FileBase PeterP-2013-09-04_dataset1 ElecNo 12 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 0.24 and 0.36 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26228 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 26228 points ------ Starting initial clusters from distinct float masks Not enough masks (207) to generate starting clusters (300), so starting with (208) clusters instead. Assigned 208 initial classes from 207 unique masks. Deleting Class 158 (1 points): Lose 2.223554 but Gain 1572.101250 Iteration 0F (3.276382 sec): 207 clusters Score: Raw -765177.037863 + Penalty 197304.704834 = -567872.333029 nChanged 4903 Deleting Class 191 (1 points): Lose 3.877661 but Gain 1559.635673 Iteration 1F (5.687263 sec): 197 clusters Score: Raw -771245.976096 + Penalty 196077.275325 = -575168.700770 nChanged 1505 Deleting Class 168 (3 points): Lose 34.728404 but Gain 1578.107988 Iteration 2F (8.048841 sec): 196 clusters Score: Raw -773379.479100 + Penalty 193372.025134 = -580007.453966 nChanged 1031 Deleting Class 118 (4 points): Lose 50.275064 but Gain 1589.529798 Iteration 3Q (8.325785 sec): 194 clusters Score: Raw -774643.170235 + Penalty 191764.791198 = -582878.379038 nChanged 724 Deleting Class 195 (2 points): Lose 26.122996 but Gain 1549.472831 Iteration 4Q (8.565167 sec): 193 clusters Score: Raw -775319.174638 + Penalty 190182.216365 = -585136.958273 nChanged 599 Deleting Class 187 (2 points): Lose 27.852265 but Gain 1521.178654 Iteration 5Q (8.787494 sec): 192 clusters Score: Raw -775782.469599 + Penalty 188724.807462 = -587057.662137 nChanged 493 Deleting Class 178 (1 points): Lose 8.373693 but Gain 1475.804367 Iteration 6Q (8.996246 sec): 191 clusters Score: Raw -776104.770552 + Penalty 187391.074814 = -588713.695739 nChanged 413 Deleting Class 169 (4 points): Lose 59.932944 but Gain 1525.304104 Iteration 7Q (9.196333 sec): 190 clusters Score: Raw -776280.270365 + Penalty 186059.474875 = -590220.795490 nChanged 329 Deleting Class 197 (2 points): Lose 16.320207 but Gain 1480.937758 Iteration 8Q (9.384855 sec): 189 clusters Score: Raw -776459.396418 + Penalty 183999.426991 = -592459.969427 nChanged 224 Deleting Class 177 (1 points): Lose 9.889680 but Gain 1469.421468 Iteration 9Q (9.561356 sec): 187 clusters Score: Raw -776570.625887 + Penalty 182559.916146 = -594010.709740 nChanged 212 Deleting Class 99 (6 points): Lose 77.669663 but Gain 1512.666868 Iteration 10F (11.779616 sec): 186 clusters Score: Raw -776612.784263 + Penalty 180528.028050 = -596084.756213 nChanged 197 Deleting Class 174 (1 points): Lose 6.038703 but Gain 1440.061692 Iteration 11Q (11.954159 sec): 185 clusters Score: Raw -776736.475563 + Penalty 179117.770418 = -597618.705145 nChanged 171 Deleting Class 175 (4 points): Lose 46.263519 but Gain 1457.903697 Iteration 12Q (12.125470 sec): 184 clusters Score: Raw -776780.337308 + Penalty 177677.092484 = -599103.244824 nChanged 172 Deleting Class 148 (5 points): Lose 47.819275 but Gain 1456.618318 Iteration 13Q (12.296875 sec): 183 clusters Score: Raw -776796.755612 + Penalty 176214.153144 = -600582.602468 nChanged 133 Deleting Class 129 (11 points): Lose 145.682671 but Gain 1550.711519 Iteration 14Q (12.463347 sec): 182 clusters Score: Raw -776699.470116 + Penalty 174841.832350 = -601857.637766 nChanged 135 Deleting Class 128 (2 points): Lose 23.456225 but Gain 1426.864018 Iteration 15Q (12.628756 sec): 181 clusters Score: Raw -776808.291569 + Penalty 173473.748034 = -603334.543535 nChanged 97 Deleting Class 159 (1 points): Lose 7.624547 but Gain 1409.351142 Iteration 16Q (12.790210 sec): 180 clusters Score: Raw -776861.063941 + Penalty 172098.177913 = -604762.886028 nChanged 87 Deleting Class 144 (5 points): Lose 65.457930 but Gain 1466.303042 Iteration 17Q (12.951126 sec): 179 clusters Score: Raw -776826.226315 + Penalty 170777.665185 = -606048.561130 nChanged 85 Deleting Class 76 (2 points): Lose 20.923153 but Gain 1421.659595 Iteration 18Q (13.110094 sec): 178 clusters Score: Raw -776894.088842 + Penalty 169436.065747 = -607458.023095 nChanged 86 Deleting Class 139 (5 points): Lose 75.215474 but Gain 1467.688371 Iteration 19Q (13.269059 sec): 177 clusters Score: Raw -776872.518713 + Penalty 168029.820351 = -608842.698362 nChanged 102 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -776872.518713 + Penalty 168029.820351 = -608842.698362Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.361562 sec): 2 clusters Score: Raw -7421.061270 + Penalty 476.293962 = -6944.767307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.362159 sec): 3 clusters Score: Raw -7394.355001 + Penalty 951.841949 = -6442.513051 nChanged 41 SP:Iteration 1F (13.362737 sec): 3 clusters Score: Raw -7463.962955 + Penalty 953.671880 = -6510.291075 nChanged 12 SP:Iteration 2F (13.363334 sec): 3 clusters Score: Raw -7493.087582 + Penalty 953.346562 = -6539.741020 nChanged 7 SP:Iteration 3Q (13.363893 sec): 3 clusters Score: Raw -7503.955400 + Penalty 952.912011 = -6551.043389 nChanged 2 SP:Iteration 4Q (13.364446 sec): 3 clusters Score: Raw -7510.235298 + Penalty 952.696853 = -6557.538445 nChanged 1 SP:Iteration 5Q (13.364995 sec): 3 clusters Score: Raw -7511.707435 + Penalty 952.696853 = -6559.010582 nChanged 0 SP:Iteration 6F (13.365569 sec): 3 clusters Score: Raw -7511.707435 + Penalty 952.696853 = -6559.010582 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.373902 sec): 2 clusters Score: Raw -52690.046321 + Penalty 209.315140 = -52480.731181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.377124 sec): 3 clusters Score: Raw -51650.066186 + Penalty 419.297872 = -51230.768313 nChanged 741 SP:Iteration 1F (13.380262 sec): 3 clusters Score: Raw -52146.376364 + Penalty 420.860499 = -51725.515865 nChanged 178 SP:Iteration 2F (13.383435 sec): 3 clusters Score: Raw -52277.943350 + Penalty 422.452344 = -51855.491005 nChanged 117 SP:