Q (25525.316000 sec): 3 clusters Score: Raw -191323.241192 + Penalty 92.163582 = -191231.077610 nChanged 7 SP:Iteration 10Q (25525.336000 sec): 3 clusters Score: Raw -191326.840012 + Penalty 92.779314 = -191234.060698 nChanged 10 SP:Iteration 11Q (25525.366000 sec): 3 clusters Score: Raw -191331.632299 + Penalty 93.173960 = -191238.458339 nChanged 4 SP:Iteration 12Q (25525.386000 sec): 3 clusters Score: Raw -191332.357774 + Penalty 93.246649 = -191239.111125 nChanged 4 SP:Iteration 13Q (25525.406000 sec): 3 clusters Score: Raw -191333.731414 + Penalty 91.882356 = -191241.849058 nChanged 4 SP:Iteration 14Q (25525.426000 sec): 3 clusters Score: Raw -191333.528659 + Penalty 91.882356 = -191241.646304 nChanged 0 SP:Iteration 15F (25525.456000 sec): 3 clusters Score: Raw -191333.528659 + Penalty 91.882356 = -191241.646304 nChanged 0 Trying to split cluster 8 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25525.506000 sec): 2 clusters Score: Raw -149498.606290 + Penalty 82.971746 = -149415.634544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25525.526000 sec): 3 clusters Score: Raw -149067.700257 + Penalty 181.457794 = -148886.242463 nChanged 327 SP:Iteration 1F (25525.546000 sec): 3 clusters Score: Raw -149431.779664 + Penalty 187.595132 = -149244.184533 nChanged 59 SP:Iteration 2F (25525.566000 sec): 3 clusters Score: Raw -149472.633800 + Penalty 192.640378 = -149279.993422 nChanged 24 SP:Iteration 3Q (25525.586000 sec): 3 clusters Score: Raw -149492.390359 + Penalty 198.401021 = -149293.989338 nChanged 16 SP:Iteration 4Q (25525.606000 sec): 3 clusters Score: Raw -149516.839913 + Penalty 203.820518 = -149313.019396 nChanged 16 SP:Iteration 5Q (25525.626000 sec): 3 clusters Score: Raw -149535.959165 + Penalty 205.990736 = -149329.968429 nChanged 4 SP:Iteration 6Q (25525.636000 sec): 3 clusters Score: Raw -149545.816025 + Penalty 209.808292 = -149336.007733 nChanged 12 SP:Iteration 7Q (25525.656000 sec): 3 clusters Score: Raw -149563.599470 + Penalty 214.225512 = -149349.373958 nChanged 10 SP:Iteration 8Q (25525.676000 sec): 3 clusters Score: Raw -149574.243011 + Penalty 214.700378 = -149359.542633 nChanged 2 SP:Iteration 9Q (25525.696000 sec): 3 clusters Score: Raw -149576.103054 + Penalty 217.036810 = -149359.066244 nChanged 4 SP:Iteration 10F (25525.716000 sec): 3 clusters Score: Raw -149579.185012 + Penalty 217.036810 = -149362.148202 nChanged 0 Trying to split cluster 9 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25525.766000 sec): 2 clusters Score: Raw -155930.047673 + Penalty 471.957536 = -155458.090137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25525.796000 sec): 3 clusters Score: Raw -155601.866399 + Penalty 943.402254 = -154658.464146 nChanged 248 SP:Iteration 1F (25525.816000 sec): 3 clusters Score: Raw -155790.983310 + Penalty 943.793010 = -154847.190300 nChanged 49 SP:Iteration 2F (25525.836000 sec): 3 clusters Score: Raw -155835.043287 + Penalty 944.829901 = -154890.213386 nChanged 30 SP:Iteration 3Q (25525.856000 sec): 3 clusters Score: Raw -155866.236676 + Penalty 946.357733 = -154919.878943 nChanged 15 SP:Iteration 4Q (25525.876000 sec): 3 clusters Score: Raw -155876.457259 + Penalty 948.265228 = -154928.192031 nChanged 12 SP:Iteration 5Q (25525.906000 sec): 3 clusters Score: Raw -155883.843127 + Penalty 948.797965 = -154935.045161 nChanged 4 SP:Iteration 6Q (25525.926000 sec): 3 clusters Score: Raw -155885.644614 + Penalty 948.797965 = -154936.846649 nChanged 0 SP:Iteration 7F (25525.946000 sec): 3 clusters Score: Raw -155885.644614 + Penalty 948.797965 = -154936.846649 nChanged 0 Trying to split cluster 10 (5124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25526.346000 sec): 2 clusters Score: Raw -1090403.966418 + Penalty 119.655500 = -1090284.310917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25526.496000 sec): 3 clusters Score: Raw -1087051.506022 + Penalty 241.307313 = -1086810.198708 nChanged 2370 SP:Iteration 1F (25526.656000 sec): 3 clusters Score: Raw -1088748.068575 + Penalty 241.488559 = -1088506.580017 nChanged 565 SP:Iteration 2F (25526.806000 sec): 3 clusters Score: Raw -1089331.507555 + Penalty 245.821396 = -1089085.686159 nChanged 499 SP:Iteration 3F (25526.956000 sec): 3 clusters Score: Raw -1089892.790013 + Penalty 256.393293 = -1089636.396720 nChanged 315 SP:Iteration 4F (25527.106000 sec): 3 clusters Score: Raw -1090271.912444 + Penalty 287.449385 = -1089984.463058 nChanged 116 SP:Iteration 5Q (25527.246000 sec): 3 clusters Score: Raw -1090422.873035 + Penalty 289.688368 = -1090133.184667 nChanged 12 SP:Iteration 6Q (25527.376000 sec): 3 clusters Score: Raw -1090443.513435 + Penalty 290.658354 = -1090152.855081 nChanged 2 SP:Iteration 7Q (25527.496000 sec): 3 clusters Score: Raw -1090446.612272 + Penalty 290.658354 = -1090155.953918 nChanged 0 SP:Iteration 8F (25527.646000 sec): 3 clusters Score: Raw -1090446.612272 + Penalty 290.658354 = -1090155.953918 nChanged 0 Trying to split cluster 11 (4485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25528.176000 sec): 2 clusters Score: Raw -942153.471887 + Penalty 126.337631 = -942027.134256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25528.296000 sec): 3 clusters Score: Raw -939279.995465 + Penalty 251.754958 = -939028.240507 nChanged 2076 SP:Iteration 1F (25528.416000 sec): 3 clusters Score: Raw -940526.717866 + Penalty 250.568175 = -940276.149691 nChanged 444 SP:Iteration 2F (25528.536000 sec): 3 clusters Score: Raw -940790.527915 + Penalty 250.308605 = -940540.219310 nChanged 285 SP:Iteration 3F (25528.666000 sec): 3 clusters Score: Raw -940951.447418 + Penalty 250.690668 = -940700.756750 nChanged 224 SP:Iteration 4Q (25528.786000 sec): 3 clusters Score: Raw -941079.159461 + Penalty 251.457262 = -940827.702200 nChanged 205 SP:Iteration 5Q (25528.916000 sec): 3 clusters Score: Raw -941227.784121 + Penalty 252.368044 = -940975.416077 nChanged 222 SP:Iteration 6Q (25529.036000 sec): 3 clusters Score: Raw -941391.103225 + Penalty 253.125533 = -941137.977692 nChanged 234 SP:Iteration 7F (25529.156000 sec): 3 clusters Score: Raw -941567.449039 + Penalty 253.372706 = -941314.076334 nChanged 196 SP:Iteration 8Q (25529.276000 sec): 3 clusters Score: Raw -941713.481122 + Penalty 253.325931 = -941460.155191 nChanged 176 SP:Iteration 9Q (25529.396000 sec): 3 clusters Score: Raw -941831.891157 + Penalty 253.135919 = -941578.755238 nChanged 129 SP:Iteration 10Q (25529.516000 sec): 3 clusters Score: Raw -941905.997310 + Penalty 253.175950 = -941652.821361 nChanged 88 SP:Iteration 11Q (25529.636000 sec): 3 clusters Score: Raw -941944.286656 + Penalty 253.130952 = -941691.155705 nChanged 80 SP:Iteration 12Q (25529.756000 sec): 3 clusters Score: Raw -941973.539373 + Penalty 253.143077 = -941720.396296 nChanged 61 SP:Iteration 13Q (25529.866000 sec): 3 clusters Score: Raw -941995.379194 + Penalty 253.031732 = -941742.347462 nChanged 62 SP:Iteration 14Q (25529.986000 sec): 3 clusters Score: Raw -942013.997632 + Penalty 252.853833 = -941761.143798 nChanged 34 SP:Iteration 15Q (25530.106000 sec): 3 clusters Score: Raw -942022.801623 + Penalty 252.647557 = -941770.154065 nChanged 32 SP:Iteration 16Q (25530.216000 sec): 3 clusters Score: Raw -942029.690036 + Penalty 252.496996 = -941777.193041 nChanged 20 SP:Iteration 17Q (25530.336000 sec): 3 clusters Score: Raw -942032.039345 + Penalty 252.298517 = -941779.740829 nChanged 22 SP:Iteration 18Q (25530.446000 sec): 3 clusters Score: Raw -942034.706326 + Penalty 252.177865 = -941782.528461 nChanged 14 SP:Iteration 19Q (25530.556000 sec): 3 clusters Score: Raw -942036.660854 + Penalty 251.868746 = -941784.792108 nChanged 17 SP:Iteration 20F (25530.686000 sec): 3 clusters Score: Raw -942039.420656 + Penalty 251.552302 = -941787.868353 nChanged 19 SP:Iteration 21Q (25530.796000 sec): 3 clusters Score: Raw -942042.885904 + Penalty 251.236258 = -941791.649646 nChanged 29 SP:Iteration 22Q (25530.916000 sec): 3 clusters Score: Raw -942048.523193 + Penalty 251.005937 = -941797.517257 nChanged 26 SP:Iteration 23Q (25531.036000 sec): 3 clusters Score: Raw -942051.983678 + Penalty 250.945934 = -941801.037745 nChanged 19 SP:Iteration 24Q (25531.146000 sec): 3 clusters Score: Raw -942055.292471 + Penalty 250.731719 = -941804.560752 nChanged 21 SP:Iteration 25Q (25531.256000 sec): 3 clusters Score: Raw -942059.292386 + Penalty 250.394014 = -941808.898372 nChanged 24 SP:Iteration 26Q (25531.376000 sec): 3 clusters Score: Raw -942062.297587 + Penalty 250.295039 = -941812.002548 nChanged 10 SP:Iteration 27Q (25531.486000 sec): 3 clusters Score: Raw -942064.027014 + Penalty 250.060052 = -941813.966961 nChanged 15 SP:Iteration 28Q (25531.606000 sec): 3 clusters Score: Raw -942067.623646 + Penalty 249.960601 = -941817.663045 nChanged 18 SP:Iteration 29Q (25531.716000 sec): 3 clusters Score: Raw -942071.306545 + Penalty 249.755355 = -941821.551190 nChanged 14 SP:Iteration 30Q (25531.836000 sec): 3 clusters Score: Raw -942074.409904 + Penalty 249.543918 = -941824.865986 nChanged 19 SP:Iteration 31Q (25531.946000 sec): 3 clusters Score: Raw -942078.420973 + Penalty 249.460791 = -941828.960182 nChanged 14 SP:Iteration 32Q (25532.066000 sec): 3 clusters Score: Raw -942080.181482 + Penalty 249.591384 = -941830.590098 nChanged 12 SP:Iteration 33Q (25532.176000 sec): 3 clusters Score: Raw -942081.620968 + Penalty 249.492056 = -941832.128913 nChanged 18 SP:Iteration 34Q (25532.296000 sec): 3 clusters Score: Raw -942083.615109 + Penalty 249.595061 = -941834.020048 nChanged 15 SP:Iteration 35Q (25532.406000 sec): 3 clusters Score: Raw -942085.078713 + Penalty 249.704219 = -941835.374494 nChanged 13 SP:Iteration 36Q (25532.516000 sec): 3 clusters Score: Raw -942086.194608 + Penalty 249.842633 = -941836.351975 nChanged 10 SP:Iteration 37Q (25532.626000 sec): 3 clusters Score: Raw -942087.404637 + Penalty 249.974435 = -941837.430202 nChanged 9 SP:Iteration 38Q (25532.746000 sec): 3 clusters Score: Raw -942089.416834 + Penalty 250.129347 = -941839.287487 nChanged 12 SP:Iteration 39Q (25532.856000 sec): 3 clusters Score: Raw -942091.437255 + Penalty 250.383706 = -941841.053548 nChanged 13 SP:Iteration 40F (25532.976000 sec): 3 clusters Score: Raw -942092.525781 + Penalty 250.435297 = -941842.090484 nChanged 5 SP:Iteration 41Q (25533.096000 sec): 3 clusters Score: Raw -942093.066383 + Penalty 250.550793 = -941842.515590 nChanged 10 SP:Iteration 42Q (25533.206000 sec): 3 clusters Score: Raw -942093.934314 + Penalty 250.750681 = -941843.183633 nChanged 10 SP:Iteration 43Q (25533.316000 sec): 3 clusters Score: Raw -942094.737213 + Penalty 250.262358 = -941844.474855 nChanged 9 SP:Iteration 44Q (25533.426000 sec): 3 clusters Score: Raw -942095.634438 + Penalty 250.091155 = -941845.543283 nChanged 12 SP:Iteration 45Q (25533.536000 sec): 3 clusters Score: Raw -942099.513066 + Penalty 250.033549 = -941849.479517 nChanged 20 SP:Iteration 46Q (25533.646000 sec): 3 clusters Score: Raw -942104.388850 + Penalty 249.864349 = -941854.524501 nChanged 18 SP:Iteration 47Q (25533.766000 sec): 3 clusters Score: Raw -942107.062457 + Penalty 249.298425 = -941857.764033 nChanged 20 SP:Iteration 48Q (25533.876000 sec): 3 clusters Score: Raw -942112.624274 + Penalty 249.179649 = -941863.444625 nChanged 22 SP:Iteration 49Q (25533.986000 sec): 3 clusters Score: Raw -942117.460547 + Penalty 248.820496 = -941868.640052 nChanged 24 SP:Iteration 50Q (25534.096000 sec): 3 clusters Score: Raw -942119.946757 + Penalty 248.957997 = -941870.988760 nChanged 8 SP:Iteration 51Q (25534.206000 sec): 3 clusters Score: Raw -942120.458091 + Penalty 249.042765 = -941871.415326 nChanged 10 SP:Iteration 52Q (25534.316000 sec): 3 clusters Score: Raw -942120.872131 + Penalty 249.046856 = -941871.825275 nChanged 4 SP:Iteration 53Q (25534.426000 sec): 3 clusters Score: Raw -942120.998080 + Penalty 249.046856 = -941871.951224 nChanged 0 SP:Iteration 54F (25534.546000 sec): 3 clusters Score: Raw -942120.998080 + Penalty 249.046856 = -941871.951224 nChanged 0 Trying to split cluster 13 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25534.566000 sec): 2 clusters Score: Raw -20896.259159 + Penalty 62.049472 = -20834.209687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25534.566000 sec): 3 clusters Score: Raw -20854.250799 + Penalty 121.236592 = -20733.014207 nChanged 31 SP:Iteration 1F (25534.576000 sec): 3 clusters Score: Raw -20881.373129 + Penalty 123.073536 = -20758.299594 nChanged 6 SP:Iteration 2F (25534.576000 sec): 3 clusters Score: Raw -20892.201766 + Penalty 123.011933 = -20769.189833 nChanged 4 SP:Iteration 3Q (25534.586000 sec): 3 clusters Score: Raw -20871.680419 + Penalty 114.561309 = -20757.119111 nChanged 10 SP:Iteration 4F (25534.586000 sec): 3 clusters Score: Raw -20894.743595 + Penalty 90.321127 = -20804.422469 nChanged 2 SP:Iteration 5Q (25534.586000 sec): 3 clusters Score: Raw -20892.282476 + Penalty 62.049472 = -20830.233004 nChanged 2 SP:Iteration 6Q (25534.596000 sec): 2 clusters Score: Raw -20896.259159 + Penalty 62.049472 = -20834.209687 nChanged 0 SP:Iteration 7F (25534.596000 sec): 2 clusters Score: Raw -20896.259159 + Penalty 62.049472 = -20834.209687 nChanged 0 Trying to split cluster 14 (3261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25535.106000 sec): 2 clusters Score: Raw -670754.151714 + Penalty 1093.815727 = -669660.335986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25535.286000 sec): 3 clusters Score: Raw -668984.513855 + Penalty 2331.438243 = -666653.075612 nChanged 1289 SP:Iteration 1F (25535.466000 sec): 3 clusters Score: Raw -670425.590629 + Penalty 2574.474375 = -667851.116255 nChanged 437 SP:Iteration 2F (25535.646000 sec): 3 clusters Score: Raw -671102.610239 + Penalty 2749.131944 = -668353.478295 nChanged 233 SP:Iteration 3F (25535.846000 sec): 3 clusters Score: Raw -671468.527354 + Penalty 2807.967392 = -668660.559961 nChanged 107 SP:Iteration 4Q (25536.036000 sec): 3 clusters Score: Raw -671627.461487 + Penalty 2853.845256 = -668773.616231 nChanged 73 SP:Iteration 5Q (25536.216000 sec): 3 clusters Score: Raw -671715.129501 + Penalty 2849.610342 = -668865.519159 nChanged 24 SP:Iteration 6Q (25536.396000 sec): 3 clusters Score: Raw -671735.633189 + Penalty 2836.166559 = -668899.466630 nChanged 9 SP:Iteration 7Q (25536.566000 sec): 3 clusters Score: Raw -671741.796424 + Penalty 2833.309245 = -668908.487179 nChanged 2 SP:Iteration 8Q (25536.756000 sec): 3 clusters Score: Raw -671742.674558 + Penalty 2837.819208 = -668904.855350 nChanged 2 SP:Iteration 9F (25536.946000 sec): 3 clusters Score: Raw -671743.392161 + Penalty 2842.960497 = -668900.431664 nChanged 6 SP:Iteration 10F (25537.146000 sec): 3 clusters Score: Raw -671747.450950 + Penalty 2847.164836 = -668900.286113 nChanged 4 SP:Iteration 11F (25537.336000 sec): 3 clusters Score: Raw -671750.023879 + Penalty 2848.912865 = -668901.111015 nChanged 2 SP:Iteration 12Q (25537.516000 sec): 3 clusters Score: Raw -671750.523606 + Penalty 2848.912865 = -668901.610741 nChanged 0 SP:Iteration 13F (25537.716000 sec): 3 clusters Score: Raw -671750.523606 + Penalty 2848.912865 = -668901.610741 nChanged 0 Trying to split cluster 15 (5735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25538.136000 sec): 2 clusters Score: Raw -1210983.851019 + Penalty 237.762836 = -1210746.088183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25538.306000 sec): 3 clusters Score: Raw -1207238.783894 + Penalty 470.691659 = -1206768.092235 nChanged 2679 SP:Iteration 1F (25538.476000 sec): 3 clusters Score: Raw -1208976.335290 + Penalty 467.734897 = -1208508.600393 nChanged 899 SP:Iteration 2F (25538.646000 sec): 3 clusters Score: Raw -1209872.012545 + Penalty 466.569046 = -1209405.443498 nChanged 532 SP:Iteration 3F (25538.816000 sec): 3 clusters Score: Raw -1210517.372853 + Penalty 492.250806 = -1210025.122047 nChanged 307 SP:Iteration 4F (25538.986000 sec): 3 clusters Score: Raw -1210885.187464 + Penalty 543.568689 = -1210341.618775 nChanged 110 SP:Iteration 5Q (25539.146000 sec): 3 clusters Score: Raw -1210999.864867 + Penalty 576.839777 = -1210423.025090 nChanged 49 SP:Iteration 6Q (25539.296000 sec): 3 clusters Score: Raw -1211030.244808 + Penalty 604.985548 = -1210425.259260 nChanged 22 SP:Iteration 7Q (25539.436000 sec): 3 clusters Score: Raw -1211047.988203 + Penalty 630.291496 = -1210417.696707 nChanged 17 SP:Iteration 8F (25539.606000 sec): 3 clusters Score: Raw -1211061.351322 + Penalty 640.741117 = -1210420.610205 nChanged 12 SP:Iteration 9Q (25539.756000 sec): 3 clusters Score: Raw -1211076.148283 + Penalty 648.584288 = -1210427.563994 nChanged 6 SP:Iteration 10Q (25539.896000 sec): 3 clusters Score: Raw -1211082.088696 + Penalty 657.446884 = -1210424.641813 nChanged 4 SP:Iteration 11F (25540.066000 sec): 3 clusters Score: Raw -1211085.142600 + Penalty 671.865519 = -1210413.277081 nChanged 6 SP:Iteration 12F (25540.236000 sec): 3 clusters Score: Raw -1211090.316964 + Penalty 684.707173 = -1210405.609791 nChanged 6 SP:Iteration 13F (25540.406000 sec): 3 clusters Score: Raw -1211095.725241 + Penalty 689.910101 = -1210405.815140 nChanged 4 SP:Iteration 14Q (25540.546000 sec): 3 clusters Score: Raw -1211098.029472 + Penalty 693.330274 = -1210404.699198 nChanged 4 SP:Iteration 15F (25540.716000 sec): 3 clusters Score: Raw -1211101.133274 + Penalty 694.960075 = -1210406.173200 nChanged 2 SP:Iteration 16Q (25540.866000 sec): 3 clusters Score: Raw -1211102.461058 + Penalty 694.960075 = -1210407.500984 nChanged 0 SP:Iteration 17F (25541.036000 sec): 3 clusters Score: Raw -1211102.461058 + Penalty 694.960075 = -1210407.500984 nChanged 0 Trying to split cluster 16 (2045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25541.276000 sec): 2 clusters Score: Raw -438254.084352 + Penalty 223.787184 = -438030.297168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25541.326000 sec): 3 clusters Score: Raw -437000.225121 + Penalty 446.845053 = -436553.380068 nChanged 914 SP:Iteration 1F (25541.386000 sec): 3 clusters Score: Raw -437534.541863 + Penalty 448.389867 = -437086.151996 nChanged 227 SP:Iteration 2F (25541.446000 sec): 3 clusters Score: Raw -437642.908372 + Penalty 450.616279 = -437192.292092 nChanged 127 SP:Iteration 3F (25541.496000 sec): 3 clusters Score: Raw -437725.694895 + Penalty 452.519579 = -437273.175316 nChanged 113 SP:Iteration 4F (25541.556000 sec): 3 clusters Score: Raw -437807.251125 + Penalty 454.552632 = -437352.698493 nChanged 93 SP:Iteration 5Q (25541.606000 sec): 3 clusters Score: Raw -437915.409256 + Penalty 456.334987 = -437459.074269 nChanged 94 SP:Iteration 6Q (25541.666000 sec): 3 clusters Score: Raw -438016.240883 + Penalty 458.391876 = -437557.849006 nChanged 80 SP:Iteration 7Q (25541.716000 sec): 3 clusters Score: Raw -438082.994141 + Penalty 459.992115 = -437623.002026 nChanged 67 SP:Iteration 8Q (25541.766000 sec): 3 clusters Score: Raw -438137.769483 + Penalty 462.613567 = -437675.155915 nChanged 41 SP:Iteration 9Q (25541.826000 sec): 3 clusters Score: Raw -438159.418393 + Penalty 462.762583 = -437696.655810 nChanged 35 SP:Iteration 10Q (25541.876000 sec): 3 clusters Score: Raw -438181.693937 + Penalty 464.156159 = -437717.537778 nChanged 24 SP:Iteration 11Q (25541.926000 sec): 3 clusters Score: Raw -438192.298249 + Penalty 463.996405 = -437728.301843 nChanged 16 SP:Iteration 12Q (25541.986000 sec): 3 clusters Score: Raw -438199.807002 + Penalty 464.411035 = -437735.395966 nChanged 12 SP:Iteration 13Q (25542.036000 sec): 3 clusters Score: Raw -438205.088009 + Penalty 464.584763 = -437740.503246 nChanged 16 SP:Iteration 14Q (25542.086000 sec): 3 clusters Score: Raw -438213.691345 + Penalty 464.751438 = -437748.939908 nChanged 12 SP:Iteration 15Q (25542.136000 sec): 3 clusters Score: Raw -438221.012724 + Penalty 465.017374 = -437755.995349 nChanged 10 SP:Iteration 16Q (25542.186000 sec): 3 clusters Score: Raw -438223.545315 + Penalty 466.484208 = -437757.061107 nChanged 11 SP:Iteration 17Q (25542.236000 sec): 3 clusters Score: Raw -438228.240464 + Penalty 467.778014 = -437760.462450 nChanged 11 SP:Iteration 18Q (25542.286000 sec): 3 clusters Score: Raw -438236.950260 + Penalty 469.222031 = -437767.728229 nChanged 14 SP:Iteration 19Q (25542.336000 sec): 3 clusters Score: Raw -438247.113071 + Penalty 471.135781 = -437775.977289 nChanged 12 SP:Iteration 20F (25542.396000 sec): 3 clusters Score: Raw -438252.076808 + Penalty 473.401966 = -437778.674842 nChanged 12 SP:Iteration 21Q (25542.446000 sec): 3 clusters Score: Raw -438256.493476 + Penalty 474.797252 = -437781.696224 nChanged 6 SP:Iteration 22Q (25542.496000 sec): 3 clusters Score: Raw -438258.382544 + Penalty 477.685779 = -437780.696765 nChanged 12 SP:Iteration 23F (25542.556000 sec): 3 clusters Score: Raw -438264.068514 + Penalty 480.441021 = -437783.627493 nChanged 14 SP:Iteration 24Q (25542.606000 sec): 3 clusters Score: Raw -438269.890358 + Penalty 483.751635 = -437786.138723 nChanged 12 SP:Iteration 25Q (25542.656000 sec): 3 clusters Score: Raw -438276.136340 + Penalty 486.819486 = -437789.316854 nChanged 10 SP:Iteration 26Q (25542.706000 sec): 3 clusters Score: Raw -438280.305221 + Penalty 486.826845 = -437793.478375 nChanged 8 SP:Iteration 27Q (25542.756000 sec): 3 clusters Score: Raw -438284.623032 + Penalty 487.991153 = -437796.631879 nChanged 4 SP:Iteration 28Q (25542.806000 sec): 3 clusters Score: Raw -438285.642708 + Penalty 487.991153 = -437797.651554 nChanged 0 SP:Iteration 29F (25542.856000 sec): 3 clusters Score: Raw -438285.642708 + Penalty 487.991153 = -437797.651554 nChanged 0 Trying to split cluster 17 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25542.946000 sec): 2 clusters Score: Raw -184532.843129 + Penalty 67.212511 = -184465.630618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25542.966000 sec): 3 clusters Score: Raw -184014.906357 + Penalty 136.669330 = -183878.237027 nChanged 368 SP:Iteration 1F (25542.996000 sec): 3 clusters Score: Raw -184287.780037 + Penalty 143.070370 = -184144.709668 nChanged 104 SP:Iteration 2F (25543.016000 sec): 3 clusters Score: Raw -184377.586682 + Penalty 148.852627 = -184228.734054 nChanged 68 SP:Iteration 3F (25543.036000 sec): 3 clusters Score: Raw -184462.753638 + Penalty 160.119015 = -184302.634623 nChanged 46 SP:Iteration 4F (25543.066000 sec): 3 clusters Score: Raw -184524.557567 + Penalty 165.083254 = -184359.474313 nChanged 24 SP:Iteration 5Q (25543.086000 sec): 3 clusters Score: Raw -184549.517119 + Penalty 168.901567 = -184380.615552 nChanged 8 SP:Iteration 6Q (25543.116000 sec): 3 clusters Score: Raw -184556.715229 + Penalty 170.406861 = -184386.308368 nChanged 2 SP:Iteration 7Q (25543.136000 sec): 3 clusters Score: Raw -184557.073997 + Penalty 170.845543 = -184386.228454 nChanged 2 SP:Iteration 8F (25543.166000 sec): 3 clusters Score: Raw -184557.447515 + Penalty 170.845543 = -184386.601972 nChanged 0 Trying to split cluster 18 (2086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25543.376000 sec): 2 clusters Score: Raw -438635.135211 + Penalty 153.612055 = -438481.523157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25543.426000 sec): 3 clusters Score: Raw -437393.318816 + Penalty 310.975712 = -437082.343104 nChanged 936 SP:Iteration 1F (25543.486000 sec): 3 clusters Score: Raw -438093.546276 + Penalty 314.196312 = -437779.349964 nChanged 193 SP:Iteration 2F (25543.546000 sec): 3 clusters Score: Raw -438246.162232 + Penalty 316.081815 = -437930.080416 nChanged 145 SP:Iteration 3F (25543.596000 sec): 3 clusters Score: Raw -438326.623673 + Penalty 317.247567 = -438009.376105 nChanged 107 SP:Iteration 4F (25543.656000 sec): 3 clusters Score: Raw -438419.744065 + Penalty 318.934120 = -438100.809946 nChanged 69 SP:Iteration 5Q (25543.716000 sec): 3 clusters Score: Raw -438490.904737 + Penalty 316.583137 = -438174.321600 nChanged 62 SP:Iteration 6Q (25543.766000 sec): 3 clusters Score: Raw -438537.606055 + Penalty 316.741801 = -438220.864255 nChanged 29 SP:Iteration 7Q (25543.826000 sec): 3 clusters Score: Raw -438553.517206 + Penalty 316.615028 = -438236.902178 nChanged 18 SP:Iteration 8Q (25543.876000 sec): 3 clusters Score: Raw -438563.837004 + Penalty 316.735695 = -438247.101309 nChanged 8 SP:Iteration 9Q (25543.936000 sec): 3 clusters Score: Raw -438567.940188 + Penalty 317.092248 = -438250.847940 nChanged 8 SP:Iteration 10Q (25543.986000 sec): 3 clusters Score: Raw -438572.230669 + Penalty 317.389842 = -438254.840828 nChanged 8 SP:Iteration 11Q (25544.036000 sec): 3 clusters Score: Raw -438578.358070 + Penalty 316.979943 = -438261.378127 nChanged 6 SP:Iteration 12Q (25544.096000 sec): 3 clusters Score: Raw -438582.321650 + Penalty 317.306607 = -438265.015043 nChanged 8 SP:Iteration 13Q (25544.146000 sec): 3 clusters Score: Raw -438584.518303 + Penalty 317.297899 = -438267.220405 nChanged 8 SP:Iteration 14Q (25544.206000 sec): 3 clusters Score: Raw -438586.582036 + Penalty 317.475561 = -438269.106475 nChanged 4 SP:Iteration 15Q (25544.256000 sec): 3 clusters Score: Raw -438587.216905 + Penalty 317.303537 = -438269.913367 nChanged 4 SP:Iteration 16Q (25544.316000 sec): 3 clusters Score: Raw -438587.663351 + Penalty 317.482248 = -438270.181103 nChanged 2 SP:Iteration 17Q (25544.366000 sec): 3 clusters Score: Raw -438587.691043 + Penalty 317.482248 = -438270.208794 nChanged 0 SP:Iteration 18F (25544.416000 sec): 3 clusters Score: Raw -438587.691043 + Penalty 317.482248 = -438270.208794 nChanged 0 Trying to split cluster 19 (233770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25590.397000 sec): 2 clusters Score: Raw -49025848.086873 + Penalty 156.223405 = -49025691.863468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25609.722000 sec): 3 clusters Score: Raw -48865040.695389 + Penalty 312.873544 = -48864727.821845 nChanged 115648 SP:Iteration 1F (25629.067000 sec): 3 clusters Score: Raw -48920379.156959 + Penalty 313.775496 = -48920065.381463 nChanged 28428 SP:Iteration 2F (25647.230000 sec): 3 clusters Score: Raw -48929119.823606 + Penalty 316.432442 = -48928803.391165 nChanged 16118 SP:Iteration 3F (25663.791000 sec): 3 clusters Score: Raw -48938023.054933 + Penalty 323.178338 = -48937699.876595 nChanged 19747 SP:Iteration 4F (25679.626000 sec): 3 clusters Score: Raw -48954883.469007 + Penalty 333.728623 = -48954549.740384 nChanged 19817 SP:Iteration 5F (25694.937000 sec): 3 clusters Score: Raw -48970397.696549 + Penalty 347.109379 = -48970050.587170 nChanged 18203 SP:Iteration 6F (25710.699000 sec): 3 clusters Score: Raw -48986307.013099 + Penalty 361.240089 = -48985945.773011 nChanged 14963 SP:Iteration 7F (25726.824000 sec): 3 clusters Score: Raw -49003042.572443 + Penalty 365.930164 = -49002676.642279 nChanged 8661 SP:Iteration 8Q (25742.683000 sec): 3 clusters Score: Raw -49016936.418045 + Penalty 360.734277 = -49016575.683768 nChanged 3351 SP:Iteration 9Q (25757.980000 sec): 3 clusters Score: Raw -49020906.255496 + Penalty 356.761261 = -49020549.494235 nChanged 2230 SP:Iteration 10Q (25773.143000 sec): 3 clusters Score: Raw -49022528.881247 + Penalty 352.594453 = -49022176.286795 nChanged 1618 SP:Iteration 11Q (25788.277000 sec): 3 clusters Score: Raw -49023372.187104 + Penalty 348.565464 = -49023023.621640 nChanged 1297 SP:Iteration 12Q (25803.370000 sec): 3 clusters Score: Raw -49023954.061030 + Penalty 344.998591 = -49023609.062438 nChanged 1112 SP:Iteration 13Q (25818.467000 sec): 3 clusters Score: Raw -49024346.227683 + Penalty 342.349261 = -49024003.878422 nChanged 872 SP:Iteration 14Q (25833.577000 sec): 3 clusters Score: Raw -49024619.929350 + Penalty 340.257562 = -49024279.671788 nChanged 733 SP:Iteration 15Q (25848.717000 sec): 3 clusters Score: Raw -49024813.531841 + Penalty 338.814249 = -49024474.717592 nChanged 557 SP:Iteration 16Q (25863.822000 sec): 3 clusters Score: Raw -49024933.170421 + Penalty 337.460696 = -49024595.709726 nChanged 496 SP:Iteration 17Q (25878.945000 sec): 3 clusters Score: Raw -49025021.417124 + Penalty 337.364129 = -49024684.052994 nChanged 412 SP:Iteration 18Q (25894.071000 sec): 3 clusters Score: Raw -49025079.899919 + Penalty 337.410500 = -49024742.489419 nChanged 356 SP:Iteration 19Q (25909.213000 sec): 3 clusters Score: Raw -49025120.671471 + Penalty 337.299249 = -49024783.372222 nChanged 307 SP:Iteration 20F (25925.476000 sec): 3 clusters Score: Raw -49025153.726796 + Penalty 337.033156 = -49024816.693640 nChanged 284 SP:Iteration 21Q (25940.617000 sec): 3 clusters Score: Raw -49025183.061160 + Penalty 337.006159 = -49024846.055002 nChanged 260 SP:Iteration 22Q (25955.715000 sec): 3 clusters Score: Raw -49025209.892196 + Penalty 336.917705 = -49024872.974491 nChanged 241 SP:Iteration 23Q (25970.887000 sec): 3 clusters Score: Raw -49025233.592158 + Penalty 336.557882 = -49024897.034276 nChanged 221 SP:Iteration 24Q (25985.995000 sec): 3 clusters Score: Raw -49025251.199336 + Penalty 336.692474 = -49024914.506862 nChanged 211 SP:Iteration 25Q (26001.161000 sec): 3 clusters Score: Raw -49025268.328793 + Penalty 336.457195 = -49024931.871598 nChanged 223 SP:Iteration 26Q (26016.322000 sec): 3 clusters Score: Raw -49025287.969039 + Penalty 336.295017 = -49024951.674021 nChanged 221 SP:Iteration 27Q (26031.533000 sec): 3 clusters Score: Raw -49025306.265934 + Penalty 336.882008 = -49024969.383926 nChanged 222 SP:Iteration 28Q (26046.634000 sec): 3 clusters Score: Raw -49025326.170190 + Penalty 336.953423 = -49024989.216767 nChanged 222 SP:Iteration 29Q (26061.745000 sec): 3 clusters Score: Raw -49025344.154480 + Penalty 337.197772 = -49025006.956708 nChanged 205 SP:Iteration 30Q (26076.895000 sec): 3 clusters Score: Raw -49025361.219473 + Penalty 336.959940 = -49025024.259533 nChanged 208 SP:Iteration 31Q (26092.060000 sec): 3 clusters Score: Raw -49025378.960879 + Penalty 337.189455 = -49025041.771424 nChanged 198 SP:Iteration 32Q (26107.190000 sec): 3 clusters Score: Raw -49025394.850850 + Penalty 337.186314 = -49025057.664536 nChanged 178 SP:Iteration 33Q (26122.358000 sec): 3 clusters Score: Raw -49025412.247467 + Penalty 337.199207 = -49025075.048260 nChanged 225 SP:Iteration 34Q (26137.510000 sec): 3 clusters Score: Raw -49025434.782357 + Penalty 336.757730 = -49025098.024627 nChanged 199 SP:Iteration 35Q (26152.682000 sec): 3 clusters Score: Raw -49025453.575576 + Penalty 336.980183 = -49025116.595393 nChanged 174 SP:Iteration 36Q (26167.839000 sec): 3 clusters Score: Raw -49025466.292531 + Penalty 337.024871 = -49025129.267660 nChanged 142 SP:Iteration 37Q (26182.979000 sec): 3 clusters Score: Raw -49025476.550048 + Penalty 337.242962 = -49025139.307086 nChanged 150 SP:Iteration 38Q (26198.143000 sec): 3 clusters Score: Raw -49025485.664469 + Penalty 337.500850 = -49025148.163619 nChanged 127 SP:Iteration 39Q (26213.329000 sec): 3 clusters Score: Raw -49025493.784867 + Penalty 337.466603 = -49025156.318265 nChanged 142 SP:Iteration 40F (26229.711000 sec): 3 clusters Score: Raw -49025505.523366 + Penalty 337.508690 = -49025168.014675 nChanged 183 SP:Iteration 41Q (26244.919000 sec): 3 clusters Score: Raw -49025520.868861 + Penalty 337.682606 = -49025183.186254 nChanged 209 SP:Iteration 42Q (26260.113000 sec): 3 clusters Score: Raw -49025542.583316 + Penalty 337.861385 = -49025204.721932 nChanged 214 SP:Iteration 43Q (26275.320000 sec): 3 clusters Score: Raw -49025564.440057 + Penalty 338.030510 = -49025226.409547 nChanged 206 SP:Iteration 44Q (26290.480000 sec): 3 clusters Score: Raw -49025582.237321 + Penalty 338.259138 = -49025243.978183 nChanged 145 SP:Iteration 45Q (26305.679000 sec): 3 clusters Score: Raw -49025593.024004 + Penalty 338.205536 = -49025254.818468 nChanged 155 SP:Iteration 46Q (26320.791000 