FileBase PeterP-2014-03-27_dataset1 ElecNo 14 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.35 and 0.52 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 38020 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 38020 points ------ Starting initial clusters from distinct float masks Not enough masks (168) to generate starting clusters (300), so starting with (169) clusters instead. Assigned 169 initial classes from 168 unique masks. Deleting Class 82 (10 points): Lose 17.128478 but Gain 1699.182696 Iteration 0F (4.082738 sec): 168 clusters Score: Raw -1906918.639642 + Penalty 150223.659968 = -1756694.979675 nChanged 5573 Deleting Class 130 (1 points): Lose 2.456377 but Gain 1679.730643 Iteration 1F (6.492466 sec): 139 clusters Score: Raw -1919351.376191 + Penalty 131426.096223 = -1787925.279968 nChanged 2168 Deleting Class 114 (1 points): Lose 2.208649 but Gain 1668.356141 Iteration 2F (8.716708 sec): 126 clusters Score: Raw -1923673.985154 + Penalty 124719.455671 = -1798954.529483 nChanged 1150 Deleting Class 95 (2 points): Lose 23.832949 but Gain 1670.436384 Iteration 3Q (8.987219 sec): 121 clusters Score: Raw -1925773.788065 + Penalty 122475.963343 = -1803297.824723 nChanged 776 Deleting Class 92 (6 points): Lose 50.079539 but Gain 1691.232411 Iteration 4Q (9.227218 sec): 120 clusters Score: Raw -1926874.355182 + Penalty 121054.875831 = -1805819.479350 nChanged 569 Deleting Class 46 (10 points): Lose 59.605562 but Gain 1693.667472 Iteration 5Q (9.450417 sec): 119 clusters Score: Raw -1927594.773243 + Penalty 119437.694304 = -1808157.078939 nChanged 460 Deleting Class 68 (2 points): Lose 23.154332 but Gain 1655.060830 Iteration 6Q (9.663592 sec): 118 clusters Score: Raw -1928177.235687 + Penalty 116648.895981 = -1811528.339706 nChanged 371 Deleting Class 28 (15 points): Lose 67.636164 but Gain 1691.111715 Iteration 7Q (9.868222 sec): 116 clusters Score: Raw -1928572.438960 + Penalty 114997.846634 = -1813574.592325 nChanged 311 Deleting Class 45 (7 points): Lose 100.069363 but Gain 1690.385994 Iteration 8Q (10.067664 sec): 115 clusters Score: Raw -1928777.641508 + Penalty 111896.606293 = -1816881.035216 nChanged 254 Deleting Class 47 (8 points): Lose 120.236928 but Gain 1686.417733 Iteration 9Q (10.259003 sec): 113 clusters Score: Raw -1928868.748643 + Penalty 110243.047179 = -1818625.701464 nChanged 213 Deleting Class 35 (13 points): Lose 104.000496 but Gain 1692.184338 Iteration 10F (12.237148 sec): 112 clusters Score: Raw -1929362.251853 + Penalty 108179.795093 = -1821182.456760 nChanged 361 Deleting Class 146 (1 points): Lose 1.921423 but Gain 1546.596802 Iteration 11Q (12.438747 sec): 110 clusters Score: Raw -1930247.114330 + Penalty 105051.184893 = -1825195.929438 nChanged 351 Deleting Class 91 (4 points): Lose 20.900026 but Gain 1522.021075 Iteration 12Q (12.638351 sec): 109 clusters Score: Raw -1930916.774667 + Penalty 103565.477779 = -1827351.296888 nChanged 364 Deleting Class 73 (10 points): Lose 60.472254 but Gain 1518.603747 Iteration 13Q (12.835909 sec): 108 clusters Score: Raw -1931584.594084 + Penalty 102265.690162 = -1829318.903922 nChanged 318 Deleting Class 109 (7 points): Lose 29.453226 but Gain 1478.380606 Iteration 14Q (13.029512 sec): 107 clusters Score: Raw -1932192.633956 + Penalty 100639.484079 = -1831553.149877 nChanged 284 Deleting Class 126 (2 points): Lose 18.929938 but Gain 1462.773496 Iteration 15Q (13.218341 sec): 106 clusters Score: Raw -1932647.577055 + Penalty 98994.527060 = -1833653.049995 nChanged 252 Deleting Class 99 (3 points): Lose 46.322126 but Gain 1459.142469 Iteration 16Q (13.405536 sec): 105 clusters Score: Raw -1932898.259603 + Penalty 97352.384186 = -1835545.875418 nChanged 178 Deleting Class 133 (1 points): Lose 1.177426 but Gain 1400.183147 Iteration 17Q (13.587018 sec): 104 clusters Score: Raw -1933067.575947 + Penalty 95970.444165 = -1837097.131782 nChanged 142 Deleting Class 111 (6 points): Lose 27.500423 but Gain 1423.871328 Iteration 18Q (13.765750 sec): 103 clusters Score: Raw -1933168.560915 + Penalty 94549.036431 = -1838619.524484 nChanged 105 Deleting Class 90 (1 points): Lose 1.900971 but Gain 1378.786373 Iteration 19Q (13.941291 sec): 102 clusters Score: Raw -1933228.524237 + Penalty 93176.250608 = -1840052.273630 nChanged 56 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1933228.524237 + Penalty 93176.250608 = -1840052.273630Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.075241 sec): 2 clusters Score: Raw -10390.093705 + Penalty 451.081750 = -9939.011954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.075790 sec): 3 clusters Score: Raw -10127.372155 + Penalty 927.791431 = -9199.580724 nChanged 50 SP:Iteration 1F (14.076349 sec): 3 clusters Score: Raw -10232.891828 + Penalty 952.550740 = -9280.341088 nChanged 25 SP:Iteration 2F (14.076881 sec): 3 clusters Score: Raw -10301.971014 + Penalty 1007.724061 = -9294.246953 nChanged 20 SP:Iteration 3F (14.077458 sec): 3 clusters Score: Raw -10373.519776 + Penalty 1049.023716 = -9324.496061 nChanged 5 SP:Iteration 4Q (14.077916 sec): 3 clusters Score: Raw -10395.514926 + Penalty 1076.736697 = -9318.778229 nChanged 1 SP:Iteration 5F (14.078496 sec): 3 clusters Score: Raw -10401.191256 + Penalty 1076.736697 = -9324.454559 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.086261 sec): 2 clusters Score: Raw -95689.537816 + Penalty 874.890667 = -94814.647148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.089198 sec): 3 clusters Score: Raw -94123.471000 + Penalty 1749.783204 = -92373.687796 nChanged 597 SP:Iteration 1F (14.092049 sec): 3 clusters Score: Raw -94803.267242 + Penalty 1764.050481 = -93039.216761 nChanged 284 SP:Iteration 2F (14.094843 sec): 3 clusters Score: Raw -95332.165666 + Penalty 1782.150335 = -93550.015331 nChanged 174 SP:Iteration 3F (14.097738 sec): 3 clusters Score: Raw -95641.575776 + Penalty 1791.125583 = -93850.450193 nChanged 106 SP:Iteration 4F (14.100593 sec): 3 clusters Score: Raw -95798.048960 + Penalty 1793.135763 = -94004.913196 nChanged 52 SP:Iteration 5Q (14.102970 sec): 3 clusters Score: Raw -95871.061087 + Penalty 1813.929412 = -94057.131674 nChanged 37 SP:Iteration 6Q (14.105297 sec): 3 clusters Score: Raw -95896.780725 + Penalty 1827.258328 = -94069.522398 nChanged 18 SP:Iteration 7Q (14.107694 sec): 3 clusters Score: Raw -95914.166302 + Penalty 1834.716296 = -94079.450006 nChanged 7 SP:Iteration 8Q (14.109974 sec): 3 clusters Score: Raw -95927.120338 + Penalty 1838.452980 = -94088.667358 nChanged 5 SP:Iteration 9Q (14.112192 sec): 3 clusters Score: Raw -95935.181941 + Penalty 1840.730354 = -94094.451588 nChanged 2 SP:Iteration 10F (14.114989 sec): 3 clusters Score: Raw -95933.683177 + Penalty 1844.971078 = -94088.712099 nChanged 2 SP:Iteration 11F (14.117801 sec): 3 clusters Score: Raw -95933.586005 + Penalty 1850.561959 = -94083.024046 nChanged 3 SP:Iteration 12F (14.120582 sec): 3 clusters Score: Raw -95932.274885 + Penalty 1850.409712 = -94081.865173 nChanged 2 SP:Iteration 13F (14.123381 sec): 3 clusters Score: Raw -95930.150733 + Penalty 1850.409712 = -94079.741021 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 3 (4422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.144740 sec): 2 clusters Score: Raw -211029.782148 + Penalty 324.451572 = -210705.330575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.152948 sec): 3 clusters Score: Raw -208100.923883 + Penalty 658.988351 = -207441.935532 nChanged 2047 SP:Iteration 1F (14.160868 sec): 3 clusters Score: Raw -209468.874834 + Penalty 671.831031 = -208797.043804 nChanged 818 SP:Iteration 2F (14.168759 sec): 3 clusters Score: Raw -210007.808719 + Penalty 682.171659 = -209325.637060 nChanged 355 SP:Iteration 3F (14.176651 sec): 3 clusters Score: Raw -210244.285813 + Penalty 704.997116 = -209539.288697 nChanged 268 SP:Iteration 4F (14.184533 sec): 3 clusters Score: Raw -210478.583953 + Penalty 728.946414 = -209749.637539 nChanged 224 SP:Iteration 5F (14.192425 sec): 3 clusters Score: Raw -210691.424767 + Penalty 750.958779 = -209940.465988 nChanged 164 SP:Iteration 6Q (14.200284 sec): 3 clusters Score: Raw -210885.064066 + Penalty 786.178786 = -210098.885280 nChanged 90 SP:Iteration 7Q (14.207879 sec): 3 clusters Score: Raw -211004.184779 + Penalty 801.253132 = -210202.931648 nChanged 35 SP:Iteration 8Q (14.214448 sec): 3 clusters Score: Raw -211033.343676 + Penalty 801.539928 = -210231.803749 nChanged 17 SP:Iteration 9Q (14.220901 sec): 3 clusters Score: Raw -211043.636446 + Penalty 790.796432 = -210252.840014 nChanged 11 SP:Iteration 10F (14.228799 sec): 3 clusters Score: Raw -211047.498160 + Penalty 793.984572 = -210253.513588 nChanged 7 SP:Iteration 11Q (14.235089 sec): 3 clusters Score: Raw -211050.775464 + Penalty 804.105796 = -210246.669668 nChanged 5 SP:Iteration 12F (14.242987 sec): 3 clusters Score: Raw -211052.390792 + Penalty 806.020440 = -210246.370352 nChanged 7 SP:Iteration 13F (14.250913 sec): 3 clusters Score: Raw -211054.613773 + Penalty 808.375608 = -210246.238164 nChanged 5 SP:Iteration 14F (14.258827 sec): 3 clusters Score: Raw -211056.033291 + Penalty 815.319835 = -210240.713457 nChanged 5 SP:Iteration 15F (14.266683 sec): 3 clusters Score: Raw -211058.789570 + Penalty 820.081417 = -210238.708153 nChanged 2 SP:Iteration 16F (14.274583 sec): 3 clusters Score: Raw -211059.144382 + Penalty 820.081417 = -210239.062965 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.301802 sec): 2 clusters Score: Raw -289974.508314 + Penalty 313.561663 = -289660.946650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.311773 sec): 3 clusters Score: Raw -286340.774371 + Penalty 622.933345 = -285717.841026 nChanged 2537 SP:Iteration 1F (14.321384 sec): 3 clusters Score: Raw -288166.345706 + Penalty 613.244658 = -287553.101048 nChanged 701 SP:Iteration 2F (14.331018 sec): 3 clusters Score: Raw -288711.077830 + Penalty 606.876789 = -288104.201041 nChanged 555 SP:Iteration 3F (14.340589 sec): 3 clusters Score: Raw -289192.743099 + Penalty 608.364546 = -288584.378553 nChanged 436 SP:Iteration 4F (14.350350 sec): 3 clusters Score: Raw -289492.372171 + Penalty 604.619933 = -288887.752238 nChanged 273 SP:Iteration 5F (14.360025 sec): 3 clusters Score: Raw -289665.504063 + Penalty 597.976700 = -289067.527363 nChanged 180 SP:Iteration 6Q (14.369611 sec): 3 clusters Score: Raw -289745.771596 + Penalty 588.758092 = -289157.013505 nChanged 131 SP:Iteration 7Q (14.379260 sec): 3 clusters Score: Raw -289795.302451 + Penalty 587.699653 = -289207.602798 nChanged 121 SP:Iteration 8Q (14.388990 sec): 3 clusters Score: Raw -289841.530820 + Penalty 584.523125 = -289257.007695 nChanged 103 SP:Iteration 9Q (14.398581 sec): 3 clusters Score: Raw -289884.305384 + Penalty 580.597763 = -289303.707621 nChanged 70 SP:Iteration 10F (14.408133 sec): 3 clusters Score: Raw -289896.812177 + Penalty 577.156613 = -289319.655564 nChanged 58 SP:Iteration 11Q (14.416704 sec): 3 clusters Score: Raw -289901.726890 + Penalty 574.182627 = -289327.544263 nChanged 58 SP:Iteration 12Q (14.424987 sec): 3 clusters Score: Raw -289909.274360 + Penalty 560.564017 = -289348.710343 nChanged 46 SP:Iteration 13Q (14.433130 sec): 3 clusters Score: Raw -289912.875086 + Penalty 502.422419 = -289410.452666 nChanged 47 SP:Iteration 14Q (14.441045 sec): 3 clusters Score: Raw -289928.846292 + Penalty 492.404068 = -289436.442224 nChanged 44 SP:Iteration 15Q (14.448792 sec): 3 clusters Score: Raw -289939.901164 + Penalty 455.679070 = -289484.222094 nChanged 26 SP:Iteration 16Q (14.456393 sec): 3 clusters Score: Raw -289948.809763 + Penalty 504.698519 = -289444.111244 nChanged 22 SP:Iteration 17F (14.466225 sec): 3 clusters Score: Raw -289968.005694 + Penalty 313.561663 = -289654.444031 nChanged 7 SP:Iteration 18Q (14.473521 sec): 2 clusters Score: Raw -289974.508314 + Penalty 313.561663 = -289660.946650 nChanged 0 SP:Iteration 19F (14.480815 sec): 2 clusters Score: Raw -289974.508314 + Penalty 313.561663 = -289660.946650 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.487349 sec): 2 clusters Score: Raw -31561.297745 + Penalty 161.984057 = -31399.313688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.488672 sec): 3 clusters Score: Raw -31206.826412 + Penalty 353.574788 = -30853.251623 nChanged 256 SP:Iteration 1F (14.489957 sec): 3 clusters Score: Raw -31451.312037 + Penalty 390.638733 = -31060.673304 nChanged 50 SP:Iteration 2F (14.491241 sec): 3 clusters Score: Raw -31497.149689 + Penalty 413.594927 = -31083.554762 nChanged 22 SP:Iteration 3Q (14.492467 sec): 3 clusters Score: Raw -31515.363274 + Penalty 428.020239 = -31087.343036 nChanged 19 SP:Iteration 4Q (14.493650 sec): 3 clusters Score: Raw -31529.037312 + Penalty 436.740887 = -31092.296425 nChanged 17 SP:Iteration 5Q (14.494831 sec): 3 clusters Score: Raw -31542.260710 + Penalty 444.653362 = -31097.607348 nChanged 11 SP:Iteration 6Q (14.495960 sec): 3 clusters Score: Raw -31548.230111 + Penalty 453.343209 = -31094.886903 nChanged 5 SP:Iteration 7F (14.497242 sec): 3 clusters Score: Raw -31550.251719 + Penalty 458.553919 = -31091.697799 nChanged 6 SP:Iteration 8F (14.498504 sec): 3 clusters Score: Raw -31552.388738 + Penalty 467.122239 = -31085.266500 nChanged 3 SP:Iteration 9F (14.499767 sec): 3 clusters Score: Raw -31554.320671 + Penalty 450.759558 = -31103.561113 nChanged 5 SP:Iteration 10F (14.501067 sec): 3 clusters Score: Raw -31557.442676 + Penalty 440.917738 = -31116.524937 nChanged 2 SP:Iteration 11Q (14.502137 sec): 3 clusters Score: Raw -31557.335165 + Penalty 452.748538 = -31104.586627 nChanged 3 SP:Iteration 12F (14.503415 sec): 3 clusters Score: Raw -31558.676601 + Penalty 492.201159 = -31066.475442 nChanged 4 SP:Iteration 13F (14.504698 sec): 3 clusters Score: Raw -31560.275357 + Penalty 497.872199 = -31062.403158 nChanged 1 SP:Iteration 14F (14.505978 sec): 3 clusters Score: Raw -31559.974480 + Penalty 497.872199 = -31062.102281 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.522270 sec): 2 clusters Score: Raw -290301.835059 + Penalty 276.076333 = -290025.758726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.532218 sec): 3 clusters Score: Raw -286625.065614 + Penalty 555.724252 = -286069.341362 nChanged 2454 SP:Iteration 1F (14.541868 sec): 3 clusters Score: Raw -288664.454530 + Penalty 549.316692 = -288115.137838 nChanged 677 SP:Iteration 2F (14.551576 sec): 3 clusters Score: Raw -289140.868556 + Penalty 547.860157 = -288593.008399 nChanged 716 SP:Iteration 3F (14.561440 sec): 3 clusters Score: Raw -289769.438593 + Penalty 554.878166 = -289214.560428 nChanged 525 SP:Iteration 4F (14.571003 sec): 3 clusters Score: Raw -290193.752927 + Penalty 563.377469 = -289630.375458 nChanged 365 SP:Iteration 5F (14.580836 sec): 3 clusters Score: Raw -290462.666147 + Penalty 564.690929 = -289897.975218 nChanged 230 SP:Iteration 6Q (14.590556 sec): 3 clusters Score: Raw -290615.166098 + Penalty 561.363946 = -290053.802152 nChanged 160 SP:Iteration 7Q (14.600128 sec): 3 clusters Score: Raw -290722.232187 + Penalty 554.681494 = -290167.550694 nChanged 117 SP:Iteration 8Q (14.609426 sec): 3 clusters Score: Raw -290784.445962 + Penalty 546.029141 = -290238.416821 nChanged 96 SP:Iteration 9Q (14.618084 sec): 3 clusters Score: Raw -290825.688576 + Penalty 533.272364 = -290292.416212 nChanged 68 SP:Iteration 10F (14.627608 sec): 3 clusters Score: Raw -290854.837176 + Penalty 530.902996 = -290323.934180 nChanged 49 SP:Iteration 11Q (14.635702 sec): 3 clusters Score: Raw -290855.693615 + Penalty 533.793829 = -290321.899787 nChanged 35 SP:Iteration 12F (14.645286 sec): 3 clusters Score: Raw -290853.427386 + Penalty 528.421436 = -290325.005950 nChanged 22 SP:Iteration 13Q (14.653045 sec): 3 clusters Score: Raw -290852.301780 + Penalty 520.801327 = -290331.500453 nChanged 19 SP:Iteration 14Q (14.660730 sec): 3 clusters Score: Raw -290849.892237 + Penalty 517.432781 = -290332.459457 nChanged 10 SP:Iteration 15Q (14.668367 sec): 3 clusters Score: Raw -290846.975134 + Penalty 514.557039 = -290332.418095 nChanged 5 SP:Iteration 16F (14.677878 sec): 3 clusters Score: Raw -290845.541064 + Penalty 512.322539 = -290333.218525 nChanged 3 SP:Iteration 17Q (14.685496 sec): 3 clusters Score: Raw -290844.541911 + Penalty 512.188150 = -290332.353761 nChanged 2 SP:Iteration 18F (14.695042 sec): 3 clusters Score: Raw -290843.245245 + Penalty 511.814335 = -290331.430910 nChanged 2 SP:Iteration 19F (14.704560 sec): 3 clusters Score: Raw -290841.999781 + Penalty 509.326718 = -290332.673063 nChanged 2 SP:Iteration 20F (14.714071 sec): 3 clusters Score: Raw -290841.336198 + Penalty 509.326718 = -290332.009480 nChanged 0 Score: Raw -1956020.664936 + Penalty 93462.719468 = -1862557.945467 Splitting cluster 6 changes total score from -1840052.273630 to -1862557.945467 So it's getting split into cluster 28. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.504384 sec): 2 clusters Score: Raw -29636.723339 + Penalty 347.773659 = -29288.949680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.505658 sec): 3 clusters Score: Raw -29316.763622 + Penalty 694.085517 = -28622.678104 nChanged 230 SP:Iteration 1F (16.506908 sec): 3 clusters Score: Raw -29568.696498 + Penalty 687.845335 = -28880.851163 nChanged 67 SP:Iteration 2F (16.508157 sec): 3 clusters Score: Raw -29619.137653 + Penalty 679.189698 = -28939.947955 nChanged 37 SP:Iteration 3F (16.509412 sec): 3 clusters Score: Raw -29647.111623 + Penalty 665.249594 = -28981.862029 nChanged 35 SP:Iteration 4F (16.510638 sec): 3 clusters Score: Raw -29678.949870 + Penalty 644.261022 = -29034.688848 nChanged 36 SP:Iteration 5F (16.511872 sec): 3 clusters Score: Raw -29714.692484 + Penalty 630.802103 = -29083.890381 nChanged 21 SP:Iteration 6Q (16.513121 sec): 3 clusters Score: Raw -29727.085472 + Penalty 620.039441 = -29107.046031 nChanged 16 SP:Iteration 7Q (16.514363 sec): 3 clusters Score: Raw -29735.695973 + Penalty 611.311295 = -29124.384678 nChanged 11 SP:Iteration 8Q (16.515605 sec): 3 clusters Score: Raw -29741.930033 + Penalty 607.971618 = -29133.958415 nChanged 9 SP:Iteration 9Q (16.516855 sec): 3 clusters Score: Raw -29746.057645 + Penalty 607.983288 = -29138.074357 nChanged 7 SP:Iteration 10F (16.518144 sec): 3 clusters Score: Raw -29749.515417 + Penalty 606.568025 = -29142.947393 nChanged 8 SP:Iteration 11Q (16.519388 sec): 3 clusters Score: Raw -29753.247140 + Penalty 608.839746 = -29144.407394 nChanged 3 SP:Iteration 12Q (16.520602 sec): 3 clusters Score: Raw -29754.131063 + Penalty 609.803903 = -29144.327160 nChanged 1 SP:Iteration 13F (16.521837 sec): 3 clusters Score: Raw -29754.222663 + Penalty 607.651246 = -29146.571417 nChanged 1 SP:Iteration 14Q (16.523096 sec): 3 clusters Score: Raw -29755.783161 + Penalty 604.954631 = -29150.828530 nChanged 2 SP:Iteration 15Q (16.524332 sec): 3 clusters Score: Raw -29756.446338 + Penalty 603.675422 = -29152.770917 nChanged 1 SP:Iteration 16Q (16.525574 sec): 3 clusters Score: Raw -29756.487229 + Penalty 603.675422 = -29152.811808 nChanged 0 SP:Iteration 17F (16.526836 sec): 3 clusters Score: Raw -29756.487229 + Penalty 603.675422 = -29152.811808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 8 (2764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.536210 sec): 2 clusters Score: Raw -184066.526437 + Penalty 1265.912526 = -182800.613911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.541323 sec): 3 clusters Score: Raw -181691.002417 + Penalty 2528.418474 = -179162.583943 nChanged 1099 SP:Iteration 1F (16.546321 sec): 3 clusters Score: Raw -183085.373841 + Penalty 2518.908037 = -180566.465804 nChanged 438 SP:Iteration 2F (16.551335 sec): 3 clusters Score: Raw -183967.741401 + Penalty 2509.280851 = -181458.460549 nChanged 272 SP:Iteration 3F (16.556317 sec): 3 clusters Score: Raw -184332.826889 + Penalty 2507.541883 = -181825.285006 nChanged 165 SP:Iteration 4F (16.561300 sec): 3 clusters Score: Raw -184597.578705 + Penalty 2511.765833 = -182085.812872 nChanged 133 SP:Iteration 5Q (16.565877 sec): 3 clusters Score: Raw -185037.820509 + Penalty 2521.586851 = -182516.233658 nChanged 150 SP:Iteration 6F (16.570867 sec): 3 clusters Score: Raw -185394.975992 + Penalty 2539.838417 = -182855.137575 nChanged 122 SP:Iteration 7Q (16.575215 sec): 3 clusters Score: Raw -185620.849697 + Penalty 2546.498650 = -183074.351047 nChanged 48 SP:Iteration 8Q (16.579426 sec): 3 clusters Score: Raw -185674.417892 + Penalty 2546.497627 = -183127.920265 nChanged 9 SP:Iteration 9Q (16.583526 sec): 3 clusters Score: Raw -185694.567233 + Penalty 2546.756193 = -183147.811040 nChanged 6 SP:Iteration 10F (16.588511 sec): 3 clusters Score: Raw -185731.371000 + Penalty 2547.133971 = -183184.237029 nChanged 5 SP:Iteration 11Q (16.592594 sec): 3 clusters Score: Raw -185749.360118 + Penalty 2547.133971 = -183202.226147 nChanged 4 SP:Iteration 12Q (16.596665 sec): 3 clusters Score: Raw -185753.634803 + Penalty 2547.132557 = -183206.502246 nChanged 3 SP:Iteration 13Q (16.600784 sec): 3 clusters Score: Raw -185758.257025 + Penalty 2547.133971 = -183211.123054 nChanged 1 SP:Iteration 14Q (16.604994 sec): 3 clusters Score: Raw -185759.130729 + Penalty 2547.135330 = -183211.995399 nChanged 1 SP:Iteration 15Q (16.609189 sec): 3 clusters Score: Raw -185759.105799 + Penalty 2547.135330 = -183211.970469 nChanged 0 SP:Iteration 16F (16.614390 sec): 3 clusters Score: Raw -185759.105799 + Penalty 2547.135330 = -183211.970469 nChanged 0 Score: Raw -1957713.246109 + Penalty 95167.775724 = -1862545.470385 Splitting cluster 8 changes total score from -1840052.273630 to -1862545.470385 So it's getting split into cluster 35. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.417274 sec): 2 clusters Score: Raw -57942.394105 + Penalty 853.695067 = -57088.699037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.419232 sec): 3 clusters Score: Raw -57045.437015 + Penalty 1722.070563 = -55323.366452 nChanged 354 SP:Iteration 1F (18.421132 sec): 3 clusters Score: Raw -57655.681800 + Penalty 1773.971337 = -55881.710463 nChanged 157 SP:Iteration 2F (18.423078 sec): 3 clusters Score: Raw -57996.067076 + Penalty 1807.927001 = -56188.140074 nChanged 70 SP:Iteration 3F (18.425004 sec): 3 clusters Score: Raw -58103.389208 + Penalty 1825.143348 = -56278.245860 nChanged 24 SP:Iteration 4Q (18.426647 sec): 3 clusters Score: Raw -58123.999236 + Penalty 1823.364588 = -56300.634648 nChanged 14 SP:Iteration 5Q (18.428249 sec): 3 clusters Score: Raw -58131.252328 + Penalty 1823.077841 = -56308.174486 nChanged 8 SP:Iteration 6Q (18.429841 sec): 3 clusters Score: Raw -58131.817672 + Penalty 1829.639630 = -56302.178041 nChanged 5 SP:Iteration 7F (18.431956 sec): 3 clusters Score: Raw -58129.048681 + Penalty 1829.777903 = -56299.270777 nChanged 4 SP:Iteration 8F (18.433880 sec): 3 clusters Score: Raw -58126.998525 + Penalty 1840.414434 = -56286.584091 nChanged 4 SP:Iteration 9F (18.435702 sec): 3 clusters Score: Raw -58125.520369 + Penalty 1839.125665 = -56286.394704 nChanged 4 SP:Iteration 10F (18.437524 sec): 3 clusters Score: Raw -58123.958017 + Penalty 1842.280034 = -56281.677983 nChanged 1 SP:Iteration 11F (18.439357 sec): 3 clusters Score: Raw -58125.485953 + Penalty 1841.251512 = -56284.234441 nChanged 2 SP:Iteration 12Q (18.440965 sec): 3 clusters Score: Raw -58123.590911 + Penalty 1838.902670 = -56284.688241 nChanged 1 SP:Iteration 13Q (18.442475 sec): 3 clusters Score: Raw -58122.787838 + Penalty 1838.902670 = -56283.885169 nChanged 0 SP:Iteration 14F (18.444333 sec): 3 clusters Score: Raw -58122.787838 + Penalty 1838.902670 = -56283.885169 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.467201 sec): 2 clusters Score: Raw -253247.546165 + Penalty 241.782539 = -253005.763626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.475908 sec): 3 clusters Score: Raw -249764.947811 + Penalty 493.031974 = -249271.915836 nChanged 2158 SP:Iteration 1F (18.484316 sec): 3 clusters Score: Raw -251311.877994 + Penalty 511.409505 = -250800.468489 nChanged 665 SP:Iteration 2F (18.492640 sec): 3 clusters Score: Raw -251789.183045 + Penalty 558.351461 = -251230.831585 nChanged 558 SP:Iteration 3F (18.500910 sec): 3 clusters Score: Raw -252339.321021 + Penalty 628.636248 = -251710.684773 nChanged 416 SP:Iteration 4F (18.509168 sec): 3 clusters Score: Raw -252729.241141 + Penalty 704.614457 = -252024.626684 nChanged 243 SP:Iteration 5F (18.517502 sec): 3 clusters Score: Raw -252950.069021 + Penalty 826.371086 = -252123.697934 nChanged 173 SP:Iteration 6Q (18.525112 sec): 3 clusters Score: Raw -253131.046675 + Penalty 903.726639 = -252227.320037 nChanged 85 SP:Iteration 7Q (18.532493 sec): 3 clusters Score: Raw -253201.310617 + Penalty 1005.636511 = -252195.674106 nChanged 35 SP:Iteration 8F (18.540764 sec): 3 clusters Score: Raw -253228.376272 + Penalty 1095.105754 = -252133.270518 nChanged 18 SP:Iteration 9F (18.549292 sec): 3 clusters Score: Raw -253248.581684 + Penalty 1184.802849 = -252063.778834 nChanged 6 SP:Iteration 10F (18.557534 sec): 3 clusters Score: Raw -253253.464327 + Penalty 1184.802849 = -252068.661478 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 11 (1340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.568288 sec): 2 clusters Score: Raw -72880.312935 + Penalty 654.362746 = -72225.950189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.570866 sec): 3 clusters Score: Raw -72003.807349 + Penalty 1309.276198 = -70694.531151 nChanged 552 SP:Iteration 1F (18.573393 sec): 3 clusters Score: Raw -72966.385843 + Penalty 1311.259895 = -71655.125948 nChanged 200 SP:Iteration 2F (18.575917 sec): 3 clusters Score: Raw -73397.892015 + Penalty 1308.818719 = -72089.073296 nChanged 97 SP:Iteration 3F (18.578442 sec): 3 clusters Score: Raw -73560.323955 + Penalty 1304.148931 = -72256.175023 nChanged 50 SP:Iteration 4Q (18.580672 sec): 3 clusters Score: Raw -73615.237260 + Penalty 1297.793767 = -72317.443494 nChanged 39 SP:Iteration 5Q (18.582923 sec): 3 clusters Score: Raw -73653.090500 + Penalty 1292.376062 = -72360.714438 nChanged 32 SP:Iteration 6Q (18.585123 sec): 3 clusters Score: Raw -73680.406811 + Penalty 1286.629636 = -72393.777175 nChanged 28 SP:Iteration 7Q (18.587316 sec): 3 clusters Score: Raw -73698.968789 + Penalty 1280.869642 = -72418.099147 nChanged 25 SP:Iteration 8Q (18.589501 sec): 3 clusters Score: Raw -73712.200022 + Penalty 1277.212321 = -72434.987701 nChanged 16 SP:Iteration 9Q (18.591675 sec): 3 clusters Score: Raw -73719.360051 + Penalty 1276.228671 = -72443.131380 nChanged 6 SP:Iteration 10F (18.594216 sec): 3 clusters Score: Raw -73719.888655 + Penalty 1275.922238 = -72443.966418 nChanged 2 SP:Iteration 11Q (18.596378 sec): 3 clusters Score: Raw -73719.968161 + Penalty 1275.327887 = -72444.640275 nChanged 2 SP:Iteration 12Q (18.598538 sec): 3 clusters Score: Raw -73720.437230 + Penalty 1274.734320 = -72445.702910 nChanged 2 SP:Iteration 13Q (18.600702 sec): 3 clusters Score: Raw -73720.606503 + Penalty 1274.734320 = -72445.872183 nChanged 0 SP:Iteration 14F (18.603246 sec): 3 clusters Score: Raw -73720.606503 + Penalty 1274.734320 = -72445.872183 nChanged 0 Score: Raw -1958553.540555 + Penalty 96076.382729 = -1862477.157827 Splitting cluster 11 changes total score from -1840052.273630 to -1862477.157827 So it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.430063 sec): 2 clusters Score: Raw -5561.393968 + Penalty 664.791985 = -4896.601983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.430492 sec): 3 clusters Score: Raw -5485.988884 + Penalty 1331.419143 = -4154.569741 nChanged 15 SP:Iteration 1F (20.430891 sec): 3 clusters Score: Raw -5527.913427 + Penalty 1333.920687 = -4193.992741 nChanged 4 SP:Iteration 2Q (20.431268 sec): 3 clusters Score: Raw -5537.196011 + Penalty 1335.161226 = -4202.034785 nChanged 4 SP:Iteration 3Q (20.431641 sec): 3 clusters Score: Raw -5557.991722 + Penalty 1338.020420 = -4219.971302 nChanged 3 SP:Iteration 4Q (20.432008 sec): 3 clusters Score: Raw -5566.561158 + Penalty 1337.361157 = -4229.200001 nChanged 4 SP:Iteration 5Q (20.432371 sec): 3 clusters Score: Raw -5583.038574 + Penalty 1335.367412 = -4247.671162 nChanged 1 SP:Iteration 6Q (20.432728 sec): 3 clusters Score: Raw -5586.271636 + Penalty 1336.572811 = -4249.698825 nChanged 1 SP:Iteration 7Q (20.433083 sec): 3 clusters Score: Raw -5587.512619 + Penalty 1336.572811 = -4250.939808 nChanged 0 SP:Iteration 8F (20.433474 sec): 3 clusters Score: Raw -5587.512619 + Penalty 1336.572811 = -4250.939808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.436320 sec): 2 clusters Score: Raw -41460.301822 + Penalty 197.724510 = -41262.577312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.438031 sec): 3 clusters Score: Raw -40924.962950 + Penalty 395.298333 = -40529.664617 nChanged 355 SP:Iteration 1F (20.439691 sec): 3 clusters Score: Raw -41106.115592 + Penalty 389.481669 = -40716.633923 nChanged 113 SP:Iteration 2F (20.441404 sec): 3 clusters Score: Raw -41195.640846 + Penalty 382.399321 = -40813.241525 nChanged 85 SP:Iteration 3F (20.443093 sec): 3 clusters Score: Raw -41286.733528 + Penalty 380.485041 = -40906.248487 nChanged 65 SP:Iteration 4F (20.444753 sec): 3 clusters Score: Raw -41334.195209 + Penalty 379.321132 = -40954.874077 nChanged 23 SP:Iteration 5Q (20.446385 sec): 3 clusters Score: Raw -41338.201937 + Penalty 377.659607 = -40960.542329 nChanged 7 SP:Iteration 6Q (20.448008 sec): 3 clusters Score: Raw -41339.078931 + Penalty 377.058265 = -40962.020666 nChanged 6 SP:Iteration 7Q (20.449627 sec): 3 clusters Score: Raw -41339.736106 + Penalty 376.705220 = -40963.030886 nChanged 3 SP:Iteration 8Q (20.451283 sec): 3 clusters Score: Raw -41339.876446 + Penalty 376.984957 = -40962.891489 nChanged 1 SP:Iteration 9F (20.452943 sec): 3 clusters Score: Raw -41340.170021 + Penalty 376.984957 = -40963.185065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.453500 sec): 2 clusters Score: Raw -376.995003 + Penalty 190.547626 = -186.447377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.453729 sec): 3 clusters Score: Raw -376.552983 + Penalty 388.353394 = 11.800411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.454304 sec): 2 clusters Score: Raw -1839.273934 + Penalty 309.525903 = -1529.748031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.454588 sec): 3 clusters Score: Raw -1846.569404 + Penalty 622.278876 = -1224.290528 nChanged 3 SP:Iteration 1F (20.454867 sec): 3 clusters Score: Raw -1851.798621 + Penalty 622.278876 = -1229.519745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.455357 sec): 2 clusters Score: Raw -533.284362 + Penalty 241.748044 = -291.536319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.455584 sec): 3 clusters Score: Raw -537.040905 + Penalty 473.300676 = -63.740228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.456337 sec): 2 clusters Score: Raw -4985.151798 + Penalty 246.392495 = -4738.759303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.456739 sec): 3 clusters Score: Raw -4897.168308 + Penalty 491.582656 = -4405.585652 nChanged 20 SP:Iteration 1F (20.457135 sec): 3 clusters Score: Raw -4931.801123 + Penalty 501.062578 = -4430.738545 nChanged 8 SP:Iteration 2F (20.457530 sec): 3 clusters Score: Raw -4953.154043 + Penalty 501.815500 = -4451.338543 nChanged 6 SP:Iteration 3F (20.457925 sec): 3 clusters Score: Raw -4967.189009 + Penalty 498.873160 = -4468.315848 nChanged 1 SP:Iteration 4Q (20.458291 sec): 3 clusters Score: Raw -4967.460199 + Penalty 498.873160 = -4468.587039 nChanged 0 SP:Iteration 5F (20.458683 sec): 3 clusters Score: Raw -4967.460199 + Penalty 498.873160 = -4468.587039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.459319 sec): 2 clusters Score: Raw -3342.801847 + Penalty 496.438773 = -2846.363074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.459646 sec): 3 clusters Score: Raw -3331.120472 + Penalty 1029.390110 = -2301.730362 nChanged 6 SP:Iteration 1F (20.459969 sec): 3 clusters Score: Raw -3370.180141 + Penalty 1055.736518 = -2314.443622 nChanged 3 SP:Iteration 2Q (20.460273 sec): 3 clusters Score: Raw -3389.510294 + Penalty 1055.736518 = -2333.773776 nChanged 0 SP:Iteration 3F (20.460594 sec): 3 clusters Score: Raw -3389.510294 + Penalty 1055.736518 = -2333.773776 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.469612 sec): 2 clusters Score: Raw -92327.797495 + Penalty 150.076034 = -92177.721462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.473344 sec): 3 clusters Score: Raw -91109.570865 + Penalty 304.258584 = -90805.312281 nChanged 908 SP:Iteration 1F (20.477138 sec): 3 clusters Score: Raw -91778.431244 + Penalty 299.365973 = -91479.065270 nChanged 155 SP:Iteration 2F (20.480948 sec): 3 clusters Score: Raw -91840.169139 + Penalty 300.460827 = -91539.708312 nChanged 96 SP:Iteration 3Q (20.484710 sec): 3 clusters Score: Raw -91909.255593 + Penalty 305.792868 = -91603.462725 nChanged 97 SP:Iteration 4Q (20.488532 sec): 3 clusters Score: Raw -92007.993513 + Penalty 314.280106 = -91693.713407 nChanged 97 SP:Iteration 5Q (20.492318 sec): 3 clusters Score: Raw -92156.475481 + Penalty 319.994882 = -91836.480599 nChanged 52 SP:Iteration 6Q (20.496092 sec): 3 clusters Score: Raw -92231.539089 + Penalty 321.190618 = -91910.348471 nChanged 38 SP:Iteration 7Q (20.499549 sec): 3 clusters Score: Raw -92250.788260 + Penalty 321.448100 = -91929.340160 nChanged 33 SP:Iteration 8Q (20.502911 sec): 3 clusters Score: Raw -92266.837940 + Penalty 326.761630 = -91940.076310 nChanged 35 SP:Iteration 9Q (20.506210 sec): 3 clusters Score: Raw -92285.868433 + Penalty 326.758491 = -91959.109942 nChanged 25 SP:Iteration 10F (20.509931 sec): 3 clusters Score: Raw -92296.576074 + Penalty 321.484525 = -91975.091549 nChanged 21 SP:Iteration 11Q (20.513158 sec): 3 clusters Score: Raw -92307.474607 + Penalty 315.293695 = -91992.180912 nChanged 26 SP:Iteration 12Q (20.516358 sec): 3 clusters Score: Raw -92322.643038 + Penalty 308.749414 = -92013.893624 nChanged 23 SP:Iteration 13Q (20.519507 sec): 3 clusters Score: Raw -92335.821556 + Penalty 311.604202 = -92024.217354 nChanged 22 SP:Iteration 14Q (20.522622 sec): 3 clusters Score: Raw -92349.701494 + Penalty 313.402304 = -92036.299190 nChanged 11 SP:Iteration 15Q (20.525704 sec): 3 clusters Score: Raw -92359.905763 + Penalty 316.474411 = -92043.431352 nChanged 11 SP:Iteration 16Q (20.528760 sec): 3 clusters Score: Raw -92366.124051 + Penalty 313.313954 = -92052.810098 nChanged 5 SP:Iteration 17Q (20.531801 sec): 3 clusters Score: Raw -92367.431130 + Penalty 311.486008 = -92055.945122 nChanged 2 SP:Iteration 18Q (20.534834 sec): 3 clusters Score: Raw -92367.788875 + Penalty 311.486008 = -92056.302868 nChanged 0 SP:Iteration 19F (20.538565 sec): 3 clusters Score: Raw -92367.788875 + Penalty 311.486008 = -92056.302868 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.546439 sec): 2 clusters Score: Raw -89961.763691 + Penalty 665.890888 = -89295.872804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.549320 sec): 3 clusters Score: Raw -88377.438546 + Penalty 1338.848589 = -87038.589957 nChanged 605 SP:Iteration 1F (20.552131 sec): 3 clusters Score: Raw -89407.515990 + Penalty 1363.166158 = -88044.349832 nChanged 290 SP:Iteration 2F (20.554907 sec): 3 clusters Score: Raw -89992.522106 + Penalty 1374.248901 = -88618.273204 nChanged 120 SP:Iteration 3F (20.557673 sec): 3 clusters Score: Raw -90188.370419 + Penalty 1382.796755 = -88805.573663 nChanged 53 SP:Iteration 4Q (20.560061 sec): 3 clusters Score: Raw -90238.786652 + Penalty 1384.777390 = -88854.009262 nChanged 24 SP:Iteration 5Q (20.562422 sec): 3 clusters Score: Raw -90258.041014 + Penalty 1381.531277 = -88876.509737 nChanged 13 SP:Iteration 6Q (20.564768 sec): 3 clusters Score: Raw -90275.442048 + Penalty 1376.898520 = -88898.543528 nChanged 12 SP:Iteration 7Q (20.567109 sec): 3 clusters Score: Raw -90298.811393 + Penalty 1371.642391 = -88927.169002 nChanged 13 SP:Iteration 8Q (20.569457 sec): 3 clusters Score: Raw -90323.634391 + Penalty 1366.524367 = -88957.110023 nChanged 11 SP:Iteration 9Q (20.571796 sec): 3 clusters Score: Raw -90343.822071 + Penalty 1365.097049 = -88978.725022 nChanged 6 SP:Iteration 10F (20.574567 sec): 3 clusters Score: Raw -90353.643385 + Penalty 1367.187798 = -88986.455587 nChanged 7 SP:Iteration 11Q (20.576928 sec): 3 clusters Score: Raw -90363.261986 + Penalty 1369.017048 = -88994.244938 nChanged 6 SP:Iteration 12Q (20.579316 sec): 3 clusters Score: Raw -90376.393869 + Penalty 1367.808244 = -89008.585626 nChanged 9 SP:Iteration 13Q (20.581741 sec): 3 clusters Score: Raw -90394.666338 + Penalty 1365.922734 = -89028.743604 nChanged 8 SP:Iteration 14Q (20.584179 sec): 3 clusters Score: Raw -90408.454565 + Penalty 1366.690692 = -89041.763872 nChanged 4 SP:Iteration 15Q (20.586579 sec): 3 clusters Score: Raw -90413.363647 + Penalty 1365.649860 = -89047.713788 nChanged 2 SP:Iteration 16Q (20.588937 sec): 3 clusters Score: Raw -90416.285035 + Penalty 1366.814407 = -89049.470628 nChanged 1 SP:Iteration 17Q (20.591342 sec): 3 clusters Score: Raw -90417.711495 + Penalty 1366.814407 = -89050.897088 nChanged 0 SP:Iteration 18F (20.594189 sec): 3 clusters Score: Raw -90417.711495 + Penalty 1366.814407 = -89050.897088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.595401 sec): 2 clusters Score: Raw -703.058108 + Penalty 69.995266 = -633.062842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.595644 sec): 3 clusters Score: Raw -701.193217 + Penalty 172.169707 = -529.023510 nChanged 1 SP:Iteration 1F (20.595886 sec): 3 clusters Score: Raw -701.206914 + Penalty 172.169707 = -529.037208 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.598845 sec): 2 clusters Score: Raw -43361.744775 + Penalty 954.452353 = -42407.292422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.600351 sec): 3 clusters Score: Raw -42376.269218 + Penalty 1909.045774 = -40467.223444 nChanged 235 SP:Iteration 1F (20.601809 sec): 3 clusters Score: Raw -42704.299263 + Penalty 1917.719417 = -40786.579846 nChanged 114 SP:Iteration 2F (20.603299 sec): 3 clusters Score: Raw -43019.408084 + Penalty 1942.004466 = -41077.403618 nChanged 99 SP:Iteration 3F (20.604837 sec): 3 clusters Score: Raw -43290.692782 + Penalty 1962.058081 = -41328.634701 nChanged 67 SP:Iteration 4F (20.606276 sec): 3 clusters Score: Raw -43433.730208 + Penalty 1980.213001 = -41453.517208 nChanged 31 SP:Iteration 5Q (20.607505 sec): 3 clusters Score: Raw -43484.442740 + Penalty 1992.315505 = -41492.127235 nChanged 21 SP:Iteration 6Q (20.608728 sec): 3 clusters Score: Raw -43501.185936 + Penalty 1994.486593 = -41506.699343 nChanged 11 SP:Iteration 7Q (20.609922 sec): 3 clusters Score: Raw -43508.548989 + Penalty 1996.657474 = -41511.891515 nChanged 5 SP:Iteration 8Q (20.611111 sec): 3 clusters Score: Raw -43509.358378 + Penalty 1996.202824 = -41513.155555 nChanged 5 SP:Iteration 9Q (20.612290 sec): 3 clusters Score: Raw -43509.865364 + Penalty 1996.082187 = -41513.783177 nChanged 1 SP:Iteration 10F (20.613740 sec): 3 clusters Score: Raw -43511.048204 + Penalty 1995.950546 = -41515.097658 nChanged 1 SP:Iteration 11Q (20.614941 sec): 3 clusters Score: Raw -43510.724520 + Penalty 2002.277755 = -41508.446765 nChanged 3 SP:Iteration 12F (20.616386 sec): 3 clusters Score: Raw -43522.114737 + Penalty 2005.161431 = -41516.953306 nChanged 5 SP:Iteration 13Q (20.617569 sec): 3 clusters Score: Raw -43531.772032 + Penalty 2005.099334 = -41526.672699 nChanged 2 SP:Iteration 14Q (20.618756 sec): 3 clusters Score: Raw -43531.809522 + Penalty 2005.780666 = -41526.028856 nChanged 1 SP:Iteration 15F (20.620200 sec): 3 clusters Score: Raw -43530.190064 + Penalty 2005.741964 = -41524.448100 nChanged 1 SP:Iteration 16F (20.621656 sec): 3 clusters Score: Raw -43529.420784 + Penalty 2005.741964 = -41523.678820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.623252 sec): 2 clusters Score: Raw -12564.234464 + Penalty 539.751919 = -12024.482545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.623843 sec): 3 clusters Score: Raw -12385.726256 + Penalty 1082.734319 = -11302.991937 nChanged 54 SP:Iteration 1F (20.624422 sec): 3 clusters Score: Raw -12463.924691 + Penalty 1091.634832 = -11372.289858 nChanged 25 SP:Iteration 2F (20.624997 sec): 3 clusters Score: Raw -12500.238428 + Penalty 1117.531474 = -11382.706953 nChanged 18 SP:Iteration 3F (20.625571 sec): 3 clusters Score: Raw -12529.175801 + Penalty 1129.364753 = -11399.811048 nChanged 11 SP:Iteration 4F (20.626175 sec): 3 clusters Score: Raw -12544.186543 + Penalty 1152.913253 = -11391.273290 nChanged 9 SP:Iteration 5F (20.626747 sec): 3 clusters Score: Raw -12559.715874 + Penalty 1185.176983 = -11374.538891 nChanged 3 SP:Iteration 6F (20.627318 sec): 3 clusters Score: Raw -12564.560402 + Penalty 1185.176983 = -11379.383419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.628180 sec): 2 clusters Score: Raw -311.384783 + Penalty 138.636079 = -172.748704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.628405 sec): 3 clusters Score: Raw -307.206984 + Penalty 265.352059 = -41.854925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.631094 sec): 2 clusters Score: Raw -23884.543866 + Penalty 639.954813 = -23244.589052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.632069 sec): 3 clusters Score: Raw -23568.925324 + Penalty 1256.670854 = -22312.254470 nChanged 155 SP:Iteration 1F (20.633036 sec): 3 clusters Score: Raw -23863.646740 + Penalty 1246.726722 = -22616.920018 nChanged 52 SP:Iteration 2F (20.634000 sec): 3 clusters Score: Raw -23972.963953 + Penalty 1259.746641 = -22713.217312 nChanged 26 SP:Iteration 3F (20.634968 sec): 3 clusters Score: Raw -24002.864475 + Penalty 1249.992020 = -22752.872455 nChanged 4 SP:Iteration 4Q (20.635804 sec): 3 clusters Score: Raw -24002.315452 + Penalty 1243.233694 = -22759.081758 nChanged 2 SP:Iteration 5Q (20.636648 sec): 3 clusters Score: Raw -24004.312168 + Penalty 1243.233694 = -22761.078475 nChanged 0 SP:Iteration 6F (20.637613 sec): 3 clusters Score: Raw -24004.312168 + Penalty 1243.233694 = -22761.078475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.638792 sec): 2 clusters Score: Raw -1043.842187 + Penalty 243.337665 = -800.504522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.639044 sec): 3 clusters Score: Raw -1050.860579 + Penalty 491.449687 = -559.410892 nChanged 1 SP:Iteration 1Q (20.639288 sec): 3 clusters Score: Raw -1052.531902 + Penalty 488.046077 = -564.485825 nChanged 1 SP:Iteration 2Q (20.639527 sec): 3 clusters Score: Raw -1061.739634 + Penalty 488.046077 = -573.693557 nChanged 0 SP:Iteration 3F (20.639771 sec): 3 clusters Score: Raw -1061.739634 + Penalty 488.046077 = -573.693557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.640820 sec): 2 clusters Score: Raw -4321.929666 + Penalty 151.179810 = -4170.749856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.641203 sec): 3 clusters Score: Raw -4281.165039 + Penalty 305.193630 = -3975.971409 nChanged 22 SP:Iteration 1F (20.641581 sec): 3 clusters Score: Raw -4316.494436 + Penalty 306.626711 = -4009.867726 nChanged 8 SP:Iteration 2F (20.641954 sec): 3 clusters Score: Raw -4336.051419 + Penalty 305.400046 = -4030.651373 nChanged 6 SP:Iteration 3F (20.642323 sec): 3 clusters Score: Raw -4349.218761 + Penalty 306.485556 = -4042.733205 nChanged 6 SP:Iteration 4F (20.642694 sec): 3 clusters Score: Raw -4356.788124 + Penalty 305.501419 = -4051.286705 nChanged 5 SP:Iteration 5F (20.643066 sec): 3 clusters Score: Raw -4359.460375 + Penalty 304.720314 = -4054.740062 nChanged 1 SP:Iteration 6Q (20.643420 sec): 3 clusters Score: Raw -4358.193137 + Penalty 304.720314 = -4053.472823 nChanged 0 SP:Iteration 7F (20.643790 sec): 3 clusters Score: Raw -4358.193137 + Penalty 304.720314 = -4053.472823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.644613 sec): 2 clusters Score: Raw -329.344464 + Penalty 214.916410 = -114.428054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.644833 sec): 3 clusters Score: Raw -333.575886 + Penalty 425.212809 = 91.636923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.645820 sec): 2 clusters Score: Raw -4428.137926 + Penalty 410.016586 = -4018.121339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.646201 sec): 3 clusters Score: Raw -4381.731397 + Penalty 812.926390 = -3568.805007 nChanged 13 SP:Iteration 1F (20.646582 sec): 3 clusters Score: Raw -4408.471984 + Penalty 806.568108 = -3601.903875 nChanged 7 SP:Iteration 2F (20.646962 sec): 3 clusters Score: Raw -4424.775655 + Penalty 807.430831 = -3617.344824 nChanged 3 SP:Iteration 3Q (20.647324 sec): 3 clusters Score: Raw -4429.659718 + Penalty 809.393661 = -3620.266057 nChanged 1 SP:Iteration 4Q (20.647683 sec): 3 clusters Score: Raw -4434.124634 + Penalty 809.393661 = -3624.730973 nChanged 0 SP:Iteration 5F (20.648053 sec): 3 clusters Score: Raw -4434.124634 + Penalty 809.393661 = -3624.730973 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.651776 sec): 2 clusters Score: Raw -54366.022218 + Penalty 192.153843 = -54173.868375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.653874 sec): 3 clusters Score: Raw -53368.999620 + Penalty 460.352354 = -52908.647267 nChanged 475 SP:Iteration 1F (20.655958 sec): 3 clusters Score: Raw -54089.595133 + Penalty 482.379311 = -53607.215822 nChanged 141 SP:Iteration 2F (20.658050 sec): 3 clusters Score: Raw -54280.426105 + Penalty 559.996339 = -53720.429766 nChanged 58 SP:Iteration 3F (20.660144 sec): 3 clusters Score: Raw -54375.590627 + Penalty 684.134763 = -53691.455864 nChanged 31 SP:Iteration 4F (20.662158 sec): 3 clusters Score: Raw -54415.796194 + Penalty 749.747579 = -53666.048616 nChanged 9 SP:Iteration 5F (20.664298 sec): 3 clusters Score: Raw -54420.880432 + Penalty 776.916860 = -53643.963572 nChanged 6 SP:Iteration 6F (20.666434 sec): 3 clusters Score: Raw -54430.591632 + Penalty 776.916860 = -53653.674772 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.670471 sec): 2 clusters Score: Raw -38955.293315 + Penalty 765.833996 = -38189.459319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.671865 sec): 3 clusters Score: Raw -38229.975016 + Penalty 1518.978349 = -36710.996667 nChanged 231 SP:Iteration 1F (20.673241 sec): 3 clusters Score: Raw -38739.823717 + Penalty 1492.968584 = -37246.855133 nChanged 98 SP:Iteration 2F (20.674624 sec): 3 clusters Score: Raw -38904.332529 + Penalty 1483.692372 = -37420.640157 nChanged 34 SP:Iteration 3F (20.675970 sec): 3 clusters Score: Raw -38958.978566 + Penalty 1475.624629 = -37483.353938 nChanged 11 SP:Iteration 4Q (20.677076 sec): 3 clusters Score: Raw -38968.705392 + Penalty 1472.805015 = -37495.900377 nChanged 6 SP:Iteration 5Q (20.678179 sec): 3 clusters Score: Raw -38974.476275 + Penalty 1462.563736 = -37511.912539 nChanged 4 SP:Iteration 6Q (20.679274 sec): 3 clusters Score: Raw -38979.128563 + Penalty 1462.563736 = -37516.564827 nChanged 0 SP:Iteration 7F (20.680590 sec): 3 clusters Score: Raw -38979.128563 + Penalty 1462.563736 = -37516.564827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.681870 sec): 2 clusters Score: Raw -386.221616 + Penalty 126.732207 = -259.489409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.682114 sec): 3 clusters Score: Raw -386.746737 + Penalty 247.153446 = -139.593291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.682926 sec): 2 clusters Score: Raw -232.069086 + Penalty 157.271237 = -74.797849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.683138 sec): 3 clusters Score: Raw -224.139448 + Penalty 299.957888 = 75.818440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.683881 sec): 2 clusters Score: Raw -48.155397 + Penalty 0.000000 = -48.155397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.684069 sec): 2 clusters Score: Raw -48.155397 + Penalty 0.000000 = -48.155397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.684809 sec): 2 clusters Score: Raw -49.986841 + Penalty 0.000000 = -49.986841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.685000 sec): 2 clusters Score: Raw -49.986841 + Penalty 0.000000 = -49.986841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.685776 sec): 2 clusters Score: Raw -654.163837 + Penalty 263.945441 = -390.218395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.686008 sec): 3 clusters Score: Raw -675.798758 + Penalty 527.890883 = -147.907875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.686762 sec): 2 clusters Score: Raw -276.836165 + Penalty 191.600822 = -85.235343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.686973 sec): 3 clusters Score: Raw -274.681386 + Penalty 334.111160 = 59.429774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.687955 sec): 2 clusters Score: Raw -3892.274825 + Penalty 127.433270 = -3764.841555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.688323 sec): 3 clusters Score: Raw -3869.178076 + Penalty 252.464103 = -3616.713974 nChanged 26 SP:Iteration 1F (20.688684 sec): 3 clusters Score: Raw -3899.529701 + Penalty 251.761811 = -3647.767891 nChanged 8 SP:Iteration 2F (20.689043 sec): 3 clusters Score: Raw -3908.676311 + Penalty 251.253948 = -3657.422363 nChanged 1 SP:Iteration 3Q (20.689397 sec): 3 clusters Score: Raw -3909.604171 + Penalty 251.253948 = -3658.350222 nChanged 0 SP:Iteration 4F (20.689755 sec): 3 clusters Score: Raw -3909.604171 + Penalty 251.253948 = -3658.350222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.690544 sec): 2 clusters Score: Raw -480.256461 + Penalty 272.144900 = -208.111562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.690766 sec): 3 clusters Score: Raw -474.135285 + Penalty 582.363434 = 108.228149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.691512 sec): 2 clusters Score: Raw -52.776746 + Penalty 0.000000 = -52.776746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.691702 sec): 2 clusters Score: Raw -52.776746 + Penalty 0.000000 = -52.776746 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.694304 sec): 2 clusters Score: Raw -29865.729359 + Penalty 207.089504 = -29658.639855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.695607 sec): 3 clusters Score: Raw -29514.002927 + Penalty 409.784498 = -29104.218429 nChanged 220 SP:Iteration 1F (20.696862 sec): 3 clusters Score: Raw -29632.414377 + Penalty 410.218807 = -29222.195570 nChanged 40 SP:Iteration 2F (20.698137 sec): 3 clusters Score: Raw -29652.764096 + Penalty 410.453497 = -29242.310599 nChanged 34 SP:Iteration 3F (20.699394 sec): 3 clusters Score: Raw -29675.238925 + Penalty 404.189652 = -29271.049274 nChanged 42 SP:Iteration 4F (20.700660 sec): 3 clusters Score: Raw -29707.328204 + Penalty 408.333245 = -29298.994959 nChanged 45 SP:Iteration 5F (20.701927 sec): 3 clusters Score: Raw -29745.723900 + Penalty 413.061563 = -29332.662337 nChanged 52 SP:Iteration 6F (20.703198 sec): 3 clusters Score: Raw -29796.880201 + Penalty 406.695278 = -29390.184922 nChanged 46 SP:Iteration 7F (20.704451 sec): 3 clusters Score: Raw -29845.167385 + Penalty 446.269002 = -29398.898383 nChanged 16 SP:Iteration 8Q (20.705619 sec): 3 clusters Score: Raw -29860.670526 + Penalty 606.718491 = -29253.952035 nChanged 3 SP:Iteration 9F (20.706908 sec): 3 clusters Score: Raw -29863.602220 + Penalty 207.089504 = -29656.512716 nChanged 1 SP:Iteration 10F (20.707912 sec): 2 clusters Score: Raw -29865.729359 + Penalty 207.089504 = -29658.639855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.709181 sec): 2 clusters Score: Raw -913.743894 + Penalty 367.205710 = -546.538184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.709422 sec): 3 clusters Score: Raw -921.896531 + Penalty 739.081639 = -182.814892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.710226 sec): 2 clusters Score: Raw -793.175882 + Penalty 279.201565 = -513.974318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.710465 sec): 3 clusters Score: Raw -827.166268 + Penalty 546.945479 = -280.220790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.711219 sec): 2 clusters Score: Raw -164.306588 + Penalty 102.573098 = -61.733490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.711427 sec): 3 clusters Score: Raw -158.603081 + Penalty 207.104047 = 48.500967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.712170 sec): 2 clusters Score: Raw -101.335189 + Penalty 47.824806 = -53.510383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.712378 sec): 3 clusters Score: Raw -96.513842 + Penalty 95.649612 = -0.864230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.713137 sec): 2 clusters Score: Raw -340.036283 + Penalty 199.109667 = -140.926616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.713354 sec): 3 clusters Score: Raw -339.687563 + Penalty 448.742253 = 109.054690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.714202 sec): 2 clusters Score: Raw -1956.531679 + Penalty 557.663045 = -1398.868634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.714476 sec): 3 clusters Score: Raw -2015.453161 + Penalty 1113.085166 = -902.367995 nChanged 1 SP:Iteration 1Q (20.714733 sec): 3 clusters Score: Raw -2024.650180 + Penalty 1113.085166 = -911.565014 nChanged 0 SP:Iteration 2F (20.714999 sec): 3 clusters Score: Raw -2024.650180 + Penalty 1113.085166 = -911.565014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.715798 sec): 2 clusters Score: Raw -471.752314 + Penalty 160.596060 = -311.156254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.716018 sec): 3 clusters Score: Raw -469.495583 + Penalty 312.932463 = -156.563120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.716780 sec): 2 clusters Score: Raw -368.158595 + Penalty 120.506649 = -247.651946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.716995 sec): 3 clusters Score: Raw -368.606893 + Penalty 208.206394 = -160.400499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.717742 sec): 2 clusters Score: Raw -228.919559 + Penalty 180.844621 = -48.074938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.717954 sec): 3 clusters Score: Raw -222.359672 + Penalty 371.455241 = 149.095569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.718708 sec): 2 clusters Score: Raw -310.291019 + Penalty 145.196385 = -165.094634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.718925 sec): 3 clusters Score: Raw -307.728012 + Penalty 303.336204 = -4.391808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.719689 sec): 2 clusters Score: Raw -518.211080 + Penalty 245.193749 = -273.017331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.719913 sec): 3 clusters Score: Raw -522.611043 + Penalty 490.251763 = -32.359280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.720672 sec): 2 clusters Score: Raw -416.970324 + Penalty 153.922448 = -263.047875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.720900 sec): 3 clusters Score: Raw -424.189332 + Penalty 323.925585 = -100.263747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.723124 sec): 2 clusters Score: Raw -26291.618662 + Penalty 197.189938 = -26094.428724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.724236 sec): 3 clusters Score: Raw -25797.725608 + Penalty 385.404822 = -25412.320786 nChanged 209 SP:Iteration 1F (20.725332 sec): 3 clusters Score: Raw -25991.914279 + Penalty 377.980835 = -25613.933444 nChanged 63 SP:Iteration 2F (20.726433 sec): 3 clusters Score: Raw -26100.268995 + Penalty 375.284622 = -25724.984373 nChanged 59 SP:Iteration 3F (20.727538 sec): 3 clusters Score: Raw -26193.166365 + Penalty 363.798073 = -25829.368292 nChanged 44 SP:Iteration 4F (20.728646 sec): 3 clusters Score: Raw -26267.373874 + Penalty 376.021897 = -25891.351978 nChanged 13 SP:Iteration 5Q (20.729597 sec): 3 clusters Score: Raw -26283.581105 + Penalty 416.777618 = -25866.803487 nChanged 7 SP:Iteration 6F (20.730652 sec): 3 clusters Score: Raw -26290.897778 + Penalty 424.732856 = -25866.164922 nChanged 2 SP:Iteration 7F (20.731713 sec): 3 clusters Score: Raw -26296.145216 + Penalty 424.732856 = -25871.412360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.732939 sec): 2 clusters Score: Raw -569.839073 + Penalty 286.070059 = -283.769014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.733173 sec): 3 clusters Score: Raw -572.854278 + Penalty 568.014266 = -4.840012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.734000 sec): 2 clusters Score: Raw -592.795591 + Penalty 357.643118 = -235.152472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.734229 sec): 3 clusters Score: Raw -631.525356 + Penalty 715.140531 = 83.615175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.735527 sec): 2 clusters Score: Raw -7459.219877 + Penalty 512.202578 = -6947.017299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.735973 sec): 3 clusters Score: Raw -7415.327765 + Penalty 1018.839797 = -6396.487968 nChanged 29 SP:Iteration 1F (20.736410 sec): 3 clusters Score: Raw -7461.368428 + Penalty 1017.419408 = -6443.949020 nChanged 10 SP:Iteration 2F (20.736848 sec): 3 clusters Score: Raw -7485.719161 + Penalty 1015.319014 = -6470.400147 nChanged 7 SP:Iteration 3F (20.737284 sec): 3 clusters Score: Raw -7501.150574 + Penalty 1015.787259 = -6485.363314 nChanged 4 SP:Iteration 4Q (20.737712 sec): 3 clusters Score: Raw -7506.594526 + Penalty 1015.787259 = -6490.807267 nChanged 0 SP:Iteration 5F (20.738147 sec): 3 clusters Score: Raw -7506.594526 + Penalty 1015.787259 = -6490.807267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.739080 sec): 2 clusters Score: Raw -766.499888 + Penalty 264.850494 = -501.649394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.739319 sec): 3 clusters Score: Raw -765.963504 + Penalty 533.331356 = -232.632148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.740085 sec): 2 clusters Score: Raw -299.772870 + Penalty 211.008764 = -88.764106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.740302 sec): 3 clusters Score: Raw -289.996560 + Penalty 424.013991 = 134.017431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.741053 sec): 2 clusters Score: Raw -113.392749 + Penalty 91.778351 = -21.614398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.741246 sec): 2 clusters Score: Raw -113.392749 + Penalty 91.778351 = -21.614398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.742003 sec): 2 clusters Score: Raw -364.439886 + Penalty 187.636148 = -176.803738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.742224 sec): 3 clusters Score: Raw -368.591159 + Penalty 368.388753 = -0.202406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.742972 sec): 2 clusters Score: Raw -221.018442 + Penalty 137.053681 = -83.964761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.743185 sec): 3 clusters Score: Raw -215.054435 + Penalty 274.107362 = 59.052927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.743934 sec): 2 clusters Score: Raw -205.723060 + Penalty 110.910989 = -94.812071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.744130 sec): 2 clusters Score: Raw -205.723060 + Penalty 110.910989 = -94.812071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.744882 sec): 2 clusters Score: Raw -277.464771 + Penalty 163.655086 = -113.809686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.745122 sec): 3 clusters Score: Raw -272.261483 + Penalty 332.079300 = 59.817817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.745878 sec): 2 clusters Score: Raw -253.400808 + Penalty 115.659638 = -137.741171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.746092 sec): 3 clusters Score: Raw -247.962710 + Penalty 262.952143 = 14.989433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.746994 sec): 2 clusters Score: Raw -3423.613746 + Penalty 443.523371 = -2980.090375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.747314 sec): 3 clusters Score: Raw -3413.645948 + Penalty 890.809616 = -2522.836331 nChanged 8 SP:Iteration 1F (20.747628 sec): 3 clusters Score: Raw -3428.420118 + Penalty 891.127637 = -2537.292480 nChanged 2 SP:Iteration 2Q (20.747937 sec): 3 clusters Score: Raw -3430.090635 + Penalty 893.739148 = -2536.351487 nChanged 1 SP:Iteration 3F (20.748248 sec): 3 clusters Score: Raw -3432.548266 + Penalty 893.739148 = -2538.809118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.749015 sec): 2 clusters Score: Raw -108.723224 + Penalty 59.378497 = -49.344727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.749207 sec): 2 clusters Score: Raw -108.723224 + Penalty 59.378497 = -49.344727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.749970 sec): 2 clusters Score: Raw -520.363707 + Penalty 282.098122 = -238.265585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.750196 sec): 3 clusters Score: Raw -531.271511 + Penalty 560.460035 = 29.188525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.750947 sec): 2 clusters Score: Raw -217.547798 + Penalty 115.248410 = -102.299388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.751145 sec): 2 clusters Score: Raw -217.547798 + Penalty 115.248410 = -102.299388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.751882 sec): 2 clusters Score: Raw -46.930075 + Penalty 0.000000 = -46.930075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.752072 sec): 2 clusters Score: Raw -46.930075 + Penalty 0.000000 = -46.930075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.752826 sec): 2 clusters Score: Raw -363.657635 + Penalty 236.486534 = -127.171101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.753045 sec): 3 clusters Score: Raw -355.043022 + Penalty 474.919573 = 119.876551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.753784 sec): 2 clusters Score: Raw -53.697788 + Penalty 0.000000 = -53.697788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.753974 sec): 2 clusters Score: Raw -53.697788 + Penalty 0.000000 = -53.697788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.754711 sec): 2 clusters Score: Raw -51.378297 + Penalty 0.000000 = -51.378297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.754922 sec): 2 clusters Score: Raw -51.378297 + Penalty 0.000000 = -51.378297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.755672 sec): 2 clusters Score: Raw -215.082358 + Penalty 121.927763 = -93.154595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.755886 sec): 3 clusters Score: Raw -208.708562 + Penalty 243.855527 = 35.146965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.756622 sec): 2 clusters Score: Raw -50.649384 + Penalty 0.000000 = -50.649384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.756812 sec): 2 clusters Score: Raw -50.649384 + Penalty 0.000000 = -50.649384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.757571 sec): 2 clusters Score: Raw -424.226353 + Penalty 129.014595 = -295.211758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.757793 sec): 3 clusters Score: Raw -417.719292 + Penalty 251.154070 = -166.565223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.758532 sec): 2 clusters Score: Raw -52.143778 + Penalty 0.000000 = -52.143778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.758721 sec): 2 clusters Score: Raw -52.143778 + Penalty 0.000000 = -52.143778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.759465 sec): 2 clusters Score: Raw -168.536703 + Penalty 102.148623 = -66.388080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.759676 sec): 3 clusters Score: Raw -158.796112 + Penalty 211.144003 = 52.347892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 106 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.760435 sec): 2 clusters Score: Raw -475.600592 + Penalty 288.530486 = -187.070106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.760637 sec): 2 clusters Score: Raw -475.600592 + Penalty 288.530486 = -187.070106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.761479 sec): 2 clusters Score: Raw -2149.502648 + Penalty 301.216201 = -1848.286447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.761764 sec): 3 clusters Score: Raw -2145.826596 + Penalty 596.577349 = -1549.249247 nChanged 3 SP:Iteration 1F (20.762044 sec): 3 clusters Score: Raw -2154.788364 + Penalty 597.812538 = -1556.975826 nChanged 1 SP:Iteration 2Q (20.762317 sec): 3 clusters Score: Raw -2156.747784 + Penalty 597.812538 = -1558.935246 nChanged 0 SP:Iteration 3F (20.762597 sec): 3 clusters Score: Raw -2156.747784 + Penalty 597.812538 = -1558.935246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.763359 sec): 2 clusters Score: Raw -223.620245 + Penalty 127.609571 = -96.010674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.763572 sec): 3 clusters Score: Raw -214.727529 + Penalty 127.609571 = -87.117958 nChanged 1 SP:Iteration 1F (20.763764 sec): 2 clusters Score: Raw -223.620245 + Penalty 127.609571 = -96.010674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.764536 sec): 2 clusters Score: Raw -342.382181 + Penalty 150.366401 = -192.015780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.764751 sec): 3 clusters Score: Raw -347.658465 + Penalty 264.336456 = -83.322009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.765495 sec): 2 clusters Score: Raw -51.643094 + Penalty 0.000000 = -51.643094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.765686 sec): 2 clusters Score: Raw -51.643094 + Penalty 0.000000 = -51.643094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 121 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.766436 sec): 2 clusters Score: Raw -255.960611 + Penalty 114.236386 = -141.724225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.766652 sec): 3 clusters Score: Raw -252.561487 + Penalty 227.707932 = -24.853554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.767400 sec): 2 clusters Score: Raw -185.709849 + Penalty 124.530499 = -61.179350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.767614 sec): 3 clusters Score: Raw -185.363116 + Penalty 237.231916 = 51.868799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.768368 sec): 2 clusters Score: Raw -374.890722 + Penalty 153.664865 = -221.225857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.768590 sec): 3 clusters Score: Raw -373.768471 + Penalty 303.918184 = -69.850287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.769399 sec): 2 clusters Score: Raw -1490.633392 + Penalty 301.859406 = -1188.773987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.769661 sec): 3 clusters Score: Raw -1500.450907 + Penalty 602.543585 = -897.907323 nChanged 1 SP:Iteration 1Q (20.769914 sec): 3 clusters Score: Raw -1502.292920 + Penalty 600.674888 = -901.618032 nChanged 1 SP:Iteration 2Q (20.770166 sec): 3 clusters Score: Raw -1505.072618 + Penalty 599.300147 = -905.772471 nChanged 1 SP:Iteration 3Q (20.770418 sec): 3 clusters Score: Raw -1506.491371 + Penalty 599.300147 = -907.191224 nChanged 0 SP:Iteration 4F (20.770679 sec): 3 clusters Score: Raw -1506.491371 + Penalty 599.300147 = -907.191224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.772759 sec): 2 clusters Score: Raw -17223.152347 + Penalty 144.183793 = -17078.968554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.773717 sec): 3 clusters Score: Raw -17020.876982 + Penalty 295.769519 = -16725.107463 nChanged 179 SP:Iteration 1F (20.774683 sec): 3 clusters Score: Raw -17221.789764 + Penalty 296.282685 = -16925.507079 nChanged 32 SP:Iteration 2F (20.775627 sec): 3 clusters Score: Raw -17235.322442 + Penalty 296.884659 = -16938.437783 nChanged 10 SP:Iteration 3Q (20.776556 sec): 3 clusters Score: Raw -17238.340336 + Penalty 298.436660 = -16939.903676 nChanged 4 SP:Iteration 4Q (20.777483 sec): 3 clusters Score: Raw -17240.431941 + Penalty 300.284224 = -16940.147717 nChanged 4 SP:Iteration 5Q (20.778409 sec): 3 clusters Score: Raw -17241.520788 + Penalty 301.898616 = -16939.622172 nChanged 3 SP:Iteration 6F (20.779352 sec): 3 clusters Score: Raw -17242.846552 + Penalty 304.883975 = -16937.962578 nChanged 5 SP:Iteration 7F (20.780292 sec): 3 clusters Score: Raw -17245.526087 + Penalty 309.233967 = -16936.292120 nChanged 7 SP:Iteration 8F (20.781236 sec): 3 clusters Score: Raw -17249.696447 + Penalty 311.758979 = -16937.937468 nChanged 8 SP:Iteration 9Q (20.782189 sec): 3 clusters Score: Raw -17254.125457 + Penalty 311.695350 = -16942.430106 nChanged 6 SP:Iteration 10F (20.783128 sec): 3 clusters Score: Raw -17260.189452 + Penalty 312.058771 = -16948.130681 nChanged 5 SP:Iteration 11Q (20.784057 sec): 3 clusters Score: Raw -17264.011605 + Penalty 312.333949 = -16951.677656 nChanged 5 SP:Iteration 12Q (20.784985 sec): 3 clusters Score: Raw -17265.585310 + Penalty 313.286447 = -16952.298863 nChanged 3 SP:Iteration 13Q (20.785912 sec): 3 clusters Score: Raw -17266.323186 + Penalty 312.852106 = -16953.471080 nChanged 3 SP:Iteration 14Q (20.786840 sec): 3 clusters Score: Raw -17267.573765 + Penalty 313.942820 = -16953.630945 nChanged 3 SP:Iteration 15Q (20.787765 sec): 3 clusters Score: Raw -17273.097030 + Penalty 310.373581 = -16962.723449 nChanged 5 SP:Iteration 16Q (20.788688 sec): 3 clusters Score: Raw -17288.577135 + Penalty 311.542402 = -16977.034733 nChanged 3 SP:Iteration 17Q (20.789569 sec): 3 clusters Score: Raw -17289.444958 + Penalty 314.528189 = -16974.916769 nChanged 3 SP:Iteration 18F (20.790503 sec): 3 clusters Score: Raw -17290.833362 + Penalty 314.531981 = -16976.301381 nChanged 3 SP:Iteration 19Q (20.791386 sec): 3 clusters Score: Raw -17294.160297 + Penalty 318.090580 = -16976.069717 nChanged 4 SP:Iteration 20F (20.792320 sec): 3 clusters Score: Raw -17297.275291 + Penalty 320.474491 = -16976.800800 nChanged 2 SP:Iteration 21Q (20.793193 sec): 3 clusters Score: Raw -17298.594197 + Penalty 322.067804 = -16976.526393 nChanged 1 SP:Iteration 22F (20.794126 sec): 3 clusters Score: Raw -17299.116815 + Penalty 323.734885 = -16975.381929 nChanged 1 SP:Iteration 23F (20.795058 sec): 3 clusters Score: Raw -17299.265499 + Penalty 321.820724 = -16977.444775 nChanged 1 SP:Iteration 24Q (20.795921 sec): 3 clusters Score: Raw -17299.794662 + Penalty 321.400490 = -16978.394173 nChanged 2 SP:Iteration 25Q (20.796791 sec): 3 clusters Score: Raw -17300.668847 + Penalty 323.085855 = -16977.582991 nChanged 1 SP:Iteration 26F (20.797723 sec): 3 clusters Score: Raw -17300.854130 + Penalty 323.085855 = -16977.768275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.798915 sec): 2 clusters Score: Raw -51.699366 + Penalty 0.000000 = -51.699366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.799115 sec): 2 clusters Score: Raw -51.699366 + Penalty 0.000000 = -51.699366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.799870 sec): 2 clusters Score: Raw -50.690070 + Penalty 0.000000 = -50.690070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.800060 sec): 2 clusters Score: Raw -50.690070 + Penalty 0.000000 = -50.690070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.800836 sec): 2 clusters Score: Raw -359.838243 + Penalty 97.318504 = -262.519739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.801056 sec): 3 clusters Score: Raw -364.197427 + Penalty 181.858077 = -182.339350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.801806 sec): 2 clusters Score: Raw -103.443271 + Penalty 66.470030 = -36.973241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.802014 sec): 3 clusters Score: Raw -96.579995 + Penalty 132.940059 = 36.360065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.802763 sec): 2 clusters Score: Raw -107.110580 + Penalty 74.785168 = -32.325413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.802977 sec): 2 clusters Score: Raw -107.110580 + Penalty 74.785168 = -32.325413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.803717 sec): 2 clusters Score: Raw -93.289176 + Penalty 9.573105 = -83.716071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.803900 sec): 2 clusters Score: Raw -93.289176 + Penalty 9.573105 = -83.716071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.804680 sec): 2 clusters Score: Raw -673.690734 + Penalty 173.236115 = -500.454620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.804916 sec): 3 clusters Score: Raw -694.594724 + Penalty 339.219622 = -355.375101 nChanged 1 SP:Iteration 1F (20.805149 sec): 3 clusters Score: Raw -701.280865 + Penalty 339.219622 = -362.061242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.805888 sec): 2 clusters Score: Raw -52.099506 + Penalty 0.000000 = -52.099506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.806077 sec): 2 clusters Score: Raw -52.099506 + Penalty 0.000000 = -52.099506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.806843 sec): 2 clusters Score: Raw -429.959933 + Penalty 37.766738 = -392.193195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.807066 sec): 3 clusters Score: Raw -438.245834 + Penalty 77.699991 = -360.545844 nChanged 1 SP:Iteration 1F (20.807286 sec): 3 clusters Score: Raw -442.113343 + Penalty 77.699991 = -364.413352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 160 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.808054 sec): 2 clusters Score: Raw -525.304991 + Penalty 157.640660 = -367.664331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.808283 sec): 3 clusters Score: Raw -529.510468 + Penalty 316.966136 = -212.544331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.809033 sec): 2 clusters Score: Raw -243.399556 + Penalty 139.111002 = -104.288553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.809248 sec): 3 clusters Score: Raw -247.305117 + Penalty 278.086876 = 30.781760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.809998 sec): 2 clusters Score: Raw -182.592876 + Penalty 77.468171 = -105.124705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.810204 sec): 3 clusters Score: Raw -184.311784 + Penalty 155.283800 = -29.027984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 167 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.810999 sec): 2 clusters Score: Raw -969.753810 + Penalty 100.812518 = -868.941292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.811247 sec): 3 clusters Score: Raw -966.673622 + Penalty 207.039797 = -759.633824 nChanged 3 SP:Iteration 1F (20.811488 sec): 3 clusters Score: Raw -970.931356 + Penalty 214.018251 = -756.913105 nChanged 1 SP:Iteration 2F (20.811729 sec): 3 clusters Score: Raw -972.274093 + Penalty 214.018251 = -758.255842 nChanged 0 Deleting Class 106 (7 points): Lose 111.549125 but Gain 1510.031244 Iteration 20F (22.660858 sec): 104 clusters Score: Raw -1936366.553442 + Penalty 94571.390722 = -1841795.162719 nChanged 279 Deleting Class 70 (2 points): Lose 24.911636 but Gain 1396.359059 Iteration 21Q (22.851622 sec): 103 clusters Score: Raw -1936532.384450 + Penalty 93181.595395 = -1843350.789054 nChanged 128 Deleting Class 86 (6 points): Lose 32.795471 but Gain 1391.903169 Iteration 22Q (23.031085 sec): 102 clusters Score: Raw -1936592.806774 + Penalty 91799.937040 = -1844792.869734 nChanged 90 Deleting Class 88 (1 points): Lose 4.449268 but Gain 1362.432275 Iteration 23Q (23.208670 sec): 101 clusters Score: Raw -1936631.246479 + Penalty 90399.438206 = -1846231.808272 nChanged 68 Deleting Class 48 (15 points): Lose 75.175028 but Gain 1429.996684 Iteration 24Q (23.383222 sec): 100 clusters Score: Raw -1936594.348961 + Penalty 89004.966489 = -1847589.382472 nChanged 69 Deleting Class 103 (1 points): Lose 2.000279 but Gain 1349.623123 Iteration 25Q (23.557742 sec): 99 clusters Score: Raw -1936653.163354 + Penalty 87631.899685 = -1849021.263670 nChanged 62 Deleting Class 69 (5 points): Lose 36.713140 but Gain 1382.638292 Iteration 26Q (23.729902 sec): 98 clusters Score: Raw -1936645.887664 + Penalty 86226.234308 = -1850419.653356 nChanged 61 Deleting Class 57 (4 points): Lose 31.144700 but Gain 1375.727616 Iteration 27Q (23.900659 sec): 97 clusters Score: Raw -1936645.389854 + Penalty 84442.628721 = -1852202.761133 nChanged 58 Deleting Class 53 (31 points): Lose 321.325035 but Gain 1663.462903 Iteration 28Q (24.070806 sec): 96 clusters Score: Raw -1936340.934187 + Penalty 82830.024268 = -1853510.909919 nChanged 69 Deleting Class 120 (1 points): Lose 1.980083 but Gain 1341.430041 Iteration 29Q (24.241210 sec): 95 clusters Score: Raw -1936571.812120 + Penalty 81529.936696 = -1855041.875424 nChanged 37 Deleting Class 65 (11 points): Lose 234.321274 but Gain 1572.903129 Iteration 30F (25.893214 sec): 94 clusters Score: Raw -1936366.855254 + Penalty 81689.799255 = -1854677.055999 nChanged 66 Deleting Class 41 (7 points): Lose 42.602217 but Gain 1340.408047 Iteration 31F (27.528034 sec): 93 clusters Score: Raw -1936417.969953 + Penalty 80349.982358 = -1856067.987595 nChanged 69 Deleting Class 80 (9 points): Lose 60.741994 but Gain 1353.966945 Iteration 32Q (27.698198 sec): 92 clusters Score: Raw -1936384.250149 + Penalty 79048.735962 = -1857335.514188 nChanged 66 Deleting Class 98 (1 points): Lose 1.675311 but Gain 1247.667453 Iteration 33Q (27.867292 sec): 91 clusters Score: Raw -1936443.728963 + Penalty 77849.806984 = -1858593.921979 nChanged 69 Deleting Class 135 (1 points): Lose 1.673654 but Gain 1224.859387 Iteration 34Q (28.035987 sec): 90 clusters Score: Raw -1936499.610167 + Penalty 76704.548016 = -1859795.062150 nChanged 76 Deleting Class 29 (6 points): Lose 43.881205 but Gain 1264.946576 Iteration 35Q (28.204215 sec): 89 clusters Score: Raw -1936526.065274 + Penalty 75427.793486 = -1861098.271788 nChanged 48 Deleting Class 64 (9 points): Lose 68.261457 but Gain 1289.031055 Iteration 36Q (28.369224 sec): 88 clusters Score: Raw -1936496.284424 + Penalty 74219.316593 = -1862276.967831 nChanged 36 Deleting Class 42 (1 points): Lose 2.685854 but Gain 1215.629874 Iteration 37Q (28.531893 sec): 87 clusters Score: Raw -1936526.244816 + Penalty 73260.287450 = -1863265.957365 nChanged 36 Deleting Class 154 (1 points): Lose 6.943827 but Gain 1213.148468 Iteration 38Q (28.693759 sec): 86 clusters Score: Raw -1936529.078106 + Penalty 72048.694662 = -1864480.383444 nChanged 21 Deleting Class 39 (5 points): Lose 59.258479 but Gain 1255.467444 Iteration 39Q (28.854862 sec): 85 clusters Score: Raw -1936471.441182 + Penalty 70795.070851 = -1865676.370332 nChanged 16 Deleting Class 34 (4 points): Lose 22.954336 but Gain 1196.399330 Iteration 40F (30.332047 sec): 84 clusters Score: Raw -1936461.022576 + Penalty 69597.007621 = -1866864.014956 nChanged 14 Deleting Class 142 (2 points): Lose 9.822961 but Gain 1137.816758 Iteration 41Q (30.492866 sec): 83 clusters Score: Raw -1936461.332134 + Penalty 68458.465784 = -1868002.866350 nChanged 16 Deleting Class 52 (6 points): Lose 46.228616 but Gain 1171.911870 Iteration 42Q (30.654121 sec): 82 clusters Score: Raw -1936418.210922 + Penalty 67287.189408 = -1869131.021514 nChanged 10 Deleting Class 59 (9 points): Lose 74.327275 but Gain 1176.839565 Iteration 43Q (30.813292 sec): 81 clusters Score: Raw -1936358.164976 + Penalty 66110.404694 = -1870247.760282 nChanged 12 Deleting Class 89 (1 points): Lose 12.568602 but Gain 1077.374830 Iteration 44Q (30.977602 sec): 80 clusters Score: Raw -1936377.707429 + Penalty 65038.547565 = -1871339.159864 nChanged 5 Deleting Class 75 (5 points): Lose 17.057798 but Gain 1072.352563 Iteration 45Q (31.135152 sec): 79 clusters Score: Raw -1936364.528388 + Penalty 63967.876023 = -1872396.652365 nChanged 6 Deleting Class 16 (9 points): Lose 32.093922 but Gain 1075.759160 Iteration 46Q (31.292252 sec): 78 clusters Score: Raw -1936340.267150 + Penalty 62988.725354 = -1873351.541796 nChanged 10 Deleting Class 72 (4 points): Lose 14.200182 but Gain 1042.599622 Iteration 47Q (31.448524 sec): 77 clusters Score: Raw -1936340.335416 + Penalty 61945.708014 = -1874394.627402 nChanged 8 Deleting Class 37 (1 points): Lose 5.998269 but Gain 1021.512402 Iteration 48Q (31.603220 sec): 76 clusters Score: Raw -1936341.547039 + Penalty 60924.335982 = -1875417.211057 nChanged 4 Deleting Class 67 (14 points): Lose 53.628244 but Gain 1058.362096 Iteration 49Q (31.758130 sec): 75 clusters Score: Raw -1936290.012523 + Penalty 59926.344320 = -1876363.668203 nChanged 17 Deleting Class 38 (13 points): Lose 120.656383 but Gain 1118.173273 Iteration 50F (33.095635 sec): 74 clusters Score: Raw -1936192.726197 + Penalty 58829.944152 = -1877362.782045 nChanged 17 Deleting Class 49 (18 points): Lose 106.212289 but Gain 1098.402987 Iteration 51Q (33.249118 sec): 73 clusters Score: Raw -1936133.775147 + Penalty 57850.196862 = -1878283.578285 nChanged 25 Deleting Class 14 (7 points): Lose 41.553787 but Gain 1032.673597 Iteration 52Q (33.402257 sec): 72 clusters Score: Raw -1936116.435551 + Penalty 56825.700648 = -1879290.734903 nChanged 15 Deleting Class 139 (2 points): Lose 22.612374 but Gain 1011.306332 Iteration 53Q (33.552671 sec): 71 clusters Score: Raw -1936112.145434 + Penalty 55776.184417 = -1880335.961017 nChanged 13 Deleting Class 77 (58 points): Lose 191.272978 but Gain 1167.390594 Iteration 54Q (33.702175 sec): 70 clusters Score: Raw -1935942.665565 + Penalty 54682.636465 = -1881260.029101 nChanged 64 Deleting Class 71 (7 points): Lose 43.653342 but Gain 1016.894832 Iteration 55Q (33.853668 sec): 69 clusters Score: Raw -1936023.167497 + Penalty 53689.552093 = -1882333.615403 nChanged 30 Deleting Class 104 (3 points): Lose 12.450055 but Gain 980.551435 Iteration 56Q (34.003406 sec): 68 clusters Score: Raw -1936041.257101 + Penalty 52724.812486 = -1883316.444615 nChanged 13 Deleting Class 113 (3 points): Lose 7.892121 but Gain 971.286802 Iteration 57Q (34.152042 sec): 67 clusters Score: Raw -1936049.021390 + Penalty 51753.171158 = -1884295.850232 nChanged 10 Deleting Class 50 (3 points): Lose 37.112772 but Gain 984.626076 Iteration 58Q (34.299299 sec): 66 clusters Score: Raw -1936017.622038 + Penalty 50778.181211 = -1885239.440826 nChanged 7 Deleting Class 93 (4 points): Lose 22.252196 but Gain 927.533205 Iteration 59Q (34.446405 sec): 65 clusters Score: Raw -1936006.583472 + Penalty 49859.712164 = -1886146.871308 nChanged 6 Deleting Class 122 (4 points): Lose 43.419138 but Gain 947.332826 Iteration 60F (35.578408 sec): 64 clusters Score: Raw -1935974.027849 + Penalty 48925.534002 = -1887048.493848 nChanged 7 Deleting Class 78 (2 points): Lose 6.868339 but Gain 903.412411 Iteration 61Q (35.722803 sec): 63 clusters Score: Raw -1935990.555387 + Penalty 48043.804234 = -1887946.751154 nChanged 7 Deleting Class 124 (11 points): Lose 56.236324 but Gain 934.897322 Iteration 62Q (35.868091 sec): 62 clusters Score: Raw -1935938.717974 + Penalty 47144.354354 = -1888794.363619 nChanged 15 Deleting Class 81 (4 points): Lose 8.934012 but Gain 876.721789 Iteration 63Q (36.012219 sec): 61 clusters Score: Raw -1935956.534421 + Penalty 46277.697870 = -1889678.836551 nChanged 11 Deleting Class 162 (5 points): Lose 57.968986 but Gain 911.527064 Iteration 64Q (36.156010 sec): 60 clusters Score: Raw -1935906.866354 + Penalty 45462.595445 = -1890444.270909 nChanged 12 Deleting Class 58 (7 points): Lose 30.873346 but Gain 870.931661 Iteration 65Q (36.298655 sec): 59 clusters Score: Raw -1935897.851500 + Penalty 44618.866181 = -1891278.985319 nChanged 16 Deleting Class 74 (4 points): Lose 19.468021 but Gain 843.726008 Iteration 66Q (36.439892 sec): 58 clusters Score: Raw -1935899.062120 + Penalty 43782.396920 = -1892116.665200 nChanged 11 Deleting Class 24 (5 points): Lose 30.566864 but Gain 848.203572 Iteration 67Q (36.583219 sec): 57 clusters Score: Raw -1935878.230610 + Penalty 42939.538841 = -1892938.691769 nChanged 9 Deleting Class 12 (97 points): Lose 709.656915 but Gain 1514.927915 Iteration 68Q (36.725279 sec): 56 clusters Score: Raw -1935175.389095 + Penalty 41683.335108 = -1893492.053987 nChanged 102 Deleting Class 136 (1 points): Lose 1.099517 but Gain 797.063608 Iteration 69Q (36.867191 sec): 55 clusters Score: Raw -1935580.564981 + Penalty 40937.615951 = -1894642.949030 nChanged 34 Deleting Class 125 (43 points): Lose 236.763761 but Gain 1019.234992 Iteration 70F (37.843249 sec): 54 clusters Score: Raw -1935446.711289 + Penalty 40056.301230 = -1895390.410059 nChanged 68 Deleting Class 115 (7 points): Lose 35.715927 but Gain 814.911296 Iteration 71Q (37.986737 sec): 53 clusters Score: Raw -1935612.353076 + Penalty 39305.417532 = -1896306.935543 nChanged 49 Deleting Class 26 (15 points): Lose 95.995721 but Gain 870.220846 Iteration 72Q (38.126001 sec): 52 clusters Score: Raw -1935586.424109 + Penalty 38478.790952 = -1897107.633157 nChanged 32 Deleting Class 83 (1 points): Lose 4.205833 but Gain 744.430291 Iteration 73Q (38.265689 sec): 51 clusters Score: Raw -1935653.439071 + Penalty 37808.732188 = -1897844.706883 nChanged 21 Deleting Class 55 (10 points): Lose 40.895977 but Gain 778.376115 Iteration 74Q (38.402176 sec): 50 clusters Score: Raw -1935638.991418 + Penalty 37060.475618 = -1898578.515801 nChanged 20 Deleting Class 76 (5 points): Lose 24.592601 but Gain 757.861623 Iteration 75Q (38.537299 sec): 49 clusters Score: Raw -1935641.321459 + Penalty 36315.286804 = -1899326.034655 nChanged 13 Deleting Class 110 (38 points): Lose 138.018890 but Gain 867.185616 Iteration 76Q (38.670220 sec): 48 clusters Score: Raw -1935517.721878 + Penalty 35487.931592 = -1900029.790286 nChanged 43 Deleting Class 121 (5 points): Lose 27.728642 but Gain 748.535745 Iteration 77Q (38.803612 sec): 47 clusters Score: Raw -1935544.191841 + Penalty 34742.132713 = -1900802.059128 nChanged 11 Deleting Class 28 (2 points): Lose 8.398443 but Gain 709.012055 Iteration 78Q (38.934351 sec): 46 clusters Score: Raw -1935543.841684 + Penalty 34034.521116 = -1901509.320568 nChanged 6 Deleting Class 33 (10 points): Lose 58.565327 but Gain 724.383665 Iteration 79Q (39.065600 sec): 45 clusters Score: Raw -1935489.260221 + Penalty 33324.694036 = -1902164.566185 nChanged 14 Deleting Class 56 (9 points): Lose 54.353635 but Gain 698.272089 Iteration 80F (39.868763 sec): 44 clusters Score: Raw -1935454.708416 + Penalty 32642.385134 = -1902812.323282 nChanged 14 Deleting Class 36 (1 points): Lose 1.075886 but Gain 643.999512 Iteration 81Q (39.999232 sec): 43 clusters Score: Raw -1935475.361670 + Penalty 31997.597605 = -1903477.764064 nChanged 8 Deleting Class 100 (8 points): Lose 18.962313 but Gain 654.296265 Iteration 82Q (40.128478 sec): 42 clusters Score: Raw -1935460.109607 + Penalty 31344.083769 = -1904116.025838 nChanged 16 Deleting Class 60 (9 points): Lose 121.600890 but Gain 738.770984 Iteration 83Q (40.256453 sec): 41 clusters Score: Raw -1935350.019770 + Penalty 30609.230017 = -1904740.789753 nChanged 19 Deleting Class 164 (4 points): Lose 31.757777 but Gain 589.318618 Iteration 84Q (40.383770 sec): 40 clusters Score: Raw -1935373.953997 + Penalty 30028.882610 = -1905345.071387 nChanged 15 Deleting Class 160 (13 points): Lose 167.914705 but Gain 723.710539 Iteration 85Q (40.509922 sec): 39 clusters Score: Raw -1935231.741204 + Penalty 29355.043873 = -1905876.697331 nChanged 30 Deleting Class 15 (44 points): Lose 383.415648 but Gain 937.910191 Iteration 86Q (40.634662 sec): 38 clusters Score: Raw -1934988.148816 + Penalty 28033.521711 = -1906954.627105 nChanged 61 Deleting Class 150 (17 points): Lose 174.130627 but Gain 691.464550 Iteration 87Q (40.759449 sec): 37 clusters Score: Raw -1935011.726223 + Penalty 27361.202124 = -1907650.524099 nChanged 45 Deleting Class 51 (2 points): Lose 12.582821 but Gain 358.364772 Iteration 88Q (40.883006 sec): 36 clusters Score: Raw -1935099.314782 + Penalty 27018.990481 = -1908080.324301 nChanged 27 Deleting Class 137 (30 points): Lose 342.247885 but Gain 677.365517 Iteration 89Q (41.005611 sec): 35 clusters Score: Raw -1934788.064996 + Penalty 26362.906310 = -1908425.158686 nChanged 47 Deleting Class 167 (23 points): Lose 106.516594 but Gain 385.342998 Iteration 90F (41.629488 sec): 34 clusters Score: Raw -1934808.687062 + Penalty 26103.640106 = -1908705.046955 nChanged 59 Deleting Class 157 (15 points): Lose 97.797850 but Gain 411.019354 Iteration 91Q (41.750616 sec): 33 clusters Score: Raw -1934834.847954 + Penalty 25746.002815 = -1909088.845139 nChanged 48 Deleting Class 18 (73 points): Lose 1040.741859 but Gain 1291.799795 Iteration 92Q (41.870651 sec): 32 clusters Score: Raw -1933865.432781 + Penalty 24688.079307 = -1909177.353475 nChanged 104 Deleting Class 66 (208 points): Lose 599.889078 but Gain 848.303019 Iteration 93Q (41.991200 sec): 31 clusters Score: Raw -1933951.240143 + Penalty 23920.242385 = -1910030.997758 nChanged 252 Deleting Class 30 (122 points): Lose 874.539022 but Gain 1027.388881 Iteration 94Q (42.112564 sec): 30 clusters Score: Raw -1933503.846917 + Penalty 23003.166437 = -1910500.680479 nChanged 162 Deleting Class 149 (1 points): Lose 5.896379 but Gain 143.657318 Iteration 95Q (42.230856 sec): 29 clusters Score: Raw -1933921.325610 + Penalty 22878.687068 = -1911042.638543 nChanged 67 Deleting Class 21 (36 points): Lose 191.343092 but Gain 334.830195 Iteration 96Q (42.346195 sec): 28 clusters Score: Raw -1933837.144116 + Penalty 22546.800737 = -1911290.343379 nChanged 70 Iteration 97Q (42.461022 sec): 28 clusters Score: Raw -1933949.280609 + Penalty 22554.461379 = -1911394.819231 nChanged 25 Iteration 98Q (42.575486 sec): 28 clusters Score: Raw -1933964.807990 + Penalty 22563.481448 = -1911401.326542 nChanged 15 Iteration 99Q (42.689132 sec): 28 clusters Score: Raw -1933977.683712 + Penalty 22569.789591 = -1911407.894121 nChanged 8 Iteration 100F (43.201295 sec): 28 clusters Score: Raw -1934017.477905 + Penalty 22584.596763 = -1911432.881143 nChanged 11 Iteration 101Q (43.315833 sec): 28 clusters Score: Raw -1934049.230678 + Penalty 22608.657889 = -1911440.572790 nChanged 18 Iteration 102Q (43.431118 sec): 28 clusters Score: Raw -1934065.562751 + Penalty 22611.022348 = -1911454.540403 nChanged 25 Iteration 103Q (43.546331 sec): 28 clusters Score: Raw -1934091.451483 + Penalty 22613.106001 = -1911478.345482 nChanged 17 Iteration 104Q (43.660601 sec): 28 clusters Score: Raw -1934105.116994 + Penalty 22630.862727 = -1911474.254267 nChanged 13 Iteration 105F (44.173424 sec): 28 clusters Score: Raw -1934119.791668 + Penalty 22641.918395 = -1911477.873273 nChanged 10 Iteration 106Q (44.287897 sec): 28 clusters Score: Raw -1934132.269734 + Penalty 22637.578023 = -1911494.691711 nChanged 11 Iteration 107Q (44.402730 sec): 28 clusters Score: Raw -1934137.812741 + Penalty 22553.152159 = -1911584.660582 nChanged 9 Iteration 108Q (44.517266 sec): 28 clusters Score: Raw -1934157.767514 + Penalty 22570.583371 = -1911587.184143 nChanged 7 Iteration 109Q (44.632943 sec): 28 clusters Score: Raw -1934161.576083 + Penalty 22579.389287 = -1911582.186796 nChanged 4 Iteration 110F (45.144739 sec): 28 clusters Score: Raw -1934162.597823 + Penalty 22582.235158 = -1911580.362666 nChanged 2 Iteration 111F (45.655599 sec): 28 clusters Score: Raw -1934164.542482 + Penalty 22582.332131 = -1911582.210351 nChanged 1 Iteration 112Q (45.770737 sec): 28 clusters Score: Raw -1934164.085701 + Penalty 22582.332131 = -1911581.753570 nChanged 0 Iteration 113F (46.283245 sec): 28 clusters Score: Raw -1934164.085701 + Penalty 22582.332131 = -1911581.753570 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1934164.085701 + Penalty 22582.332131 = -1911581.753570Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.398119 sec): 2 clusters Score: Raw -8571.423616 + Penalty 444.981057 = -8126.442559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.398640 sec): 3 clusters Score: Raw -8370.329094 + Penalty 888.062269 = -7482.266825 nChanged 39 SP:Iteration 1F (46.399133 sec): 3 clusters Score: Raw -8413.785003 + Penalty 888.374665 = -7525.410338 nChanged 12 SP:Iteration 2F (46.399622 sec): 3 clusters Score: Raw -8425.333791 + Penalty 890.256876 = -7535.076915 nChanged 7 SP:Iteration 3Q (46.400101 sec): 3 clusters Score: Raw -8434.270819 + Penalty 889.680023 = -7544.590796 nChanged 1 SP:Iteration 4Q (46.400581 sec): 3 clusters Score: Raw -8434.885237 + Penalty 889.217353 = -7545.667884 nChanged 1 SP:Iteration 5Q (46.401059 sec): 3 clusters Score: Raw -8434.827913 + Penalty 889.217353 = -7545.610560 nChanged 0 SP:Iteration 6F (46.401548 sec): 3 clusters Score: Raw -8434.827913 + Penalty 889.217353 = -7545.610560 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.407697 sec): 2 clusters Score: Raw -95607.789958 + Penalty 873.138283 = -94734.651675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.410612 sec): 3 clusters Score: Raw -94132.864952 + Penalty 1743.885332 = -92388.979620 nChanged 586 SP:Iteration 1F (46.413467 sec): 3 clusters Score: Raw -95029.292305 + Penalty 1761.194990 = -93268.097315 nChanged 303 SP:Iteration 2F (46.416312 sec): 3 clusters Score: Raw -95772.806573 + Penalty 1793.165868 = -93979.640705 nChanged 164 SP:Iteration 3F (46.419156 sec): 3 clusters Score: Raw -96090.139307 + Penalty 1806.785864 = -94283.353443 nChanged 61 SP:Iteration 4Q (46.421739 sec): 3 clusters Score: Raw -96146.095613 + Penalty 1812.021276 = -94334.074337 nChanged 33 SP:Iteration 5Q (46.424269 sec): 3 clusters Score: Raw -96166.831434 + Penalty 1818.325631 = -94348.505803 nChanged 17 SP:Iteration 6Q (46.426772 sec): 3 clusters Score: Raw -96167.938140 + Penalty 1821.858655 = -94346.079485 nChanged 9 SP:Iteration 7F (46.429621 sec): 3 clusters Score: Raw -96164.437387 + Penalty 1822.573229 = -94341.864158 nChanged 4 SP:Iteration 8F (46.432489 sec): 3 clusters Score: Raw -96162.575407 + Penalty 1823.592660 = -94338.982747 nChanged 6 SP:Iteration 9F (46.435334 sec): 3 clusters Score: Raw -96161.265214 + Penalty 1826.612608 = -94334.652606 nChanged 8 SP:Iteration 10F (46.438182 sec): 3 clusters Score: Raw -96160.630166 + Penalty 1825.791860 = -94334.838306 nChanged 7 SP:Iteration 11Q (46.440642 sec): 3 clusters Score: Raw -96158.770536 + Penalty 1825.745578 = -94333.024958 nChanged 4 SP:Iteration 12F (46.443488 sec): 3 clusters Score: Raw -96156.491662 + Penalty 1826.201829 = -94330.289833 nChanged 3 SP:Iteration 13F (46.446337 sec): 3 clusters Score: Raw -96155.466489 + Penalty 1826.678878 = -94328.787611 nChanged 2 SP:Iteration 14F (46.449228 sec): 3 clusters Score: Raw -96154.089866 + Penalty 1826.678878 = -94327.410988 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 3 (4710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.470574 sec): 2 clusters Score: Raw -223980.617706 + Penalty 332.623554 = -223647.994152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.479279 sec): 3 clusters Score: Raw -220926.296115 + Penalty 695.105417 = -220231.190698 nChanged 2224 SP:Iteration 1F (46.487757 sec): 3 clusters Score: Raw -223084.216871 + Penalty 747.268860 = -222336.948011 nChanged 570 SP:Iteration 2F (46.496226 sec): 3 clusters Score: Raw -223637.508997 + Penalty 776.716224 = -222860.792773 nChanged 223 SP:Iteration 3Q (46.504681 sec): 3 clusters Score: Raw -223851.281703 + Penalty 799.612434 = -223051.669268 nChanged 123 SP:Iteration 4Q (46.512712 sec): 3 clusters Score: Raw -223951.407114 + Penalty 818.973908 = -223132.433206 nChanged 82 SP:Iteration 5Q (46.520344 sec): 3 clusters Score: Raw -224009.371620 + Penalty 834.820860 = -223174.550760 nChanged 55 SP:Iteration 6Q (46.527786 sec): 3 clusters Score: Raw -224035.968083 + Penalty 848.064776 = -223187.903307 nChanged 39 SP:Iteration 7Q (46.535160 sec): 3 clusters Score: Raw -224058.604054 + Penalty 861.831258 = -223196.772796 nChanged 41 SP:Iteration 8Q (46.542539 sec): 3 clusters Score: Raw -224083.447124 + Penalty 869.374760 = -223214.072364 nChanged 35 SP:Iteration 9Q (46.549778 sec): 3 clusters Score: Raw -224107.978457 + Penalty 872.322446 = -223235.656011 nChanged 22 SP:Iteration 10F (46.558237 sec): 3 clusters Score: Raw -224122.236476 + Penalty 869.517475 = -223252.719001 nChanged 22 SP:Iteration 11Q (46.565314 sec): 3 clusters Score: Raw -224133.197447 + Penalty 866.743996 = -223266.453451 nChanged 17 SP:Iteration 12Q (46.572358 sec): 3 clusters Score: Raw -224139.477874 + Penalty 864.182613 = -223275.295261 nChanged 15 SP:Iteration 13Q (46.579373 sec): 3 clusters Score: Raw -224144.093112 + Penalty 858.330792 = -223285.762320 nChanged 19 SP:Iteration 14Q (46.586360 sec): 3 clusters Score: Raw -224151.245251 + Penalty 858.106045 = -223293.139206 nChanged 16 SP:Iteration 15Q (46.593308 sec): 3 clusters Score: Raw -224158.424420 + Penalty 855.592978 = -223302.831443 nChanged 12 SP:Iteration 16Q (46.600304 sec): 3 clusters Score: Raw -224163.163910 + Penalty 854.591599 = -223308.572311 nChanged 9 SP:Iteration 17Q (46.607597 sec): 3 clusters Score: Raw -224166.819913 + Penalty 850.015687 = -223316.804226 nChanged 8 SP:Iteration 18Q (46.614557 sec): 3 clusters Score: Raw -224170.387493 + Penalty 849.752975 = -223320.634518 nChanged 6 SP:Iteration 19Q (46.621445 sec): 3 clusters Score: Raw -224171.894334 + Penalty 848.042407 = -223323.851927 nChanged 3 SP:Iteration 20F (46.629784 sec): 3 clusters Score: Raw -224172.332898 + Penalty 846.596961 = -223325.735937 nChanged 2 SP:Iteration 21Q (46.636840 sec): 3 clusters Score: Raw -224172.815951 + Penalty 842.680392 = -223330.135559 nChanged 4 SP:Iteration 22Q (46.643849 sec): 3 clusters Score: Raw -224173.432887 + Penalty 840.768803 = -223332.664084 nChanged 2 SP:Iteration 23Q (46.650780 sec): 3 clusters Score: Raw -224173.587642 + Penalty 839.406045 = -223334.181598 nChanged 2 SP:Iteration 24Q (46.657764 sec): 3 clusters Score: Raw -224174.359665 + Penalty 835.217064 = -223339.142601 nChanged 4 SP:Iteration 25Q (46.664606 sec): 3 clusters Score: Raw -224176.002508 + Penalty 830.533632 = -223345.468876 nChanged 5 SP:Iteration 26Q (46.671438 sec): 3 clusters Score: Raw -224177.040502 + Penalty 826.379184 = -223350.661318 nChanged 7 SP:Iteration 27Q (46.678257 sec): 3 clusters Score: Raw -224178.314645 + Penalty 825.227356 = -223353.087289 nChanged 3 SP:Iteration 28Q (46.685059 sec): 3 clusters Score: Raw -224178.832239 + Penalty 823.429622 = -223355.402618 nChanged 6 SP:Iteration 29Q (46.691857 sec): 3 clusters Score: Raw -224179.989858 + Penalty 822.726219 = -223357.263639 nChanged 3 SP:Iteration 30F (46.700227 sec): 3 clusters Score: Raw -224180.697830 + Penalty 822.013591 = -223358.684238 nChanged 1 SP:Iteration 31Q (46.707191 sec): 3 clusters Score: Raw -224181.333741 + Penalty 821.252188 = -223360.081552 nChanged 1 SP:Iteration 32Q (46.714002 sec): 3 clusters Score: Raw -224181.671315 + Penalty 821.392126 = -223360.279189 nChanged 1 SP:Iteration 33Q (46.720783 sec): 3 clusters Score: Raw -224181.727092 + Penalty 821.483755 = -223360.243336 nChanged 2 SP:Iteration 34F (46.729120 sec): 3 clusters Score: Raw -224181.825382 + Penalty 821.483755 = -223360.341626 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.756537 sec): 2 clusters Score: Raw -288810.446853 + Penalty 308.620215 = -288501.826638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.766495 sec): 3 clusters Score: Raw -285175.901509 + Penalty 618.487968 = -284557.413541 nChanged 2483 SP:Iteration 1F (46.776320 sec): 3 clusters Score: Raw -286662.536661 + Penalty 619.515450 = -286043.021211 nChanged 583 SP:Iteration 2F (46.786108 sec): 3 clusters Score: Raw -286919.114382 + Penalty 617.678252 = -286301.436130 nChanged 416 SP:Iteration 3F (46.795908 sec): 3 clusters Score: Raw -287115.873048 + Penalty 613.054612 = -286502.818437 nChanged 359 SP:Iteration 4F (46.805713 sec): 3 clusters Score: Raw -287303.707613 + Penalty 607.718690 = -286695.988924 nChanged 354 SP:Iteration 5F (46.815872 sec): 3 clusters Score: Raw -287507.896798 + Penalty 603.197187 = -286904.699611 nChanged 351 SP:Iteration 6F (46.825634 sec): 3 clusters Score: Raw -287732.726194 + Penalty 599.230528 = -287133.495666 nChanged 336 SP:Iteration 7F (46.835374 sec): 3 clusters Score: Raw -287914.014290 + Penalty 597.178594 = -287316.835696 nChanged 305 SP:Iteration 8F (46.845127 sec): 3 clusters Score: Raw -288074.989042 + Penalty 597.174248 = -287477.814794 nChanged 274 SP:Iteration 9F (46.854854 sec): 3 clusters Score: Raw -288246.102450 + Penalty 597.217360 = -287648.885090 nChanged 258 SP:Iteration 10F (46.864671 sec): 3 clusters Score: Raw -288398.539078 + Penalty 597.554968 = -287800.984110 nChanged 198 SP:Iteration 11Q (46.874269 sec): 3 clusters Score: Raw -288485.225945 + Penalty 599.850250 = -287885.375695 nChanged 150 SP:Iteration 12Q (46.883873 sec): 3 clusters Score: Raw -288544.810898 + Penalty 602.431008 = -287942.379890 nChanged 151 SP:Iteration 13Q (46.893445 sec): 3 clusters Score: Raw -288612.139518 + Penalty 606.662575 = -288005.476944 nChanged 134 SP:Iteration 14Q (46.903012 sec): 3 clusters Score: Raw -288680.764552 + Penalty 603.576910 = -288077.187642 nChanged 121 SP:Iteration 15Q (46.912377 sec): 3 clusters Score: Raw -288741.579546 + Penalty 600.257633 = -288141.321913 nChanged 107 SP:Iteration 16Q (46.921336 sec): 3 clusters Score: Raw -288789.218268 + Penalty 597.361737 = -288191.856530 nChanged 78 SP:Iteration 17Q (46.929874 sec): 3 clusters Score: Raw -288812.788302 + Penalty 597.871992 = -288214.916310 nChanged 72 SP:Iteration 18Q (46.938147 sec): 3 clusters Score: Raw -288822.097954 + Penalty 601.666681 = -288220.431272 nChanged 55 SP:Iteration 19Q (46.946275 sec): 3 clusters Score: Raw -288824.413480 + Penalty 603.694636 = -288220.718844 nChanged 50 SP:Iteration 20F (46.955823 sec): 3 clusters Score: Raw -288824.850711 + Penalty 603.788067 = -288221.062644 nChanged 38 SP:Iteration 21Q (46.963842 sec): 3 clusters Score: Raw -288819.557516 + Penalty 607.028632 = -288212.528884 nChanged 31 SP:Iteration 22F (46.973395 sec): 3 clusters Score: Raw -288813.520796 + Penalty 600.642604 = -288212.878192 nChanged 34 SP:Iteration 23Q (46.981267 sec): 3 clusters Score: Raw -288808.396103 + Penalty 594.454070 = -288213.942032 nChanged 32 SP:Iteration 24Q (46.989105 sec): 3 clusters Score: Raw -288804.531344 + Penalty 592.145543 = -288212.385800 nChanged 33 SP:Iteration 25F (46.998643 sec): 3 clusters Score: Raw -288800.373605 + Penalty 592.685997 = -288207.687609 nChanged 31 SP:Iteration 26F (47.008202 sec): 3 clusters Score: Raw -288796.324402 + Penalty 580.795557 = -288215.528844 nChanged 34 SP:Iteration 27Q (47.016065 sec): 3 clusters Score: Raw -288794.406548 + Penalty 564.428894 = -288229.977654 nChanged 31 SP:Iteration 28Q (47.023906 sec): 3 clusters Score: Raw -288797.188121 + Penalty 529.819373 = -288267.368749 nChanged 26 SP:Iteration 29Q (47.031540 sec): 3 clusters Score: Raw -288798.388260 + Penalty 496.100738 = -288302.287522 nChanged 28 SP:Iteration 30F (47.041066 sec): 3 clusters Score: Raw -288799.492094 + Penalty 483.421654 = -288316.070440 nChanged 20 SP:Iteration 31Q (47.048669 sec): 3 clusters Score: Raw -288800.022604 + Penalty 469.475833 = -288330.546770 nChanged 14 SP:Iteration 32Q (47.056156 sec): 3 clusters Score: Raw -288801.548818 + Penalty 458.204178 = -288343.344640 nChanged 15 SP:Iteration 33Q (47.063647 sec): 3 clusters Score: Raw -288803.467288 + Penalty 459.738307 = -288343.728981 nChanged 9 SP:Iteration 34Q (47.071149 sec): 3 clusters Score: Raw -288806.822198 + Penalty 490.944248 = -288315.877950 nChanged 6 SP:Iteration 35F (47.080601 sec): 3 clusters Score: Raw -288809.347753 + Penalty 506.397438 = -288302.950314 nChanged 1 SP:Iteration 36F (47.090097 sec): 3 clusters Score: Raw -288810.934505 + Penalty 506.397438 = -288304.537067 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.097039 sec): 2 clusters Score: Raw -32259.869183 + Penalty 162.283299 = -32097.585884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.098387 sec): 3 clusters Score: Raw -31886.402290 + Penalty 342.923577 = -31543.478713 nChanged 290 SP:Iteration 1F (47.099721 sec): 3 clusters Score: Raw -32104.596254 + Penalty 358.816544 = -31745.779710 nChanged 74 SP:Iteration 2F (47.101118 sec): 3 clusters Score: Raw -32162.186920 + Penalty 362.912204 = -31799.274717 nChanged 37 SP:Iteration 3F (47.102494 sec): 3 clusters Score: Raw -32189.527853 + Penalty 361.106646 = -31828.421208 nChanged 23 SP:Iteration 4Q (47.103875 sec): 3 clusters Score: Raw -32210.189130 + Penalty 350.322659 = -31859.866471 nChanged 27 SP:Iteration 5Q (47.105266 sec): 3 clusters Score: Raw -32233.863186 + Penalty 344.850843 = -31889.012343 nChanged 19 SP:Iteration 6Q (47.106653 sec): 3 clusters Score: Raw -32248.972777 + Penalty 359.403405 = -31889.569372 nChanged 10 SP:Iteration 7Q (47.108042 sec): 3 clusters Score: Raw -32253.899722 + Penalty 348.412719 = -31905.487004 nChanged 5 SP:Iteration 8Q (47.109423 sec): 3 clusters Score: Raw -32255.160621 + Penalty 361.171935 = -31893.988687 nChanged 3 SP:Iteration 9F (47.110805 sec): 3 clusters Score: Raw -32255.798575 + Penalty 364.719982 = -31891.078593 nChanged 1 SP:Iteration 10F (47.112184 sec): 3 clusters Score: Raw -32255.738564 + Penalty 370.386178 = -31885.352386 nChanged 1 SP:Iteration 11F (47.113585 sec): 3 clusters Score: Raw -32255.950826 + Penalty 376.598475 = -31879.352351 nChanged 1 SP:Iteration 12F (47.115000 sec): 3 clusters Score: Raw -32257.229191 + Penalty 351.391136 = -31905.838055 nChanged 2 SP:Iteration 13Q (47.116332 sec): 3 clusters Score: Raw -32258.622119 + Penalty 351.391136 = -31907.230984 nChanged 0 SP:Iteration 14F (47.117715 sec): 3 clusters Score: Raw -32258.622119 + Penalty 351.391136 = -31907.230984 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.133247 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.142630 sec): 3 clusters Score: Raw -271695.907007 + Penalty 582.157521 = -271113.749485 nChanged 2337 SP:Iteration 1F (47.151858 sec): 3 clusters Score: Raw -273867.568498 + Penalty 603.110892 = -273264.457605 nChanged 593 SP:Iteration 2F (47.161056 sec): 3 clusters Score: Raw -274360.586410 + Penalty 620.633428 = -273739.952981 nChanged 385 SP:Iteration 3F (47.170276 sec): 3 clusters Score: Raw -274732.240674 + Penalty 643.119990 = -274089.120684 nChanged 277 SP:Iteration 4F (47.179467 sec): 3 clusters Score: Raw -275016.039572 + Penalty 686.176271 = -274329.863301 nChanged 150 SP:Iteration 5Q (47.187501 sec): 3 clusters Score: Raw -275153.405095 + Penalty 779.146810 = -274374.258285 nChanged 54 SP:Iteration 6Q (47.194892 sec): 3 clusters Score: Raw -275206.384304 + Penalty 1069.317388 = -274137.066916 nChanged 17 SP:Iteration 7F (47.204107 sec): 3 clusters Score: Raw -275230.552421 + Penalty 1083.522415 = -274147.030006 nChanged 1 SP:Iteration 8Q (47.211330 sec): 3 clusters Score: Raw -275234.411170 + Penalty 1083.522415 = -274150.888756 nChanged 0 SP:Iteration 9F (47.220680 sec): 3 clusters Score: Raw -275234.411170 + Penalty 1083.522415 = -274150.888756 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.227094 sec): 2 clusters Score: Raw -34060.959900 + Penalty 393.537790 = -33667.422110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.228502 sec): 3 clusters Score: Raw -33712.339562 + Penalty 757.662483 = -32954.677079 nChanged 276 SP:Iteration 1F (47.229881 sec): 3 clusters Score: Raw -34048.551607 + Penalty 715.862357 = -33332.689250 nChanged 88 SP:Iteration 2F (47.231283 sec): 3 clusters Score: Raw -34151.694536 + Penalty 685.037779 = -33466.656758 nChanged 56 SP:Iteration 3F (47.232675 sec): 3 clusters Score: Raw -34187.575421 + Penalty 673.486986 = -33514.088435 nChanged 22 SP:Iteration 4Q (47.234042 sec): 3 clusters Score: Raw -34194.319757 + Penalty 665.950563 = -33528.369194 nChanged 7 SP:Iteration 5Q (47.235395 sec): 3 clusters Score: Raw -34196.999290 + Penalty 659.299553 = -33537.699737 nChanged 7 SP:Iteration 6Q (47.236773 sec): 3 clusters Score: Raw -34199.102820 + Penalty 657.874763 = -33541.228057 nChanged 7 SP:Iteration 7Q (47.238146 sec): 3 clusters Score: Raw -34201.268585 + Penalty 655.693064 = -33545.575520 nChanged 6 SP:Iteration 8Q (47.239524 sec): 3 clusters Score: Raw -34202.652553 + Penalty 655.045770 = -33547.606783 nChanged 3 SP:Iteration 9Q (47.240908 sec): 3 clusters Score: Raw -34202.955223 + Penalty 654.284424 = -33548.670799 nChanged 2 SP:Iteration 10F (47.242295 sec): 3 clusters Score: Raw -34203.186828 + Penalty 652.361945 = -33550.824883 nChanged 2 SP:Iteration 11Q (47.243667 sec): 3 clusters Score: Raw -34203.847620 + Penalty 651.923244 = -33551.924377 nChanged 2 SP:Iteration 12Q (47.245057 sec): 3 clusters Score: Raw -34204.267886 + Penalty 650.787280 = -33553.480606 nChanged 1 SP:Iteration 13Q (47.246433 sec): 3 clusters Score: Raw -34204.523129 + Penalty 650.704166 = -33553.818962 nChanged 1 SP:Iteration 14Q (47.247811 sec): 3 clusters Score: Raw -34204.599697 + Penalty 650.704166 = -33553.895531 nChanged 0 SP:Iteration 15F (47.249220 sec): 3 clusters Score: Raw -34204.599697 + Penalty 650.704166 = -33553.895531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.253134 sec): 2 clusters Score: Raw -25348.896157 + Penalty 974.364240 = -24374.531918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.254067 sec): 3 clusters Score: Raw -24794.761980 + Penalty 1948.863000 = -22845.898980 nChanged 138 SP:Iteration 1F (47.254987 sec): 3 clusters Score: Raw -25047.416666 + Penalty 1948.805985 = -23098.610680 nChanged 52 SP:Iteration 2F (47.255900 sec): 3 clusters Score: Raw -25164.961005 + Penalty 1948.596672 = -23216.364332 nChanged 35 SP:Iteration 3F (47.256815 sec): 3 clusters Score: Raw -25260.136767 + Penalty 1948.177982 = -23311.958786 nChanged 37 SP:Iteration 4F (47.257724 sec): 3 clusters Score: Raw -25361.898259 + Penalty 1947.735831 = -23414.162428 nChanged 25 SP:Iteration 5F (47.258631 sec): 3 clusters Score: Raw -25420.211420 + Penalty 1947.031382 = -23473.180038 nChanged 27 SP:Iteration 6F (47.259540 sec): 3 clusters Score: Raw -25480.973238 + Penalty 1946.313434 = -23534.659804 nChanged 17 SP:Iteration 7Q (47.260328 sec): 3 clusters Score: Raw -25517.430592 + Penalty 1945.685714 = -23571.744877 nChanged 11 SP:Iteration 8Q (47.261096 sec): 3 clusters Score: Raw -25529.514540 + Penalty 1945.238986 = -23584.275554 nChanged 7 SP:Iteration 9Q (47.261852 sec): 3 clusters Score: Raw -25531.620729 + Penalty 1945.080517 = -23586.540212 nChanged 2 SP:Iteration 10F (47.262753 sec): 3 clusters Score: Raw -25532.205929 + Penalty 1945.080517 = -23587.125412 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.267954 sec): 2 clusters Score: Raw -59115.864078 + Penalty 842.029667 = -58273.834411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.269874 sec): 3 clusters Score: Raw -58236.457472 + Penalty 1690.142639 = -56546.314833 nChanged 375 SP:Iteration 1F (47.271774 sec): 3 clusters Score: Raw -58856.906386 + Penalty 1725.548317 = -57131.358070 nChanged 137 SP:Iteration 2F (47.273732 sec): 3 clusters Score: Raw -59106.565462 + Penalty 1748.122052 = -57358.443410 nChanged 69 SP:Iteration 3F (47.275672 sec): 3 clusters Score: Raw -59195.370506 + Penalty 1754.937400 = -57440.433106 nChanged 29 SP:Iteration 4Q (47.277418 sec): 3 clusters Score: Raw -59222.867025 + Penalty 1758.145530 = -57464.721495 nChanged 11 SP:Iteration 5Q (47.279107 sec): 3 clusters Score: Raw -59232.725401 + Penalty 1758.209735 = -57474.515666 nChanged 8 SP:Iteration 6Q (47.280776 sec): 3 clusters Score: Raw -59242.164882 + Penalty 1758.078462 = -57484.086420 nChanged 3 SP:Iteration 7Q (47.282434 sec): 3 clusters Score: Raw -59242.716889 + Penalty 1758.135112 = -57484.581777 nChanged 2 SP:Iteration 8Q (47.284089 sec): 3 clusters Score: Raw -59242.918724 + Penalty 1758.261010 = -57484.657713 nChanged 2 SP:Iteration 9Q (47.285739 sec): 3 clusters Score: Raw -59242.401932 + Penalty 1757.892562 = -57484.509370 nChanged 3 SP:Iteration 10F (47.287701 sec): 3 clusters Score: Raw -59243.262284 + Penalty 1757.892562 = -57485.369722 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.310507 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.319016 sec): 3 clusters Score: Raw -247237.745123 + Penalty 488.811843 = -246748.933280 nChanged 2169 SP:Iteration 1F (47.327459 sec): 3 clusters Score: Raw -248765.561294 + Penalty 492.406290 = -248273.155004 nChanged 570 SP:Iteration 2F (47.335761 sec): 3 clusters Score: Raw -249198.318736 + Penalty 494.905809 = -248703.412928 nChanged 404 SP:Iteration 3F (47.344065 sec): 3 clusters Score: Raw -249585.752999 + Penalty 495.712024 = -249090.040974 nChanged 320 SP:Iteration 4F (47.352516 sec): 3 clusters Score: Raw -249820.984462 + Penalty 496.129357 = -249324.855105 nChanged 243 SP:Iteration 5F (47.360871 sec): 3 clusters Score: Raw -249942.548802 + Penalty 497.037319 = -249445.511483 nChanged 182 SP:Iteration 6Q (47.369160 sec): 3 clusters Score: Raw -250017.239265 + Penalty 497.836135 = -249519.403130 nChanged 135 SP:Iteration 7Q (47.377307 sec): 3 clusters Score: Raw -250068.581668 + Penalty 498.970669 = -249569.610999 nChanged 116 SP:Iteration 8Q (47.385417 sec): 3 clusters Score: Raw -250105.463408 + Penalty 499.379423 = -249606.083985 nChanged 82 SP:Iteration 9Q (47.393614 sec): 3 clusters Score: Raw -250126.756454 + Penalty 499.930844 = -249626.825610 nChanged 63 SP:Iteration 10F (47.402021 sec): 3 clusters Score: Raw -250149.139753 + Penalty 501.060355 = -249648.079398 nChanged 69 SP:Iteration 11Q (47.410163 sec): 3 clusters Score: Raw -250171.413890 + Penalty 502.194825 = -249669.219064 nChanged 68 SP:Iteration 12Q (47.418307 sec): 3 clusters Score: Raw -250187.406305 + Penalty 503.127530 = -249684.278775 nChanged 58 SP:Iteration 13Q (47.426655 sec): 3 clusters Score: Raw -250200.099275 + Penalty 503.779993 = -249696.319282 nChanged 42 SP:Iteration 14Q (47.434838 sec): 3 clusters Score: Raw -250209.262475 + Penalty 505.061027 = -249704.201448 nChanged 42 SP:Iteration 15Q (47.443307 sec): 3 clusters Score: Raw -250216.992545 + Penalty 506.166775 = -249710.825770 nChanged 40 SP:Iteration 16Q (47.451401 sec): 3 clusters Score: Raw -250226.088990 + Penalty 506.533717 = -249719.555273 nChanged 45 SP:Iteration 17Q (47.459563 sec): 3 clusters Score: Raw -250234.230228 + Penalty 506.365618 = -249727.864610 nChanged 40 SP:Iteration 18Q (47.467645 sec): 3 clusters Score: Raw -250238.367406 + Penalty 506.289675 = -249732.077731 nChanged 36 SP:Iteration 19Q (47.475625 sec): 3 clusters Score: Raw -250241.242410 + Penalty 506.192025 = -249735.050385 nChanged 31 SP:Iteration 20F (47.483924 sec): 3 clusters Score: Raw -250241.553865 + Penalty 507.046690 = -249734.507175 nChanged 35 SP:Iteration 21F (47.492252 sec): 3 clusters Score: Raw -250243.061882 + Penalty 508.216507 = -249734.845375 nChanged 41 SP:Iteration 22Q (47.500282 sec): 3 clusters Score: Raw -250244.505208 + Penalty 508.750473 = -249735.754735 nChanged 43 SP:Iteration 23Q (47.508255 sec): 3 clusters Score: Raw -250247.052303 + Penalty 509.230546 = -249737.821757 nChanged 48 SP:Iteration 24Q (47.516271 sec): 3 clusters Score: Raw -250249.001325 + Penalty 510.225823 = -249738.775501 nChanged 49 SP:Iteration 25Q (47.524277 sec): 3 clusters Score: Raw -250249.128173 + Penalty 509.671913 = -249739.456261 nChanged 44 SP:Iteration 26Q (47.532207 sec): 3 clusters Score: Raw -250252.427631 + Penalty 508.454126 = -249743.973505 nChanged 52 SP:Iteration 27Q (47.540068 sec): 3 clusters Score: Raw -250259.157531 + Penalty 508.746847 = -249750.410684 nChanged 58 SP:Iteration 28Q (47.547916 sec): 3 clusters Score: Raw -250263.902682 + Penalty 509.473769 = -249754.428912 nChanged 64 SP:Iteration 29Q (47.555691 sec): 3 clusters Score: Raw -250271.383117 + Penalty 508.977002 = -249762.406115 nChanged 65 SP:Iteration 30F (47.564001 sec): 3 clusters Score: Raw -250276.625302 + Penalty 508.212269 = -249768.413033 nChanged 73 SP:Iteration 31Q (47.571696 sec): 3 clusters Score: Raw -250285.775009 + Penalty 505.462265 = -249780.312744 nChanged 75 SP:Iteration 32Q (47.579332 sec): 3 clusters Score: Raw -250299.888800 + Penalty 500.303036 = -249799.585765 nChanged 83 SP:Iteration 33Q (47.586910 sec): 3 clusters Score: Raw -250318.462412 + Penalty 495.130094 = -249823.332318 nChanged 80 SP:Iteration 34Q (47.594394 sec): 3 clusters Score: Raw -250339.889835 + Penalty 490.839494 = -249849.050342 nChanged 88 SP:Iteration 35Q (47.601807 sec): 3 clusters Score: Raw -250367.746084 + Penalty 481.874396 = -249885.871689 nChanged 79 SP:Iteration 36Q (47.609115 sec): 3 clusters Score: Raw -250397.754185 + Penalty 473.659828 = -249924.094356 nChanged 72 SP:Iteration 37Q (47.616313 sec): 3 clusters Score: Raw -250431.803714 + Penalty 453.027028 = -249978.776686 nChanged 80 SP:Iteration 38Q (47.623427 sec): 3 clusters Score: Raw -250475.125248 + Penalty 433.371216 = -250041.754031 nChanged 72 SP:Iteration 39Q (47.630496 sec): 3 clusters Score: Raw -250517.418454 + Penalty 424.586416 = -250092.832038 nChanged 62 SP:Iteration 40F (47.638934 sec): 3 clusters Score: Raw -250535.775477 + Penalty 421.884968 = -250113.890509 nChanged 51 SP:Iteration 41Q (47.645837 sec): 3 clusters Score: Raw -250546.916836 + Penalty 418.198983 = -250128.717852 nChanged 42 SP:Iteration 42Q (47.652671 sec): 3 clusters Score: Raw -250558.767625 + Penalty 421.700978 = -250137.066647 nChanged 43 SP:Iteration 43Q (47.659489 sec): 3 clusters Score: Raw -250576.757121 + Penalty 423.400506 = -250153.356614 nChanged 43 SP:Iteration 44Q (47.666274 sec): 3 clusters Score: Raw -250593.596048 + Penalty 426.144212 = -250167.451836 nChanged 37 SP:Iteration 45Q (47.673166 sec): 3 clusters Score: Raw -250601.725473 + Penalty 432.326579 = -250169.398894 nChanged 34 SP:Iteration 46Q (47.679855 sec): 3 clusters Score: Raw -250614.424683 + Penalty 428.144335 = -250186.280348 nChanged 32 SP:Iteration 47Q (47.686521 sec): 3 clusters Score: Raw -250623.812461 + Penalty 435.276796 = -250188.535665 nChanged 32 SP:Iteration 48Q (47.693162 sec): 3 clusters Score: Raw -250642.566663 + Penalty 427.950815 = -250214.615848 nChanged 30 SP:Iteration 49Q (47.699844 sec): 3 clusters Score: Raw -250665.266659 + Penalty 364.020761 = -250301.245898 nChanged 27 SP:Iteration 50F (47.707381 sec): 3 clusters Score: Raw -250695.166230 + Penalty 245.655229 = -250449.511000 nChanged 4 SP:Iteration 51Q (47.713957 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP:Iteration 52F (47.720440 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.724785 sec): 2 clusters Score: Raw -25587.274426 + Penalty 504.915319 = -25082.359107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.725783 sec): 3 clusters Score: Raw -25178.826738 + Penalty 1007.471145 = -24171.355592 nChanged 159 SP:Iteration 1F (47.726797 sec): 3 clusters Score: Raw -25312.861307 + Penalty 1003.863245 = -24308.998062 nChanged 48 SP:Iteration 2F (47.727781 sec): 3 clusters Score: Raw -25362.533721 + Penalty 996.347844 = -24366.185877 nChanged 33 SP:Iteration 3F (47.728783 sec): 3 clusters Score: Raw -25395.878856 + Penalty 991.756593 = -24404.122264 nChanged 20 SP:Iteration 4Q (47.729736 sec): 3 clusters Score: Raw -25410.858439 + Penalty 981.857535 = -24429.000905 nChanged 21 SP:Iteration 5Q (47.730678 sec): 3 clusters Score: Raw -25448.039882 + Penalty 966.816777 = -24481.223105 nChanged 21 SP:Iteration 6Q (47.731602 sec): 3 clusters Score: Raw -25483.251758 + Penalty 959.289392 = -24523.962366 nChanged 12 SP:Iteration 7Q (47.732542 sec): 3 clusters Score: Raw -25520.884889 + Penalty 951.775779 = -24569.109110 nChanged 7 SP:Iteration 8Q (47.733452 sec): 3 clusters Score: Raw -25538.085485 + Penalty 950.871211 = -24587.214274 nChanged 5 SP:Iteration 9Q (47.734356 sec): 3 clusters Score: Raw -25548.295005 + Penalty 950.110229 = -24598.184777 nChanged 1 SP:Iteration 10F (47.735381 sec): 3 clusters Score: Raw -25548.383382 + Penalty 950.330580 = -24598.052802 nChanged 1 SP:Iteration 11F (47.736405 sec): 3 clusters Score: Raw -25551.607507 + Penalty 947.404300 = -24604.203207 nChanged 2 SP:Iteration 12Q (47.737298 sec): 3 clusters Score: Raw -25558.235863 + Penalty 946.220686 = -24612.015177 nChanged 3 SP:Iteration 13Q (47.738152 sec): 3 clusters Score: Raw -25561.000642 + Penalty 939.051670 = -24621.948971 nChanged 3 SP:Iteration 14Q (47.739001 sec): 3 clusters Score: Raw -25563.469996 + Penalty 937.097870 = -24626.372127 nChanged 4 SP:Iteration 15Q (47.739850 sec): 3 clusters Score: Raw -25569.757249 + Penalty 935.166665 = -24634.590583 nChanged 2 SP:Iteration 16Q (47.740696 sec): 3 clusters Score: Raw -25570.770245 + Penalty 933.336407 = -24637.433839 nChanged 1 SP:Iteration 17Q (47.741543 sec): 3 clusters Score: Raw -25571.524669 + Penalty 933.088930 = -24638.435739 nChanged 1 SP:Iteration 18Q (47.742388 sec): 3 clusters Score: Raw -25571.614572 + Penalty 933.088930 = -24638.525642 nChanged 0 SP:Iteration 19F (47.743363 sec): 3 clusters Score: Raw -25571.614572 + Penalty 933.088930 = -24638.525642 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.746316 sec): 2 clusters Score: Raw -44110.792049 + Penalty 210.714941 = -43900.077108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.748192 sec): 3 clusters Score: Raw -43573.197006 + Penalty 430.071382 = -43143.125624 nChanged 381 SP:Iteration 1F (47.749948 sec): 3 clusters Score: Raw -43878.096531 + Penalty 428.743649 = -43449.352882 nChanged 53 SP:Iteration 2F (47.751703 sec): 3 clusters Score: Raw -43892.071381 + Penalty 428.967531 = -43463.103849 nChanged 24 SP:Iteration 3Q (47.753444 sec): 3 clusters Score: Raw -43899.135948 + Penalty 428.527107 = -43470.608841 nChanged 17 SP:Iteration 4Q (47.755185 sec): 3 clusters Score: Raw -43903.600504 + Penalty 427.931905 = -43475.668599 nChanged 19 SP:Iteration 5Q (47.756927 sec): 3 clusters Score: Raw -43909.273572 + Penalty 428.287297 = -43480.986275 nChanged 21 SP:Iteration 6Q (47.758664 sec): 3 clusters Score: Raw -43913.341614 + Penalty 429.134521 = -43484.207092 nChanged 18 SP:Iteration 7Q (47.760435 sec): 3 clusters Score: Raw -43921.466141 + Penalty 430.153353 = -43491.312788 nChanged 25 SP:Iteration 8Q (47.762175 sec): 3 clusters Score: Raw -43932.348167 + Penalty 431.019340 = -43501.328827 nChanged 22 SP:Iteration 9Q (47.763909 sec): 3 clusters Score: Raw -43945.049803 + Penalty 433.169312 = -43511.880491 nChanged 19 SP:Iteration 10F (47.765716 sec): 3 clusters Score: Raw -43950.030372 + Penalty 433.240141 = -43516.790230 nChanged 12 SP:Iteration 11Q (47.767483 sec): 3 clusters Score: Raw -43954.767238 + Penalty 432.189838 = -43522.577401 nChanged 9 SP:Iteration 12Q (47.769205 sec): 3 clusters Score: Raw -43956.299183 + Penalty 432.363130 = -43523.936053 nChanged 7 SP:Iteration 13Q (47.770934 sec): 3 clusters Score: Raw -43957.298669 + Penalty 432.277489 = -43525.021180 nChanged 8 SP:Iteration 14Q (47.772660 sec): 3 clusters Score: Raw -43958.688403 + Penalty 432.153695 = -43526.534708 nChanged 10 SP:Iteration 15Q (47.774388 sec): 3 clusters Score: Raw -43961.145024 + Penalty 432.553340 = -43528.591684 nChanged 5 SP:Iteration 16Q (47.776112 sec): 3 clusters Score: Raw -43963.293864 + Penalty 432.634421 = -43530.659442 nChanged 7 SP:Iteration 17Q (47.777839 sec): 3 clusters Score: Raw -43964.604705 + Penalty 432.735150 = -43531.869554 nChanged 6 SP:Iteration 18Q (47.779610 sec): 3 clusters Score: Raw -43969.770470 + Penalty 432.447292 = -43537.323178 nChanged 9 SP:Iteration 19Q (47.781364 sec): 3 clusters Score: Raw -43978.949642 + Penalty 432.723855 = -43546.225787 nChanged 9 SP:Iteration 20F (47.783106 sec): 3 clusters Score: Raw -43981.660637 + Penalty 432.468474 = -43549.192163 nChanged 4 SP:Iteration 21Q (47.784826 sec): 3 clusters Score: Raw -43982.443807 + Penalty 431.643090 = -43550.800718 nChanged 3 SP:Iteration 22Q (47.786548 sec): 3 clusters Score: Raw -43982.702328 + Penalty 430.562337 = -43552.139991 nChanged 4 SP:Iteration 23Q (47.788270 sec): 3 clusters Score: Raw -43983.439842 + Penalty 429.323220 = -43554.116622 nChanged 5 SP:Iteration 24Q (47.789990 sec): 3 clusters Score: Raw -43984.164749 + Penalty 427.771783 = -43556.392966 nChanged 7 SP:Iteration 25Q (47.791711 sec): 3 clusters Score: Raw -43986.175011 + Penalty 425.426609 = -43560.748402 nChanged 10 SP:Iteration 26Q (47.793480 sec): 3 clusters Score: Raw -43989.375045 + Penalty 423.962845 = -43565.412199 nChanged 6 SP:Iteration 27Q (47.795225 sec): 3 clusters Score: Raw -43990.003121 + Penalty 423.019547 = -43566.983574 nChanged 4 SP:Iteration 28Q (47.796935 sec): 3 clusters Score: Raw -43990.172406 + Penalty 422.574500 = -43567.597906 nChanged 2 SP:Iteration 29Q (47.798645 sec): 3 clusters Score: Raw -43990.234043 + Penalty 422.340695 = -43567.893348 nChanged 1 SP:Iteration 30F (47.800391 sec): 3 clusters Score: Raw -43990.251922 + Penalty 422.340695 = -43567.911227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.802233 sec): 2 clusters Score: Raw -12156.357786 + Penalty 513.510758 = -11642.847028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.802925 sec): 3 clusters Score: Raw -11981.970114 + Penalty 1023.776569 = -10958.193545 nChanged 90 SP:Iteration 1F (47.803599 sec): 3 clusters Score: Raw -12142.726325 + Penalty 999.589452 = -11143.136874 nChanged 32 SP:Iteration 2F (47.804271 sec): 3 clusters Score: Raw -12208.272809 + Penalty 989.409077 = -11218.863732 nChanged 12 SP:Iteration 3Q (47.804900 sec): 3 clusters Score: Raw -12235.950921 + Penalty 980.070838 = -11255.880082 nChanged 3 SP:Iteration 4Q (47.805513 sec): 3 clusters Score: Raw -12241.613421 + Penalty 980.070838 = -11261.542583 nChanged 0 SP:Iteration 5F (47.806183 sec): 3 clusters Score: Raw -12241.613421 + Penalty 980.070838 = -11261.542583 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.814563 sec): 2 clusters Score: Raw -83380.549233 + Penalty 136.027326 = -83244.521908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.817903 sec): 3 clusters Score: Raw -82281.225853 + Penalty 277.380883 = -82003.844970 nChanged 816 SP:Iteration 1F (47.821201 sec): 3 clusters Score: Raw -83071.447688 + Penalty 280.964234 = -82790.483454 nChanged 119 SP:Iteration 2F (47.824498 sec): 3 clusters Score: Raw -83167.854804 + Penalty 281.410709 = -82886.444095 nChanged 67 SP:Iteration 3Q (47.827730 sec): 3 clusters Score: Raw -83221.587281 + Penalty 281.057912 = -82940.529369 nChanged 45 SP:Iteration 4Q (47.830894 sec): 3 clusters Score: Raw -83258.543544 + Penalty 278.807662 = -82979.735883 nChanged 37 SP:Iteration 5Q (47.833998 sec): 3 clusters Score: Raw -83281.567392 + Penalty 278.742067 = -83002.825325 nChanged 34 SP:Iteration 6Q (47.837072 sec): 3 clusters Score: Raw -83302.224079 + Penalty 275.433284 = -83026.790794 nChanged 29 SP:Iteration 7Q (47.840052 sec): 3 clusters Score: Raw -83316.466988 + Penalty 275.742304 = -83040.724684 nChanged 18 SP:Iteration 8Q (47.842928 sec): 3 clusters Score: Raw -83323.618426 + Penalty 269.905982 = -83053.712443 nChanged 18 SP:Iteration 9Q (47.845763 sec): 3 clusters Score: Raw -83331.354864 + Penalty 266.608932 = -83064.745932 nChanged 20 SP:Iteration 10F (47.849073 sec): 3 clusters Score: Raw -83343.771991 + Penalty 266.949406 = -83076.822585 nChanged 16 SP:Iteration 11Q (47.851861 sec): 3 clusters Score: Raw -83351.437661 + Penalty 260.997912 = -83090.439750 nChanged 14 SP:Iteration 12Q (47.854623 sec): 3 clusters Score: Raw -83357.013968 + Penalty 259.613718 = -83097.400250 nChanged 12 SP:Iteration 13Q (47.857381 sec): 3 clusters Score: Raw -83362.425570 + Penalty 253.397936 = -83109.027634 nChanged 11 SP:Iteration 14Q (47.860113 sec): 3 clusters Score: Raw -83366.824083 + Penalty 254.095956 = -83112.728127 nChanged 9 SP:Iteration 15Q (47.862834 sec): 3 clusters Score: Raw -83371.691635 + Penalty 254.985491 = -83116.706144 nChanged 10 SP:Iteration 16Q (47.865537 sec): 3 clusters Score: Raw -83375.704865 + Penalty 249.824720 = -83125.880146 nChanged 4 SP:Iteration 17Q (47.868230 sec): 3 clusters Score: Raw -83377.688821 + Penalty 250.402176 = -83127.286645 nChanged 3 SP:Iteration 18Q (47.870912 sec): 3 clusters Score: Raw -83378.498443 + Penalty 242.208709 = -83136.289734 nChanged 5 SP:Iteration 19Q (47.873598 sec): 3 clusters Score: Raw -83381.636951 + Penalty 235.403275 = -83146.233676 nChanged 4 SP:Iteration 20F (47.876918 sec): 3 clusters Score: Raw -83383.800829 + Penalty 238.371654 = -83145.429175 nChanged 4 SP:Iteration 21F (47.880234 sec): 3 clusters Score: Raw -83385.879133 + Penalty 242.860303 = -83143.018830 nChanged 4 SP:Iteration 22F (47.883548 sec): 3 clusters Score: Raw -83388.438857 + Penalty 235.847300 = -83152.591557 nChanged 2 SP:Iteration 23Q (47.886200 sec): 3 clusters Score: Raw -83388.927487 + Penalty 237.684868 = -83151.242619 nChanged 1 SP:Iteration 24F (47.889517 sec): 3 clusters Score: Raw -83389.685168 + Penalty 240.177396 = -83149.507772 nChanged 1 SP:Iteration 25F (47.892831 sec): 3 clusters Score: Raw -83391.322003 + Penalty 245.827640 = -83145.494363 nChanged 2 SP:Iteration 26F (47.896148 sec): 3 clusters Score: Raw -83393.740686 + Penalty 245.827640 = -83147.913046 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.904191 sec): 2 clusters Score: Raw -91315.939814 + Penalty 672.151013 = -90643.788801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.907116 sec): 3 clusters Score: Raw -89723.277158 + Penalty 1344.667036 = -88378.610122 nChanged 621 SP:Iteration 1F (47.909970 sec): 3 clusters Score: Raw -90512.236302 + Penalty 1355.221578 = -89157.014724 nChanged 307 SP:Iteration 2F (47.912825 sec): 3 clusters Score: Raw -91174.878835 + Penalty 1362.011982 = -89812.866853 nChanged 182 SP:Iteration 3F (47.915720 sec): 3 clusters Score: Raw -91554.857927 + Penalty 1371.483489 = -90183.374438 nChanged 124 SP:Iteration 4F (47.918588 sec): 3 clusters Score: Raw -91750.746011 + Penalty 1382.591574 = -90368.154437 nChanged 59 SP:Iteration 5Q (47.921216 sec): 3 clusters Score: Raw -91818.287997 + Penalty 1383.426569 = -90434.861428 nChanged 34 SP:Iteration 6Q (47.923785 sec): 3 clusters Score: Raw -91868.241703 + Penalty 1381.375161 = -90486.866542 nChanged 19 SP:Iteration 7Q (47.926376 sec): 3 clusters Score: Raw -91904.532644 + Penalty 1380.340002 = -90524.192643 nChanged 19 SP:Iteration 8Q (47.929016 sec): 3 clusters Score: Raw -91937.515080 + Penalty 1379.733444 = -90557.781636 nChanged 12 SP:Iteration 9Q (47.931615 sec): 3 clusters Score: Raw -91953.169332 + Penalty 1379.710217 = -90573.459115 nChanged 7 SP:Iteration 10F (47.934515 sec): 3 clusters Score: Raw -91959.872549 + Penalty 1377.090023 = -90582.782525 nChanged 11 SP:Iteration 11Q (47.937140 sec): 3 clusters Score: Raw -91971.333492 + Penalty 1375.529116 = -90595.804376 nChanged 4 SP:Iteration 12Q (47.939900 sec): 3 clusters Score: Raw -91975.605687 + Penalty 1375.137917 = -90600.467770 nChanged 2 SP:Iteration 13Q (47.942559 sec): 3 clusters Score: Raw -91977.909785 + Penalty 1374.842435 = -90603.067350 nChanged 1 SP:Iteration 14Q (47.945107 sec): 3 clusters Score: Raw -91978.678378 + Penalty 1374.842435 = -90603.835943 nChanged 0 SP:Iteration 15F (47.947970 sec): 3 clusters Score: Raw -91978.678378 + Penalty 1374.842435 = -90603.835943 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.951578 sec): 2 clusters Score: Raw -45178.569161 + Penalty 968.686876 = -44209.882285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.953157 sec): 3 clusters Score: Raw -44161.207194 + Penalty 1932.138723 = -42229.068472 nChanged 247 SP:Iteration 1F (47.954708 sec): 3 clusters Score: Raw -44550.507403 + Penalty 1923.966713 = -42626.540690 nChanged 97 SP:Iteration 2F (47.956238 sec): 3 clusters Score: Raw -44726.865866 + Penalty 1916.694699 = -42810.171167 nChanged 65 SP:Iteration 3F (47.957765 sec): 3 clusters Score: Raw -44838.045321 + Penalty 1917.944803 = -42920.100519 nChanged 57 SP:Iteration 4F (47.959337 sec): 3 clusters Score: Raw -44965.398485 + Penalty 1914.828156 = -43050.570329 nChanged 51 SP:Iteration 5F (47.960893 sec): 3 clusters Score: Raw -45070.561224 + Penalty 1969.568945 = -43100.992279 nChanged 36 SP:Iteration 6Q (47.962176 sec): 3 clusters Score: Raw -45164.333383 + Penalty 2024.769193 = -43139.564191 nChanged 17 SP:Iteration 7Q (47.963422 sec): 3 clusters Score: Raw -45209.154554 + Penalty 2042.396900 = -43166.757654 nChanged 6 SP:Iteration 8Q (47.964628 sec): 3 clusters Score: Raw -45255.641912 + Penalty 2042.396900 = -43213.245012 nChanged 0 SP:Iteration 9F (47.966131 sec): 3 clusters Score: Raw -45255.641912 + Penalty 2042.396900 = -43213.245012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.967499 sec): 2 clusters Score: Raw -15371.561154 + Penalty 601.889894 = -14769.671260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.968197 sec): 3 clusters Score: Raw -15182.614957 + Penalty 1225.324854 = -13957.290103 nChanged 70 SP:Iteration 1F (47.968879 sec): 3 clusters Score: Raw -15297.926560 + Penalty 1291.926417 = -14006.000144 nChanged 37 SP:Iteration 2F (47.969585 sec): 3 clusters Score: Raw -15360.509959 + Penalty 1333.575903 = -14026.934056 nChanged 13 SP:Iteration 3Q (47.970263 sec): 3 clusters Score: Raw -15382.388560 + Penalty 1336.185826 = -14046.202735 nChanged 5 SP:Iteration 4Q (47.970893 sec): 3 clusters Score: Raw -15391.136876 + Penalty 1332.562870 = -14058.574006 nChanged 4 SP:Iteration 5Q (47.971516 sec): 3 clusters Score: Raw -15399.754583 + Penalty 1325.712998 = -14074.041586 nChanged 3 SP:Iteration 6Q (47.972158 sec): 3 clusters Score: Raw -15401.914477 + Penalty 1317.065767 = -14084.848710 nChanged 2 SP:Iteration 7Q (47.972765 sec): 3 clusters Score: Raw -15402.667110 + Penalty 1317.065767 = -14085.601343 nChanged 0 SP:Iteration 8F (47.973472 sec): 3 clusters Score: Raw -15402.667110 + Penalty 1317.065767 = -14085.601343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.975006 sec): 2 clusters Score: Raw -20848.245163 + Penalty 651.228769 = -20197.016394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.975883 sec): 3 clusters Score: Raw -20576.596781 + Penalty 1293.951275 = -19282.645506 nChanged 126 SP:Iteration 1F (47.976752 sec): 3 clusters Score: Raw -20803.728609 + Penalty 1273.693651 = -19530.034958 nChanged 48 SP:Iteration 2F (47.977619 sec): 3 clusters Score: Raw -20873.004079 + Penalty 1267.694522 = -19605.309557 nChanged 16 SP:Iteration 3Q (47.978453 sec): 3 clusters Score: Raw -20910.379346 + Penalty 1270.680857 = -19639.698489 nChanged 14 SP:Iteration 4Q (47.979275 sec): 3 clusters Score: Raw -20935.491850 + Penalty 1274.677486 = -19660.814364 nChanged 13 SP:Iteration 5Q (47.980074 sec): 3 clusters Score: Raw -20961.172958 + Penalty 1279.627066 = -19681.545892 nChanged 8 SP:Iteration 6Q (47.980849 sec): 3 clusters Score: Raw -20977.488397 + Penalty 1273.069438 = -19704.418959 nChanged 3 SP:Iteration 7Q (47.981613 sec): 3 clusters Score: Raw -20979.531153 + Penalty 1273.069438 = -19706.461714 nChanged 0 SP:Iteration 8F (47.982482 sec): 3 clusters Score: Raw -20979.531153 + Penalty 1273.069438 = -19706.461714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.983408 sec): 2 clusters Score: Raw -7701.727932 + Penalty 307.235743 = -7394.492190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.983919 sec): 3 clusters Score: Raw -7586.611654 + Penalty 620.823591 = -6965.788063 nChanged 47 SP:Iteration 1F (47.984422 sec): 3 clusters Score: Raw -7645.011007 + Penalty 635.483517 = -7009.527490 nChanged 15 SP:Iteration 2F (47.984923 sec): 3 clusters Score: Raw -7665.885149 + Penalty 648.160577 = -7017.724573 nChanged 12 SP:Iteration 3F (47.985423 sec): 3 clusters Score: Raw -7697.384777 + Penalty 657.535602 = -7039.849176 nChanged 5 SP:Iteration 4Q (47.985899 sec): 3 clusters Score: Raw -7702.762801 + Penalty 659.648378 = -7043.114423 nChanged 1 SP:Iteration 5Q (47.986365 sec): 3 clusters Score: Raw -7705.871134 + Penalty 659.648378 = -7046.222755 nChanged 0 SP:Iteration 6F (47.986866 sec): 3 clusters Score: Raw -7705.871134 + Penalty 659.648378 = -7046.222755 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.991241 sec): 2 clusters Score: Raw -62932.077638 + Penalty 212.081390 = -62719.996248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.993657 sec): 3 clusters Score: Raw -61827.332882 + Penalty 429.172473 = -61398.160408 nChanged 551 SP:Iteration 1F (47.996040 sec): 3 clusters Score: Raw -62329.593083 + Penalty 469.630637 = -61859.962445 nChanged 225 SP:Iteration 2F (47.998433 sec): 3 clusters Score: Raw -62602.078919 + Penalty 520.462617 = -62081.616301 nChanged 149 SP:Iteration 3F (48.000828 sec): 3 clusters Score: Raw -62749.951046 + Penalty 564.540063 = -62185.410983 nChanged 99 SP:Iteration 4F (48.003226 sec): 3 clusters Score: Raw -62859.263786 + Penalty 638.554677 = -62220.709109 nChanged 73 SP:Iteration 5F (48.005687 sec): 3 clusters Score: Raw -62948.613212 + Penalty 734.488828 = -62214.124384 nChanged 48 SP:Iteration 6F (48.008138 sec): 3 clusters Score: Raw -63009.748639 + Penalty 828.355019 = -62181.393620 nChanged 33 SP:Iteration 7F (48.010549 sec): 3 clusters Score: Raw -63046.551164 + Penalty 850.760841 = -62195.790323 nChanged 13 SP:Iteration 8Q (48.012569 sec): 3 clusters Score: Raw -63055.208599 + Penalty 858.033441 = -62197.175157 nChanged 6 SP:Iteration 9Q (48.014527 sec): 3 clusters Score: Raw -63059.627734 + Penalty 862.988652 = -62196.639082 nChanged 5 SP:Iteration 10F (48.017001 sec): 3 clusters Score: Raw -63064.558907 + Penalty 869.758252 = -62194.800655 nChanged 1 SP:Iteration 11F (48.019475 sec): 3 clusters Score: Raw -63065.369157 + Penalty 865.201981 = -62200.167176 nChanged 1 SP:Iteration 12Q (48.021407 sec): 3 clusters Score: Raw -63066.264167 + Penalty 865.201981 = -62201.062186 nChanged 0 SP:Iteration 13F (48.023819 sec): 3 clusters Score: Raw -63066.264167 + Penalty 865.201981 = -62201.062186 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.027121 sec): 2 clusters Score: Raw -42527.679852 + Penalty 793.707111 = -41733.972742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.028682 sec): 3 clusters Score: Raw -41743.156383 + Penalty 1598.983635 = -40144.172748 nChanged 258 SP:Iteration 1F (48.030156 sec): 3 clusters Score: Raw -42062.602563 + Penalty 1620.091469 = -40442.511094 nChanged 113 SP:Iteration 2F (48.031583 sec): 3 clusters Score: Raw -42297.124903 + Penalty 1635.591597 = -40661.533306 nChanged 80 SP:Iteration 3F (48.033042 sec): 3 clusters Score: Raw -42430.817218 + Penalty 1646.412527 = -40784.404691 nChanged 48 SP:Iteration 4F (48.034482 sec): 3 clusters Score: Raw -42518.310686 + Penalty 1660.483370 = -40857.827316 nChanged 30 SP:Iteration 5Q (48.035791 sec): 3 clusters Score: Raw -42555.021078 + Penalty 1675.986468 = -40879.034610 nChanged 19 SP:Iteration 6Q (48.037061 sec): 3 clusters Score: Raw -42568.368884 + Penalty 1676.191500 = -40892.177384 nChanged 11 SP:Iteration 7Q (48.038268 sec): 3 clusters Score: Raw -42577.203250 + Penalty 1674.134853 = -40903.068397 nChanged 8 SP:Iteration 8Q (48.039472 sec): 3 clusters Score: Raw -42587.638797 + Penalty 1683.985327 = -40903.653470 nChanged 6 SP:Iteration 9Q (48.040649 sec): 3 clusters Score: Raw -42587.883515 + Penalty 1700.791751 = -40887.091764 nChanged 5 SP:Iteration 10F (48.042084 sec): 3 clusters Score: Raw -42589.283442 + Penalty 1712.403049 = -40876.880393 nChanged 5 SP:Iteration 11F (48.043525 sec): 3 clusters Score: Raw -42595.056781 + Penalty 1717.080912 = -40877.975869 nChanged 3 SP:Iteration 12Q (48.044696 sec): 3 clusters Score: Raw -42598.313867 + Penalty 1722.277872 = -40876.035995 nChanged 2 SP:Iteration 13F (48.046129 sec): 3 clusters Score: Raw -42599.501064 + Penalty 1723.751114 = -40875.749950 nChanged 2 SP:Iteration 14F (48.047570 sec): 3 clusters Score: Raw -42608.687886 + Penalty 1720.197595 = -40888.490291 nChanged 1 SP:Iteration 15Q (48.048737 sec): 3 clusters Score: Raw -42608.502707 + Penalty 1717.962364 = -40890.540343 nChanged 1 SP:Iteration 16Q (48.049886 sec): 3 clusters Score: Raw -42608.968769 + Penalty 1717.962364 = -40891.006406 nChanged 0 SP:Iteration 17F (48.051318 sec): 3 clusters Score: Raw -42608.968769 + Penalty 1717.962364 = -40891.006406 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 35 (2366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.063629 sec): 2 clusters Score: Raw -162193.961471 + Penalty 1238.043277 = -160955.918193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.068043 sec): 3 clusters Score: Raw -159942.137388 + Penalty 2476.220464 = -157465.916924 nChanged 917 SP:Iteration 1F (48.072421 sec): 3 clusters Score: Raw -160884.167599 + Penalty 2476.120394 = -158408.047205 nChanged 349 SP:Iteration 2F (48.076768 sec): 3 clusters Score: Raw -161343.970578 + Penalty 2475.739316 = -158868.231262 nChanged 241 SP:Iteration 3F (48.081091 sec): 3 clusters Score: Raw -161650.532723 + Penalty 2476.432325 = -159174.100399 nChanged 197 SP:Iteration 4F (48.085422 sec): 3 clusters Score: Raw -161913.620942 + Penalty 2480.916102 = -159432.704840 nChanged 161 SP:Iteration 5F (48.089841 sec): 3 clusters Score: Raw -162147.456684 + Penalty 2484.601925 = -159662.854759 nChanged 127 SP:Iteration 6F (48.094185 sec): 3 clusters Score: Raw -162311.604410 + Penalty 2491.252742 = -159820.351668 nChanged 91 SP:Iteration 7Q (48.098220 sec): 3 clusters Score: Raw -162424.430351 + Penalty 2493.647281 = -159930.783070 nChanged 62 SP:Iteration 8Q (48.102110 sec): 3 clusters Score: Raw -162506.723957 + Penalty 2494.658217 = -160012.065739 nChanged 40 SP:Iteration 9Q (48.105925 sec): 3 clusters Score: Raw -162563.894383 + Penalty 2494.832411 = -160069.061972 nChanged 26 SP:Iteration 10F (48.110276 sec): 3 clusters Score: Raw -162619.386449 + Penalty 2494.913142 = -160124.473307 nChanged 20 SP:Iteration 11Q (48.114017 sec): 3 clusters Score: Raw -162658.013984 + Penalty 2495.237022 = -160162.776961 nChanged 10 SP:Iteration 12Q (48.117869 sec): 3 clusters Score: Raw -162658.795604 + Penalty 2495.262547 = -160163.533057 nChanged 4 SP:Iteration 13Q (48.121929 sec): 3 clusters Score: Raw -162658.776277 + Penalty 2495.249797 = -160163.526481 nChanged 1 SP:Iteration 14F (48.126593 sec): 3 clusters Score: Raw -162660.765244 + Penalty 2495.237022 = -160165.528222 nChanged 1 SP:Iteration 15Q (48.130465 sec): 3 clusters Score: Raw -162662.205924 + Penalty 2495.237022 = -160166.968902 nChanged 0 SP:Iteration 16F (48.134947 sec): 3 clusters Score: Raw -162662.205924 + Penalty 2495.237022 = -160166.968902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.138049 sec): 2 clusters Score: Raw -3277.249136 + Penalty 262.590247 = -3014.658890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.138431 sec): 3 clusters Score: Raw -3285.720489 + Penalty 541.640497 = -2744.079992 nChanged 23 SP:Iteration 1F (48.138785 sec): 3 clusters Score: Raw -3321.326372 + Penalty 542.683458 = -2778.642914 nChanged 3 SP:Iteration 2Q (48.139128 sec): 3 clusters Score: Raw -3324.507673 + Penalty 540.045625 = -2784.462047 nChanged 1 SP:Iteration 3Q (48.139470 sec): 3 clusters Score: Raw -3326.270571 + Penalty 540.045625 = -2786.224945 nChanged 0 SP:Iteration 4F (48.139821 sec): 3 clusters Score: Raw -3326.270571 + Penalty 540.045625 = -2786.224945 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 43 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.143155 sec): 2 clusters Score: Raw -53567.539397 + Penalty 671.070989 = -52896.468408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.145168 sec): 3 clusters Score: Raw -52850.297397 + Penalty 1342.441680 = -51507.855717 nChanged 361 SP:Iteration 1F (48.147021 sec): 3 clusters Score: Raw -53100.278573 + Penalty 1342.274582 = -51758.003991 nChanged 123 SP:Iteration 2F (48.148868 sec): 3 clusters Score: Raw -53205.855448 + Penalty 1341.434849 = -51864.420599 nChanged 80 SP:Iteration 3F (48.150718 sec): 3 clusters Score: Raw -53264.297159 + Penalty 1341.742305 = -51922.554854 nChanged 66 SP:Iteration 4F (48.152574 sec): 3 clusters Score: Raw -53307.709449 + Penalty 1343.966498 = -51963.742951 nChanged 53 SP:Iteration 5F (48.154434 sec): 3 clusters Score: Raw -53347.623166 + Penalty 1347.524433 = -52000.098732 nChanged 46 SP:Iteration 6Q (48.156262 sec): 3 clusters Score: Raw -53380.288322 + Penalty 1350.936460 = -52029.351862 nChanged 31 SP:Iteration 7Q (48.158088 sec): 3 clusters Score: Raw -53398.977142 + Penalty 1357.113493 = -52041.863649 nChanged 29 SP:Iteration 8Q (48.159966 sec): 3 clusters Score: Raw -53416.796229 + Penalty 1359.941487 = -52056.854743 nChanged 23 SP:Iteration 9Q (48.161828 sec): 3 clusters Score: Raw -53436.062729 + Penalty 1362.081462 = -52073.981267 nChanged 19 SP:Iteration 10F (48.163726 sec): 3 clusters Score: Raw -53455.290844 + Penalty 1362.548015 = -52092.742829 nChanged 14 SP:Iteration 11Q (48.165622 sec): 3 clusters Score: Raw -53465.964075 + Penalty 1365.685506 = -52100.278569 nChanged 13 SP:Iteration 12Q (48.167436 sec): 3 clusters Score: Raw -53469.681269 + Penalty 1368.996249 = -52100.685019 nChanged 10 SP:Iteration 13Q (48.169186 sec): 3 clusters Score: Raw -53474.902509 + Penalty 1371.514110 = -52103.388399 nChanged 11 SP:Iteration 14Q (48.170925 sec): 3 clusters Score: Raw -53480.609777 + Penalty 1373.842478 = -52106.767298 nChanged 10 SP:Iteration 15Q (48.172665 sec): 3 clusters Score: Raw -53485.515939 + Penalty 1374.502940 = -52111.012999 nChanged 9 SP:Iteration 16Q (48.174405 sec): 3 clusters Score: Raw -53492.468992 + Penalty 1373.798383 = -52118.670609 nChanged 7 SP:Iteration 17Q (48.176112 sec): 3 clusters Score: Raw -53493.961225 + Penalty 1375.040483 = -52118.920742 nChanged 7 SP:Iteration 18Q (48.177788 sec): 3 clusters Score: Raw -53495.064954 + Penalty 1375.538024 = -52119.526930 nChanged 4 SP:Iteration 19Q (48.179506 sec): 3 clusters Score: Raw -53495.410233 + Penalty 1375.831221 = -52119.579012 nChanged 1 SP:Iteration 20F (48.181406 sec): 3 clusters Score: Raw -53495.332006 + Penalty 1376.250515 = -52119.081490 nChanged 1 SP:Iteration 21F (48.183266 sec): 3 clusters Score: Raw -53495.203002 + Penalty 1376.250515 = -52118.952487 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.185484 sec): 2 clusters Score: Raw -31262.162883 + Penalty 211.984861 = -31050.178022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.186821 sec): 3 clusters Score: Raw -30876.280504 + Penalty 432.974044 = -30443.306460 nChanged 261 SP:Iteration 1F (48.188108 sec): 3 clusters Score: Raw -31150.446995 + Penalty 520.226988 = -30630.220006 nChanged 88 SP:Iteration 2F (48.189391 sec): 3 clusters Score: Raw -31249.812112 + Penalty 514.835029 = -30734.977083 nChanged 9 SP:Iteration 3Q (48.190514 sec): 3 clusters Score: Raw -31255.583867 + Penalty 211.984861 = -31043.599006 nChanged 5 SP:Iteration 4Q (48.191530 sec): 2 clusters Score: Raw -31262.162883 + Penalty 211.984861 = -31050.178022 nChanged 0 SP:Iteration 5F (48.192544 sec): 2 clusters Score: Raw -31262.162883 + Penalty 211.984861 = -31050.178022 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 63 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.195521 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.197333 sec): 3 clusters Score: Raw -45746.560845 + Penalty 426.536026 = -45320.024819 nChanged 373 SP:Iteration 1F (48.199069 sec): 3 clusters Score: Raw -46030.111248 + Penalty 431.540358 = -45598.570890 nChanged 114 SP:Iteration 2F (48.200811 sec): 3 clusters Score: Raw -46125.617295 + Penalty 436.834832 = -45688.782463 nChanged 85 SP:Iteration 3F (48.202555 sec): 3 clusters Score: Raw -46228.804686 + Penalty 436.631770 = -45792.172916 nChanged 91 SP:Iteration 4F (48.204306 sec): 3 clusters Score: Raw -46330.594253 + Penalty 435.957279 = -45894.636975 nChanged 67 SP:Iteration 5F (48.206065 sec): 3 clusters Score: Raw -46386.143849 + Penalty 431.067907 = -45955.075943 nChanged 45 SP:Iteration 6F (48.207824 sec): 3 clusters Score: Raw -46436.700390 + Penalty 432.019819 = -46004.680571 nChanged 43 SP:Iteration 7Q (48.209460 sec): 3 clusters Score: Raw -46485.302482 + Penalty 448.066218 = -46037.236264 nChanged 27 SP:Iteration 8Q (48.211038 sec): 3 clusters Score: Raw -46518.230704 + Penalty 501.779365 = -46016.451339 nChanged 20 SP:Iteration 9F (48.212803 sec): 3 clusters Score: Raw -46547.751266 + Penalty 586.522342 = -45961.228924 nChanged 11 SP:Iteration 10F (48.214509 sec): 3 clusters Score: Raw -46567.012027 + Penalty 658.060168 = -45908.951859 nChanged 4 SP:Iteration 11F (48.216220 sec): 3 clusters Score: Raw -46572.771594 + Penalty 663.317396 = -45909.454198 nChanged 2 SP:Iteration 12Q (48.217600 sec): 3 clusters Score: Raw -46576.228360 + Penalty 663.317396 = -45912.910964 nChanged 0 SP:Iteration 13F (48.219349 sec): 3 clusters Score: Raw -46576.228360 + Penalty 663.317396 = -45912.910964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.221320 sec): 2 clusters Score: Raw -21168.917364 + Penalty 223.990860 = -20944.926504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.222484 sec): 3 clusters Score: Raw -20920.575739 + Penalty 445.445388 = -20475.130350 nChanged 218 SP:Iteration 1F (48.223624 sec): 3 clusters Score: Raw -21236.722121 + Penalty 470.039364 = -20766.682757 nChanged 80 SP:Iteration 2F (48.224762 sec): 3 clusters Score: Raw -21356.269546 + Penalty 473.695249 = -20882.574297 nChanged 30 SP:Iteration 3F (48.225897 sec): 3 clusters Score: Raw -21380.353957 + Penalty 470.872093 = -20909.481864 nChanged 10 SP:Iteration 4Q (48.226986 sec): 3 clusters Score: Raw -21390.298157 + Penalty 467.502414 = -20922.795744 nChanged 6 SP:Iteration 5Q (48.228057 sec): 3 clusters Score: Raw -21399.221854 + Penalty 461.473478 = -20937.748376 nChanged 11 SP:Iteration 6Q (48.229122 sec): 3 clusters Score: Raw -21408.636309 + Penalty 456.538454 = -20952.097855 nChanged 8 SP:Iteration 7Q (48.230198 sec): 3 clusters Score: Raw -21416.029988 + Penalty 455.671672 = -20960.358315 nChanged 3 SP:Iteration 8Q (48.231268 sec): 3 clusters Score: Raw -21417.586177 + Penalty 456.579956 = -20961.006220 nChanged 1 SP:Iteration 9Q (48.232332 sec): 3 clusters Score: Raw -21418.063859 + Penalty 456.579956 = -20961.483903 nChanged 0 SP:Iteration 10F (48.233468 sec): 3 clusters Score: Raw -21418.063859 + Penalty 456.579956 = -20961.483903 nChanged 0 Score: Raw -1956369.537722 + Penalty 22972.656997 = -1933396.880725 Splitting cluster 132 changes total score from -1911581.753570 to -1933396.880725 So it's getting split into cluster 12. Iteration 114F (49.307157 sec): 29 clusters Score: Raw -1934373.358802 + Penalty 23429.231956 = -1910944.126846 nChanged 65 Iteration 115F (49.835309 sec): 29 clusters Score: Raw -1934412.890100 + Penalty 23447.182381 = -1910965.707719 nChanged 31 Iteration 116Q (49.952351 sec): 29 clusters Score: Raw -1934422.899242 + Penalty 23461.670372 = -1910961.228871 nChanged 26 Iteration 117F (50.480399 sec): 29 clusters Score: Raw -1934438.944793 + Penalty 23468.293825 = -1910970.650969 nChanged 26 Iteration 118Q (50.597357 sec): 29 clusters Score: Raw -1934454.744342 + Penalty 23476.353685 = -1910978.390658 nChanged 26 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1934454.744342 + Penalty 23476.353685 = -1910978.390658Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.713506 sec): 2 clusters Score: Raw -8571.423616 + Penalty 444.981057 = -8126.442559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.714023 sec): 3 clusters Score: Raw -8378.952211 + Penalty 891.277304 = -7487.674907 nChanged 31 SP:Iteration 1F (50.714515 sec): 3 clusters Score: Raw -8430.378510 + Penalty 886.528441 = -7543.850069 nChanged 14 SP:Iteration 2F (50.715009 sec): 3 clusters Score: Raw -8463.196959 + Penalty 903.381218 = -7559.815740 nChanged 14 SP:Iteration 3F (50.715505 sec): 3 clusters Score: Raw -8499.579898 + Penalty 951.814677 = -7547.765221 nChanged 13 SP:Iteration 4F (50.715999 sec): 3 clusters Score: Raw -8536.136616 + Penalty 991.321598 = -7544.815018 nChanged 9 SP:Iteration 5F (50.716483 sec): 3 clusters Score: Raw -8560.756880 + Penalty 979.059388 = -7581.697492 nChanged 4 SP:Iteration 6Q (50.716905 sec): 3 clusters Score: Raw -8583.656489 + Penalty 979.059388 = -7604.597101 nChanged 0 SP:Iteration 7F (50.717386 sec): 3 clusters Score: Raw -8583.656489 + Penalty 979.059388 = -7604.597101 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.723282 sec): 2 clusters Score: Raw -95581.172272 + Penalty 873.177864 = -94707.994409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.726170 sec): 3 clusters Score: Raw -94059.443674 + Penalty 1760.401827 = -92299.041847 nChanged 613 SP:Iteration 1F (50.729037 sec): 3 clusters Score: Raw -94952.953734 + Penalty 1785.087496 = -93167.866238 nChanged 274 SP:Iteration 2F (50.731914 sec): 3 clusters Score: Raw -95542.482031 + Penalty 1816.574772 = -93725.907259 nChanged 153 SP:Iteration 3F (50.734799 sec): 3 clusters Score: Raw -95814.845277 + Penalty 1830.216829 = -93984.628449 nChanged 55 SP:Iteration 4Q (50.737265 sec): 3 clusters Score: Raw -95910.123313 + Penalty 1834.251533 = -94075.871780 nChanged 26 SP:Iteration 5Q (50.739698 sec): 3 clusters Score: Raw -95950.587011 + Penalty 1840.116764 = -94110.470247 nChanged 14 SP:Iteration 6Q (50.742113 sec): 3 clusters Score: Raw -95968.322173 + Penalty 1842.705369 = -94125.616804 nChanged 7 SP:Iteration 7Q (50.744525 sec): 3 clusters Score: Raw -95978.194621 + Penalty 1841.905000 = -94136.289621 nChanged 2 SP:Iteration 8Q (50.746933 sec): 3 clusters Score: Raw -95981.964804 + Penalty 1842.558874 = -94139.405931 nChanged 1 SP:Iteration 9Q (50.749383 sec): 3 clusters Score: Raw -95983.286686 + Penalty 1841.900787 = -94141.385899 nChanged 1 SP:Iteration 10F (50.752347 sec): 3 clusters Score: Raw -95985.179551 + Penalty 1842.350592 = -94142.828959 nChanged 1 SP:Iteration 11Q (50.754795 sec): 3 clusters Score: Raw -95986.737551 + Penalty 1842.813508 = -94143.924043 nChanged 1 SP:Iteration 12Q (50.757218 sec): 3 clusters Score: Raw -95988.380435 + Penalty 1842.625487 = -94145.754948 nChanged 1 SP:Iteration 13Q (50.759640 sec): 3 clusters Score: Raw -95990.361142 + Penalty 1844.320966 = -94146.040176 nChanged 2 SP:Iteration 14Q (50.762060 sec): 3 clusters Score: Raw -95994.602547 + Penalty 1841.045599 = -94153.556948 nChanged 4 SP:Iteration 15Q (50.764511 sec): 3 clusters Score: Raw -96003.185349 + Penalty 1840.087205 = -94163.098144 nChanged 3 SP:Iteration 16Q (50.766985 sec): 3 clusters Score: Raw -96008.326167 + Penalty 1840.087205 = -94168.238962 nChanged 0 SP:Iteration 17F (50.769871 sec): 3 clusters Score: Raw -96008.326167 + Penalty 1840.087205 = -94168.238962 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 3 (4730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.790716 sec): 2 clusters Score: Raw -224755.364849 + Penalty 333.342370 = -224422.022479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.799506 sec): 3 clusters Score: Raw -221668.193163 + Penalty 718.152587 = -220950.040576 nChanged 2197 SP:Iteration 1F (50.808217 sec): 3 clusters Score: Raw -223961.719077 + Penalty 747.528941 = -223214.190136 nChanged 567 SP:Iteration 2F (50.816665 sec): 3 clusters Score: Raw -224488.054197 + Penalty 762.729880 = -223725.324317 nChanged 238 SP:Iteration 3F (50.825148 sec): 3 clusters Score: Raw -224707.614853 + Penalty 770.783692 = -223936.831161 nChanged 123 SP:Iteration 4Q (50.833269 sec): 3 clusters Score: Raw -224808.224889 + Penalty 772.135993 = -224036.088896 nChanged 86 SP:Iteration 5Q (50.841088 sec): 3 clusters Score: Raw -224865.604435 + Penalty 770.825695 = -224094.778741 nChanged 71 SP:Iteration 6Q (50.848733 sec): 3 clusters Score: Raw -224897.812716 + Penalty 768.895822 = -224128.916894 nChanged 51 SP:Iteration 7Q (50.856309 sec): 3 clusters Score: Raw -224919.615958 + Penalty 769.831544 = -224149.784414 nChanged 39 SP:Iteration 8Q (50.863751 sec): 3 clusters Score: Raw -224934.015414 + Penalty 768.664171 = -224165.351243 nChanged 33 SP:Iteration 9Q (50.871115 sec): 3 clusters Score: Raw -224943.845846 + Penalty 772.084769 = -224171.761077 nChanged 27 SP:Iteration 10F (50.879518 sec): 3 clusters Score: Raw -224953.207555 + Penalty 768.846790 = -224184.360765 nChanged 27 SP:Iteration 11Q (50.886814 sec): 3 clusters Score: Raw -224960.409237 + Penalty 768.374528 = -224192.034709 nChanged 18 SP:Iteration 12Q (50.894029 sec): 3 clusters Score: Raw -224964.287598 + Penalty 767.618306 = -224196.669292 nChanged 15 SP:Iteration 13Q (50.901208 sec): 3 clusters Score: Raw -224966.673304 + Penalty 766.465137 = -224200.208167 nChanged 10 SP:Iteration 14Q (50.908681 sec): 3 clusters Score: Raw -224968.651927 + Penalty 767.187958 = -224201.463969 nChanged 16 SP:Iteration 15Q (50.915896 sec): 3 clusters Score: Raw -224973.147821 + Penalty 768.611630 = -224204.536191 nChanged 16 SP:Iteration 16Q (50.923055 sec): 3 clusters Score: Raw -224976.653039 + Penalty 767.613377 = -224209.039662 nChanged 13 SP:Iteration 17Q (50.930160 sec): 3 clusters Score: Raw -224978.602411 + Penalty 767.030487 = -224211.571924 nChanged 4 SP:Iteration 18Q (50.937232 sec): 3 clusters Score: Raw -224979.477766 + Penalty 766.587478 = -224212.890288 nChanged 3 SP:Iteration 19Q (50.944292 sec): 3 clusters Score: Raw -224979.799078 + Penalty 766.096490 = -224213.702588 nChanged 2 SP:Iteration 20F (50.952708 sec): 3 clusters Score: Raw -224979.843318 + Penalty 765.741605 = -224214.101713 nChanged 2 SP:Iteration 21Q (50.959777 sec): 3 clusters Score: Raw -224979.976456 + Penalty 763.882736 = -224216.093719 nChanged 4 SP:Iteration 22Q (50.966851 sec): 3 clusters Score: Raw -224980.382455 + Penalty 764.499843 = -224215.882612 nChanged 1 SP:Iteration 23F (50.975232 sec): 3 clusters Score: Raw -224980.443094 + Penalty 764.983583 = -224215.459511 nChanged 1 SP:Iteration 24F (50.983605 sec): 3 clusters Score: Raw -224980.464143 + Penalty 764.983583 = -224215.480560 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.010159 sec): 2 clusters Score: Raw -288900.357274 + Penalty 308.720666 = -288591.636608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.020104 sec): 3 clusters Score: Raw -285303.759534 + Penalty 595.827645 = -284707.931889 nChanged 2497 SP:Iteration 1F (51.029851 sec): 3 clusters Score: Raw -287192.099768 + Penalty 588.376417 = -286603.723351 nChanged 779 SP:Iteration 2F (51.039439 sec): 3 clusters Score: Raw -287920.156645 + Penalty 584.443146 = -287335.713498 nChanged 565 SP:Iteration 3F (51.048959 sec): 3 clusters Score: Raw -288482.521269 + Penalty 582.146336 = -287900.374933 nChanged 357 SP:Iteration 4F (51.058514 sec): 3 clusters Score: Raw -288742.312753 + Penalty 581.461393 = -288160.851359 nChanged 181 SP:Iteration 5Q (51.068072 sec): 3 clusters Score: Raw -288829.504073 + Penalty 570.329935 = -288259.174138 nChanged 110 SP:Iteration 6Q (51.077484 sec): 3 clusters Score: Raw -288856.492269 + Penalty 525.593866 = -288330.898403 nChanged 64 SP:Iteration 7Q (51.086523 sec): 3 clusters Score: Raw -288874.092860 + Penalty 491.812374 = -288382.280487 nChanged 58 SP:Iteration 8Q (51.095073 sec): 3 clusters Score: Raw -288884.459030 + Penalty 469.792699 = -288414.666331 nChanged 32 SP:Iteration 9Q (51.103093 sec): 3 clusters Score: Raw -288885.116810 + Penalty 463.757074 = -288421.359736 nChanged 23 SP:Iteration 10F (51.112840 sec): 3 clusters Score: Raw -288882.033758 + Penalty 461.889344 = -288420.144414 nChanged 21 SP:Iteration 11F (51.122381 sec): 3 clusters Score: Raw -288883.996243 + Penalty 472.447070 = -288411.549173 nChanged 11 SP:Iteration 12F (51.131868 sec): 3 clusters Score: Raw -288887.984675 + Penalty 509.621144 = -288378.363531 nChanged 12 SP:Iteration 13F (51.141370 sec): 3 clusters Score: Raw -288894.315762 + Penalty 486.665620 = -288407.650141 nChanged 6 SP:Iteration 14Q (51.148669 sec): 3 clusters Score: Raw -288896.552328 + Penalty 473.166602 = -288423.385727 nChanged 3 SP:Iteration 15Q (51.155968 sec): 3 clusters Score: Raw -288898.868165 + Penalty 308.720666 = -288590.147499 nChanged 1 SP:Iteration 16Q (51.163250 sec): 2 clusters Score: Raw -288900.357274 + Penalty 308.720666 = -288591.636608 nChanged 0 SP:Iteration 17F (51.170813 sec): 2 clusters Score: Raw -288900.357274 + Penalty 308.720666 = -288591.636608 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.178250 sec): 2 clusters Score: Raw -32216.166552 + Penalty 162.125529 = -32054.041022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.179630 sec): 3 clusters Score: Raw -31805.131250 + Penalty 343.476611 = -31461.654639 nChanged 285 SP:Iteration 1F (51.181081 sec): 3 clusters Score: Raw -32031.218738 + Penalty 354.700845 = -31676.517893 nChanged 100 SP:Iteration 2F (51.182506 sec): 3 clusters Score: Raw -32096.891109 + Penalty 362.494791 = -31734.396317 nChanged 40 SP:Iteration 3F (51.183914 sec): 3 clusters Score: Raw -32123.289455 + Penalty 371.067322 = -31752.222134 nChanged 35 SP:Iteration 4F (51.185274 sec): 3 clusters Score: Raw -32150.573300 + Penalty 366.525572 = -31784.047727 nChanged 21 SP:Iteration 5Q (51.186612 sec): 3 clusters Score: Raw -32165.298244 + Penalty 367.873835 = -31797.424409 nChanged 22 SP:Iteration 6Q (51.187961 sec): 3 clusters Score: Raw -32181.530063 + Penalty 344.235900 = -31837.294162 nChanged 17 SP:Iteration 7Q (51.189308 sec): 3 clusters Score: Raw -32194.861378 + Penalty 344.608387 = -31850.252991 nChanged 15 SP:Iteration 8Q (51.190658 sec): 3 clusters Score: Raw -32205.381087 + Penalty 359.189842 = -31846.191245 nChanged 10 SP:Iteration 9F (51.192005 sec): 3 clusters Score: Raw -32210.297423 + Penalty 348.204069 = -31862.093354 nChanged 5 SP:Iteration 10F (51.193351 sec): 3 clusters Score: Raw -32211.569598 + Penalty 360.960299 = -31850.609299 nChanged 3 SP:Iteration 11F (51.194729 sec): 3 clusters Score: Raw -32212.206218 + Penalty 364.507606 = -31847.698612 nChanged 1 SP:Iteration 12F (51.196097 sec): 3 clusters Score: Raw -32212.157558 + Penalty 370.172463 = -31841.985096 nChanged 1 SP:Iteration 13F (51.197466 sec): 3 clusters Score: Raw -32212.285903 + Penalty 376.383294 = -31835.902610 nChanged 1 SP:Iteration 14F (51.198856 sec): 3 clusters Score: Raw -32213.523062 + Penalty 351.183774 = -31862.339288 nChanged 2 SP:Iteration 15Q (51.200171 sec): 3 clusters Score: Raw -32214.918901 + Penalty 351.183774 = -31863.735126 nChanged 0 SP:Iteration 16F (51.201548 sec): 3 clusters Score: Raw -32214.918901 + Penalty 351.183774 = -31863.735126 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.216881 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.226384 sec): 3 clusters Score: Raw -271651.988575 + Penalty 570.598775 = -271081.389800 nChanged 2328 SP:Iteration 1F (51.236068 sec): 3 clusters Score: Raw -273331.381573 + Penalty 575.434494 = -272755.947078 nChanged 690 SP:Iteration 2F (51.245376 sec): 3 clusters Score: Raw -273840.775601 + Penalty 584.106251 = -273256.669349 nChanged 581 SP:Iteration 3F (51.254714 sec): 3 clusters Score: Raw -274401.239842 + Penalty 603.658059 = -273797.581783 nChanged 463 SP:Iteration 4F (51.264116 sec): 3 clusters Score: Raw -274839.905232 + Penalty 633.556930 = -274206.348302 nChanged 262 SP:Iteration 5F (51.273517 sec): 3 clusters Score: Raw -275049.723032 + Penalty 641.131854 = -274408.591178 nChanged 126 SP:Iteration 6Q (51.282486 sec): 3 clusters Score: Raw -275153.014922 + Penalty 572.957020 = -274580.057902 nChanged 53 SP:Iteration 7Q (51.289747 sec): 3 clusters Score: Raw -275203.660032 + Penalty 1224.030618 = -273979.629415 nChanged 15 SP:Iteration 8F (51.299129 sec): 3 clusters Score: Raw -275218.649623 + Penalty 283.714611 = -274934.935012 nChanged 1 SP:Iteration 9Q (51.305887 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 SP:Iteration 10F (51.312701 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.317569 sec): 2 clusters Score: Raw -32360.773304 + Penalty 401.347707 = -31959.425597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.318998 sec): 3 clusters Score: Raw -32022.215719 + Penalty 832.096102 = -31190.119616 nChanged 263 SP:Iteration 1F (51.320393 sec): 3 clusters Score: Raw -32302.269441 + Penalty 834.152268 = -31468.117173 nChanged 70 SP:Iteration 2F (51.321768 sec): 3 clusters Score: Raw -32397.007456 + Penalty 834.832330 = -31562.175126 nChanged 44 SP:Iteration 3F (51.323113 sec): 3 clusters Score: Raw -32448.600562 + Penalty 836.749886 = -31611.850676 nChanged 26 SP:Iteration 4Q (51.324396 sec): 3 clusters Score: Raw -32476.171488 + Penalty 835.299573 = -31640.871915 nChanged 13 SP:Iteration 5Q (51.325663 sec): 3 clusters Score: Raw -32488.058804 + Penalty 833.892043 = -31654.166761 nChanged 11 SP:Iteration 6Q (51.326940 sec): 3 clusters Score: Raw -32491.547571 + Penalty 835.393280 = -31656.154291 nChanged 4 SP:Iteration 7Q (51.328199 sec): 3 clusters Score: Raw -32494.744518 + Penalty 836.191304 = -31658.553214 nChanged 4 SP:Iteration 8Q (51.329470 sec): 3 clusters Score: Raw -32497.513438 + Penalty 838.941635 = -31658.571803 nChanged 5 SP:Iteration 9Q (51.330726 sec): 3 clusters Score: Raw -32501.197218 + Penalty 839.194972 = -31662.002246 nChanged 3 SP:Iteration 10F (51.332052 sec): 3 clusters Score: Raw -32501.992983 + Penalty 838.103588 = -31663.889395 nChanged 4 SP:Iteration 11Q (51.333294 sec): 3 clusters Score: Raw -32503.293649 + Penalty 839.763936 = -31663.529713 nChanged 3 SP:Iteration 12F (51.334615 sec): 3 clusters Score: Raw -32505.284495 + Penalty 838.233969 = -31667.050525 nChanged 2 SP:Iteration 13Q (51.335853 sec): 3 clusters Score: Raw -32505.419141 + Penalty 838.719163 = -31666.699978 nChanged 1 SP:Iteration 14F (51.337172 sec): 3 clusters Score: Raw -32505.807610 + Penalty 838.792420 = -31667.015190 nChanged 1 SP:Iteration 15Q (51.338463 sec): 3 clusters Score: Raw -32506.385968 + Penalty 838.792420 = -31667.593548 nChanged 0 SP:Iteration 16F (51.339782 sec): 3 clusters Score: Raw -32506.385968 + Penalty 838.792420 = -31667.593548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.341320 sec): 2 clusters Score: Raw -25348.896157 + Penalty 974.364240 = -24374.531918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.342253 sec): 3 clusters Score: Raw -24843.175968 + Penalty 1948.279343 = -22894.896624 nChanged 128 SP:Iteration 1F (51.343177 sec): 3 clusters Score: Raw -25361.331455 + Penalty 1946.186674 = -23415.144782 nChanged 44 SP:Iteration 2F (51.344105 sec): 3 clusters Score: Raw -25501.151320 + Penalty 1945.739310 = -23555.412011 nChanged 14 SP:Iteration 3Q (51.344899 sec): 3 clusters Score: Raw -25537.925360 + Penalty 1945.677554 = -23592.247806 nChanged 5 SP:Iteration 4Q (51.345684 sec): 3 clusters Score: Raw -25564.353040 + Penalty 1945.549649 = -23618.803391 nChanged 2 SP:Iteration 5Q (51.346469 sec): 3 clusters Score: Raw -25565.051985 + Penalty 1945.549649 = -23619.502336 nChanged 0 SP:Iteration 6F (51.347395 sec): 3 clusters Score: Raw -25565.051985 + Penalty 1945.549649 = -23619.502336 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.352671 sec): 2 clusters Score: Raw -59115.864078 + Penalty 842.029667 = -58273.834411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.354604 sec): 3 clusters Score: Raw -58146.934820 + Penalty 1688.981018 = -56457.953802 nChanged 359 SP:Iteration 1F (51.356510 sec): 3 clusters Score: Raw -58433.327859 + Penalty 1701.763999 = -56731.563860 nChanged 114 SP:Iteration 2F (51.358452 sec): 3 clusters Score: Raw -58631.927887 + Penalty 1721.270387 = -56910.657500 nChanged 138 SP:Iteration 3F (51.360364 sec): 3 clusters Score: Raw -58971.859041 + Penalty 1741.295424 = -57230.563618 nChanged 110 SP:Iteration 4F (51.362282 sec): 3 clusters Score: Raw -59126.791961 + Penalty 1753.514563 = -57373.277399 nChanged 44 SP:Iteration 5Q (51.364073 sec): 3 clusters Score: Raw -59191.781751 + Penalty 1759.409739 = -57432.372012 nChanged 17 SP:Iteration 6Q (51.365788 sec): 3 clusters Score: Raw -59212.802418 + Penalty 1761.636380 = -57451.166037 nChanged 8 SP:Iteration 7Q (51.367465 sec): 3 clusters Score: Raw -59222.667766 + Penalty 1762.724439 = -57459.943327 nChanged 4 SP:Iteration 8Q (51.369124 sec): 3 clusters Score: Raw -59233.723635 + Penalty 1762.149413 = -57471.574222 nChanged 3 SP:Iteration 9Q (51.370744 sec): 3 clusters Score: Raw -59236.839818 + Penalty 1761.351043 = -57475.488775 nChanged 2 SP:Iteration 10F (51.372717 sec): 3 clusters Score: Raw -59238.430681 + Penalty 1760.087037 = -57478.343644 nChanged 2 SP:Iteration 11Q (51.374403 sec): 3 clusters Score: Raw -59240.202861 + Penalty 1760.369345 = -57479.833516 nChanged 1 SP:Iteration 12Q (51.376053 sec): 3 clusters Score: Raw -59240.323899 + Penalty 1761.934984 = -57478.388915 nChanged 2 SP:Iteration 13F (51.378013 sec): 3 clusters Score: Raw -59237.760283 + Penalty 1761.934984 = -57475.825299 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.393839 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.402318 sec): 3 clusters Score: Raw -247370.118866 + Penalty 466.319514 = -246903.799353 nChanged 2151 SP:Iteration 1F (51.410503 sec): 3 clusters Score: Raw -249726.468578 + Penalty 465.918690 = -249260.549889 nChanged 486 SP:Iteration 2F (51.418896 sec): 3 clusters Score: Raw -250082.960111 + Penalty 458.029814 = -249624.930297 nChanged 223 SP:Iteration 3Q (51.427194 sec): 3 clusters Score: Raw -250253.469562 + Penalty 448.481330 = -249804.988231 nChanged 134 SP:Iteration 4Q (51.435191 sec): 3 clusters Score: Raw -250377.053596 + Penalty 433.020873 = -249944.032723 nChanged 99 SP:Iteration 5Q (51.442485 sec): 3 clusters Score: Raw -250483.607084 + Penalty 423.217486 = -250060.389598 nChanged 76 SP:Iteration 6Q (51.449284 sec): 3 clusters Score: Raw -250540.259866 + Penalty 422.228411 = -250118.031455 nChanged 49 SP:Iteration 7Q (51.455872 sec): 3 clusters Score: Raw -250554.749738 + Penalty 421.781080 = -250132.968658 nChanged 47 SP:Iteration 8Q (51.462391 sec): 3 clusters Score: Raw -250569.356152 + Penalty 423.250328 = -250146.105823 nChanged 42 SP:Iteration 9Q (51.468916 sec): 3 clusters Score: Raw -250584.806144 + Penalty 420.354067 = -250164.452078 nChanged 43 SP:Iteration 10F (51.477010 sec): 3 clusters Score: Raw -250600.177374 + Penalty 424.122956 = -250176.054418 nChanged 27 SP:Iteration 11Q (51.483396 sec): 3 clusters Score: Raw -250607.066069 + Penalty 424.809485 = -250182.256584 nChanged 32 SP:Iteration 12Q (51.489807 sec): 3 clusters Score: Raw -250615.276802 + Penalty 423.872158 = -250191.404645 nChanged 31 SP:Iteration 13Q (51.496146 sec): 3 clusters Score: Raw -250622.612391 + Penalty 428.041035 = -250194.571356 nChanged 34 SP:Iteration 14Q (51.502465 sec): 3 clusters Score: Raw -250641.171105 + Penalty 424.139034 = -250217.032070 nChanged 31 SP:Iteration 15Q (51.508751 sec): 3 clusters Score: Raw -250663.658454 + Penalty 364.020761 = -250299.637692 nChanged 29 SP:Iteration 16Q (51.515024 sec): 3 clusters Score: Raw -250695.166230 + Penalty 245.655229 = -250449.511000 nChanged 4 SP:Iteration 17Q (51.521288 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP:Iteration 18F (51.527743 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.532133 sec): 2 clusters Score: Raw -25587.274426 + Penalty 504.915319 = -25082.359107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.533146 sec): 3 clusters Score: Raw -25183.544557 + Penalty 1006.604423 = -24176.940133 nChanged 145 SP:Iteration 1F (51.534141 sec): 3 clusters Score: Raw -25332.417752 + Penalty 1005.619686 = -24326.798066 nChanged 51 SP:Iteration 2F (51.535135 sec): 3 clusters Score: Raw -25396.333203 + Penalty 1006.047554 = -24390.285649 nChanged 25 SP:Iteration 3F (51.536128 sec): 3 clusters Score: Raw -25421.476700 + Penalty 1003.770776 = -24417.705924 nChanged 17 SP:Iteration 4Q (51.537112 sec): 3 clusters Score: Raw -25434.689988 + Penalty 1003.080847 = -24431.609141 nChanged 14 SP:Iteration 5Q (51.538101 sec): 3 clusters Score: Raw -25452.133519 + Penalty 1003.723863 = -24448.409656 nChanged 8 SP:Iteration 6Q (51.539085 sec): 3 clusters Score: Raw -25458.668518 + Penalty 1006.026878 = -24452.641640 nChanged 4 SP:Iteration 7Q (51.540063 sec): 3 clusters Score: Raw -25464.913766 + Penalty 1006.380349 = -24458.533417 nChanged 1 SP:Iteration 8Q (51.541040 sec): 3 clusters Score: Raw -25465.998142 + Penalty 1006.575445 = -24459.422697 nChanged 1 SP:Iteration 9Q (51.542017 sec): 3 clusters Score: Raw -25467.333153 + Penalty 1007.147890 = -24460.185264 nChanged 1 SP:Iteration 10F (51.543010 sec): 3 clusters Score: Raw -25468.889627 + Penalty 1007.176568 = -24461.713059 nChanged 1 SP:Iteration 11Q (51.543987 sec): 3 clusters Score: Raw -25470.857036 + Penalty 1007.034673 = -24463.822364 nChanged 2 SP:Iteration 12Q (51.544963 sec): 3 clusters Score: Raw -25475.328657 + Penalty 1007.409648 = -24467.919009 nChanged 3 SP:Iteration 13Q (51.545935 sec): 3 clusters Score: Raw -25480.823662 + Penalty 1007.619916 = -24473.203746 nChanged 4 SP:Iteration 14Q (51.546900 sec): 3 clusters Score: Raw -25485.185058 + Penalty 1007.741727 = -24477.443331 nChanged 1 SP:Iteration 15Q (51.547867 sec): 3 clusters Score: Raw -25486.841562 + Penalty 1007.609352 = -24479.232210 nChanged 3 SP:Iteration 16Q (51.548843 sec): 3 clusters Score: Raw -25489.009762 + Penalty 1007.841468 = -24481.168294 nChanged 1 SP:Iteration 17Q (51.549812 sec): 3 clusters Score: Raw -25490.060013 + Penalty 1008.136942 = -24481.923070 nChanged 1 SP:Iteration 18Q (51.550781 sec): 3 clusters Score: Raw -25491.986695 + Penalty 1008.086510 = -24483.900185 nChanged 2 SP:Iteration 19Q (51.551746 sec): 3 clusters Score: Raw -25493.753805 + Penalty 1008.856835 = -24484.896970 nChanged 5 SP:Iteration 20F (51.552738 sec): 3 clusters Score: Raw -25497.842720 + Penalty 1008.732655 = -24489.110066 nChanged 1 SP:Iteration 21Q (51.553701 sec): 3 clusters Score: Raw -25498.863956 + Penalty 1008.333878 = -24490.530078 nChanged 3 SP:Iteration 22Q (51.554662 sec): 3 clusters Score: Raw -25501.237670 + Penalty 1008.681682 = -24492.555988 nChanged 3 SP:Iteration 23Q (51.555621 sec): 3 clusters Score: Raw -25504.393153 + Penalty 1008.974010 = -24495.419143 nChanged 4 SP:Iteration 24Q (51.556578 sec): 3 clusters Score: Raw -25509.022721 + Penalty 1009.077073 = -24499.945648 nChanged 4 SP:Iteration 25Q (51.557534 sec): 3 clusters Score: Raw -25511.192483 + Penalty 1009.104559 = -24502.087924 nChanged 2 SP:Iteration 26Q (51.558492 sec): 3 clusters Score: Raw -25512.621262 + Penalty 1008.878117 = -24503.743145 nChanged 1 SP:Iteration 27Q (51.559448 sec): 3 clusters Score: Raw -25513.190094 + Penalty 1008.878117 = -24504.311977 nChanged 0 SP:Iteration 28F (51.560438 sec): 3 clusters Score: Raw -25513.190094 + Penalty 1008.878117 = -24504.311977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.561820 sec): 2 clusters Score: Raw -14268.089470 + Penalty 94.226717 = -14173.862754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.562676 sec): 3 clusters Score: Raw -14083.750007 + Penalty 207.003852 = -13876.746155 nChanged 155 SP:Iteration 1F (51.563479 sec): 3 clusters Score: Raw -14323.429059 + Penalty 224.376333 = -14099.052726 nChanged 43 SP:Iteration 2F (51.564278 sec): 3 clusters Score: Raw -14367.216420 + Penalty 225.357999 = -14141.858421 nChanged 13 SP:Iteration 3Q (51.565065 sec): 3 clusters Score: Raw -14382.741114 + Penalty 221.222527 = -14161.518586 nChanged 6 SP:Iteration 4Q (51.565866 sec): 3 clusters Score: Raw -14386.071482 + Penalty 223.328617 = -14162.742866 nChanged 2 SP:Iteration 5Q (51.566681 sec): 3 clusters Score: Raw -14386.622916 + Penalty 223.328617 = -14163.294299 nChanged 0 SP:Iteration 6F (51.567507 sec): 3 clusters Score: Raw -14386.622916 + Penalty 223.328617 = -14163.294299 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.570419 sec): 2 clusters Score: Raw -44002.650946 + Penalty 211.009263 = -43791.641683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.572235 sec): 3 clusters Score: Raw -43429.152041 + Penalty 421.644617 = -43007.507424 nChanged 365 SP:Iteration 1F (51.574004 sec): 3 clusters Score: Raw -43694.230633 + Penalty 414.933431 = -43279.297202 nChanged 130 SP:Iteration 2F (51.575776 sec): 3 clusters Score: Raw -43777.560635 + Penalty 406.163997 = -43371.396638 nChanged 74 SP:Iteration 3F (51.577614 sec): 3 clusters Score: Raw -43823.093364 + Penalty 397.472233 = -43425.621131 nChanged 51 SP:Iteration 4F (51.579438 sec): 3 clusters Score: Raw -43859.486019 + Penalty 389.670411 = -43469.815608 nChanged 42 SP:Iteration 5Q (51.581216 sec): 3 clusters Score: Raw -43887.873092 + Penalty 380.738478 = -43507.134614 nChanged 43 SP:Iteration 6Q (51.583004 sec): 3 clusters Score: Raw -43913.030452 + Penalty 376.118973 = -43536.911479 nChanged 44 SP:Iteration 7Q (51.584798 sec): 3 clusters Score: Raw -43937.872969 + Penalty 369.488835 = -43568.384135 nChanged 34 SP:Iteration 8Q (51.586584 sec): 3 clusters Score: Raw -43960.861296 + Penalty 355.297580 = -43605.563715 nChanged 37 SP:Iteration 9Q (51.588379 sec): 3 clusters Score: Raw -43984.906357 + Penalty 345.114319 = -43639.792039 nChanged 29 SP:Iteration 10F (51.590182 sec): 3 clusters Score: Raw -44008.127651 + Penalty 351.586491 = -43656.541161 nChanged 29 SP:Iteration 11Q (51.591943 sec): 3 clusters Score: Raw -44033.551590 + Penalty 348.123632 = -43685.427958 nChanged 17 SP:Iteration 12Q (51.593705 sec): 3 clusters Score: Raw -44044.216555 + Penalty 358.902170 = -43685.314385 nChanged 7 SP:Iteration 13F (51.595509 sec): 3 clusters Score: Raw -44046.886644 + Penalty 363.653764 = -43683.232880 nChanged 2 SP:Iteration 14F (51.597310 sec): 3 clusters Score: Raw -44047.369521 + Penalty 363.653764 = -43683.715757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.598571 sec): 2 clusters Score: Raw -12110.760388 + Penalty 511.086661 = -11599.673727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.599262 sec): 3 clusters Score: Raw -11931.407657 + Penalty 1029.780576 = -10901.627081 nChanged 83 SP:Iteration 1F (51.599943 sec): 3 clusters Score: Raw -12094.084302 + Penalty 1033.369087 = -11060.715215 nChanged 31 SP:Iteration 2F (51.600625 sec): 3 clusters Score: Raw -12177.320852 + Penalty 1033.634532 = -11143.686320 nChanged 11 SP:Iteration 3Q (51.601264 sec): 3 clusters Score: Raw -12213.529125 + Penalty 1031.738962 = -11181.790163 nChanged 9 SP:Iteration 4Q (51.601910 sec): 3 clusters Score: Raw -12230.128903 + Penalty 1033.997299 = -11196.131604 nChanged 4 SP:Iteration 5Q (51.602532 sec): 3 clusters Score: Raw -12233.716779 + Penalty 1033.997299 = -11199.719480 nChanged 0 SP:Iteration 6F (51.603215 sec): 3 clusters Score: Raw -12233.716779 + Penalty 1033.997299 = -11199.719480 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.611512 sec): 2 clusters Score: Raw -82788.624776 + Penalty 137.765266 = -82650.859511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.614867 sec): 3 clusters Score: Raw -81673.826095 + Penalty 295.328852 = -81378.497243 nChanged 830 SP:Iteration 1F (51.618271 sec): 3 clusters Score: Raw -82479.120382 + Penalty 301.718407 = -82177.401975 nChanged 127 SP:Iteration 2F (51.621682 sec): 3 clusters Score: Raw -82582.204320 + Penalty 304.736997 = -82277.467322 nChanged 61 SP:Iteration 3Q (51.624889 sec): 3 clusters Score: Raw -82620.003898 + Penalty 309.256615 = -82310.747282 nChanged 43 SP:Iteration 4Q (51.627967 sec): 3 clusters Score: Raw -82640.034427 + Penalty 309.110036 = -82330.924391 nChanged 28 SP:Iteration 5Q (51.630993 sec): 3 clusters Score: Raw -82648.115185 + Penalty 305.252530 = -82342.862655 nChanged 21 SP:Iteration 6Q (51.634043 sec): 3 clusters Score: Raw -82653.336228 + Penalty 304.498602 = -82348.837626 nChanged 27 SP:Iteration 7Q (51.637053 sec): 3 clusters Score: Raw -82661.199980 + Penalty 305.860689 = -82355.339291 nChanged 21 SP:Iteration 8Q (51.640030 sec): 3 clusters Score: Raw -82668.154106 + Penalty 305.793657 = -82362.360449 nChanged 21 SP:Iteration 9Q (51.642977 sec): 3 clusters Score: Raw -82676.098404 + Penalty 312.016368 = -82364.082036 nChanged 24 SP:Iteration 10F (51.646290 sec): 3 clusters Score: Raw -82686.756511 + Penalty 313.766556 = -82372.989954 nChanged 22 SP:Iteration 11Q (51.649207 sec): 3 clusters Score: Raw -82696.009007 + Penalty 315.642925 = -82380.366082 nChanged 21 SP:Iteration 12Q (51.652098 sec): 3 clusters Score: Raw -82705.671558 + Penalty 322.148508 = -82383.523050 nChanged 18 SP:Iteration 13Q (51.654961 sec): 3 clusters Score: Raw -82715.583189 + Penalty 326.027134 = -82389.556055 nChanged 24 SP:Iteration 14Q (51.657812 sec): 3 clusters Score: Raw -82731.692342 + Penalty 326.034649 = -82405.657694 nChanged 20 SP:Iteration 15Q (51.660629 sec): 3 clusters Score: Raw -82746.205613 + Penalty 308.310879 = -82437.894733 nChanged 15 SP:Iteration 16Q (51.663401 sec): 3 clusters Score: Raw -82755.548244 + Penalty 311.041299 = -82444.506945 nChanged 11 SP:Iteration 17Q (51.666143 sec): 3 clusters Score: Raw -82759.480368 + Penalty 300.670340 = -82458.810028 nChanged 9 SP:Iteration 18Q (51.668871 sec): 3 clusters Score: Raw -82762.970375 + Penalty 302.345070 = -82460.625305 nChanged 6 SP:Iteration 19Q (51.671587 sec): 3 clusters Score: Raw -82764.709120 + Penalty 302.855538 = -82461.853582 nChanged 4 SP:Iteration 20F (51.674912 sec): 3 clusters Score: Raw -82765.823439 + Penalty 302.456628 = -82463.366810 nChanged 7 SP:Iteration 21Q (51.677613 sec): 3 clusters Score: Raw -82768.359882 + Penalty 310.337894 = -82458.021988 nChanged 7 SP:Iteration 22F (51.680937 sec): 3 clusters Score: Raw -82771.903244 + Penalty 319.633736 = -82452.269509 nChanged 7 SP:Iteration 23F (51.684254 sec): 3 clusters Score: Raw -82776.290805 + Penalty 324.584854 = -82451.705952 nChanged 6 SP:Iteration 24F (51.687575 sec): 3 clusters Score: Raw -82780.208985 + Penalty 331.489905 = -82448.719080 nChanged 5 SP:Iteration 25F (51.690747 sec): 3 clusters Score: Raw -82782.243704 + Penalty 348.750040 = -82433.493664 nChanged 2 SP:Iteration 26F (51.693904 sec): 3 clusters Score: Raw -82782.825096 + Penalty 345.266481 = -82437.558615 nChanged 2 SP:Iteration 27Q (51.696403 sec): 3 clusters Score: Raw -82783.703082 + Penalty 293.007880 = -82490.695202 nChanged 4 SP:Iteration 28Q (51.698894 sec): 3 clusters Score: Raw -82783.984345 + Penalty 293.007880 = -82490.976465 nChanged 0 SP:Iteration 29F (51.702054 sec): 3 clusters Score: Raw -82783.984345 + Penalty 293.007880 = -82490.976465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.710070 sec): 2 clusters Score: Raw -91315.939814 + Penalty 672.151013 = -90643.788801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.712986 sec): 3 clusters Score: Raw -89723.814705 + Penalty 1351.733889 = -88372.080816 nChanged 604 SP:Iteration 1F (51.715863 sec): 3 clusters Score: Raw -90540.743220 + Penalty 1364.664383 = -89176.078837 nChanged 262 SP:Iteration 2F (51.718770 sec): 3 clusters Score: Raw -91092.018573 + Penalty 1392.598046 = -89699.420527 nChanged 211 SP:Iteration 3F (51.721746 sec): 3 clusters Score: Raw -91477.870844 + Penalty 1408.859112 = -90069.011732 nChanged 144 SP:Iteration 4F (51.724737 sec): 3 clusters Score: Raw -91643.996054 + Penalty 1396.685588 = -90247.310466 nChanged 55 SP:Iteration 5Q (51.727524 sec): 3 clusters Score: Raw -91680.101970 + Penalty 1385.655042 = -90294.446928 nChanged 22 SP:Iteration 6Q (51.730108 sec): 3 clusters Score: Raw -91692.842998 + Penalty 1382.813578 = -90310.029420 nChanged 15 SP:Iteration 7Q (51.732556 sec): 3 clusters Score: Raw -91702.460284 + Penalty 1384.338442 = -90318.121842 nChanged 7 SP:Iteration 8Q (51.735075 sec): 3 clusters Score: Raw -91703.711067 + Penalty 1384.589107 = -90319.121960 nChanged 5 SP:Iteration 9Q (51.737562 sec): 3 clusters Score: Raw -91703.226460 + Penalty 1385.814090 = -90317.412371 nChanged 5 SP:Iteration 10F (51.740467 sec): 3 clusters Score: Raw -91699.998589 + Penalty 1390.013649 = -90309.984940 nChanged 3 SP:Iteration 11F (51.743368 sec): 3 clusters Score: Raw -91696.845522 + Penalty 1390.760059 = -90306.085464 nChanged 1 SP:Iteration 12F (51.746267 sec): 3 clusters Score: Raw -91693.493813 + Penalty 1391.621618 = -90301.872194 nChanged 1 SP:Iteration 13F (51.749173 sec): 3 clusters Score: Raw -91692.777538 + Penalty 1392.371441 = -90300.406097 nChanged 1 SP:Iteration 14F (51.752070 sec): 3 clusters Score: Raw -91691.194574 + Penalty 1392.371441 = -90298.823132 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.755640 sec): 2 clusters Score: Raw -45178.569161 + Penalty 968.686876 = -44209.882285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.757211 sec): 3 clusters Score: Raw -44168.854151 + Penalty 1963.541186 = -42205.312965 nChanged 275 SP:Iteration 1F (51.758779 sec): 3 clusters Score: Raw -45047.815040 + Penalty 2006.567884 = -43041.247156 nChanged 123 SP:Iteration 2F (51.760331 sec): 3 clusters Score: Raw -45357.003340 + Penalty 2017.130596 = -43339.872744 nChanged 22 SP:Iteration 3Q (51.761643 sec): 3 clusters Score: Raw -45406.345625 + Penalty 2017.974036 = -43388.371589 nChanged 9 SP:Iteration 4Q (51.762972 sec): 3 clusters Score: Raw -45446.038698 + Penalty 2017.996144 = -43428.042554 nChanged 4 SP:Iteration 5Q (51.764282 sec): 3 clusters Score: Raw -45459.625106 + Penalty 2022.549759 = -43437.075346 nChanged 4 SP:Iteration 6Q (51.765601 sec): 3 clusters Score: Raw -45470.973586 + Penalty 2022.881113 = -43448.092473 nChanged 2 SP:Iteration 7Q (51.766920 sec): 3 clusters Score: Raw -45471.757675 + Penalty 2022.881113 = -43448.876562 nChanged 0 SP:Iteration 8F (51.768493 sec): 3 clusters Score: Raw -45471.757675 + Penalty 2022.881113 = -43448.876562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.769829 sec): 2 clusters Score: Raw -15371.561154 + Penalty 601.889894 = -14769.671260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.770529 sec): 3 clusters Score: Raw -15185.530643 + Penalty 1209.487002 = -13976.043641 nChanged 78 SP:Iteration 1F (51.771206 sec): 3 clusters Score: Raw -15287.252953 + Penalty 1224.509183 = -14062.743771 nChanged 36 SP:Iteration 2F (51.771884 sec): 3 clusters Score: Raw -15343.175408 + Penalty 1236.381651 = -14106.793757 nChanged 22 SP:Iteration 3F (51.772555 sec): 3 clusters Score: Raw -15375.598355 + Penalty 1258.832448 = -14116.765908 nChanged 12 SP:Iteration 4Q (51.773230 sec): 3 clusters Score: Raw -15395.751026 + Penalty 1288.984057 = -14106.766969 nChanged 10 SP:Iteration 5F (51.773898 sec): 3 clusters Score: Raw -15409.213438 + Penalty 1303.188345 = -14106.025093 nChanged 5 SP:Iteration 6F (51.774566 sec): 3 clusters Score: Raw -15413.880027 + Penalty 1296.880004 = -14117.000023 nChanged 1 SP:Iteration 7Q (51.775148 sec): 3 clusters Score: Raw -15416.801679 + Penalty 1296.880004 = -14119.921675 nChanged 0 SP:Iteration 8F (51.775817 sec): 3 clusters Score: Raw -15416.801679 + Penalty 1296.880004 = -14119.921675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.777317 sec): 2 clusters Score: Raw -20848.245163 + Penalty 651.228769 = -20197.016394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.778200 sec): 3 clusters Score: Raw -20576.128641 + Penalty 1280.359225 = -19295.769416 nChanged 126 SP:Iteration 1F (51.779060 sec): 3 clusters Score: Raw -20797.642404 + Penalty 1262.108951 = -19535.533453 nChanged 52 SP:Iteration 2F (51.779914 sec): 3 clusters Score: Raw -20904.576789 + Penalty 1273.352395 = -19631.224394 nChanged 27 SP:Iteration 3F (51.780764 sec): 3 clusters Score: Raw -20947.480012 + Penalty 1277.588343 = -19669.891669 nChanged 13 SP:Iteration 4Q (51.781551 sec): 3 clusters Score: Raw -20961.728091 + Penalty 1279.662986 = -19682.065105 nChanged 8 SP:Iteration 5Q (51.782311 sec): 3 clusters Score: Raw -20976.944311 + Penalty 1284.747951 = -19692.196360 nChanged 4 SP:Iteration 6Q (51.783058 sec): 3 clusters Score: Raw -20984.185159 + Penalty 1290.538778 = -19693.646381 nChanged 3 SP:Iteration 7Q (51.783800 sec): 3 clusters Score: Raw -20995.845685 + Penalty 1290.538778 = -19705.306908 nChanged 0 SP:Iteration 8F (51.784647 sec): 3 clusters Score: Raw -20995.845685 + Penalty 1290.538778 = -19705.306908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.785563 sec): 2 clusters Score: Raw -7743.087905 + Penalty 307.196191 = -7435.891714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.786078 sec): 3 clusters Score: Raw -7630.897364 + Penalty 613.453249 = -7017.444115 nChanged 39 SP:Iteration 1F (51.786586 sec): 3 clusters Score: Raw -7696.315275 + Penalty 617.271569 = -7079.043706 nChanged 16 SP:Iteration 2F (51.787091 sec): 3 clusters Score: Raw -7727.435162 + Penalty 620.990312 = -7106.444850 nChanged 3 SP:Iteration 3Q (51.787579 sec): 3 clusters Score: Raw -7744.086040 + Penalty 621.419712 = -7122.666328 nChanged 2 SP:Iteration 4Q (51.788057 sec): 3 clusters Score: Raw -7744.884958 + Penalty 621.419712 = -7123.465246 nChanged 0 SP:Iteration 5F (51.788562 sec): 3 clusters Score: Raw -7744.884958 + Penalty 621.419712 = -7123.465246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.792850 sec): 2 clusters Score: Raw -62932.077638 + Penalty 212.081390 = -62719.996248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.795290 sec): 3 clusters Score: Raw -61797.585290 + Penalty 435.259399 = -61362.325891 nChanged 567 SP:Iteration 1F (51.797683 sec): 3 clusters Score: Raw -62426.135637 + Penalty 460.064228 = -61966.071409 nChanged 304 SP:Iteration 2F (51.800097 sec): 3 clusters Score: Raw -62840.567020 + Penalty 465.909053 = -62374.657967 nChanged 107 SP:Iteration 3F (51.802514 sec): 3 clusters Score: Raw -62939.205634 + Penalty 491.773571 = -62447.432063 nChanged 57 SP:Iteration 4Q (51.804854 sec): 3 clusters Score: Raw -62986.192700 + Penalty 509.733685 = -62476.459015 nChanged 37 SP:Iteration 5Q (51.807138 sec): 3 clusters Score: Raw -63004.572892 + Penalty 542.061147 = -62462.511745 nChanged 27 SP:Iteration 6F (51.809611 sec): 3 clusters Score: Raw -63012.458756 + Penalty 568.119893 = -62444.338863 nChanged 19 SP:Iteration 7F (51.812041 sec): 3 clusters Score: Raw -63022.275620 + Penalty 568.529669 = -62453.745951 nChanged 15 SP:Iteration 8Q (51.814157 sec): 3 clusters Score: Raw -63027.069417 + Penalty 589.259505 = -62437.809912 nChanged 9 SP:Iteration 9F (51.816586 sec): 3 clusters Score: Raw -63030.045214 + Penalty 601.626613 = -62428.418601 nChanged 4 SP:Iteration 10F (51.819069 sec): 3 clusters Score: Raw -63033.397942 + Penalty 621.137452 = -62412.260490 nChanged 5 SP:Iteration 11F (51.821558 sec): 3 clusters Score: Raw -63035.735400 + Penalty 651.023633 = -62384.711767 nChanged 7 SP:Iteration 12F (51.824058 sec): 3 clusters Score: Raw -63038.156304 + Penalty 683.718642 = -62354.437662 nChanged 6 SP:Iteration 13F (51.826556 sec): 3 clusters Score: Raw -63038.541110 + Penalty 698.674039 = -62339.867071 nChanged 2 SP:Iteration 14F (51.829065 sec): 3 clusters Score: Raw -63037.986440 + Penalty 706.724573 = -62331.261867 nChanged 1 SP:Iteration 15F (51.831551 sec): 3 clusters Score: Raw -63037.513329 + Penalty 715.114144 = -62322.399185 nChanged 1 SP:Iteration 16F (51.834028 sec): 3 clusters Score: Raw -63038.959362 + Penalty 723.864382 = -62315.094980 nChanged 1 SP:Iteration 17F (51.836461 sec): 3 clusters Score: Raw -63039.261580 + Penalty 742.543001 = -62296.718579 nChanged 2 SP:Iteration 18F (51.838899 sec): 3 clusters Score: Raw -63039.604538 + Penalty 762.265337 = -62277.339201 nChanged 2 SP:Iteration 19F (51.841330 sec): 3 clusters Score: Raw -63040.857288 + Penalty 783.057865 = -62257.799423 nChanged 2 SP:Iteration 20F (51.843760 sec): 3 clusters Score: Raw -63042.403690 + Penalty 795.065707 = -62247.337982 nChanged 1 SP:Iteration 21F (51.846190 sec): 3 clusters Score: Raw -63043.838250 + Penalty 795.065707 = -62248.772542 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.849394 sec): 2 clusters Score: Raw -42527.679852 + Penalty 793.707111 = -41733.972742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.850897 sec): 3 clusters Score: Raw -41781.683167 + Penalty 1583.456785 = -40198.226382 nChanged 258 SP:Iteration 1F (51.852362 sec): 3 clusters Score: Raw -42181.597187 + Penalty 1572.156619 = -40609.440567 nChanged 143 SP:Iteration 2F (51.853815 sec): 3 clusters Score: Raw -42494.930959 + Penalty 1572.013912 = -40922.917047 nChanged 70 SP:Iteration 3F (51.855287 sec): 3 clusters Score: Raw -42593.801393 + Penalty 1562.803881 = -41030.997511 nChanged 35 SP:Iteration 4Q (51.856629 sec): 3 clusters Score: Raw -42652.361476 + Penalty 1559.606734 = -41092.754742 nChanged 20 SP:Iteration 5Q (51.857916 sec): 3 clusters Score: Raw -42681.236661 + Penalty 1556.872005 = -41124.364656 nChanged 12 SP:Iteration 6Q (51.859171 sec): 3 clusters Score: Raw -42710.390206 + Penalty 1558.474256 = -41151.915951 nChanged 14 SP:Iteration 7Q (51.860414 sec): 3 clusters Score: Raw -42746.508599 + Penalty 1558.902749 = -41187.605851 nChanged 5 SP:Iteration 8Q (51.861651 sec): 3 clusters Score: Raw -42755.831607 + Penalty 1558.739888 = -41197.091719 nChanged 2 SP:Iteration 9Q (51.862918 sec): 3 clusters Score: Raw -42757.947529 + Penalty 1558.739888 = -41199.207641 nChanged 0 SP:Iteration 10F (51.864363 sec): 3 clusters Score: Raw -42757.947529 + Penalty 1558.739888 = -41199.207641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 35 (2366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.875841 sec): 2 clusters Score: Raw -162193.961471 + Penalty 1238.043277 = -160955.918193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.880315 sec): 3 clusters Score: Raw -159964.089259 + Penalty 2476.955846 = -157487.133414 nChanged 922 SP:Iteration 1F (51.884779 sec): 3 clusters Score: Raw -160935.898588 + Penalty 2477.731738 = -158458.166850 nChanged 380 SP:Iteration 2F (51.889210 sec): 3 clusters Score: Raw -161733.910922 + Penalty 2480.118878 = -159253.792044 nChanged 306 SP:Iteration 3F (51.893592 sec): 3 clusters Score: Raw -162419.388980 + Penalty 2484.695660 = -159934.693320 nChanged 167 SP:Iteration 4F (51.897980 sec): 3 clusters Score: Raw -162627.046611 + Penalty 2488.536705 = -160138.509906 nChanged 96 SP:Iteration 5Q (51.902027 sec): 3 clusters Score: Raw -162715.404297 + Penalty 2491.260649 = -160224.143648 nChanged 57 SP:Iteration 6Q (51.906001 sec): 3 clusters Score: Raw -162754.695537 + Penalty 2492.952204 = -160261.743333 nChanged 33 SP:Iteration 7Q (51.909877 sec): 3 clusters Score: Raw -162757.041212 + Penalty 2493.795706 = -160263.245505 nChanged 17 SP:Iteration 8Q (51.913708 sec): 3 clusters Score: Raw -162751.231518 + Penalty 2494.043694 = -160257.187824 nChanged 10 SP:Iteration 9F (51.918102 sec): 3 clusters Score: Raw -162747.447623 + Penalty 2494.156467 = -160253.291156 nChanged 8 SP:Iteration 10F (51.922597 sec): 3 clusters Score: Raw -162744.988786 + Penalty 2494.198365 = -160250.790421 nChanged 3 SP:Iteration 11F (51.927031 sec): 3 clusters Score: Raw -162743.739071 + Penalty 2494.240048 = -160249.499023 nChanged 5 SP:Iteration 12F (51.931633 sec): 3 clusters Score: Raw -162743.707193 + Penalty 2494.281516 = -160249.425677 nChanged 3 SP:Iteration 13F (51.936383 sec): 3 clusters Score: Raw -162741.380605 + Penalty 2494.309041 = -160247.071564 nChanged 2 SP:Iteration 14F (51.940879 sec): 3 clusters Score: Raw -162739.958469 + Penalty 2494.336470 = -160245.621999 nChanged 2 SP:Iteration 15F (51.945272 sec): 3 clusters Score: Raw -162738.308842 + Penalty 2494.336470 = -160243.972372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.948329 sec): 2 clusters Score: Raw -3264.589607 + Penalty 264.954008 = -2999.635598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.948699 sec): 3 clusters Score: Raw -3282.622592 + Penalty 531.128252 = -2751.494340 nChanged 22 SP:Iteration 1F (51.949055 sec): 3 clusters Score: Raw -3311.890755 + Penalty 529.415617 = -2782.475138 nChanged 2 SP:Iteration 2Q (51.949399 sec): 3 clusters Score: Raw -3313.298359 + Penalty 529.415617 = -2783.882741 nChanged 0 SP:Iteration 3F (51.949752 sec): 3 clusters Score: Raw -3313.298359 + Penalty 529.415617 = -2783.882741 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 43 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.953023 sec): 2 clusters Score: Raw -53475.594978 + Penalty 671.042611 = -52804.552367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.954936 sec): 3 clusters Score: Raw -52757.119132 + Penalty 1340.462245 = -51416.656887 nChanged 337 SP:Iteration 1F (51.956803 sec): 3 clusters Score: Raw -52973.268456 + Penalty 1329.420085 = -51643.848371 nChanged 115 SP:Iteration 2F (51.958666 sec): 3 clusters Score: Raw -53060.405093 + Penalty 1313.262170 = -51747.142923 nChanged 87 SP:Iteration 3F (51.960518 sec): 3 clusters Score: Raw -53129.128740 + Penalty 1293.239855 = -51835.888884 nChanged 84 SP:Iteration 4F (51.962364 sec): 3 clusters Score: Raw -53197.157403 + Penalty 1282.472751 = -51914.684652 nChanged 72 SP:Iteration 5F (51.964201 sec): 3 clusters Score: Raw -53262.266594 + Penalty 1273.657876 = -51988.608718 nChanged 70 SP:Iteration 6F (51.966033 sec): 3 clusters Score: Raw -53332.205141 + Penalty 1254.172656 = -52078.032485 nChanged 60 SP:Iteration 7F (51.967856 sec): 3 clusters Score: Raw -53413.971109 + Penalty 1281.021251 = -52132.949858 nChanged 40 SP:Iteration 8Q (51.969485 sec): 3 clusters Score: Raw -53459.005524 + Penalty 1336.356606 = -52122.648918 nChanged 13 SP:Iteration 9F (51.971301 sec): 3 clusters Score: Raw -53474.806904 + Penalty 1350.523043 = -52124.283861 nChanged 3 SP:Iteration 10F (51.973116 sec): 3 clusters Score: Raw -53485.492606 + Penalty 1349.091063 = -52136.401543 nChanged 1 SP:Iteration 11Q (51.974591 sec): 3 clusters Score: Raw -53487.219274 + Penalty 1349.091063 = -52138.128211 nChanged 0 SP:Iteration 12F (51.976412 sec): 3 clusters Score: Raw -53487.219274 + Penalty 1349.091063 = -52138.128211 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.978614 sec): 2 clusters Score: Raw -31346.977633 + Penalty 212.733402 = -31134.244231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.979950 sec): 3 clusters Score: Raw -30979.006988 + Penalty 425.585145 = -30553.421843 nChanged 263 SP:Iteration 1F (51.981263 sec): 3 clusters Score: Raw -31177.696760 + Penalty 426.325380 = -30751.371380 nChanged 80 SP:Iteration 2F (51.982568 sec): 3 clusters Score: Raw -31233.153733 + Penalty 428.647708 = -30804.506025 nChanged 41 SP:Iteration 3F (51.983868 sec): 3 clusters Score: Raw -31255.288802 + Penalty 437.995438 = -30817.293364 nChanged 37 SP:Iteration 4F (51.985163 sec): 3 clusters Score: Raw -31283.967284 + Penalty 445.590596 = -30838.376688 nChanged 27 SP:Iteration 5Q (51.986453 sec): 3 clusters Score: Raw -31299.676039 + Penalty 451.105035 = -30848.571004 nChanged 23 SP:Iteration 6Q (51.987743 sec): 3 clusters Score: Raw -31313.716989 + Penalty 461.221054 = -30852.495935 nChanged 27 SP:Iteration 7Q (51.989053 sec): 3 clusters Score: Raw -31335.368449 + Penalty 472.680861 = -30862.687588 nChanged 25 SP:Iteration 8Q (51.990338 sec): 3 clusters Score: Raw -31351.760382 + Penalty 472.013258 = -30879.747124 nChanged 12 SP:Iteration 9Q (51.991632 sec): 3 clusters Score: Raw -31360.186213 + Penalty 475.216112 = -30884.970101 nChanged 10 SP:Iteration 10F (51.992934 sec): 3 clusters Score: Raw -31367.349294 + Penalty 481.005508 = -30886.343787 nChanged 7 SP:Iteration 11Q (51.994222 sec): 3 clusters Score: Raw -31371.317018 + Penalty 482.147334 = -30889.169684 nChanged 4 SP:Iteration 12Q (51.995516 sec): 3 clusters Score: Raw -31372.440323 + Penalty 478.298237 = -30894.142086 nChanged 2 SP:Iteration 13Q (51.996812 sec): 3 clusters Score: Raw -31373.047591 + Penalty 478.298237 = -30894.749354 nChanged 0 SP:Iteration 14F (51.998098 sec): 3 clusters Score: Raw -31373.047591 + Penalty 478.298237 = -30894.749354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 63 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.000925 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.002737 sec): 3 clusters Score: Raw -45734.624252 + Penalty 424.908712 = -45309.715540 nChanged 404 SP:Iteration 1F (52.004495 sec): 3 clusters Score: Raw -46081.046104 + Penalty 426.740170 = -45654.305934 nChanged 137 SP:Iteration 2F (52.006235 sec): 3 clusters Score: Raw -46231.512190 + Penalty 430.264069 = -45801.248122 nChanged 78 SP:Iteration 3F (52.007974 sec): 3 clusters Score: Raw -46283.314491 + Penalty 431.774291 = -45851.540200 nChanged 42 SP:Iteration 4Q (52.009684 sec): 3 clusters Score: Raw -46308.804002 + Penalty 432.321006 = -45876.482995 nChanged 24 SP:Iteration 5Q (52.011391 sec): 3 clusters Score: Raw -46323.029206 + Penalty 433.207921 = -45889.821284 nChanged 19 SP:Iteration 6Q (52.013093 sec): 3 clusters Score: Raw -46329.410730 + Penalty 436.099629 = -45893.311101 nChanged 15 SP:Iteration 7Q (52.014794 sec): 3 clusters Score: Raw -46331.457688 + Penalty 436.752014 = -45894.705674 nChanged 12 SP:Iteration 8Q (52.016496 sec): 3 clusters Score: Raw -46335.439650 + Penalty 437.871315 = -45897.568335 nChanged 14 SP:Iteration 9Q (52.018199 sec): 3 clusters Score: Raw -46342.522687 + Penalty 439.340411 = -45903.182276 nChanged 19 SP:Iteration 10F (52.019954 sec): 3 clusters Score: Raw -46352.047395 + Penalty 442.983354 = -45909.064041 nChanged 19 SP:Iteration 11Q (52.021682 sec): 3 clusters Score: Raw -46359.679489 + Penalty 443.613571 = -45916.065918 nChanged 22 SP:Iteration 12Q (52.023418 sec): 3 clusters Score: Raw -46372.912960 + Penalty 445.590744 = -45927.322217 nChanged 29 SP:Iteration 13Q (52.025055 sec): 3 clusters Score: Raw -46399.608842 + Penalty 440.986698 = -45958.622144 nChanged 36 SP:Iteration 14Q (52.026665 sec): 3 clusters Score: Raw -46436.234133 + Penalty 444.157807 = -45992.076326 nChanged 35 SP:Iteration 15Q (52.028228 sec): 3 clusters Score: Raw -46473.929166 + Penalty 466.119796 = -46007.809370 nChanged 26 SP:Iteration 16Q (52.029763 sec): 3 clusters Score: Raw -46493.758451 + Penalty 477.927717 = -46015.830734 nChanged 10 SP:Iteration 17Q (52.031256 sec): 3 clusters Score: Raw -46501.999264 + Penalty 489.044865 = -46012.954399 nChanged 5 SP:Iteration 18F (52.033016 sec): 3 clusters Score: Raw -46523.032796 + Penalty 569.711446 = -45953.321350 nChanged 16 SP:Iteration 19F (52.034753 sec): 3 clusters Score: Raw -46543.690098 + Penalty 610.704186 = -45932.985912 nChanged 12 SP:Iteration 20F (52.036498 sec): 3 clusters Score: Raw -46562.508721 + Penalty 741.342896 = -45821.165825 nChanged 5 SP:Iteration 21F (52.038249 sec): 3 clusters Score: Raw -46569.688646 + Penalty 795.613321 = -45774.075326 nChanged 1 SP:Iteration 22F (52.039990 sec): 3 clusters Score: Raw -46570.586942 + Penalty 795.613321 = -45774.973621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.041587 sec): 2 clusters Score: Raw -9254.336424 + Penalty 327.579219 = -8926.757206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.042232 sec): 3 clusters Score: Raw -9182.348014 + Penalty 695.271776 = -8487.076238 nChanged 68 SP:Iteration 1F (52.042853 sec): 3 clusters Score: Raw -9269.578534 + Penalty 723.817724 = -8545.760810 nChanged 27 SP:Iteration 2F (52.043476 sec): 3 clusters Score: Raw -9305.990709 + Penalty 721.274910 = -8584.715799 nChanged 6 SP:Iteration 3Q (52.044085 sec): 3 clusters Score: Raw -9320.778715 + Penalty 717.255730 = -8603.522985 nChanged 7 SP:Iteration 4Q (52.044688 sec): 3 clusters Score: Raw -9332.008573 + Penalty 716.852004 = -8615.156569 nChanged 4 SP:Iteration 5Q (52.045288 sec): 3 clusters Score: Raw -9334.238195 + Penalty 716.852004 = -8617.386191 nChanged 0 SP:Iteration 6F (52.045909 sec): 3 clusters Score: Raw -9334.238195 + Penalty 716.852004 = -8617.386191 nChanged 0 Iteration 119Q (52.177521 sec): 29 clusters Score: Raw -1934474.050136 + Penalty 23482.488429 = -1910991.561707 nChanged 26 Iteration 120F (52.707485 sec): 29 clusters Score: Raw -1934499.994696 + Penalty 23480.969046 = -1911019.025649 nChanged 25 Iteration 121Q (52.826132 sec): 29 clusters Score: Raw -1934525.646728 + Penalty 23480.909963 = -1911044.736765 nChanged 20 Iteration 122Q (52.942492 sec): 29 clusters Score: Raw -1934532.734939 + Penalty 23479.800214 = -1911052.934725 nChanged 7 Iteration 123Q (53.058874 sec): 29 clusters Score: Raw -1934536.106589 + Penalty 23479.305660 = -1911056.800930 nChanged 5 Iteration 124Q (53.175425 sec): 29 clusters Score: Raw -1934536.442144 + Penalty 23478.965578 = -1911057.476566 nChanged 5 Iteration 125Q (53.292151 sec): 29 clusters Score: Raw -1934536.695162 + Penalty 23478.772148 = -1911057.923013 nChanged 2 Iteration 126Q (53.408181 sec): 29 clusters Score: Raw -1934536.814153 + Penalty 23478.872528 = -1911057.941625 nChanged 6 Iteration 127Q (53.524272 sec): 29 clusters Score: Raw -1934537.495139 + Penalty 23478.261518 = -1911059.233621 nChanged 7 Iteration 128Q (53.641189 sec): 29 clusters Score: Raw -1934538.202075 + Penalty 23477.132634 = -1911061.069441 nChanged 13 Iteration 129Q (53.757122 sec): 29 clusters Score: Raw -1934539.525941 + Penalty 23477.126847 = -1911062.399094 nChanged 11 Iteration 130F (54.287448 sec): 29 clusters Score: Raw -1934539.991273 + Penalty 23476.236377 = -1911063.754896 nChanged 8 Iteration 131Q (54.402820 sec): 29 clusters Score: Raw -1934540.373149 + Penalty 23475.802458 = -1911064.570691 nChanged 7 Iteration 132Q (54.518479 sec): 29 clusters Score: Raw -1934540.620039 + Penalty 23477.058357 = -1911063.561682 nChanged 7 Iteration 133F (55.047879 sec): 29 clusters Score: Raw -1934540.859446 + Penalty 23476.391149 = -1911064.468297 nChanged 7 Iteration 134Q (55.163344 sec): 29 clusters Score: Raw -1934541.147956 + Penalty 23475.412307 = -1911065.735649 nChanged 8 Iteration 135Q (55.279772 sec): 29 clusters Score: Raw -1934541.503855 + Penalty 23474.127712 = -1911067.376143 nChanged 6 Iteration 136Q (55.395050 sec): 29 clusters Score: Raw -1934541.954067 + Penalty 23473.912535 = -1911068.041532 nChanged 9 Iteration 137Q (55.510785 sec): 29 clusters Score: Raw -1934542.559383 + Penalty 23473.077433 = -1911069.481949 nChanged 10 Iteration 138Q (55.626488 sec): 29 clusters Score: Raw -1934543.205933 + Penalty 23472.630352 = -1911070.575581 nChanged 10 Iteration 139Q (55.741854 sec): 29 clusters Score: Raw -1934543.900716 + Penalty 23472.199180 = -1911071.701535 nChanged 5 Iteration 140F (56.272800 sec): 29 clusters Score: Raw -1934544.055997 + Penalty 23471.988326 = -1911072.067670 nChanged 6 Iteration 141Q (56.388107 sec): 29 clusters Score: Raw -1934544.332828 + Penalty 23471.240159 = -1911073.092669 nChanged 6 Iteration 142Q (56.503624 sec): 29 clusters Score: Raw -1934544.828490 + Penalty 23470.819766 = -1911074.008723 nChanged 9 Iteration 143Q (56.618978 sec): 29 clusters Score: Raw -1934545.551781 + Penalty 23470.161769 = -1911075.390012 nChanged 7 Iteration 144Q (56.734884 sec): 29 clusters Score: Raw -1934545.790244 + Penalty 23470.345147 = -1911075.445097 nChanged 5 Iteration 145Q (56.850462 sec): 29 clusters Score: Raw -1934545.999074 + Penalty 23470.012274 = -1911075.986801 nChanged 3 Iteration 146Q (56.966226 sec): 29 clusters Score: Raw -1934546.054816 + Penalty 23469.428712 = -1911076.626104 nChanged 3 Iteration 147Q (57.082431 sec): 29 clusters Score: Raw -1934546.146903 + Penalty 23468.752522 = -1911077.394381 nChanged 2 Iteration 148Q (57.198145 sec): 29 clusters Score: Raw -1934546.222082 + Penalty 23468.700463 = -1911077.521619 nChanged 2 Iteration 149Q (57.314715 sec): 29 clusters Score: Raw -1934546.267619 + Penalty 23468.284920 = -1911077.982699 nChanged 3 Iteration 150F (57.843089 sec): 29 clusters Score: Raw -1934546.343650 + Penalty 23467.793225 = -1911078.550425 nChanged 5 Iteration 151Q (57.959568 sec): 29 clusters Score: Raw -1934546.416554 + Penalty 23467.648851 = -1911078.767703 nChanged 1 Iteration 152Q (58.075895 sec): 29 clusters Score: Raw -1934546.417967 + Penalty 23467.537560 = -1911078.880407 nChanged 1 Iteration 153Q (58.191791 sec): 29 clusters Score: Raw -1934546.444693 + Penalty 23467.364238 = -1911079.080455 nChanged 2 Iteration 154Q (58.308504 sec): 29 clusters Score: Raw -1934546.512304 + Penalty 23467.228944 = -1911079.283360 nChanged 1 Iteration 155Q (58.424254 sec): 29 clusters Score: Raw -1934546.559633 + Penalty 23467.155830 = -1911079.403802 nChanged 1 Iteration 156Q (58.540233 sec): 29 clusters Score: Raw -1934546.566715 + Penalty 23467.116350 = -1911079.450366 nChanged 1 Iteration 157Q (58.656220 sec): 29 clusters Score: Raw -1934546.567024 + Penalty 23467.116350 = -1911079.450674 nChanged 0 Iteration 158F (59.184814 sec): 29 clusters Score: Raw -1934546.567024 + Penalty 23467.116350 = -1911079.450674 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1934546.567024 + Penalty 23467.116350 = -1911079.450674Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.301193 sec): 2 clusters Score: Raw -8571.423616 + Penalty 444.981057 = -8126.442559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.301691 sec): 3 clusters Score: Raw -8379.899782 + Penalty 886.932151 = -7492.967631 nChanged 40 SP:Iteration 1F (59.302178 sec): 3 clusters Score: Raw -8454.097310 + Penalty 914.327620 = -7539.769690 nChanged 27 SP:Iteration 2F (59.302669 sec): 3 clusters Score: Raw -8537.065225 + Penalty 1008.372127 = -7528.693099 nChanged 16 SP:Iteration 3F (59.303187 sec): 3 clusters Score: Raw -8593.526249 + Penalty 1084.474601 = -7509.051648 nChanged 7 SP:Iteration 4F (59.303699 sec): 3 clusters Score: Raw -8623.563896 + Penalty 1128.058128 = -7495.505768 nChanged 2 SP:Iteration 5F (59.304197 sec): 3 clusters Score: Raw -8636.047729 + Penalty 1128.058128 = -7507.989601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.311920 sec): 2 clusters Score: Raw -95581.172272 + Penalty 873.177864 = -94707.994409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.314887 sec): 3 clusters Score: Raw -94066.672796 + Penalty 1746.476152 = -92320.196644 nChanged 600 SP:Iteration 1F (59.317731 sec): 3 clusters Score: Raw -94626.882175 + Penalty 1748.077515 = -92878.804660 nChanged 225 SP:Iteration 2F (59.320546 sec): 3 clusters Score: Raw -95004.512256 + Penalty 1752.857914 = -93251.654342 nChanged 180 SP:Iteration 3F (59.323315 sec): 3 clusters Score: Raw -95322.371905 + Penalty 1759.632038 = -93562.739868 nChanged 139 SP:Iteration 4F (59.326079 sec): 3 clusters Score: Raw -95517.989358 + Penalty 1767.652274 = -93750.337084 nChanged 87 SP:Iteration 5F (59.328843 sec): 3 clusters Score: Raw -95629.128061 + Penalty 1780.530114 = -93848.597947 nChanged 69 SP:Iteration 6Q (59.331383 sec): 3 clusters Score: Raw -95762.633519 + Penalty 1791.410508 = -93971.223011 nChanged 54 SP:Iteration 7Q (59.333860 sec): 3 clusters Score: Raw -95868.074706 + Penalty 1802.514647 = -94065.560059 nChanged 68 SP:Iteration 8Q (59.336299 sec): 3 clusters Score: Raw -95965.773777 + Penalty 1807.188433 = -94158.585344 nChanged 28 SP:Iteration 9Q (59.338702 sec): 3 clusters Score: Raw -95986.386341 + Penalty 1817.089432 = -94169.296909 nChanged 25 SP:Iteration 10F (59.341469 sec): 3 clusters Score: Raw -96006.484849 + Penalty 1824.434415 = -94182.050434 nChanged 19 SP:Iteration 11Q (59.343843 sec): 3 clusters Score: Raw -96021.926283 + Penalty 1829.536085 = -94192.390198 nChanged 19 SP:Iteration 12Q (59.346201 sec): 3 clusters Score: Raw -96041.675555 + Penalty 1831.480851 = -94210.194703 nChanged 13 SP:Iteration 13Q (59.348541 sec): 3 clusters Score: Raw -96056.069435 + Penalty 1832.775332 = -94223.294103 nChanged 12 SP:Iteration 14Q (59.350916 sec): 3 clusters Score: Raw -96073.061939 + Penalty 1833.692899 = -94239.369040 nChanged 7 SP:Iteration 15Q (59.353308 sec): 3 clusters Score: Raw -96084.811536 + Penalty 1836.275921 = -94248.535615 nChanged 5 SP:Iteration 16Q (59.355691 sec): 3 clusters Score: Raw -96088.737867 + Penalty 1838.184664 = -94250.553203 nChanged 5 SP:Iteration 17Q (59.358022 sec): 3 clusters Score: Raw -96093.810641 + Penalty 1839.182410 = -94254.628231 nChanged 4 SP:Iteration 18Q (59.360349 sec): 3 clusters Score: Raw -96101.458275 + Penalty 1839.580381 = -94261.877894 nChanged 2 SP:Iteration 19Q (59.362680 sec): 3 clusters Score: Raw -96104.125531 + Penalty 1839.408194 = -94264.717337 nChanged 1 SP:Iteration 20F (59.365441 sec): 3 clusters Score: Raw -96105.415809 + Penalty 1839.408194 = -94266.007615 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 3 (4874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.387674 sec): 2 clusters Score: Raw -231274.782489 + Penalty 332.077432 = -230942.705057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.396534 sec): 3 clusters Score: Raw -228092.607720 + Penalty 703.227012 = -227389.380707 nChanged 2317 SP:Iteration 1F (59.405250 sec): 3 clusters Score: Raw -230209.973468 + Penalty 738.814249 = -229471.159219 nChanged 665 SP:Iteration 2F (59.414196 sec): 3 clusters Score: Raw -230763.330485 + Penalty 759.002183 = -230004.328303 nChanged 320 SP:Iteration 3F (59.422832 sec): 3 clusters Score: Raw -231048.138597 + Penalty 770.171256 = -230277.967341 nChanged 173 SP:Iteration 4Q (59.431308 sec): 3 clusters Score: Raw -231179.579618 + Penalty 777.182502 = -230402.397117 nChanged 110 SP:Iteration 5Q (59.439427 sec): 3 clusters Score: Raw -231257.151924 + Penalty 782.278586 = -230474.873338 nChanged 94 SP:Iteration 6Q (59.447401 sec): 3 clusters Score: Raw -231327.298002 + Penalty 784.561841 = -230542.736161 nChanged 66 SP:Iteration 7Q (59.455481 sec): 3 clusters Score: Raw -231358.176225 + Penalty 785.840999 = -230572.335226 nChanged 61 SP:Iteration 8Q (59.463238 sec): 3 clusters Score: Raw -231393.717976 + Penalty 785.225291 = -230608.492685 nChanged 61 SP:Iteration 9Q (59.470976 sec): 3 clusters Score: Raw -231425.786781 + Penalty 780.817044 = -230644.969737 nChanged 46 SP:Iteration 10F (59.479635 sec): 3 clusters Score: Raw -231445.894896 + Penalty 774.085214 = -230671.809681 nChanged 32 SP:Iteration 11Q (59.487108 sec): 3 clusters Score: Raw -231455.197157 + Penalty 775.468175 = -230679.728982 nChanged 19 SP:Iteration 12Q (59.494634 sec): 3 clusters Score: Raw -231459.435091 + Penalty 776.451252 = -230682.983839 nChanged 16 SP:Iteration 13Q (59.502010 sec): 3 clusters Score: Raw -231462.410522 + Penalty 774.513616 = -230687.896906 nChanged 16 SP:Iteration 14Q (59.509560 sec): 3 clusters Score: Raw -231465.523970 + Penalty 773.179768 = -230692.344202 nChanged 10 SP:Iteration 15Q (59.517211 sec): 3 clusters Score: Raw -231467.740984 + Penalty 772.893360 = -230694.847625 nChanged 11 SP:Iteration 16Q (59.524628 sec): 3 clusters Score: Raw -231470.939331 + Penalty 768.087037 = -230702.852294 nChanged 10 SP:Iteration 17Q (59.531921 sec): 3 clusters Score: Raw -231473.586862 + Penalty 766.262977 = -230707.323884 nChanged 6 SP:Iteration 18Q (59.539175 sec): 3 clusters Score: Raw -231474.356868 + Penalty 764.690686 = -230709.666183 nChanged 5 SP:Iteration 19Q (59.546746 sec): 3 clusters Score: Raw -231475.129467 + Penalty 764.151446 = -230710.978021 nChanged 5 SP:Iteration 20F (59.555399 sec): 3 clusters Score: Raw -231475.483779 + Penalty 762.518681 = -230712.965098 nChanged 3 SP:Iteration 21Q (59.562804 sec): 3 clusters Score: Raw -231476.494613 + Penalty 761.782706 = -230714.711907 nChanged 1 SP:Iteration 22Q (59.570051 sec): 3 clusters Score: Raw -231476.561978 + Penalty 760.512397 = -230716.049581 nChanged 2 SP:Iteration 23Q (59.577293 sec): 3 clusters Score: Raw -231477.075824 + Penalty 760.947993 = -230716.127831 nChanged 1 SP:Iteration 24Q (59.584675 sec): 3 clusters Score: Raw -231477.571790 + Penalty 761.701573 = -230715.870217 nChanged 5 SP:Iteration 25F (59.593293 sec): 3 clusters Score: Raw -231478.633981 + Penalty 761.472578 = -230717.161403 nChanged 5 SP:Iteration 26Q (59.600503 sec): 3 clusters Score: Raw -231479.556412 + Penalty 761.114080 = -230718.442332 nChanged 3 SP:Iteration 27Q (59.607816 sec): 3 clusters Score: Raw -231479.783235 + Penalty 761.230672 = -230718.552563 nChanged 3 SP:Iteration 28Q (59.615203 sec): 3 clusters Score: Raw -231480.029370 + Penalty 760.573909 = -230719.455461 nChanged 2 SP:Iteration 29Q (59.622396 sec): 3 clusters Score: Raw -231480.132458 + Penalty 760.573909 = -230719.558549 nChanged 0 SP:Iteration 30F (59.631001 sec): 3 clusters Score: Raw -231480.132458 + Penalty 760.573909 = -230719.558549 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.657165 sec): 2 clusters Score: Raw -288954.899331 + Penalty 308.785132 = -288646.114199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.667193 sec): 3 clusters Score: Raw -285400.254340 + Penalty 695.011288 = -284705.243052 nChanged 2451 SP:Iteration 1F (59.676711 sec): 3 clusters Score: Raw -287701.864465 + Penalty 739.856893 = -286962.007573 nChanged 616 SP:Iteration 2F (59.686257 sec): 3 clusters Score: Raw -288214.580952 + Penalty 745.742614 = -287468.838337 nChanged 392 SP:Iteration 3F (59.695728 sec): 3 clusters Score: Raw -288535.511823 + Penalty 716.804086 = -287818.707737 nChanged 273 SP:Iteration 4F (59.705236 sec): 3 clusters Score: Raw -288704.626082 + Penalty 687.042313 = -288017.583770 nChanged 157 SP:Iteration 5Q (59.714919 sec): 3 clusters Score: Raw -288782.533172 + Penalty 656.719148 = -288125.814024 nChanged 115 SP:Iteration 6Q (59.724108 sec): 3 clusters Score: Raw -288846.787124 + Penalty 640.395907 = -288206.391217 nChanged 85 SP:Iteration 7Q (59.732938 sec): 3 clusters Score: Raw -288901.729668 + Penalty 605.662628 = -288296.067039 nChanged 69 SP:Iteration 8Q (59.741097 sec): 3 clusters Score: Raw -288943.047469 + Penalty 597.595720 = -288345.451750 nChanged 45 SP:Iteration 9Q (59.749020 sec): 3 clusters Score: Raw -288943.363949 + Penalty 587.289145 = -288356.074804 nChanged 32 SP:Iteration 10F (59.758575 sec): 3 clusters Score: Raw -288942.956218 + Penalty 567.263251 = -288375.692967 nChanged 38 SP:Iteration 11Q (59.766239 sec): 3 clusters Score: Raw -288945.777209 + Penalty 531.507042 = -288414.270167 nChanged 29 SP:Iteration 12Q (59.773876 sec): 3 clusters Score: Raw -288943.944520 + Penalty 506.836001 = -288437.108519 nChanged 25 SP:Iteration 13Q (59.781431 sec): 3 clusters Score: Raw -288944.954463 + Penalty 486.641877 = -288458.312586 nChanged 23 SP:Iteration 14Q (59.789035 sec): 3 clusters Score: Raw -288945.215400 + Penalty 476.937007 = -288468.278393 nChanged 15 SP:Iteration 15Q (59.796502 sec): 3 clusters Score: Raw -288945.232227 + Penalty 455.837235 = -288489.394992 nChanged 15 SP:Iteration 16Q (59.803919 sec): 3 clusters Score: Raw -288946.961988 + Penalty 455.284598 = -288491.677390 nChanged 9 SP:Iteration 17Q (59.811325 sec): 3 clusters Score: Raw -288950.067821 + Penalty 480.829999 = -288469.237822 nChanged 7 SP:Iteration 18F (59.820822 sec): 3 clusters Score: Raw -288954.782069 + Penalty 506.575264 = -288448.206805 nChanged 2 SP:Iteration 19F (59.830244 sec): 3 clusters Score: Raw -288955.366496 + Penalty 506.575264 = -288448.791232 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.837186 sec): 2 clusters Score: Raw -32260.635142 + Penalty 162.170975 = -32098.464167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.838498 sec): 3 clusters Score: Raw -31862.320092 + Penalty 323.753811 = -31538.566281 nChanged 272 SP:Iteration 1F (59.839792 sec): 3 clusters Score: Raw -32010.719771 + Penalty 325.820766 = -31684.899005 nChanged 70 SP:Iteration 2F (59.841121 sec): 3 clusters Score: Raw -32057.655782 + Penalty 331.704933 = -31725.950849 nChanged 73 SP:Iteration 3F (59.842429 sec): 3 clusters Score: Raw -32100.721929 + Penalty 337.531524 = -31763.190405 nChanged 51 SP:Iteration 4F (59.843734 sec): 3 clusters Score: Raw -32129.459088 + Penalty 343.444846 = -31786.014241 nChanged 39 SP:Iteration 5F (59.845059 sec): 3 clusters Score: Raw -32149.591010 + Penalty 345.146438 = -31804.444573 nChanged 32 SP:Iteration 6Q (59.846360 sec): 3 clusters Score: Raw -32167.201244 + Penalty 346.575332 = -31820.625912 nChanged 29 SP:Iteration 7Q (59.847665 sec): 3 clusters Score: Raw -32182.772376 + Penalty 356.813258 = -31825.959118 nChanged 32 SP:Iteration 8Q (59.848981 sec): 3 clusters Score: Raw -32205.693172 + Penalty 344.187219 = -31861.505953 nChanged 26 SP:Iteration 9Q (59.850285 sec): 3 clusters Score: Raw -32224.770047 + Penalty 340.876257 = -31883.893790 nChanged 20 SP:Iteration 10F (59.851606 sec): 3 clusters Score: Raw -32238.596169 + Penalty 349.550924 = -31889.045245 nChanged 17 SP:Iteration 11Q (59.852929 sec): 3 clusters Score: Raw -32249.213572 + Penalty 365.377914 = -31883.835659 nChanged 9 SP:Iteration 12F (59.854236 sec): 3 clusters Score: Raw -32253.529137 + Penalty 348.369355 = -31905.159782 nChanged 7 SP:Iteration 13Q (59.855550 sec): 3 clusters Score: Raw -32256.125716 + Penalty 356.236051 = -31899.889665 nChanged 2 SP:Iteration 14F (59.856870 sec): 3 clusters Score: Raw -32256.395352 + Penalty 359.395602 = -31896.999751 nChanged 1 SP:Iteration 15F (59.858176 sec): 3 clusters Score: Raw -32256.419115 + Penalty 364.532605 = -31891.886510 nChanged 1 SP:Iteration 16F (59.859524 sec): 3 clusters Score: Raw -32256.543153 + Penalty 364.532605 = -31892.010548 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.874667 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.883893 sec): 3 clusters Score: Raw -271594.114723 + Penalty 561.408356 = -271032.706367 nChanged 2351 SP:Iteration 1F (59.892801 sec): 3 clusters Score: Raw -273233.739245 + Penalty 559.587468 = -272674.151777 nChanged 710 SP:Iteration 2F (59.901692 sec): 3 clusters Score: Raw -273761.342243 + Penalty 561.097716 = -273200.244526 nChanged 577 SP:Iteration 3F (59.910552 sec): 3 clusters Score: Raw -274271.816222 + Penalty 559.750447 = -273712.065775 nChanged 532 SP:Iteration 4F (59.919871 sec): 3 clusters Score: Raw -274788.571229 + Penalty 551.382553 = -274237.188675 nChanged 310 SP:Iteration 5F (59.928826 sec): 3 clusters Score: Raw -275073.129008 + Penalty 618.257067 = -274454.871941 nChanged 126 SP:Iteration 6Q (59.936415 sec): 3 clusters Score: Raw -275207.529955 + Penalty 1110.180081 = -274097.349875 nChanged 26 SP:Iteration 7F (59.945290 sec): 3 clusters Score: Raw -275230.935207 + Penalty 1141.410666 = -274089.524541 nChanged 1 SP:Iteration 8F (59.954121 sec): 3 clusters Score: Raw -275228.938520 + Penalty 1141.410666 = -274087.527854 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.958830 sec): 2 clusters Score: Raw -31617.384944 + Penalty 407.399479 = -31209.985465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.960117 sec): 3 clusters Score: Raw -31296.836075 + Penalty 804.411841 = -30492.424233 nChanged 230 SP:Iteration 1F (59.961386 sec): 3 clusters Score: Raw -31469.332367 + Penalty 792.038750 = -30677.293617 nChanged 73 SP:Iteration 2F (59.962675 sec): 3 clusters Score: Raw -31555.322981 + Penalty 789.725608 = -30765.597373 nChanged 51 SP:Iteration 3F (59.963938 sec): 3 clusters Score: Raw -31611.058120 + Penalty 787.062250 = -30823.995869 nChanged 36 SP:Iteration 4F (59.965198 sec): 3 clusters Score: Raw -31636.426460 + Penalty 786.801554 = -30849.624906 nChanged 22 SP:Iteration 5Q (59.966443 sec): 3 clusters Score: Raw -31651.931763 + Penalty 789.818916 = -30862.112847 nChanged 10 SP:Iteration 6Q (59.967681 sec): 3 clusters Score: Raw -31656.884258 + Penalty 792.964025 = -30863.920233 nChanged 8 SP:Iteration 7Q (59.968918 sec): 3 clusters Score: Raw -31664.065141 + Penalty 795.708857 = -30868.356284 nChanged 6 SP:Iteration 8Q (59.970151 sec): 3 clusters Score: Raw -31671.048103 + Penalty 797.950497 = -30873.097606 nChanged 9 SP:Iteration 9Q (59.971388 sec): 3 clusters Score: Raw -31675.071632 + Penalty 799.732742 = -30875.338890 nChanged 5 SP:Iteration 10F (59.972651 sec): 3 clusters Score: Raw -31677.714065 + Penalty 801.576667 = -30876.137398 nChanged 5 SP:Iteration 11Q (59.973883 sec): 3 clusters Score: Raw -31679.787931 + Penalty 802.435071 = -30877.352860 nChanged 2 SP:Iteration 12Q (59.975111 sec): 3 clusters Score: Raw -31680.260770 + Penalty 803.750077 = -30876.510693 nChanged 3 SP:Iteration 13F (59.976351 sec): 3 clusters Score: Raw -31681.736736 + Penalty 805.670275 = -30876.066461 nChanged 4 SP:Iteration 14F (59.977591 sec): 3 clusters Score: Raw -31684.189557 + Penalty 806.031429 = -30878.158128 nChanged 1 SP:Iteration 15Q (59.978834 sec): 3 clusters Score: Raw -31684.343310 + Penalty 806.376018 = -30877.967292 nChanged 1 SP:Iteration 16F (59.980093 sec): 3 clusters Score: Raw -31684.433186 + Penalty 806.817195 = -30877.615991 nChanged 1 SP:Iteration 17F (59.981354 sec): 3 clusters Score: Raw -31684.561817 + Penalty 807.601204 = -30876.960613 nChanged 2 SP:Iteration 18F (59.982648 sec): 3 clusters Score: Raw -31684.739005 + Penalty 808.049996 = -30876.689009 nChanged 1 SP:Iteration 19F (59.983907 sec): 3 clusters Score: Raw -31684.811570 + Penalty 808.991649 = -30875.819921 nChanged 2 SP:Iteration 20F (59.985173 sec): 3 clusters Score: Raw -31685.083119 + Penalty 809.455075 = -30875.628044 nChanged 1 SP:Iteration 21F (59.986433 sec): 3 clusters Score: Raw -31685.256148 + Penalty 809.455075 = -30875.801073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.987984 sec): 2 clusters Score: Raw -25348.896157 + Penalty 974.364240 = -24374.531918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.988902 sec): 3 clusters Score: Raw -24818.228255 + Penalty 1947.854079 = -22870.374176 nChanged 121 SP:Iteration 1F (59.989803 sec): 3 clusters Score: Raw -25219.554409 + Penalty 1946.696022 = -23272.858388 nChanged 43 SP:Iteration 2F (59.990703 sec): 3 clusters Score: Raw -25345.936945 + Penalty 1945.921010 = -23400.015935 nChanged 22 SP:Iteration 3F (59.991605 sec): 3 clusters Score: Raw -25390.579641 + Penalty 1946.296102 = -23444.283539 nChanged 13 SP:Iteration 4Q (59.992362 sec): 3 clusters Score: Raw -25415.292681 + Penalty 1945.503909 = -23469.788772 nChanged 9 SP:Iteration 5Q (59.993111 sec): 3 clusters Score: Raw -25431.107867 + Penalty 1945.395760 = -23485.712107 nChanged 3 SP:Iteration 6Q (59.993853 sec): 3 clusters Score: Raw -25440.950848 + Penalty 1945.395760 = -23495.555088 nChanged 0 SP:Iteration 7F (59.994752 sec): 3 clusters Score: Raw -25440.950848 + Penalty 1945.395760 = -23495.555088 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.000045 sec): 2 clusters Score: Raw -59115.864078 + Penalty 842.029667 = -58273.834411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.001960 sec): 3 clusters Score: Raw -58181.142998 + Penalty 1696.635280 = -56484.507719 nChanged 324 SP:Iteration 1F (60.003861 sec): 3 clusters Score: Raw -58617.754493 + Penalty 1701.608401 = -56916.146092 nChanged 173 SP:Iteration 2F (60.005754 sec): 3 clusters Score: Raw -58928.321786 + Penalty 1732.111174 = -57196.210612 nChanged 95 SP:Iteration 3F (60.007606 sec): 3 clusters Score: Raw -59084.531076 + Penalty 1793.365516 = -57291.165560 nChanged 52 SP:Iteration 4F (60.009458 sec): 3 clusters Score: Raw -59149.634079 + Penalty 1817.370376 = -57332.263703 nChanged 14 SP:Iteration 5Q (60.010961 sec): 3 clusters Score: Raw -59161.182859 + Penalty 1846.629624 = -57314.553234 nChanged 12 SP:Iteration 6F (60.012816 sec): 3 clusters Score: Raw -59163.356101 + Penalty 1847.374222 = -57315.981879 nChanged 6 SP:Iteration 7Q (60.014294 sec): 3 clusters Score: Raw -59169.548934 + Penalty 1853.218728 = -57316.330206 nChanged 4 SP:Iteration 8Q (60.015843 sec): 3 clusters Score: Raw -59174.149630 + Penalty 1851.916808 = -57322.232822 nChanged 2 SP:Iteration 9Q (60.017489 sec): 3 clusters Score: Raw -59174.021824 + Penalty 1851.916808 = -57322.105016 nChanged 0 SP:Iteration 10F (60.019577 sec): 3 clusters Score: Raw -59174.021824 + Penalty 1851.916808 = -57322.105016 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.035803 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.044092 sec): 3 clusters Score: Raw -247281.738417 + Penalty 512.833668 = -246768.904750 nChanged 2132 SP:Iteration 1F (60.052333 sec): 3 clusters Score: Raw -249177.235910 + Penalty 547.604408 = -248629.631502 nChanged 703 SP:Iteration 2F (60.060718 sec): 3 clusters Score: Raw -249887.929956 + Penalty 605.127548 = -249282.802408 nChanged 466 SP:Iteration 3F (60.068950 sec): 3 clusters Score: Raw -250399.139856 + Penalty 671.176495 = -249727.963361 nChanged 209 SP:Iteration 4Q (60.076947 sec): 3 clusters Score: Raw -250631.182690 + Penalty 899.929554 = -249731.253136 nChanged 60 SP:Iteration 5Q (60.083974 sec): 3 clusters Score: Raw -250705.206562 + Penalty 912.853949 = -249792.352613 nChanged 6 SP:Iteration 6Q (60.090398 sec): 3 clusters Score: Raw -250706.166688 + Penalty 736.262528 = -249969.904160 nChanged 1 SP:Iteration 7Q (60.096706 sec): 3 clusters Score: Raw -250705.462523 + Penalty 736.262528 = -249969.199995 nChanged 0 SP:Iteration 8F (60.104375 sec): 3 clusters Score: Raw -250705.462523 + Penalty 736.262528 = -249969.199995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.108677 sec): 2 clusters Score: Raw -25437.303401 + Penalty 502.792856 = -24934.510545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.109713 sec): 3 clusters Score: Raw -25021.524123 + Penalty 989.936071 = -24031.588051 nChanged 150 SP:Iteration 1F (60.110681 sec): 3 clusters Score: Raw -25147.037943 + Penalty 967.624732 = -24179.413211 nChanged 68 SP:Iteration 2F (60.111654 sec): 3 clusters Score: Raw -25248.366829 + Penalty 949.523727 = -24298.843102 nChanged 55 SP:Iteration 3F (60.112619 sec): 3 clusters Score: Raw -25332.992283 + Penalty 935.184868 = -24397.807416 nChanged 30 SP:Iteration 4F (60.113583 sec): 3 clusters Score: Raw -25386.930159 + Penalty 1039.468316 = -24347.461843 nChanged 24 SP:Iteration 5F (60.114546 sec): 3 clusters Score: Raw -25444.814146 + Penalty 1110.634104 = -24334.180041 nChanged 9 SP:Iteration 6F (60.115529 sec): 3 clusters Score: Raw -25467.276860 + Penalty 1110.634104 = -24356.642755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.117023 sec): 2 clusters Score: Raw -16016.660711 + Penalty 88.885556 = -15927.775155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.117893 sec): 3 clusters Score: Raw -15863.816299 + Penalty 207.947905 = -15655.868393 nChanged 170 SP:Iteration 1F (60.118771 sec): 3 clusters Score: Raw -16116.587591 + Penalty 210.904145 = -15905.683446 nChanged 21 SP:Iteration 2F (60.119655 sec): 3 clusters Score: Raw -16140.712095 + Penalty 213.380738 = -15927.331358 nChanged 6 SP:Iteration 3Q (60.120524 sec): 3 clusters Score: Raw -16146.756120 + Penalty 213.380738 = -15933.375382 nChanged 0 SP:Iteration 4F (60.121384 sec): 3 clusters Score: Raw -16146.756120 + Penalty 213.380738 = -15933.375382 nChanged 0 Score: Raw -1956633.103096 + Penalty 23687.653229 = -1932945.449867 Splitting cluster 12 changes total score from -1911079.450674 to -1932945.449867 So it's getting split into cluster 14. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.666651 sec): 2 clusters Score: Raw -44103.702683 + Penalty 211.556368 = -43892.146315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.668447 sec): 3 clusters Score: Raw -43560.063737 + Penalty 419.736597 = -43140.327139 nChanged 372 SP:Iteration 1F (60.670177 sec): 3 clusters Score: Raw -43841.196366 + Penalty 422.442446 = -43418.753920 nChanged 85 SP:Iteration 2F (60.671903 sec): 3 clusters Score: Raw -43889.008959 + Penalty 423.950905 = -43465.058054 nChanged 42 SP:Iteration 3Q (60.673613 sec): 3 clusters Score: Raw -43916.699100 + Penalty 424.836702 = -43491.862397 nChanged 26 SP:Iteration 4Q (60.675321 sec): 3 clusters Score: Raw -43929.618809 + Penalty 424.664934 = -43504.953875 nChanged 20 SP:Iteration 5Q (60.677027 sec): 3 clusters Score: Raw -43937.853071 + Penalty 424.866248 = -43512.986823 nChanged 17 SP:Iteration 6Q (60.678780 sec): 3 clusters Score: Raw -43942.647206 + Penalty 425.252716 = -43517.394490 nChanged 13 SP:Iteration 7Q (60.680513 sec): 3 clusters Score: Raw -43946.258255 + Penalty 425.608935 = -43520.649321 nChanged 9 SP:Iteration 8Q (60.682267 sec): 3 clusters Score: Raw -43949.193485 + Penalty 425.385533 = -43523.807952 nChanged 9 SP:Iteration 9Q (60.683971 sec): 3 clusters Score: Raw -43951.475209 + Penalty 425.217972 = -43526.257237 nChanged 10 SP:Iteration 10F (60.685696 sec): 3 clusters Score: Raw -43954.542315 + Penalty 425.101218 = -43529.441097 nChanged 13 SP:Iteration 11Q (60.687412 sec): 3 clusters Score: Raw -43957.639435 + Penalty 424.344200 = -43533.295235 nChanged 14 SP:Iteration 12Q (60.689152 sec): 3 clusters Score: Raw -43960.167418 + Penalty 425.090750 = -43535.076668 nChanged 12 SP:Iteration 13Q (60.690891 sec): 3 clusters Score: Raw -43963.197937 + Penalty 426.663651 = -43536.534286 nChanged 13 SP:Iteration 14Q (60.692627 sec): 3 clusters Score: Raw -43967.874349 + Penalty 428.986738 = -43538.887611 nChanged 10 SP:Iteration 15Q (60.694323 sec): 3 clusters Score: Raw -43970.323443 + Penalty 431.130931 = -43539.192513 nChanged 9 SP:Iteration 16Q (60.696026 sec): 3 clusters Score: Raw -43972.256330 + Penalty 432.924906 = -43539.331424 nChanged 7 SP:Iteration 17Q (60.697725 sec): 3 clusters Score: Raw -43973.476612 + Penalty 433.497846 = -43539.978766 nChanged 2 SP:Iteration 18Q (60.699420 sec): 3 clusters Score: Raw -43973.652961 + Penalty 434.590937 = -43539.062024 nChanged 4 SP:Iteration 19F (60.701141 sec): 3 clusters Score: Raw -43974.083880 + Penalty 435.192951 = -43538.890929 nChanged 2 SP:Iteration 20F (60.702904 sec): 3 clusters Score: Raw -43974.249506 + Penalty 435.802678 = -43538.446828 nChanged 2 SP:Iteration 21F (60.704656 sec): 3 clusters Score: Raw -43974.356176 + Penalty 435.802678 = -43538.553498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.705905 sec): 2 clusters Score: Raw -12074.552980 + Penalty 511.392470 = -11563.160510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.706582 sec): 3 clusters Score: Raw -11911.207908 + Penalty 1052.325865 = -10858.882043 nChanged 89 SP:Iteration 1F (60.707247 sec): 3 clusters Score: Raw -12163.681767 + Penalty 1056.579645 = -11107.102122 nChanged 19 SP:Iteration 2F (60.707915 sec): 3 clusters Score: Raw -12196.568240 + Penalty 1057.551830 = -11139.016410 nChanged 5 SP:Iteration 3Q (60.708519 sec): 3 clusters Score: Raw -12201.216413 + Penalty 1057.226786 = -11143.989626 nChanged 2 SP:Iteration 4Q (60.709119 sec): 3 clusters Score: Raw -12208.323523 + Penalty 1058.929311 = -11149.394212 nChanged 3 SP:Iteration 5Q (60.709719 sec): 3 clusters Score: Raw -12212.576997 + Penalty 1060.114614 = -11152.462383 nChanged 1 SP:Iteration 6Q (60.710314 sec): 3 clusters Score: Raw -12212.709167 + Penalty 1058.357544 = -11154.351623 nChanged 1 SP:Iteration 7Q (60.710912 sec): 3 clusters Score: Raw -12215.623455 + Penalty 1058.357544 = -11157.265911 nChanged 0 SP:Iteration 8F (60.711573 sec): 3 clusters Score: Raw -12215.623455 + Penalty 1058.357544 = -11157.265911 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.719360 sec): 2 clusters Score: Raw -74729.759422 + Penalty 129.063079 = -74600.696343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.722300 sec): 3 clusters Score: Raw -73697.646126 + Penalty 265.771331 = -73431.874795 nChanged 733 SP:Iteration 1F (60.725211 sec): 3 clusters Score: Raw -74277.009685 + Penalty 266.189340 = -74010.820345 nChanged 170 SP:Iteration 2F (60.728174 sec): 3 clusters Score: Raw -74344.859520 + Penalty 265.352535 = -74079.506985 nChanged 73 SP:Iteration 3Q (60.731052 sec): 3 clusters Score: Raw -74374.159271 + Penalty 265.951347 = -74108.207924 nChanged 58 SP:Iteration 4Q (60.733965 sec): 3 clusters Score: Raw -74404.537419 + Penalty 261.785538 = -74142.751881 nChanged 58 SP:Iteration 5Q (60.736882 sec): 3 clusters Score: Raw -74441.684536 + Penalty 260.052782 = -74181.631755 nChanged 66 SP:Iteration 6Q (60.739882 sec): 3 clusters Score: Raw -74498.715221 + Penalty 250.735968 = -74247.979253 nChanged 76 SP:Iteration 7Q (60.742770 sec): 3 clusters Score: Raw -74585.105961 + Penalty 248.803815 = -74336.302146 nChanged 62 SP:Iteration 8Q (60.745644 sec): 3 clusters Score: Raw -74656.745394 + Penalty 267.940598 = -74388.804796 nChanged 32 SP:Iteration 9Q (60.748515 sec): 3 clusters Score: Raw -74689.080771 + Penalty 259.431653 = -74429.649118 nChanged 7 SP:Iteration 10F (60.751377 sec): 3 clusters Score: Raw -74712.147405 + Penalty 439.194816 = -74272.952589 nChanged 14 SP:Iteration 11F (60.754244 sec): 3 clusters Score: Raw -74729.165196 + Penalty 611.101002 = -74118.064193 nChanged 1 SP:Iteration 12F (60.756955 sec): 3 clusters Score: Raw -74728.291024 + Penalty 611.101002 = -74117.190021 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.764830 sec): 2 clusters Score: Raw -91315.939814 + Penalty 672.151013 = -90643.788801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.767693 sec): 3 clusters Score: Raw -89805.760451 + Penalty 1349.576878 = -88456.183573 nChanged 614 SP:Iteration 1F (60.770506 sec): 3 clusters Score: Raw -90749.567257 + Penalty 1384.254829 = -89365.312428 nChanged 303 SP:Iteration 2F (60.773312 sec): 3 clusters Score: Raw -91536.369324 + Penalty 1393.890854 = -90142.478470 nChanged 112 SP:Iteration 3F (60.776122 sec): 3 clusters Score: Raw -91663.083988 + Penalty 1396.558970 = -90266.525018 nChanged 28 SP:Iteration 4Q (60.778477 sec): 3 clusters Score: Raw -91690.729217 + Penalty 1394.701730 = -90296.027487 nChanged 10 SP:Iteration 5Q (60.780788 sec): 3 clusters Score: Raw -91699.315985 + Penalty 1391.398548 = -90307.917437 nChanged 6 SP:Iteration 6Q (60.783088 sec): 3 clusters Score: Raw -91702.464544 + Penalty 1391.398548 = -90311.065996 nChanged 0 SP:Iteration 7F (60.785895 sec): 3 clusters Score: Raw -91702.464544 + Penalty 1391.398548 = -90311.065996 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.789193 sec): 2 clusters Score: Raw -45178.569161 + Penalty 968.686876 = -44209.882285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.790736 sec): 3 clusters Score: Raw -44153.656590 + Penalty 1950.575163 = -42203.081426 nChanged 280 SP:Iteration 1F (60.792260 sec): 3 clusters Score: Raw -44867.214614 + Penalty 2011.757705 = -42855.456909 nChanged 159 SP:Iteration 2F (60.793756 sec): 3 clusters Score: Raw -45294.796624 + Penalty 2026.290045 = -43268.506579 nChanged 35 SP:Iteration 3Q (60.795000 sec): 3 clusters Score: Raw -45371.344107 + Penalty 2031.081389 = -43340.262718 nChanged 8 SP:Iteration 4Q (60.796260 sec): 3 clusters Score: Raw -45395.510461 + Penalty 2031.266579 = -43364.243882 nChanged 1 SP:Iteration 5Q (60.797493 sec): 3 clusters Score: Raw -45395.902551 + Penalty 2031.451188 = -43364.451363 nChanged 3 SP:Iteration 6Q (60.798722 sec): 3 clusters Score: Raw -45399.672786 + Penalty 2031.451188 = -43368.221598 nChanged 0 SP:Iteration 7F (60.800237 sec): 3 clusters Score: Raw -45400.481334 + Penalty 2031.266579 = -43369.214755 nChanged 1 SP:Iteration 8Q (60.801470 sec): 3 clusters Score: Raw -45412.166121 + Penalty 2031.081389 = -43381.084731 nChanged 1 SP:Iteration 9Q (60.802702 sec): 3 clusters Score: Raw -45420.901138 + Penalty 2031.081389 = -43389.819749 nChanged 0 SP:Iteration 10F (60.804219 sec): 3 clusters Score: Raw -45420.901138 + Penalty 2031.081389 = -43389.819749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.806004 sec): 2 clusters Score: Raw -15371.561154 + Penalty 601.889894 = -14769.671260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.806717 sec): 3 clusters Score: Raw -15169.720469 + Penalty 1211.969863 = -13957.750606 nChanged 83 SP:Iteration 1F (60.807385 sec): 3 clusters Score: Raw -15263.558172 + Penalty 1234.665061 = -14028.893111 nChanged 40 SP:Iteration 2F (60.808052 sec): 3 clusters Score: Raw -15340.337599 + Penalty 1268.695419 = -14071.642180 nChanged 25 SP:Iteration 3F (60.808719 sec): 3 clusters Score: Raw -15392.600666 + Penalty 1285.836661 = -14106.764005 nChanged 13 SP:Iteration 4Q (60.809347 sec): 3 clusters Score: Raw -15410.552587 + Penalty 1292.418548 = -14118.134039 nChanged 4 SP:Iteration 5Q (60.809944 sec): 3 clusters Score: Raw -15415.646701 + Penalty 1294.205236 = -14121.441465 nChanged 3 SP:Iteration 6Q (60.810539 sec): 3 clusters Score: Raw -15419.804684 + Penalty 1290.385424 = -14129.419260 nChanged 2 SP:Iteration 7Q (60.811129 sec): 3 clusters Score: Raw -15421.486958 + Penalty 1287.129043 = -14134.357914 nChanged 3 SP:Iteration 8Q (60.811719 sec): 3 clusters Score: Raw -15421.910764 + Penalty 1287.129043 = -14134.781721 nChanged 0 SP:Iteration 9F (60.812385 sec): 3 clusters Score: Raw -15421.910764 + Penalty 1287.129043 = -14134.781721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.814267 sec): 2 clusters Score: Raw -20848.245163 + Penalty 651.228769 = -20197.016394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.815130 sec): 3 clusters Score: Raw -20571.272407 + Penalty 1300.221531 = -19271.050876 nChanged 122 SP:Iteration 1F (60.815983 sec): 3 clusters Score: Raw -20663.705156 + Penalty 1288.174826 = -19375.530330 nChanged 44 SP:Iteration 2F (60.816832 sec): 3 clusters Score: Raw -20755.855041 + Penalty 1275.521727 = -19480.333314 nChanged 55 SP:Iteration 3F (60.817677 sec): 3 clusters Score: Raw -20896.177352 + Penalty 1283.054985 = -19613.122367 nChanged 35 SP:Iteration 4F (60.818521 sec): 3 clusters Score: Raw -20978.038476 + Penalty 1284.455106 = -19693.583370 nChanged 16 SP:Iteration 5Q (60.819301 sec): 3 clusters Score: Raw -21007.031771 + Penalty 1284.211458 = -19722.820313 nChanged 4 SP:Iteration 6Q (60.820045 sec): 3 clusters Score: Raw -21010.050843 + Penalty 1288.784751 = -19721.266092 nChanged 2 SP:Iteration 7F (60.820888 sec): 3 clusters Score: Raw -21011.797765 + Penalty 1288.747214 = -19723.050551 nChanged 1 SP:Iteration 8Q (60.821622 sec): 3 clusters Score: Raw -21010.445806 + Penalty 1286.537301 = -19723.908506 nChanged 1 SP:Iteration 9Q (60.822348 sec): 3 clusters Score: Raw -21011.885814 + Penalty 1289.158878 = -19722.726937 nChanged 1 SP:Iteration 10F (60.823191 sec): 3 clusters Score: Raw -21013.099331 + Penalty 1289.158878 = -19723.940453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.824506 sec): 2 clusters Score: Raw -7743.087905 + Penalty 307.196191 = -7435.891714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.825016 sec): 3 clusters Score: Raw -7622.639918 + Penalty 622.601701 = -7000.038217 nChanged 41 SP:Iteration 1F (60.825522 sec): 3 clusters Score: Raw -7685.999673 + Penalty 637.832054 = -7048.167619 nChanged 16 SP:Iteration 2F (60.826020 sec): 3 clusters Score: Raw -7705.975171 + Penalty 645.519078 = -7060.456092 nChanged 8 SP:Iteration 3Q (60.826501 sec): 3 clusters Score: Raw -7719.605943 + Penalty 655.713655 = -7063.892288 nChanged 4 SP:Iteration 4Q (60.826988 sec): 3 clusters Score: Raw -7725.320425 + Penalty 666.776342 = -7058.544083 nChanged 4 SP:Iteration 5F (60.827486 sec): 3 clusters Score: Raw -7728.995407 + Penalty 686.063064 = -7042.932343 nChanged 9 SP:Iteration 6F (60.827985 sec): 3 clusters Score: Raw -7743.717256 + Penalty 735.290293 = -7008.426964 nChanged 12 SP:Iteration 7F (60.828484 sec): 3 clusters Score: Raw -7779.317767 + Penalty 764.144433 = -7015.173334 nChanged 7 SP:Iteration 8Q (60.828991 sec): 3 clusters Score: Raw -7795.138246 + Penalty 774.918061 = -7020.220185 nChanged 3 SP:Iteration 9Q (60.829455 sec): 3 clusters Score: Raw -7796.706213 + Penalty 789.814304 = -7006.891909 nChanged 1 SP:Iteration 10F (60.829955 sec): 3 clusters Score: Raw -7800.056323 + Penalty 789.814304 = -7010.242019 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.834196 sec): 2 clusters Score: Raw -62932.077638 + Penalty 212.081390 = -62719.996248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.836636 sec): 3 clusters Score: Raw -61825.549087 + Penalty 428.925377 = -61396.623710 nChanged 537 SP:Iteration 1F (60.839050 sec): 3 clusters Score: Raw -62548.376257 + Penalty 448.464275 = -62099.911981 nChanged 215 SP:Iteration 2F (60.841470 sec): 3 clusters Score: Raw -62859.864848 + Penalty 478.887359 = -62380.977489 nChanged 83 SP:Iteration 3F (60.843853 sec): 3 clusters Score: Raw -62967.921920 + Penalty 505.767478 = -62462.154442 nChanged 45 SP:Iteration 4Q (60.845957 sec): 3 clusters Score: Raw -63002.491520 + Penalty 540.140433 = -62462.351087 nChanged 23 SP:Iteration 5Q (60.847956 sec): 3 clusters Score: Raw -63011.360604 + Penalty 555.155659 = -62456.204945 nChanged 16 SP:Iteration 6F (60.850261 sec): 3 clusters Score: Raw -63014.287182 + Penalty 563.462764 = -62450.824419 nChanged 8 SP:Iteration 7F (60.852567 sec): 3 clusters Score: Raw -63013.713018 + Penalty 583.936371 = -62429.776647 nChanged 6 SP:Iteration 8F (60.854871 sec): 3 clusters Score: Raw -63015.957497 + Penalty 599.949543 = -62416.007955 nChanged 5 SP:Iteration 9F (60.857178 sec): 3 clusters Score: Raw -63016.173739 + Penalty 628.862202 = -62387.311538 nChanged 6 SP:Iteration 10F (60.859480 sec): 3 clusters Score: Raw -63019.331631 + Penalty 638.246996 = -62381.084636 nChanged 3 SP:Iteration 11F (60.861781 sec): 3 clusters Score: Raw -63018.793687 + Penalty 652.344884 = -62366.448803 nChanged 2 SP:Iteration 12F (60.864081 sec): 3 clusters Score: Raw -63019.242925 + Penalty 667.711632 = -62351.531293 nChanged 2 SP:Iteration 13F (60.866387 sec): 3 clusters Score: Raw -63021.052571 + Penalty 688.351492 = -62332.701079 nChanged 3 SP:Iteration 14F (60.868688 sec): 3 clusters Score: Raw -63020.839948 + Penalty 707.473637 = -62313.366311 nChanged 2 SP:Iteration 15F (60.870990 sec): 3 clusters Score: Raw -63020.649199 + Penalty 740.068218 = -62280.580981 nChanged 3 SP:Iteration 16F (60.873289 sec): 3 clusters Score: Raw -63023.212772 + Penalty 764.926886 = -62258.285885 nChanged 2 SP:Iteration 17F (60.875622 sec): 3 clusters Score: Raw -63024.143520 + Penalty 791.605695 = -62232.537825 nChanged 2 SP:Iteration 18F (60.877924 sec): 3 clusters Score: Raw -63025.520261 + Penalty 806.828519 = -62218.691742 nChanged 1 SP:Iteration 19F (60.880345 sec): 3 clusters Score: Raw -63028.674386 + Penalty 820.913034 = -62207.761353 nChanged 1 SP:Iteration 20F (60.882736 sec): 3 clusters Score: Raw -63032.834517 + Penalty 820.913034 = -62211.921483 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.885729 sec): 2 clusters Score: Raw -42576.003254 + Penalty 794.192406 = -41781.810848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.887193 sec): 3 clusters Score: Raw -41779.867337 + Penalty 1609.403521 = -40170.463815 nChanged 278 SP:Iteration 1F (60.888647 sec): 3 clusters Score: Raw -42350.354675 + Penalty 1613.057169 = -40737.297506 nChanged 125 SP:Iteration 2F (60.890095 sec): 3 clusters Score: Raw -42568.644078 + Penalty 1609.892512 = -40958.751566 nChanged 37 SP:Iteration 3F (60.891528 sec): 3 clusters Score: Raw -42603.129683 + Penalty 1608.155441 = -40994.974242 nChanged 18 SP:Iteration 4Q (60.892774 sec): 3 clusters Score: Raw -42619.328044 + Penalty 1597.368522 = -41021.959522 nChanged 10 SP:Iteration 5Q (60.894060 sec): 3 clusters Score: Raw -42625.224005 + Penalty 1596.504005 = -41028.719999 nChanged 4 SP:Iteration 6Q (60.895342 sec): 3 clusters Score: Raw -42624.575259 + Penalty 1599.216156 = -41025.359103 nChanged 2 SP:Iteration 7F (60.896905 sec): 3 clusters Score: Raw -42626.286411 + Penalty 1599.216156 = -41027.070255 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 35 (2366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.910146 sec): 2 clusters Score: Raw -162193.961471 + Penalty 1238.043277 = -160955.918193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.915083 sec): 3 clusters Score: Raw -159970.585920 + Penalty 2476.125928 = -157494.459992 nChanged 915 SP:Iteration 1F (60.920034 sec): 3 clusters Score: Raw -160954.050072 + Penalty 2475.296968 = -158478.753104 nChanged 329 SP:Iteration 2F (60.924951 sec): 3 clusters Score: Raw -161595.491196 + Penalty 2474.905088 = -159120.586107 nChanged 250 SP:Iteration 3F (60.929821 sec): 3 clusters Score: Raw -162030.690932 + Penalty 2475.442104 = -159555.248828 nChanged 137 SP:Iteration 4F (60.934755 sec): 3 clusters Score: Raw -162214.376621 + Penalty 2476.206701 = -159738.169920 nChanged 79 SP:Iteration 5Q (60.939298 sec): 3 clusters Score: Raw -162311.228632 + Penalty 2477.071207 = -159834.157425 nChanged 70 SP:Iteration 6Q (60.943833 sec): 3 clusters Score: Raw -162383.692774 + Penalty 2478.105591 = -159905.587183 nChanged 45 SP:Iteration 7Q (60.947910 sec): 3 clusters Score: Raw -162426.238694 + Penalty 2479.023008 = -159947.215686 nChanged 39 SP:Iteration 8Q (60.952095 sec): 3 clusters Score: Raw -162459.317644 + Penalty 2479.539049 = -159979.778595 nChanged 34 SP:Iteration 9Q (60.955905 sec): 3 clusters Score: Raw -162485.861634 + Penalty 2479.468546 = -160006.393088 nChanged 26 SP:Iteration 10F (60.960173 sec): 3 clusters Score: Raw -162511.872876 + Penalty 2479.219991 = -160032.652885 nChanged 27 SP:Iteration 11Q (60.963900 sec): 3 clusters Score: Raw -162541.260054 + Penalty 2479.047048 = -160062.213006 nChanged 11 SP:Iteration 12Q (60.967611 sec): 3 clusters Score: Raw -162547.216403 + Penalty 2479.010942 = -160068.205461 nChanged 3 SP:Iteration 13Q (60.971311 sec): 3 clusters Score: Raw -162548.728430 + Penalty 2479.010942 = -160069.717489 nChanged 0 SP:Iteration 14F (60.975618 sec): 3 clusters Score: Raw -162548.728430 + Penalty 2479.010942 = -160069.717489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.978582 sec): 2 clusters Score: Raw -3264.589607 + Penalty 264.954008 = -2999.635598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.978950 sec): 3 clusters Score: Raw -3265.497773 + Penalty 548.759777 = -2716.737997 nChanged 16 SP:Iteration 1F (60.979309 sec): 3 clusters Score: Raw -3284.527761 + Penalty 546.362001 = -2738.165760 nChanged 5 SP:Iteration 2F (60.979659 sec): 3 clusters Score: Raw -3290.185913 + Penalty 543.456278 = -2746.729635 nChanged 3 SP:Iteration 3Q (60.980001 sec): 3 clusters Score: Raw -3293.859463 + Penalty 545.191988 = -2748.667475 nChanged 1 SP:Iteration 4Q (60.980340 sec): 3 clusters Score: Raw -3300.627368 + Penalty 547.153770 = -2753.473598 nChanged 2 SP:Iteration 5Q (60.980677 sec): 3 clusters Score: Raw -3305.568167 + Penalty 556.081869 = -2749.486299 nChanged 2 SP:Iteration 6F (60.981033 sec): 3 clusters Score: Raw -3308.339898 + Penalty 556.081869 = -2752.258029 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 43 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.984284 sec): 2 clusters Score: Raw -53418.890454 + Penalty 671.124678 = -52747.765776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.986157 sec): 3 clusters Score: Raw -52691.884191 + Penalty 1343.887749 = -51347.996442 nChanged 388 SP:Iteration 1F (60.988327 sec): 3 clusters Score: Raw -53059.087600 + Penalty 1351.233433 = -51707.854168 nChanged 123 SP:Iteration 2F (60.990146 sec): 3 clusters Score: Raw -53186.923536 + Penalty 1369.375395 = -51817.548141 nChanged 110 SP:Iteration 3F (60.991963 sec): 3 clusters Score: Raw -53324.737039 + Penalty 1384.977959 = -51939.759079 nChanged 59 SP:Iteration 4F (60.993778 sec): 3 clusters Score: Raw -53388.840374 + Penalty 1385.532422 = -52003.307952 nChanged 32 SP:Iteration 5Q (60.995449 sec): 3 clusters Score: Raw -53418.623751 + Penalty 1376.992731 = -52041.631020 nChanged 16 SP:Iteration 6Q (60.997031 sec): 3 clusters Score: Raw -53427.856300 + Penalty 1373.539498 = -52054.316802 nChanged 8 SP:Iteration 7Q (60.998609 sec): 3 clusters Score: Raw -53437.813851 + Penalty 1374.724397 = -52063.089454 nChanged 2 SP:Iteration 8Q (61.000218 sec): 3 clusters Score: Raw -53442.491572 + Penalty 1374.724397 = -52067.767175 nChanged 0 SP:Iteration 9F (61.002099 sec): 3 clusters Score: Raw -53442.491572 + Penalty 1374.724397 = -52067.767175 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.004288 sec): 2 clusters Score: Raw -31406.397991 + Penalty 213.318313 = -31193.079678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.005606 sec): 3 clusters Score: Raw -31014.635140 + Penalty 424.890985 = -30589.744155 nChanged 257 SP:Iteration 1F (61.006902 sec): 3 clusters Score: Raw -31142.584052 + Penalty 423.489166 = -30719.094887 nChanged 70 SP:Iteration 2F (61.008209 sec): 3 clusters Score: Raw -31188.156727 + Penalty 424.719308 = -30763.437419 nChanged 58 SP:Iteration 3F (61.009502 sec): 3 clusters Score: Raw -31235.579173 + Penalty 428.293727 = -30807.285446 nChanged 51 SP:Iteration 4F (61.010794 sec): 3 clusters Score: Raw -31288.193349 + Penalty 434.201392 = -30853.991957 nChanged 62 SP:Iteration 5F (61.012108 sec): 3 clusters Score: Raw -31354.568221 + Penalty 452.609411 = -30901.958810 nChanged 53 SP:Iteration 6F (61.013402 sec): 3 clusters Score: Raw -31408.620309 + Penalty 473.074753 = -30935.545555 nChanged 22 SP:Iteration 7Q (61.014696 sec): 3 clusters Score: Raw -31426.115804 + Penalty 482.517822 = -30943.597982 nChanged 5 SP:Iteration 8Q (61.015997 sec): 3 clusters Score: Raw -31428.103623 + Penalty 496.707325 = -30931.396298 nChanged 3 SP:Iteration 9F (61.017290 sec): 3 clusters Score: Raw -31429.171599 + Penalty 496.668413 = -30932.503186 nChanged 2 SP:Iteration 10F (61.018584 sec): 3 clusters Score: Raw -31429.658323 + Penalty 488.433257 = -30941.225066 nChanged 1 SP:Iteration 11Q (61.019878 sec): 3 clusters Score: Raw -31429.754657 + Penalty 488.433257 = -30941.321399 nChanged 0 SP:Iteration 12F (61.021172 sec): 3 clusters Score: Raw -31429.754657 + Penalty 488.433257 = -30941.321399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 63 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.024029 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.025868 sec): 3 clusters Score: Raw -45734.562630 + Penalty 422.424717 = -45312.137913 nChanged 382 SP:Iteration 1F (61.027636 sec): 3 clusters Score: Raw -46041.899390 + Penalty 415.301738 = -45626.597652 nChanged 130 SP:Iteration 2F (61.029385 sec): 3 clusters Score: Raw -46217.492718 + Penalty 409.610537 = -45807.882181 nChanged 83 SP:Iteration 3F (61.031130 sec): 3 clusters Score: Raw -46297.103800 + Penalty 406.335210 = -45890.768590 nChanged 41 SP:Iteration 4Q (61.032790 sec): 3 clusters Score: Raw -46318.634520 + Penalty 404.117480 = -45914.517041 nChanged 24 SP:Iteration 5Q (61.034429 sec): 3 clusters Score: Raw -46328.020458 + Penalty 401.166952 = -45926.853506 nChanged 14 SP:Iteration 6Q (61.036025 sec): 3 clusters Score: Raw -46333.897058 + Penalty 399.348905 = -45934.548153 nChanged 18 SP:Iteration 7Q (61.037644 sec): 3 clusters Score: Raw -46345.346500 + Penalty 395.993809 = -45949.352691 nChanged 19 SP:Iteration 8Q (61.039217 sec): 3 clusters Score: Raw -46353.413707 + Penalty 391.659289 = -45961.754417 nChanged 27 SP:Iteration 9Q (61.040780 sec): 3 clusters Score: Raw -46365.943101 + Penalty 390.094315 = -45975.848786 nChanged 26 SP:Iteration 10F (61.042534 sec): 3 clusters Score: Raw -46375.926940 + Penalty 387.722789 = -45988.204151 nChanged 27 SP:Iteration 11Q (61.044105 sec): 3 clusters Score: Raw -46388.651562 + Penalty 386.003821 = -46002.647742 nChanged 24 SP:Iteration 12Q (61.045638 sec): 3 clusters Score: Raw -46395.712218 + Penalty 387.242252 = -46008.469965 nChanged 23 SP:Iteration 13Q (61.047153 sec): 3 clusters Score: Raw -46403.089934 + Penalty 388.755568 = -46014.334365 nChanged 36 SP:Iteration 14Q (61.048648 sec): 3 clusters Score: Raw -46428.086540 + Penalty 383.734297 = -46044.352243 nChanged 44 SP:Iteration 15Q (61.050119 sec): 3 clusters Score: Raw -46472.515649 + Penalty 408.087134 = -46064.428515 nChanged 40 SP:Iteration 16Q (61.051633 sec): 3 clusters Score: Raw -46526.377471 + Penalty 627.673687 = -45898.703784 nChanged 20 SP:Iteration 17F (61.053381 sec): 3 clusters Score: Raw -46550.040482 + Penalty 789.010733 = -45761.029749 nChanged 4 SP:Iteration 18F (61.055072 sec): 3 clusters Score: Raw -46551.670892 + Penalty 212.097296 = -46339.573596 nChanged 1 SP:Iteration 19Q (61.056440 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP:Iteration 20F (61.057779 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.059490 sec): 2 clusters Score: Raw -9653.084897 + Penalty 331.390269 = -9321.694629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.060130 sec): 3 clusters Score: Raw -9569.761134 + Penalty 663.759317 = -8906.001818 nChanged 62 SP:Iteration 1F (61.060762 sec): 3 clusters Score: Raw -9638.729367 + Penalty 661.036609 = -8977.692758 nChanged 24 SP:Iteration 2F (61.061389 sec): 3 clusters Score: Raw -9662.663270 + Penalty 658.510300 = -9004.152971 nChanged 15 SP:Iteration 3F (61.062016 sec): 3 clusters Score: Raw -9678.896073 + Penalty 659.994373 = -9018.901700 nChanged 11 SP:Iteration 4Q (61.062628 sec): 3 clusters Score: Raw -9686.867011 + Penalty 661.167471 = -9025.699540 nChanged 7 SP:Iteration 5Q (61.063237 sec): 3 clusters Score: Raw -9690.720732 + Penalty 662.569929 = -9028.150804 nChanged 3 SP:Iteration 6Q (61.063847 sec): 3 clusters Score: Raw -9691.860392 + Penalty 664.759174 = -9027.101218 nChanged 5 SP:Iteration 7F (61.064473 sec): 3 clusters Score: Raw -9694.435509 + Penalty 667.842439 = -9026.593070 nChanged 6 SP:Iteration 8F (61.065101 sec): 3 clusters Score: Raw -9698.855488 + Penalty 673.531664 = -9025.323824 nChanged 6 SP:Iteration 9F (61.065734 sec): 3 clusters Score: Raw -9705.496458 + Penalty 679.067378 = -9026.429079 nChanged 6 SP:Iteration 10F (61.066360 sec): 3 clusters Score: Raw -9710.335523 + Penalty 680.225557 = -9030.109966 nChanged 3 SP:Iteration 11Q (61.066968 sec): 3 clusters Score: Raw -9711.100765 + Penalty 680.225557 = -9030.875208 nChanged 0 SP:Iteration 12F (61.067593 sec): 3 clusters Score: Raw -9711.100765 + Penalty 680.225557 = -9030.875208 nChanged 0 Iteration 159F (61.630323 sec): 30 clusters Score: Raw -1934658.830951 + Penalty 23704.088356 = -1910954.742595 nChanged 32 Iteration 160F (62.181885 sec): 30 clusters Score: Raw -1934680.025741 + Penalty 23725.279031 = -1910954.746710 nChanged 20 Iteration 161Q (62.298994 sec): 30 clusters Score: Raw -1934701.060773 + Penalty 23728.187866 = -1910972.872907 nChanged 11 Iteration 162Q (62.419009 sec): 30 clusters Score: Raw -1934703.651723 + Penalty 23739.390483 = -1910964.261241 nChanged 3 Iteration 163F (62.969766 sec): 30 clusters Score: Raw -1934704.176031 + Penalty 23739.390483 = -1910964.785549 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1934704.176031 + Penalty 23739.390483 = -1910964.785549Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.085749 sec): 2 clusters Score: Raw -8571.423616 + Penalty 444.981057 = -8126.442559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.086248 sec): 3 clusters Score: Raw -8365.372654 + Penalty 935.835469 = -7429.537185 nChanged 47 SP:Iteration 1F (63.086740 sec): 3 clusters Score: Raw -8505.604309 + Penalty 997.169352 = -7508.434958 nChanged 22 SP:Iteration 2F (63.087228 sec): 3 clusters Score: Raw -8586.851122 + Penalty 1035.128311 = -7551.722811 nChanged 6 SP:Iteration 3Q (63.087672 sec): 3 clusters Score: Raw -8616.492563 + Penalty 1035.128311 = -7581.364252 nChanged 0 SP:Iteration 4F (63.088153 sec): 3 clusters Score: Raw -8616.492563 + Penalty 1035.128311 = -7581.364252 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.094231 sec): 2 clusters Score: Raw -95581.172272 + Penalty 873.177864 = -94707.994409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.097076 sec): 3 clusters Score: Raw -94071.315719 + Penalty 1751.461619 = -92319.854100 nChanged 583 SP:Iteration 1F (63.099858 sec): 3 clusters Score: Raw -94930.540730 + Penalty 1782.086182 = -93148.454548 nChanged 294 SP:Iteration 2F (63.102621 sec): 3 clusters Score: Raw -95662.830562 + Penalty 1808.242531 = -93854.588032 nChanged 185 SP:Iteration 3F (63.105379 sec): 3 clusters Score: Raw -96019.224273 + Penalty 1818.342739 = -94200.881534 nChanged 86 SP:Iteration 4F (63.108138 sec): 3 clusters Score: Raw -96093.096096 + Penalty 1819.261655 = -94273.834441 nChanged 40 SP:Iteration 5Q (63.110591 sec): 3 clusters Score: Raw -96123.937706 + Penalty 1821.128577 = -94302.809129 nChanged 21 SP:Iteration 6Q (63.112999 sec): 3 clusters Score: Raw -96125.941142 + Penalty 1824.602738 = -94301.338403 nChanged 17 SP:Iteration 7F (63.115774 sec): 3 clusters Score: Raw -96127.272830 + Penalty 1826.693992 = -94300.578838 nChanged 15 SP:Iteration 8F (63.118534 sec): 3 clusters Score: Raw -96125.163951 + Penalty 1827.318148 = -94297.845804 nChanged 7 SP:Iteration 9F (63.121289 sec): 3 clusters Score: Raw -96121.493665 + Penalty 1825.898022 = -94295.595642 nChanged 4 SP:Iteration 10F (63.124043 sec): 3 clusters Score: Raw -96119.556456 + Penalty 1825.615535 = -94293.940921 nChanged 2 SP:Iteration 11F (63.126800 sec): 3 clusters Score: Raw -96118.714669 + Penalty 1826.003874 = -94292.710795 nChanged 1 SP:Iteration 12F (63.129554 sec): 3 clusters Score: Raw -96118.095824 + Penalty 1826.003874 = -94292.091949 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 3 (4891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.151941 sec): 2 clusters Score: Raw -231940.229604 + Penalty 332.127276 = -231608.102328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.160923 sec): 3 clusters Score: Raw -228738.747377 + Penalty 664.191291 = -228074.556086 nChanged 2257 SP:Iteration 1F (63.169874 sec): 3 clusters Score: Raw -229877.972446 + Penalty 664.247846 = -229213.724601 nChanged 605 SP:Iteration 2F (63.178611 sec): 3 clusters Score: Raw -230124.478573 + Penalty 664.200331 = -229460.278242 nChanged 324 SP:Iteration 3F (63.187357 sec): 3 clusters Score: Raw -230304.453001 + Penalty 664.148212 = -229640.304789 nChanged 268 SP:Iteration 4F (63.196141 sec): 3 clusters Score: Raw -230478.374562 + Penalty 664.428368 = -229813.946194 nChanged 216 SP:Iteration 5Q (63.204850 sec): 3 clusters Score: Raw -230622.962816 + Penalty 665.584554 = -229957.378263 nChanged 247 SP:Iteration 6F (63.213549 sec): 3 clusters Score: Raw -230789.187192 + Penalty 667.971827 = -230121.215364 nChanged 294 SP:Iteration 7F (63.222285 sec): 3 clusters Score: Raw -230962.658773 + Penalty 673.757805 = -230288.900968 nChanged 299 SP:Iteration 8F (63.230941 sec): 3 clusters Score: Raw -231158.408881 + Penalty 682.794682 = -230475.614199 nChanged 277 SP:Iteration 9F (63.239677 sec): 3 clusters Score: Raw -231335.862094 + Penalty 693.971096 = -230641.890998 nChanged 246 SP:Iteration 10F (63.248327 sec): 3 clusters Score: Raw -231499.865310 + Penalty 706.689525 = -230793.175785 nChanged 221 SP:Iteration 11Q (63.256742 sec): 3 clusters Score: Raw -231644.106257 + Penalty 718.543898 = -230925.562360 nChanged 171 SP:Iteration 12Q (63.265073 sec): 3 clusters Score: Raw -231755.937754 + Penalty 730.297483 = -231025.640271 nChanged 139 SP:Iteration 13Q (63.273338 sec): 3 clusters Score: Raw -231850.448004 + Penalty 738.750892 = -231111.697113 nChanged 125 SP:Iteration 14Q (63.281539 sec): 3 clusters Score: Raw -231937.728300 + Penalty 751.235490 = -231186.492810 nChanged 102 SP:Iteration 15Q (63.289818 sec): 3 clusters Score: Raw -232019.969279 + Penalty 757.038074 = -231262.931205 nChanged 68 SP:Iteration 16Q (63.297991 sec): 3 clusters Score: Raw -232060.337151 + Penalty 760.052585 = -231300.284566 nChanged 49 SP:Iteration 17Q (63.306030 sec): 3 clusters Score: Raw -232078.243756 + Penalty 762.089760 = -231316.153996 nChanged 35 SP:Iteration 18Q (63.313814 sec): 3 clusters Score: Raw -232088.027539 + Penalty 765.027903 = -231322.999637 nChanged 36 SP:Iteration 19Q (63.321562 sec): 3 clusters Score: Raw -232098.576982 + Penalty 762.029087 = -231336.547895 nChanged 32 SP:Iteration 20F (63.330341 sec): 3 clusters Score: Raw -232107.796785 + Penalty 759.630870 = -231348.165915 nChanged 28 SP:Iteration 21Q (63.337982 sec): 3 clusters Score: Raw -232113.763901 + Penalty 758.364341 = -231355.399561 nChanged 20 SP:Iteration 22Q (63.345570 sec): 3 clusters Score: Raw -232117.643080 + Penalty 758.554663 = -231359.088417 nChanged 23 SP:Iteration 23Q (63.353096 sec): 3 clusters Score: Raw -232122.753477 + Penalty 758.362758 = -231364.390719 nChanged 21 SP:Iteration 24Q (63.360582 sec): 3 clusters Score: Raw -232127.334040 + Penalty 757.533096 = -231369.800944 nChanged 16 SP:Iteration 25Q (63.368121 sec): 3 clusters Score: Raw -232130.251022 + Penalty 760.351815 = -231369.899207 nChanged 17 SP:Iteration 26Q (63.375852 sec): 3 clusters Score: Raw -232133.520529 + Penalty 761.209341 = -231372.311188 nChanged 10 SP:Iteration 27Q (63.383538 sec): 3 clusters Score: Raw -232135.115108 + Penalty 762.648882 = -231372.466225 nChanged 9 SP:Iteration 28Q (63.391007 sec): 3 clusters Score: Raw -232136.417072 + Penalty 762.856100 = -231373.560972 nChanged 6 SP:Iteration 29Q (63.398400 sec): 3 clusters Score: Raw -232137.452069 + Penalty 763.496862 = -231373.955207 nChanged 5 SP:Iteration 30F (63.407165 sec): 3 clusters Score: Raw -232138.292342 + Penalty 761.255383 = -231377.036960 nChanged 8 SP:Iteration 31Q (63.414507 sec): 3 clusters Score: Raw -232139.557385 + Penalty 760.675087 = -231378.882298 nChanged 5 SP:Iteration 32Q (63.421879 sec): 3 clusters Score: Raw -232140.760013 + Penalty 760.027818 = -231380.732195 nChanged 2 SP:Iteration 33Q (63.429205 sec): 3 clusters Score: Raw -232140.852137 + Penalty 760.131440 = -231380.720696 nChanged 1 SP:Iteration 34F (63.437935 sec): 3 clusters Score: Raw -232140.852266 + Penalty 760.131440 = -231380.720825 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.465491 sec): 2 clusters Score: Raw -288954.899331 + Penalty 308.785132 = -288646.114199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.475386 sec): 3 clusters Score: Raw -285333.746785 + Penalty 632.558897 = -284701.187889 nChanged 2460 SP:Iteration 1F (63.485003 sec): 3 clusters Score: Raw -287161.298501 + Penalty 658.263039 = -286503.035462 nChanged 758 SP:Iteration 2F (63.494607 sec): 3 clusters Score: Raw -287761.194695 + Penalty 677.240681 = -287083.954014 nChanged 455 SP:Iteration 3F (63.504536 sec): 3 clusters Score: Raw -288000.250294 + Penalty 689.372756 = -287310.877538 nChanged 228 SP:Iteration 4Q (63.513977 sec): 3 clusters Score: Raw -288092.625457 + Penalty 702.925698 = -287389.699759 nChanged 164 SP:Iteration 5Q (63.523321 sec): 3 clusters Score: Raw -288144.753972 + Penalty 716.686160 = -287428.067812 nChanged 145 SP:Iteration 6Q (63.532559 sec): 3 clusters Score: Raw -288191.146976 + Penalty 736.950260 = -287454.196716 nChanged 161 SP:Iteration 7Q (63.541738 sec): 3 clusters Score: Raw -288247.094452 + Penalty 770.852392 = -287476.242061 nChanged 190 SP:Iteration 8Q (63.551335 sec): 3 clusters Score: Raw -288339.886081 + Penalty 813.748219 = -287526.137862 nChanged 201 SP:Iteration 9Q (63.560330 sec): 3 clusters Score: Raw -288443.427939 + Penalty 869.929710 = -287573.498228 nChanged 210 SP:Iteration 10F (63.569932 sec): 3 clusters Score: Raw -288558.282313 + Penalty 943.057600 = -287615.224713 nChanged 184 SP:Iteration 11Q (63.578588 sec): 3 clusters Score: Raw -288666.918985 + Penalty 1005.963325 = -287660.955660 nChanged 149 SP:Iteration 12Q (63.586969 sec): 3 clusters Score: Raw -288744.730579 + Penalty 1053.434493 = -287691.296086 nChanged 120 SP:Iteration 13Q (63.595029 sec): 3 clusters Score: Raw -288799.153788 + Penalty 1116.662173 = -287682.491614 nChanged 97 SP:Iteration 14F (63.604678 sec): 3 clusters Score: Raw -288858.370181 + Penalty 1165.477527 = -287692.892655 nChanged 67 SP:Iteration 15Q (63.612358 sec): 3 clusters Score: Raw -288914.922663 + Penalty 1141.819265 = -287773.103398 nChanged 40 SP:Iteration 16Q (63.619814 sec): 3 clusters Score: Raw -288954.627065 + Penalty 1183.827172 = -287770.799893 nChanged 9 SP:Iteration 17F (63.629329 sec): 3 clusters Score: Raw -288965.071282 + Penalty 1183.827172 = -287781.244110 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.636862 sec): 2 clusters Score: Raw -32260.635142 + Penalty 162.170975 = -32098.464167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.638235 sec): 3 clusters Score: Raw -31853.206209 + Penalty 324.671224 = -31528.534984 nChanged 282 SP:Iteration 1F (63.639561 sec): 3 clusters Score: Raw -32049.118137 + Penalty 322.103337 = -31727.014800 nChanged 91 SP:Iteration 2F (63.640895 sec): 3 clusters Score: Raw -32101.147681 + Penalty 322.591609 = -31778.556072 nChanged 42 SP:Iteration 3F (63.642237 sec): 3 clusters Score: Raw -32117.668101 + Penalty 322.471372 = -31795.196729 nChanged 29 SP:Iteration 4Q (63.643544 sec): 3 clusters Score: Raw -32125.981027 + Penalty 322.079231 = -31803.901796 nChanged 13 SP:Iteration 5Q (63.644855 sec): 3 clusters Score: Raw -32130.146349 + Penalty 322.079014 = -31808.067335 nChanged 4 SP:Iteration 6Q (63.646170 sec): 3 clusters Score: Raw -32130.822054 + Penalty 321.923543 = -31808.898511 nChanged 4 SP:Iteration 7Q (63.647473 sec): 3 clusters Score: Raw -32131.574146 + Penalty 321.765075 = -31809.809072 nChanged 3 SP:Iteration 8Q (63.648776 sec): 3 clusters Score: Raw -32131.911637 + Penalty 322.048984 = -31809.862653 nChanged 4 SP:Iteration 9Q (63.650096 sec): 3 clusters Score: Raw -32132.193479 + Penalty 322.283769 = -31809.909710 nChanged 2 SP:Iteration 10F (63.651420 sec): 3 clusters Score: Raw -32132.095325 + Penalty 322.283769 = -31809.811556 