sec): 3 clusters Score: Raw -49025604.592116 + Penalty 338.467615 = -49025266.124500 nChanged 155 SP:Iteration 47Q (26335.971000 sec): 3 clusters Score: Raw -49025617.326121 + Penalty 338.700130 = -49025278.625991 nChanged 153 SP:Iteration 48Q (26351.142000 sec): 3 clusters Score: Raw -49025630.329512 + Penalty 338.728372 = -49025291.601140 nChanged 158 SP:Iteration 49Q (26366.292000 sec): 3 clusters Score: Raw -49025643.926987 + Penalty 338.912276 = -49025305.014711 nChanged 150 SP:Iteration 50Q (26381.477000 sec): 3 clusters Score: Raw -49025656.268538 + Penalty 339.027750 = -49025317.240788 nChanged 145 SP:Iteration 51Q (26396.657000 sec): 3 clusters Score: Raw -49025667.840310 + Penalty 339.185556 = -49025328.654754 nChanged 134 SP:Iteration 52Q (26411.822000 sec): 3 clusters Score: Raw -49025678.224256 + Penalty 339.077829 = -49025339.146427 nChanged 106 SP:Iteration 53Q (26427.033000 sec): 3 clusters Score: Raw -49025686.478590 + Penalty 338.544472 = -49025347.934118 nChanged 129 SP:Iteration 54Q (26442.210000 sec): 3 clusters Score: Raw -49025697.508941 + Penalty 338.682563 = -49025358.826377 nChanged 140 SP:Iteration 55Q (26457.397000 sec): 3 clusters Score: Raw -49025709.931654 + Penalty 338.524128 = -49025371.407525 nChanged 125 SP:Iteration 56Q (26472.579000 sec): 3 clusters Score: Raw -49025719.544057 + Penalty 338.185984 = -49025381.358073 nChanged 100 SP:Iteration 57Q (26487.790000 sec): 3 clusters Score: Raw -49025725.284293 + Penalty 337.882106 = -49025387.402187 nChanged 91 SP:Iteration 58Q (26502.954000 sec): 3 clusters Score: Raw -49025730.852733 + Penalty 337.985266 = -49025392.867467 nChanged 86 SP:Iteration 59Q (26518.176000 sec): 3 clusters Score: Raw -49025735.357952 + Penalty 338.023538 = -49025397.334414 nChanged 69 SP:Iteration 60F (26534.546000 sec): 3 clusters Score: Raw -49025739.496537 + Penalty 338.338394 = -49025401.158144 nChanged 81 SP:Iteration 61Q (26549.799000 sec): 3 clusters Score: Raw -49025743.952170 + Penalty 338.419297 = -49025405.532873 nChanged 96 SP:Iteration 62Q (26565.006000 sec): 3 clusters Score: Raw -49025749.439062 + Penalty 338.985437 = -49025410.453626 nChanged 83 SP:Iteration 63Q (26580.238000 sec): 3 clusters Score: Raw -49025755.298806 + Penalty 339.072700 = -49025416.226105 nChanged 84 SP:Iteration 64Q (26595.442000 sec): 3 clusters Score: Raw -49025762.006958 + Penalty 339.021438 = -49025422.985519 nChanged 92 SP:Iteration 65Q (26610.666000 sec): 3 clusters Score: Raw -49025769.603017 + Penalty 338.880621 = -49025430.722396 nChanged 70 SP:Iteration 66Q (26625.851000 sec): 3 clusters Score: Raw -49025774.461766 + Penalty 339.248890 = -49025435.212876 nChanged 75 SP:Iteration 67Q (26641.044000 sec): 3 clusters Score: Raw -49025778.536443 + Penalty 339.287710 = -49025439.248732 nChanged 49 SP:Iteration 68Q (26656.257000 sec): 3 clusters Score: Raw -49025781.111220 + Penalty 339.373787 = -49025441.737433 nChanged 56 SP:Iteration 69Q (26671.480000 sec): 3 clusters Score: Raw -49025783.798463 + Penalty 339.656755 = -49025444.141708 nChanged 51 SP:Iteration 70Q (26686.661000 sec): 3 clusters Score: Raw -49025786.444295 + Penalty 339.876057 = -49025446.568237 nChanged 55 SP:Iteration 71Q (26701.854000 sec): 3 clusters Score: Raw -49025789.240145 + Penalty 339.815847 = -49025449.424299 nChanged 58 SP:Iteration 72Q (26717.020000 sec): 3 clusters Score: Raw -49025792.010961 + Penalty 339.680009 = -49025452.330952 nChanged 45 SP:Iteration 73Q (26732.235000 sec): 3 clusters Score: Raw -49025793.983900 + Penalty 339.616469 = -49025454.367431 nChanged 44 SP:Iteration 74Q (26747.436000 sec): 3 clusters Score: Raw -49025797.055795 + Penalty 339.872794 = -49025457.183001 nChanged 51 SP:Iteration 75Q (26762.673000 sec): 3 clusters Score: Raw -49025800.247777 + Penalty 339.948293 = -49025460.299484 nChanged 63 SP:Iteration 76Q (26777.893000 sec): 3 clusters Score: Raw -49025803.436608 + Penalty 340.136674 = -49025463.299933 nChanged 58 SP:Iteration 77Q (26793.103000 sec): 3 clusters Score: Raw -49025806.797526 + Penalty 340.008965 = -49025466.788561 nChanged 62 SP:Iteration 78Q (26808.323000 sec): 3 clusters Score: Raw -49025810.849110 + Penalty 340.038129 = -49025470.810981 nChanged 69 SP:Iteration 79Q (26823.590000 sec): 3 clusters Score: Raw -49025816.661845 + Penalty 340.417709 = -49025476.244137 nChanged 86 SP:Iteration 80F (26839.945000 sec): 3 clusters Score: Raw -49025824.091908 + Penalty 340.712576 = -49025483.379332 nChanged 80 SP:Iteration 81Q (26855.185000 sec): 3 clusters Score: Raw -49025830.592991 + Penalty 341.003600 = -49025489.589392 nChanged 83 SP:Iteration 82Q (26870.407000 sec): 3 clusters Score: Raw -49025838.253179 + Penalty 341.387332 = -49025496.865847 nChanged 98 SP:Iteration 83Q (26885.658000 sec): 3 clusters Score: Raw -49025846.645545 + Penalty 341.747000 = -49025504.898545 nChanged 66 SP:Iteration 84Q (26900.849000 sec): 3 clusters Score: Raw -49025852.912325 + Penalty 342.124169 = -49025510.788157 nChanged 85 SP:Iteration 85Q (26916.029000 sec): 3 clusters Score: Raw -49025859.839141 + Penalty 342.403728 = -49025517.435412 nChanged 79 SP:Iteration 86Q (26931.247000 sec): 3 clusters Score: Raw -49025866.343839 + Penalty 342.637249 = -49025523.706590 nChanged 89 SP:Iteration 87Q (26946.487000 sec): 3 clusters Score: Raw -49025874.628151 + Penalty 343.501307 = -49025531.126844 nChanged 93 SP:Iteration 88Q (26961.688000 sec): 3 clusters Score: Raw -49025885.052746 + Penalty 344.226488 = -49025540.826258 nChanged 107 SP:Iteration 89Q (26976.896000 sec): 3 clusters Score: Raw -49025894.615280 + Penalty 344.244296 = -49025550.370983 nChanged 69 SP:Iteration 90Q (26992.086000 sec): 3 clusters Score: Raw -49025900.934567 + Penalty 344.910777 = -49025556.023790 nChanged 62 SP:Iteration 91Q (27007.295000 sec): 3 clusters Score: Raw -49025905.768245 + Penalty 345.900124 = -49025559.868121 nChanged 52 SP:Iteration 92Q (27022.478000 sec): 3 clusters Score: Raw -49025909.555698 + Penalty 346.794384 = -49025562.761314 nChanged 57 SP:Iteration 93Q (27037.773000 sec): 3 clusters Score: Raw -49025913.000088 + Penalty 347.223257 = -49025565.776830 nChanged 55 SP:Iteration 94Q (27052.983000 sec): 3 clusters Score: Raw -49025917.410119 + Penalty 347.485781 = -49025569.924338 nChanged 71 SP:Iteration 95Q (27068.199000 sec): 3 clusters Score: Raw -49025922.254686 + Penalty 347.672157 = -49025574.582529 nChanged 51 SP:Iteration 96Q (27083.414000 sec): 3 clusters Score: Raw -49025925.700577 + Penalty 347.605146 = -49025578.095431 nChanged 41 SP:Iteration 97Q (27098.644000 sec): 3 clusters Score: Raw -49025928.383850 + Penalty 348.473454 = -49025579.910396 nChanged 50 SP:Iteration 98Q (27113.840000 sec): 3 clusters Score: Raw -49025931.621706 + Penalty 348.960877 = -49025582.660829 nChanged 43 SP:Iteration 99Q (27129.010000 sec): 3 clusters Score: Raw -49025933.838276 + Penalty 348.816664 = -49025585.021612 nChanged 36 SP:Iteration 100F (27145.388000 sec): 3 clusters Score: Raw -49025936.070073 + Penalty 348.739021 = -49025587.331052 nChanged 37 SP:Iteration 101Q (27160.568000 sec): 3 clusters Score: Raw -49025938.330052 + Penalty 348.919192 = -49025589.410860 nChanged 43 SP:Iteration 102Q (27175.746000 sec): 3 clusters Score: Raw -49025941.436375 + Penalty 348.681317 = -49025592.755058 nChanged 44 SP:Iteration 103Q (27190.968000 sec): 3 clusters Score: Raw -49025944.580908 + Penalty 348.966141 = -49025595.614767 nChanged 47 SP:Iteration 104Q (27206.169000 sec): 3 clusters Score: Raw -49025946.901039 + Penalty 349.149174 = -49025597.751865 nChanged 30 SP:Iteration 105Q (27221.409000 sec): 3 clusters Score: Raw -49025948.244775 + Penalty 349.223342 = -49025599.021433 nChanged 27 SP:Iteration 106Q (27236.622000 sec): 3 clusters Score: Raw -49025949.303142 + Penalty 349.610789 = -49025599.692353 nChanged 20 SP:Iteration 107Q (27251.845000 sec): 3 clusters Score: Raw -49025949.962620 + Penalty 350.065460 = -49025599.897160 nChanged 20 SP:Iteration 108Q (27267.045000 sec): 3 clusters Score: Raw -49025950.661446 + Penalty 350.169188 = -49025600.492259 nChanged 22 SP:Iteration 109Q (27282.278000 sec): 3 clusters Score: Raw -49025951.265701 + Penalty 350.453461 = -49025600.812240 nChanged 20 SP:Iteration 110Q (27297.467000 sec): 3 clusters Score: Raw -49025951.825312 + Penalty 350.649945 = -49025601.175367 nChanged 14 SP:Iteration 111Q (27312.738000 sec): 3 clusters Score: Raw -49025952.159938 + Penalty 350.862771 = -49025601.297167 nChanged 14 SP:Iteration 112Q (27327.914000 sec): 3 clusters Score: Raw -49025952.442585 + Penalty 351.089613 = -49025601.352972 nChanged 12 SP:Iteration 113Q (27343.141000 sec): 3 clusters Score: Raw -49025952.730780 + Penalty 351.322723 = -49025601.408058 nChanged 12 SP:Iteration 114Q (27358.354000 sec): 3 clusters Score: Raw -49025952.892858 + Penalty 351.521621 = -49025601.371237 nChanged 8 SP:Iteration 115F (27374.836000 sec): 3 clusters Score: Raw -49025953.010586 + Penalty 351.807823 = -49025601.202763 nChanged 12 SP:Iteration 116F (27391.323000 sec): 3 clusters Score: Raw -49025953.185851 + Penalty 351.915824 = -49025601.270027 nChanged 4 SP:Iteration 117Q (27406.578000 sec): 3 clusters Score: Raw -49025953.247034 + Penalty 352.170029 = -49025601.077005 nChanged 10 SP:Iteration 118F (27423.041000 sec): 3 clusters Score: Raw -49025953.413626 + Penalty 352.229100 = -49025601.184526 nChanged 6 SP:Iteration 119Q (27438.301000 sec): 3 clusters Score: Raw -49025953.526062 + Penalty 352.301571 = -49025601.224491 nChanged 7 SP:Iteration 120F (27454.691000 sec): 3 clusters Score: Raw -49025953.771316 + Penalty 352.159986 = -49025601.611330 nChanged 18 SP:Iteration 121Q (27469.953000 sec): 3 clusters Score: Raw -49025954.940638 + Penalty 352.367168 = -49025602.573471 nChanged 22 SP:Iteration 122Q (27485.165000 sec): 3 clusters Score: Raw -49025956.698506 + Penalty 352.055810 = -49025604.642696 nChanged 27 SP:Iteration 123Q (27500.435000 sec): 3 clusters Score: Raw -49025958.877110 + Penalty 351.775042 = -49025607.102068 nChanged 26 SP:Iteration 124Q (27515.665000 sec): 3 clusters Score: Raw -49025960.741736 + Penalty 351.654417 = -49025609.087319 nChanged 28 SP:Iteration 125Q (27530.880000 sec): 3 clusters Score: Raw -49025962.224730 + Penalty 351.320811 = -49025610.903919 nChanged 28 SP:Iteration 126Q (27546.109000 sec): 3 clusters Score: Raw -49025963.687986 + Penalty 351.436071 = -49025612.251915 nChanged 35 SP:Iteration 127Q (27561.356000 sec): 3 clusters Score: Raw -49025966.188428 + Penalty 350.698432 = -49025615.489997 nChanged 37 SP:Iteration 128Q (27576.548000 sec): 3 clusters Score: Raw -49025968.580492 + Penalty 350.177570 = -49025618.402922 nChanged 39 SP:Iteration 129Q (27591.817000 sec): 3 clusters Score: Raw -49025973.772698 + Penalty 349.456034 = -49025624.316664 nChanged 40 SP:Iteration 130Q (27607.041000 sec): 3 clusters Score: Raw -49025978.236153 + Penalty 348.768795 = -49025629.467358 nChanged 33 SP:Iteration 131Q (27622.255000 sec): 3 clusters Score: Raw -49025980.204808 + Penalty 348.684088 = -49025631.520720 nChanged 21 SP:Iteration 132Q (27637.465000 sec): 3 clusters Score: Raw -49025981.185965 + Penalty 348.574828 = -49025632.611137 nChanged 31 SP:Iteration 133Q (27652.730000 sec): 3 clusters Score: Raw -49025982.717473 + Penalty 348.319367 = -49025634.398106 nChanged 33 SP:Iteration 134Q (27667.991000 sec): 3 clusters Score: Raw -49025984.627448 + Penalty 349.153203 = -49025635.474244 nChanged 41 SP:Iteration 135Q (27683.250000 sec): 3 clusters Score: Raw -49025987.180364 + Penalty 349.720563 = -49025637.459801 nChanged 37 SP:Iteration 136Q (27698.486000 sec): 3 clusters Score: Raw -49025989.312939 + Penalty 350.142681 = -49025639.170258 nChanged 40 SP:Iteration 137Q (27713.737000 sec): 3 clusters Score: Raw -49025991.648946 + Penalty 349.911256 = -49025641.737690 nChanged 36 SP:Iteration 138Q (27728.977000 sec): 3 clusters Score: Raw -49025993.691399 + Penalty 350.162514 = -49025643.528885 nChanged 28 SP:Iteration 139Q (27744.247000 sec): 3 clusters Score: Raw -49025995.144476 + Penalty 350.261027 = -49025644.883449 nChanged 29 SP:Iteration 140F (27760.701000 sec): 3 clusters Score: Raw -49025996.738684 + Penalty 349.842156 = -49025646.896528 nChanged 29 SP:Iteration 141Q (27775.903000 sec): 3 clusters Score: Raw -49025998.314062 + Penalty 349.860361 = -49025648.453701 nChanged 28 SP:Iteration 142Q (27791.111000 sec): 3 clusters Score: Raw -49026000.479038 + Penalty 350.216535 = -49025650.262502 nChanged 34 SP:Iteration 143Q (27806.330000 sec): 3 clusters Score: Raw -49026002.355569 + Penalty 350.069251 = -49025652.286318 nChanged 18 SP:Iteration 144Q (27821.531000 sec): 3 clusters Score: Raw -49026002.895075 + Penalty 349.595502 = -49025653.299572 nChanged 12 SP:Iteration 145Q (27836.752000 sec): 3 clusters Score: Raw -49026003.523418 + Penalty 349.221222 = -49025654.302196 nChanged 20 SP:Iteration 146Q (27851.963000 sec): 3 clusters Score: Raw -49026004.465998 + Penalty 349.219623 = -49025655.246375 nChanged 16 SP:Iteration 147Q (27867.217000 sec): 3 clusters Score: Raw -49026005.059804 + Penalty 349.361043 = -49025655.698761 nChanged 14 SP:Iteration 148Q (27882.428000 sec): 3 clusters Score: Raw -49026005.510381 + Penalty 349.474436 = -49025656.035945 nChanged 11 SP:Iteration 149Q (27897.631000 sec): 3 clusters Score: Raw -49026005.856405 + Penalty 349.743811 = -49025656.112594 nChanged 16 SP:Iteration 150Q (27912.823000 sec): 3 clusters Score: Raw -49026006.475084 + Penalty 349.838489 = -49025656.636594 nChanged 28 SP:Iteration 151Q (27928.069000 sec): 3 clusters Score: Raw -49026007.788688 + Penalty 349.906148 = -49025657.882540 nChanged 18 SP:Iteration 152Q (27943.250000 sec): 3 clusters Score: Raw -49026008.515059 + Penalty 350.492157 = -49025658.022902 nChanged 22 SP:Iteration 153Q (27958.483000 sec): 3 clusters Score: Raw -49026009.390310 + Penalty 351.276962 = -49025658.113348 nChanged 21 SP:Iteration 154Q (27973.712000 sec): 3 clusters Score: Raw -49026010.346630 + Penalty 351.737958 = -49025658.608672 nChanged 18 SP:Iteration 155Q (27988.972000 sec): 3 clusters Score: Raw -49026011.232418 + Penalty 351.952278 = -49025659.280141 nChanged 20 SP:Iteration 156Q (28004.175000 sec): 3 clusters Score: Raw -49026012.205341 + Penalty 352.250152 = -49025659.955189 nChanged 20 SP:Iteration 157Q (28019.437000 sec): 3 clusters Score: Raw -49026012.799825 + Penalty 352.040618 = -49025660.759207 nChanged 17 SP:Iteration 158Q (28034.652000 sec): 3 clusters Score: Raw -49026013.580455 + Penalty 352.243218 = -49025661.337237 nChanged 14 SP:Iteration 159Q (28049.875000 sec): 3 clusters Score: Raw -49026014.360574 + Penalty 352.180745 = -49025662.179829 nChanged 14 SP:Iteration 160F (28066.257000 sec): 3 clusters Score: Raw -49026015.008313 + Penalty 352.390161 = -49025662.618152 nChanged 12 SP:Iteration 161Q (28081.479000 sec): 3 clusters Score: Raw -49026015.542307 + Penalty 352.448581 = -49025663.093726 nChanged 24 SP:Iteration 162Q (28096.698000 sec): 3 clusters Score: Raw -49026017.843788 + Penalty 353.374250 = -49025664.469538 nChanged 29 SP:Iteration 163Q (28111.894000 sec): 3 clusters Score: Raw -49026019.229647 + Penalty 353.890560 = -49025665.339086 nChanged 13 SP:Iteration 164Q (28127.081000 sec): 3 clusters Score: Raw -49026019.728125 + Penalty 354.637515 = -49025665.090610 nChanged 18 SP:Iteration 165F (28143.459000 sec): 3 clusters Score: Raw -49026020.748371 + Penalty 355.424381 = -49025665.323990 nChanged 26 SP:Iteration 166Q (28158.673000 sec): 3 clusters Score: Raw -49026022.225368 + Penalty 356.068045 = -49025666.157323 nChanged 23 SP:Iteration 167Q (28173.846000 sec): 3 clusters Score: Raw -49026023.289119 + Penalty 356.405161 = -49025666.883958 nChanged 17 SP:Iteration 168Q (28189.055000 sec): 3 clusters Score: Raw -49026023.963013 + Penalty 356.927580 = -49025667.035433 nChanged 15 SP:Iteration 169Q (28204.297000 sec): 3 clusters Score: Raw -49026024.425686 + Penalty 356.796245 = -49025667.629441 nChanged 8 SP:Iteration 170Q (28219.505000 sec): 3 clusters Score: Raw -49026024.517707 + Penalty 356.937281 = -49025667.580426 nChanged 4 SP:Iteration 171F (28235.923000 sec): 3 clusters Score: Raw -49026024.558002 + Penalty 356.906789 = -49025667.651212 nChanged 4 SP:Iteration 172Q (28251.111000 sec): 3 clusters Score: Raw -49026024.575562 + Penalty 356.906789 = -49025667.668773 nChanged 0 SP:Iteration 173F (28267.467000 sec): 3 clusters Score: Raw -49026024.575562 + Penalty 356.906789 = -49025667.668773 nChanged 0 Trying to split cluster 20 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28267.697000 sec): 2 clusters Score: Raw -53218.604151 + Penalty 86.473038 = -53132.131113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28267.707000 sec): 3 clusters Score: Raw -53100.721792 + Penalty 175.940120 = -52924.781672 nChanged 101 SP:Iteration 1F (28267.717000 sec): 3 clusters Score: Raw -53191.767807 + Penalty 178.079943 = -53013.687865 nChanged 22 SP:Iteration 2F (28267.727000 sec): 3 clusters Score: Raw -53213.521701 + Penalty 183.245887 = -53030.275814 nChanged 16 SP:Iteration 3F (28267.727000 sec): 3 clusters Score: Raw -53226.288333 + Penalty 183.680877 = -53042.607456 nChanged 6 SP:Iteration 4Q (28267.737000 sec): 3 clusters Score: Raw -53243.203858 + Penalty 185.181742 = -53058.022117 nChanged 4 SP:Iteration 5Q (28267.747000 sec): 3 clusters Score: Raw -53246.328394 + Penalty 188.156710 = -53058.171683 nChanged 4 SP:Iteration 6Q (28267.757000 sec): 3 clusters Score: Raw -53248.600258 + Penalty 189.862704 = -53058.737554 nChanged 2 SP:Iteration 7Q (28267.767000 sec): 3 clusters Score: Raw -53249.317443 + Penalty 189.862704 = -53059.454739 nChanged 0 SP:Iteration 8F (28267.777000 sec): 3 clusters Score: Raw -53249.317443 + Penalty 189.862704 = -53059.454739 nChanged 0 Trying to split cluster 21 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28267.887000 sec): 2 clusters Score: Raw -206547.675579 + Penalty 112.541718 = -206435.133861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28267.917000 sec): 3 clusters Score: Raw -205988.305289 + Penalty 224.279652 = -205764.025637 nChanged 399 SP:Iteration 1F (28267.947000 sec): 3 clusters Score: Raw -206301.116474 + Penalty 226.966498 = -206074.149976 nChanged 148 SP:Iteration 2F (28267.977000 sec): 3 clusters Score: Raw -206550.352159 + Penalty 225.283180 = -206325.068979 nChanged 78 SP:Iteration 3F (28268.007000 sec): 3 clusters Score: Raw -206606.976513 + Penalty 223.566785 = -206383.409728 nChanged 36 SP:Iteration 4Q (28268.037000 sec): 3 clusters Score: Raw -206636.269630 + Penalty 222.288440 = -206413.981189 nChanged 31 SP:Iteration 5Q (28268.067000 sec): 3 clusters Score: Raw -206648.261625 + Penalty 221.673062 = -206426.588563 nChanged 14 SP:Iteration 6Q (28268.087000 sec): 3 clusters Score: Raw -206654.025289 + Penalty 220.767857 = -206433.257432 nChanged 16 SP:Iteration 7Q (28268.117000 sec): 3 clusters Score: Raw -206659.631037 + Penalty 220.251790 = -206439.379247 nChanged 16 SP:Iteration 8Q (28268.137000 sec): 3 clusters Score: Raw -206666.664798 + Penalty 219.262278 = -206447.402521 nChanged 16 SP:Iteration 9Q (28268.167000 sec): 3 clusters Score: Raw -206696.121901 + Penalty 218.371848 = -206477.750053 nChanged 22 SP:Iteration 10Q (28268.187000 sec): 3 clusters Score: Raw -206751.672320 + Penalty 217.627456 = -206534.044864 nChanged 19 SP:Iteration 11Q (28268.217000 sec): 3 clusters Score: Raw -206811.687588 + Penalty 217.048951 = -206594.638637 nChanged 8 SP:Iteration 12Q (28268.237000 sec): 3 clusters Score: Raw -206843.198430 + Penalty 215.263620 = -206627.934810 nChanged 10 SP:Iteration 13Q (28268.267000 sec): 3 clusters Score: Raw -206869.396569 + Penalty 215.141510 = -206654.255060 nChanged 4 SP:Iteration 14Q (28268.287000 sec): 3 clusters Score: Raw -206870.650675 + Penalty 215.141510 = -206655.509166 nChanged 0 SP:Iteration 15F (28268.317000 sec): 3 clusters Score: Raw -206870.650675 + Penalty 215.141510 = -206655.509166 nChanged 0 Score: Raw -84348662.971455 + Penalty 109689.893401 = -84238973.078054 Splitting cluster 21 changes total score from -83908798.642520 to -84238973.078054 So it's getting split into cluster 36. Trying to split cluster 22 (4210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28448.829000 sec): 2 clusters Score: Raw -891316.416467 + Penalty 291.525535 = -891024.890932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28448.949000 sec): 3 clusters Score: Raw -888606.436913 + Penalty 587.537256 = -888018.899656 nChanged 1906 SP:Iteration 1F (28449.079000 sec): 3 clusters Score: Raw -889804.755413 + Penalty 591.508073 = -889213.247340 nChanged 599 SP:Iteration 2F (28449.199000 sec): 3 clusters Score: Raw -890241.432196 + Penalty 593.997360 = -889647.434836 nChanged 306 SP:Iteration 3F (28449.319000 sec): 3 clusters Score: Raw -890522.087001 + Penalty 594.145461 = -889927.941540 nChanged 204 SP:Iteration 4Q (28449.439000 sec): 3 clusters Score: Raw -890671.681374 + Penalty 596.697597 = -890074.983777 nChanged 166 SP:Iteration 5Q (28449.569000 sec): 3 clusters Score: Raw -890775.225397 + Penalty 602.322966 = -890172.902431 nChanged 128 SP:Iteration 6Q (28449.689000 sec): 3 clusters Score: Raw -890851.789187 + Penalty 605.089497 = -890246.699690 nChanged 127 SP:Iteration 7Q (28449.799000 sec): 3 clusters Score: Raw -890936.096921 + Penalty 610.423134 = -890325.673787 nChanged 138 SP:Iteration 8Q (28449.919000 sec): 3 clusters Score: Raw -891031.796389 + Penalty 609.735671 = -890422.060718 nChanged 129 SP:Iteration 9Q (28450.029000 sec): 3 clusters Score: Raw -891135.563415 + Penalty 604.677803 = -890530.885612 nChanged 108 SP:Iteration 10Q (28450.149000 sec): 3 clusters Score: Raw -891233.003087 + Penalty 617.997013 = -890615.006075 nChanged 83 SP:Iteration 11Q (28450.259000 sec): 3 clusters Score: Raw -891303.535763 + Penalty 636.797145 = -890666.738617 nChanged 56 SP:Iteration 12Q (28450.369000 sec): 3 clusters Score: Raw -891354.918291 + Penalty 646.235690 = -890708.682601 nChanged 35 SP:Iteration 13Q (28450.469000 sec): 3 clusters Score: Raw -891389.773139 + Penalty 682.651641 = -890707.121498 nChanged 30 SP:Iteration 14F (28450.599000 sec): 3 clusters Score: Raw -891421.083367 + Penalty 701.027387 = -890720.055980 nChanged 18 SP:Iteration 15Q (28450.709000 sec): 3 clusters Score: Raw -891447.376725 + Penalty 707.832055 = -890739.544671 nChanged 6 SP:Iteration 16Q (28450.809000 sec): 3 clusters Score: Raw -891441.242456 + Penalty 711.572585 = -890729.669871 nChanged 4 SP:Iteration 17F (28450.929000 sec): 3 clusters Score: Raw -891450.058722 + Penalty 725.760303 = -890724.298420 nChanged 6 SP:Iteration 18F (28451.059000 sec): 3 clusters Score: Raw -891462.601409 + Penalty 725.760303 = -890736.841106 nChanged 0 Trying to split cluster 23 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28451.109000 sec): 2 clusters Score: Raw -91556.655827 + Penalty 97.700401 = -91458.955426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28451.119000 sec): 3 clusters Score: Raw -91343.848689 + Penalty 203.537965 = -91140.310724 nChanged 177 SP:Iteration 1F (28451.139000 sec): 3 clusters Score: Raw -91633.648136 + Penalty 207.397217 = -91426.250920 nChanged 31 SP:Iteration 2F (28451.149000 sec): 3 clusters Score: Raw -91710.461268 + Penalty 206.664565 = -91503.796703 nChanged 9 SP:Iteration 3Q (28451.159000 sec): 3 clusters Score: Raw -91725.429121 + Penalty 205.393991 = -91520.035129 nChanged 4 SP:Iteration 4Q (28451.169000 sec): 3 clusters Score: Raw -91727.464330 + Penalty 204.863852 = -91522.600477 nChanged 2 SP:Iteration 5Q (28451.189000 sec): 3 clusters Score: Raw -91728.928983 + Penalty 204.172645 = -91524.756339 nChanged 2 SP:Iteration 6Q (28451.199000 sec): 3 clusters Score: Raw -91732.557474 + Penalty 203.127863 = -91529.429611 nChanged 3 SP:Iteration 7Q (28451.209000 sec): 3 clusters Score: Raw -91738.138628 + Penalty 201.800601 = -91536.338027 nChanged 4 SP:Iteration 8Q (28451.219000 sec): 3 clusters Score: Raw -91741.759601 + Penalty 200.823818 = -91540.935783 nChanged 3 SP:Iteration 9Q (28451.229000 sec): 3 clusters Score: Raw -91743.401410 + Penalty 200.156817 = -91543.244593 nChanged 2 SP:Iteration 10Q (28451.239000 sec): 3 clusters Score: Raw -91744.087114 + Penalty 200.156817 = -91543.930297 nChanged 0 SP:Iteration 11F (28451.259000 sec): 3 clusters Score: Raw -91744.087114 + Penalty 200.156817 = -91543.930297 nChanged 0 Score: Raw -84348850.397255 + Penalty 109906.992155 = -84238943.405100 Splitting cluster 23 changes total score from -83908798.642520 to -84238943.405100 So it's getting split into cluster 37. Trying to split cluster 24 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28633.781000 sec): 2 clusters Score: Raw -81126.200114 + Penalty 562.337475 = -80563.862639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28633.791000 sec): 3 clusters Score: Raw -81003.963053 + Penalty 1121.273403 = -79882.689650 nChanged 123 SP:Iteration 1F (28633.801000 sec): 3 clusters Score: Raw -81218.818190 + Penalty 1123.648538 = -80095.169651 nChanged 23 SP:Iteration 2F (28633.811000 sec): 3 clusters Score: Raw -81263.118796 + Penalty 1122.617833 = -80140.500963 nChanged 10 SP:Iteration 3Q (28633.831000 sec): 3 clusters Score: Raw -81275.214485 + Penalty 1123.612927 = -80151.601558 nChanged 2 SP:Iteration 4Q (28633.841000 sec): 3 clusters Score: Raw -81279.780216 + Penalty 1124.674950 = -80155.105267 nChanged 2 SP:Iteration 5Q (28633.851000 sec): 3 clusters Score: Raw -81280.786070 + Penalty 1126.952588 = -80153.833482 nChanged 4 SP:Iteration 6F (28633.861000 sec): 3 clusters Score: Raw -81285.166271 + Penalty 1127.564955 = -80157.601316 nChanged 1 SP:Iteration 7Q (28633.881000 sec): 3 clusters Score: Raw -81286.254887 + Penalty 1128.142863 = -80158.112024 nChanged 1 SP:Iteration 8Q (28633.891000 sec): 3 clusters Score: Raw -81288.113098 + Penalty 1128.142863 = -80159.970235 nChanged 0 SP:Iteration 9F (28633.901000 sec): 3 clusters Score: Raw -81288.113098 + Penalty 1128.142863 = -80159.970235 nChanged 0 Trying to split cluster 25 (5222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28634.571000 sec): 2 clusters Score: Raw -1101226.874995 + Penalty 222.906061 = -1101003.968935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28634.711000 sec): 3 clusters Score: Raw -1097901.158057 + Penalty 449.606354 = -1097451.551703 nChanged 2448 SP:Iteration 1F (28634.861000 sec): 3 clusters Score: Raw -1099476.089853 + Penalty 451.188248 = -1099024.901604 nChanged 591 SP:Iteration 2F (28635.001000 sec): 3 clusters Score: Raw -1099928.524155 + Penalty 451.677372 = -1099476.846782 nChanged 462 SP:Iteration 3F (28635.151000 sec): 3 clusters Score: Raw -1100289.406270 + Penalty 449.256038 = -1099840.150232 nChanged 307 SP:Iteration 4F (28635.301000 sec): 3 clusters Score: Raw -1100496.143337 + Penalty 448.135374 = -1100048.007963 nChanged 182 SP:Iteration 5Q (28635.441000 sec): 3 clusters Score: Raw -1100593.623629 + Penalty 446.568601 = -1100147.055028 nChanged 134 SP:Iteration 6Q (28635.591000 sec): 3 clusters Score: Raw -1100658.828032 + Penalty 444.287370 = -1100214.540662 nChanged 94 SP:Iteration 7Q (28635.731000 sec): 3 clusters Score: Raw -1100703.091032 + Penalty 442.676827 = -1100260.414204 nChanged 92 SP:Iteration 8Q (28635.871000 sec): 3 clusters Score: Raw -1100741.429604 + Penalty 442.025869 = -1100299.403734 nChanged 63 SP:Iteration 9Q (28636.011000 sec): 3 clusters Score: Raw -1100771.102916 + Penalty 441.199208 = -1100329.903708 nChanged 65 SP:Iteration 10Q (28636.151000 sec): 3 clusters Score: Raw -1100793.273767 + Penalty 440.154151 = -1100353.119616 nChanged 50 SP:Iteration 11Q (28636.291000 sec): 3 clusters Score: Raw -1100820.266104 + Penalty 438.841373 = -1100381.424731 nChanged 47 SP:Iteration 12Q (28636.431000 sec): 3 clusters Score: Raw -1100839.958123 + Penalty 438.114836 = -1100401.843287 nChanged 37 SP:Iteration 13Q (28636.561000 sec): 3 clusters Score: Raw -1100847.762760 + Penalty 437.757465 = -1100410.005295 nChanged 18 SP:Iteration 14Q (28636.701000 sec): 3 clusters Score: Raw -1100850.139241 + Penalty 437.299630 = -1100412.839611 nChanged 20 SP:Iteration 15Q (28636.841000 sec): 3 clusters Score: Raw -1100853.039641 + Penalty 437.132106 = -1100415.907536 nChanged 14 SP:Iteration 16Q (28636.981000 sec): 3 clusters Score: Raw -1100854.967008 + Penalty 436.613710 = -1100418.353299 nChanged 18 SP:Iteration 17Q (28637.121000 sec): 3 clusters Score: Raw -1100858.039864 + Penalty 436.368281 = -1100421.671582 nChanged 20 SP:Iteration 18Q (28637.251000 sec): 3 clusters Score: Raw -1100862.719266 + Penalty 436.203435 = -1100426.515831 nChanged 22 SP:Iteration 19Q (28637.391000 sec): 3 clusters Score: Raw -1100870.891756 + Penalty 436.351934 = -1100434.539822 nChanged 27 SP:Iteration 20F (28637.531000 sec): 3 clusters Score: Raw -1100882.780090 + Penalty 434.996466 = -1100447.783624 nChanged 38 SP:Iteration 21Q (28637.671000 sec): 3 clusters Score: Raw -1100895.856369 + Penalty 434.873546 = -1100460.982824 nChanged 30 SP:Iteration 22Q (28637.801000 sec): 3 clusters Score: Raw -1100903.600872 + Penalty 435.058297 = -1100468.542575 nChanged 30 SP:Iteration 23Q (28637.941000 sec): 3 clusters Score: Raw -1100914.348553 + Penalty 435.631790 = -1100478.716764 nChanged 39 SP:Iteration 24Q (28638.071000 sec): 3 clusters Score: Raw -1100924.083423 + Penalty 435.697093 = -1100488.386330 nChanged 30 SP:Iteration 25Q (28638.211000 sec): 3 clusters Score: Raw -1100928.440069 + Penalty 435.865333 = -1100492.574736 nChanged 28 SP:Iteration 26Q (28638.341000 sec): 3 clusters Score: Raw -1100933.242657 + Penalty 436.291430 = -1100496.951227 nChanged 15 SP:Iteration 27Q (28638.481000 sec): 3 clusters Score: Raw -1100938.536174 + Penalty 436.485229 = -1100502.050945 nChanged 17 SP:Iteration 28Q (28638.621000 sec): 3 clusters Score: Raw -1100943.385718 + Penalty 436.442486 = -1100506.943232 nChanged 22 SP:Iteration 29Q (28638.751000 sec): 3 clusters Score: Raw -1100951.514509 + Penalty 435.981370 = -1100515.533139 nChanged 17 SP:Iteration 30Q (28638.881000 sec): 3 clusters Score: Raw -1100954.900177 + Penalty 434.740007 = -1100520.160169 nChanged 12 SP:Iteration 31Q (28639.021000 sec): 3 clusters Score: Raw -1100959.698102 + Penalty 434.880931 = -1100524.817171 nChanged 9 SP:Iteration 32Q (28639.151000 sec): 3 clusters Score: Raw -1100963.577520 + Penalty 435.013096 = -1100528.564424 nChanged 25 SP:Iteration 33Q (28639.281000 sec): 3 clusters Score: Raw -1100974.220181 + Penalty 434.798523 = -1100539.421658 nChanged 20 SP:Iteration 34Q (28639.411000 sec): 3 clusters Score: Raw -1100981.301451 + Penalty 434.692824 = -1100546.608627 nChanged 24 SP:Iteration 35Q (28639.541000 sec): 3 clusters Score: Raw -1100987.936175 + Penalty 435.000226 = -1100552.935949 nChanged 28 SP:Iteration 36Q (28639.681000 sec): 3 clusters Score: Raw -1100998.874357 + Penalty 435.179967 = -1100563.694390 nChanged 32 SP:Iteration 37Q (28639.811000 sec): 3 clusters Score: Raw -1101006.464885 + Penalty 435.419515 = -1100571.045370 nChanged 24 SP:Iteration 38Q (28639.941000 sec): 3 clusters Score: Raw -1101010.473078 + Penalty 435.899796 = -1100574.573281 nChanged 20 SP:Iteration 39Q (28640.071000 sec): 3 clusters Score: Raw -1101013.140602 + Penalty 435.480339 = -1100577.660263 nChanged 22 SP:Iteration 40F (28640.221000 sec): 3 clusters Score: Raw -1101017.674459 + Penalty 436.422235 = -1100581.252224 nChanged 27 SP:Iteration 41Q (28640.351000 sec): 3 clusters Score: Raw -1101025.227385 + Penalty 437.142475 = -1100588.084910 nChanged 40 SP:Iteration 42Q (28640.481000 sec): 3 clusters Score: Raw -1101039.785235 + Penalty 436.512419 = -1100603.272816 nChanged 43 SP:Iteration 43Q (28640.611000 sec): 3 clusters Score: Raw -1101050.844626 + Penalty 436.710192 = -1100614.134434 nChanged 34 SP:Iteration 44Q (28640.739000 sec): 3 clusters Score: Raw -1101059.937123 + Penalty 438.606536 = -1100621.330587 nChanged 28 SP:Iteration 45Q (28640.869000 sec): 3 clusters Score: Raw -1101069.807204 + Penalty 437.083035 = -1100632.724169 nChanged 17 SP:Iteration 46Q (28640.999000 sec): 3 clusters Score: Raw -1101073.734823 + Penalty 437.923888 = -1100635.810935 nChanged 16 SP:Iteration 47Q (28641.129000 sec): 3 clusters Score: Raw -1101076.751874 + Penalty 438.066017 = -1100638.685857 nChanged 10 SP:Iteration 48Q (28641.259000 sec): 3 clusters Score: Raw -1101078.727834 + Penalty 437.039924 = -1100641.687910 nChanged 16 SP:Iteration 49Q (28641.389000 sec): 3 clusters Score: Raw -1101081.309989 + Penalty 437.024769 = -1100644.285220 nChanged 15 SP:Iteration 50Q (28641.509000 sec): 3 clusters Score: Raw -1101084.067987 + Penalty 435.645268 = -1100648.422719 nChanged 17 SP:Iteration 51Q (28641.639000 sec): 3 clusters Score: Raw -1101087.580886 + Penalty 435.958502 = -1100651.622384 nChanged 12 SP:Iteration 52Q (28641.769000 sec): 3 clusters Score: Raw -1101090.160449 + Penalty 435.841531 = -1100654.318917 nChanged 16 SP:Iteration 53Q (28641.889000 sec): 3 clusters Score: Raw -1101093.865676 + Penalty 437.653779 = -1100656.211897 nChanged 18 SP:Iteration 54Q (28642.019000 sec): 3 clusters Score: Raw -1101098.184676 + Penalty 437.709712 = -1100660.474963 nChanged 18 SP:Iteration 55Q (28642.149000 sec): 3 clusters Score: Raw -1101102.772781 + Penalty 434.523070 = -1100668.249711 nChanged 16 SP:Iteration 56Q (28642.279000 sec): 3 clusters Score: Raw -1101107.536588 + Penalty 434.736719 = -1100672.799869 nChanged 14 SP:Iteration 57Q (28642.409000 sec): 3 clusters Score: Raw -1101110.727007 + Penalty 439.379577 = -1100671.347430 nChanged 16 SP:Iteration 58F (28642.549000 sec): 3 clusters Score: Raw -1101118.862835 + Penalty 444.083161 = -1100674.779675 nChanged 22 SP:Iteration 59Q (28642.679000 sec): 3 clusters Score: Raw -1101132.071511 + Penalty 448.719849 = -1100683.351662 nChanged 24 SP:Iteration 60F (28642.819000 sec): 3 clusters Score: Raw -1101143.199950 + Penalty 451.987822 = -1100691.212128 nChanged 26 SP:Iteration 61Q (28642.949000 sec): 3 clusters Score: Raw -1101156.052959 + Penalty 458.368461 = -1100697.684498 nChanged 28 SP:Iteration 62Q (28643.079000 sec): 3 clusters Score: Raw -1101173.879638 + Penalty 466.097438 = -1100707.782200 nChanged 28 SP:Iteration 63Q (28643.199000 sec): 3 clusters Score: Raw -1101193.408147 + Penalty 469.829969 = -1100723.578178 nChanged 18 SP:Iteration 64Q (28643.329000 sec): 3 clusters Score: Raw -1101210.229954 + Penalty 475.423235 = -1100734.806718 nChanged 16 SP:Iteration 65Q (28643.449000 sec): 3 clusters Score: Raw -1101226.993414 + Penalty 479.710969 = -1100747.282446 nChanged 14 SP:Iteration 66Q (28643.569000 sec): 3 clusters Score: Raw -1101237.784790 + Penalty 481.446333 = -1100756.338457 nChanged 10 SP:Iteration 67Q (28643.689000 sec): 3 clusters Score: Raw -1101240.252485 + Penalty 482.048735 = -1100758.203750 nChanged 6 SP:Iteration 68Q (28643.809000 sec): 3 clusters Score: Raw -1101241.080222 + Penalty 482.203952 = -1100758.876270 nChanged 6 SP:Iteration 69Q (28643.929000 sec): 3 clusters Score: Raw -1101243.610168 + Penalty 483.057169 = -1100760.552999 nChanged 1 SP:Iteration 70Q (28644.049000 sec): 3 clusters Score: Raw -1101243.724137 + Penalty 483.057169 = -1100760.666968 nChanged 0 SP:Iteration 71F (28644.199000 sec): 3 clusters Score: Raw -1101243.724137 + Penalty 483.057169 = -1100760.666968 nChanged 0 Trying to split cluster 26 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28644.209000 sec): 2 clusters Score: Raw -4208.016552 + Penalty 22.184029 = -4185.832523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28644.209000 sec): 3 clusters Score: Raw -4119.666171 + Penalty 22.184029 = -4097.482143 nChanged 9 SP:Iteration 1F (28644.209000 sec): 2 clusters Score: Raw -4208.016552 + Penalty 22.184029 = -4185.832523 nChanged 0 Trying to split cluster 27 (1084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28644.339000 sec): 2 clusters Score: Raw -224670.127723 + Penalty 88.350034 = -224581.777690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28644.369000 sec): 3 clusters Score: Raw -224008.758529 + Penalty 174.759109 = -223833.999421 nChanged 504 SP:Iteration 1F (28644.399000 sec): 3 clusters Score: Raw -224330.295661 + Penalty 175.264871 = -224155.030790 nChanged 118 SP:Iteration 2F (28644.429000 sec): 3 clusters Score: Raw -224411.896223 + Penalty 176.195348 = -224235.700875 nChanged 70 SP:Iteration 3F (28644.459000 sec): 3 clusters Score: Raw -224468.873463 + Penalty 177.407654 = -224291.465809 nChanged 71 SP:Iteration 4F (28644.479000 sec): 3 clusters Score: Raw -224538.311193 + Penalty 181.051877 = -224357.259316 nChanged 63 SP:Iteration 5F (28644.509000 sec): 3 clusters Score: Raw -224612.085681 + Penalty 185.637827 = -224426.447854 nChanged 57 SP:Iteration 6F (28644.539000 sec): 3 clusters Score: Raw -224687.605929 + Penalty 187.677245 = -224499.928684 nChanged 34 SP:Iteration 7Q (28644.569000 sec): 3 clusters Score: Raw -224704.592679 + Penalty 189.275538 = -224515.317142 nChanged 14 SP:Iteration 8Q (28644.599000 sec): 3 clusters Score: Raw -224713.622462 + Penalty 189.915321 = -224523.707141 nChanged 10 SP:Iteration 9Q (28644.629000 sec): 3 clusters Score: Raw -224717.785815 + Penalty 190.316902 = -224527.468912 nChanged 6 SP:Iteration 10Q (28644.659000 sec): 3 clusters Score: Raw -224719.274100 + Penalty 190.637459 = -224528.636641 nChanged 4 SP:Iteration 11Q (28644.679000 sec): 3 clusters Score: Raw -224720.400619 + Penalty 190.831251 = -224529.569367 nChanged 4 SP:Iteration 12Q (28644.709000 sec): 3 clusters Score: Raw -224721.309018 + Penalty 191.325363 = -224529.983656 nChanged 5 SP:Iteration 13Q (28644.739000 sec): 3 clusters Score: Raw -224721.997445 + Penalty 191.632732 = -224530.364713 nChanged 7 SP:Iteration 14Q (28644.769000 sec): 3 clusters Score: Raw -224723.930157 + Penalty 192.400498 = -224531.529659 nChanged 14 SP:Iteration 15Q (28644.799000 sec): 3 clusters Score: Raw -224728.195786 + Penalty 192.984563 = -224535.211223 nChanged 8 SP:Iteration 16Q (28644.829000 sec): 3 clusters Score: Raw -224732.041860 + Penalty 193.654582 = -224538.387277 nChanged 10 SP:Iteration 17Q (28644.859000 sec): 3 clusters Score: Raw -224734.584224 + Penalty 194.738499 = -224539.845726 nChanged 14 SP:Iteration 18Q (28644.879000 sec): 3 clusters Score: Raw -224742.514679 + Penalty 195.214043 = -224547.300636 nChanged 10 SP:Iteration 19Q (28644.909000 sec): 3 clusters Score: Raw -224746.001648 + Penalty 196.154459 = -224549.847189 nChanged 10 SP:Iteration 20F (28644.939000 sec): 3 clusters Score: Raw -224748.918909 + Penalty 196.868777 = -224552.050132 nChanged 8 SP:Iteration 21Q (28644.969000 sec): 3 clusters Score: Raw -224750.600486 + Penalty 197.601036 = -224552.999450 nChanged 9 SP:Iteration 22Q (28644.999000 sec): 3 clusters Score: Raw -224752.989893 + Penalty 198.427042 = -224554.562851 nChanged 6 SP:Iteration 23Q (28645.029000 sec): 3 clusters Score: Raw -224754.212268 + Penalty 199.754463 = -224554.457805 nChanged 8 SP:Iteration 24F (28645.059000 sec): 3 clusters Score: Raw -224756.149085 + Penalty 200.574183 = -224555.574902 nChanged 5 SP:Iteration 25Q (28645.079000 sec): 3 clusters Score: Raw -224756.916688 + Penalty 200.755545 = -224556.161143 nChanged 4 SP:Iteration 26Q (28645.109000 sec): 3 clusters Score: Raw -224757.720975 + Penalty 200.755545 = -224556.965430 nChanged 0 SP:Iteration 27F (28645.139000 sec): 3 clusters Score: Raw -224757.720975 + Penalty 200.755545 = -224556.965430 nChanged 0 Trying to split cluster 28 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28645.169000 sec): 2 clusters Score: Raw -53808.903222 + Penalty 95.873130 = -53713.030092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28645.169000 sec): 3 clusters Score: Raw -53675.907422 + Penalty 197.843111 = -53478.064311 nChanged 102 SP:Iteration 1F (28645.179000 sec): 3 clusters Score: Raw -53779.090202 + Penalty 214.610509 = -53564.479693 nChanged 30 SP:Iteration 2F (28645.189000 sec): 3 clusters Score: Raw -53813.974921 + Penalty 232.534013 = -53581.440908 nChanged 20 SP:Iteration 3F (28645.199000 sec): 3 clusters Score: Raw -53841.691054 + Penalty 237.174165 = -53604.516889 nChanged 10 SP:Iteration 4Q (28645.209000 sec): 3 clusters Score: Raw -53826.833891 + Penalty 238.491351 = -53588.342541 nChanged 4 SP:Iteration 5F (28645.219000 sec): 3 clusters Score: Raw -53833.227106 + Penalty 238.491351 = -53594.735755 nChanged 0 Trying to split cluster 29 (3043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28645.429000 sec): 2 clusters Score: Raw -644440.513164 + Penalty 360.376167 = -644080.136997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28645.519000 sec): 3 clusters Score: Raw -642534.283273 + Penalty 720.878086 = -641813.405188 nChanged 1311 SP:Iteration 1F (28645.609000 sec): 3 clusters Score: Raw -643186.333140 + Penalty 722.153584 = -642464.179556 nChanged 370 SP:Iteration 2F (28645.699000 sec): 3 clusters Score: Raw -643400.762799 + Penalty 724.698283 = -642676.064516 nChanged 258 SP:Iteration 3F (28645.789000 sec): 3 clusters Score: Raw -643643.132562 + Penalty 729.348461 = -642913.784102 nChanged 215 SP:Iteration 4F (28645.889000 sec): 3 clusters Score: Raw -643860.678662 + Penalty 735.774244 = -643124.904418 nChanged 191 SP:Iteration 5F (28645.979000 sec): 3 clusters Score: Raw -644021.461192 + Penalty 741.747818 = -643279.713374 nChanged 117 SP:Iteration 6Q (28646.069000 sec): 3 clusters Score: Raw -644104.374346 + Penalty 745.770973 = -643358.603373 nChanged 91 SP:Iteration 7Q (28646.159000 sec): 3 clusters Score: Raw -644144.783652 + Penalty 749.352607 = -643395.431046 nChanged 53 SP:Iteration 8Q (28646.249000 sec): 3 clusters Score: Raw -644172.908412 + Penalty 751.885047 = -643421.023365 nChanged 50 SP:Iteration 9Q (28646.329000 sec): 3 clusters Score: Raw -644195.151824 + Penalty 753.709298 = -643441.442526 nChanged 36 SP:Iteration 10Q (28646.419000 sec): 3 clusters Score: Raw -644210.244331 + Penalty 755.689773 = -643454.554558 nChanged 34 SP:Iteration 11Q (28646.499000 sec): 3 clusters Score: Raw -644224.209550 + Penalty 759.189552 = -643465.019998 nChanged 55 SP:Iteration 12Q (28646.589000 sec): 3 clusters Score: Raw -644244.226485 + Penalty 759.390684 = -643484.835801 nChanged 24 SP:Iteration 13Q (28646.669000 sec): 3 clusters Score: Raw -644250.652122 + Penalty 760.549737 = -643490.102385 nChanged 20 SP:Iteration 14Q (28646.759000 sec): 3 clusters Score: Raw -644256.397754 + Penalty 760.808083 = -643495.589671 nChanged 19 SP:Iteration 15Q (28646.839000 sec): 3 clusters Score: Raw -644261.570992 + Penalty 761.360434 = -643500.210559 nChanged 16 SP:Iteration 16Q (28646.929000 sec): 3 clusters Score: Raw -644266.081934 + Penalty 761.489521 = -643504.592413 nChanged 6 SP:Iteration 17Q (28647.009000 sec): 3 clusters Score: Raw -644269.543596 + Penalty 761.907307 = -643507.636288 nChanged 4 SP:Iteration 18Q (28647.099000 sec): 3 clusters Score: Raw -644270.201017 + Penalty 762.048849 = -643508.152168 nChanged 4 SP:Iteration 19Q (28647.189000 sec): 3 clusters Score: Raw -644270.843556 + Penalty 762.529021 = -643508.314535 nChanged 4 SP:Iteration 20F (28647.269000 sec): 3 clusters Score: Raw -644271.399100 + Penalty 762.977564 = -643508.421535 nChanged 4 SP:Iteration 21Q (28647.359000 sec): 3 clusters Score: Raw -644272.285144 + Penalty 763.937028 = -643508.348116 nChanged 6 SP:Iteration 22F (28647.449000 sec): 3 clusters Score: Raw -644274.676573 + Penalty 765.336648 = -643509.339925 nChanged 12 SP:Iteration 23Q (28647.539000 sec): 3 clusters Score: Raw -644277.427335 + Penalty 768.304502 = -643509.122833 nChanged 16 SP:Iteration 24F (28647.629000 sec): 3 clusters Score: Raw -644282.359601 + Penalty 771.744781 = -643510.614820 nChanged 17 SP:Iteration 25Q (28647.709000 sec): 3 clusters Score: Raw -644287.252487 + Penalty 774.020681 = -643513.231805 nChanged 14 SP:Iteration 26Q (28647.789000 sec): 3 clusters Score: Raw -644290.227489 + Penalty 776.723831 = -643513.503658 nChanged 18 SP:Iteration 27Q (28647.879000 sec): 3 clusters Score: Raw -644294.356757 + Penalty 777.258018 = -643517.098739 nChanged 11 SP:Iteration 28Q (28647.959000 sec): 3 clusters Score: Raw -644296.924866 + Penalty 779.623774 = -643517.301092 nChanged 16 SP:Iteration 29Q (28648.049000 sec): 3 clusters Score: Raw -644300.513989 + Penalty 782.266107 = -643518.247881 nChanged 14 SP:Iteration 30Q (28648.129000 sec): 3 clusters Score: Raw -644303.669760 + Penalty 787.113025 = -643516.556735 nChanged 22 SP:Iteration 31F (28648.219000 sec): 3 clusters Score: Raw -644313.868854 + Penalty 795.445737 = -643518.423117 nChanged 32 SP:Iteration 32Q (28648.299000 sec): 3 clusters Score: Raw -644329.109905 + Penalty 805.561682 = -643523.548223 nChanged 27 SP:Iteration 33Q (28648.379000 sec): 3 clusters Score: Raw -644339.056605 + Penalty 813.987584 = -643525.069021 nChanged 26 SP:Iteration 34Q (28648.469000 sec): 3 clusters Score: Raw -644353.221548 + Penalty 829.678945 = -643523.542603 nChanged 36 SP:Iteration 35F (28648.559000 sec): 3 clusters Score: Raw -644375.784567 + Penalty 840.834416 = -643534.950150 nChanged 30 SP:Iteration 36Q (28648.639000 sec): 3 clusters Score: Raw -644397.481424 + Penalty 842.993381 = -643554.488043 nChanged 20 SP:Iteration 37Q (28648.719000 sec): 3 clusters Score: Raw -644407.729234 + Penalty 850.629578 = -643557.099656 nChanged 16 SP:Iteration 38Q (28648.799000 sec): 3 clusters Score: Raw -644415.085520 + Penalty 857.156372 = -643557.929148 nChanged 16 SP:Iteration 39Q (28648.879000 sec): 3 clusters Score: Raw -644424.571789 + Penalty 866.255405 = -643558.316384 nChanged 19 SP:Iteration 40F (28648.969000 sec): 3 clusters Score: Raw -644437.148407 + Penalty 875.945444 = -643561.202963 nChanged 21 SP:Iteration 41Q (28649.059000 sec): 3 clusters Score: Raw -644448.733144 + Penalty 875.348448 = -643573.384695 nChanged 9 SP:Iteration 42Q (28649.139000 sec): 3 clusters Score: Raw -644453.544221 + Penalty 877.433525 = -643576.110696 nChanged 9 SP:Iteration 43Q (28649.219000 sec): 3 clusters Score: Raw -644457.210319 + Penalty 883.947690 = -643573.262629 nChanged 10 SP:Iteration 44F (28649.309000 sec): 3 clusters Score: Raw -644462.340634 + Penalty 889.478336 = -643572.862298 nChanged 9 SP:Iteration 45F (28649.399000 sec): 3 clusters Score: Raw -644466.189574 + Penalty 891.400607 = -643574.788967 nChanged 4 SP:Iteration 46Q (28649.479000 sec): 3 clusters Score: Raw -644467.567698 + Penalty 892.559996 = -643575.007703 nChanged 4 SP:Iteration 47Q (28649.559000 sec): 3 clusters Score: Raw -644468.749307 + Penalty 892.559996 = -643576.189311 nChanged 0 SP:Iteration 48F (28649.649000 sec): 3 clusters Score: Raw -644468.749307 + Penalty 892.559996 = -643576.189311 nChanged 0 Trying to split cluster 30 (2707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28649.870000 sec): 2 clusters Score: Raw -577847.587665 + Penalty 47.168485 = -577800.419180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28649.940000 sec): 3 clusters Score: Raw -576103.010515 + Penalty 98.552942 = -576004.457573 nChanged 1280 SP:Iteration 1F (28650.010000 sec): 3 clusters Score: Raw -577679.664033 + Penalty 100.331328 = -577579.332704 nChanged 81 SP:Iteration 2Q (28650.070000 sec): 3 clusters Score: Raw -577754.702935 + Penalty 102.790098 = -577651.912837 nChanged 47 SP:Iteration 3Q (28650.130000 sec): 3 clusters Score: Raw -577788.573449 + Penalty 103.854465 = -577684.718984 nChanged 26 SP:Iteration 4Q (28650.190000 sec): 3 clusters Score: Raw -577798.138089 + Penalty 103.340377 = -577694.797712 nChanged 22 SP:Iteration 5Q (28650.250000 sec): 3 clusters Score: Raw -577809.001571 + Penalty 93.314835 = -577715.686736 nChanged 25 SP:Iteration 6Q (28650.310000 sec): 3 clusters Score: Raw -577834.172927 + Penalty 47.168485 = -577787.004442 nChanged 12 SP:Iteration 7Q (28650.370000 sec): 2 clusters Score: Raw -577847.587665 + Penalty 47.168485 = -577800.419180 nChanged 0 SP:Iteration 8F (28650.420000 sec): 2 clusters Score: Raw -577847.587665 + Penalty 47.168485 = -577800.419180 nChanged 0 Trying to split cluster 31 (558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28650.490000 sec): 2 clusters Score: Raw -115060.493855 + Penalty 243.233798 = -114817.260057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28650.510000 sec): 3 clusters Score: Raw -114787.636543 + Penalty 486.177271 = -114301.459272 nChanged 216 SP:Iteration 1F (28650.520000 sec): 3 clusters Score: Raw -114975.094742 + Penalty 487.142979 = -114487.951762 nChanged 42 SP:Iteration 2F (28650.540000 sec): 3 clusters Score: Raw -115004.507711 + Penalty 488.351333 = -114516.156378 nChanged 21 SP:Iteration 3Q (28650.550000 sec): 3 clusters Score: Raw -115023.598424 + Penalty 490.338983 = -114533.259441 nChanged 26 SP:Iteration 4Q (28650.570000 sec): 3 clusters Score: Raw -115048.079975 + Penalty 491.005122 = -114557.074853 nChanged 14 SP:Iteration 5Q (28650.590000 sec): 3 clusters Score: Raw -115055.550379 + Penalty 492.163827 = -114563.386552 nChanged 9 SP:Iteration 6Q (28650.600000 sec): 3 clusters Score: Raw -115061.151561 + Penalty 493.679076 = -114567.472485 nChanged 10 SP:Iteration 7Q (28650.620000 sec): 3 clusters Score: Raw -115068.230679 + Penalty 494.797862 = -114573.432817 nChanged 5 SP:Iteration 8Q (28650.640000 sec): 3 clusters Score: Raw -115070.644969 + Penalty 495.380419 = -114575.264549 nChanged 2 SP:Iteration 9Q (28650.650000 sec): 3 clusters Score: Raw -115071.157251 + Penalty 495.978046 = -114575.179206 nChanged 2 SP:Iteration 10F (28650.670000 sec): 3 clusters Score: Raw -115072.008901 + Penalty 496.515154 = -114575.493747 nChanged 2 SP:Iteration 11Q (28650.680000 sec): 3 clusters Score: Raw -115072.674423 + Penalty 496.798041 = -114575.876382 nChanged 2 SP:Iteration 12Q (28650.700000 sec): 3 clusters Score: Raw -115073.233388 + Penalty 497.201553 = -114576.031834 nChanged 2 SP:Iteration 13Q (28650.710000 sec): 3 clusters Score: Raw -115073.636771 + Penalty 497.586544 = -114576.050227 nChanged 2 SP:Iteration 14Q (28650.730000 sec): 3 clusters Score: Raw -115073.749839 + Penalty 497.586544 = -114576.163295 nChanged 0 SP:Iteration 15F (28650.750000 sec): 3 clusters Score: Raw -115073.749839 + Penalty 497.586544 = -114576.163295 nChanged 0 Trying to split cluster 32 (2667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28651.070000 sec): 2 clusters Score: Raw -538708.382418 + Penalty 6761.350698 = -531947.031720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28651.300000 sec): 3 clusters Score: Raw -537775.884053 + Penalty 13715.667841 = -524060.216212 nChanged 790 SP:Iteration 1F (28651.520000 sec): 3 clusters Score: Raw -539053.144196 + Penalty 14351.618450 = -524701.525746 nChanged 363 SP:Iteration 2F (28651.740000 sec): 3 clusters Score: Raw -540086.827806 + Penalty 15149.056560 = -524937.771246 nChanged 231 SP:Iteration 3F (28651.970000 sec): 3 clusters Score: Raw -540760.896299 + Penalty 15667.791439 = -525093.104860 nChanged 123 SP:Iteration 4Q (28652.170000 sec): 3 clusters Score: Raw -541149.333709 + Penalty 15971.216583 = -525178.117126 nChanged 68 SP:Iteration 5Q (28652.370000 sec): 3 clusters Score: Raw -541380.914919 + Penalty 16133.435082 = -525247.479838 nChanged 36 SP:Iteration 6Q (28652.570000 sec): 3 clusters Score: Raw -541468.141875 + Penalty 16198.459790 = -525269.682085 nChanged 16 SP:Iteration 7Q (28652.760000 sec): 3 clusters Score: Raw -541510.544361 + Penalty 16245.539550 = -525265.004811 nChanged 8 SP:Iteration 8F (28652.980000 sec): 3 clusters Score: Raw -541540.358269 + Penalty 16307.201374 = -525233.156895 nChanged 10 SP:Iteration 9F (28653.210000 sec): 3 clusters Score: Raw -541571.789074 + Penalty 16342.836708 = -525228.952366 nChanged 7 SP:Iteration 10F (28653.430000 sec): 3 clusters Score: Raw -541595.925943 + Penalty 16364.470645 = -525231.455298 nChanged 6 SP:Iteration 11Q (28653.620000 sec): 3 clusters Score: Raw -541619.820833 + Penalty 16408.535176 = -525211.285657 nChanged 10 SP:Iteration 12F (28653.840000 sec): 3 clusters Score: Raw -541641.505352 + Penalty 16408.535176 = -525232.970176 nChanged 0 Trying to split cluster 33 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28653.930000 sec): 2 clusters Score: Raw -216786.578680 + Penalty 443.512046 = -216343.066634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28653.970000 sec): 3 clusters Score: Raw -216246.509741 + Penalty 914.820965 = -215331.688776 nChanged 406 SP:Iteration 1F (28654.010000 sec): 3 clusters Score: Raw -216560.258928 + Penalty 939.833536 = -215620.425392 nChanged 95 SP:Iteration 2F (28654.040000 sec): 3 clusters Score: Raw -216649.604924 + Penalty 958.784812 = -215690.820112 nChanged 60 SP:Iteration 3F (28654.080000 sec): 3 clusters Score: Raw -216716.885019 + Penalty 993.934691 = -215722.950328 nChanged 53 SP:Iteration 4F (28654.120000 sec): 3 clusters Score: Raw -216783.348925 + Penalty 1029.558245 = -215753.790680 nChanged 39 SP:Iteration 5Q (28654.160000 sec): 3 clusters Score: Raw -216823.488965 + Penalty 1043.357531 = -215780.131434 nChanged 12 SP:Iteration 6Q (28654.200000 sec): 3 clusters Score: Raw -216840.344281 + Penalty 1049.321023 = -215791.023259 nChanged 5 SP:Iteration 7Q (28654.240000 sec): 3 clusters Score: Raw -216845.081580 + Penalty 1051.274478 = -215793.807102 nChanged 2 SP:Iteration 8Q (28654.270000 sec): 3 clusters Score: Raw -216846.162367 + Penalty 1051.274478 = -215794.887889 nChanged 0 SP:Iteration 9F (28654.310000 sec): 3 clusters Score: Raw -216846.162367 + Penalty 1051.274478 = -215794.887889 nChanged 0 Trying to split cluster 34 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28654.400000 sec): 2 clusters Score: Raw -268389.734807 + Penalty 227.444759 = -268162.290048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28654.440000 sec): 3 clusters Score: Raw -267623.482289 + Penalty 482.229692 = -267141.252597 nChanged 544 SP:Iteration 1F (28654.480000 sec): 3 clusters Score: Raw -268085.092869 + Penalty 513.979628 = -267571.113241 nChanged 180 SP:Iteration 2F (28654.520000 sec): 3 clusters Score: Raw -268238.526491 + Penalty 536.635727 = -267701.890763 nChanged 89 SP:Iteration 3F (28654.560000 sec): 3 clusters Score: Raw -268318.252019 + Penalty 569.342172 = -267748.909846 nChanged 55 SP:Iteration 4Q (28654.590000 sec): 3 clusters Score: Raw -268394.606250 + Penalty 607.158383 = -267787.447867 nChanged 49 SP:Iteration 5Q (28654.630000 sec): 3 clusters Score: Raw -268471.305207 + Penalty 623.158253 = -267848.146953 nChanged 22 SP:Iteration 6Q (28654.670000 sec): 3 clusters Score: Raw -268503.729768 + Penalty 636.150644 = -267867.579124 nChanged 14 SP:Iteration 7Q (28654.710000 sec): 3 clusters Score: Raw -268514.466555 + Penalty 638.828122 = -267875.638433 nChanged 8 SP:Iteration 8Q (28654.740000 sec): 3 clusters Score: Raw -268517.348845 + Penalty 643.421105 = -267873.927740 nChanged 4 SP:Iteration 9F (28654.780000 sec): 3 clusters Score: Raw -268519.355555 + Penalty 648.546164 = -267870.809390 nChanged 4 SP:Iteration 10F (28654.820000 sec): 3 clusters Score: Raw -268522.983530 + Penalty 649.398250 = -267873.585280 nChanged 4 SP:Iteration 11Q (28654.850000 sec): 3 clusters Score: Raw -268525.402855 + Penalty 649.398250 = -267876.004606 nChanged 0 SP:Iteration 12F (28654.890000 sec): 3 clusters Score: Raw -268525.402855 + Penalty 649.398250 = -267876.004606 nChanged 0 Trying to split cluster 35 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28654.920000 sec): 2 clusters Score: Raw -72845.773096 + Penalty 47.686643 = -72798.086452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28654.930000 sec): 3 clusters Score: Raw -72662.825316 + Penalty 95.520532 = -72567.304784 nChanged 136 SP:Iteration 1F (28654.940000 sec): 3 clusters Score: Raw -72793.469669 + Penalty 95.365059 = -72698.104610 nChanged 18 SP:Iteration 2F (28654.950000 sec): 3 clusters Score: Raw -72799.948625 + Penalty 95.363838 = -72704.584787 nChanged 10 SP:Iteration 3Q (28654.960000 sec): 3 clusters Score: Raw -72801.424694 + Penalty 95.391381 = -72706.033313 nChanged 6 SP:Iteration 4Q (28654.970000 sec): 3 clusters Score: Raw -72802.456201 + Penalty 95.423607 = -72707.032595 nChanged 4 SP:Iteration 5Q (28654.980000 sec): 3 clusters Score: Raw -72803.072551 + Penalty 95.419663 = -72707.652889 nChanged 4 SP:Iteration 6Q (28654.990000 sec): 3 clusters Score: Raw -72805.777951 + Penalty 95.400410 = -72710.377541 nChanged 5 SP:Iteration 7Q (28655.000000 sec): 3 clusters Score: Raw -72809.159231 + Penalty 95.481587 = -72713.677645 nChanged 12 SP:Iteration 8Q (28655.010000 sec): 3 clusters Score: Raw -72815.640948 + Penalty 95.443640 = -72720.197309 nChanged 8 SP:Iteration 9Q (28655.020000 sec): 3 clusters Score: Raw -72818.802584 + Penalty 95.662993 = -72723.139591 nChanged 12 SP:Iteration 10Q (28655.030000 sec): 3 clusters Score: Raw -72824.746259 + Penalty 95.345280 = -72729.400979 nChanged 17 SP:Iteration 11Q (28655.040000 sec): 3 clusters Score: Raw -72840.253886 + Penalty 96.173228 = -72744.080657 nChanged 15 SP:Iteration 12Q (28655.050000 sec): 3 clusters Score: Raw -72855.986342 + Penalty 96.259493 = -72759.726849 nChanged 6 SP:Iteration 13Q (28655.060000 sec): 3 clusters Score: Raw -72860.895696 + Penalty 96.345107 = -72764.550589 nChanged 10 SP:Iteration 14Q (28655.070000 sec): 3 clusters Score: Raw -72865.504089 + Penalty 96.534033 = -72768.970056 nChanged 6 SP:Iteration 15Q (28655.080000 sec): 3 clusters Score: Raw -72867.594786 + Penalty 96.687455 = -72770.907331 nChanged 2 SP:Iteration 16Q (28655.090000 sec): 3 clusters Score: Raw -72867.719909 + Penalty 96.687455 = -72771.032454 nChanged 0 SP:Iteration 17F (28655.100000 sec): 3 clusters Score: Raw -72867.719909 + Penalty 96.687455 = -72771.032454 nChanged 0 Trying to split cluster 42 (48804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28659.430000 sec): 2 clusters Score: Raw -10323521.881082 + Penalty 168.153491 = -10323353.727591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28661.030000 sec): 3 clusters Score: Raw -10290346.901604 + Penalty 336.521078 = -10290010.380526 nChanged 23981 SP:Iteration 1F (28662.640000 sec): 3 clusters Score: Raw -10311211.703177 + Penalty 336.833185 = -10310874.869992 nChanged 4715 SP:Iteration 2F (28664.280000 sec): 3 clusters Score: Raw -10314432.839647 + Penalty 336.990414 = -10314095.849233 nChanged 2439 SP:Iteration 3Q (28665.921000 sec): 3 clusters Score: Raw -10315288.518782 + Penalty 337.085651 = -10314951.433131 nChanged 1075 SP:Iteration 4Q (28667.528000 sec): 3 clusters Score: Raw -10315425.974400 + Penalty 337.164225 = -10315088.810175 nChanged 458 SP:Iteration 5Q (28669.138000 sec): 3 clusters Score: Raw -10315463.634816 + Penalty 337.276044 = -10315126.358772 nChanged 260 SP:Iteration 6Q (28670.748000 sec): 3 clusters Score: Raw -10315483.491927 + Penalty 337.416498 = -10315146.075429 nChanged 224 SP:Iteration 7Q (28672.348000 sec): 3 clusters Score: Raw -10315500.224760 + Penalty 337.600838 = -10315162.623921 nChanged 215 SP:Iteration 8Q (28673.949000 sec): 3 clusters Score: Raw -10315517.547069 + Penalty 337.847297 = -10315179.699771 nChanged 221 SP:Iteration 9Q (28675.539000 sec): 3 clusters Score: Raw -10315539.923098 + Penalty 338.158829 = -10315201.764268 nChanged 268 SP:Iteration 10Q (28677.139000 sec): 3 clusters Score: Raw -10315573.708291 + Penalty 338.620565 = -10315235.087726 nChanged 346 SP:Iteration 11Q (28678.751000 sec): 3 clusters Score: Raw -10315623.780193 + Penalty 339.081950 = -10315284.698243 nChanged 334 SP:Iteration 12Q (28680.351000 sec): 3 clusters Score: Raw -10315673.557831 + Penalty 339.626464 = -10315333.931366 nChanged 358 SP:Iteration 13Q (28681.961000 sec): 3 clusters Score: Raw -10315729.929423 + Penalty 340.199524 = -10315389.729899 nChanged 358 SP:Iteration 14Q (28683.551000 sec): 3 clusters Score: Raw -10315788.220970 + Penalty 340.826568 = -10315447.394402 nChanged 395 SP:Iteration 15Q (28685.141000 sec): 3 clusters Score: Raw -10315851.392410 + Penalty 341.501501 = -10315509.890908 nChanged 401 SP:Iteration 16Q (28686.721000 sec): 3 clusters Score: Raw -10315921.019287 + Penalty 342.265376 = -10315578.753911 nChanged 419 SP:Iteration 17Q (28688.311000 sec): 3 clusters Score: Raw -10315999.023042 + Penalty 343.169561 = -10315655.853481 nChanged 494 SP:Iteration 18Q (28689.901000 sec): 3 clusters Score: Raw -10316100.084541 + Penalty 344.232322 = -10315755.852219 nChanged 531 SP:Iteration 19Q (28691.471000 sec): 3 clusters Score: Raw -10316220.200363 + Penalty 345.458085 = -10315874.742277 nChanged 572 SP:Iteration 20F (28693.091000 sec): 3 clusters Score: Raw -10316362.958210 + Penalty 346.917511 = -10316016.040699 nChanged 627 SP:Iteration 21Q (28694.661000 sec): 3 clusters Score: Raw -10316557.899629 + Penalty 348.626574 = -10316209.273055 nChanged 731 SP:Iteration 22Q (28696.238000 sec): 3 clusters Score: Raw -10316786.044156 + Penalty 350.402393 = -10316435.641763 nChanged 759 SP:Iteration 23Q (28697.798000 sec): 3 clusters Score: Raw -10317009.191233 + Penalty 352.317025 = -10316656.874208 nChanged 726 SP:Iteration 24Q (28699.368000 sec): 3 clusters Score: Raw -10317243.759945 + Penalty 354.582025 = -10316889.177919 nChanged 842 SP:Iteration 25Q (28700.928000 sec): 3 clusters Score: Raw -10317519.149323 + Penalty 356.577250 = -10317162.572072 nChanged 818 SP:Iteration 26Q (28702.478000 sec): 3 clusters Score: Raw -10317756.247641 + Penalty 358.235458 = -10317398.012183 nChanged 739 SP:Iteration 27Q (28704.018000 sec): 3 clusters Score: Raw -10317952.097713 + Penalty 360.381566 = -10317591.716147 nChanged 782 SP:Iteration 28Q (28705.558000 sec): 3 clusters Score: Raw -10318171.279930 + Penalty 362.525198 = -10317808.754733 nChanged 776 SP:Iteration 29Q (28707.078000 sec): 3 clusters Score: Raw -10318381.317637 + Penalty 364.728657 = -10318016.588980 nChanged 779 SP:Iteration 30Q (28708.605000 sec): 3 clusters Score: Raw -10318602.450983 + Penalty 366.743191 = -10318235.707792 nChanged 787 SP:Iteration 31Q (28710.105000 sec): 3 clusters Score: Raw -10318835.308007 + Penalty 369.229279 = -10318466.078728 nChanged 803 SP:Iteration 32Q (28711.585000 sec): 3 clusters Score: Raw -10319102.346295 + Penalty 372.028438 = -10318730.317857 nChanged 847 SP:Iteration 33Q (28713.045000 sec): 3 clusters Score: Raw -10319416.434185 + Penalty 374.283316 = -10319042.150870 nChanged 882 SP:Iteration 34Q (28714.515000 sec): 3 clusters Score: Raw -10319765.957987 + Penalty 376.173941 = -10319389.784047 nChanged 849 SP:Iteration 35Q (28715.945000 sec): 3 clusters Score: Raw -10320113.777363 + Penalty 378.081456 = -10319735.695907 nChanged 764 SP:Iteration 36Q (28717.375000 sec): 3 clusters Score: Raw -10320430.684618 + Penalty 381.209190 = -10320049.475429 nChanged 722 SP:Iteration 37Q (28718.775000 sec): 3 clusters Score: Raw -10320742.855283 + Penalty 384.107687 = -10320358.747597 nChanged 707 SP:Iteration 38Q (28720.171000 sec): 3 clusters Score: Raw -10321049.398827 + Penalty 387.317800 = -10320662.081027 nChanged 679 SP:Iteration 39Q (28721.551000 sec): 3 clusters Score: Raw -10321340.498083 + Penalty 390.594511 = -10320949.903572 nChanged 584 SP:Iteration 40F (28723.161000 sec): 3 clusters Score: Raw -10321610.853722 + Penalty 392.219483 = -10321218.634239 nChanged 492 SP:Iteration 41Q (28724.571000 sec): 3 clusters Score: Raw -10321835.446129 + Penalty 392.864987 = -10321442.581142 nChanged 482 SP:Iteration 42Q (28725.951000 sec): 3 clusters Score: Raw -10322060.652348 + Penalty 394.438466 = -10321666.213881 nChanged 385 SP:Iteration 43Q (28727.331000 sec): 3 clusters Score: Raw -10322228.421504 + Penalty 393.912239 = -10321834.509265 nChanged 361 SP:Iteration 44Q (28728.691000 sec): 3 clusters Score: Raw -10322392.709697 + Penalty 394.157387 = -10321998.552310 nChanged 325 SP:Iteration 45Q (28730.041000 sec): 3 clusters Score: Raw -10322550.171958 + Penalty 395.778916 = -10322154.393042 nChanged 302 SP:Iteration 46Q (28731.391000 sec): 3 clusters Score: Raw -10322695.325617 + Penalty 395.875509 = -10322299.450108 nChanged 252 SP:Iteration 47Q (28732.781000 sec): 3 clusters Score: Raw -10322810.046216 + Penalty 396.008973 = -10322414.037244 nChanged 229 SP:Iteration 48Q (28734.171000 sec): 3 clusters Score: Raw -10322917.285167 + Penalty 397.898146 = -10322519.387021 nChanged 237 SP:Iteration 49Q (28735.567000 sec): 3 clusters Score: Raw -10323042.249649 + Penalty 397.767420 = -10322644.482229 nChanged 211 SP:Iteration 50Q (28736.957000 sec): 3 clusters Score: Raw -10323150.704874 + Penalty 395.519603 = -10322755.185271 nChanged 173 SP:Iteration 51Q (28738.337000 sec): 3 clusters Score: Raw -10323223.329468 + Penalty 392.919896 = -10322830.409572 nChanged 144 SP:Iteration 52Q (28739.717000 sec): 3 clusters Score: Raw -10323279.464882 + Penalty 392.439326 = -10322887.025556 nChanged 115 SP:Iteration 53Q (28741.147000 sec): 3 clusters Score: Raw -10323321.568184 + Penalty 391.379654 = -10322930.188530 nChanged 99 SP:Iteration 54Q (28742.569000 sec): 3 clusters Score: Raw -10323355.186401 + Penalty 391.298005 = -10322963.888396 nChanged 71 SP:Iteration 55Q (28743.999000 sec): 3 clusters Score: Raw -10323378.993275 + Penalty 391.544551 = -10322987.448724 nChanged 53 SP:Iteration 56Q (28745.423000 sec): 3 clusters Score: Raw -10323394.796322 + Penalty 389.759069 = -10323005.037253 nChanged 42 SP:Iteration 57Q (28746.853000 sec): 3 clusters Score: Raw -10323411.623039 + Penalty 392.344393 = -10323019.278645 nChanged 51 SP:Iteration 58Q (28748.273000 sec): 3 clusters Score: Raw -10323434.252705 + Penalty 395.520905 = -10323038.731800 nChanged 41 SP:Iteration 59Q (28749.693000 sec): 3 clusters Score: Raw -10323447.275051 + Penalty 396.100907 = -10323051.174144 nChanged 39 SP:Iteration 60F (28751.383000 sec): 3 clusters Score: Raw -10323463.072381 + Penalty 396.252660 = -10323066.819721 nChanged 31 SP:Iteration 61Q (28752.813000 sec): 3 clusters Score: Raw -10323473.231868 + Penalty 399.239826 = -10323073.992043 nChanged 20 SP:Iteration 62Q (28754.233000 sec): 3 clusters Score: Raw -10323478.801206 + Penalty 402.830783 = -10323075.970423 nChanged 18 SP:Iteration 63Q (28755.663000 sec): 3 clusters Score: Raw -10323483.101362 + Penalty 406.292618 = -10323076.808744 nChanged 15 SP:Iteration 64Q (28757.073000 sec): 3 clusters Score: Raw -10323485.559622 + Penalty 408.604669 = -10323076.954953 nChanged 10 SP:Iteration 65Q (28758.493000 sec): 3 clusters Score: Raw -10323489.985603 + Penalty 410.587834 = -10323079.397769 nChanged 12 SP:Iteration 66Q (28759.913000 sec): 3 clusters Score: Raw -10323495.280533 + Penalty 409.583486 = -10323085.697047 nChanged 20 SP:Iteration 67Q (28761.343000 sec): 3 clusters Score: Raw -10323504.172070 + Penalty 411.501415 = -10323092.670655 nChanged 22 SP:Iteration 68Q (28762.753000 sec): 3 clusters Score: Raw -10323510.135540 + Penalty 414.479913 = -10323095.655627 nChanged 10 SP:Iteration 69Q (28764.173000 sec): 3 clusters Score: Raw -10323512.546652 + Penalty 413.891818 = -10323098.654834 nChanged 10 SP:Iteration 70Q (28765.583000 sec): 3 clusters Score: Raw -10323515.173589 + Penalty 415.340849 = -10323099.832740 nChanged 10 SP:Iteration 71Q (28767.015000 sec): 3 clusters Score: Raw -10323517.859917 + Penalty 416.323690 = -10323101.536226 nChanged 4 SP:Iteration 72Q (28768.426000 sec): 3 clusters Score: Raw -10323519.025363 + Penalty 419.559116 = -10323099.466246 nChanged 10 SP:Iteration 73F (28770.106000 sec): 3 clusters Score: Raw -10323521.876232 + Penalty 420.842396 = -10323101.033836 nChanged 12 SP:Iteration 74Q (28771.526000 sec): 3 clusters Score: Raw -10323524.927459 + Penalty 419.967734 = -10323104.959725 nChanged 14 SP:Iteration 75Q (28772.940000 sec): 3 clusters Score: Raw -10323527.450281 + Penalty 420.894176 = -10323106.556105 nChanged 2 SP:Iteration 76Q (28774.366000 sec): 3 clusters Score: Raw -10323527.368342 + Penalty 420.894176 = -10323106.474166 nChanged 0 SP:Iteration 77F (28776.027000 sec): 3 clusters Score: Raw -10323527.368342 + Penalty 420.894176 = -10323106.474166 nChanged 0 Trying to split cluster 43 (20800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28777.897000 sec): 2 clusters Score: Raw -4402188.858828 + Penalty 205.077949 = -4401983.780878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28778.697000 sec): 3 clusters Score: Raw -4388177.286052 + Penalty 422.968242 = -4387754.317810 nChanged 10093 SP:Iteration 1F (28779.477000 sec): 3 clusters Score: Raw -4396704.563541 + Penalty 433.822486 = -4396270.741055 nChanged 2655 SP:Iteration 2F (28780.287000 sec): 3 clusters Score: Raw -4398501.289566 + Penalty 441.247161 = -4398060.042405 nChanged 1282 SP:Iteration 3F (28781.087000 sec): 3 clusters Score: Raw -4399533.214405 + Penalty 445.692818 = -4399087.521587 nChanged 818 SP:Iteration 4Q (28781.877000 sec): 3 clusters Score: Raw -4400010.944165 + Penalty 448.915288 = -4399562.028877 nChanged 458 SP:Iteration 5Q (28782.657000 sec): 3 clusters Score: Raw -4400187.071650 + Penalty 452.601635 = -4399734.470015 nChanged 368 SP:Iteration 6Q (28783.427000 sec): 3 clusters Score: Raw -4400312.411588 + Penalty 457.473138 = -4399854.938450 nChanged 378 SP:Iteration 7Q (28784.187000 sec): 3 clusters Score: Raw -4400446.840624 + Penalty 462.567183 = -4399984.273441 nChanged 378 SP:Iteration 8Q (28784.947000 sec): 3 clusters Score: Raw -4400598.025227 + Penalty 467.769272 = -4400130.255955 nChanged 385 SP:Iteration 9Q (28785.697000 sec): 3 clusters Score: Raw -4400771.854345 + Penalty 473.311900 = -4400298.542445 nChanged 377 SP:Iteration 10Q (28786.457000 sec): 3 clusters Score: Raw -4400929.835454 + Penalty 478.999821 = -4400450.835633 nChanged 344 SP:Iteration 11Q (28787.197000 sec): 3 clusters Score: Raw -4401091.135809 + Penalty 485.467491 = -4400605.668318 nChanged 346 SP:Iteration 12Q (28787.947000 sec): 3 clusters Score: Raw -4401256.774293 + Penalty 490.168639 = -4400766.605654 nChanged 334 SP:Iteration 13Q (28788.697000 sec): 3 clusters Score: Raw -4401423.212190 + Penalty 493.950415 = -4400929.261775 nChanged 301 SP:Iteration 14Q (28789.437000 sec): 3 clusters Score: Raw -4401562.473875 + Penalty 498.096283 = -4401064.377592 nChanged 258 SP:Iteration 15Q (28790.167000 sec): 3 clusters Score: Raw -4401671.224757 + Penalty 503.058205 = -4401168.166551 nChanged 255 SP:Iteration 16Q (28790.887000 sec): 3 clusters Score: Raw -4401770.649111 + Penalty 508.742317 = -4401261.906795 nChanged 193 SP:Iteration 17Q (28791.607000 sec): 3 clusters Score: Raw -4401840.885657 + Penalty 515.590798 = -4401325.294859 nChanged 186 SP:Iteration 18Q (28792.327000 sec): 3 clusters Score: Raw -4401909.657846 + Penalty 521.759376 = -4401387.898471 nChanged 166 SP:Iteration 19Q (28793.037000 sec): 3 clusters Score: Raw -4401972.151242 + Penalty 526.854796 = -4401445.296446 nChanged 187 SP:Iteration 20F (28793.837000 sec): 3 clusters Score: Raw -4402036.538875 + Penalty 531.669861 = -4401504.869014 nChanged 158 SP:Iteration 21Q (28794.547000 sec): 3 clusters Score: Raw -4402093.398687 + Penalty 536.122085 = -4401557.276602 nChanged 148 SP:Iteration 22Q (28795.247000 sec): 3 clusters Score: Raw -4402149.358762 + Penalty 538.683112 = -4401610.675650 nChanged 129 SP:Iteration 23Q (28795.957000 sec): 3 clusters Score: Raw -4402188.134856 + Penalty 541.013298 = -4401647.121558 nChanged 92 SP:Iteration 24Q (28796.657000 sec): 3 clusters Score: Raw -4402214.453278 + Penalty 544.852030 = -4401669.601249 nChanged 81 SP:Iteration 25Q (28797.357000 sec): 3 clusters Score: Raw -4402236.800227 + Penalty 544.182247 = -4401692.617980 nChanged 68 SP:Iteration 26Q (28798.057000 sec): 3 clusters Score: Raw -4402254.282456 + Penalty 547.687385 = -4401706.595071 nChanged 61 SP:Iteration 27Q (28798.757000 sec): 3 clusters Score: Raw -4402268.493450 + Penalty 550.645861 = -4401717.847589 nChanged 53 SP:Iteration 28Q (28799.459000 sec): 3 clusters Score: Raw -4402278.952973 + Penalty 554.132024 = -4401724.820949 nChanged 39 SP:Iteration 29Q (28800.150000 sec): 3 clusters Score: Raw -4402285.961199 + Penalty 555.551267 = -4401730.409931 nChanged 30 SP:Iteration 30Q (28800.850000 sec): 3 clusters Score: Raw -4402290.049654 + Penalty 553.118519 = -4401736.931135 nChanged 26 SP:Iteration 31Q (28801.547000 sec): 3 clusters Score: Raw -4402296.535377 + Penalty 551.209427 = -4401745.325950 nChanged 17 SP:Iteration 32Q (28802.237000 sec): 3 clusters Score: Raw -4402302.219087 + Penalty 548.862783 = -4401753.356304 nChanged 18 SP:Iteration 33Q (28802.937000 sec): 3 clusters Score: Raw -4402307.190923 + Penalty 548.826693 = -4401758.364231 nChanged 8 SP:Iteration 34Q (28803.627000 sec): 3 clusters Score: Raw -4402308.131562 + Penalty 550.356168 = -4401757.775394 nChanged 13 SP:Iteration 35F (28804.437000 sec): 3 clusters Score: Raw -4402309.878769 + Penalty 551.544742 = -4401758.334028 nChanged 9 SP:Iteration 36Q (28805.127000 sec): 3 clusters Score: Raw -4402310.882537 + Penalty 552.345158 = -4401758.537379 nChanged 6 SP:Iteration 37Q (28805.827000 sec): 3 clusters Score: Raw -4402311.881221 + Penalty 551.883018 = -4401759.998203 nChanged 6 SP:Iteration 38Q (28806.517000 sec): 3 clusters Score: Raw -4402313.118833 + Penalty 551.908634 = -4401761.210199 nChanged 8 SP:Iteration 39Q (28807.215000 sec): 3 clusters Score: Raw -4402313.861925 + Penalty 551.099760 = -4401762.762165 nChanged 2 SP:Iteration 40F (28808.005000 sec): 3 clusters Score: Raw -4402314.069232 + Penalty 551.573125 = -4401762.496107 nChanged 2 SP:Iteration 41F (28808.815000 sec): 3 clusters Score: Raw -4402314.101037 + Penalty 551.535793 = -4401762.565244 nChanged 2 SP:Iteration 42Q (28809.505000 sec): 3 clusters Score: Raw -4402314.317102 + Penalty 551.792029 = -4401762.525073 nChanged 1 SP:Iteration 43F (28810.305000 sec): 3 clusters Score: Raw -4402314.604021 + Penalty 551.644331 = -4401762.959689 nChanged 4 SP:Iteration 44Q (28810.995000 sec): 3 clusters Score: Raw -4402314.800293 + Penalty 551.644331 = -4401763.155961 nChanged 0 SP:Iteration 45F (28811.805000 sec): 3 clusters Score: Raw -4402314.800293 + Penalty 551.644331 = -4401763.155961 nChanged 0 Trying to split cluster 45 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28811.915000 sec): 2 clusters Score: Raw -137955.618974 + Penalty 1762.869083 = -136192.749890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28811.965000 sec): 3 clusters Score: Raw -137952.984392 + Penalty 3526.902160 = -134426.082232 nChanged 207 SP:Iteration 1F (28812.015000 sec): 3 clusters Score: Raw -138375.557751 + Penalty 3563.757376 = -134811.800375 nChanged 38 SP:Iteration 2F (28812.065000 sec): 3 clusters Score: Raw -138434.665266 + Penalty 3598.459230 = -134836.206036 nChanged 27 SP:Iteration 3Q (28812.115000 sec): 3 clusters Score: Raw -138477.657219 + Penalty 3653.758048 = -134823.899170 nChanged 30 SP:Iteration 4F (28812.155000 sec): 3 clusters Score: Raw -138530.150623 + Penalty 3767.294986 = -134762.855637 nChanged 48 SP:Iteration 5F (28812.205000 sec): 3 clusters Score: Raw -138641.825092 + Penalty 3833.637521 = -134808.187571 nChanged 35 SP:Iteration 6Q (28812.255000 sec): 3 clusters Score: Raw -138711.355074 + Penalty 3879.804047 = -134831.551027 nChanged 18 SP:Iteration 7Q (28812.295000 sec): 3 clusters Score: Raw -138756.791216 + Penalty 3911.900582 = -134844.890635 nChanged 16 SP:Iteration 8Q (28812.345000 sec): 3 clusters Score: Raw -138789.161039 + Penalty 3933.553333 = -134855.607706 nChanged 4 SP:Iteration 9Q (28812.385000 sec): 3 clusters Score: Raw -138798.053173 + Penalty 3933.553333 = -134864.499841 nChanged 0 SP:Iteration 10F (28812.435000 sec): 3 clusters Score: Raw -138798.053173 + Penalty 3933.553333 = -134864.499841 nChanged 0 Trying to split cluster 46 (6496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28813.295000 sec): 2 clusters Score: Raw -1375674.294667 + Penalty 239.527819 = -1375434.766848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28813.475000 sec): 3 clusters Score: Raw -1371563.701174 + Penalty 488.094584 = -1371075.606590 nChanged 2978 SP:Iteration 1F (28813.655000 sec): 3 clusters Score: Raw -1373716.874987 + Penalty 497.440683 = -1373219.434304 nChanged 690 SP:Iteration 2F (28813.845000 sec): 3 clusters Score: Raw -1374290.056952 + Penalty 507.648032 = -1373782.408920 nChanged 543 SP:Iteration 3F (28814.025000 sec): 3 clusters Score: Raw -1374782.745863 + Penalty 517.003177 = -1374265.742686 nChanged 428 SP:Iteration 4F (28814.205000 sec): 3 clusters Score: Raw -1375176.177448 + Penalty 521.990580 = -1374654.186868 nChanged 282 SP:Iteration 5Q (28814.385000 sec): 3 clusters Score: Raw -1375432.675684 + Penalty 526.793038 = -1374905.882646 nChanged 171 SP:Iteration 6Q (28814.555000 sec): 3 clusters Score: Raw -1375575.795563 + Penalty 530.211967 = -1375045.583596 nChanged 96 SP:Iteration 7Q (28814.725000 sec): 3 clusters Score: Raw -1375646.824081 + Penalty 529.895168 = -1375116.928913 nChanged 72 SP:Iteration 8Q (28814.885000 sec): 3 clusters Score: Raw -1375702.604760 + Penalty 532.342791 = -1375170.261969 nChanged 61 SP:Iteration 9Q (28815.055000 sec): 3 clusters Score: Raw -1375742.666614 + Penalty 535.238936 = -1375207.427678 nChanged 49 SP:Iteration 10Q (28815.215000 sec): 3 clusters Score: Raw -1375765.391944 + Penalty 534.336221 = -1375231.055723 nChanged 40 SP:Iteration 11Q (28815.375000 sec): 3 clusters Score: Raw -1375779.323228 + Penalty 534.840559 = -1375244.482669 nChanged 28 SP:Iteration 12Q (28815.535000 sec): 3 clusters Score: Raw -1375787.006966 + Penalty 535.652913 = -1375251.354053 nChanged 16 SP:Iteration 13Q (28815.695000 sec): 3 clusters Score: Raw -1375790.114259 + Penalty 537.344637 = -1375252.769622 nChanged 22 SP:Iteration 14Q (28815.845000 sec): 3 clusters Score: Raw -1375798.692981 + Penalty 537.987646 = -1375260.705336 nChanged 9 SP:Iteration 15Q (28816.005000 sec): 3 clusters Score: Raw -1375802.053799 + Penalty 538.816808 = -1375263.236991 nChanged 5 SP:Iteration 16Q (28816.165000 sec): 3 clusters Score: Raw -1375803.090931 + Penalty 540.267064 = -1375262.823867 nChanged 12 SP:Iteration 17F (28816.345000 sec): 3 clusters Score: Raw -1375805.306380 + Penalty 541.009848 = -1375264.296531 nChanged 12 SP:Iteration 18Q (28816.505000 sec): 3 clusters Score: Raw -1375807.308554 + Penalty 541.442314 = -1375265.866240 nChanged 4 SP:Iteration 19Q (28816.665000 sec): 3 clusters Score: Raw -1375808.215329 + Penalty 541.417569 = -1375266.797760 nChanged 2 SP:Iteration 20F (28816.845000 sec): 3 clusters Score: Raw -1375808.781862 + Penalty 541.664589 = -1375267.117273 nChanged 2 SP:Iteration 21Q (28817.005000 sec): 3 clusters Score: Raw -1375809.276488 + Penalty 541.664589 = -1375267.611899 nChanged 0 SP:Iteration 22F (28817.185000 sec): 3 clusters Score: Raw -1375809.276488 + Penalty 541.664589 = -1375267.611899 nChanged 0 Trying to split cluster 47 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28817.195000 sec): 2 clusters Score: Raw -5339.141527 + Penalty 172.700764 = -5166.440763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28817.195000 sec): 3 clusters Score: Raw -4943.599000 + Penalty 403.465067 = -4540.133933 nChanged 11 SP:Iteration 1F (28817.205000 sec): 3 clusters Score: Raw -5413.574535 + Penalty 403.465067 = -5010.109468 nChanged 0 Trying to split cluster 50 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28817.225000 sec): 2 clusters Score: Raw -54143.055176 + Penalty 394.432217 = -53748.622959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28817.235000 sec): 3 clusters Score: Raw -54075.183180 + Penalty 787.986367 = -53287.196813 nChanged 71 SP:Iteration 1F (28817.245000 sec): 3 clusters Score: Raw -54192.326724 + Penalty 783.906462 = -53408.420263 nChanged 22 SP:Iteration 2F (28817.255000 sec): 3 clusters Score: Raw -54231.153405 + Penalty 778.557026 = -53452.596379 nChanged 15 SP:Iteration 3F (28817.265000 sec): 3 clusters Score: Raw -54257.165970 + Penalty 778.588612 = -53478.577357 nChanged 10 SP:Iteration 4Q (28817.275000 sec): 3 clusters Score: Raw -54274.023911 + Penalty 772.498958 = -53501.524953 nChanged 8 SP:Iteration 5Q (28817.285000 sec): 3 clusters Score: Raw -54298.529750 + Penalty 773.654762 = -53524.874988 nChanged 5 SP:Iteration 6Q (28817.295000 sec): 3 clusters Score: Raw -54317.506803 + Penalty 769.285136 = -53548.221666 nChanged 4 SP:Iteration 7Q (28817.305000 sec): 3 clusters Score: Raw -54326.400932 + Penalty 770.717098 = -53555.683833 nChanged 6 SP:Iteration 8Q (28817.315000 sec): 3 clusters Score: Raw -54342.533405 + Penalty 766.586727 = -53575.946677 nChanged 4 SP:Iteration 9Q (28817.325000 sec): 3 clusters Score: Raw -54350.361373 + Penalty 766.586727 = -53583.774645 nChanged 0 SP:Iteration 10F (28817.335000 sec): 3 clusters Score: Raw -54350.361373 + Penalty 766.586727 = -53583.774645 nChanged 0 Trying to split cluster 54 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28817.345000 sec): 2 clusters Score: Raw -8591.564736 + Penalty 424.886240 = -8166.678496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28817.345000 sec): 3 clusters Score: Raw -7826.059206 + Penalty 578.750761 = -7247.308445 nChanged 17 SP:Iteration 1F (28817.355000 sec): 3 clusters Score: Raw -8471.066587 + Penalty 424.886240 = -8046.180347 nChanged 4 SP:Iteration 2F (28817.355000 sec): 2 clusters Score: Raw -8591.564736 + Penalty 424.886240 = -8166.678496 nChanged 0 Trying to split cluster 55 (2288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28817.655000 sec): 2 clusters Score: Raw -475226.514745 + Penalty 251.307032 = -474975.207713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28817.725000 sec): 3 clusters Score: Raw -473950.196564 + Penalty 521.989556 = -473428.207008 nChanged 1012 SP:Iteration 1F (28817.795000 sec): 3 clusters Score: Raw -474976.498442 + Penalty 530.188150 = -474446.310292 nChanged 218 SP:Iteration 2F (28817.855000 sec): 3 clusters Score: Raw -475146.162877 + Penalty 536.374090 = -474609.788787 nChanged 99 SP:Iteration 3Q (28817.925000 sec): 3 clusters Score: Raw -475215.304672 + Penalty 540.276159 = -474675.028513 nChanged 46 SP:Iteration 4Q (28817.995000 sec): 3 clusters Score: Raw -475240.392406 + Penalty 541.903858 = -474698.488548 nChanged 30 SP:Iteration 5Q (28818.055000 sec): 3 clusters Score: Raw -475260.703902 + Penalty 542.879347 = -474717.824555 nChanged 15 SP:Iteration 6Q (28818.115000 sec): 3 clusters Score: Raw -475268.463796 + Penalty 542.715359 = -474725.748437 nChanged 14 SP:Iteration 7Q (28818.185000 sec): 3 clusters Score: Raw -475272.695415 + Penalty 542.591287 = -474730.104128 nChanged 7 SP:Iteration 8Q (28818.245000 sec): 3 clusters Score: Raw -475275.508038 + Penalty 542.363927 = -474733.144111 nChanged 6 SP:Iteration 9Q (28818.315000 sec): 3 clusters Score: Raw -475277.458812 + Penalty 544.112654 = -474733.346159 nChanged 8 SP:Iteration 10Q (28818.375000 sec): 3 clusters Score: Raw -475278.626881 + Penalty 545.076944 = -474733.549938 nChanged 10 SP:Iteration 11Q (28818.445000 sec): 3 clusters Score: Raw -475280.407192 + Penalty 545.869078 = -474734.538114 nChanged 7 SP:Iteration 12Q (28818.505000 sec): 3 clusters Score: Raw -475281.514394 + Penalty 546.195469 = -474735.318925 nChanged 2 SP:Iteration 13Q (28818.565000 sec): 3 clusters Score: Raw -475281.829061 + Penalty 546.295913 = -474735.533148 nChanged 2 SP:Iteration 14Q (28818.635000 sec): 3 clusters Score: Raw -475282.450048 + Penalty 546.553735 = -474735.896313 nChanged 2 SP:Iteration 15Q (28818.695000 sec): 3 clusters Score: Raw -475282.647391 + Penalty 546.864700 = -474735.782691 nChanged 4 SP:Iteration 16F (28818.765000 sec): 3 clusters Score: Raw -475282.975850 + Penalty 547.030792 = -474735.945058 nChanged 1 SP:Iteration 17Q (28818.825000 sec): 3 clusters Score: Raw -475283.036340 + Penalty 547.030792 = -474736.005548 nChanged 0 SP:Iteration 18F (28818.885000 sec): 3 clusters Score: Raw -475283.036340 + Penalty 547.030792 = -474736.005548 nChanged 0 Trying to split cluster 57 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28818.955000 sec): 2 clusters Score: Raw -116052.727122 + Penalty 165.889319 = -115886.837803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28818.975000 sec): 3 clusters Score: Raw -115788.517361 + Penalty 334.697402 = -115453.819959 nChanged 205 SP:Iteration 1F (28818.995000 sec): 3 clusters Score: Raw -115981.663174 + Penalty 336.512849 = -115645.150326 nChanged 37 SP:Iteration 2F (28819.005000 sec): 3 clusters Score: Raw -116028.446309 + Penalty 336.003801 = -115692.442508 nChanged 38 SP:Iteration 3F (28819.025000 sec): 3 clusters Score: Raw -116069.622096 + Penalty 335.743381 = -115733.878715 nChanged 23 SP:Iteration 4Q (28819.045000 sec): 3 clusters Score: Raw -116086.751966 + Penalty 337.745304 = -115749.006662 nChanged 14 SP:Iteration 5Q (28819.055000 sec): 3 clusters Score: Raw -116098.539528 + Penalty 337.512394 = -115761.027134 nChanged 2 SP:Iteration 6Q (28819.075000 sec): 3 clusters Score: Raw -116099.188899 + Penalty 337.512394 = -115761.676505 nChanged 0 SP:Iteration 7F (28819.095000 sec): 3 clusters Score: Raw -116099.188899 + Penalty 337.512394 = -115761.676505 nChanged 0 Trying to split cluster 61 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28819.135000 sec): 2 clusters Score: Raw -130131.631099 + Penalty 369.011514 = -129762.619585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28819.155000 sec): 3 clusters Score: Raw -129860.493102 + Penalty 745.602763 = -129114.890339 nChanged 240 SP:Iteration 1F (28819.175000 sec): 3 clusters Score: Raw -130057.496493 + Penalty 759.400036 = -129298.096457 nChanged 60 SP:Iteration 2F (28819.195000 sec): 3 clusters Score: Raw -130119.430221 + Penalty 769.971278 = -129349.458944 nChanged 31 SP:Iteration 3Q (28819.215000 sec): 3 clusters Score: Raw -130148.366230 + Penalty 779.090766 = -129369.275465 nChanged 23 SP:Iteration 4Q (28819.235000 sec): 3 clusters Score: Raw -130171.000274 + Penalty 782.170915 = -129388.829359 nChanged 8 SP:Iteration 5Q (28819.255000 sec): 3 clusters Score: Raw -130185.149035 + Penalty 785.373786 = -129399.775249 nChanged 10 SP:Iteration 6Q (28819.275000 sec): 3 clusters Score: Raw -130191.617253 + Penalty 786.500705 = -129405.116548 nChanged 2 SP:Iteration 7Q (28819.295000 sec): 3 clusters Score: Raw -130193.180430 + Penalty 787.794857 = -129405.385573 nChanged 8 SP:Iteration 8Q (28819.315000 sec): 3 clusters Score: Raw -130201.984771 + Penalty 787.122005 = -129414.862766 nChanged 6 SP:Iteration 9Q (28819.335000 sec): 3 clusters Score: Raw -130210.273495 + Penalty 792.919568 = -129417.353927 nChanged 9 SP:Iteration 10Q (28819.355000 sec): 3 clusters Score: Raw -130232.112446 + Penalty 793.052377 = -129439.060069 nChanged 8 SP:Iteration 11Q (28819.375000 sec): 3 clusters Score: Raw -130242.729911 + Penalty 793.323047 = -129449.406864 nChanged 4 SP:Iteration 12Q (28819.395000 sec): 3 clusters Score: Raw -130254.288893 + Penalty 793.323047 = -129460.965846 nChanged 0 SP:Iteration 13F (28819.415000 sec): 3 clusters Score: Raw -130254.288893 + Penalty 793.323047 = -129460.965846 nChanged 0 Trying to split cluster 65 (1606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28819.645000 sec): 2 clusters Score: Raw -331341.260353 + Penalty 482.359316 = -330858.901037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28819.765000 sec): 3 clusters Score: Raw -330426.094259 + Penalty 964.961849 = -329461.132410 nChanged 642 SP:Iteration 1F (28819.875000 sec): 3 clusters Score: Raw -330914.120717 + Penalty 960.634459 = -329953.486258 nChanged 220 SP:Iteration 2F (28819.985000 sec): 3 clusters Score: Raw -331159.343202 + Penalty 955.033919 = -330204.309282 nChanged 165 SP:Iteration 3F (28820.095000 sec): 3 clusters Score: Raw -331329.659930 + Penalty 956.292344 = -330373.367585 nChanged 88 SP:Iteration 4F (28820.195000 sec): 3 clusters Score: Raw -331400.557207 + Penalty 953.439554 = -330447.117653 nChanged 51 SP:Iteration 5Q (28820.305000 sec): 3 clusters Score: Raw -331440.255394 + Penalty 951.480717 = -330488.774677 nChanged 30 SP:Iteration 6Q (28820.415000 sec): 3 clusters Score: Raw -331461.020700 + Penalty 950.969385 = -330510.051315 nChanged 24 SP:Iteration 7Q (28820.525000 sec): 3 clusters Score: Raw -331477.464699 + Penalty 951.498591 = -330525.966109 nChanged 25 SP:Iteration 8Q (28820.635000 sec): 3 clusters Score: Raw -331492.059160 + Penalty 951.365817 = -330540.693342 nChanged 24 SP:Iteration 9Q (28820.745000 sec): 3 clusters Score: Raw -331503.518522 + Penalty 951.196952 = -330552.321570 nChanged 12 SP:Iteration 10Q (28820.855000 sec): 3 clusters Score: Raw -331507.480668 + Penalty 950.895356 = -330556.585312 nChanged 6 SP:Iteration 11Q (28820.965000 sec): 3 clusters Score: Raw -331508.801125 + Penalty 950.553977 = -330558.247148 nChanged 2 SP:Iteration 12Q (28821.075000 sec): 3 clusters Score: Raw -331509.494828 + Penalty 950.179511 = -330559.315317 nChanged 2 SP:Iteration 13Q (28821.175000 sec): 3 clusters Score: Raw -331510.420850 + Penalty 949.316661 = -330561.104190 nChanged 2 SP:Iteration 14Q (28821.295000 sec): 3 clusters Score: Raw -331511.561175 + Penalty 948.428970 = -330563.132205 nChanged 4 SP:Iteration 15Q (28821.395000 sec): 3 clusters Score: Raw -331513.936713 + Penalty 947.347495 = -330566.589217 nChanged 10 SP:Iteration 16Q (28821.505000 sec): 3 clusters Score: Raw -331521.208738 + Penalty 946.885649 = -330574.323088 nChanged 8 SP:Iteration 17Q (28821.615000 sec): 3 clusters Score: Raw -331525.756056 + Penalty 945.532707 = -330580.223349 nChanged 12 SP:Iteration 18Q (28821.735000 sec): 3 clusters Score: Raw -331531.169333 + Penalty 946.124372 = -330585.044962 nChanged 8 SP:Iteration 19Q (28821.845000 sec): 3 clusters Score: Raw -331535.140679 + Penalty 946.704335 = -330588.436344 nChanged 11 SP:Iteration 20F (28821.955000 sec): 3 clusters Score: Raw -331538.819855 + Penalty 947.641422 = -330591.178434 nChanged 9 SP:Iteration 21Q (28822.065000 sec): 3 clusters Score: Raw -331541.227850 + Penalty 948.854565 = -330592.373286 nChanged 6 SP:Iteration 22Q (28822.175000 sec): 3 clusters Score: Raw -331545.211974 + Penalty 949.761682 = -330595.450292 nChanged 4 SP:Iteration 23Q (28822.295000 sec): 3 clusters Score: Raw -331546.289634 + Penalty 950.468602 = -330595.821032 nChanged 3 SP:Iteration 24Q (28822.405000 sec): 3 clusters Score: Raw -331546.997764 + Penalty 950.772318 = -330596.225447 nChanged 2 SP:Iteration 25Q (28822.515000 sec): 3 clusters Score: Raw -331547.511044 + Penalty 950.772318 = -330596.738727 nChanged 0 SP:Iteration 26F (28822.635000 sec): 3 clusters Score: Raw -331547.511044 + Penalty 950.772318 = -330596.738727 nChanged 0 Trying to split cluster 67 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28822.715000 sec): 2 clusters Score: Raw -227813.688490 + Penalty 248.040077 = -227565.648413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28822.745000 sec): 3 clusters Score: Raw -227213.442920 + Penalty 508.416471 = -226705.026449 nChanged 436 SP:Iteration 1F (28822.775000 sec): 3 clusters Score: Raw -227552.639433 + Penalty 534.736554 = -227017.902879 nChanged 115 SP:Iteration 2F (28822.815000 sec): 3 clusters Score: Raw -227690.902167 + Penalty 584.516053 = -227106.386113 nChanged 87 SP:Iteration 3F (28822.845000 sec): 3 clusters Score: Raw -227813.235403 + Penalty 607.379041 = -227205.856362 nChanged 37 SP:Iteration 4Q (28822.875000 sec): 3 clusters Score: Raw -227868.745615 + Penalty 625.235532 = -227243.510083 nChanged 25 SP:Iteration 5Q (28822.905000 sec): 3 clusters Score: Raw -227921.634540 + Penalty 634.403429 = -227287.231111 nChanged 15 SP:Iteration 6Q (28822.935000 sec): 3 clusters Score: Raw -227943.603969 + Penalty 633.459192 = -227310.144777 nChanged 10 SP:Iteration 7Q (28822.965000 sec): 3 clusters Score: Raw -227964.011291 + Penalty 637.299565 = -227326.711726 nChanged 8 SP:Iteration 8Q (28822.995000 sec): 3 clusters Score: Raw -227970.974935 + Penalty 639.094584 = -227331.880351 nChanged 2 SP:Iteration 9Q (28823.025000 sec): 3 clusters Score: Raw -227973.292066 + Penalty 639.094584 = -227334.197483 nChanged 0 SP:Iteration 10F (28823.065000 sec): 3 clusters Score: Raw -227973.292066 + Penalty 639.094584 = -227334.197483 nChanged 0 Trying to split cluster 76 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28823.065000 sec): 2 clusters Score: Raw -4898.862413 + Penalty 132.318583 = -4766.543831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28823.075000 sec): 3 clusters Score: Raw -4283.867623 + Penalty 132.318583 = -4151.549041 nChanged 10 SP:Iteration 1F (28823.075000 sec): 2 clusters Score: Raw -4898.862413 + Penalty 132.318583 = -4766.543831 nChanged 0 Trying to split cluster 83 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28823.175000 sec): 2 clusters Score: Raw -179770.815149 + Penalty 15247.416395 = -164523.398754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28823.245000 sec): 3 clusters Score: Raw -182055.341344 + Penalty 30474.019172 = -151581.322172 nChanged 178 SP:Iteration 1F (28823.315000 sec): 3 clusters Score: Raw -184863.407926 + Penalty 30474.019172 = -154389.388755 nChanged 0 Trying to split cluster 86 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28823.445000 sec): 2 clusters Score: Raw -214477.169103 + Penalty 8128.417164 = -206348.751939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28823.545000 sec): 3 clusters Score: Raw -214686.575632 + Penalty 16503.318083 = -198183.257549 nChanged 311 SP:Iteration 1F (28823.645000 sec): 3 clusters Score: Raw -215675.457689 + Penalty 16917.829968 = -198757.627721 nChanged 72 SP:Iteration 2F (28823.755000 sec): 3 clusters Score: Raw -215925.581171 + Penalty 17398.540457 = -198527.040714 nChanged 52 SP:Iteration 3F (28823.855000 sec): 3 clusters Score: Raw -216110.823581 + Penalty 17697.278066 = -198413.545514 nChanged 28 SP:Iteration 4F (28823.955000 sec): 3 clusters Score: Raw -216229.072058 + Penalty 17857.124697 = -198371.947361 nChanged 14 SP:Iteration 5F (28824.055000 sec): 3 clusters Score: Raw -216303.477428 + Penalty 18027.180348 = -198276.297080 nChanged 13 SP:Iteration 6F (28824.155000 sec): 3 clusters Score: Raw -216402.567983 + Penalty 18071.950591 = -198330.617392 nChanged 2 SP:Iteration 7Q (28824.235000 sec): 3 clusters Score: Raw -216413.717727 + Penalty 18109.168017 = -198304.549710 nChanged 2 SP:Iteration 8F (28824.345000 sec): 3 clusters Score: Raw -216429.756665 + Penalty 18169.267071 = -198260.489594 nChanged 4 SP:Iteration 9F (28824.445000 sec): 3 clusters Score: Raw -216455.464921 + Penalty 18192.311926 = -198263.152995 nChanged 2 SP:Iteration 10Q (28824.525000 sec): 3 clusters Score: Raw -216464.409744 + Penalty 18198.933420 = -198265.476324 nChanged 2 SP:Iteration 11Q (28824.605000 sec): 3 clusters Score: Raw -216470.091859 + Penalty 18198.933420 = -198271.158439 nChanged 0 SP:Iteration 12F (28824.715000 sec): 3 clusters Score: Raw -216470.091859 + Penalty 18198.933420 = -198271.158439 nChanged 0 Trying to split cluster 94 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28824.785000 sec): 2 clusters Score: Raw -147941.313247 + Penalty 1321.148693 = -146620.164554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28824.825000 sec): 3 clusters Score: Raw -148012.225085 + Penalty 2727.265497 = -145284.959588 nChanged 252 SP:Iteration 1F (28824.865000 sec): 3 clusters Score: Raw -148854.690771 + Penalty 2820.742822 = -146033.947949 nChanged 53 SP:Iteration 2F (28824.905000 sec): 3 clusters Score: Raw -148987.861724 + Penalty 2834.098040 = -146153.763684 nChanged 20 SP:Iteration 3Q (28824.945000 sec): 3 clusters Score: Raw -149037.079732 + Penalty 2805.395722 = -146231.684011 nChanged 4 SP:Iteration 4Q (28824.975000 sec): 3 clusters Score: Raw -149055.684738 + Penalty 2826.206045 = -146229.478692 nChanged 2 SP:Iteration 5F (28825.025000 sec): 3 clusters Score: Raw -149059.578124 + Penalty 2844.444651 = -146215.133473 nChanged 2 SP:Iteration 6F (28825.065000 sec): 3 clusters Score: Raw -149066.064101 + Penalty 2855.801457 = -146210.262644 nChanged 2 SP:Iteration 7F (28825.105000 sec): 3 clusters Score: Raw -149071.891231 + Penalty 2855.801457 = -146216.089774 nChanged 0 Trying to split cluster 96 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28825.115000 sec): 2 clusters Score: Raw -3239.967690 + Penalty 29.278897 = -3210.688793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28825.115000 sec): 3 clusters Score: Raw -3231.872504 + Penalty 29.278897 = -3202.593607 nChanged 4 SP:Iteration 1F (28825.115000 sec): 2 clusters Score: Raw -3239.967690 + Penalty 29.278897 = -3210.688793 nChanged 0 Trying to split cluster 98 (1115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28825.245000 sec): 2 clusters Score: Raw -210084.953807 + Penalty 8903.254699 = -201181.699108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28825.345000 sec): 3 clusters Score: Raw -210428.801245 + Penalty 17908.280428 = -192520.520817 nChanged 309 SP:Iteration 1F (28825.435000 sec): 3 clusters Score: Raw -211434.476952 + Penalty 18170.916112 = -193263.560840 nChanged 62 SP:Iteration 2F (28825.535000 sec): 3 clusters Score: Raw -211648.971814 + Penalty 18355.618804 = -193293.353010 nChanged 51 SP:Iteration 3Q (28825.625000 sec): 3 clusters Score: Raw -211883.679335 + Penalty 18548.643570 = -193335.035765 nChanged 41 SP:Iteration 4Q (28825.715000 sec): 3 clusters Score: Raw -212084.864491 + Penalty 18727.543058 = -193357.321434 nChanged 27 SP:Iteration 5Q (28825.805000 sec): 3 clusters Score: Raw -212227.919333 + Penalty 18762.483162 = -193465.436170 nChanged 4 SP:Iteration 6Q (28825.886000 sec): 3 clusters Score: Raw -212245.178548 + Penalty 18770.480800 = -193474.697748 nChanged 2 SP:Iteration 7Q (28825.966000 sec): 3 clusters Score: Raw -212254.572168 + Penalty 18770.480800 = -193484.091368 nChanged 0 SP:Iteration 8F (28826.068000 sec): 3 clusters Score: Raw -212254.572168 + Penalty 18770.480800 = -193484.091368 nChanged 0 Iteration 199Q (28854.412000 sec): 56 clusters Score: Raw -84018810.127712 + Penalty 109887.096744 = -83908923.030968 nChanged 257 Iteration 200F (29035.711000 sec): 56 clusters Score: Raw -84018944.859127 + Penalty 109930.388499 = -83909014.470627 nChanged 230 Iteration 201Q (29063.806000 sec): 56 clusters Score: Raw -84019047.220008 + Penalty 109973.605974 = -83909073.614034 nChanged 178 Iteration 202Q (29091.752000 sec): 56 clusters Score: Raw -84019097.615154 + Penalty 109978.575051 = -83909119.040102 nChanged 144 Iteration 203Q (29119.728000 sec): 56 clusters Score: Raw -84019127.564877 + Penalty 109986.596940 = -83909140.967937 nChanged 128 Iteration 204Q (29147.803000 sec): 56 clusters Score: Raw -84019158.080076 + Penalty 109988.604461 = -83909169.475615 nChanged 131 Iteration 205Q (29175.964000 sec): 56 clusters Score: Raw -84019185.190423 + Penalty 109996.632880 = -83909188.557543 nChanged 95 Iteration 206Q (29204.026000 sec): 56 clusters Score: Raw -84019208.228817 + Penalty 110000.578240 = -83909207.650577 nChanged 95 Iteration 207Q (29231.967000 sec): 56 clusters Score: Raw -84019224.168592 + Penalty 110003.539975 = -83909220.628617 nChanged 95 Iteration 208Q (29260.004000 sec): 56 clusters Score: Raw -84019241.453657 + Penalty 110003.391291 = -83909238.062367 nChanged 86 Iteration 209Q (29288.064000 sec): 56 clusters Score: Raw -84019253.676473 + Penalty 110004.374690 = -83909249.301782 nChanged 55 Iteration 210Q (29316.144000 sec): 56 clusters Score: Raw -84019260.556592 + Penalty 110004.168218 = -83909256.388374 nChanged 49 Iteration 211Q (29344.225000 sec): 56 clusters Score: Raw -84019267.214398 + Penalty 110000.959961 = -83909266.254436 nChanged 72 Iteration 212Q (29372.278000 sec): 56 clusters Score: Raw -84019280.559951 + Penalty 109997.050461 = -83909283.509490 nChanged 76 Iteration 213Q (29400.359000 sec): 56 clusters Score: Raw -84019288.275993 + Penalty 109994.718901 = -83909293.557092 nChanged 45 Iteration 214Q (29428.468000 sec): 56 clusters Score: Raw -84019294.538931 + Penalty 109994.703085 = -83909299.835846 nChanged 39 Iteration 215Q (29456.547000 sec): 56 clusters Score: Raw -84019298.260095 + Penalty 109993.255397 = -83909305.004698 nChanged 29 Iteration 216Q (29484.636000 sec): 56 clusters Score: Raw -84019303.616781 + Penalty 109990.714972 = -83909312.901809 nChanged 38 Iteration 217Q (29512.658000 sec): 56 clusters Score: Raw -84019306.696672 + Penalty 109992.012061 = -83909314.684611 nChanged 28 Iteration 218Q (29540.691000 sec): 56 clusters Score: Raw -84019309.411320 + Penalty 109993.967521 = -83909315.443799 nChanged 26 Iteration 219Q (29568.684000 sec): 56 clusters Score: Raw -84019313.950772 + Penalty 109993.897498 = -83909320.053274 nChanged 32 Iteration 220F (29750.962000 sec): 56 clusters Score: Raw -84019317.053382 + Penalty 109995.049997 = -83909322.003384 nChanged 23 Iteration 221Q (29779.066000 sec): 56 clusters Score: Raw -84019325.889032 + Penalty 109995.691849 = -83909330.197183 nChanged 40 Iteration 222Q (29807.134000 sec): 56 clusters Score: Raw -84019335.436111 + Penalty 109995.485243 = -83909339.950869 nChanged 28 Iteration 223Q (29835.228000 sec): 56 clusters Score: Raw -84019346.314594 + Penalty 109995.456468 = -83909350.858126 nChanged 33 Iteration 224Q (29863.385000 sec): 56 clusters Score: Raw -84019352.206192 + Penalty 109995.837356 = -83909356.368836 nChanged 27 Iteration 225Q (29891.441000 sec): 56 clusters Score: Raw -84019355.648589 + Penalty 109996.916097 = -83909358.732492 nChanged 36 Iteration 226Q (29919.442000 sec): 56 clusters Score: Raw -84019360.568992 + Penalty 109996.142170 = -83909364.426822 nChanged 40 Iteration 227Q (29947.560000 sec): 56 clusters Score: Raw -84019363.221449 + Penalty 109995.507845 = -83909367.713604 nChanged 26 Iteration 228Q (29975.581000 sec): 56 clusters Score: Raw -84019365.237912 + Penalty 109993.273721 = -83909371.964191 nChanged 22 Iteration 229Q (30003.650000 sec): 56 clusters Score: Raw -84019366.496884 + Penalty 109992.932379 = -83909373.564505 nChanged 20 Iteration 230Q (30031.710000 sec): 56 clusters Score: Raw -84019367.166066 + Penalty 109992.767996 = -83909374.398070 nChanged 22 Iteration 231Q (30059.765000 sec): 56 clusters Score: Raw -84019367.905663 + Penalty 109992.575615 = -83909375.330048 nChanged 14 Iteration 232Q (30087.829000 sec): 56 clusters Score: Raw -84019368.472710 + Penalty 109992.318108 = -83909376.154602 nChanged 10 Iteration 233Q (30115.859000 sec): 56 clusters Score: Raw -84019368.764825 + Penalty 109992.368267 = -83909376.396558 nChanged 14 Iteration 234Q (30143.850000 sec): 56 clusters Score: Raw -84019369.583635 + Penalty 109992.626031 = -83909376.957603 nChanged 18 Iteration 235Q (30171.953000 sec): 56 clusters Score: Raw -84019370.434657 + Penalty 109992.985171 = -83909377.449485 nChanged 7 Iteration 236Q (30199.884000 sec): 56 clusters Score: Raw -84019370.707534 + Penalty 109992.985171 = -83909377.722362 nChanged 0 Iteration 237F (30381.415000 sec): 56 clusters Score: Raw -84019370.707534 + Penalty 109992.985171 = -83909377.722362 nChanged 0 Compute initial score before splitting: Score: Raw -84019370.707534 + Penalty 109992.985171 = -83909377.722362 Trying to split cluster 1 (4934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30430.323000 sec): 2 clusters Score: Raw -1045870.566932 + Penalty 188.972342 = -1045681.594590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30430.453000 sec): 3 clusters Score: Raw -1042767.978070 + Penalty 387.316401 = -1042380.661669 nChanged 2242 SP:Iteration 1F (30430.593000 sec): 3 clusters Score: Raw -1044628.958445 + Penalty 393.731014 = -1044235.227431 nChanged 483 SP:Iteration 2F (30430.723000 sec): 3 clusters Score: Raw -1045102.725141 + Penalty 398.016805 = -1044704.708336 nChanged 314 SP:Iteration 3F (30430.853000 sec): 3 clusters Score: Raw -1045466.727358 + Penalty 407.097314 = -1045059.630044 nChanged 191 SP:Iteration 4Q (30430.983000 sec): 3 clusters Score: Raw -1045679.882911 + Penalty 416.077878 = -1045263.805033 nChanged 96 SP:Iteration 5Q (30431.103000 sec): 3 clusters Score: Raw -1045762.284344 + Penalty 416.789172 = -1045345.495172 nChanged 54 SP:Iteration 6Q (30431.213000 sec): 3 clusters Score: Raw -1045818.167361 + Penalty 412.910976 = -1045405.256385 nChanged 46 SP:Iteration 7Q (30431.323000 sec): 3 clusters Score: Raw -1045891.125331 + Penalty 418.280104 = -1045472.845227 nChanged 23 SP:Iteration 8Q (30431.443000 sec): 3 clusters Score: Raw -1045915.406396 + Penalty 415.885657 = -1045499.520739 nChanged 8 SP:Iteration 9Q (30431.553000 sec): 3 clusters Score: Raw -1045918.387718 + Penalty 415.504400 = -1045502.883318 nChanged 2 SP:Iteration 10Q (30431.663000 sec): 3 clusters Score: Raw -1045921.599815 + Penalty 415.504400 = -1045506.095415 nChanged 0 SP:Iteration 11F (30431.803000 sec): 3 clusters Score: Raw -1045921.599815 + Penalty 415.504400 = -1045506.095415 nChanged 0 Trying to split cluster 2 (1277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30431.893000 sec): 2 clusters Score: Raw -273319.355054 + Penalty 182.407729 = -273136.947325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30431.933000 sec): 3 clusters Score: Raw -272556.243642 + Penalty 364.450353 = -272191.793289 nChanged 545 SP:Iteration 1F (30431.973000 sec): 3 clusters Score: Raw -272915.300206 + Penalty 364.502936 = -272550.797270 nChanged 120 SP:Iteration 2F (30432.013000 sec): 3 clusters Score: Raw -272991.361921 + Penalty 364.347127 = -272627.014794 nChanged 61 SP:Iteration 3Q (30432.053000 sec): 3 clusters Score: Raw -273028.257887 + Penalty 363.881148 = -272664.376739 nChanged 49 SP:Iteration 4Q (30432.093000 sec): 3 clusters Score: Raw -273059.204220 + Penalty 364.127108 = -272695.077112 nChanged 50 SP:Iteration 5Q (30432.133000 sec): 3 clusters Score: Raw -273087.027947 + Penalty 364.046926 = -272722.981021 nChanged 41 SP:Iteration 6Q (30432.163000 sec): 3 clusters Score: Raw -273116.131138 + Penalty 364.755715 = -272751.375423 nChanged 42 SP:Iteration 7Q (30432.203000 sec): 3 clusters Score: Raw -273139.988902 + Penalty 364.750969 = -272775.237932 nChanged 27 SP:Iteration 8Q (30432.243000 sec): 3 clusters Score: Raw -273157.165326 + Penalty 364.870677 = -272792.294649 nChanged 20 SP:Iteration 9Q (30432.283000 sec): 3 clusters Score: Raw -273171.272265 + Penalty 365.214403 = -272806.057862 nChanged 16 SP:Iteration 10Q (30432.313000 sec): 3 clusters Score: Raw -273179.517568 + Penalty 365.320254 = -272814.197313 nChanged 17 SP:Iteration 11Q (30432.353000 sec): 3 clusters Score: Raw -273185.871255 + Penalty 365.523601 = -272820.347654 nChanged 14 SP:Iteration 12Q (30432.393000 sec): 3 clusters Score: Raw -273189.137291 + Penalty 365.201977 = -272823.935314 nChanged 8 SP:Iteration 13Q (30432.433000 sec): 3 clusters Score: Raw -273194.735966 + Penalty 365.096820 = -272829.639145 nChanged 9 SP:Iteration 14Q (30432.473000 sec): 3 clusters Score: Raw -273196.162193 + Penalty 365.197965 = -272830.964227 nChanged 5 SP:Iteration 15Q (30432.503000 sec): 3 clusters Score: Raw -273197.910381 + Penalty 365.367901 = -272832.542480 nChanged 4 SP:Iteration 16Q (30432.543000 sec): 3 clusters Score: Raw -273199.143850 + Penalty 365.362041 = -272833.781809 nChanged 1 SP:Iteration 17Q (30432.583000 sec): 3 clusters Score: Raw -273199.203789 + Penalty 365.362041 = -272833.841748 nChanged 0 SP:Iteration 18F (30432.623000 sec): 3 clusters Score: Raw -273199.403154 + Penalty 365.375111 = -272834.028044 nChanged 2 SP:Iteration 19Q (30432.653000 sec): 3 clusters Score: Raw -273200.483953 + Penalty 365.375111 = -272835.108842 nChanged 0 SP:Iteration 20F (30432.703000 sec): 3 clusters Score: Raw -273200.483953 + Penalty 365.375111 = -272835.108842 nChanged 0 Trying to split cluster 3 (1495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30432.853000 sec): 2 clusters Score: Raw -315721.010541 + Penalty 82.675273 = -315638.335268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30432.893000 sec): 3 clusters Score: Raw -314793.912195 + Penalty 175.486458 = -314618.425736 nChanged 674 SP:Iteration 1F (30432.933000 sec): 3 clusters Score: Raw -315511.694824 + Penalty 175.912893 = -315335.781931 nChanged 116 SP:Iteration 2F (30432.973000 sec): 3 clusters Score: Raw -315655.930944 + Penalty 177.578451 = -315478.352493 nChanged 57 SP:Iteration 3Q (30433.013000 sec): 3 clusters Score: Raw -315711.074472 + Penalty 177.945168 = -315533.129305 nChanged 22 SP:Iteration 4Q (30433.053000 sec): 3 clusters Score: Raw -315719.739429 + Penalty 179.377189 = -315540.362240 nChanged 14 SP:Iteration 5Q (30433.083000 sec): 3 clusters Score: Raw -315727.030160 + Penalty 179.644946 = -315547.385214 nChanged 2 SP:Iteration 6Q (30433.123000 sec): 3 clusters Score: Raw -315727.268265 + Penalty 179.644946 = -315547.623319 nChanged 0 SP:Iteration 7F (30433.163000 sec): 3 clusters Score: Raw -315727.268265 + Penalty 179.644946 = -315547.623319 nChanged 0 Trying to split cluster 4 (21987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30436.033000 sec): 2 clusters Score: Raw -4624254.275067 + Penalty 148.481378 = -4624105.793689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30436.673000 sec): 3 clusters Score: Raw -4609485.239341 + Penalty 303.468184 = -4609181.771156 nChanged 10647 SP:Iteration 1F (30437.313000 sec): 3 clusters Score: Raw -4617496.918485 + Penalty 309.918022 = -4617187.000464 nChanged 2242 SP:Iteration 2F (30437.953000 sec): 3 clusters Score: Raw -4618919.123092 + Penalty 316.686739 = -4618602.436353 nChanged 1574 SP:Iteration 3F (30438.593000 sec): 3 clusters Score: Raw -4619947.692089 + Penalty 322.965757 = -4619624.726332 nChanged 1239 SP:Iteration 4F (30439.223000 sec): 3 clusters Score: Raw -4620728.445294 + Penalty 328.241625 = -4620400.203669 nChanged 1014 SP:Iteration 5Q (30439.835000 sec): 3 clusters Score: Raw -4621250.484967 + Penalty 332.135927 = -4620918.349039 nChanged 762 SP:Iteration 6Q (30440.435000 sec): 3 clusters Score: Raw -4621586.026756 + Penalty 335.794325 = -4621250.232431 nChanged 646 SP:Iteration 7Q (30441.025000 sec): 3 clusters Score: Raw -4621881.782990 + Penalty 340.871758 = -4621540.911232 nChanged 621 SP:Iteration 8Q (30441.615000 sec): 3 clusters Score: Raw -4622201.348251 + Penalty 345.869195 = -4621855.479056 nChanged 618 SP:Iteration 9Q (30442.185000 sec): 3 clusters Score: Raw -4622568.433860 + Penalty 350.293622 = -4622218.140238 nChanged 543 SP:Iteration 10Q (30442.755000 sec): 3 clusters Score: Raw -4622869.984068 + Penalty 355.188824 = -4622514.795243 nChanged 463 SP:Iteration 11Q (30443.325000 sec): 3 clusters Score: Raw -4623128.811990 + Penalty 358.389356 = -4622770.422634 nChanged 394 SP:Iteration 12Q (30443.885000 sec): 3 clusters Score: Raw -4623340.674941 + Penalty 363.038290 = -4622977.636651 nChanged 333 SP:Iteration 13Q (30444.452000 sec): 3 clusters Score: Raw -4623542.237340 + Penalty 368.815304 = -4623173.422036 nChanged 294 SP:Iteration 14Q (30445.002000 sec): 3 clusters Score: Raw -4623738.156680 + Penalty 375.873087 = -4623362.283593 nChanged 236 SP:Iteration 15Q (30445.542000 sec): 3 clusters Score: Raw -4623908.129387 + Penalty 382.495552 = -4623525.633835 nChanged 193 SP:Iteration 16Q (30446.072000 sec): 3 clusters Score: Raw -4624054.289299 + Penalty 388.727573 = -4623665.561726 nChanged 130 SP:Iteration 17Q (30446.612000 sec): 3 clusters Score: Raw -4624151.415630 + Penalty 392.385048 = -4623759.030583 nChanged 95 SP:Iteration 18Q (30447.142000 sec): 3 clusters Score: Raw -4624222.323355 + Penalty 394.702324 = -4623827.621031 nChanged 54 SP:Iteration 19Q (30447.682000 sec): 3 clusters Score: Raw -4624253.823064 + Penalty 398.085133 = -4623855.737931 nChanged 49 SP:Iteration 20F (30448.312000 sec): 3 clusters Score: Raw -4624281.953544 + Penalty 398.101167 = -4623883.852376 nChanged 40 SP:Iteration 21Q (30448.832000 sec): 3 clusters Score: Raw -4624304.275088 + Penalty 400.356965 = -4623903.918123 nChanged 27 SP:Iteration 22Q (30449.352000 sec): 3 clusters Score: Raw -4624316.279582 + Penalty 403.805096 = -4623912.474486 nChanged 16 SP:Iteration 23Q (30449.882000 sec): 3 clusters Score: Raw -4624322.199542 + Penalty 406.450732 = -4623915.748810 nChanged 10 SP:Iteration 24Q (30450.402000 sec): 3 clusters Score: Raw -4624326.133572 + Penalty 406.795505 = -4623919.338067 nChanged 10 SP:Iteration 25Q (30450.932000 sec): 3 clusters Score: Raw -4624330.980473 + Penalty 402.566035 = -4623928.414438 nChanged 12 SP:Iteration 26Q (30451.452000 sec): 3 clusters Score: Raw -4624335.848910 + Penalty 403.947217 = -4623931.901693 nChanged 10 SP:Iteration 27Q (30451.972000 sec): 3 clusters Score: Raw -4624339.566713 + Penalty 403.883660 = -4623935.683054 nChanged 3 SP:Iteration 28Q (30452.502000 sec): 3 clusters Score: Raw -4624339.828760 + Penalty 404.186713 = -4623935.642047 nChanged 2 SP:Iteration 29F (30453.132000 sec): 3 clusters Score: Raw -4624339.942875 + Penalty 404.186713 = -4623935.756163 nChanged 0 Trying to split cluster 5 (2429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30453.452000 sec): 2 clusters Score: Raw -513845.262367 + Penalty 208.435166 = -513636.827201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30453.522000 sec): 3 clusters Score: Raw -512338.907969 + Penalty 414.900498 = -511924.007471 nChanged 1056 SP:Iteration 1F (30453.592000 sec): 3 clusters Score: Raw -512903.893078 + Penalty 415.094237 = -512488.798841 nChanged 220 SP:Iteration 2F (30453.662000 sec): 3 clusters Score: Raw -513039.900946 + Penalty 416.774301 = -512623.126646 nChanged 192 SP:Iteration 3F (30453.732000 sec): 3 clusters Score: Raw -513236.347070 + Penalty 420.975357 = -512815.371713 nChanged 171 SP:Iteration 4F (30453.802000 sec): 3 clusters Score: Raw -513426.123734 + Penalty 426.559140 = -512999.564594 nChanged 174 SP:Iteration 5F (30453.872000 sec): 3 clusters Score: Raw -513589.821261 + Penalty 430.066386 = -513159.754874 nChanged 132 SP:Iteration 6F (30453.952000 sec): 3 clusters Score: Raw -513701.855437 + Penalty 436.219605 = -513265.635831 nChanged 112 SP:Iteration 7Q (30454.022000 sec): 3 clusters Score: Raw -513781.305433 + Penalty 440.755396 = -513340.550037 nChanged 87 SP:Iteration 8Q (30454.092000 sec): 3 clusters Score: Raw -513833.730536 + Penalty 443.753912 = -513389.976625 nChanged 60 SP:Iteration 9Q (30454.162000 sec): 3 clusters Score: Raw -513875.293703 + Penalty 444.802863 = -513430.490840 nChanged 54 SP:Iteration 10Q (30454.222000 sec): 3 clusters Score: Raw -513908.662879 + Penalty 446.152882 = -513462.509997 nChanged 42 SP:Iteration 11Q (30454.292000 sec): 3 clusters Score: Raw -513931.030689 + Penalty 447.756887 = -513483.273803 nChanged 21 SP:Iteration 12Q (30454.362000 sec): 3 clusters Score: Raw -513941.801863 + Penalty 452.629319 = -513489.172545 nChanged 28 SP:Iteration 13Q (30454.432000 sec): 3 clusters Score: Raw -513960.159634 + Penalty 455.982620 = -513504.177014 nChanged 34 SP:Iteration 14Q (30454.492000 sec): 3 clusters Score: Raw -513982.461519 + Penalty 457.212989 = -513525.248531 nChanged 26 SP:Iteration 15Q (30454.562000 sec): 3 clusters Score: Raw -513993.673230 + Penalty 462.118707 = -513531.554523 nChanged 14 SP:Iteration 16Q (30454.632000 sec): 3 clusters Score: Raw -513997.660452 + Penalty 462.696572 = -513534.963880 nChanged 4 SP:Iteration 17Q (30454.692000 sec): 3 clusters Score: Raw -513998.705450 + Penalty 462.152371 = -513536.553080 nChanged 3 SP:Iteration 18Q (30454.762000 sec): 3 clusters Score: Raw -513999.514343 + Penalty 461.299362 = -513538.214981 nChanged 6 SP:Iteration 19Q (30454.822000 sec): 3 clusters Score: Raw -514001.684318 + Penalty 461.299362 = -513540.384956 nChanged 0 SP:Iteration 20F (30454.892000 sec): 3 clusters Score: Raw -514001.684318 + Penalty 461.299362 = -513540.384956 nChanged 0 Trying to split cluster 6 (938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30455.012000 sec): 2 clusters Score: Raw -196440.094465 + Penalty 324.726636 = -196115.367829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30455.042000 sec): 3 clusters Score: Raw -195981.596929 + Penalty 648.908267 = -195332.688662 nChanged 347 SP:Iteration 1F (30455.072000 sec): 3 clusters Score: Raw -196282.512648 + Penalty 647.879380 = -195634.633268 nChanged 80 SP:Iteration 2F (30455.102000 sec): 3 clusters Score: Raw -196354.742680 + Penalty 646.470321 = -195708.272360 nChanged 59 SP:Iteration 3F (30455.122000 sec): 3 clusters Score: Raw -196437.776455 + Penalty 647.152649 = -195790.623806 nChanged 37 SP:Iteration 4Q (30455.152000 sec): 3 clusters Score: Raw -196483.310274 + Penalty 647.952748 = -195835.357525 nChanged 31 SP:Iteration 5Q (30455.182000 sec): 3 clusters Score: Raw -196513.605981 + Penalty 646.388339 = -195867.217642 nChanged 24 SP:Iteration 6Q (30455.202000 sec): 3 clusters Score: Raw -196530.447038 + Penalty 646.498580 = -195883.948458 nChanged 11 SP:Iteration 7Q (30455.232000 sec): 3 clusters Score: Raw -196532.984894 + Penalty 646.295327 = -195886.689566 nChanged 2 SP:Iteration 8Q (30455.252000 sec): 3 clusters Score: Raw -196536.969418 + Penalty 646.228800 = -195890.740618 nChanged 2 SP:Iteration 9Q (30455.282000 sec): 3 clusters Score: Raw -196537.291437 + Penalty 646.034457 = -195891.256980 nChanged 2 SP:Iteration 10Q (30455.312000 sec): 3 clusters Score: Raw -196537.855324 + Penalty 646.034457 = -195891.820866 nChanged 0 SP:Iteration 11F (30455.342000 sec): 3 clusters Score: Raw -196537.855324 + Penalty 646.034457 = -195891.820866 nChanged 0 Trying to split cluster 7 (944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30455.422000 sec): 2 clusters Score: Raw -199957.918305 + Penalty 45.083157 = -199912.835148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30455.442000 sec): 3 clusters Score: Raw -199380.972705 + Penalty 91.064909 = -199289.907796 nChanged 436 SP:Iteration 1F (30455.472000 sec): 3 clusters Score: Raw -199802.094041 + Penalty 90.671492 = -199711.422548 nChanged 52 SP:Iteration 2F (30455.492000 sec): 3 clusters Score: Raw -199841.235656 + Penalty 90.647364 = -199750.588293 nChanged 48 SP:Iteration 3F (30455.522000 sec): 3 clusters Score: Raw -199871.043842 + Penalty 90.814286 = -199780.229555 nChanged 27 SP:Iteration 4Q (30455.542000 sec): 3 clusters Score: Raw -199881.118993 + Penalty 90.831045 = -199790.287948 nChanged 13 SP:Iteration 5Q (30455.572000 sec): 3 clusters Score: Raw -199886.305297 + Penalty 90.869869 = -199795.435429 nChanged 14 SP:Iteration 6Q (30455.592000 sec): 3 clusters Score: Raw -199890.908181 + Penalty 91.076724 = -199799.831457 nChanged 22 SP:Iteration 7Q (30455.622000 sec): 3 clusters Score: Raw -199914.827753 + Penalty 91.361512 = -199823.466241 nChanged 22 SP:Iteration 8Q (30455.642000 sec): 3 clusters Score: Raw -199940.906667 + Penalty 91.252845 = -199849.653823 nChanged 16 SP:Iteration 9Q (30455.672000 sec): 3 clusters Score: Raw -199950.927289 + Penalty 90.984137 = -199859.943153 nChanged 20 SP:Iteration 10Q (30455.692000 sec): 3 clusters Score: Raw -199964.779485 + Penalty 90.933122 = -199873.846362 nChanged 20 SP:Iteration 11Q (30455.712000 sec): 3 clusters Score: Raw -199975.095287 + Penalty 90.850067 = -199884.245220 nChanged 10 SP:Iteration 12Q (30455.742000 sec): 3 clusters Score: Raw -199979.226328 + Penalty 90.927926 = -199888.298403 nChanged 4 SP:Iteration 13Q (30455.762000 sec): 3 clusters Score: Raw -199980.336454 + Penalty 90.841577 = -199889.494877 nChanged 5 SP:Iteration 14Q (30455.782000 sec): 3 clusters Score: Raw -199979.944584 + Penalty 90.841577 = -199889.103007 nChanged 0 SP:Iteration 15F (30455.812000 sec): 3 clusters Score: Raw -199979.944584 + Penalty 90.841577 = -199889.103007 nChanged 0 Trying to split cluster 8 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30455.862000 sec): 2 clusters Score: Raw -149498.606290 + Penalty 82.971746 = -149415.634544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30455.882000 sec): 3 clusters Score: Raw -149079.500109 + Penalty 186.401522 = -148893.098588 nChanged 315 SP:Iteration 1F (30455.902000 sec): 3 clusters Score: Raw -149445.147630 + Penalty 193.948582 = -149251.199047 nChanged 49 SP:Iteration 2F (30455.922000 sec): 3 clusters Score: Raw -149493.063723 + Penalty 200.934084 = -149292.129639 nChanged 20 SP:Iteration 3Q (30455.942000 sec): 3 clusters Score: Raw -149514.900025 + Penalty 205.438855 = -149309.461169 nChanged 12 SP:Iteration 4Q (30455.962000 sec): 3 clusters Score: Raw -149526.528104 + Penalty 209.854101 = -149316.674003 nChanged 16 SP:Iteration 5Q (30455.982000 sec): 3 clusters Score: Raw -149549.406468 + Penalty 214.548823 = -149334.857645 nChanged 12 SP:Iteration 6Q (30456.002000 sec): 3 clusters Score: Raw -149562.505924 + Penalty 214.917936 = -149347.587989 nChanged 4 SP:Iteration 7Q (30456.012000 sec): 3 clusters Score: Raw -149567.086586 + Penalty 216.923157 = -149350.163429 nChanged 4 SP:Iteration 8Q (30456.032000 sec): 3 clusters Score: Raw -149573.860216 + Penalty 217.122614 = -149356.737602 nChanged 4 SP:Iteration 9Q (30456.052000 sec): 3 clusters Score: Raw -149577.381823 + Penalty 217.999895 = -149359.381929 nChanged 2 SP:Iteration 10Q (30456.072000 sec): 3 clusters Score: Raw -149578.752800 + Penalty 219.195082 = -149359.557718 nChanged 2 SP:Iteration 11Q (30456.092000 sec): 3 clusters Score: Raw -149579.419338 + Penalty 219.195082 = -149360.224256 nChanged 0 SP:Iteration 12F (30456.112000 sec): 3 clusters Score: Raw -149579.419338 + Penalty 219.195082 = -149360.224256 nChanged 0 Trying to split cluster 9 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30456.162000 sec): 2 clusters Score: Raw -155930.047673 + Penalty 471.957536 = -155458.090137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30456.182000 sec): 3 clusters Score: Raw -155613.907933 + Penalty 949.813299 = -154664.094634 nChanged 270 SP:Iteration 1F (30456.202000 sec): 3 clusters Score: Raw -155832.208200 + Penalty 948.851880 = -154883.356320 nChanged 40 SP:Iteration 2F (30456.222000 sec): 3 clusters Score: Raw -155865.194849 + Penalty 949.727017 = -154915.467832 nChanged 19 SP:Iteration 3Q (30456.252000 sec): 3 clusters Score: Raw -155887.405596 + Penalty 951.011753 = -154936.393842 nChanged 12 SP:Iteration 4Q (30456.272000 sec): 3 clusters Score: Raw -155896.115602 + Penalty 952.823260 = -154943.292342 nChanged 10 SP:Iteration 5Q (30456.292000 sec): 3 clusters Score: Raw -155911.760671 + Penalty 953.516839 = -154958.243832 nChanged 10 SP:Iteration 6Q (30456.312000 sec): 3 clusters Score: Raw -155918.679832 + Penalty 954.548259 = -154964.131573 nChanged 4 SP:Iteration 7Q (30456.332000 sec): 3 clusters Score: Raw -155921.161268 + Penalty 954.160761 = -154967.000507 nChanged 2 SP:Iteration 8Q (30456.352000 sec): 3 clusters Score: Raw -155922.496753 + Penalty 954.347810 = -154968.148944 nChanged 2 SP:Iteration 9Q (30456.372000 sec): 3 clusters Score: Raw -155923.270182 + Penalty 954.347810 = -154968.922373 nChanged 0 SP:Iteration 10F (30456.402000 sec): 3 clusters Score: Raw -155923.270182 + Penalty 954.347810 = -154968.922373 nChanged 0 Trying to split cluster 10 (5124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30456.802000 sec): 2 clusters Score: Raw -1090403.966418 + Penalty 119.655500 = -1090284.310917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30456.952000 sec): 3 clusters Score: Raw -1087045.620937 + Penalty 240.095556 = -1086805.525381 nChanged 2435 SP:Iteration 1F (30457.112000 sec): 3 clusters Score: Raw -1088771.844446 + Penalty 238.330351 = -1088533.514095 nChanged 521 SP:Iteration 2F (30457.262000 sec): 3 clusters Score: Raw -1089110.066516 + Penalty 237.054452 = -1088873.012065 nChanged 421 SP:Iteration 3F (30457.412000 sec): 3 clusters Score: Raw -1089519.359717 + Penalty 240.460544 = -1089278.899173 nChanged 344 SP:Iteration 4F (30457.562000 sec): 3 clusters Score: Raw -1089913.817383 + Penalty 248.720475 = -1089665.096908 nChanged 227 SP:Iteration 5Q (30457.722000 sec): 3 clusters Score: Raw -1090181.882953 + Penalty 260.327365 = -1089921.555588 nChanged 105 SP:Iteration 6Q (30457.852000 sec): 3 clusters Score: Raw -1090286.593589 + Penalty 254.352562 = -1090032.241027 nChanged 67 SP:Iteration 7Q (30457.982000 sec): 3 clusters Score: Raw -1090348.749580 + Penalty 257.641881 = -1090091.107699 nChanged 33 SP:Iteration 8Q (30458.112000 sec): 3 clusters Score: Raw -1090372.855936 + Penalty 258.253532 = -1090114.602404 nChanged 31 SP:Iteration 9Q (30458.242000 sec): 3 clusters Score: Raw -1090394.730154 + Penalty 255.322870 = -1090139.407283 nChanged 17 SP:Iteration 10Q (30458.362000 sec): 3 clusters Score: Raw -1090409.524609 + Penalty 267.252141 = -1090142.272468 nChanged 14 SP:Iteration 11Q (30458.492000 sec): 3 clusters Score: Raw -1090415.923146 + Penalty 268.391604 = -1090147.531542 nChanged 2 SP:Iteration 12Q (30458.612000 sec): 3 clusters Score: Raw -1090415.099304 + Penalty 272.498960 = -1090142.600345 nChanged 2 SP:Iteration 13F (30458.762000 sec): 3 clusters Score: Raw -1090415.800448 + Penalty 272.498960 = -1090143.301488 nChanged 0 Trying to split cluster 11 (4709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30459.312000 sec): 2 clusters Score: Raw -988744.606796 + Penalty 127.217056 = -988617.389739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30459.432000 sec): 3 clusters Score: Raw -985685.226951 + Penalty 254.547442 = -985430.679509 nChanged 2165 SP:Iteration 1F (30459.562000 sec): 3 clusters Score: Raw -987037.235877 + Penalty 254.600273 = -986782.635604 nChanged 473 SP:Iteration 2F (30459.682000 sec): 3 clusters Score: Raw -987488.694731 + Penalty 254.529276 = -987234.165455 nChanged 381 SP:Iteration 3F (30459.812000 sec): 3 clusters Score: Raw -987989.310031 + Penalty 254.358361 = -987734.951670 nChanged 342 SP:Iteration 4F (30459.942000 sec): 3 clusters Score: Raw -988358.300063 + Penalty 254.267603 = -988104.032460 nChanged 208 SP:Iteration 5Q (30460.072000 sec): 3 clusters Score: Raw -988504.231104 + Penalty 254.278265 = -988249.952839 nChanged 155 SP:Iteration 6Q (30460.202000 sec): 3 clusters Score: Raw -988561.923643 + Penalty 254.209718 = -988307.713925 nChanged 83 SP:Iteration 7Q (30460.322000 sec): 3 clusters Score: Raw -988580.051911 + Penalty 254.206620 = -988325.845291 nChanged 40 SP:Iteration 8Q (30460.442000 sec): 3 clusters Score: Raw -988593.008569 + Penalty 254.253803 = -988338.754766 nChanged 59 SP:Iteration 9Q (30460.562000 sec): 3 clusters Score: Raw -988608.441567 + Penalty 254.299736 = -988354.141831 nChanged 41 SP:Iteration 10Q (30460.682000 sec): 3 clusters Score: Raw -988618.793367 + Penalty 254.351382 = -988364.441985 nChanged 50 SP:Iteration 11Q (30460.812000 sec): 3 clusters Score: Raw -988629.873967 + Penalty 254.361765 = -988375.512203 nChanged 30 SP:Iteration 12Q (30460.932000 sec): 3 clusters Score: Raw -988636.253680 + Penalty 254.380096 = -988381.873585 nChanged 33 SP:Iteration 13Q (30461.052000 sec): 3 clusters Score: Raw -988642.789436 + Penalty 254.397277 = -988388.392159 nChanged 32 SP:Iteration 14Q (30461.172000 sec): 3 clusters Score: Raw -988649.186965 + Penalty 254.416695 = -988394.770271 nChanged 33 SP:Iteration 15Q (30461.292000 sec): 3 clusters Score: Raw -988657.960381 + Penalty 254.450788 = -988403.509593 nChanged 47 SP:Iteration 16Q (30461.422000 sec): 3 clusters Score: Raw -988669.213466 + Penalty 254.471904 = -988414.741562 nChanged 31 SP:Iteration 17Q (30461.542000 sec): 3 clusters Score: Raw -988674.650104 + Penalty 254.478825 = -988420.171279 nChanged 21 SP:Iteration 18Q (30461.662000 sec): 3 clusters Score: Raw -988679.561123 + Penalty 254.493215 = -988425.067908 nChanged 14 SP:Iteration 19Q (30461.782000 sec): 3 clusters Score: Raw -988684.241618 + Penalty 254.570770 = -988429.670848 nChanged 28 SP:Iteration 20F (30461.912000 sec): 3 clusters Score: Raw -988698.250204 + Penalty 254.662014 = -988443.588190 nChanged 38 SP:Iteration 21Q (30462.032000 sec): 3 clusters Score: Raw -988715.269459 + Penalty 254.684073 = -988460.585386 nChanged 49 SP:Iteration 22Q (30462.162000 sec): 3 clusters Score: Raw -988738.526950 + Penalty 254.873812 = -988483.653138 nChanged 59 SP:Iteration 23Q (30462.282000 sec): 3 clusters Score: Raw -988764.981373 + Penalty 255.065135 = -988509.916237 nChanged 47 SP:Iteration 24Q (30462.402000 sec): 3 clusters Score: Raw -988779.725283 + Penalty 255.190070 = -988524.535213 nChanged 37 SP:Iteration 25Q (30462.532000 sec): 3 clusters Score: Raw -988790.669283 + Penalty 255.270420 = -988535.398863 nChanged 31 SP:Iteration 26Q (30462.652000 sec): 3 clusters Score: Raw -988799.030124 + Penalty 255.435149 = -988543.594975 nChanged 32 SP:Iteration 27Q (30462.772000 sec): 3 clusters Score: Raw -988808.021148 + Penalty 255.577407 = -988552.443741 nChanged 34 SP:Iteration 28Q (30462.902000 sec): 3 clusters Score: Raw -988815.715357 + Penalty 255.733940 = -988559.981418 nChanged 34 SP:Iteration 29Q (30463.022000 sec): 3 clusters Score: Raw -988822.186369 + Penalty 255.920641 = -988566.265728 nChanged 30 SP:Iteration 30Q (30463.142000 sec): 3 clusters Score: Raw -988827.179229 + Penalty 256.037567 = -988571.141663 nChanged 28 SP:Iteration 31Q (30463.262000 sec): 3 clusters Score: Raw -988830.670763 + Penalty 256.117705 = -988574.553058 nChanged 22 SP:Iteration 32Q (30463.382000 sec): 3 clusters Score: Raw -988833.371619 + Penalty 256.216655 = -988577.154964 nChanged 18 SP:Iteration 33Q (30463.502000 sec): 3 clusters Score: Raw -988834.913734 + Penalty 256.262445 = -988578.651289 nChanged 14 SP:Iteration 34Q (30463.622000 sec): 3 clusters Score: Raw -988835.593349 + Penalty 256.297723 = -988579.295626 nChanged 7 SP:Iteration 35Q (30463.752000 sec): 3 clusters Score: Raw -988835.808184 + Penalty 256.297106 = -988579.511078 nChanged 4 SP:Iteration 36Q (30463.872000 sec): 3 clusters Score: Raw -988835.912461 + Penalty 256.308321 = -988579.604141 nChanged 2 SP:Iteration 37Q (30463.992000 sec): 3 clusters Score: Raw -988835.977354 + Penalty 256.319575 = -988579.657779 nChanged 2 SP:Iteration 38Q (30464.112000 sec): 3 clusters Score: Raw -988836.110846 + Penalty 256.297182 = -988579.813664 nChanged 2 SP:Iteration 39Q (30464.232000 sec): 3 clusters Score: Raw -988836.144684 + Penalty 256.297182 = -988579.847503 nChanged 0 SP:Iteration 40F (30464.362000 sec): 3 clusters Score: Raw -988836.144684 + Penalty 256.297182 = -988579.847503 nChanged 0 Trying to split cluster 12 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30464.392000 sec): 2 clusters Score: Raw -46056.857973 + Penalty 75.525214 = -45981.332759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30464.402000 sec): 3 clusters Score: Raw -45937.137987 + Penalty 162.524147 = -45774.613840 nChanged 86 SP:Iteration 1F (30464.402000 sec): 3 clusters Score: Raw -45998.984446 + Penalty 171.205476 = -45827.778970 nChanged 16 SP:Iteration 2F (30464.412000 sec): 3 clusters Score: Raw -46019.354350 + Penalty 186.916225 = -45832.438125 nChanged 12 SP:Iteration 3F (30464.422000 sec): 3 clusters Score: Raw -46037.569960 + Penalty 209.673198 = -45827.896762 nChanged 14 SP:Iteration 4F (30464.422000 sec): 3 clusters Score: Raw -46070.532757 + Penalty 211.648902 = -45858.883855 nChanged 2 SP:Iteration 5Q (30464.432000 sec): 3 clusters Score: Raw -46077.814493 + Penalty 211.648902 = -45866.165591 nChanged 0 SP:Iteration 6F (30464.442000 sec): 3 clusters Score: Raw -46077.814493 + Penalty 211.648902 = -45866.165591 nChanged 0 Trying to split cluster 13 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30464.452000 sec): 2 clusters Score: Raw -20896.259159 + Penalty 62.049472 = -20834.209687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30464.452000 sec): 3 clusters Score: Raw -20849.500880 + Penalty 123.367613 = -20726.133267 nChanged 33 SP:Iteration 1F (30464.462000 sec): 3 clusters Score: Raw -20892.906212 + Penalty 124.178575 = -20768.727637 nChanged 6 SP:Iteration 2F (30464.462000 sec): 3 clusters Score: Raw -20901.560506 + Penalty 124.832753 = -20776.727753 nChanged 3 SP:Iteration 3Q (30464.472000 sec): 3 clusters Score: Raw -20903.836626 + Penalty 124.832753 = -20779.003872 nChanged 0 SP:Iteration 4F (30464.472000 sec): 3 clusters Score: Raw -20903.836626 + Penalty 124.832753 = -20779.003872 nChanged 0 Trying to split cluster 14 (3261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30464.972000 sec): 2 clusters Score: Raw -670754.151714 + Penalty 1093.815727 = -669660.335986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30465.152000 sec): 3 clusters Score: Raw -668903.414108 + Penalty 2198.176516 = -666705.237592 nChanged 1271 SP:Iteration 1F (30465.342000 sec): 3 clusters Score: Raw -670030.110223 + Penalty 2223.317637 = -667806.792586 nChanged 452 SP:Iteration 2F (30465.522000 sec): 3 clusters Score: Raw -670461.032952 + Penalty 2254.351531 = -668206.681421 nChanged 256 SP:Iteration 3F (30465.712000 sec): 3 clusters Score: Raw -670711.629678 + Penalty 2278.143150 = -668433.486527 nChanged 178 SP:Iteration 4F (30465.902000 sec): 3 clusters Score: Raw -670900.993315 + Penalty 2298.332777 = -668602.660538 nChanged 150 SP:Iteration 5Q (30466.092000 sec): 3 clusters Score: Raw -671072.927831 + Penalty 2334.544580 = -668738.383251 nChanged 117 SP:Iteration 6Q (30466.282000 sec): 3 clusters Score: Raw -671223.063956 + Penalty 2367.885827 = -668855.178129 nChanged 86 SP:Iteration 7Q (30466.462000 sec): 3 clusters Score: Raw -671318.594041 + Penalty 2403.050757 = -668915.543284 nChanged 65 SP:Iteration 8Q (30466.652000 sec): 3 clusters Score: Raw -671365.775549 + Penalty 2431.902991 = -668933.872558 nChanged 56 SP:Iteration 9Q (30466.842000 sec): 3 clusters Score: Raw -671405.355618 + Penalty 2456.470256 = -668948.885362 nChanged 72 SP:Iteration 10Q (30467.022000 sec): 3 clusters Score: Raw -671454.010040 + Penalty 2486.133703 = -668967.876337 nChanged 53 SP:Iteration 11Q (30467.212000 sec): 3 clusters Score: Raw -671490.895700 + Penalty 2533.327551 = -668957.568148 nChanged 61 SP:Iteration 12F (30467.402000 sec): 3 clusters Score: Raw -671538.564411 + Penalty 2578.148001 = -668960.416410 nChanged 50 SP:Iteration 13Q (30467.592000 sec): 3 clusters Score: Raw -671587.463654 + Penalty 2608.127898 = -668979.335757 nChanged 48 SP:Iteration 14Q (30467.782000 sec): 3 clusters Score: Raw -671636.331248 + Penalty 2632.396610 = -669003.934638 nChanged 41 SP:Iteration 15Q (30467.962000 sec): 3 clusters Score: Raw -671669.293583 + Penalty 2660.263900 = -669009.029683 nChanged 26 SP:Iteration 16Q (30468.142000 sec): 3 clusters Score: Raw -671689.149813 + Penalty 2693.313374 = -668995.836438 nChanged 24 SP:Iteration 17F (30468.342000 sec): 3 clusters Score: Raw -671706.900356 + Penalty 2697.118965 = -669009.781390 nChanged 11 SP:Iteration 18Q (30468.532000 sec): 3 clusters Score: Raw -671711.718070 + Penalty 2705.732919 = -669005.985151 nChanged 10 SP:Iteration 19F (30468.722000 sec): 3 clusters Score: Raw -671716.453538 + Penalty 2711.452173 = -669005.001366 nChanged 4 SP:Iteration 20F (30468.922000 sec): 3 clusters Score: Raw -671717.452857 + Penalty 2711.452173 = -669006.000685 nChanged 0 Trying to split cluster 15 (5735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30469.332000 sec): 2 clusters Score: Raw -1210983.851019 + Penalty 237.762836 = -1210746.088183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30469.502000 sec): 3 clusters Score: Raw -1207254.269080 + Penalty 483.703219 = -1206770.565861 nChanged 2625 SP:Iteration 1F (30469.672000 sec): 3 clusters Score: Raw -1208885.648414 + Penalty 500.674353 = -1208384.974061 nChanged 824 SP:Iteration 2F (30469.852000 sec): 3 clusters Score: Raw -1209558.005117 + Penalty 530.863608 = -1209027.141509 nChanged 619 SP:Iteration 3F (30470.023000 sec): 3 clusters Score: Raw -1210210.737563 + Penalty 576.213464 = -1209634.524099 nChanged 448 SP:Iteration 4F (30470.193000 sec): 3 clusters Score: Raw -1210673.944396 + Penalty 621.074483 = -1210052.869914 nChanged 220 SP:Iteration 5Q (30470.353000 sec): 3 clusters Score: Raw -1210881.234603 + Penalty 649.886144 = -1210231.348459 nChanged 107 SP:Iteration 6Q (30470.513000 sec): 3 clusters Score: Raw -1210981.112411 + Penalty 675.886474 = -1210305.225937 nChanged 56 SP:Iteration 7Q (30470.653000 sec): 3 clusters Score: Raw -1211037.431655 + Penalty 687.809346 = -1210349.622309 nChanged 44 SP:Iteration 8Q (30470.803000 sec): 3 clusters Score: Raw -1211064.254868 + Penalty 697.547697 = -1210366.707170 nChanged 24 SP:Iteration 9Q (30470.953000 sec): 3 clusters Score: Raw -1211080.920917 + Penalty 701.318275 = -1210379.602642 nChanged 20 SP:Iteration 10Q (30471.103000 sec): 3 clusters Score: Raw -1211094.907310 + Penalty 701.442910 = -1210393.464400 nChanged 7 SP:Iteration 11Q (30471.243000 sec): 3 clusters Score: Raw -1211098.822537 + Penalty 702.459556 = -1210396.362981 nChanged 4 SP:Iteration 12Q (30471.393000 sec): 3 clusters Score: Raw -1211101.045276 + Penalty 704.004289 = -1210397.040987 nChanged 2 SP:Iteration 13Q (30471.533000 sec): 3 clusters Score: Raw -1211101.491378 + Penalty 705.430177 = -1210396.061201 nChanged 2 SP:Iteration 14F (30471.703000 sec): 3 clusters Score: Raw -1211102.004706 + Penalty 708.409071 = -1210393.595634 nChanged 2 SP:Iteration 15F (30471.873000 sec): 3 clusters Score: Raw -1211103.019187 + Penalty 708.409071 = -1210394.610115 nChanged 0 Trying to split cluster 16 (2048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30472.103000 sec): 2 clusters Score: Raw -438902.292324 + Penalty 224.037404 = -438678.254919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30472.163000 sec): 3 clusters Score: Raw -437682.015067 + Penalty 453.909481 = -437228.105586 nChanged 911 SP:Iteration 1F (30472.213000 sec): 3 clusters Score: Raw -438276.552718 + Penalty 457.814216 = -437818.738502 nChanged 203 SP:Iteration 2F (30472.273000 sec): 3 clusters Score: Raw -438426.675523 + Penalty 459.625725 = -437967.049798 nChanged 154 SP:Iteration 3F (30472.333000 sec): 3 clusters Score: Raw -438563.861660 + Penalty 460.841681 = -438103.019980 nChanged 120 SP:Iteration 4F (30472.383000 sec): 3 clusters Score: Raw -438678.142042 + Penalty 462.397151 = -438215.744891 nChanged 105 SP:Iteration 5F (30472.443000 sec): 3 clusters Score: Raw -438754.371943 + Penalty 462.915878 = -438291.456065 nChanged 79 SP:Iteration 6Q (30472.493000 sec): 3 clusters Score: Raw -438802.793423 + Penalty 463.909358 = -438338.884065 nChanged 68 SP:Iteration 7Q (30472.553000 sec): 3 clusters Score: Raw -438839.845375 + Penalty 464.095778 = -438375.749597 nChanged 51 SP:Iteration 8Q (30472.603000 sec): 3 clusters Score: Raw -438861.842538 + Penalty 463.054752 = -438398.787786 nChanged 26 SP:Iteration 9Q (30472.663000 sec): 3 clusters Score: Raw -438871.853877 + Penalty 462.284780 = -438409.569097 nChanged 18 SP:Iteration 10Q (30472.713000 sec): 3 clusters Score: Raw -438877.786346 + Penalty 462.220438 = -438415.565908 nChanged 7 SP:Iteration 11Q (30472.763000 sec): 3 clusters Score: Raw -438879.144520 + Penalty 462.430038 = -438416.714482 nChanged 8 SP:Iteration 12Q (30472.823000 sec): 3 clusters Score: Raw -438882.433084 + Penalty 462.730340 = -438419.702744 nChanged 9 SP:Iteration 13Q (30472.873000 sec): 3 clusters Score: Raw -438884.783744 + Penalty 463.418061 = -438421.365683 nChanged 16 SP:Iteration 14Q (30472.923000 sec): 3 clusters Score: Raw -438890.571271 + Penalty 463.559652 = -438427.011618 nChanged 13 SP:Iteration 15Q (30472.983000 sec): 3 clusters Score: Raw -438895.935178 + Penalty 463.441981 = -438432.493197 nChanged 12 SP:Iteration 16Q (30473.033000 sec): 3 clusters Score: Raw -438898.433632 + Penalty 463.706024 = -438434.727608 nChanged 13 SP:Iteration 17Q (30473.083000 sec): 3 clusters Score: Raw -438901.851597 + Penalty 463.934760 = -438437.916837 nChanged 6 SP:Iteration 18Q (30473.133000 sec): 3 clusters Score: Raw -438902.687712 + Penalty 463.608674 = -438439.079038 nChanged 4 SP:Iteration 19Q (30473.183000 sec): 3 clusters Score: Raw -438903.251325 + Penalty 463.854281 = -438439.397044 nChanged 2 SP:Iteration 20F (30473.243000 sec): 3 clusters Score: Raw -438903.613592 + Penalty 463.809336 = -438439.804256 nChanged 4 SP:Iteration 21Q (30473.293000 sec): 3 clusters Score: Raw -438904.932408 + Penalty 463.563541 = -438441.368866 nChanged 4 SP:Iteration 22Q (30473.343000 sec): 3 clusters Score: Raw -438907.464592 + Penalty 462.968291 = -438444.496301 nChanged 4 SP:Iteration 23Q (30473.393000 sec): 3 clusters Score: Raw -438909.387682 + Penalty 463.145922 = -438446.241760 nChanged 6 SP:Iteration 24Q (30473.443000 sec): 3 clusters Score: Raw -438910.264420 + Penalty 463.253640 = -438447.010780 nChanged 6 SP:Iteration 25Q (30473.493000 sec): 3 clusters Score: Raw -438912.763480 + Penalty 463.205754 = -438449.557726 nChanged 7 SP:Iteration 26Q (30473.543000 sec): 3 clusters Score: Raw -438914.696779 + Penalty 463.763526 = -438450.933253 nChanged 6 SP:Iteration 27Q (30473.603000 sec): 3 clusters Score: Raw -438916.965367 + Penalty 463.863958 = -438453.101408 nChanged 1 SP:Iteration 28Q (30473.653000 sec): 3 clusters Score: Raw -438916.974743 + Penalty 463.863958 = -438453.110784 nChanged 0 SP:Iteration 29F (30473.703000 sec): 3 clusters Score: Raw -438916.974743 + Penalty 463.863958 = -438453.110784 nChanged 0 Trying to split cluster 17 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30473.783000 sec): 2 clusters Score: Raw -186261.612819 + Penalty 67.459879 = -186194.152940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30473.813000 sec): 3 clusters Score: Raw -185733.101098 + Penalty 152.555527 = -185580.545571 nChanged 418 SP:Iteration 1F (30473.833000 sec): 3 clusters Score: Raw -186235.025493 + Penalty 151.926962 = -186083.098531 nChanged 54 SP:Iteration 2F (30473.863000 sec): 3 clusters Score: Raw -186270.614241 + Penalty 152.864987 = -186117.749254 nChanged 18 SP:Iteration 3Q (30473.883000 sec): 3 clusters Score: Raw -186276.916346 + Penalty 153.329814 = -186123.586532 nChanged 10 SP:Iteration 4Q (30473.913000 sec): 3 clusters Score: Raw -186279.310114 + Penalty 153.773451 = -186125.536663 nChanged 6 SP:Iteration 5Q (30473.933000 sec): 3 clusters Score: Raw -186280.635213 + Penalty 153.825515 = -186126.809698 nChanged 8 SP:Iteration 6Q (30473.953000 sec): 3 clusters Score: Raw -186282.072462 + Penalty 154.516460 = -186127.556002 nChanged 4 SP:Iteration 7Q (30473.983000 sec): 3 clusters Score: Raw -186282.251859 + Penalty 154.516460 = -186127.735399 nChanged 0 SP:Iteration 8F (30474.003000 sec): 3 clusters Score: Raw -186282.251859 + Penalty 154.516460 = -186127.735399 nChanged 0 Trying to split cluster 18 (2077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30474.203000 sec): 2 clusters Score: Raw -436800.439643 + Penalty 153.194829 = -436647.244814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30474.263000 sec): 3 clusters Score: Raw -435568.214399 + Penalty 309.291266 = -435258.923133 nChanged 926 SP:Iteration 1F (30474.323000 sec): 3 clusters Score: Raw -436222.133902 + Penalty 310.352756 = -435911.781146 nChanged 196 SP:Iteration 2F (30474.373000 sec): 3 clusters Score: Raw -436336.206296 + Penalty 312.665417 = -436023.540878 nChanged 136 SP:Iteration 3F (30474.433000 sec): 3 clusters Score: Raw -436426.601492 + Penalty 313.332011 = -436113.269481 nChanged 96 SP:Iteration 4Q (30474.483000 sec): 3 clusters Score: Raw -436484.350615 + Penalty 313.904336 = -436170.446279 nChanged 70 SP:Iteration 5Q (30474.543000 sec): 3 clusters Score: Raw -436529.874932 + Penalty 312.174750 = -436217.700182 nChanged 52 SP:Iteration 6Q (30474.593000 sec): 3 clusters Score: Raw -436562.856586 + Penalty 311.973557 = -436250.883029 nChanged 57 SP:Iteration 7Q (30474.653000 sec): 3 clusters Score: Raw -436602.574350 + Penalty 311.698433 = -436290.875917 nChanged 45 SP:Iteration 8Q (30474.703000 sec): 3 clusters Score: Raw -436628.119819 + Penalty 311.814267 = -436316.305552 nChanged 44 SP:Iteration 9Q (30474.763000 sec): 3 clusters Score: Raw -436656.496111 + Penalty 312.415977 = -436344.080135 nChanged 49 SP:Iteration 10Q (30474.813000 sec): 3 clusters Score: Raw -436692.271664 + Penalty 313.015559 = -436379.256105 nChanged 30 SP:Iteration 11Q (30474.873000 sec): 3 clusters Score: Raw -436707.694436 + Penalty 313.257718 = -436394.436718 nChanged 20 SP:Iteration 12Q (30474.923000 sec): 3 clusters Score: Raw -436723.015141 + Penalty 313.990997 = -436409.024144 nChanged 14 SP:Iteration 13Q (30474.973000 sec): 3 clusters Score: Raw -436728.747758 + Penalty 314.404233 = -436414.343524 nChanged 14 SP:Iteration 14Q (30475.023000 sec): 3 clusters Score: Raw -436733.043963 + Penalty 314.638740 = -436418.405222 nChanged 8 SP:Iteration 15Q (30475.073000 sec): 3 clusters Score: Raw -436735.327453 + Penalty 314.920061 = -436420.407392 nChanged 14 SP:Iteration 16Q (30475.133000 sec): 3 clusters Score: Raw -436739.422244 + Penalty 315.346179 = -436424.076065 nChanged 9 SP:Iteration 17Q (30475.183000 sec): 3 clusters Score: Raw -436740.926255 + Penalty 315.240933 = -436425.685322 nChanged 5 SP:Iteration 18Q (30475.233000 sec): 3 clusters Score: Raw -436742.607016 + Penalty 315.509443 = -436427.097574 nChanged 6 SP:Iteration 19Q (30475.293000 sec): 3 clusters Score: Raw -436743.748954 + Penalty 315.666568 = -436428.082386 nChanged 2 SP:Iteration 20F (30475.343000 sec): 3 clusters Score: Raw -436743.889143 + Penalty 315.666568 = -436428.222575 nChanged 0 Trying to split cluster 19 (233454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30521.046000 sec): 2 clusters Score: Raw -48961182.218016 + Penalty 156.139748 = -48961026.078268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30540.221000 sec): 3 clusters Score: Raw -48800696.547568 + Penalty 325.029343 = -48800371.518226 nChanged 115319 SP:Iteration 1F (30557.154000 sec): 3 clusters Score: Raw -48874578.830274 + Penalty 344.740636 = -48874234.089638 nChanged 34689 SP:Iteration 2F (30572.505000 sec): 3 clusters Score: Raw -48906650.435062 + Penalty 362.505541 = -48906287.929520 nChanged 20877 SP:Iteration 3F (30588.366000 sec): 3 clusters Score: Raw -48927707.361864 + Penalty 376.783400 = -48927330.578464 nChanged 12403 SP:Iteration 4F (30604.438000 sec): 3 clusters Score: Raw -48941703.168172 + Penalty 380.016025 = -48941323.152147 nChanged 7069 SP:Iteration 5Q (30619.943000 sec): 3 clusters Score: Raw -48950839.457892 + Penalty 374.266241 = -48950465.191651 nChanged 3330 SP:Iteration 6Q (30635.144000 sec): 3 clusters Score: Raw -48954006.870479 + Penalty 369.049807 = -48953637.820672 nChanged 2213 SP:Iteration 7Q (30650.308000 sec): 3 clusters Score: Raw -48955349.427409 + Penalty 367.239249 = -48954982.188160 nChanged 1773 SP:Iteration 8Q (30665.447000 sec): 3 clusters Score: Raw -48956188.642848 + Penalty 366.863856 = -48955821.778991 nChanged 1537 SP:Iteration 9Q (30680.590000 sec): 3 clusters Score: Raw -48956855.738307 + Penalty 367.884739 = -48956487.853568 nChanged 1389 SP:Iteration 10Q (30695.711000 sec): 3 clusters Score: Raw -48957451.283577 + Penalty 369.045917 = -48957082.237659 nChanged 1153 SP:Iteration 11Q (30710.840000 sec): 3 clusters Score: Raw -48957928.551925 + Penalty 370.685828 = -48957557.866098 nChanged 1051 SP:Iteration 12Q (30726.002000 sec): 3 clusters Score: Raw -48958361.264237 + Penalty 371.757431 = -48957989.506806 nChanged 878 SP:Iteration 13Q (30741.143000 sec): 3 clusters Score: Raw -48958727.908004 + Penalty 373.307059 = -48958354.600945 nChanged 755 SP:Iteration 14Q (30756.334000 sec): 3 clusters Score: Raw -48959032.013704 + Penalty 373.259913 = -48958658.753791 nChanged 690 SP:Iteration 15Q (30771.493000 sec): 3 clusters Score: Raw -48959303.753486 + Penalty 372.404206 = -48958931.349279 nChanged 627 SP:Iteration 16Q (30786.645000 sec): 3 clusters Score: Raw -48959547.002975 + Penalty 372.443835 = -48959174.559140 nChanged 589 SP:Iteration 17Q (30801.801000 sec): 3 clusters Score: Raw -48959793.879609 + Penalty 372.995626 = -48959420.883983 nChanged 505 SP:Iteration 18Q (30816.979000 sec): 3 clusters Score: Raw -48959997.545817 + Penalty 371.727974 = -48959625.817843 nChanged 422 SP:Iteration 19Q (30832.160000 sec): 3 clusters Score: Raw -48960161.673143 + Penalty 370.875091 = -48959790.798051 nChanged 359 SP:Iteration 20F (30848.527000 sec): 3 clusters Score: Raw -48960287.796248 + Penalty 370.148908 = -48959917.647340 nChanged 329 SP:Iteration 21Q (30863.668000 sec): 3 clusters Score: Raw -48960412.965954 + Penalty 367.194472 = -48960045.771482 nChanged 342 SP:Iteration 22Q (30878.874000 sec): 3 clusters Score: Raw -48960563.974583 + Penalty 365.655561 = -48960198.319022 nChanged 247 SP:Iteration 23Q (30894.047000 sec): 3 clusters Score: Raw -48960673.997427 + Penalty 362.275485 = -48960311.721942 nChanged 230 SP:Iteration 24Q (30909.214000 sec): 3 clusters Score: Raw -48960766.815270 + Penalty 361.842876 = -48960404.972394 nChanged 164 SP:Iteration 25Q (30924.376000 sec): 3 clusters Score: Raw -48960832.944835 + Penalty 361.804048 = -48960471.140787 nChanged 144 SP:Iteration 26Q (30939.598000 sec): 3 clusters Score: Raw -48960888.292418 + Penalty 358.672676 = -48960529.619742 nChanged 119 SP:Iteration 27Q (30954.801000 sec): 3 clusters Score: Raw -48960936.107932 + Penalty 360.723827 = -48960575.384105 nChanged 102 SP:Iteration 28Q (30970.073000 sec): 3 clusters Score: Raw -48960984.574559 + Penalty 365.716660 = -48960618.857899 nChanged 105 SP:Iteration 29Q (30985.286000 sec): 3 clusters Score: Raw -48961031.233792 + Penalty 369.508323 = -48960661.725469 nChanged 94 SP:Iteration 30Q (31000.496000 sec): 3 clusters Score: Raw -48961078.089762 + Penalty 369.799601 = -48960708.290161 nChanged 94 SP:Iteration 31Q (31015.678000 sec): 3 clusters Score: Raw -48961119.948431 + Penalty 372.562568 = -48960747.385863 nChanged 52 SP:Iteration 32Q (31030.908000 sec): 3 clusters Score: Raw -48961144.014840 + Penalty 378.641779 = -48960765.373061 nChanged 47 SP:Iteration 33Q (31046.122000 sec): 3 clusters Score: Raw -48961161.184325 + Penalty 382.459134 = -48960778.725191 nChanged 23 SP:Iteration 34Q (31061.384000 sec): 3 clusters Score: Raw -48961166.634598 + Penalty 386.134507 = -48960780.500092 nChanged 12 SP:Iteration 35Q (31076.645000 sec): 3 clusters Score: Raw -48961169.138033 + Penalty 388.949969 = -48960780.188064 nChanged 14 SP:Iteration 36F (31093.105000 sec): 3 clusters Score: Raw -48961172.895519 + Penalty 390.594255 = -48960782.301264 nChanged 15 SP:Iteration 37Q (31108.365000 sec): 3 clusters Score: Raw -48961176.360896 + Penalty 399.297643 = -48960777.063254 nChanged 16 SP:Iteration 38F (31124.775000 sec): 3 clusters Score: Raw -48961180.117250 + Penalty 402.921154 = -48960777.196096 nChanged 15 SP:Iteration 39Q (31140.107000 sec): 3 clusters Score: Raw -48961186.067693 + Penalty 408.110873 = -48960777.956820 nChanged 15 SP:Iteration 40F (31156.527000 sec): 3 clusters Score: Raw -48961188.211447 + Penalty 409.349422 = -48960778.862025 nChanged 4 SP:Iteration 41Q (31171.809000 sec): 3 clusters Score: Raw -48961188.215527 + Penalty 410.374888 = -48960777.840639 nChanged 2 SP:Iteration 42F (31188.281000 sec): 3 clusters Score: Raw -48961188.312617 + Penalty 410.355472 = -48960777.957146 nChanged 2 SP:Iteration 43Q (31203.573000 sec): 3 clusters Score: Raw -48961188.768341 + Penalty 411.831917 = -48960776.936424 nChanged 4 SP:Iteration 44F (31219.974000 sec): 3 clusters Score: Raw -48961191.497896 + Penalty 412.718332 = -48960778.779565 nChanged 2 SP:Iteration 45Q (31235.237000 sec): 3 clusters Score: Raw -48961192.592710 + Penalty 412.647293 = -48960779.945416 nChanged 2 SP:Iteration 46Q (31250.477000 sec): 3 clusters Score: Raw -48961192.597548 + Penalty 412.647293 = -48960779.950255 nChanged 0 SP:Iteration 47F (31266.875000 sec): 3 clusters Score: Raw -48961192.597548 + Penalty 412.647293 = -48960779.950255 nChanged 0 Trying to split cluster 20 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31267.105000 sec): 2 clusters Score: Raw -54886.714427 + Penalty 85.983449 = -54800.730978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31267.115000 sec): 3 clusters Score: Raw -54760.182762 + Penalty 173.621815 = -54586.560947 nChanged 111 SP:Iteration 1F (31267.125000 sec): 3 clusters Score: Raw -54872.261196 + Penalty 173.215019 = -54699.046177 nChanged 24 SP:Iteration 2F (31267.135000 sec): 3 clusters Score: Raw -54894.082674 + Penalty 178.883140 = -54715.199535 nChanged 12 SP:Iteration 3Q (31267.145000 sec): 3 clusters Score: Raw -54904.392652 + Penalty 185.127319 = -54719.265333 nChanged 6 SP:Iteration 4Q (31267.145000 sec): 3 clusters Score: Raw -54909.753658 + Penalty 193.123051 = -54716.630607 nChanged 8 SP:Iteration 5F (31267.155000 sec): 3 clusters Score: Raw -54921.643362 + Penalty 201.953934 = -54719.689428 nChanged 6 SP:Iteration 6Q (31267.165000 sec): 3 clusters Score: Raw -54927.667227 + Penalty 199.628610 = -54728.038617 nChanged 2 SP:Iteration 7Q (31267.175000 sec): 3 clusters Score: Raw -54928.722790 + Penalty 199.628610 = -54729.094180 nChanged 0 SP:Iteration 8F (31267.185000 sec): 3 clusters Score: Raw -54928.722790 + Penalty 199.628610 = -54729.094180 nChanged 0 Trying to split cluster 21 (877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31267.285000 sec): 2 clusters Score: Raw -182621.514178 + Penalty 133.862539 = -182487.651639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31267.315000 sec): 3 clusters Score: Raw -182156.183263 + Penalty 270.959239 = -181885.224024 nChanged 354 SP:Iteration 1F (31267.335000 sec): 3 clusters Score: Raw -182453.467658 + Penalty 277.472179 = -182175.995479 nChanged 108 SP:Iteration 2F (31267.365000 sec): 3 clusters Score: Raw -182576.612366 + Penalty 283.531785 = -182293.080580 nChanged 82 SP:Iteration 3F (31267.385000 sec): 3 clusters Score: Raw -182651.969947 + Penalty 289.517705 = -182362.452243 nChanged 42 SP:Iteration 4Q (31267.415000 sec): 3 clusters Score: Raw -182679.019223 + Penalty 293.840670 = -182385.178552 nChanged 33 SP:Iteration 5Q (31267.435000 sec): 3 clusters Score: Raw -182701.327529 + Penalty 296.573250 = -182404.754279 nChanged 14 SP:Iteration 6Q (31267.455000 sec): 3 clusters Score: Raw -182706.720022 + Penalty 298.550791 = -182408.169231 nChanged 8 SP:Iteration 7Q (31267.485000 sec): 3 clusters Score: Raw -182710.319399 + Penalty 298.182864 = -182412.136535 nChanged 12 SP:Iteration 8Q (31267.505000 sec): 3 clusters Score: Raw -182720.435052 + Penalty 300.169395 = -182420.265658 nChanged 18 SP:Iteration 9Q (31267.535000 sec): 3 clusters Score: Raw -182732.775168 + Penalty 302.850866 = -182429.924302 nChanged 10 SP:Iteration 10Q (31267.555000 sec): 3 clusters Score: Raw -182735.930976 + Penalty 303.004979 = -182432.925998 nChanged 2 SP:Iteration 11Q (31267.575000 sec): 3 clusters Score: Raw -182736.431556 + Penalty 303.004979 = -182433.426577 nChanged 0 SP:Iteration 12F (31267.605000 sec): 3 clusters Score: Raw -182736.431556 + Penalty 303.004979 = -182433.426577 nChanged 0 Trying to split cluster 22 (4210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31267.925000 sec): 2 clusters Score: Raw -891316.416467 + Penalty 291.525535 = -891024.890932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31268.055000 sec): 3 clusters Score: Raw -888632.414068 + Penalty 594.848878 = -888037.565190 nChanged 1901 SP:Iteration 1F (31268.175000 sec): 3 clusters Score: Raw -890031.756777 + Penalty 643.485337 = -889388.271440 nChanged 642 SP:Iteration 2F (31268.305000 sec): 3 clusters Score: Raw -890654.119921 + Penalty 691.568405 = -889962.551515 nChanged 350 SP:Iteration 3F (31268.425000 sec): 3 clusters Score: Raw -891041.958553 + Penalty 743.439205 = -890298.519347 nChanged 191 SP:Iteration 4Q (31268.555000 sec): 3 clusters Score: Raw -891251.196955 + Penalty 770.478854 = -890480.718102 nChanged 86 SP:Iteration 5Q (31268.675000 sec): 3 clusters Score: Raw -891340.113026 + Penalty 782.791430 = -890557.321596 nChanged 33 SP:Iteration 6Q (31268.785000 sec): 3 clusters Score: Raw -891364.076949 + Penalty 787.415866 = -890576.661083 nChanged 17 SP:Iteration 7Q (31268.905000 sec): 3 clusters Score: Raw -891378.841992 + Penalty 789.607951 = -890589.234042 nChanged 19 SP:Iteration 8Q (31269.015000 sec): 3 clusters Score: Raw -891398.916064 + Penalty 781.871765 = -890617.044299 nChanged 11 SP:Iteration 9Q (31269.125000 sec): 3 clusters Score: Raw -891411.041960 + Penalty 757.156096 = -890653.885864 nChanged 6 SP:Iteration 10Q (31269.235000 sec): 3 clusters Score: Raw -891417.653821 + Penalty 751.196999 = -890666.456823 nChanged 2 SP:Iteration 11Q (31269.345000 sec): 3 clusters Score: Raw -891419.917798 + Penalty 753.300420 = -890666.617378 nChanged 2 SP:Iteration 12Q (31269.445000 sec): 3 clusters Score: Raw -891420.865142 + Penalty 753.300420 = -890667.564722 nChanged 0 SP:Iteration 13F (31269.575000 sec): 3 clusters Score: Raw -891420.865142 + Penalty 753.300420 = -890667.564722 nChanged 0 Trying to split cluster 23 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31269.605000 sec): 2 clusters Score: Raw -35424.577641 + Penalty 119.721768 = -35304.855873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31269.605000 sec): 3 clusters Score: Raw -35366.068870 + Penalty 239.786437 = -35126.282433 nChanged 57 SP:Iteration 1F (31269.615000 sec): 3 clusters Score: Raw -35429.427123 + Penalty 239.693715 = -35189.733408 nChanged 11 SP:Iteration 2F (31269.615000 sec): 3 clusters Score: Raw -35443.463568 + Penalty 239.081638 = -35204.381930 nChanged 6 SP:Iteration 3Q (31269.625000 sec): 3 clusters Score: Raw -35449.601856 + Penalty 239.017564 = -35210.584292 nChanged 4 SP:Iteration 4Q (31269.635000 sec): 3 clusters Score: Raw -35451.556896 + Penalty 239.709800 = -35211.847096 nChanged 6 SP:Iteration 5Q (31269.635000 sec): 3 clusters Score: Raw -35457.984581 + Penalty 242.256126 = -35215.728456 nChanged 10 SP:Iteration 6F (31269.645000 sec): 3 clusters Score: Raw -35474.451882 + Penalty 244.319992 = -35230.131890 nChanged 6 SP:Iteration 7Q (31269.645000 sec): 3 clusters Score: Raw -35481.661381 + Penalty 245.164682 = -35236.496700 nChanged 6 SP:Iteration 8Q (31269.655000 sec): 3 clusters Score: Raw -35488.066833 + Penalty 245.235343 = -35242.831490 nChanged 4 SP:Iteration 9Q (31269.665000 sec): 3 clusters Score: Raw -35492.118038 + Penalty 247.635746 = -35244.482292 nChanged 4 SP:Iteration 10Q (31269.665000 sec): 3 clusters Score: Raw -35497.440186 + Penalty 247.635746 = -35249.804439 nChanged 0 SP:Iteration 11F (31269.675000 sec): 3 clusters Score: Raw -35497.440186 + Penalty 247.635746 = -35249.804439 nChanged 0 Trying