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.666845 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.676119 sec): 3 clusters Score: Raw -271638.097737 + Penalty 577.616904 = -271060.480833 nChanged 2325 SP:Iteration 1F (63.685056 sec): 3 clusters Score: Raw -273721.302668 + Penalty 618.435916 = -273102.866752 nChanged 887 SP:Iteration 2F (63.693987 sec): 3 clusters Score: Raw -274549.047117 + Penalty 652.190767 = -273896.856351 nChanged 390 SP:Iteration 3F (63.702937 sec): 3 clusters Score: Raw -274886.403742 + Penalty 677.723825 = -274208.679916 nChanged 191 SP:Iteration 4Q (63.712191 sec): 3 clusters Score: Raw -275048.236421 + Penalty 689.337610 = -274358.898811 nChanged 104 SP:Iteration 5Q (63.720693 sec): 3 clusters Score: Raw -275136.219017 + Penalty 711.448537 = -274424.770481 nChanged 59 SP:Iteration 6Q (63.728059 sec): 3 clusters Score: Raw -275201.852435 + Penalty 1346.700468 = -273855.151967 nChanged 16 SP:Iteration 7F (63.737143 sec): 3 clusters Score: Raw -275231.841917 + Penalty 1346.700468 = -273885.141450 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.742043 sec): 2 clusters Score: Raw -31533.775269 + Penalty 408.186231 = -31125.589037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.743362 sec): 3 clusters Score: Raw -31226.182831 + Penalty 788.323228 = -30437.859603 nChanged 235 SP:Iteration 1F (63.744662 sec): 3 clusters Score: Raw -31500.965723 + Penalty 761.906188 = -30739.059535 nChanged 54 SP:Iteration 2F (63.745965 sec): 3 clusters Score: Raw -31535.409688 + Penalty 752.127494 = -30783.282194 nChanged 19 SP:Iteration 3Q (63.747254 sec): 3 clusters Score: Raw -31546.678716 + Penalty 744.150658 = -30802.528058 nChanged 14 SP:Iteration 4Q (63.748538 sec): 3 clusters Score: Raw -31552.743898 + Penalty 739.642577 = -30813.101321 nChanged 9 SP:Iteration 5Q (63.749797 sec): 3 clusters Score: Raw -31558.053060 + Penalty 733.966867 = -30824.086192 nChanged 8 SP:Iteration 6Q (63.751061 sec): 3 clusters Score: Raw -31562.873778 + Penalty 730.755344 = -30832.118434 nChanged 10 SP:Iteration 7Q (63.752362 sec): 3 clusters Score: Raw -31570.260654 + Penalty 732.880946 = -30837.379708 nChanged 6 SP:Iteration 8Q (63.753647 sec): 3 clusters Score: Raw -31573.070299 + Penalty 735.510371 = -30837.559928 nChanged 8 SP:Iteration 9Q (63.754931 sec): 3 clusters Score: Raw -31576.925081 + Penalty 740.681363 = -30836.243718 nChanged 9 SP:Iteration 10F (63.756244 sec): 3 clusters Score: Raw -31581.207721 + Penalty 742.789042 = -30838.418679 nChanged 3 SP:Iteration 11Q (63.757533 sec): 3 clusters Score: Raw -31581.997137 + Penalty 742.702260 = -30839.294877 nChanged 2 SP:Iteration 12Q (63.758824 sec): 3 clusters Score: Raw -31582.258136 + Penalty 742.906647 = -30839.351489 nChanged 1 SP:Iteration 13Q (63.760117 sec): 3 clusters Score: Raw -31582.355802 + Penalty 742.906647 = -30839.449155 nChanged 0 SP:Iteration 14F (63.761411 sec): 3 clusters Score: Raw -31582.355802 + Penalty 742.906647 = -30839.449155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.762954 sec): 2 clusters Score: Raw -25348.896157 + Penalty 974.364240 = -24374.531918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.763889 sec): 3 clusters Score: Raw -24776.833195 + Penalty 1948.722546 = -22828.110650 nChanged 128 SP:Iteration 1F (63.764796 sec): 3 clusters Score: Raw -25050.274315 + Penalty 1948.785707 = -23101.488608 nChanged 56 SP:Iteration 2F (63.765702 sec): 3 clusters Score: Raw -25214.102931 + Penalty 1948.530804 = -23265.572127 nChanged 47 SP:Iteration 3F (63.766610 sec): 3 clusters Score: Raw -25365.263918 + Penalty 1948.146283 = -23417.117635 nChanged 30 SP:Iteration 4F (63.767513 sec): 3 clusters Score: Raw -25425.059240 + Penalty 1947.957426 = -23477.101814 nChanged 11 SP:Iteration 5Q (63.768274 sec): 3 clusters Score: Raw -25445.865107 + Penalty 1947.896949 = -23497.968158 nChanged 4 SP:Iteration 6Q (63.769027 sec): 3 clusters Score: Raw -25449.695183 + Penalty 1947.896949 = -23501.798235 nChanged 0 SP:Iteration 7F (63.769928 sec): 3 clusters Score: Raw -25449.695183 + Penalty 1947.896949 = -23501.798235 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.775209 sec): 2 clusters Score: Raw -59115.864078 + Penalty 842.029667 = -58273.834411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.777137 sec): 3 clusters Score: Raw -58209.327743 + Penalty 1684.383423 = -56524.944320 nChanged 353 SP:Iteration 1F (63.779052 sec): 3 clusters Score: Raw -58663.039557 + Penalty 1683.388451 = -56979.651106 nChanged 148 SP:Iteration 2F (63.780958 sec): 3 clusters Score: Raw -58922.204158 + Penalty 1679.441014 = -57242.763144 nChanged 101 SP:Iteration 3F (63.782824 sec): 3 clusters Score: Raw -59039.040545 + Penalty 1676.115061 = -57362.925485 nChanged 56 SP:Iteration 4F (63.784688 sec): 3 clusters Score: Raw -59086.433323 + Penalty 1676.018539 = -57410.414784 nChanged 34 SP:Iteration 5Q (63.786462 sec): 3 clusters Score: Raw -59107.690810 + Penalty 1677.084471 = -57430.606340 nChanged 28 SP:Iteration 6Q (63.788214 sec): 3 clusters Score: Raw -59121.844526 + Penalty 1679.381728 = -57442.462798 nChanged 27 SP:Iteration 7Q (63.789964 sec): 3 clusters Score: Raw -59135.448726 + Penalty 1686.518079 = -57448.930647 nChanged 19 SP:Iteration 8Q (63.791710 sec): 3 clusters Score: Raw -59143.515045 + Penalty 1691.655530 = -57451.859514 nChanged 14 SP:Iteration 9Q (63.793454 sec): 3 clusters Score: Raw -59148.010193 + Penalty 1697.720803 = -57450.289390 nChanged 18 SP:Iteration 10F (63.795323 sec): 3 clusters Score: Raw -59153.618474 + Penalty 1704.791567 = -57448.826907 nChanged 22 SP:Iteration 11F (63.797192 sec): 3 clusters Score: Raw -59162.338302 + Penalty 1711.022429 = -57451.315873 nChanged 19 SP:Iteration 12Q (63.798984 sec): 3 clusters Score: Raw -59173.331825 + Penalty 1721.916473 = -57451.415352 nChanged 24 SP:Iteration 13Q (63.800743 sec): 3 clusters Score: Raw -59189.807663 + Penalty 1733.475946 = -57456.331717 nChanged 22 SP:Iteration 14Q (63.802424 sec): 3 clusters Score: Raw -59204.345071 + Penalty 1750.345586 = -57453.999485 nChanged 24 SP:Iteration 15F (63.804328 sec): 3 clusters Score: Raw -59207.602432 + Penalty 1762.649090 = -57444.953341 nChanged 19 SP:Iteration 16F (63.806189 sec): 3 clusters Score: Raw -59231.683762 + Penalty 1782.747499 = -57448.936263 nChanged 17 SP:Iteration 17Q (63.807801 sec): 3 clusters Score: Raw -59248.670622 + Penalty 1793.315538 = -57455.355084 nChanged 14 SP:Iteration 18Q (63.809406 sec): 3 clusters Score: Raw -59258.469765 + Penalty 1800.686780 = -57457.782986 nChanged 14 SP:Iteration 19Q (63.810973 sec): 3 clusters Score: Raw -59263.333049 + Penalty 1806.930341 = -57456.402708 nChanged 10 SP:Iteration 20F (63.812896 sec): 3 clusters Score: Raw -59256.488685 + Penalty 1810.256946 = -57446.231740 nChanged 4 SP:Iteration 21F (63.814797 sec): 3 clusters Score: Raw -59254.519989 + Penalty 1810.256946 = -57444.263043 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.831177 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.839554 sec): 3 clusters Score: Raw -247274.860962 + Penalty 535.227351 = -246739.633611 nChanged 2149 SP:Iteration 1F (63.847773 sec): 3 clusters Score: Raw -249124.469274 + Penalty 565.702163 = -248558.767111 nChanged 693 SP:Iteration 2F (63.856001 sec): 3 clusters Score: Raw -249657.346962 + Penalty 563.416456 = -249093.930506 nChanged 396 SP:Iteration 3F (63.864764 sec): 3 clusters Score: Raw -249981.584031 + Penalty 551.937389 = -249429.646642 nChanged 263 SP:Iteration 4F (63.872984 sec): 3 clusters Score: Raw -250170.388331 + Penalty 536.668443 = -249633.719888 nChanged 157 SP:Iteration 5Q (63.880729 sec): 3 clusters Score: Raw -250265.701441 + Penalty 509.640369 = -249756.061072 nChanged 107 SP:Iteration 6Q (63.888164 sec): 3 clusters Score: Raw -250349.374870 + Penalty 492.907081 = -249856.467789 nChanged 89 SP:Iteration 7Q (63.895323 sec): 3 clusters Score: Raw -250413.384568 + Penalty 453.447177 = -249959.937391 nChanged 84 SP:Iteration 8Q (63.902222 sec): 3 clusters Score: Raw -250503.394220 + Penalty 427.969588 = -250075.424632 nChanged 58 SP:Iteration 9Q (63.908931 sec): 3 clusters Score: Raw -250557.311458 + Penalty 424.893196 = -250132.418261 nChanged 45 SP:Iteration 10F (63.917400 sec): 3 clusters Score: Raw -250586.140619 + Penalty 427.702981 = -250158.437637 nChanged 43 SP:Iteration 11Q (63.923875 sec): 3 clusters Score: Raw -250609.896638 + Penalty 431.778439 = -250178.118199 nChanged 30 SP:Iteration 12Q (63.930374 sec): 3 clusters Score: Raw -250622.785982 + Penalty 426.945711 = -250195.840271 nChanged 35 SP:Iteration 13Q (63.936791 sec): 3 clusters Score: Raw -250644.731669 + Penalty 440.083939 = -250204.647731 nChanged 30 SP:Iteration 14Q (63.943177 sec): 3 clusters Score: Raw -250670.460616 + Penalty 364.064424 = -250306.396192 nChanged 23 SP:Iteration 15Q (63.950151 sec): 3 clusters Score: Raw -250696.040739 + Penalty 245.655229 = -250450.385510 nChanged 3 SP:Iteration 16Q (63.956440 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP:Iteration 17F (63.962699 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.967071 sec): 2 clusters Score: Raw -25437.303401 + Penalty 502.792856 = -24934.510545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.968082 sec): 3 clusters Score: Raw -25015.750185 + Penalty 1002.345943 = -24013.404242 nChanged 151 SP:Iteration 1F (63.969051 sec): 3 clusters Score: Raw -25122.832875 + Penalty 1000.144710 = -24122.688165 nChanged 51 SP:Iteration 2F (63.970019 sec): 3 clusters Score: Raw -25165.317537 + Penalty 998.180933 = -24167.136605 nChanged 19 SP:Iteration 3Q (63.970982 sec): 3 clusters Score: Raw -25190.830750 + Penalty 996.167705 = -24194.663045 nChanged 19 SP:Iteration 4Q (63.971943 sec): 3 clusters Score: Raw -25201.427572 + Penalty 992.427081 = -24209.000491 nChanged 11 SP:Iteration 5Q (63.972900 sec): 3 clusters Score: Raw -25210.868853 + Penalty 987.703159 = -24223.165693 nChanged 13 SP:Iteration 6Q (63.973851 sec): 3 clusters Score: Raw -25231.113768 + Penalty 975.876135 = -24255.237632 nChanged 15 SP:Iteration 7Q (63.974797 sec): 3 clusters Score: Raw -25262.255369 + Penalty 962.646796 = -24299.608573 nChanged 21 SP:Iteration 8Q (63.975723 sec): 3 clusters Score: Raw -25336.130876 + Penalty 955.965740 = -24380.165137 nChanged 13 SP:Iteration 9Q (63.976614 sec): 3 clusters Score: Raw -25384.437696 + Penalty 946.537427 = -24437.900269 nChanged 11 SP:Iteration 10F (63.977582 sec): 3 clusters Score: Raw -25428.655583 + Penalty 943.514685 = -24485.140898 nChanged 5 SP:Iteration 11Q (63.978442 sec): 3 clusters Score: Raw -25445.771314 + Penalty 941.163563 = -24504.607752 nChanged 4 SP:Iteration 12Q (63.979304 sec): 3 clusters Score: Raw -25455.643324 + Penalty 936.761532 = -24518.881793 nChanged 3 SP:Iteration 13Q (63.980155 sec): 3 clusters Score: Raw -25457.490815 + Penalty 936.761532 = -24520.729284 nChanged 0 SP:Iteration 14F (63.981122 sec): 3 clusters Score: Raw -25457.490815 + Penalty 936.761532 = -24520.729284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.981692 sec): 2 clusters Score: Raw -1192.871076 + Penalty 93.078224 = -1099.792852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.981957 sec): 3 clusters Score: Raw -1195.799537 + Penalty 189.894181 = -1005.905356 nChanged 4 SP:Iteration 1F (63.982220 sec): 3 clusters Score: Raw -1205.901673 + Penalty 195.110263 = -1010.791410 nChanged 1 SP:Iteration 2Q (63.982477 sec): 3 clusters Score: Raw -1208.317226 + Penalty 195.110263 = -1013.206964 nChanged 0 SP:Iteration 3F (63.982770 sec): 3 clusters Score: Raw -1208.317226 + Penalty 195.110263 = -1013.206964 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.986071 sec): 2 clusters Score: Raw -44019.982649 + Penalty 211.128251 = -43808.854398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.987830 sec): 3 clusters Score: Raw -43483.128987 + Penalty 418.174074 = -43064.954913 nChanged 382 SP:Iteration 1F (63.989556 sec): 3 clusters Score: Raw -43733.537287 + Penalty 424.368603 = -43309.168684 nChanged 76 SP:Iteration 2F (63.991282 sec): 3 clusters Score: Raw -43778.961211 + Penalty 430.197085 = -43348.764126 nChanged 46 SP:Iteration 3F (63.993007 sec): 3 clusters Score: Raw -43803.969423 + Penalty 435.130747 = -43368.838676 nChanged 40 SP:Iteration 4Q (63.994715 sec): 3 clusters Score: Raw -43828.683596 + Penalty 443.015272 = -43385.668324 nChanged 41 SP:Iteration 5Q (63.996416 sec): 3 clusters Score: Raw -43855.355410 + Penalty 450.189905 = -43405.165506 nChanged 31 SP:Iteration 6Q (63.998109 sec): 3 clusters Score: Raw -43874.880057 + Penalty 456.606897 = -43418.273160 nChanged 25 SP:Iteration 7Q (63.999783 sec): 3 clusters Score: Raw -43890.366379 + Penalty 456.557760 = -43433.808620 nChanged 25 SP:Iteration 8Q (64.001450 sec): 3 clusters Score: Raw -43905.352513 + Penalty 466.672270 = -43438.680243 nChanged 28 SP:Iteration 9Q (64.003096 sec): 3 clusters Score: Raw -43918.928232 + Penalty 477.631440 = -43441.296792 nChanged 28 SP:Iteration 10F (64.004861 sec): 3 clusters Score: Raw -43934.084672 + Penalty 488.942220 = -43445.142453 nChanged 27 SP:Iteration 11Q (64.006484 sec): 3 clusters Score: Raw -43947.224373 + Penalty 516.538959 = -43430.685414 nChanged 25 SP:Iteration 12F (64.008211 sec): 3 clusters Score: Raw -43962.388957 + Penalty 558.956261 = -43403.432696 nChanged 24 SP:Iteration 13F (64.010012 sec): 3 clusters Score: Raw -43981.551917 + Penalty 653.631172 = -43327.920745 nChanged 25 SP:Iteration 14F (64.011773 sec): 3 clusters Score: Raw -44007.611210 + Penalty 733.358493 = -43274.252718 nChanged 15 SP:Iteration 15F (64.013532 sec): 3 clusters Score: Raw -44023.859601 + Penalty 752.250328 = -43271.609274 nChanged 6 SP:Iteration 16F (64.015253 sec): 3 clusters Score: Raw -44028.764830 + Penalty 757.982582 = -43270.782248 nChanged 3 SP:Iteration 17F (64.016983 sec): 3 clusters Score: Raw -44029.673320 + Penalty 755.355451 = -43274.317870 nChanged 2 SP:Iteration 18Q (64.018397 sec): 3 clusters Score: Raw -44029.620475 + Penalty 755.077099 = -43274.543376 nChanged 2 SP:Iteration 19Q (64.019805 sec): 3 clusters Score: Raw -44033.401056 + Penalty 751.076927 = -43282.324129 nChanged 2 SP:Iteration 20F (64.021532 sec): 3 clusters Score: Raw -44033.963884 + Penalty 760.185164 = -43273.778720 nChanged 1 SP:Iteration 21F (64.023356 sec): 3 clusters Score: Raw -44034.334827 + Penalty 774.920915 = -43259.413911 nChanged 2 SP:Iteration 22F (64.025131 sec): 3 clusters Score: Raw -44035.186962 + Penalty 782.386660 = -43252.800302 nChanged 1 SP:Iteration 23F (64.026901 sec): 3 clusters Score: Raw -44034.843664 + Penalty 794.953924 = -43239.889740 nChanged 2 SP:Iteration 24F (64.028651 sec): 3 clusters Score: Raw -44034.825095 + Penalty 805.624225 = -43229.200870 nChanged 1 SP:Iteration 25F (64.030362 sec): 3 clusters Score: Raw -44036.695552 + Penalty 805.624225 = -43231.071327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.031806 sec): 2 clusters Score: Raw -14605.250336 + Penalty 80.804935 = -14524.445401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.032609 sec): 3 clusters Score: Raw -14434.475365 + Penalty 168.715338 = -14265.760026 nChanged 145 SP:Iteration 1F (64.033399 sec): 3 clusters Score: Raw -14563.799478 + Penalty 175.678384 = -14388.121094 nChanged 28 SP:Iteration 2F (64.034220 sec): 3 clusters Score: Raw -14583.953583 + Penalty 178.762848 = -14405.190734 nChanged 16 SP:Iteration 3Q (64.035006 sec): 3 clusters Score: Raw -14597.928806 + Penalty 180.590824 = -14417.337982 nChanged 15 SP:Iteration 4Q (64.035792 sec): 3 clusters Score: Raw -14621.231482 + Penalty 183.855374 = -14437.376108 nChanged 21 SP:Iteration 5F (64.036585 sec): 3 clusters Score: Raw -14654.046444 + Penalty 180.152764 = -14473.893680 nChanged 15 SP:Iteration 6Q (64.037371 sec): 3 clusters Score: Raw -14669.397617 + Penalty 174.677081 = -14494.720536 nChanged 10 SP:Iteration 7Q (64.038154 sec): 3 clusters Score: Raw -14681.976912 + Penalty 174.433418 = -14507.543493 nChanged 9 SP:Iteration 8Q (64.038936 sec): 3 clusters Score: Raw -14689.647206 + Penalty 173.580865 = -14516.066341 nChanged 6 SP:Iteration 9Q (64.039708 sec): 3 clusters Score: Raw -14692.382872 + Penalty 171.127176 = -14521.255696 nChanged 5 SP:Iteration 10F (64.040497 sec): 3 clusters Score: Raw -14693.843931 + Penalty 171.877859 = -14521.966072 nChanged 4 SP:Iteration 11Q (64.041267 sec): 3 clusters Score: Raw -14697.216378 + Penalty 170.432537 = -14526.783840 nChanged 5 SP:Iteration 12Q (64.042038 sec): 3 clusters Score: Raw -14700.131228 + Penalty 169.556878 = -14530.574350 nChanged 3 SP:Iteration 13Q (64.042806 sec): 3 clusters Score: Raw -14700.957357 + Penalty 169.260577 = -14531.696781 nChanged 1 SP:Iteration 14Q (64.043576 sec): 3 clusters Score: Raw -14701.154218 + Penalty 168.764455 = -14532.389764 nChanged 1 SP:Iteration 15Q (64.044342 sec): 3 clusters Score: Raw -14701.321049 + Penalty 168.284421 = -14533.036628 nChanged 1 SP:Iteration 16Q (64.045106 sec): 3 clusters Score: Raw -14701.450183 + Penalty 168.284421 = -14533.165762 nChanged 0 SP:Iteration 17F (64.045894 sec): 3 clusters Score: Raw -14701.450183 + Penalty 168.284421 = -14533.165762 nChanged 0 Score: Raw -1956795.088851 + Penalty 23897.422288 = -1932897.666562 Splitting cluster 14 changes total score from -1910964.785549 to -1932897.666562 So it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.604486 sec): 2 clusters Score: Raw -12066.641398 + Penalty 512.386639 = -11554.254759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.605166 sec): 3 clusters Score: Raw -11893.871031 + Penalty 1025.178059 = -10868.692972 nChanged 77 SP:Iteration 1F (64.605839 sec): 3 clusters Score: Raw -11995.516566 + Penalty 1032.124431 = -10963.392135 nChanged 30 SP:Iteration 2F (64.606505 sec): 3 clusters Score: Raw -12085.147156 + Penalty 1038.279225 = -11046.867931 nChanged 20 SP:Iteration 3F (64.607175 sec): 3 clusters Score: Raw -12143.695362 + Penalty 1048.441495 = -11095.253866 nChanged 13 SP:Iteration 4Q (64.607787 sec): 3 clusters Score: Raw -12174.165065 + Penalty 1055.721158 = -11118.443908 nChanged 6 SP:Iteration 5Q (64.608389 sec): 3 clusters Score: Raw -12184.878574 + Penalty 1059.008006 = -11125.870568 nChanged 6 SP:Iteration 6Q (64.608987 sec): 3 clusters Score: Raw -12196.897406 + Penalty 1063.810787 = -11133.086620 nChanged 2 SP:Iteration 7Q (64.609584 sec): 3 clusters Score: Raw -12200.064484 + Penalty 1068.085595 = -11131.978889 nChanged 2 SP:Iteration 8F (64.610248 sec): 3 clusters Score: Raw -12201.433917 + Penalty 1074.220087 = -11127.213830 nChanged 3 SP:Iteration 9F (64.610912 sec): 3 clusters Score: Raw -12216.242542 + Penalty 1088.762538 = -11127.480004 nChanged 6 SP:Iteration 10F (64.611576 sec): 3 clusters Score: Raw -12253.516357 + Penalty 1091.086467 = -11162.429890 nChanged 4 SP:Iteration 11Q (64.612164 sec): 3 clusters Score: Raw -12262.705431 + Penalty 1092.612045 = -11170.093386 nChanged 2 SP:Iteration 12Q (64.612750 sec): 3 clusters Score: Raw -12265.716510 + Penalty 1091.976044 = -11173.740467 nChanged 1 SP:Iteration 13Q (64.613336 sec): 3 clusters Score: Raw -12266.862538 + Penalty 1091.976044 = -11174.886495 nChanged 0 SP:Iteration 14F (64.614030 sec): 3 clusters Score: Raw -12266.862538 + Penalty 1091.976044 = -11174.886495 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.621869 sec): 2 clusters Score: Raw -74621.536144 + Penalty 128.252668 = -74493.283476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.624826 sec): 3 clusters Score: Raw -73666.010890 + Penalty 252.465049 = -73413.545841 nChanged 708 SP:Iteration 1F (64.627697 sec): 3 clusters Score: Raw -74306.495105 + Penalty 250.547508 = -74055.947597 nChanged 107 SP:Iteration 2F (64.630634 sec): 3 clusters Score: Raw -74416.440741 + Penalty 250.684786 = -74165.755956 nChanged 93 SP:Iteration 3F (64.633568 sec): 3 clusters Score: Raw -74531.051086 + Penalty 245.992576 = -74285.058509 nChanged 60 SP:Iteration 4Q (64.636402 sec): 3 clusters Score: Raw -74604.179376 + Penalty 212.569851 = -74391.609524 nChanged 12 SP:Iteration 5Q (64.638768 sec): 3 clusters Score: Raw -74617.406140 + Penalty 128.252668 = -74489.153472 nChanged 3 SP:Iteration 6Q (64.640967 sec): 2 clusters Score: Raw -74621.536144 + Penalty 128.252668 = -74493.283476 nChanged 0 SP:Iteration 7F (64.643150 sec): 2 clusters Score: Raw -74621.536144 + Penalty 128.252668 = -74493.283476 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.651369 sec): 2 clusters Score: Raw -91315.939814 + Penalty 672.151013 = -90643.788801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.654216 sec): 3 clusters Score: Raw -89848.004987 + Penalty 1338.220021 = -88509.784966 nChanged 655 SP:Iteration 1F (64.657018 sec): 3 clusters Score: Raw -91383.550755 + Penalty 1349.016321 = -90034.534434 nChanged 205 SP:Iteration 2F (64.659827 sec): 3 clusters Score: Raw -91634.324881 + Penalty 1365.723868 = -90268.601013 nChanged 70 SP:Iteration 3Q (64.662414 sec): 3 clusters Score: Raw -91688.841089 + Penalty 1369.089234 = -90319.751855 nChanged 26 SP:Iteration 4Q (64.664883 sec): 3 clusters Score: Raw -91697.701786 + Penalty 1374.793770 = -90322.908016 nChanged 17 SP:Iteration 5Q (64.667316 sec): 3 clusters Score: Raw -91704.299421 + Penalty 1380.672163 = -90323.627259 nChanged 14 SP:Iteration 6Q (64.669701 sec): 3 clusters Score: Raw -91705.833895 + Penalty 1382.084148 = -90323.749747 nChanged 9 SP:Iteration 7Q (64.672047 sec): 3 clusters Score: Raw -91707.937928 + Penalty 1383.666376 = -90324.271552 nChanged 2 SP:Iteration 8Q (64.674385 sec): 3 clusters Score: Raw -91708.064622 + Penalty 1383.666376 = -90324.398246 nChanged 0 SP:Iteration 9F (64.677176 sec): 3 clusters Score: Raw -91708.064622 + Penalty 1383.666376 = -90324.398246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.680472 sec): 2 clusters Score: Raw -45178.569161 + Penalty 968.686876 = -44209.882285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.682011 sec): 3 clusters Score: Raw -44116.088111 + Penalty 1938.468951 = -42177.619160 nChanged 267 SP:Iteration 1F (64.683506 sec): 3 clusters Score: Raw -44624.932555 + Penalty 1949.605628 = -42675.326927 nChanged 122 SP:Iteration 2F (64.684989 sec): 3 clusters Score: Raw -44956.593521 + Penalty 1972.756119 = -42983.837402 nChanged 89 SP:Iteration 3F (64.686518 sec): 3 clusters Score: Raw -45221.598520 + Penalty 1995.749813 = -43225.848707 nChanged 65 SP:Iteration 4F (64.688031 sec): 3 clusters Score: Raw -45377.110761 + Penalty 2009.879017 = -43367.231745 nChanged 33 SP:Iteration 5Q (64.689324 sec): 3 clusters Score: Raw -45435.121788 + Penalty 2015.076468 = -43420.045319 nChanged 11 SP:Iteration 6Q (64.690574 sec): 3 clusters Score: Raw -45456.284499 + Penalty 2018.141458 = -43438.143041 nChanged 6 SP:Iteration 7Q (64.691867 sec): 3 clusters Score: Raw -45460.194530 + Penalty 2019.452795 = -43440.741734 nChanged 1 SP:Iteration 8Q (64.693122 sec): 3 clusters Score: Raw -45460.041308 + Penalty 2019.452795 = -43440.588513 nChanged 0 SP:Iteration 9F (64.694630 sec): 3 clusters Score: Raw -45460.041308 + Penalty 2019.452795 = -43440.588513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.696402 sec): 2 clusters Score: Raw -15333.927315 + Penalty 601.908686 = -14732.018629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.697083 sec): 3 clusters Score: Raw -15142.470910 + Penalty 1204.553505 = -13937.917404 nChanged 75 SP:Iteration 1F (64.697748 sec): 3 clusters Score: Raw -15225.125203 + Penalty 1208.396142 = -14016.729061 nChanged 31 SP:Iteration 2F (64.698412 sec): 3 clusters Score: Raw -15260.805136 + Penalty 1213.693694 = -14047.111442 nChanged 17 SP:Iteration 3F (64.699075 sec): 3 clusters Score: Raw -15286.731887 + Penalty 1224.331534 = -14062.400353 nChanged 22 SP:Iteration 4F (64.699737 sec): 3 clusters Score: Raw -15316.674453 + Penalty 1228.227032 = -14088.447422 nChanged 15 SP:Iteration 5F (64.700451 sec): 3 clusters Score: Raw -15332.862541 + Penalty 1242.167225 = -14090.695316 nChanged 9 SP:Iteration 6Q (64.701129 sec): 3 clusters Score: Raw -15341.952994 + Penalty 1249.954989 = -14091.998005 nChanged 4 SP:Iteration 7Q (64.701793 sec): 3 clusters Score: Raw -15344.798307 + Penalty 1251.606059 = -14093.192247 nChanged 1 SP:Iteration 8Q (64.702456 sec): 3 clusters Score: Raw -15344.781055 + Penalty 1253.340688 = -14091.440367 nChanged 1 SP:Iteration 9F (64.703173 sec): 3 clusters Score: Raw -15344.486618 + Penalty 1251.689143 = -14092.797474 nChanged 1 SP:Iteration 10F (64.703890 sec): 3 clusters Score: Raw -15344.914860 + Penalty 1254.778715 = -14090.136145 nChanged 2 SP:Iteration 11F (64.704609 sec): 3 clusters Score: Raw -15345.540855 + Penalty 1256.004579 = -14089.536275 nChanged 2 SP:Iteration 12F (64.705328 sec): 3 clusters Score: Raw -15347.759456 + Penalty 1255.479706 = -14092.279750 nChanged 2 SP:Iteration 13Q (64.705989 sec): 3 clusters Score: Raw -15349.347196 + Penalty 1256.010874 = -14093.336322 nChanged 2 SP:Iteration 14Q (64.706649 sec): 3 clusters Score: Raw -15352.799526 + Penalty 1256.010874 = -14096.788653 nChanged 0 SP:Iteration 15F (64.707379 sec): 3 clusters Score: Raw -15352.799526 + Penalty 1256.010874 = -14096.788653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.709270 sec): 2 clusters Score: Raw -20848.245163 + Penalty 651.228769 = -20197.016394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.710135 sec): 3 clusters Score: Raw -20612.973463 + Penalty 1297.067173 = -19315.906289 nChanged 127 SP:Iteration 1F (64.710983 sec): 3 clusters Score: Raw -20839.454631 + Penalty 1297.710602 = -19541.744029 nChanged 35 SP:Iteration 2F (64.711831 sec): 3 clusters Score: Raw -20889.222828 + Penalty 1297.601812 = -19591.621016 nChanged 16 SP:Iteration 3Q (64.712649 sec): 3 clusters Score: Raw -20928.478414 + Penalty 1304.981955 = -19623.496459 nChanged 19 SP:Iteration 4F (64.713577 sec): 3 clusters Score: Raw -20955.472367 + Penalty 1309.150556 = -19646.321811 nChanged 7 SP:Iteration 5Q (64.714429 sec): 3 clusters Score: Raw -20968.739590 + Penalty 1307.440734 = -19661.298856 nChanged 2 SP:Iteration 6Q (64.715257 sec): 3 clusters Score: Raw -20969.964550 + Penalty 1307.440734 = -19662.523816 nChanged 0 SP:Iteration 7F (64.716186 sec): 3 clusters Score: Raw -20969.964550 + Penalty 1307.440734 = -19662.523816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.717504 sec): 2 clusters Score: Raw -7743.087905 + Penalty 307.196191 = -7435.891714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.718041 sec): 3 clusters Score: Raw -7623.968219 + Penalty 630.710157 = -6993.258062 nChanged 50 SP:Iteration 1F (64.718539 sec): 3 clusters Score: Raw -7697.596829 + Penalty 646.626648 = -7050.970181 nChanged 18 SP:Iteration 2F (64.719048 sec): 3 clusters Score: Raw -7729.084736 + Penalty 662.584541 = -7066.500195 nChanged 12 SP:Iteration 3F (64.719557 sec): 3 clusters Score: Raw -7756.295599 + Penalty 719.707397 = -7036.588201 nChanged 9 SP:Iteration 4F (64.720053 sec): 3 clusters Score: Raw -7780.740668 + Penalty 728.254005 = -7052.486663 nChanged 3 SP:Iteration 5Q (64.720499 sec): 3 clusters Score: Raw -7786.520362 + Penalty 742.695268 = -7043.825094 nChanged 2 SP:Iteration 6F (64.720994 sec): 3 clusters Score: Raw -7794.249541 + Penalty 742.695268 = -7051.554274 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.725325 sec): 2 clusters Score: Raw -62932.077638 + Penalty 212.081390 = -62719.996248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.727719 sec): 3 clusters Score: Raw -61848.131146 + Penalty 407.239543 = -61440.891603 nChanged 538 SP:Iteration 1F (64.730033 sec): 3 clusters Score: Raw -62415.122967 + Penalty 397.911813 = -62017.211155 nChanged 206 SP:Iteration 2F (64.732549 sec): 3 clusters Score: Raw -62701.491564 + Penalty 414.880491 = -62286.611073 nChanged 108 SP:Iteration 3F (64.734953 sec): 3 clusters Score: Raw -62864.104706 + Penalty 424.736682 = -62439.368024 nChanged 41 SP:Iteration 4Q (64.736900 sec): 3 clusters Score: Raw -62932.424616 + Penalty 498.770934 = -62433.653681 nChanged 13 SP:Iteration 5F (64.739207 sec): 3 clusters Score: Raw -62947.228380 + Penalty 529.881428 = -62417.346952 nChanged 1 SP:Iteration 6F (64.741532 sec): 3 clusters Score: Raw -62947.245246 + Penalty 529.881428 = -62417.363818 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.744527 sec): 2 clusters Score: Raw -42576.003254 + Penalty 794.192406 = -41781.810848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.745988 sec): 3 clusters Score: Raw -41764.506116 + Penalty 1586.759141 = -40177.746976 nChanged 263 SP:Iteration 1F (64.747417 sec): 3 clusters Score: Raw -42136.261088 + Penalty 1575.318825 = -40560.942263 nChanged 143 SP:Iteration 2F (64.748834 sec): 3 clusters Score: Raw -42569.187945 + Penalty 1559.057110 = -41010.130835 nChanged 77 SP:Iteration 3F (64.750285 sec): 3 clusters Score: Raw -42727.562259 + Penalty 1550.286796 = -41177.275463 nChanged 27 SP:Iteration 4Q (64.751585 sec): 3 clusters Score: Raw -42797.919235 + Penalty 1542.189974 = -41255.729261 nChanged 12 SP:Iteration 5Q (64.752859 sec): 3 clusters Score: Raw -42822.842006 + Penalty 1535.704579 = -41287.137427 nChanged 8 SP:Iteration 6Q (64.754125 sec): 3 clusters Score: Raw -42838.232547 + Penalty 1533.438820 = -41304.793727 nChanged 4 SP:Iteration 7Q (64.755361 sec): 3 clusters Score: Raw -42844.298399 + Penalty 1533.438820 = -41310.859579 nChanged 0 SP:Iteration 8F (64.756807 sec): 3 clusters Score: Raw -42844.298399 + Penalty 1533.438820 = -41310.859579 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 35 (2366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.769572 sec): 2 clusters Score: Raw -162193.961471 + Penalty 1238.043277 = -160955.918193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.773894 sec): 3 clusters Score: Raw -159981.462905 + Penalty 2475.040336 = -157506.422569 nChanged 880 SP:Iteration 1F (64.778166 sec): 3 clusters Score: Raw -160644.876160 + Penalty 2472.991493 = -158171.884667 nChanged 302 SP:Iteration 2F (64.782414 sec): 3 clusters Score: Raw -161061.206195 + Penalty 2471.871652 = -158589.334543 nChanged 326 SP:Iteration 3F (64.786665 sec): 3 clusters Score: Raw -161578.569631 + Penalty 2486.078565 = -159092.491066 nChanged 265 SP:Iteration 4F (64.790876 sec): 3 clusters Score: Raw -161919.365020 + Penalty 2496.642691 = -159422.722329 nChanged 126 SP:Iteration 5F (64.795122 sec): 3 clusters Score: Raw -162048.661756 + Penalty 2497.734089 = -159550.927667 nChanged 56 SP:Iteration 6Q (64.798625 sec): 3 clusters Score: Raw -162070.323786 + Penalty 2498.091058 = -159572.232728 nChanged 49 SP:Iteration 7Q (64.802047 sec): 3 clusters Score: Raw -162096.957086 + Penalty 2498.226067 = -159598.731019 nChanged 58 SP:Iteration 8Q (64.805430 sec): 3 clusters Score: Raw -162135.126704 + Penalty 2497.582147 = -159637.544558 nChanged 39 SP:Iteration 9Q (64.809325 sec): 3 clusters Score: Raw -162168.536408 + Penalty 2495.897465 = -159672.638944 nChanged 22 SP:Iteration 10F (64.813529 sec): 3 clusters Score: Raw -162193.670479 + Penalty 2492.254215 = -159701.416264 nChanged 13 SP:Iteration 11Q (64.816817 sec): 3 clusters Score: Raw -162234.348115 + Penalty 2500.023700 = -159734.324415 nChanged 5 SP:Iteration 12Q (64.820073 sec): 3 clusters Score: Raw -162249.125761 + Penalty 2499.992667 = -159749.133093 nChanged 1 SP:Iteration 13Q (64.823326 sec): 3 clusters Score: Raw -162251.814725 + Penalty 2499.992667 = -159751.822057 nChanged 0 SP:Iteration 14F (64.827531 sec): 3 clusters Score: Raw -162251.814725 + Penalty 2499.992667 = -159751.822057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.830570 sec): 2 clusters Score: Raw -3264.589607 + Penalty 264.954008 = -2999.635598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.830941 sec): 3 clusters Score: Raw -3276.337834 + Penalty 578.828497 = -2697.509337 nChanged 13 SP:Iteration 1F (64.831290 sec): 3 clusters Score: Raw -3308.619711 + Penalty 592.541287 = -2716.078425 nChanged 2 SP:Iteration 2Q (64.831628 sec): 3 clusters Score: Raw -3310.286953 + Penalty 592.541287 = -2717.745666 nChanged 0 SP:Iteration 3F (64.831975 sec): 3 clusters Score: Raw -3310.286953 + Penalty 592.541287 = -2717.745666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 43 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.835152 sec): 2 clusters Score: Raw -53418.890454 + Penalty 671.124678 = -52747.765776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.837038 sec): 3 clusters Score: Raw -52688.310109 + Penalty 1341.412770 = -51346.897338 nChanged 364 SP:Iteration 1F (64.838894 sec): 3 clusters Score: Raw -53000.052534 + Penalty 1353.773377 = -51646.279157 nChanged 144 SP:Iteration 2F (64.840717 sec): 3 clusters Score: Raw -53181.812763 + Penalty 1382.730713 = -51799.082050 nChanged 98 SP:Iteration 3F (64.842527 sec): 3 clusters Score: Raw -53285.372264 + Penalty 1403.408266 = -51881.963997 nChanged 52 SP:Iteration 4F (64.844362 sec): 3 clusters Score: Raw -53332.628806 + Penalty 1398.376244 = -51934.252563 nChanged 31 SP:Iteration 5Q (64.846112 sec): 3 clusters Score: Raw -53352.309146 + Penalty 1402.543699 = -51949.765446 nChanged 22 SP:Iteration 6Q (64.847809 sec): 3 clusters Score: Raw -53367.432204 + Penalty 1414.579412 = -51952.852792 nChanged 20 SP:Iteration 7Q (64.849679 sec): 3 clusters Score: Raw -53384.265079 + Penalty 1416.746805 = -51967.518274 nChanged 13 SP:Iteration 8Q (64.851487 sec): 3 clusters Score: Raw -53395.519744 + Penalty 1447.179905 = -51948.339839 nChanged 12 SP:Iteration 9F (64.853309 sec): 3 clusters Score: Raw -53405.173647 + Penalty 1436.049930 = -51969.123717 nChanged 8 SP:Iteration 10F (64.855126 sec): 3 clusters Score: Raw -53416.478635 + Penalty 1416.356266 = -52000.122369 nChanged 3 SP:Iteration 11Q (64.856625 sec): 3 clusters Score: Raw -53421.756116 + Penalty 1373.809432 = -52047.946684 nChanged 4 SP:Iteration 12Q (64.858112 sec): 3 clusters Score: Raw -53432.011735 + Penalty 1373.809432 = -52058.202303 nChanged 0 SP:Iteration 13F (64.859976 sec): 3 clusters Score: Raw -53432.011735 + Penalty 1373.809432 = -52058.202303 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.862174 sec): 2 clusters Score: Raw -31406.397991 + Penalty 213.318313 = -31193.079678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.863481 sec): 3 clusters Score: Raw -31015.023890 + Penalty 428.469700 = -30586.554191 nChanged 269 SP:Iteration 1F (64.864766 sec): 3 clusters Score: Raw -31196.493617 + Penalty 431.307328 = -30765.186289 nChanged 95 SP:Iteration 2F (64.866052 sec): 3 clusters Score: Raw -31276.792622 + Penalty 439.222734 = -30837.569888 nChanged 61 SP:Iteration 3F (64.867340 sec): 3 clusters Score: Raw -31331.060080 + Penalty 462.139155 = -30868.920925 nChanged 49 SP:Iteration 4F (64.868625 sec): 3 clusters Score: Raw -31369.103419 + Penalty 482.742438 = -30886.360981 nChanged 33 SP:Iteration 5F (64.869935 sec): 3 clusters Score: Raw -31397.002497 + Penalty 495.840904 = -30901.161593 nChanged 21 SP:Iteration 6Q (64.871240 sec): 3 clusters Score: Raw -31412.371403 + Penalty 498.316817 = -30914.054586 nChanged 11 SP:Iteration 7Q (64.872543 sec): 3 clusters Score: Raw -31418.715528 + Penalty 503.873359 = -30914.842169 nChanged 11 SP:Iteration 8Q (64.873820 sec): 3 clusters Score: Raw -31424.858041 + Penalty 502.427577 = -30922.430464 nChanged 5 SP:Iteration 9Q (64.875099 sec): 3 clusters Score: Raw -31426.320574 + Penalty 508.027555 = -30918.293019 nChanged 1 SP:Iteration 10F (64.876416 sec): 3 clusters Score: Raw -31426.919758 + Penalty 512.059745 = -30914.860014 nChanged 2 SP:Iteration 11F (64.877714 sec): 3 clusters Score: Raw -31427.646802 + Penalty 512.059745 = -30915.587057 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 63 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.880564 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.882334 sec): 3 clusters Score: Raw -45749.111252 + Penalty 522.175350 = -45226.935902 nChanged 372 SP:Iteration 1F (64.884045 sec): 3 clusters Score: Raw -46391.274200 + Penalty 630.494290 = -45760.779910 nChanged 116 SP:Iteration 2F (64.885792 sec): 3 clusters Score: Raw -46539.639771 + Penalty 708.697404 = -45830.942367 nChanged 25 SP:Iteration 3Q (64.887273 sec): 3 clusters Score: Raw -46568.049626 + Penalty 766.710268 = -45801.339358 nChanged 5 SP:Iteration 4F (64.888982 sec): 3 clusters Score: Raw -46579.180152 + Penalty 770.790793 = -45808.389359 nChanged 2 SP:Iteration 5Q (64.890338 sec): 3 clusters Score: Raw -46583.387912 + Penalty 770.790793 = -45812.597118 nChanged 0 SP:Iteration 6F (64.892043 sec): 3 clusters Score: Raw -46583.387912 + Penalty 770.790793 = -45812.597118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.893643 sec): 2 clusters Score: Raw -9789.237204 + Penalty 328.050704 = -9461.186501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.894282 sec): 3 clusters Score: Raw -9717.442592 + Penalty 663.863833 = -9053.578759 nChanged 62 SP:Iteration 1F (64.894911 sec): 3 clusters Score: Raw -9812.301466 + Penalty 669.202850 = -9143.098617 nChanged 25 SP:Iteration 2F (64.895536 sec): 3 clusters Score: Raw -9870.739206 + Penalty 667.453693 = -9203.285513 nChanged 15 SP:Iteration 3F (64.896161 sec): 3 clusters Score: Raw -9889.279503 + Penalty 666.765727 = -9222.513776 nChanged 5 SP:Iteration 4Q (64.896764 sec): 3 clusters Score: Raw -9896.995403 + Penalty 666.640151 = -9230.355252 nChanged 3 SP:Iteration 5Q (64.897371 sec): 3 clusters Score: Raw -9899.394566 + Penalty 666.031193 = -9233.363374 nChanged 1 SP:Iteration 6Q (64.898000 sec): 3 clusters Score: Raw -9899.560590 + Penalty 666.031193 = -9233.529398 nChanged 0 SP:Iteration 7F (64.898625 sec): 3 clusters Score: Raw -9899.560590 + Penalty 666.031193 = -9233.529398 nChanged 0 Deleting Class 12 (28 points): Lose 225.762762 but Gain 278.104999 Iteration 164F (65.487235 sec): 30 clusters Score: Raw -1934610.425011 + Penalty 23614.807603 = -1910995.617408 nChanged 78 Iteration 165Q (65.605437 sec): 30 clusters Score: Raw -1934783.502418 + Penalty 23624.270632 = -1911159.231786 nChanged 28 Iteration 166Q (65.721390 sec): 30 clusters Score: Raw -1934798.912191 + Penalty 23630.950393 = -1911167.961797 nChanged 14 Iteration 167Q (65.838463 sec): 30 clusters Score: Raw -1934803.220809 + Penalty 23640.614259 = -1911162.606550 nChanged 15 Iteration 168F (66.387551 sec): 30 clusters Score: Raw -1934805.248183 + Penalty 23655.789408 = -1911149.458775 nChanged 11 Iteration 169F (66.937098 sec): 30 clusters Score: Raw -1934811.662416 + Penalty 23675.376596 = -1911136.285820 nChanged 15 Iteration 170F (67.486263 sec): 30 clusters Score: Raw -1934819.510103 + Penalty 23683.196680 = -1911136.313423 nChanged 15 Iteration 171Q (67.603531 sec): 30 clusters Score: Raw -1934824.709295 + Penalty 23687.610615 = -1911137.098680 nChanged 15 Iteration 172Q (67.720526 sec): 30 clusters Score: Raw -1934826.583298 + Penalty 23689.956724 = -1911136.626573 nChanged 16 Iteration 173F (68.269207 sec): 30 clusters Score: Raw -1934829.386044 + Penalty 23692.301344 = -1911137.084700 nChanged 8 Iteration 174Q (68.385974 sec): 30 clusters Score: Raw -1934831.462720 + Penalty 23696.019361 = -1911135.443359 nChanged 16 Iteration 175F (68.935865 sec): 30 clusters Score: Raw -1934833.923449 + Penalty 23694.937561 = -1911138.985887 nChanged 16 Iteration 176Q (69.052481 sec): 30 clusters Score: Raw -1934839.297920 + Penalty 23697.852990 = -1911141.444930 nChanged 21 Iteration 177Q (69.170215 sec): 30 clusters Score: Raw -1934843.363634 + Penalty 23704.202979 = -1911139.160655 nChanged 20 Iteration 178F (69.723686 sec): 30 clusters Score: Raw -1934850.028578 + Penalty 23705.820415 = -1911144.208163 nChanged 9 Iteration 179Q (69.840496 sec): 30 clusters Score: Raw -1934850.671663 + Penalty 23704.879096 = -1911145.792567 nChanged 5 Iteration 180F (70.389691 sec): 30 clusters Score: Raw -1934850.889496 + Penalty 23704.467008 = -1911146.422488 nChanged 3 Iteration 181Q (70.506910 sec): 30 clusters Score: Raw -1934851.017168 + Penalty 23703.944159 = -1911147.073009 nChanged 3 Iteration 182Q (70.623818 sec): 30 clusters Score: Raw -1934851.096979 + Penalty 23702.919913 = -1911148.177066 nChanged 6 Iteration 183Q (70.740637 sec): 30 clusters Score: Raw -1934851.287891 + Penalty 23702.919913 = -1911148.367979 nChanged 0 Iteration 184F (71.290055 sec): 30 clusters Score: Raw -1934851.287891 + Penalty 23702.919913 = -1911148.367979 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1934851.287891 + Penalty 23702.919913 = -1911148.367979Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.410196 sec): 2 clusters Score: Raw -8571.423616 + Penalty 444.981057 = -8126.442559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.410724 sec): 3 clusters Score: Raw -8375.420024 + Penalty 950.035581 = -7425.384443 nChanged 40 SP:Iteration 1F (71.411211 sec): 3 clusters Score: Raw -8478.390675 + Penalty 989.807277 = -7488.583398 nChanged 20 SP:Iteration 2F (71.411697 sec): 3 clusters Score: Raw -8546.350408 + Penalty 1042.170062 = -7504.180346 nChanged 13 SP:Iteration 3F (71.412177 sec): 3 clusters Score: Raw -8581.606268 + Penalty 1035.536992 = -7546.069277 nChanged 4 SP:Iteration 4Q (71.412601 sec): 3 clusters Score: Raw -8589.798969 + Penalty 1037.644657 = -7552.154312 nChanged 3 SP:Iteration 5Q (71.413025 sec): 3 clusters Score: Raw -8602.964408 + Penalty 1037.644657 = -7565.319751 nChanged 0 SP:Iteration 6F (71.413544 sec): 3 clusters Score: Raw -8602.964408 + Penalty 1037.644657 = -7565.319751 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.419335 sec): 2 clusters Score: Raw -95581.172272 + Penalty 873.177864 = -94707.994409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.422148 sec): 3 clusters Score: Raw -94054.819786 + Penalty 1747.596252 = -92307.223534 nChanged 610 SP:Iteration 1F (71.424905 sec): 3 clusters Score: Raw -95037.504924 + Penalty 1782.600893 = -93254.904032 nChanged 310 SP:Iteration 2F (71.427654 sec): 3 clusters Score: Raw -95818.610584 + Penalty 1823.010152 = -93995.600432 nChanged 123 SP:Iteration 3F (71.430417 sec): 3 clusters Score: Raw -95985.277257 + Penalty 1836.395623 = -94148.881634 nChanged 38 SP:Iteration 4Q (71.432770 sec): 3 clusters Score: Raw -96028.035909 + Penalty 1839.165533 = -94188.870375 nChanged 20 SP:Iteration 5Q (71.435085 sec): 3 clusters Score: Raw -96066.146105 + Penalty 1840.827025 = -94225.319081 nChanged 12 SP:Iteration 6Q (71.437397 sec): 3 clusters Score: Raw -96088.057946 + Penalty 1840.358380 = -94247.699566 nChanged 7 SP:Iteration 7Q (71.439707 sec): 3 clusters Score: Raw -96093.738937 + Penalty 1839.679773 = -94254.059164 nChanged 1 SP:Iteration 8Q (71.442014 sec): 3 clusters Score: Raw -96095.399400 + Penalty 1839.679773 = -94255.719627 nChanged 0 SP:Iteration 9F (71.444760 sec): 3 clusters Score: Raw -96095.399400 + Penalty 1839.679773 = -94255.719627 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 3 (5021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.467191 sec): 2 clusters Score: Raw -237849.762123 + Penalty 330.370561 = -237519.391562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.476292 sec): 3 clusters Score: Raw -234556.965855 + Penalty 662.947234 = -233894.018621 nChanged 2264 SP:Iteration 1F (71.485312 sec): 3 clusters Score: Raw -235970.225400 + Penalty 669.335245 = -235300.890155 nChanged 491 SP:Iteration 2F (71.494452 sec): 3 clusters Score: Raw -236233.981073 + Penalty 680.531758 = -235553.449315 nChanged 349 SP:Iteration 3F (71.503746 sec): 3 clusters Score: Raw -236474.247093 + Penalty 693.844509 = -235780.402584 nChanged 332 SP:Iteration 4F (71.513018 sec): 3 clusters Score: Raw -236721.672523 + Penalty 708.203781 = -236013.468742 nChanged 331 SP:Iteration 5F (71.521996 sec): 3 clusters Score: Raw -236966.153998 + Penalty 725.229796 = -236240.924203 nChanged 305 SP:Iteration 6F (71.530858 sec): 3 clusters Score: Raw -237203.432677 + Penalty 744.394904 = -236459.037773 nChanged 274 SP:Iteration 7F (71.539727 sec): 3 clusters Score: Raw -237425.492985 + Penalty 757.871023 = -236667.621962 nChanged 216 SP:Iteration 8Q (71.548068 sec): 3 clusters Score: Raw -237585.156551 + Penalty 761.521066 = -236823.635485 nChanged 139 SP:Iteration 9Q (71.556100 sec): 3 clusters Score: Raw -237678.037828 + Penalty 769.899923 = -236908.137906 nChanged 96 SP:Iteration 10F (71.565164 sec): 3 clusters Score: Raw -237730.249365 + Penalty 780.695510 = -236949.553855 nChanged 67 SP:Iteration 11Q (71.573215 sec): 3 clusters Score: Raw -237762.894245 + Penalty 787.206510 = -236975.687734 nChanged 63 SP:Iteration 12Q (71.580758 sec): 3 clusters Score: Raw -237792.763914 + Penalty 786.845905 = -237005.918009 