to split cluster 24 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31269.705000 sec): 2 clusters Score: Raw -81126.200114 + Penalty 562.337475 = -80563.862639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31269.715000 sec): 3 clusters Score: Raw -81031.141179 + Penalty 1124.907459 = -79906.233721 nChanged 122 SP:Iteration 1F (31269.725000 sec): 3 clusters Score: Raw -81219.372466 + Penalty 1123.426813 = -80095.945653 nChanged 23 SP:Iteration 2F (31269.745000 sec): 3 clusters Score: Raw -81273.106095 + Penalty 1123.326785 = -80149.779311 nChanged 8 SP:Iteration 3Q (31269.755000 sec): 3 clusters Score: Raw -81290.296015 + Penalty 1123.674425 = -80166.621590 nChanged 5 SP:Iteration 4Q (31269.765000 sec): 3 clusters Score: Raw -81300.493885 + Penalty 1123.669576 = -80176.824309 nChanged 8 SP:Iteration 5Q (31269.785000 sec): 3 clusters Score: Raw -81315.739288 + Penalty 1123.760418 = -80191.978871 nChanged 2 SP:Iteration 6Q (31269.795000 sec): 3 clusters Score: Raw -81317.955082 + Penalty 1124.500885 = -80193.454197 nChanged 4 SP:Iteration 7Q (31269.805000 sec): 3 clusters Score: Raw -81321.396594 + Penalty 1124.590007 = -80196.806587 nChanged 2 SP:Iteration 8Q (31269.815000 sec): 3 clusters Score: Raw -81324.710729 + Penalty 1124.898257 = -80199.812471 nChanged 2 SP:Iteration 9Q (31269.825000 sec): 3 clusters Score: Raw -81326.303198 + Penalty 1124.898257 = -80201.404941 nChanged 0 SP:Iteration 10F (31269.845000 sec): 3 clusters Score: Raw -81326.303198 + Penalty 1124.898257 = -80201.404941 nChanged 0 Trying to split cluster 25 (5157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31270.485000 sec): 2 clusters Score: Raw -1087720.944734 + Penalty 222.850779 = -1087498.093955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31270.635000 sec): 3 clusters Score: Raw -1084428.168786 + Penalty 450.440822 = -1083977.727963 nChanged 2389 SP:Iteration 1F (31270.775000 sec): 3 clusters Score: Raw -1086026.754260 + Penalty 455.816483 = -1085570.937776 nChanged 626 SP:Iteration 2F (31270.915000 sec): 3 clusters Score: Raw -1086562.205589 + Penalty 466.433915 = -1086095.771674 nChanged 485 SP:Iteration 3F (31271.065000 sec): 3 clusters Score: Raw -1087104.989786 + Penalty 469.104677 = -1086635.885109 nChanged 341 SP:Iteration 4F (31271.215000 sec): 3 clusters Score: Raw -1087488.390732 + Penalty 475.248490 = -1087013.142241 nChanged 152 SP:Iteration 5Q (31271.355000 sec): 3 clusters Score: Raw -1087656.781637 + Penalty 486.187699 = -1087170.593938 nChanged 64 SP:Iteration 6Q (31271.485000 sec): 3 clusters Score: Raw -1087741.182552 + Penalty 494.427028 = -1087246.755524 nChanged 25 SP:Iteration 7Q (31271.605000 sec): 3 clusters Score: Raw -1087772.621428 + Penalty 490.834765 = -1087281.786663 nChanged 18 SP:Iteration 8Q (31271.725000 sec): 3 clusters Score: Raw -1087800.238947 + Penalty 500.285485 = -1087299.953463 nChanged 16 SP:Iteration 9Q (31271.845000 sec): 3 clusters Score: Raw -1087816.821103 + Penalty 500.424604 = -1087316.396500 nChanged 6 SP:Iteration 10Q (31271.965000 sec): 3 clusters Score: Raw -1087823.749770 + Penalty 501.316318 = -1087322.433452 nChanged 8 SP:Iteration 11Q (31272.085000 sec): 3 clusters Score: Raw -1087835.585044 + Penalty 503.563980 = -1087332.021064 nChanged 4 SP:Iteration 12Q (31272.205000 sec): 3 clusters Score: Raw -1087840.856334 + Penalty 504.830510 = -1087336.025824 nChanged 2 SP:Iteration 13Q (31272.325000 sec): 3 clusters Score: Raw -1087842.327544 + Penalty 504.830510 = -1087337.497034 nChanged 0 SP:Iteration 14F (31272.465000 sec): 3 clusters Score: Raw -1087842.327544 + Penalty 504.830510 = -1087337.497034 nChanged 0 Trying to split cluster 26 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31272.475000 sec): 2 clusters Score: Raw -4208.016552 + Penalty 22.184029 = -4185.832523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31272.475000 sec): 3 clusters Score: Raw -4053.731458 + Penalty 22.184029 = -4031.547429 nChanged 8 SP:Iteration 1F (31272.475000 sec): 2 clusters Score: Raw -4208.016552 + Penalty 22.184029 = -4185.832523 nChanged 0 Trying to split cluster 27 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31272.575000 sec): 2 clusters Score: Raw -177939.019084 + Penalty 88.081682 = -177850.937402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31272.595000 sec): 3 clusters Score: Raw -177465.729875 + Penalty 185.640214 = -177280.089661 nChanged 348 SP:Iteration 1F (31272.625000 sec): 3 clusters Score: Raw -177825.691567 + Penalty 190.733217 = -177634.958350 nChanged 80 SP:Iteration 2F (31272.645000 sec): 3 clusters Score: Raw -177906.514987 + Penalty 197.267056 = -177709.247931 nChanged 50 SP:Iteration 3F (31272.665000 sec): 3 clusters Score: Raw -177946.347508 + Penalty 199.328160 = -177747.019348 nChanged 38 SP:Iteration 4Q (31272.695000 sec): 3 clusters Score: Raw -177966.459771 + Penalty 201.037735 = -177765.422036 nChanged 9 SP:Iteration 5Q (31272.715000 sec): 3 clusters Score: Raw -177970.833797 + Penalty 203.152673 = -177767.681124 nChanged 6 SP:Iteration 6Q (31272.735000 sec): 3 clusters Score: Raw -177974.026504 + Penalty 203.417678 = -177770.608827 nChanged 4 SP:Iteration 7Q (31272.755000 sec): 3 clusters Score: Raw -177974.699434 + Penalty 204.176150 = -177770.523284 nChanged 4 SP:Iteration 8F (31272.785000 sec): 3 clusters Score: Raw -177976.689995 + Penalty 204.176150 = -177772.513845 nChanged 0 Trying to split cluster 28 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31272.805000 sec): 2 clusters Score: Raw -53808.903222 + Penalty 95.873130 = -53713.030092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31272.815000 sec): 3 clusters Score: Raw -53672.485949 + Penalty 196.406163 = -53476.079786 nChanged 95 SP:Iteration 1F (31272.825000 sec): 3 clusters Score: Raw -53761.116463 + Penalty 194.585765 = -53566.530698 nChanged 33 SP:Iteration 2F (31272.835000 sec): 3 clusters Score: Raw -53805.832999 + Penalty 201.639830 = -53604.193169 nChanged 12 SP:Iteration 3Q (31272.845000 sec): 3 clusters Score: Raw -53787.720381 + Penalty 249.421678 = -53538.298703 nChanged 10 SP:Iteration 4F (31272.845000 sec): 3 clusters Score: Raw -53806.637171 + Penalty 238.332852 = -53568.304319 nChanged 2 SP:Iteration 5Q (31272.855000 sec): 3 clusters Score: Raw -53826.137135 + Penalty 238.332852 = -53587.804283 nChanged 0 SP:Iteration 6F (31272.865000 sec): 3 clusters Score: Raw -53826.137135 + Penalty 238.332852 = -53587.804283 nChanged 0 Trying to split cluster 29 (3043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31273.085000 sec): 2 clusters Score: Raw -644440.513164 + Penalty 360.376167 = -644080.136997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31273.175000 sec): 3 clusters Score: Raw -642554.267867 + Penalty 731.178636 = -641823.089231 nChanged 1327 SP:Iteration 1F (31273.265000 sec): 3 clusters Score: Raw -643368.285049 + Penalty 752.491796 = -642615.793253 nChanged 450 SP:Iteration 2F (31273.355000 sec): 3 clusters Score: Raw -643743.620391 + Penalty 779.469262 = -642964.151129 nChanged 276 SP:Iteration 3F (31273.445000 sec): 3 clusters Score: Raw -644017.741505 + Penalty 805.483547 = -643212.257958 nChanged 184 SP:Iteration 4F (31273.535000 sec): 3 clusters Score: Raw -644176.475624 + Penalty 819.257070 = -643357.218554 nChanged 133 SP:Iteration 5Q (31273.615000 sec): 3 clusters Score: Raw -644273.228487 + Penalty 831.684190 = -643441.544297 nChanged 80 SP:Iteration 6Q (31273.695000 sec): 3 clusters Score: Raw -644329.306644 + Penalty 840.773941 = -643488.532703 nChanged 58 SP:Iteration 7Q (31273.775000 sec): 3 clusters Score: Raw -644366.849647 + Penalty 844.565567 = -643522.284080 nChanged 39 SP:Iteration 8Q (31273.855000 sec): 3 clusters Score: Raw -644384.917283 + Penalty 851.031414 = -643533.885869 nChanged 26 SP:Iteration 9Q (31273.935000 sec): 3 clusters Score: Raw -644398.326182 + Penalty 853.120114 = -643545.206068 nChanged 14 SP:Iteration 10Q (31274.025000 sec): 3 clusters Score: Raw -644402.156408 + Penalty 855.326152 = -643546.830256 nChanged 16 SP:Iteration 11Q (31274.105000 sec): 3 clusters Score: Raw -644407.501782 + Penalty 859.849288 = -643547.652494 nChanged 11 SP:Iteration 12Q (31274.185000 sec): 3 clusters Score: Raw -644413.505685 + Penalty 862.895017 = -643550.610668 nChanged 20 SP:Iteration 13Q (31274.265000 sec): 3 clusters Score: Raw -644424.569061 + Penalty 866.725689 = -643557.843372 nChanged 26 SP:Iteration 14Q (31274.345000 sec): 3 clusters Score: Raw -644432.182670 + Penalty 870.495516 = -643561.687154 nChanged 11 SP:Iteration 15Q (31274.425000 sec): 3 clusters Score: Raw -644434.910731 + Penalty 870.832351 = -643564.078380 nChanged 8 SP:Iteration 16Q (31274.505000 sec): 3 clusters Score: Raw -644436.293378 + Penalty 872.944105 = -643563.349273 nChanged 6 SP:Iteration 17F (31274.595000 sec): 3 clusters Score: Raw -644437.870568 + Penalty 875.175754 = -643562.694814 nChanged 5 SP:Iteration 18F (31274.695000 sec): 3 clusters Score: Raw -644440.028943 + Penalty 877.289957 = -643562.738986 nChanged 8 SP:Iteration 19Q (31274.765000 sec): 3 clusters Score: Raw -644444.679962 + Penalty 878.009372 = -643566.670590 nChanged 8 SP:Iteration 20F (31274.855000 sec): 3 clusters Score: Raw -644454.979370 + Penalty 877.084414 = -643577.894956 nChanged 14 SP:Iteration 21Q (31274.935000 sec): 3 clusters Score: Raw -644468.439925 + Penalty 880.182053 = -643588.257873 nChanged 15 SP:Iteration 22Q (31275.015000 sec): 3 clusters Score: Raw -644483.197561 + Penalty 881.421125 = -643601.776436 nChanged 14 SP:Iteration 23Q (31275.095000 sec): 3 clusters Score: Raw -644491.501736 + Penalty 881.468910 = -643610.032826 nChanged 6 SP:Iteration 24Q (31275.175000 sec): 3 clusters Score: Raw -644495.400662 + Penalty 880.929852 = -643614.470810 nChanged 6 SP:Iteration 25Q (31275.255000 sec): 3 clusters Score: Raw -644498.090714 + Penalty 880.355366 = -643617.735348 nChanged 8 SP:Iteration 26Q (31275.335000 sec): 3 clusters Score: Raw -644501.612411 + Penalty 880.989240 = -643620.623171 nChanged 2 SP:Iteration 27Q (31275.405000 sec): 3 clusters Score: Raw -644502.914410 + Penalty 880.989240 = -643621.925170 nChanged 0 SP:Iteration 28F (31275.495000 sec): 3 clusters Score: Raw -644502.914410 + Penalty 880.989240 = -643621.925170 nChanged 0 Trying to split cluster 30 (2762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31275.725000 sec): 2 clusters Score: Raw -589562.414998 + Penalty 47.523058 = -589514.891940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31275.805000 sec): 3 clusters Score: Raw -587808.864243 + Penalty 95.071413 = -587713.792829 nChanged 1299 SP:Iteration 1F (31275.875000 sec): 3 clusters Score: Raw -588984.120881 + Penalty 95.043687 = -588889.077194 nChanged 259 SP:Iteration 2F (31275.945000 sec): 3 clusters Score: Raw -589283.268829 + Penalty 94.953870 = -589188.314959 nChanged 158 SP:Iteration 3F (31276.025000 sec): 3 clusters Score: Raw -589395.293831 + Penalty 94.988408 = -589300.305423 nChanged 72 SP:Iteration 4Q (31276.095000 sec): 3 clusters Score: Raw -589421.565304 + Penalty 94.838026 = -589326.727277 nChanged 36 SP:Iteration 5Q (31276.155000 sec): 3 clusters Score: Raw -589435.607315 + Penalty 94.765450 = -589340.841865 nChanged 28 SP:Iteration 6Q (31276.225000 sec): 3 clusters Score: Raw -589446.757779 + Penalty 94.701540 = -589352.056238 nChanged 28 SP:Iteration 7Q (31276.295000 sec): 3 clusters Score: Raw -589456.281062 + Penalty 94.760548 = -589361.520514 nChanged 28 SP:Iteration 8Q (31276.365000 sec): 3 clusters Score: Raw -589461.476671 + Penalty 94.760476 = -589366.716195 nChanged 24 SP:Iteration 9Q (31276.435000 sec): 3 clusters Score: Raw -589464.544713 + Penalty 94.590627 = -589369.954086 nChanged 12 SP:Iteration 10Q (31276.505000 sec): 3 clusters Score: Raw -589466.129783 + Penalty 94.559802 = -589371.569981 nChanged 16 SP:Iteration 11Q (31276.565000 sec): 3 clusters Score: Raw -589469.471673 + Penalty 94.529316 = -589374.942357 nChanged 17 SP:Iteration 12Q (31276.635000 sec): 3 clusters Score: Raw -589473.831767 + Penalty 94.524367 = -589379.307400 nChanged 20 SP:Iteration 13Q (31276.705000 sec): 3 clusters Score: Raw -589477.612445 + Penalty 94.499784 = -589383.112661 nChanged 15 SP:Iteration 14Q (31276.775000 sec): 3 clusters Score: Raw -589480.424585 + Penalty 94.480494 = -589385.944091 nChanged 18 SP:Iteration 15Q (31276.835000 sec): 3 clusters Score: Raw -589483.408434 + Penalty 94.405265 = -589389.003169 nChanged 22 SP:Iteration 16Q (31276.905000 sec): 3 clusters Score: Raw -589489.683492 + Penalty 94.332044 = -589395.351448 nChanged 26 SP:Iteration 17Q (31276.975000 sec): 3 clusters Score: Raw -589496.084190 + Penalty 94.245059 = -589401.839132 nChanged 22 SP:Iteration 18Q (31277.045000 sec): 3 clusters Score: Raw -589499.733162 + Penalty 94.337561 = -589405.395600 nChanged 20 SP:Iteration 19Q (31277.105000 sec): 3 clusters Score: Raw -589502.920540 + Penalty 94.345808 = -589408.574733 nChanged 18 SP:Iteration 20F (31277.175000 sec): 3 clusters Score: Raw -589505.415363 + Penalty 94.322496 = -589411.092867 nChanged 8 SP:Iteration 21Q (31277.245000 sec): 3 clusters Score: Raw -589505.880540 + Penalty 94.326678 = -589411.553862 nChanged 2 SP:Iteration 22Q (31277.315000 sec): 3 clusters Score: Raw -589505.896233 + Penalty 94.330939 = -589411.565294 nChanged 2 SP:Iteration 23Q (31277.385000 sec): 3 clusters Score: Raw -589505.989655 + Penalty 94.263367 = -589411.726289 nChanged 8 SP:Iteration 24Q (31277.445000 sec): 3 clusters Score: Raw -589507.258343 + Penalty 94.273299 = -589412.985043 nChanged 11 SP:Iteration 25Q (31277.515000 sec): 3 clusters Score: Raw -589510.268829 + Penalty 94.239002 = -589416.029827 nChanged 14 SP:Iteration 26Q (31277.585000 sec): 3 clusters Score: Raw -589515.123401 + Penalty 94.065566 = -589421.057835 nChanged 16 SP:Iteration 27Q (31277.655000 sec): 3 clusters Score: Raw -589518.691413 + Penalty 94.057400 = -589424.634013 nChanged 14 SP:Iteration 28Q (31277.725000 sec): 3 clusters Score: Raw -589520.564595 + Penalty 93.997337 = -589426.567258 nChanged 16 SP:Iteration 29Q (31277.785000 sec): 3 clusters Score: Raw -589522.432050 + Penalty 93.921389 = -589428.510662 nChanged 6 SP:Iteration 30Q (31277.855000 sec): 3 clusters Score: Raw -589523.201342 + Penalty 93.937664 = -589429.263678 nChanged 7 SP:Iteration 31Q (31277.925000 sec): 3 clusters Score: Raw -589524.257392 + Penalty 93.747182 = -589430.510210 nChanged 18 SP:Iteration 32Q (31277.995000 sec): 3 clusters Score: Raw -589527.163308 + Penalty 93.697843 = -589433.465465 nChanged 9 SP:Iteration 33Q (31278.055000 sec): 3 clusters Score: Raw -589528.064506 + Penalty 93.665974 = -589434.398532 nChanged 6 SP:Iteration 34Q (31278.125000 sec): 3 clusters Score: Raw -589528.682098 + Penalty 93.670353 = -589435.011745 nChanged 6 SP:Iteration 35Q (31278.195000 sec): 3 clusters Score: Raw -589529.012054 + Penalty 93.674818 = -589435.337236 nChanged 6 SP:Iteration 36Q (31278.255000 sec): 3 clusters Score: Raw -589529.179803 + Penalty 93.679369 = -589435.500434 nChanged 2 SP:Iteration 37Q (31278.325000 sec): 3 clusters Score: Raw -589529.201008 + Penalty 93.679369 = -589435.521639 nChanged 0 SP:Iteration 38F (31278.395000 sec): 3 clusters Score: Raw -589529.201008 + Penalty 93.679369 = -589435.521639 nChanged 0 Trying to split cluster 31 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31278.465000 sec): 2 clusters Score: Raw -114292.949680 + Penalty 247.275672 = -114045.674008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31278.485000 sec): 3 clusters Score: Raw -114024.486515 + Penalty 491.753657 = -113532.732858 nChanged 220 SP:Iteration 1F (31278.495000 sec): 3 clusters Score: Raw -114220.917963 + Penalty 493.466917 = -113727.451046 nChanged 44 SP:Iteration 2F (31278.515000 sec): 3 clusters Score: Raw -114268.279110 + Penalty 491.908400 = -113776.370710 nChanged 26 SP:Iteration 3Q (31278.535000 sec): 3 clusters Score: Raw -114297.038036 + Penalty 492.203228 = -113804.834808 nChanged 17 SP:Iteration 4Q (31278.545000 sec): 3 clusters Score: Raw -114309.910369 + Penalty 491.133088 = -113818.777280 nChanged 16 SP:Iteration 5Q (31278.565000 sec): 3 clusters Score: Raw -114325.428439 + Penalty 490.978633 = -113834.449807 nChanged 9 SP:Iteration 6Q (31278.575000 sec): 3 clusters Score: Raw -114330.387472 + Penalty 490.689840 = -113839.697632 nChanged 4 SP:Iteration 7Q (31278.595000 sec): 3 clusters Score: Raw -114331.492571 + Penalty 490.649608 = -113840.842964 nChanged 2 SP:Iteration 8Q (31278.605000 sec): 3 clusters Score: Raw -114332.553215 + Penalty 490.893922 = -113841.659293 nChanged 2 SP:Iteration 9Q (31278.625000 sec): 3 clusters Score: Raw -114335.656614 + Penalty 490.814053 = -113844.842561 nChanged 2 SP:Iteration 10Q (31278.645000 sec): 3 clusters Score: Raw -114337.320921 + Penalty 490.388759 = -113846.932162 nChanged 6 SP:Iteration 11Q (31278.655000 sec): 3 clusters Score: Raw -114342.721861 + Penalty 489.921128 = -113852.800734 nChanged 8 SP:Iteration 12Q (31278.675000 sec): 3 clusters Score: Raw -114347.360334 + Penalty 489.875714 = -113857.484620 nChanged 1 SP:Iteration 13Q (31278.685000 sec): 3 clusters Score: Raw -114347.602107 + Penalty 489.882360 = -113857.719746 nChanged 2 SP:Iteration 14Q (31278.705000 sec): 3 clusters Score: Raw -114348.143485 + Penalty 489.882360 = -113858.261125 nChanged 0 SP:Iteration 15F (31278.715000 sec): 3 clusters Score: Raw -114348.143485 + Penalty 489.882360 = -113858.261125 nChanged 0 Trying to split cluster 32 (2667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31279.045000 sec): 2 clusters Score: Raw -538708.382418 + Penalty 6761.350698 = -531947.031720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31279.265000 sec): 3 clusters Score: Raw -537706.854508 + Penalty 13534.582810 = -524172.271698 nChanged 751 SP:Iteration 1F (31279.485000 sec): 3 clusters Score: Raw -538478.088525 + Penalty 13627.515427 = -524850.573098 nChanged 211 SP:Iteration 2F (31279.715000 sec): 3 clusters Score: Raw -538851.804028 + Penalty 13867.490081 = -524984.313947 nChanged 189 SP:Iteration 3F (31279.935000 sec): 3 clusters Score: Raw -539287.782375 + Penalty 14247.841530 = -525039.940845 nChanged 185 SP:Iteration 4F (31280.165000 sec): 3 clusters Score: Raw -539812.971520 + Penalty 14777.104167 = -525035.867352 nChanged 173 SP:Iteration 5F (31280.384000 sec): 3 clusters Score: Raw -540515.208564 + Penalty 15428.762290 = -525086.446274 nChanged 157 SP:Iteration 6F (31280.614000 sec): 3 clusters Score: Raw -541062.926715 + Penalty 16011.367169 = -525051.559545 nChanged 105 SP:Iteration 7F (31280.834000 sec): 3 clusters Score: Raw -541350.931475 + Penalty 16386.190199 = -524964.741276 nChanged 52 SP:Iteration 8F (31281.054000 sec): 3 clusters Score: Raw -541469.505619 + Penalty 16573.613391 = -524895.892228 nChanged 28 SP:Iteration 9F (31281.284000 sec): 3 clusters Score: Raw -541532.657190 + Penalty 16651.601211 = -524881.055979 nChanged 16 SP:Iteration 10F (31281.514000 sec): 3 clusters Score: Raw -541583.978172 + Penalty 16719.301184 = -524864.676989 nChanged 19 SP:Iteration 11F (31281.734000 sec): 3 clusters Score: Raw -541644.165206 + Penalty 16760.303999 = -524883.861207 nChanged 6 SP:Iteration 12Q (31281.924000 sec): 3 clusters Score: Raw -541659.652701 + Penalty 16826.472129 = -524833.180572 nChanged 12 SP:Iteration 13F (31282.144000 sec): 3 clusters Score: Raw -541691.171655 + Penalty 16865.010590 = -524826.161065 nChanged 4 SP:Iteration 14F (31282.364000 sec): 3 clusters Score: Raw -541699.329122 + Penalty 16887.463410 = -524811.865711 nChanged 2 SP:Iteration 15F (31282.594000 sec): 3 clusters Score: Raw -541704.323120 + Penalty 16887.463410 = -524816.859709 nChanged 0 Trying to split cluster 33 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31282.684000 sec): 2 clusters Score: Raw -216786.578680 + Penalty 443.512046 = -216343.066634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31282.714000 sec): 3 clusters Score: Raw -216254.279155 + Penalty 905.659390 = -215348.619764 nChanged 385 SP:Iteration 1F (31282.754000 sec): 3 clusters Score: Raw -216600.827988 + Penalty 926.367144 = -215674.460844 nChanged 120 SP:Iteration 2F (31282.794000 sec): 3 clusters Score: Raw -216751.530905 + Penalty 937.057044 = -215814.473861 nChanged 56 SP:Iteration 3F (31282.834000 sec): 3 clusters Score: Raw -216806.996328 + Penalty 944.554336 = -215862.441993 nChanged 25 SP:Iteration 4Q (31282.864000 sec): 3 clusters Score: Raw -216839.751055 + Penalty 955.986675 = -215883.764381 nChanged 29 SP:Iteration 5Q (31282.904000 sec): 3 clusters Score: Raw -216871.749182 + Penalty 963.756587 = -215907.992595 nChanged 21 SP:Iteration 6Q (31282.944000 sec): 3 clusters Score: Raw -216890.708798 + Penalty 972.559052 = -215918.149746 nChanged 9 SP:Iteration 7Q (31282.974000 sec): 3 clusters Score: Raw -216894.934410 + Penalty 979.092190 = -215915.842220 nChanged 6 SP:Iteration 8F (31283.014000 sec): 3 clusters Score: Raw -216897.824149 + Penalty 988.805044 = -215909.019105 nChanged 8 SP:Iteration 9F (31283.054000 sec): 3 clusters Score: Raw -216903.639968 + Penalty 996.626820 = -215907.013148 nChanged 6 SP:Iteration 10F (31283.094000 sec): 3 clusters Score: Raw -216905.884894 + Penalty 999.790433 = -215906.094461 nChanged 7 SP:Iteration 11F (31283.134000 sec): 3 clusters Score: Raw -216910.924832 + Penalty 1000.832949 = -215910.091883 nChanged 6 SP:Iteration 12Q (31283.164000 sec): 3 clusters Score: Raw -216917.915825 + Penalty 1006.461347 = -215911.454479 nChanged 6 SP:Iteration 13Q (31283.204000 sec): 3 clusters Score: Raw -216921.742420 + Penalty 1006.461347 = -215915.281074 nChanged 0 SP:Iteration 14F (31283.244000 sec): 3 clusters Score: Raw -216921.742420 + Penalty 1006.461347 = -215915.281074 nChanged 0 Trying to split cluster 34 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31283.334000 sec): 2 clusters Score: Raw -268389.734807 + Penalty 227.444759 = -268162.290048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31283.364000 sec): 3 clusters Score: Raw -267633.381127 + Penalty 461.174909 = -267172.206218 nChanged 543 SP:Iteration 1F (31283.404000 sec): 3 clusters Score: Raw -267996.724207 + Penalty 477.995459 = -267518.728748 nChanged 158 SP:Iteration 2F (31283.444000 sec): 3 clusters Score: Raw -268125.885447 + Penalty 500.832454 = -267625.052993 nChanged 101 SP:Iteration 3F (31283.484000 sec): 3 clusters Score: Raw -268217.729801 + Penalty 537.753579 = -267679.976222 nChanged 98 SP:Iteration 4F (31283.524000 sec): 3 clusters Score: Raw -268319.115779 + Penalty 568.414056 = -267750.701723 nChanged 68 SP:Iteration 5F (31283.564000 sec): 3 clusters Score: Raw -268392.058006 + Penalty 606.090580 = -267785.967426 nChanged 52 SP:Iteration 6Q (31283.604000 sec): 3 clusters Score: Raw -268464.635001 + Penalty 623.619446 = -267841.015555 nChanged 23 SP:Iteration 7Q (31283.644000 sec): 3 clusters Score: Raw -268503.487400 + Penalty 628.831017 = -267874.656383 nChanged 12 SP:Iteration 8Q (31283.674000 sec): 3 clusters Score: Raw -268517.222978 + Penalty 628.132253 = -267889.090726 nChanged 8 SP:Iteration 9Q (31283.714000 sec): 3 clusters Score: Raw -268523.838723 + Penalty 628.132253 = -267895.706471 nChanged 0 SP:Iteration 10F (31283.754000 sec): 3 clusters Score: Raw -268523.838723 + Penalty 628.132253 = -267895.706471 nChanged 0 Trying to split cluster 35 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31283.784000 sec): 2 clusters Score: Raw -72845.773096 + Penalty 47.686643 = -72798.086452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31283.794000 sec): 3 clusters Score: Raw -72662.096032 + Penalty 96.204922 = -72565.891109 nChanged 148 SP:Iteration 1F (31283.804000 sec): 3 clusters Score: Raw -72783.188374 + Penalty 96.961389 = -72686.226985 nChanged 26 SP:Iteration 2F (31283.814000 sec): 3 clusters Score: Raw -72811.397894 + Penalty 97.865733 = -72713.532161 nChanged 26 SP:Iteration 3F (31283.824000 sec): 3 clusters Score: Raw -72843.092150 + Penalty 99.053012 = -72744.039138 nChanged 15 SP:Iteration 4Q (31283.838000 sec): 3 clusters Score: Raw -72865.718617 + Penalty 99.968920 = -72765.749697 nChanged 5 SP:Iteration 5Q (31283.845000 sec): 3 clusters Score: Raw -72868.555011 + Penalty 99.967600 = -72768.587410 nChanged 6 SP:Iteration 6Q (31283.855000 sec): 3 clusters Score: Raw -72870.478432 + Penalty 99.776624 = -72770.701809 nChanged 4 SP:Iteration 7Q (31283.865000 sec): 3 clusters Score: Raw -72871.399520 + Penalty 99.590179 = -72771.809341 nChanged 2 SP:Iteration 8Q (31283.875000 sec): 3 clusters Score: Raw -72871.990742 + Penalty 99.798138 = -72772.192604 nChanged 2 SP:Iteration 9Q (31283.885000 sec): 3 clusters Score: Raw -72872.721764 + Penalty 99.798138 = -72772.923626 nChanged 0 SP:Iteration 10F (31283.895000 sec): 3 clusters Score: Raw -72872.721764 + Penalty 99.798138 = -72772.923626 nChanged 0 Trying to split cluster 36 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31283.945000 sec): 2 clusters Score: Raw -88896.141620 + Penalty 86.458819 = -88809.682801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31283.955000 sec): 3 clusters Score: Raw -88708.180401 + Penalty 182.911467 = -88525.268934 nChanged 174 SP:Iteration 1F (31283.965000 sec): 3 clusters Score: Raw -88932.391702 + Penalty 182.180203 = -88750.211499 nChanged 20 SP:Iteration 2Q (31283.986000 sec): 3 clusters Score: Raw -88946.740629 + Penalty 182.201611 = -88764.539018 nChanged 8 SP:Iteration 3Q (31283.997000 sec): 3 clusters Score: Raw -88951.316659 + Penalty 183.699169 = -88767.617490 nChanged 8 SP:Iteration 4Q (31284.007000 sec): 3 clusters Score: Raw -88961.187222 + Penalty 186.524531 = -88774.662691 nChanged 8 SP:Iteration 5Q (31284.017000 sec): 3 clusters Score: Raw -88966.787980 + Penalty 186.184358 = -88780.603622 nChanged 10 SP:Iteration 6Q (31284.027000 sec): 3 clusters Score: Raw -88975.518447 + Penalty 186.506627 = -88789.011819 nChanged 5 SP:Iteration 7Q (31284.047000 sec): 3 clusters Score: Raw -88979.221757 + Penalty 184.882269 = -88794.339488 nChanged 6 SP:Iteration 8Q (31284.057000 sec): 3 clusters Score: Raw -88984.982970 + Penalty 185.576265 = -88799.406706 nChanged 6 SP:Iteration 9Q (31284.074000 sec): 3 clusters Score: Raw -88993.451288 + Penalty 185.576265 = -88807.875023 nChanged 0 SP:Iteration 10F (31284.086000 sec): 3 clusters Score: Raw -88993.451288 + Penalty 185.576265 = -88807.875023 nChanged 0 Trying to split cluster 37 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31284.136000 sec): 2 clusters Score: Raw -113825.865854 + Penalty 67.604950 = -113758.260904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31284.156000 sec): 3 clusters Score: Raw -113534.881008 + Penalty 139.515704 = -113395.365304 nChanged 222 SP:Iteration 1F (31284.166000 sec): 3 clusters Score: Raw -113719.667894 + Penalty 143.976823 = -113575.691071 nChanged 50 SP:Iteration 2F (31284.186000 sec): 3 clusters Score: Raw -113767.857700 + Penalty 146.287174 = -113621.570526 nChanged 24 SP:Iteration 3Q (31284.206000 sec): 3 clusters Score: Raw -113799.138687 + Penalty 148.124806 = -113651.013881 nChanged 18 SP:Iteration 4Q (31284.216000 sec): 3 clusters Score: Raw -113810.816356 + Penalty 149.461255 = -113661.355101 nChanged 7 SP:Iteration 5Q (31284.236000 sec): 3 clusters Score: Raw -113821.180514 + Penalty 151.906096 = -113669.274418 nChanged 8 SP:Iteration 6Q (31284.246000 sec): 3 clusters Score: Raw -113824.099122 + Penalty 152.571011 = -113671.528111 nChanged 2 SP:Iteration 7Q (31284.266000 sec): 3 clusters Score: Raw -113824.414806 + Penalty 152.809612 = -113671.605194 nChanged 2 SP:Iteration 8Q (31284.276000 sec): 3 clusters Score: Raw -113824.950402 + Penalty 153.631843 = -113671.318558 nChanged 4 SP:Iteration 9F (31284.296000 sec): 3 clusters Score: Raw -113826.493777 + Penalty 155.064652 = -113671.429126 nChanged 4 SP:Iteration 10Q (31284.306000 sec): 3 clusters Score: Raw -113828.990824 + Penalty 156.742232 = -113672.248592 nChanged 5 SP:Iteration 11Q (31284.326000 sec): 3 clusters Score: Raw -113830.573099 + Penalty 158.370379 = -113672.202720 nChanged 4 SP:Iteration 12F (31284.336000 sec): 3 clusters Score: Raw -113835.203626 + Penalty 159.974820 = -113675.228805 nChanged 6 SP:Iteration 13Q (31284.356000 sec): 3 clusters Score: Raw -113837.843208 + Penalty 160.631803 = -113677.211406 nChanged 2 SP:Iteration 14Q (31284.366000 sec): 3 clusters Score: Raw -113838.256255 + Penalty 161.120550 = -113677.135705 nChanged 2 SP:Iteration 15F (31284.386000 sec): 3 clusters Score: Raw -113840.139210 + Penalty 162.076109 = -113678.063102 nChanged 4 SP:Iteration 16Q (31284.396000 sec): 3 clusters Score: Raw -113840.710939 + Penalty 162.076109 = -113678.634831 nChanged 0 SP:Iteration 17F (31284.416000 sec): 3 clusters Score: Raw -113840.710939 + Penalty 162.076109 = -113678.634831 nChanged 0 Trying to split cluster 42 (48804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31288.746000 sec): 2 clusters Score: Raw -10323521.881082 + Penalty 168.153491 = -10323353.727591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31290.346000 sec): 3 clusters Score: Raw -10290353.610065 + Penalty 354.670004 = -10289998.940061 nChanged 24093 SP:Iteration 1F (31291.926000 sec): 3 clusters Score: Raw -10310205.623231 + Penalty 374.522887 = -10309831.100345 nChanged 5400 SP:Iteration 2F (31293.546000 sec): 3 clusters Score: Raw -10315941.692087 + Penalty 403.957329 = -10315537.734759 nChanged 3749 SP:Iteration 3F (31295.196000 sec): 3 clusters Score: Raw -10320543.515357 + Penalty 430.461301 = -10320113.054055 nChanged 1776 SP:Iteration 4Q (31296.866000 sec): 3 clusters Score: Raw -10322643.207305 + Penalty 433.775885 = -10322209.431420 nChanged 507 SP:Iteration 5Q (31298.356000 sec): 3 clusters Score: Raw -10323147.778743 + Penalty 437.556259 = -10322710.222484 nChanged 196 SP:Iteration 6Q (31299.806000 sec): 3 clusters Score: Raw -10323284.380037 + Penalty 433.648253 = -10322850.731784 nChanged 114 SP:Iteration 7Q (31301.246000 sec): 3 clusters Score: Raw -10323343.654106 + Penalty 431.160579 = -10322912.493527 nChanged 103 SP:Iteration 8Q (31302.676000 sec): 3 clusters Score: Raw -10323393.323343 + Penalty 429.244723 = -10322964.078620 nChanged 94 SP:Iteration 9Q (31304.116000 sec): 3 clusters Score: Raw -10323442.544148 + Penalty 431.892848 = -10323010.651301 nChanged 72 SP:Iteration 10Q (31305.556000 sec): 3 clusters Score: Raw -10323488.498538 + Penalty 420.145903 = -10323068.352634 nChanged 47 SP:Iteration 11Q (31306.996000 sec): 3 clusters Score: Raw -10323516.755832 + Penalty 418.272798 = -10323098.483033 nChanged 26 SP:Iteration 12Q (31308.428000 sec): 3 clusters Score: Raw -10323533.652171 + Penalty 419.853973 = -10323113.798198 nChanged 27 SP:Iteration 13Q (31309.858000 sec): 3 clusters Score: Raw -10323549.938479 + Penalty 413.865244 = -10323136.073235 nChanged 21 SP:Iteration 14Q (31311.287000 sec): 3 clusters Score: Raw -10323563.431867 + Penalty 411.329401 = -10323152.102466 nChanged 10 SP:Iteration 15Q (31312.717000 sec): 3 clusters Score: Raw -10323568.294376 + Penalty 413.128651 = -10323155.165725 nChanged 4 SP:Iteration 16Q (31314.157000 sec): 3 clusters Score: Raw -10323569.708667 + Penalty 412.714930 = -10323156.993737 nChanged 4 SP:Iteration 17Q (31315.577000 sec): 3 clusters Score: Raw -10323572.259490 + Penalty 412.033579 = -10323160.225911 nChanged 8 SP:Iteration 18Q (31317.007000 sec): 3 clusters Score: Raw -10323576.944525 + Penalty 410.841548 = -10323166.102978 nChanged 6 SP:Iteration 19Q (31318.437000 sec): 3 clusters Score: Raw -10323579.490243 + Penalty 411.848277 = -10323167.641965 nChanged 5 SP:Iteration 20F (31320.127000 sec): 3 clusters Score: Raw -10323581.786328 + Penalty 414.150758 = -10323167.635569 nChanged 8 SP:Iteration 21F (31321.797000 sec): 3 clusters Score: Raw -10323588.195106 + Penalty 415.037591 = -10323173.157516 nChanged 4 SP:Iteration 22Q (31323.227000 sec): 3 clusters Score: Raw -10323589.887353 + Penalty 416.568924 = -10323173.318429 nChanged 6 SP:Iteration 23Q (31324.657000 sec): 3 clusters Score: Raw -10323593.739677 + Penalty 417.936677 = -10323175.802999 nChanged 4 SP:Iteration 24Q (31326.097000 sec): 3 clusters Score: Raw -10323597.154621 + Penalty 419.650314 = -10323177.504306 nChanged 7 SP:Iteration 25Q (31327.527000 sec): 3 clusters Score: Raw -10323600.648329 + Penalty 420.733673 = -10323179.914655 nChanged 2 SP:Iteration 26Q (31328.957000 sec): 3 clusters Score: Raw -10323601.286791 + Penalty 418.361714 = -10323182.925076 nChanged 2 SP:Iteration 27Q (31330.367000 sec): 3 clusters Score: Raw -10323601.786496 + Penalty 419.174617 = -10323182.611879 nChanged 2 SP:Iteration 28F (31332.047000 sec): 3 clusters Score: Raw -10323602.089272 + Penalty 419.174617 = -10323182.914655 nChanged 0 Trying to split cluster 43 (20800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31333.927000 sec): 2 clusters Score: Raw -4402188.858828 + Penalty 205.077949 = -4401983.780878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31334.717000 sec): 3 clusters Score: Raw -4388193.333989 + Penalty 408.758274 = -4387784.575714 nChanged 10089 SP:Iteration 1F (31335.527000 sec): 3 clusters Score: Raw -4395829.648176 + Penalty 407.835258 = -4395421.812918 nChanged 2494 SP:Iteration 2F (31336.327000 sec): 3 clusters Score: Raw -4397618.317062 + Penalty 407.398248 = -4397210.918814 nChanged 1438 SP:Iteration 3F (31337.107000 sec): 3 clusters Score: Raw -4398438.385549 + Penalty 406.920311 = -4398031.465238 nChanged 866 SP:Iteration 4Q (31337.877000 sec): 3 clusters Score: Raw -4398701.788626 + Penalty 406.848892 = -4398294.939734 nChanged 403 SP:Iteration 5Q (31338.667000 sec): 3 clusters Score: Raw -4398779.166340 + Penalty 407.085503 = -4398372.080837 nChanged 266 SP:Iteration 6Q (31339.447000 sec): 3 clusters Score: Raw -4398824.774118 + Penalty 406.992975 = -4398417.781144 nChanged 234 SP:Iteration 7Q (31340.227000 sec): 3 clusters Score: Raw -4398859.521098 + Penalty 407.059833 = -4398452.461265 nChanged 208 SP:Iteration 8Q (31341.007000 sec): 3 clusters Score: Raw -4398890.108113 + Penalty 407.181023 = -4398482.927090 nChanged 230 SP:Iteration 9Q (31341.797000 sec): 3 clusters Score: Raw -4398928.320124 + Penalty 407.388907 = -4398520.931217 nChanged 235 SP:Iteration 10Q (31342.569000 sec): 3 clusters Score: Raw -4398966.612104 + Penalty 407.506744 = -4398559.105360 nChanged 245 SP:Iteration 11Q (31343.349000 sec): 3 clusters Score: Raw -4399007.785188 + Penalty 407.656064 = -4398600.129124 nChanged 248 SP:Iteration 12Q (31344.129000 sec): 3 clusters Score: Raw -4399047.235212 + Penalty 407.802192 = -4398639.433020 nChanged 198 SP:Iteration 13Q (31344.929000 sec): 3 clusters Score: Raw -4399079.429926 + Penalty 407.988368 = -4398671.441558 nChanged 232 SP:Iteration 14Q (31345.719000 sec): 3 clusters Score: Raw -4399117.644058 + Penalty 408.300440 = -4398709.343618 nChanged 262 SP:Iteration 15Q (31346.509000 sec): 3 clusters Score: Raw -4399164.665800 + Penalty 408.504548 = -4398756.161252 nChanged 260 SP:Iteration 16Q (31347.299000 sec): 3 clusters Score: Raw -4399215.549790 + Penalty 408.916660 = -4398806.633130 nChanged 307 SP:Iteration 17Q (31348.079000 sec): 3 clusters Score: Raw -4399277.673651 + Penalty 409.358547 = -4398868.315104 nChanged 305 SP:Iteration 18Q (31348.859000 sec): 3 clusters Score: Raw -4399344.849882 + Penalty 410.363487 = -4398934.486395 nChanged 339 SP:Iteration 19Q (31349.639000 sec): 3 clusters Score: Raw -4399434.109395 + Penalty 411.656368 = -4399022.453027 nChanged 365 SP:Iteration 20F (31350.449000 sec): 3 clusters Score: Raw -4399538.798460 + Penalty 413.626565 = -4399125.171895 nChanged 395 SP:Iteration 21Q (31351.219000 sec): 3 clusters Score: Raw -4399674.812795 + Penalty 416.245014 = -4399258.567782 nChanged 444 SP:Iteration 22Q (31351.979000 sec): 3 clusters Score: Raw -4399828.138530 + Penalty 417.519336 = -4399410.619194 nChanged 389 SP:Iteration 23Q (31352.739000 sec): 3 clusters Score: Raw -4399954.375022 + Penalty 419.714622 = -4399534.660399 nChanged 413 SP:Iteration 24Q (31353.489000 sec): 3 clusters Score: Raw -4400105.276497 + Penalty 422.271369 = -4399683.005128 nChanged 410 SP:Iteration 25Q (31354.239000 sec): 3 clusters Score: Raw -4400268.727996 + Penalty 425.281347 = -4399843.446650 nChanged 431 SP:Iteration 26Q (31354.969000 sec): 3 clusters Score: Raw -4400477.010586 + Penalty 429.906200 = -4400047.104386 nChanged 468 SP:Iteration 27Q (31355.699000 sec): 3 clusters Score: Raw -4400732.433582 + Penalty 432.129401 = -4400300.304181 nChanged 418 SP:Iteration 28Q (31356.429000 sec): 3 clusters Score: Raw -4400978.472596 + Penalty 435.193475 = -4400543.279121 nChanged 379 SP:Iteration 29Q (31357.149000 sec): 3 clusters Score: Raw -4401215.237443 + Penalty 438.694507 = -4400776.542936 nChanged 344 SP:Iteration 30Q (31357.859000 sec): 3 clusters Score: Raw -4401455.456295 + Penalty 444.799742 = -4401010.656553 nChanged 291 SP:Iteration 31Q (31358.569000 sec): 3 clusters Score: Raw -4401663.345161 + Penalty 445.214411 = -4401218.130750 nChanged 224 SP:Iteration 32Q (31359.279000 sec): 3 clusters Score: Raw -4401827.148580 + Penalty 451.429177 = -4401375.719403 nChanged 156 SP:Iteration 33Q (31359.979000 sec): 3 clusters Score: Raw -4401928.471550 + Penalty 450.760137 = -4401477.711413 nChanged 121 SP:Iteration 34Q (31360.669000 sec): 3 clusters Score: Raw -4402005.344945 + Penalty 443.905169 = -4401561.439776 nChanged 76 SP:Iteration 35Q (31361.359000 sec): 3 clusters Score: Raw -4402049.181129 + Penalty 436.493093 = -4401612.688036 nChanged 64 SP:Iteration 36Q (31362.049000 sec): 3 clusters Score: Raw -4402086.406418 + Penalty 445.627463 = -4401640.778955 nChanged 34 SP:Iteration 37Q (31362.739000 sec): 3 clusters Score: Raw -4402106.423993 + Penalty 453.820673 = -4401652.603320 nChanged 28 SP:Iteration 38Q (31363.429000 sec): 3 clusters Score: Raw -4402120.075882 + Penalty 472.623508 = -4401647.452374 nChanged 28 SP:Iteration 39F (31364.219000 sec): 3 clusters Score: Raw -4402134.005849 + Penalty 493.570444 = -4401640.435406 nChanged 21 SP:Iteration 40F (31365.019000 sec): 3 clusters Score: Raw -4402148.029901 + Penalty 511.501428 = -4401636.528473 nChanged 14 SP:Iteration 41F (31365.809000 sec): 3 clusters Score: Raw -4402156.825045 + Penalty 524.809118 = -4401632.015927 nChanged 12 SP:Iteration 42F (31366.601000 sec): 3 clusters Score: Raw -4402162.385711 + Penalty 549.809616 = -4401612.576096 nChanged 13 SP:Iteration 43F (31367.391000 sec): 3 clusters Score: Raw -4402170.095795 + Penalty 587.274578 = -4401582.821216 nChanged 16 SP:Iteration 44F (31368.191000 sec): 3 clusters Score: Raw -4402181.216100 + Penalty 607.598364 = -4401573.617735 nChanged 6 SP:Iteration 45F (31368.991000 sec): 3 clusters Score: Raw -4402184.475106 + Penalty 650.595005 = -4401533.880101 nChanged 8 SP:Iteration 46F (31369.782000 sec): 3 clusters Score: Raw -4402184.340565 + Penalty 652.710708 = -4401531.629857 nChanged 4 SP:Iteration 47F (31370.572000 sec): 3 clusters Score: Raw -4402189.755748 + Penalty 652.710708 = -4401537.045040 nChanged 0 Trying to split cluster 45 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31370.692000 sec): 2 clusters Score: Raw -137955.618974 + Penalty 1762.869083 = -136192.749890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31370.742000 sec): 3 clusters Score: Raw -137962.425436 + Penalty 3499.554696 = -134462.870740 nChanged 206 SP:Iteration 1F (31370.792000 sec): 3 clusters Score: Raw -138449.222637 + Penalty 3470.183289 = -134979.039348 nChanged 92 SP:Iteration 2F (31370.842000 sec): 3 clusters Score: Raw -138715.903125 + Penalty 3515.084692 = -135200.818433 nChanged 60 SP:Iteration 3F (31370.882000 sec): 3 clusters Score: Raw -138961.182931 + Penalty 3557.350728 = -135403.832203 nChanged 26 SP:Iteration 4Q (31370.932000 sec): 3 clusters Score: Raw -139042.735139 + Penalty 3568.042517 = -135474.692621 nChanged 10 SP:Iteration 5Q (31370.972000 sec): 3 clusters Score: Raw -139074.634048 + Penalty 3608.940211 = -135465.693837 nChanged 12 SP:Iteration 6F (31371.022000 sec): 3 clusters Score: Raw -139116.216749 + Penalty 3603.611441 = -135512.605308 nChanged 4 SP:Iteration 7Q (31371.062000 sec): 3 clusters Score: Raw -139133.900726 + Penalty 3636.708826 = -135497.191900 nChanged 6 SP:Iteration 8F (31371.112000 sec): 3 clusters Score: Raw -139157.745157 + Penalty 3636.708826 = -135521.036331 nChanged 0 Trying to split cluster 46 (6506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31371.982000 sec): 2 clusters Score: Raw -1377772.182658 + Penalty 240.499522 = -1377531.683136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31372.172000 sec): 3 clusters Score: Raw -1373566.494991 + Penalty 485.618427 = -1373080.876564 nChanged 3074 SP:Iteration 1F (31372.362000 sec): 3 clusters Score: Raw -1376034.101969 + Penalty 489.348842 = -1375544.753127 nChanged 672 SP:Iteration 2F (31372.542000 sec): 3 clusters Score: Raw -1376787.451000 + Penalty 493.988986 = -1376293.462014 nChanged 428 SP:Iteration 3F (31372.732000 sec): 3 clusters Score: Raw -1377062.718684 + Penalty 497.500461 = -1376565.218223 nChanged 231 SP:Iteration 4Q (31372.912000 sec): 3 clusters Score: Raw -1377183.736410 + Penalty 501.312459 = -1376682.423951 nChanged 173 SP:Iteration 5Q (31373.102000 sec): 3 clusters Score: Raw -1377275.022679 + Penalty 504.606267 = -1376770.416411 nChanged 162 SP:Iteration 6Q (31373.272000 sec): 3 clusters Score: Raw -1377358.988034 + Penalty 507.477301 = -1376851.510733 nChanged 130 SP:Iteration 7Q (31373.452000 sec): 3 clusters Score: Raw -1377412.433888 + Penalty 510.820762 = -1376901.613126 nChanged 114 SP:Iteration 8Q (31373.622000 sec): 3 clusters Score: Raw -1377464.526846 + Penalty 514.818138 = -1376949.708708 nChanged 122 SP:Iteration 9Q (31373.802000 sec): 3 clusters Score: Raw -1377524.719997 + Penalty 519.600419 = -1377005.119579 nChanged 105 SP:Iteration 10Q (31373.972000 sec): 3 clusters Score: Raw -1377581.591408 + Penalty 523.507265 = -1377058.084143 nChanged 109 SP:Iteration 11Q (31374.152000 sec): 3 clusters Score: Raw -1377638.388217 + Penalty 526.526809 = -1377111.861408 nChanged 90 SP:Iteration 12Q (31374.322000 sec): 3 clusters Score: Raw -1377677.037489 + Penalty 528.190658 = -1377148.846831 nChanged 71 SP:Iteration 13Q (31374.482000 sec): 3 clusters Score: Raw -1377711.096868 + Penalty 529.707445 = -1377181.389423 nChanged 68 SP:Iteration 14Q (31374.662000 sec): 3 clusters Score: Raw -1377742.485611 + Penalty 529.859452 = -1377212.626159 nChanged 62 SP:Iteration 15Q (31374.832000 sec): 3 clusters Score: Raw -1377768.013776 + Penalty 531.578459 = -1377236.435318 nChanged 52 SP:Iteration 16Q (31374.992000 sec): 3 clusters Score: Raw -1377791.571016 + Penalty 532.054027 = -1377259.516990 nChanged 48 SP:Iteration 17Q (31375.162000 sec): 3 clusters Score: Raw -1377807.197400 + Penalty 532.462105 = -1377274.735295 nChanged 37 SP:Iteration 18Q (31375.322000 sec): 3 clusters Score: Raw -1377818.563564 + Penalty 533.566921 = -1377284.996643 nChanged 32 SP:Iteration 19Q (31375.492000 sec): 3 clusters Score: Raw -1377830.632241 + Penalty 535.094929 = -1377295.537312 nChanged 31 SP:Iteration 20F (31375.682000 sec): 3 clusters Score: Raw -1377841.499690 + Penalty 535.728568 = -1377305.771122 nChanged 37 SP:Iteration 21Q (31375.842000 sec): 3 clusters Score: Raw -1377855.204781 + Penalty 537.379712 = -1377317.825069 nChanged 27 SP:Iteration 22Q (31376.012000 sec): 3 clusters Score: Raw -1377862.742884 + Penalty 537.875748 = -1377324.867137 nChanged 19 SP:Iteration 23Q (31376.172000 sec): 3 clusters Score: Raw -1377867.067813 + Penalty 538.969428 = -1377328.098385 nChanged 14 SP:Iteration 24Q (31376.342000 sec): 3 clusters Score: Raw -1377871.181167 + Penalty 540.050068 = -1377331.131099 nChanged 17 SP:Iteration 25Q (31376.502000 sec): 3 clusters Score: Raw -1377877.059938 + Penalty 541.423077 = -1377335.636861 nChanged 22 SP:Iteration 26Q (31376.662000 sec): 3 clusters Score: Raw -1377881.040608 + Penalty 541.865983 = -1377339.174625 nChanged 10 SP:Iteration 27Q (31376.832000 sec): 3 clusters Score: Raw -1377882.417925 + Penalty 542.021292 = -1377340.396634 nChanged 12 SP:Iteration 28Q (31376.992000 sec): 3 clusters Score: Raw -1377886.172047 + Penalty 543.668740 = -1377342.503307 nChanged 14 SP:Iteration 29Q (31377.152000 sec): 3 clusters Score: Raw -1377889.075354 + Penalty 545.105068 = -1377343.970286 nChanged 10 SP:Iteration 30Q (31377.312000 sec): 3 clusters Score: Raw -1377891.310307 + Penalty 546.083023 = -1377345.227284 nChanged 15 SP:Iteration 31Q (31377.472000 sec): 3 clusters Score: Raw -1377893.457928 + Penalty 547.818791 = -1377345.639137 nChanged 12 SP:Iteration 32Q (31377.632000 sec): 3 clusters Score: Raw -1377895.920747 + Penalty 549.259886 = -1377346.660860 nChanged 16 SP:Iteration 33Q (31377.802000 sec): 3 clusters Score: Raw -1377899.371407 + Penalty 546.845289 = -1377352.526118 nChanged 8 SP:Iteration 34Q (31377.952000 sec): 3 clusters Score: Raw -1377901.676801 + Penalty 547.263057 = -1377354.413744 nChanged 4 SP:Iteration 35Q (31378.112000 sec): 3 clusters Score: Raw -1377903.946412 + Penalty 547.678938 = -1377356.267474 nChanged 2 SP:Iteration 36Q (31378.272000 sec): 3 clusters Score: Raw -1377904.456587 + Penalty 548.759845 = -1377355.696742 nChanged 4 SP:Iteration 37F (31378.462000 sec): 3 clusters Score: Raw -1377905.765618 + Penalty 549.020381 = -1377356.745237 nChanged 2 SP:Iteration 38Q (31378.622000 sec): 3 clusters Score: Raw -1377906.263484 + Penalty 549.022542 = -1377357.240943 nChanged 2 SP:Iteration 39Q (31378.792000 sec): 3 clusters Score: Raw -1377906.399424 + Penalty 549.022542 = -1377357.376883 nChanged 0 SP:Iteration 40F (31378.972000 sec): 3 clusters Score: Raw -1377906.399424 + Penalty 549.022542 = -1377357.376883 nChanged 0 Trying to split cluster 47 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31378.982000 sec): 2 clusters Score: Raw -5352.905733 + Penalty 180.447433 = -5172.458299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31378.992000 sec): 3 clusters Score: Raw -5070.257969 + Penalty 2200.359002 = -2869.898967 nChanged 10 SP:Iteration 1F (31378.992000 sec): 3 clusters Score: Raw -5483.163294 + Penalty 2200.359002 = -3282.804292 nChanged 0 Trying to split cluster 50 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31379.012000 sec): 2 clusters Score: Raw -54143.055176 + Penalty 394.432217 = -53748.622959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31379.022000 sec): 3 clusters Score: Raw -54097.981992 + Penalty 764.027337 = -53333.954655 nChanged 75 SP:Iteration 1F (31379.032000 sec): 3 clusters Score: Raw -54245.051805 + Penalty 743.712216 = -53501.339589 nChanged 24 SP:Iteration 2F (31379.042000 sec): 3 clusters Score: Raw -54304.930610 + Penalty 742.949453 = -53561.981157 nChanged 15 SP:Iteration 3F (31379.052000 sec): 3 clusters Score: Raw -54341.264511 + Penalty 742.408891 = -53598.855620 nChanged 11 SP:Iteration 4Q (31379.062000 sec): 3 clusters Score: Raw -54394.740402 + Penalty 739.179833 = -53655.560569 nChanged 9 SP:Iteration 5Q (31379.072000 sec): 3 clusters Score: Raw -54433.404384 + Penalty 739.179833 = -53694.224551 nChanged 0 SP:Iteration 6F (31379.082000 sec): 3 clusters Score: Raw -54433.404384 + Penalty 739.179833 = -53694.224551 nChanged 0 Trying to split cluster 54 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31379.092000 sec): 2 clusters Score: Raw -8591.564736 + Penalty 424.886240 = -8166.678496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31379.102000 sec): 3 clusters Score: Raw -2133.490262 + Penalty 978.309465 = -1155.180797 nChanged 15 SP:Iteration 1F (31379.102000 sec): 3 clusters Score: Raw -1993.716991 + Penalty 817.765361 = -1175.951629 nChanged 11 SP:Iteration 2F (31379.102000 sec): 3 clusters Score: Raw -8566.798189 + Penalty 424.886240 = -8141.911949 nChanged 2 SP:Iteration 3Q (31379.102000 sec): 2 clusters Score: Raw -8591.564736 + Penalty 424.886240 = -8166.678496 nChanged 0 SP:Iteration 4F (31379.112000 sec): 2 clusters Score: Raw -8591.564736 + Penalty 424.886240 = -8166.678496 nChanged 0 Trying to split cluster 55 (2354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31379.422000 sec): 2 clusters Score: Raw -489541.787998 + Penalty 250.223090 = -489291.564908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31379.492000 sec): 3 clusters Score: Raw -488136.222284 + Penalty 489.797698 = -487646.424586 nChanged 1009 SP:Iteration 1F (31379.562000 sec): 3 clusters Score: Raw -488934.334012 + Penalty 476.491703 = -488457.842309 nChanged 249 SP:Iteration 2F (31379.622000 sec): 3 clusters Score: Raw -489135.434787 + Penalty 458.426968 = -488677.007820 nChanged 158 SP:Iteration 3F (31379.692000 sec): 3 clusters Score: Raw -489265.356081 + Penalty 446.974070 = -488818.382011 nChanged 116 SP:Iteration 4Q (31379.762000 sec): 3 clusters Score: Raw -489347.855272 + Penalty 439.910009 = -488907.945262 nChanged 70 SP:Iteration 5Q (31379.832000 sec): 3 clusters Score: Raw -489415.942628 + Penalty 434.742558 = -488981.200070 nChanged 67 SP:Iteration 6Q (31379.902000 sec): 3 clusters Score: Raw -489467.377752 + Penalty 432.328627 = -489035.049125 nChanged 41 SP:Iteration 7Q (31379.962000 sec): 3 clusters Score: Raw -489497.159429 + Penalty 431.782082 = -489065.377347 nChanged 32 SP:Iteration 8Q (31380.032000 sec): 3 clusters Score: Raw -489522.035800 + Penalty 426.426803 = -489095.608997 nChanged 40 SP:Iteration 9Q (31380.092000 sec): 3 clusters Score: Raw -489555.029545 + Penalty 425.682587 = -489129.346957 nChanged 34 SP:Iteration 10Q (31380.162000 sec): 3 clusters Score: Raw -489584.739734 + Penalty 427.101885 = -489157.637850 nChanged 22 SP:Iteration 11Q (31380.222000 sec): 3 clusters Score: Raw -489609.384852 + Penalty 429.488119 = -489179.896732 nChanged 27 SP:Iteration 12Q (31380.282000 sec): 3 clusters Score: Raw -489626.757804 + Penalty 430.948399 = -489195.809405 nChanged 28 SP:Iteration 13Q (31380.352000 sec): 3 clusters Score: Raw -489642.594891 + Penalty 430.413099 = -489212.181792 nChanged 21 SP:Iteration 14Q (31380.412000 sec): 3 clusters Score: Raw -489650.628618 + Penalty 430.484180 = -489220.144439 nChanged 14 SP:Iteration 15Q (31380.472000 sec): 3 clusters Score: Raw -489655.471206 + Penalty 431.712371 = -489223.758836 nChanged 13 SP:Iteration 16Q (31380.532000 sec): 3 clusters Score: Raw -489660.731532 + Penalty 431.712371 = -489229.019161 nChanged 0 SP:Iteration 17F (31380.602000 sec): 3 clusters Score: Raw -489660.731532 + Penalty 431.712371 = -489229.019161 nChanged 0 Trying to split cluster 57 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31380.672000 sec): 2 clusters Score: Raw -120745.901160 + Penalty 159.828519 = -120586.072641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31380.692000 sec): 3 clusters Score: Raw -120441.807091 + Penalty 326.221159 = -120115.585932 nChanged 235 SP:Iteration 1F (31380.712000 sec): 3 clusters Score: Raw -120674.439230 + Penalty 333.559367 = -120340.879863 nChanged 50 SP:Iteration 2F (31380.722000 sec): 3 clusters Score: Raw -120735.130791 + Penalty 338.070945 = -120397.059847 nChanged 29 SP:Iteration 3Q (31380.742000 sec): 3 clusters Score: Raw -120777.575237 + Penalty 347.269253 = -120430.305983 nChanged 23 SP:Iteration 4Q (31380.762000 sec): 3 clusters Score: Raw -120828.227364 + Penalty 352.335371 = -120475.891994 nChanged 10 SP:Iteration 5Q (31380.772000 sec): 3 clusters Score: Raw -120843.603828 + Penalty 355.428787 = -120488.175041 nChanged 4 SP:Iteration 6Q (31380.792000 sec): 3 clusters Score: Raw -120850.411825 + Penalty 358.046365 = -120492.365460 nChanged 4 SP:Iteration 7Q (31380.812000 sec): 3 clusters Score: Raw -120853.379059 + Penalty 357.251423 = -120496.127637 nChanged 2 SP:Iteration 8Q (31380.822000 sec): 3 clusters Score: Raw -120854.544624 + Penalty 357.251423 = -120497.293201 nChanged 0 SP:Iteration 9F (31380.842000 sec): 3 clusters Score: Raw -120854.544624 + Penalty 357.251423 = -120497.293201 nChanged 0 Trying to split cluster 61 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31380.892000 sec): 2 clusters Score: Raw -130131.631099 + Penalty 369.011514 = -129762.619585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31380.912000 sec): 3 clusters Score: Raw -129816.377005 + Penalty 736.256751 = -129080.120254 nChanged 232 SP:Iteration 1F (31380.932000 sec): 3 clusters Score: Raw -130044.777478 + Penalty 734.014055 = -129310.763424 nChanged 73 SP:Iteration 2F (31380.952000 sec): 3 clusters Score: Raw -130129.424048 + Penalty 734.301433 = -129395.122614 nChanged 36 SP:Iteration 3F (31380.972000 sec): 3 clusters Score: Raw -130176.482356 + Penalty 734.495022 = -129441.987334 nChanged 25 SP:Iteration 4Q (31380.992000 sec): 3 clusters Score: Raw -130211.388894 + Penalty 732.277839 = -129479.111055 nChanged 16 SP:Iteration 5Q (31381.012000 sec): 3 clusters Score: Raw -130240.320231 + Penalty 731.440755 = -129508.879476 nChanged 16 SP:Iteration 6Q (31381.032000 sec): 3 clusters Score: Raw -130250.653143 + Penalty 730.940322 = -129519.712821 nChanged 2 SP:Iteration 7Q (31381.052000 sec): 3 clusters Score: Raw -130251.569573 + Penalty 730.940322 = -129520.629251 nChanged 0 SP:Iteration 8F (31381.072000 sec): 3 clusters Score: Raw -130251.569573 + Penalty 730.940322 = -129520.629251 nChanged 0 Trying to split cluster 65 (1606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31381.302000 sec): 2 clusters Score: Raw -331341.260353 + Penalty 482.359316 = -330858.901037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31381.422000 sec): 3 clusters Score: Raw -330465.631995 + Penalty 978.737723 = -329486.894271 nChanged 621 SP:Iteration 1F (31381.542000 sec): 3 clusters Score: Raw -331078.115174 + Penalty 982.910477 = -330095.204697 nChanged 205 SP:Iteration 2F (31381.662000 sec): 3 clusters Score: Raw -331285.651920 + Penalty 982.179912 = -330303.472008 nChanged 86 SP:Iteration 3F (31381.772000 sec): 3 clusters Score: Raw -331374.294639 + Penalty 988.420560 = -330385.874079 nChanged 50 SP:Iteration 4Q (31381.882000 sec): 3 clusters Score: Raw -331420.191710 + Penalty 990.479623 = -330429.712087 nChanged 32 SP:Iteration 5Q (31382.002000 sec): 3 clusters Score: Raw -331453.279667 + Penalty 991.364611 = -330461.915055 nChanged 14 SP:Iteration 6Q (31382.112000 sec): 3 clusters Score: Raw -331467.540805 + Penalty 992.979604 = -330474.561201 nChanged 15 SP:Iteration 7Q (31382.222000 sec): 3 clusters Score: Raw -331477.698058 + Penalty 991.873620 = -330485.824437 nChanged 4 SP:Iteration 8Q (31382.332000 sec): 3 clusters Score: Raw -331478.438177 + Penalty 991.873620 = -330486.564557 nChanged 0 SP:Iteration 9F (31382.442000 sec): 3 clusters Score: Raw -331478.438177 + Penalty 991.873620 = -330486.564557 nChanged 0 Trying to split cluster 67 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31382.522000 sec): 2 clusters Score: Raw -227813.688490 + Penalty 248.040077 = -227565.648413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31382.562000 sec): 3 clusters Score: Raw -227186.939097 + Penalty 496.094778 = -226690.844318 nChanged 450 SP:Iteration 1F (31382.592000 sec): 3 clusters Score: Raw -227534.420159 + Penalty 496.104235 = -227038.315924 nChanged 111 SP:Iteration 2F (31382.622000 sec): 3 clusters Score: Raw -227644.594496 + Penalty 494.505140 = -227150.089356 nChanged 69 SP:Iteration 3F (31382.662000 sec): 3 clusters Score: Raw -227706.393479 + Penalty 492.684444 = -227213.709035 nChanged 38 SP:Iteration 4Q (31382.692000 sec): 3 clusters Score: Raw -227740.188374 + Penalty 491.047923 = -227249.140451 nChanged 29 SP:Iteration 5Q (31382.732000 sec): 3 clusters Score: Raw -227753.211331 + Penalty 490.166301 = -227263.045030 nChanged 10 SP:Iteration 6Q (31382.762000 sec): 3 clusters Score: Raw -227755.904184 + Penalty 489.524359 = -227266.379825 nChanged 8 SP:Iteration 7Q (31382.792000 sec): 3 clusters Score: Raw -227758.946312 + Penalty 489.429743 = -227269.516570 nChanged 4 SP:Iteration 8Q (31382.832000 sec): 3 clusters Score: Raw -227760.559998 + Penalty 489.429743 = -227271.130256 nChanged 0 SP:Iteration 9F (31382.862000 sec): 3 clusters Score: Raw -227760.559998 + Penalty 489.429743 = -227271.130256 nChanged 0 Trying to split cluster 76 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31382.872000 sec): 2 clusters Score: Raw -4898.862413 + Penalty 132.318583 = -4766.543831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31382.872000 sec): 3 clusters Score: Raw -4488.964225 + Penalty 327.756589 = -4161.207636 nChanged 9 SP:Iteration 1F (31382.882000 sec): 3 clusters Score: Raw -4455.232610 + Penalty 361.548551 = -4093.684059 nChanged 3 SP:Iteration 2F (31382.882000 sec): 3 clusters Score: Raw -4602.009547 + Penalty 361.548551 = -4240.460996 nChanged 0 Trying to split cluster 83 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31382.982000 sec): 2 clusters Score: Raw -179770.815149 + Penalty 15247.416395 = -164523.398754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31383.052000 sec): 3 clusters Score: Raw -182279.303099 + Penalty 30487.581229 = -151791.721871 nChanged 172 SP:Iteration 1F (31383.122000 sec): 3 clusters Score: Raw -185076.726264 + Penalty 30487.581229 = -154589.145036 nChanged 0 Trying to split cluster 86 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31383.252000 sec): 2 clusters Score: Raw -214477.169103 + Penalty 8128.417164 = -206348.751939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31383.362000 sec): 3 clusters Score: Raw -214750.131250 + Penalty 16274.250914 = -198475.880336 nChanged 288 SP:Iteration 1F (31383.462000 sec): 3 clusters Score: Raw -215680.091274 + Penalty 16363.468507 = -199316.622768 nChanged 52 SP:Iteration 2Q (31383.552000 sec): 3 clusters Score: Raw -215842.711214 + Penalty 16488.913710 = -199353.797503 nChanged 28 SP:Iteration 3Q (31383.642000 sec): 3 clusters Score: Raw -215918.431362 + Penalty 16531.680790 = -199386.750572 nChanged 14 SP:Iteration 4Q (31383.732000 sec): 3 clusters Score: Raw -216011.156859 + Penalty 16621.954074 = -199389.202785 nChanged 21 SP:Iteration 5Q (31383.832000 sec): 3 clusters Score: Raw -216078.234371 + Penalty 16755.535295 = -199322.699076 nChanged 18 SP:Iteration 6F (31383.932000 sec): 3 clusters Score: Raw -216127.459990 + Penalty 16884.482754 = -199242.977236 nChanged 19 SP:Iteration 7F (31384.032000 sec): 3 clusters Score: Raw -216198.219358 + Penalty 17042.947641 = -199155.271717 nChanged 22 SP:Iteration 8F (31384.132000 sec): 3 clusters Score: Raw -216314.567693 + Penalty 17213.330721 = -199101.236972 nChanged 23 SP:Iteration 9F (31384.242000 sec): 3 clusters Score: Raw -216431.559645 + Penalty 17330.354186 = -199101.205460 nChanged 12 SP:Iteration 10F (31384.342000 sec): 3 clusters Score: Raw -216490.305629 + Penalty 17323.330098 = -199166.975531 nChanged 2 SP:Iteration 11Q (31384.432000 sec): 3 clusters Score: Raw -216503.540474 + Penalty 17313.448914 = -199190.091560 nChanged 4 SP:Iteration 12Q (31384.512000 sec): 3 clusters Score: Raw -216557.887001 + Penalty 17300.732099 = -199257.154902 nChanged 2 SP:Iteration 13Q (31384.602000 sec): 3 clusters Score: Raw -216580.458172 + Penalty 17315.274001 = -199265.184171 nChanged 4 SP:Iteration 14Q (31384.692000 sec): 3 clusters Score: Raw -216608.404636 + Penalty 17358.085248 = -199250.319388 nChanged 4 SP:Iteration 15F (31384.792000 sec): 3 clusters Score: Raw -216617.705689 + Penalty 17439.268097 = -199178.437592 nChanged 8 SP:Iteration 16F (31384.892000 sec): 3 clusters Score: Raw -216645.384301 + Penalty 17441.810687 = -199203.573614 nChanged 4 SP:Iteration 17Q (31384.982000 sec): 3 clusters Score: Raw -216660.360060 + Penalty 17441.810687 = -199218.549373 nChanged 0 SP:Iteration 18F (31385.082000 sec): 3 clusters Score: Raw -216660.360060 + Penalty 17441.810687 = -199218.549373 nChanged 0 Trying to split cluster 94 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31385.152000 sec): 2 clusters Score: Raw -147941.313247 + Penalty 1321.148693 = -146620.164554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31385.192000 sec): 3 clusters Score: Raw -147962.073304 + Penalty 2740.922591 = -145221.150713 nChanged 261 SP:Iteration 1F (31385.242000 sec): 3 clusters Score: Raw -148609.385427 + Penalty 2831.272568 = -145778.112859 nChanged 74 SP:Iteration 2F (31385.282000 sec): 3 clusters Score: Raw -148880.131374 + Penalty 2911.602917 = -145968.528456 nChanged 39 SP:Iteration 3F (31385.322000 sec): 3 clusters Score: Raw -149013.282030 + Penalty 2943.054247 = -146070.227783 nChanged 20 SP:Iteration 4Q (31385.362000 sec): 3 clusters Score: Raw -149064.807957 + Penalty 2955.956414 = -146108.851543 nChanged 2 SP:Iteration 5Q (31385.402000 sec): 3 clusters Score: Raw -149068.763109 + Penalty 2975.433319 = -146093.329790 nChanged 2 SP:Iteration 6F (31385.442000 sec): 3 clusters Score: Raw -149071.739074 + Penalty 2975.433319 = -146096.305756 nChanged 0 Trying to split cluster 96 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31385.452000 sec): 2 clusters Score: Raw -3239.967690 + Penalty 29.278897 = -3210.688793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31385.452000 sec): 3 clusters Score: Raw -644.962384 + Penalty 58.302910 = -586.659474 nChanged 5 SP:Iteration 1F (31385.452000 sec): 3 clusters Score: Raw -1551.841422 + Penalty 56.751546 = -1495.089876 nChanged 3 SP:Iteration 2F (31385.452000 sec): 3 clusters Score: Raw -3182.559903 + Penalty 56.476225 = -3126.083678 nChanged 2 SP:Iteration 3F (31385.462000 sec): 3 clusters Score: Raw -3264.262027 + Penalty 56.476225 = -3207.785802 nChanged 0 Trying to split cluster 98 (1115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31385.582000 sec): 2 clusters Score: Raw -210084.953807 + Penalty 8903.254699 = -201181.699108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31385.682000 sec): 3 clusters Score: Raw -210384.570578 + Penalty 17848.647629 = -192535.922949 nChanged 285 SP:Iteration 1F (31385.782000 sec): 3 clusters Score: Raw -211231.058349 + Penalty 17870.126858 = -193360.931490 nChanged 25 SP:Iteration 2Q (31385.882000 sec): 3 clusters Score: Raw -211312.069298 + Penalty 17877.446554 = -193434.622744 nChanged 7 SP:Iteration 3Q (31385.972000 sec): 3 clusters Score: Raw -211346.661013 + Penalty 17882.849350 = -193463.811663 nChanged 2 SP:Iteration 4Q (31386.062000 sec): 3 clusters Score: Raw -211351.783093 + Penalty 17889.861668 = -193461.921425 nChanged 2 SP:Iteration 5F (31386.172000 sec): 3 clusters Score: Raw -211358.443446 + Penalty 17894.820714 = -193463.622732 nChanged 2 SP:Iteration 6Q (31386.262000 sec): 3 clusters Score: Raw -211360.488129 + Penalty 17894.820714 = -193465.667414 nChanged 0 SP:Iteration 7F (31386.362000 sec): 3 clusters Score: Raw -211360.488129 + Penalty 17894.820714 = -193465.667414 nChanged 0 Time taken for this iteration:31230.626000 seconds. 100->56 Clusters: Score -83909377.722362, best is 100000000000000010000000000000000.000000 THE BEST YET! Main iterations: 238 (time per iteration =131876.521008 ms) Total iterations: 5174 (time per iteration =6066.218013 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2546175332989.000000 (time per metric unit =12.326964ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 246979007299933.000000 (time per metric unit=127.082104ps) That took 31386.612000 seconds.