nChanged 44 SP:Iteration 13Q (71.588287 sec): 3 clusters Score: Raw -237812.153552 + Penalty 793.730463 = -237018.423089 nChanged 33 SP:Iteration 14Q (71.595697 sec): 3 clusters Score: Raw -237827.020367 + Penalty 801.944748 = -237025.075619 nChanged 37 SP:Iteration 15Q (71.603076 sec): 3 clusters Score: Raw -237845.325039 + Penalty 802.261734 = -237043.063305 nChanged 22 SP:Iteration 16Q (71.610373 sec): 3 clusters Score: Raw -237855.003734 + Penalty 796.600428 = -237058.403306 nChanged 16 SP:Iteration 17Q (71.617720 sec): 3 clusters Score: Raw -237862.369810 + Penalty 799.471202 = -237062.898609 nChanged 11 SP:Iteration 18Q (71.624944 sec): 3 clusters Score: Raw -237865.894561 + Penalty 805.724188 = -237060.170373 nChanged 7 SP:Iteration 19F (71.633921 sec): 3 clusters Score: Raw -237867.755481 + Penalty 812.182985 = -237055.572496 nChanged 7 SP:Iteration 20F (71.642869 sec): 3 clusters Score: Raw -237869.516254 + Penalty 813.145750 = -237056.370503 nChanged 7 SP:Iteration 21Q (71.650012 sec): 3 clusters Score: Raw -237871.837392 + Penalty 814.241497 = -237057.595895 nChanged 4 SP:Iteration 22Q (71.657133 sec): 3 clusters Score: Raw -237873.744833 + Penalty 818.129547 = -237055.615287 nChanged 4 SP:Iteration 23F (71.666185 sec): 3 clusters Score: Raw -237875.482723 + Penalty 818.464503 = -237057.018220 nChanged 4 SP:Iteration 24Q (71.673328 sec): 3 clusters Score: Raw -237878.197481 + Penalty 818.939089 = -237059.258393 nChanged 1 SP:Iteration 25Q (71.680429 sec): 3 clusters Score: Raw -237878.327360 + Penalty 821.051922 = -237057.275438 nChanged 1 SP:Iteration 26F (71.689300 sec): 3 clusters Score: Raw -237878.718147 + Penalty 817.563729 = -237061.154418 nChanged 2 SP:Iteration 27Q (71.696549 sec): 3 clusters Score: Raw -237879.249032 + Penalty 817.563729 = -237061.685303 nChanged 0 SP:Iteration 28F (71.705416 sec): 3 clusters Score: Raw -237879.249032 + Penalty 817.563729 = -237061.685303 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.732068 sec): 2 clusters Score: Raw -288954.899331 + Penalty 308.785132 = -288646.114199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.741907 sec): 3 clusters Score: Raw -285310.506796 + Penalty 618.215563 = -284692.291233 nChanged 2493 SP:Iteration 1F (71.751449 sec): 3 clusters Score: Raw -286680.979488 + Penalty 615.013899 = -286065.965588 nChanged 662 SP:Iteration 2F (71.761068 sec): 3 clusters Score: Raw -287005.941180 + Penalty 606.570182 = -286399.370997 nChanged 573 SP:Iteration 3F (71.770747 sec): 3 clusters Score: Raw -287361.376119 + Penalty 594.480972 = -286766.895147 nChanged 556 SP:Iteration 4F (71.780228 sec): 3 clusters Score: Raw -287797.215847 + Penalty 587.857131 = -287209.358716 nChanged 494 SP:Iteration 5F (71.789697 sec): 3 clusters Score: Raw -288228.189924 + Penalty 582.248766 = -287645.941158 nChanged 393 SP:Iteration 6F (71.799234 sec): 3 clusters Score: Raw -288564.441429 + Penalty 580.646937 = -287983.794491 nChanged 281 SP:Iteration 7F (71.808689 sec): 3 clusters Score: Raw -288768.710249 + Penalty 569.219572 = -288199.490677 nChanged 160 SP:Iteration 8Q (71.818163 sec): 3 clusters Score: Raw -288859.522455 + Penalty 549.030079 = -288310.492376 nChanged 102 SP:Iteration 9Q (71.827418 sec): 3 clusters Score: Raw -288903.824243 + Penalty 520.680468 = -288383.143775 nChanged 72 SP:Iteration 10F (71.836873 sec): 3 clusters Score: Raw -288930.763679 + Penalty 491.805355 = -288438.958323 nChanged 36 SP:Iteration 11Q (71.844935 sec): 3 clusters Score: Raw -288933.120295 + Penalty 482.826492 = -288450.293803 nChanged 28 SP:Iteration 12Q (71.852711 sec): 3 clusters Score: Raw -288933.427330 + Penalty 493.687145 = -288439.740185 nChanged 17 SP:Iteration 13F (71.862303 sec): 3 clusters Score: Raw -288938.962028 + Penalty 520.872771 = -288418.089256 nChanged 12 SP:Iteration 14F (71.871841 sec): 3 clusters Score: Raw -288946.046348 + Penalty 541.341632 = -288404.704716 nChanged 9 SP:Iteration 15F (71.881295 sec): 3 clusters Score: Raw -288949.899460 + Penalty 628.548817 = -288321.350643 nChanged 6 SP:Iteration 16F (71.890846 sec): 3 clusters Score: Raw -288957.909054 + Penalty 628.548817 = -288329.360237 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.897735 sec): 2 clusters Score: Raw -32079.850390 + Penalty 161.864138 = -31917.986252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.899147 sec): 3 clusters Score: Raw -31687.982039 + Penalty 325.835601 = -31362.146438 nChanged 278 SP:Iteration 1F (71.900478 sec): 3 clusters Score: Raw -31804.473035 + Penalty 327.720499 = -31476.752537 nChanged 49 SP:Iteration 2F (71.901792 sec): 3 clusters Score: Raw -31828.571488 + Penalty 331.129995 = -31497.441493 nChanged 46 SP:Iteration 3F (71.903104 sec): 3 clusters Score: Raw -31859.353059 + Penalty 340.161144 = -31519.191915 nChanged 61 SP:Iteration 4F (71.904424 sec): 3 clusters Score: Raw -31920.095832 + Penalty 350.690024 = -31569.405808 nChanged 72 SP:Iteration 5F (71.905781 sec): 3 clusters Score: Raw -31995.172534 + Penalty 358.548171 = -31636.624363 nChanged 45 SP:Iteration 6F (71.907097 sec): 3 clusters Score: Raw -32017.954324 + Penalty 361.467435 = -31656.486889 nChanged 12 SP:Iteration 7Q (71.908366 sec): 3 clusters Score: Raw -32021.383876 + Penalty 361.346727 = -31660.037149 nChanged 7 SP:Iteration 8Q (71.909617 sec): 3 clusters Score: Raw -32022.554301 + Penalty 362.998566 = -31659.555735 nChanged 7 SP:Iteration 9F (71.910940 sec): 3 clusters Score: Raw -32023.888913 + Penalty 364.685189 = -31659.203723 nChanged 10 SP:Iteration 10F (71.912271 sec): 3 clusters Score: Raw -32026.230580 + Penalty 364.771669 = -31661.458911 nChanged 5 SP:Iteration 11Q (71.913527 sec): 3 clusters Score: Raw -32026.822995 + Penalty 365.360986 = -31661.462009 nChanged 4 SP:Iteration 12Q (71.914761 sec): 3 clusters Score: Raw -32026.969579 + Penalty 366.175670 = -31660.793909 nChanged 1 SP:Iteration 13F (71.916078 sec): 3 clusters Score: Raw -32027.295168 + Penalty 367.003630 = -31660.291539 nChanged 1 SP:Iteration 14F (71.917389 sec): 3 clusters Score: Raw -32027.798104 + Penalty 367.325467 = -31660.472637 nChanged 1 SP:Iteration 15Q (71.918609 sec): 3 clusters Score: Raw -32027.951790 + Penalty 366.958138 = -31660.993653 nChanged 3 SP:Iteration 16Q (71.919811 sec): 3 clusters Score: Raw -32028.101520 + Penalty 367.813782 = -31660.287738 nChanged 1 SP:Iteration 17F (71.921102 sec): 3 clusters Score: Raw -32028.054292 + Penalty 369.657441 = -31658.396851 nChanged 2 SP:Iteration 18F (71.922433 sec): 3 clusters Score: Raw -32028.369871 + Penalty 370.561947 = -31657.807924 nChanged 1 SP:Iteration 19F (71.923748 sec): 3 clusters Score: Raw -32028.336102 + Penalty 371.490727 = -31656.845374 nChanged 1 SP:Iteration 20F (71.925058 sec): 3 clusters Score: Raw -32028.276038 + Penalty 371.490727 = -31656.785311 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.940218 sec): 2 clusters Score: Raw -275333.348968 + Penalty 284.150375 = -275049.198592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.949431 sec): 3 clusters Score: Raw -271812.746071 + Penalty 562.620409 = -271250.125662 nChanged 2340 SP:Iteration 1F (71.958412 sec): 3 clusters Score: Raw -273558.544955 + Penalty 563.264930 = -272995.280025 nChanged 695 SP:Iteration 2F (71.967375 sec): 3 clusters Score: Raw -273995.635140 + Penalty 573.146279 = -273422.488861 nChanged 500 SP:Iteration 3F (71.976459 sec): 3 clusters Score: Raw -274313.458048 + Penalty 587.897524 = -273725.560524 nChanged 336 SP:Iteration 4F (71.985388 sec): 3 clusters Score: Raw -274527.431279 + Penalty 600.502893 = -273926.928385 nChanged 274 SP:Iteration 5F (71.994274 sec): 3 clusters Score: Raw -274744.235992 + Penalty 639.448913 = -274104.787079 nChanged 258 SP:Iteration 6F (72.003226 sec): 3 clusters Score: Raw -275010.299860 + Penalty 686.581143 = -274323.718716 nChanged 180 SP:Iteration 7Q (72.012203 sec): 3 clusters Score: Raw -275164.766765 + Penalty 747.292823 = -274417.473942 nChanged 102 SP:Iteration 8Q (72.020650 sec): 3 clusters Score: Raw -275255.038818 + Penalty 950.687522 = -274304.351296 nChanged 54 SP:Iteration 9F (72.029695 sec): 3 clusters Score: Raw -275324.075873 + Penalty 1228.852241 = -274095.223632 nChanged 14 SP:Iteration 10F (72.038825 sec): 3 clusters Score: Raw -275365.781705 + Penalty 1228.852241 = -274136.929464 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.043487 sec): 2 clusters Score: Raw -31309.604379 + Penalty 406.896043 = -30902.708336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.044772 sec): 3 clusters Score: Raw -30985.407769 + Penalty 848.231206 = -30137.176563 nChanged 239 SP:Iteration 1F (72.046031 sec): 3 clusters Score: Raw -31145.226817 + Penalty 884.510311 = -30260.716506 nChanged 70 SP:Iteration 2F (72.047288 sec): 3 clusters Score: Raw -31214.855716 + Penalty 902.283097 = -30312.572619 nChanged 52 SP:Iteration 3F (72.048546 sec): 3 clusters Score: Raw -31273.392499 + Penalty 870.570388 = -30402.822110 nChanged 32 SP:Iteration 4F (72.049808 sec): 3 clusters Score: Raw -31308.946700 + Penalty 819.618419 = -30489.328281 nChanged 22 SP:Iteration 5Q (72.051044 sec): 3 clusters Score: Raw -31329.841426 + Penalty 812.434977 = -30517.406449 nChanged 6 SP:Iteration 6Q (72.052270 sec): 3 clusters Score: Raw -31334.486554 + Penalty 809.525392 = -30524.961162 nChanged 1 SP:Iteration 7Q (72.053495 sec): 3 clusters Score: Raw -31334.567164 + Penalty 809.525392 = -30525.041771 nChanged 0 SP:Iteration 8F (72.054751 sec): 3 clusters Score: Raw -31334.567164 + Penalty 809.525392 = -30525.041771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.056294 sec): 2 clusters Score: Raw -25348.896157 + Penalty 974.364240 = -24374.531918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.057207 sec): 3 clusters Score: Raw -24798.393357 + Penalty 1948.444443 = -22849.948914 nChanged 123 SP:Iteration 1F (72.058121 sec): 3 clusters Score: Raw -25156.906600 + Penalty 1947.495323 = -23209.411277 nChanged 50 SP:Iteration 2F (72.059016 sec): 3 clusters Score: Raw -25267.686739 + Penalty 1946.732132 = -23320.954607 nChanged 17 SP:Iteration 3Q (72.059785 sec): 3 clusters Score: Raw -25327.026426 + Penalty 1946.175161 = -23380.851265 nChanged 10 SP:Iteration 4Q (72.060537 sec): 3 clusters Score: Raw -25358.656596 + Penalty 1945.515188 = -23413.141408 nChanged 7 SP:Iteration 5Q (72.061281 sec): 3 clusters Score: Raw -25384.239784 + Penalty 1944.894780 = -23439.345004 nChanged 5 SP:Iteration 6Q (72.062021 sec): 3 clusters Score: Raw -25393.535891 + Penalty 1944.598733 = -23448.937159 nChanged 2 SP:Iteration 7Q (72.062760 sec): 3 clusters Score: Raw -25396.744618 + Penalty 1944.438172 = -23452.306445 nChanged 1 SP:Iteration 8Q (72.063498 sec): 3 clusters Score: Raw -25397.068659 + Penalty 1944.268300 = -23452.800358 nChanged 1 SP:Iteration 9Q (72.064238 sec): 3 clusters Score: Raw -25400.007836 + Penalty 1945.675764 = -23454.332072 nChanged 2 SP:Iteration 10F (72.065132 sec): 3 clusters Score: Raw -25407.739428 + Penalty 1945.534074 = -23462.205354 nChanged 1 SP:Iteration 11Q (72.065867 sec): 3 clusters Score: Raw -25409.252236 + Penalty 1945.534074 = -23463.718162 nChanged 0 SP:Iteration 12F (72.066759 sec): 3 clusters Score: Raw -25409.252236 + Penalty 1945.534074 = -23463.718162 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.071851 sec): 2 clusters Score: Raw -59115.864078 + Penalty 842.029667 = -58273.834411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.073774 sec): 3 clusters Score: Raw -58159.338423 + Penalty 1689.424081 = -56469.914342 nChanged 339 SP:Iteration 1F (72.075640 sec): 3 clusters Score: Raw -58661.155131 + Penalty 1726.149524 = -56935.005607 nChanged 203 SP:Iteration 2F (72.077488 sec): 3 clusters Score: Raw -59022.824685 + Penalty 1748.144069 = -57274.680616 nChanged 89 SP:Iteration 3F (72.079338 sec): 3 clusters Score: Raw -59153.477333 + Penalty 1775.598328 = -57377.879005 nChanged 44 SP:Iteration 4Q (72.081057 sec): 3 clusters Score: Raw -59191.822651 + Penalty 1789.672011 = -57402.150640 nChanged 25 SP:Iteration 5Q (72.082712 sec): 3 clusters Score: Raw -59210.570567 + Penalty 1799.905681 = -57410.664887 nChanged 17 SP:Iteration 6Q (72.084315 sec): 3 clusters Score: Raw -59219.152663 + Penalty 1809.993004 = -57409.159659 nChanged 14 SP:Iteration 7F (72.086161 sec): 3 clusters Score: Raw -59221.987901 + Penalty 1821.573961 = -57400.413940 nChanged 11 SP:Iteration 8F (72.088004 sec): 3 clusters Score: Raw -59227.646070 + Penalty 1823.181358 = -57404.464712 nChanged 8 SP:Iteration 9Q (72.089525 sec): 3 clusters Score: Raw -59231.265676 + Penalty 1825.522336 = -57405.743340 nChanged 6 SP:Iteration 10F (72.091371 sec): 3 clusters Score: Raw -59227.500829 + Penalty 1826.726046 = -57400.774783 nChanged 3 SP:Iteration 11F (72.093213 sec): 3 clusters Score: Raw -59224.536348 + Penalty 1826.726046 = -57397.810302 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.109325 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.117862 sec): 3 clusters Score: Raw -247348.379414 + Penalty 515.008035 = -246833.371379 nChanged 2075 SP:Iteration 1F (72.126160 sec): 3 clusters Score: Raw -249522.384462 + Penalty 540.223800 = -248982.160662 nChanged 554 SP:Iteration 2F (72.134400 sec): 3 clusters Score: Raw -250032.104795 + Penalty 574.335535 = -249457.769260 nChanged 360 SP:Iteration 3F (72.142538 sec): 3 clusters Score: Raw -250445.714682 + Penalty 605.464964 = -249840.249718 nChanged 190 SP:Iteration 4Q (72.150249 sec): 3 clusters Score: Raw -250655.400549 + Penalty 861.476662 = -249793.923887 nChanged 43 SP:Iteration 5F (72.158289 sec): 3 clusters Score: Raw -250698.462596 + Penalty 477.522214 = -250220.940382 nChanged 3 SP:Iteration 6Q (72.164493 sec): 3 clusters Score: Raw -250695.969422 + Penalty 245.655229 = -250450.314192 nChanged 1 SP:Iteration 7Q (72.170782 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP:Iteration 8F (72.176928 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.181226 sec): 2 clusters Score: Raw -25487.424267 + Penalty 503.424423 = -24983.999843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.182216 sec): 3 clusters Score: Raw -25099.829298 + Penalty 1015.797384 = -24084.031914 nChanged 163 SP:Iteration 1F (72.183181 sec): 3 clusters Score: Raw -25329.180473 + Penalty 1050.419675 = -24278.760798 nChanged 69 SP:Iteration 2F (72.184143 sec): 3 clusters Score: Raw -25433.392663 + Penalty 1080.746081 = -24352.646582 nChanged 29 SP:Iteration 3F (72.185106 sec): 3 clusters Score: Raw -25471.553212 + Penalty 1107.815286 = -24363.737926 nChanged 17 SP:Iteration 4Q (72.185997 sec): 3 clusters Score: Raw -25505.423397 + Penalty 1135.762352 = -24369.661045 nChanged 11 SP:Iteration 5Q (72.186842 sec): 3 clusters Score: Raw -25515.738859 + Penalty 1146.149609 = -24369.589250 nChanged 4 SP:Iteration 6F (72.187806 sec): 3 clusters Score: Raw -25522.195065 + Penalty 1153.532224 = -24368.662841 nChanged 2 SP:Iteration 7F (72.188774 sec): 3 clusters Score: Raw -25521.114978 + Penalty 1153.532224 = -24367.582754 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.192071 sec): 2 clusters Score: Raw -43832.012224 + Penalty 210.232746 = -43621.779478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.193817 sec): 3 clusters Score: Raw -43299.729087 + Penalty 421.888166 = -42877.840920 nChanged 386 SP:Iteration 1F (72.195560 sec): 3 clusters Score: Raw -43595.928995 + Penalty 416.605240 = -43179.323755 nChanged 105 SP:Iteration 2F (72.197264 sec): 3 clusters Score: Raw -43686.345224 + Penalty 414.559272 = -43271.785952 nChanged 43 SP:Iteration 3Q (72.198959 sec): 3 clusters Score: Raw -43708.441460 + Penalty 412.038269 = -43296.403191 nChanged 18 SP:Iteration 4Q (72.200698 sec): 3 clusters Score: Raw -43713.585109 + Penalty 410.765479 = -43302.819630 nChanged 6 SP:Iteration 5Q (72.202427 sec): 3 clusters Score: Raw -43714.239776 + Penalty 410.386406 = -43303.853370 nChanged 2 SP:Iteration 6Q (72.204132 sec): 3 clusters Score: Raw -43714.314664 + Penalty 409.720845 = -43304.593819 nChanged 2 SP:Iteration 7Q (72.205875 sec): 3 clusters Score: Raw -43714.391216 + Penalty 409.486917 = -43304.904299 nChanged 1 SP:Iteration 8Q (72.207676 sec): 3 clusters Score: Raw -43714.428487 + Penalty 409.169501 = -43305.258986 nChanged 1 SP:Iteration 9Q (72.209473 sec): 3 clusters Score: Raw -43714.468825 + Penalty 408.922732 = -43305.546094 nChanged 1 SP:Iteration 10F (72.211263 sec): 3 clusters Score: Raw -43714.514466 + Penalty 408.353854 = -43306.160612 nChanged 3 SP:Iteration 11Q (72.212940 sec): 3 clusters Score: Raw -43714.619532 + Penalty 407.392609 = -43307.226923 nChanged 4 SP:Iteration 12Q (72.214667 sec): 3 clusters Score: Raw -43714.961942 + Penalty 406.365630 = -43308.596312 nChanged 4 SP:Iteration 13Q (72.216375 sec): 3 clusters Score: Raw -43715.272058 + Penalty 406.013826 = -43309.258232 nChanged 2 SP:Iteration 14Q (72.218049 sec): 3 clusters Score: Raw -43715.387033 + Penalty 405.841013 = -43309.546020 nChanged 1 SP:Iteration 15Q (72.219724 sec): 3 clusters Score: Raw -43715.398748 + Penalty 405.841013 = -43309.557735 nChanged 0 SP:Iteration 16F (72.221426 sec): 3 clusters Score: Raw -43715.398748 + Penalty 405.841013 = -43309.557735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.222393 sec): 2 clusters Score: Raw -6819.344415 + Penalty 89.042076 = -6730.302339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.222903 sec): 3 clusters Score: Raw -6746.349993 + Penalty 184.169242 = -6562.180751 nChanged 53 SP:Iteration 1F (72.223425 sec): 3 clusters Score: Raw -6831.851930 + Penalty 183.268941 = -6648.582989 nChanged 13 SP:Iteration 2F (72.223932 sec): 3 clusters Score: Raw -6849.514104 + Penalty 184.605805 = -6664.908299 nChanged 8 SP:Iteration 3Q (72.224419 sec): 3 clusters Score: Raw -6855.967467 + Penalty 183.221149 = -6672.746318 nChanged 3 SP:Iteration 4Q (72.224904 sec): 3 clusters Score: Raw -6858.593387 + Penalty 183.805397 = -6674.787990 nChanged 2 SP:Iteration 5Q (72.225386 sec): 3 clusters Score: Raw -6860.229380 + Penalty 183.578452 = -6676.650928 nChanged 1 SP:Iteration 6Q (72.225868 sec): 3 clusters Score: Raw -6860.786317 + Penalty 183.173812 = -6677.612505 nChanged 1 SP:Iteration 7Q (72.226349 sec): 3 clusters Score: Raw -6861.094901 + Penalty 183.016375 = -6678.078525 nChanged 2 SP:Iteration 8Q (72.226835 sec): 3 clusters Score: Raw -6863.957452 + Penalty 182.705540 = -6681.251912 nChanged 1 SP:Iteration 9Q (72.227307 sec): 3 clusters Score: Raw -6865.653880 + Penalty 183.222147 = -6682.431733 nChanged 1 SP:Iteration 10F (72.227822 sec): 3 clusters Score: Raw -6865.983545 + Penalty 183.727544 = -6682.256001 nChanged 1 SP:Iteration 11F (72.228316 sec): 3 clusters Score: Raw -6866.311557 + Penalty 184.288031 = -6682.023526 nChanged 1 SP:Iteration 12F (72.228810 sec): 3 clusters Score: Raw -6866.590623 + Penalty 185.033317 = -6681.557306 nChanged 1 SP:Iteration 13F (72.229303 sec): 3 clusters Score: Raw -6867.369698 + Penalty 184.757563 = -6682.612135 nChanged 1 SP:Iteration 14Q (72.229774 sec): 3 clusters Score: Raw -6870.931715 + Penalty 185.581613 = -6685.350101 nChanged 1 SP:Iteration 15Q (72.230241 sec): 3 clusters Score: Raw -6872.881133 + Penalty 185.581613 = -6687.299520 nChanged 0 SP:Iteration 16F (72.230756 sec): 3 clusters Score: Raw -6872.881133 + Penalty 185.581613 = -6687.299520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.231794 sec): 2 clusters Score: Raw -10408.673098 + Penalty 76.529565 = -10332.143534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.232406 sec): 3 clusters Score: Raw -10287.258807 + Penalty 149.232277 = -10138.026530 nChanged 89 SP:Iteration 1F (72.233008 sec): 3 clusters Score: Raw -10368.624720 + Penalty 148.596698 = -10220.028022 nChanged 22 SP:Iteration 2F (72.233610 sec): 3 clusters Score: Raw -10394.390113 + Penalty 149.204469 = -10245.185644 nChanged 7 SP:Iteration 3Q (72.234188 sec): 3 clusters Score: Raw -10401.759777 + Penalty 149.228589 = -10252.531188 nChanged 4 SP:Iteration 4Q (72.234759 sec): 3 clusters Score: Raw -10403.299370 + Penalty 149.496981 = -10253.802389 nChanged 2 SP:Iteration 5Q (72.235328 sec): 3 clusters Score: Raw -10404.704733 + Penalty 150.730848 = -10253.973886 nChanged 3 SP:Iteration 6Q (72.235897 sec): 3 clusters Score: Raw -10407.591824 + Penalty 150.730848 = -10256.860976 nChanged 0 SP:Iteration 7F (72.236497 sec): 3 clusters Score: Raw -10407.591824 + Penalty 150.730848 = -10256.860976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.237685 sec): 2 clusters Score: Raw -12066.641398 + Penalty 512.386639 = -11554.254759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.238363 sec): 3 clusters Score: Raw -11912.622022 + Penalty 1023.284943 = -10889.337079 nChanged 100 SP:Iteration 1F (72.239031 sec): 3 clusters Score: Raw -12136.511706 + Penalty 1021.493518 = -11115.018187 nChanged 26 SP:Iteration 2F (72.239698 sec): 3 clusters Score: Raw -12190.135780 + Penalty 1023.207420 = -11166.928360 nChanged 15 SP:Iteration 3F (72.240370 sec): 3 clusters Score: Raw -12241.688745 + Penalty 1022.478688 = -11219.210056 nChanged 7 SP:Iteration 4Q (72.240977 sec): 3 clusters Score: Raw -12263.321026 + Penalty 1021.991711 = -11241.329315 nChanged 3 SP:Iteration 5Q (72.241577 sec): 3 clusters Score: Raw -12266.001395 + Penalty 1021.764425 = -11244.236969 nChanged 1 SP:Iteration 6Q (72.242176 sec): 3 clusters Score: Raw -12266.317822 + Penalty 1021.764425 = -11244.553397 nChanged 0 SP:Iteration 7F (72.242840 sec): 3 clusters Score: Raw -12266.317822 + Penalty 1021.764425 = -11244.553397 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.250438 sec): 2 clusters Score: Raw -69019.498819 + Penalty 121.512396 = -68897.986422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.253168 sec): 3 clusters Score: Raw -68074.914343 + Penalty 237.839113 = -67837.075230 nChanged 665 SP:Iteration 1F (72.255853 sec): 3 clusters Score: Raw -68677.956746 + Penalty 227.776690 = -68450.180056 nChanged 105 SP:Iteration 2F (72.258534 sec): 3 clusters Score: Raw -68797.752890 + Penalty 226.673372 = -68571.079517 nChanged 61 SP:Iteration 3Q (72.261200 sec): 3 clusters Score: Raw -68869.144611 + Penalty 225.364742 = -68643.779869 nChanged 36 SP:Iteration 4Q (72.263771 sec): 3 clusters Score: Raw -68901.539329 + Penalty 225.282783 = -68676.256546 nChanged 21 SP:Iteration 5Q (72.266310 sec): 3 clusters Score: Raw -68909.426595 + Penalty 222.997205 = -68686.429390 nChanged 18 SP:Iteration 6Q (72.268822 sec): 3 clusters Score: Raw -68920.099017 + Penalty 221.305106 = -68698.793911 nChanged 18 SP:Iteration 7Q (72.271325 sec): 3 clusters Score: Raw -68928.062114 + Penalty 220.794352 = -68707.267761 nChanged 9 SP:Iteration 8Q (72.273823 sec): 3 clusters Score: Raw -68930.714589 + Penalty 220.183996 = -68710.530593 nChanged 8 SP:Iteration 9Q (72.276302 sec): 3 clusters Score: Raw -68932.018445 + Penalty 219.616037 = -68712.402408 nChanged 5 SP:Iteration 10F (72.279016 sec): 3 clusters Score: Raw -68932.538560 + Penalty 219.498357 = -68713.040203 nChanged 5 SP:Iteration 11Q (72.281561 sec): 3 clusters Score: Raw -68933.260123 + Penalty 219.136994 = -68714.123129 nChanged 3 SP:Iteration 12Q (72.284052 sec): 3 clusters Score: Raw -68933.657423 + Penalty 218.399778 = -68715.257646 nChanged 3 SP:Iteration 13Q (72.286515 sec): 3 clusters Score: Raw -68934.065807 + Penalty 218.226395 = -68715.839412 nChanged 2 SP:Iteration 14Q (72.288974 sec): 3 clusters Score: Raw -68934.318308 + Penalty 218.148497 = -68716.169811 nChanged 2 SP:Iteration 15Q (72.291436 sec): 3 clusters Score: Raw -68934.541068 + Penalty 217.232185 = -68717.308884 nChanged 3 SP:Iteration 16Q (72.293892 sec): 3 clusters Score: Raw -68935.541883 + Penalty 215.736574 = -68719.805309 nChanged 4 SP:Iteration 17Q (72.296350 sec): 3 clusters Score: Raw -68936.054001 + Penalty 215.368133 = -68720.685869 nChanged 5 SP:Iteration 18Q (72.298800 sec): 3 clusters Score: Raw -68936.677806 + Penalty 214.516019 = -68722.161787 nChanged 2 SP:Iteration 19Q (72.301249 sec): 3 clusters Score: Raw -68936.702627 + Penalty 214.516019 = -68722.186608 nChanged 0 SP:Iteration 20F (72.303947 sec): 3 clusters Score: Raw -68936.702627 + Penalty 214.516019 = -68722.186608 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.314416 sec): 2 clusters Score: Raw -91315.939814 + Penalty 672.151013 = -90643.788801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.317343 sec): 3 clusters Score: Raw -89749.128582 + Penalty 1349.160401 = -88399.968181 nChanged 568 SP:Iteration 1F (72.320222 sec): 3 clusters Score: Raw -90311.186765 + Penalty 1380.555247 = -88930.631518 nChanged 278 SP:Iteration 2F (72.323084 sec): 3 clusters Score: Raw -90975.213957 + Penalty 1410.226080 = -89564.987877 nChanged 231 SP:Iteration 3F (72.325874 sec): 3 clusters Score: Raw -91535.654161 + Penalty 1416.142948 = -90119.511213 nChanged 136 SP:Iteration 4F (72.328659 sec): 3 clusters Score: Raw -91693.925750 + Penalty 1410.429222 = -90283.496528 nChanged 47 SP:Iteration 5Q (72.331203 sec): 3 clusters Score: Raw -91703.689770 + Penalty 1405.253501 = -90298.436269 nChanged 16 SP:Iteration 6Q (72.333717 sec): 3 clusters Score: Raw -91702.959192 + Penalty 1405.469996 = -90297.489196 nChanged 14 SP:Iteration 7F (72.336522 sec): 3 clusters Score: Raw -91700.091697 + Penalty 1405.802633 = -90294.289064 nChanged 8 SP:Iteration 8F (72.339307 sec): 3 clusters Score: Raw -91696.354764 + Penalty 1411.376293 = -90284.978470 nChanged 7 SP:Iteration 9F (72.342092 sec): 3 clusters Score: Raw -91692.870357 + Penalty 1413.119620 = -90279.750737 nChanged 6 SP:Iteration 10F (72.344870 sec): 3 clusters Score: Raw -91691.083511 + Penalty 1413.748324 = -90277.335187 nChanged 4 SP:Iteration 11F (72.347651 sec): 3 clusters Score: Raw -91688.700801 + Penalty 1412.199750 = -90276.501051 nChanged 2 SP:Iteration 12F (72.350448 sec): 3 clusters Score: Raw -91688.716896 + Penalty 1411.600954 = -90277.115941 nChanged 1 SP:Iteration 13Q (72.352820 sec): 3 clusters Score: Raw -91687.981262 + Penalty 1413.151865 = -90274.829397 nChanged 1 SP:Iteration 14F (72.355603 sec): 3 clusters Score: Raw -91687.369571 + Penalty 1413.151865 = -90274.217705 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.360102 sec): 2 clusters Score: Raw -45178.569161 + Penalty 968.686876 = -44209.882285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.361614 sec): 3 clusters Score: Raw -44163.807520 + Penalty 1939.642715 = -42224.164806 nChanged 282 SP:Iteration 1F (72.363094 sec): 3 clusters Score: Raw -44658.306206 + Penalty 1961.244243 = -42697.061964 nChanged 119 SP:Iteration 2F (72.364607 sec): 3 clusters Score: Raw -44936.002090 + Penalty 1984.046043 = -42951.956047 nChanged 73 SP:Iteration 3F (72.366146 sec): 3 clusters Score: Raw -45111.097524 + Penalty 1996.251361 = -43114.846163 nChanged 54 SP:Iteration 4F (72.367632 sec): 3 clusters Score: Raw -45226.651478 + Penalty 2002.575901 = -43224.075578 nChanged 32 SP:Iteration 5Q (72.368901 sec): 3 clusters Score: Raw -45260.806310 + Penalty 2014.647264 = -43246.159046 nChanged 18 SP:Iteration 6Q (72.370175 sec): 3 clusters Score: Raw -45285.726061 + Penalty 2015.548310 = -43270.177751 nChanged 14 SP:Iteration 7Q (72.371419 sec): 3 clusters Score: Raw -45310.579148 + Penalty 2018.390878 = -43292.188271 nChanged 7 SP:Iteration 8Q (72.372679 sec): 3 clusters Score: Raw -45318.392525 + Penalty 2020.128223 = -43298.264302 nChanged 9 SP:Iteration 9Q (72.373909 sec): 3 clusters Score: Raw -45341.029881 + Penalty 2019.233229 = -43321.796652 nChanged 6 SP:Iteration 10F (72.375415 sec): 3 clusters Score: Raw -45350.751411 + Penalty 2020.871035 = -43329.880376 nChanged 4 SP:Iteration 11Q (72.376630 sec): 3 clusters Score: Raw -45351.588252 + Penalty 2023.854891 = -43327.733361 nChanged 1 SP:Iteration 12F (72.378135 sec): 3 clusters Score: Raw -45353.279148 + Penalty 2031.331987 = -43321.947161 nChanged 1 SP:Iteration 13F (72.379637 sec): 3 clusters Score: Raw -45356.209863 + Penalty 2031.331987 = -43324.877876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.381466 sec): 2 clusters Score: Raw -15333.927315 + Penalty 601.908686 = -14732.018629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.382153 sec): 3 clusters Score: Raw -15146.097874 + Penalty 1212.849182 = -13933.248692 nChanged 70 SP:Iteration 1F (72.382823 sec): 3 clusters Score: Raw -15221.818939 + Penalty 1218.999693 = -14002.819247 nChanged 28 SP:Iteration 2F (72.383493 sec): 3 clusters Score: Raw -15260.665148 + Penalty 1231.909176 = -14028.755973 nChanged 27 SP:Iteration 3F (72.384161 sec): 3 clusters Score: Raw -15304.165710 + Penalty 1235.422817 = -14068.742893 nChanged 19 SP:Iteration 4F (72.384829 sec): 3 clusters Score: Raw -15326.864965 + Penalty 1253.200173 = -14073.664792 nChanged 17 SP:Iteration 5F (72.385496 sec): 3 clusters Score: Raw -15361.701645 + Penalty 1251.905550 = -14109.796095 nChanged 7 SP:Iteration 6Q (72.386111 sec): 3 clusters Score: Raw -15372.281053 + Penalty 1257.012672 = -14115.268382 nChanged 3 SP:Iteration 7Q (72.386707 sec): 3 clusters Score: Raw -15373.842954 + Penalty 1257.012672 = -14116.830282 nChanged 0 SP:Iteration 8F (72.387373 sec): 3 clusters Score: Raw -15373.842954 + Penalty 1257.012672 = -14116.830282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.389441 sec): 2 clusters Score: Raw -20458.174643 + Penalty 650.182178 = -19807.992465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.390296 sec): 3 clusters Score: Raw -20187.050070 + Penalty 1302.000947 = -18885.049123 nChanged 133 SP:Iteration 1F (72.391131 sec): 3 clusters Score: Raw -20356.136138 + Penalty 1306.131352 = -19050.004786 nChanged 59 SP:Iteration 2F (72.391964 sec): 3 clusters Score: Raw -20472.490684 + Penalty 1309.149682 = -19163.341002 nChanged 33 SP:Iteration 3F (72.392799 sec): 3 clusters Score: Raw -20565.471879 + Penalty 1309.984763 = -19255.487115 nChanged 22 SP:Iteration 4F (72.393629 sec): 3 clusters Score: Raw -20603.524513 + Penalty 1314.874474 = -19288.650040 nChanged 11 SP:Iteration 5Q (72.394409 sec): 3 clusters Score: Raw -20616.071751 + Penalty 1321.262165 = -19294.809586 nChanged 7 SP:Iteration 6Q (72.395172 sec): 3 clusters Score: Raw -20621.221410 + Penalty 1317.576753 = -19303.644657 nChanged 3 SP:Iteration 7Q (72.395920 sec): 3 clusters Score: Raw -20621.464833 + Penalty 1317.576753 = -19303.888081 nChanged 0 SP:Iteration 8F (72.396780 sec): 3 clusters Score: Raw -20621.464833 + Penalty 1317.576753 = -19303.888081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.397759 sec): 2 clusters Score: Raw -8070.651377 + Penalty 315.516155 = -7755.135222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.398278 sec): 3 clusters Score: Raw -7930.350479 + Penalty 630.790610 = -7299.559869 nChanged 43 SP:Iteration 1F (72.398786 sec): 3 clusters Score: Raw -7986.807706 + Penalty 638.195589 = -7348.612117 nChanged 25 SP:Iteration 2F (72.399294 sec): 3 clusters Score: Raw -8032.588502 + Penalty 669.926284 = -7362.662218 nChanged 15 SP:Iteration 3F (72.399805 sec): 3 clusters Score: Raw -8070.317799 + Penalty 724.475349 = -7345.842451 nChanged 11 SP:Iteration 4F (72.400312 sec): 3 clusters Score: Raw -8109.777002 + Penalty 765.755759 = -7344.021242 nChanged 7 SP:Iteration 5F (72.400820 sec): 3 clusters Score: Raw -8136.285782 + Penalty 780.864368 = -7355.421414 nChanged 4 SP:Iteration 6Q (72.401272 sec): 3 clusters Score: Raw -8153.006407 + Penalty 780.864368 = -7372.142039 nChanged 0 SP:Iteration 7F (72.401787 sec): 3 clusters Score: Raw -8153.006407 + Penalty 780.864368 = -7372.142039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.405669 sec): 2 clusters Score: Raw -62902.022883 + Penalty 211.473672 = -62690.549211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.408089 sec): 3 clusters Score: Raw -61797.448108 + Penalty 425.809516 = -61371.638592 nChanged 567 SP:Iteration 1F (72.410467 sec): 3 clusters Score: Raw -62400.491153 + Penalty 453.081505 = -61947.409647 nChanged 207 SP:Iteration 2F (72.412822 sec): 3 clusters Score: Raw -62619.287120 + Penalty 482.628403 = -62136.658717 nChanged 93 SP:Iteration 3F (72.415166 sec): 3 clusters Score: Raw -62722.175495 + Penalty 518.659526 = -62203.515969 nChanged 75 SP:Iteration 4F (72.417471 sec): 3 clusters Score: Raw -62820.578625 + Penalty 570.466954 = -62250.111671 nChanged 65 SP:Iteration 5F (72.419772 sec): 3 clusters Score: Raw -62915.257097 + Penalty 612.260571 = -62302.996526 nChanged 49 SP:Iteration 6Q (72.422034 sec): 3 clusters Score: Raw -62971.205853 + Penalty 649.906357 = -62321.299496 nChanged 28 SP:Iteration 7Q (72.424103 sec): 3 clusters Score: Raw -62993.752833 + Penalty 668.241931 = -62325.510903 nChanged 12 SP:Iteration 8Q (72.426055 sec): 3 clusters Score: Raw -62998.482521 + Penalty 683.528680 = -62314.953841 nChanged 4 SP:Iteration 9F (72.428352 sec): 3 clusters Score: Raw -62998.571051 + Penalty 700.479943 = -62298.091108 nChanged 3 SP:Iteration 10F (72.430650 sec): 3 clusters Score: Raw -62998.146318 + Penalty 710.700688 = -62287.445630 nChanged 2 SP:Iteration 11F (72.432964 sec): 3 clusters Score: Raw -62997.705676 + Penalty 718.136120 = -62279.569557 nChanged 1 SP:Iteration 12F (72.435339 sec): 3 clusters Score: Raw -62997.111941 + Penalty 718.136120 = -62278.975822 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.439187 sec): 2 clusters Score: Raw -42576.003254 + Penalty 794.192406 = -41781.810848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.440630 sec): 3 clusters Score: Raw -41798.630959 + Penalty 1593.507727 = -40205.123233 nChanged 243 SP:Iteration 1F (72.442041 sec): 3 clusters Score: Raw -42323.646827 + Penalty 1567.694581 = -40755.952246 nChanged 139 SP:Iteration 2F (72.443453 sec): 3 clusters Score: Raw -42656.800232 + Penalty 1560.149366 = -41096.650866 nChanged 36 SP:Iteration 3F (72.444864 sec): 3 clusters Score: Raw -42730.288698 + Penalty 1560.087994 = -41170.200703 nChanged 9 SP:Iteration 4Q (72.446118 sec): 3 clusters Score: Raw -42755.409737 + Penalty 1558.684754 = -41196.724983 nChanged 4 SP:Iteration 5Q (72.447380 sec): 3 clusters Score: Raw -42780.122647 + Penalty 1555.265515 = -41224.857132 nChanged 6 SP:Iteration 6Q (72.448607 sec): 3 clusters Score: Raw -42811.088273 + Penalty 1554.648687 = -41256.439585 nChanged 3 SP:Iteration 7Q (72.449829 sec): 3 clusters Score: Raw -42823.050237 + Penalty 1552.233466 = -41270.816772 nChanged 3 SP:Iteration 8Q (72.451045 sec): 3 clusters Score: Raw -42825.689299 + Penalty 1552.233466 = -41273.455833 nChanged 0 SP:Iteration 9F (72.452474 sec): 3 clusters Score: Raw -42825.689299 + Penalty 1552.233466 = -41273.455833 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 35 (2366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.464811 sec): 2 clusters Score: Raw -162193.961471 + Penalty 1238.043277 = -160955.918193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.469145 sec): 3 clusters Score: Raw -159981.728629 + Penalty 2473.763303 = -157507.965325 nChanged 885 SP:Iteration 1F (72.473399 sec): 3 clusters Score: Raw -161160.352437 + Penalty 2470.790172 = -158689.562265 nChanged 409 SP:Iteration 2F (72.477654 sec): 3 clusters Score: Raw -161947.893264 + Penalty 2476.464471 = -159471.428793 nChanged 237 SP:Iteration 3F (72.481896 sec): 3 clusters Score: Raw -162380.929682 + Penalty 2489.457327 = -159891.472355 nChanged 125 SP:Iteration 4F (72.486159 sec): 3 clusters Score: Raw -162563.005102 + Penalty 2493.238593 = -160069.766509 nChanged 57 SP:Iteration 5Q (72.489959 sec): 3 clusters Score: Raw -162600.443080 + Penalty 2493.676342 = -160106.766738 nChanged 26 SP:Iteration 6Q (72.493688 sec): 3 clusters Score: Raw -162608.042691 + Penalty 2493.895232 = -160114.147459 nChanged 20 SP:Iteration 7Q (72.497382 sec): 3 clusters Score: Raw -162627.039637 + Penalty 2494.068139 = -160132.971498 nChanged 15 SP:Iteration 8Q (72.501050 sec): 3 clusters Score: Raw -162674.417414 + Penalty 2494.113940 = -160180.303474 nChanged 7 SP:Iteration 9Q (72.504687 sec): 3 clusters Score: Raw -162703.424195 + Penalty 2494.443937 = -160208.980257 nChanged 9 SP:Iteration 10F (72.508938 sec): 3 clusters Score: Raw -162720.746828 + Penalty 2494.458703 = -160226.288124 nChanged 3 SP:Iteration 11Q (72.512656 sec): 3 clusters Score: Raw -162721.885144 + Penalty 2494.458703 = -160227.426441 nChanged 0 SP:Iteration 12F (72.517282 sec): 3 clusters Score: Raw -162721.885144 + Penalty 2494.458703 = -160227.426441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.520061 sec): 2 clusters Score: Raw -3304.327150 + Penalty 265.971278 = -3038.355871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.520435 sec): 3 clusters Score: Raw -3304.729981 + Penalty 538.632714 = -2766.097267 nChanged 23 SP:Iteration 1F (72.520794 sec): 3 clusters Score: Raw -3357.641407 + Penalty 540.830086 = -2816.811320 nChanged 7 SP:Iteration 2F (72.521151 sec): 3 clusters Score: Raw -3376.338710 + Penalty 541.460489 = -2834.878221 nChanged 4 SP:Iteration 3Q (72.521492 sec): 3 clusters Score: Raw -3385.642369 + Penalty 544.120157 = -2841.522212 nChanged 1 SP:Iteration 4Q (72.521829 sec): 3 clusters Score: Raw -3388.811511 + Penalty 544.120157 = -2844.691354 nChanged 0 SP:Iteration 5F (72.522185 sec): 3 clusters Score: Raw -3388.811511 + Penalty 544.120157 = -2844.691354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 43 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.527333 sec): 2 clusters Score: Raw -53418.890454 + Penalty 671.124678 = -52747.765776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.529235 sec): 3 clusters Score: Raw -52708.677340 + Penalty 1342.197327 = -51366.480013 nChanged 356 SP:Iteration 1F (72.531093 sec): 3 clusters Score: Raw -52967.643467 + Penalty 1342.273278 = -51625.370190 nChanged 107 SP:Iteration 2F (72.532977 sec): 3 clusters Score: Raw -53085.113038 + Penalty 1342.113297 = -51742.999741 nChanged 82 SP:Iteration 3F (72.534791 sec): 3 clusters Score: Raw -53149.180301 + Penalty 1341.639551 = -51807.540750 nChanged 55 SP:Iteration 4F (72.536649 sec): 3 clusters Score: Raw -53189.228257 + Penalty 1340.822753 = -51848.405504 nChanged 50 SP:Iteration 5F (72.538495 sec): 3 clusters Score: Raw -53248.309256 + Penalty 1340.167345 = -51908.141912 nChanged 46 SP:Iteration 6Q (72.540253 sec): 3 clusters Score: Raw -53300.010979 + Penalty 1340.395479 = -51959.615500 nChanged 30 SP:Iteration 7Q (72.541996 sec): 3 clusters Score: Raw -53336.277000 + Penalty 1340.482357 = -51995.794644 nChanged 22 SP:Iteration 8Q (72.543719 sec): 3 clusters Score: Raw -53360.687923 + Penalty 1339.871877 = -52020.816047 nChanged 14 SP:Iteration 9Q (72.545438 sec): 3 clusters Score: Raw -53369.698173 + Penalty 1339.527819 = -52030.170354 nChanged 7 SP:Iteration 10F (72.547245 sec): 3 clusters Score: Raw -53372.451819 + Penalty 1338.917117 = -52033.534702 nChanged 4 SP:Iteration 11Q (72.548945 sec): 3 clusters Score: Raw -53375.191460 + Penalty 1338.600867 = -52036.590593 nChanged 2 SP:Iteration 12Q (72.550646 sec): 3 clusters Score: Raw -53376.453704 + Penalty 1338.142413 = -52038.311291 nChanged 3 SP:Iteration 13Q (72.552342 sec): 3 clusters Score: Raw -53378.954709 + Penalty 1337.794437 = -52041.160273 nChanged 5 SP:Iteration 14Q (72.554039 sec): 3 clusters Score: Raw -53382.241207 + Penalty 1337.582248 = -52044.658959 nChanged 7 SP:Iteration 15Q (72.555730 sec): 3 clusters Score: Raw -53385.587760 + Penalty 1337.656093 = -52047.931667 nChanged 2 SP:Iteration 16Q (72.557416 sec): 3 clusters Score: Raw -53386.445554 + Penalty 1337.656093 = -52048.789461 nChanged 0 SP:Iteration 17F (72.559226 sec): 3 clusters Score: Raw -53386.445554 + Penalty 1337.656093 = -52048.789461 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.561841 sec): 2 clusters Score: Raw -31356.955411 + Penalty 212.825349 = -31144.130062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.563210 sec): 3 clusters Score: Raw -30997.968353 + Penalty 392.487088 = -30605.481264 nChanged 270 SP:Iteration 1F (72.564561 sec): 3 clusters Score: Raw -31294.071419 + Penalty 412.273903 = -30881.797516 nChanged 63 SP:Iteration 2F (72.565908 sec): 3 clusters Score: Raw -31363.714232 + Penalty 441.634480 = -30922.079751 nChanged 17 SP:Iteration 3Q (72.567252 sec): 3 clusters Score: Raw -31377.400454 + Penalty 457.618899 = -30919.781555 nChanged 4 SP:Iteration 4F (72.568598 sec): 3 clusters Score: Raw -31378.675186 + Penalty 465.841239 = -30912.833947 nChanged 1 SP:Iteration 5F (72.569885 sec): 3 clusters Score: Raw -31379.435289 + Penalty 465.841239 = -30913.594051 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 63 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.572803 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.574576 sec): 3 clusters Score: Raw -45762.562373 + Penalty 427.666106 = -45334.896267 nChanged 368 SP:Iteration 1F (72.576306 sec): 3 clusters Score: Raw -46182.351586 + Penalty 437.401552 = -45744.950035 nChanged 123 SP:Iteration 2F (72.578020 sec): 3 clusters Score: Raw -46300.743989 + Penalty 440.711571 = -45860.032418 nChanged 53 SP:Iteration 3F (72.579731 sec): 3 clusters Score: Raw -46317.070885 + Penalty 444.907216 = -45872.163668 nChanged 34 SP:Iteration 4Q (72.581426 sec): 3 clusters Score: Raw -46327.634109 + Penalty 448.790026 = -45878.844084 nChanged 26 SP:Iteration 5Q (72.583120 sec): 3 clusters Score: Raw -46333.933606 + Penalty 451.719783 = -45882.213823 nChanged 24 SP:Iteration 6Q (72.584848 sec): 3 clusters Score: Raw -46337.332261 + Penalty 451.636566 = -45885.695695 nChanged 17 SP:Iteration 7Q (72.586603 sec): 3 clusters Score: Raw -46342.454978 + Penalty 453.781462 = -45888.673516 nChanged 23 SP:Iteration 8Q (72.588289 sec): 3 clusters Score: Raw -46353.768259 + Penalty 457.768128 = -45896.000132 nChanged 40 SP:Iteration 9Q (72.589988 sec): 3 clusters Score: Raw -46389.545134 + Penalty 470.405218 = -45919.139915 nChanged 48 SP:Iteration 10F (72.591699 sec): 3 clusters Score: Raw -46440.911339 + Penalty 487.377543 = -45953.533797 nChanged 43 SP:Iteration 11Q (72.593349 sec): 3 clusters Score: Raw -46487.456912 + Penalty 523.694920 = -45963.761992 nChanged 32 SP:Iteration 12Q (72.594904 sec): 3 clusters Score: Raw -46529.911858 + Penalty 589.462847 = -45940.449011 nChanged 21 SP:Iteration 13F (72.596663 sec): 3 clusters Score: Raw -46555.369175 + Penalty 652.272154 = -45903.097021 nChanged 12 SP:Iteration 14F (72.598402 sec): 3 clusters Score: Raw -46573.834727 + Penalty 751.755265 = -45822.079462 nChanged 5 SP:Iteration 15F (72.600153 sec): 3 clusters Score: Raw -46580.510041 + Penalty 786.063427 = -45794.446615 nChanged 1 SP:Iteration 16F (72.601903 sec): 3 clusters Score: Raw -46581.030559 + Penalty 786.063427 = -45794.967132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.603376 sec): 2 clusters Score: Raw -8655.423003 + Penalty 354.567658 = -8300.855345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.603985 sec): 3 clusters Score: Raw -8601.475606 + Penalty 709.907318 = -7891.568288 nChanged 65 SP:Iteration 1F (72.604580 sec): 3 clusters Score: Raw -8659.759026 + Penalty 709.572633 = -7950.186393 nChanged 23 SP:Iteration 2F (72.605175 sec): 3 clusters Score: Raw -8701.306524 + Penalty 710.064490 = -7991.242033 nChanged 11 SP:Iteration 3F (72.605769 sec): 3 clusters Score: Raw -8727.410468 + Penalty 710.302404 = -8017.108064 nChanged 7 SP:Iteration 4Q (72.606340 sec): 3 clusters Score: Raw -8736.152784 + Penalty 710.060562 = -8026.092222 nChanged 4 SP:Iteration 5Q (72.606906 sec): 3 clusters Score: Raw -8741.633506 + Penalty 710.082323 = -8031.551183 nChanged 5 SP:Iteration 6Q (72.607452 sec): 3 clusters Score: Raw -8756.557845 + Penalty 709.575405 = -8046.982440 nChanged 5 SP:Iteration 7Q (72.607996 sec): 3 clusters Score: Raw -8771.235945 + Penalty 710.538188 = -8060.697757 nChanged 3 SP:Iteration 8Q (72.608554 sec): 3 clusters Score: Raw -8773.207939 + Penalty 710.126161 = -8063.081777 nChanged 1 SP:Iteration 9Q (72.609109 sec): 3 clusters Score: Raw -8775.427768 + Penalty 709.825020 = -8065.602748 nChanged 1 SP:Iteration 10F (72.609703 sec): 3 clusters Score: Raw -8775.728773 + Penalty 709.825020 = -8065.903752 nChanged 0 Time taken for this iteration:71.565738 seconds. 300->30 Clusters: Score -1911148.367979, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 185 (time per iteration =392.705914 ms) Total iterations: 2829 (time per iteration =25.680662 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 7049827500.000000 (time per metric unit =10.305301ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 176245687500.000000 (time per metric unit=412.212038ps) That took 72.650594 seconds.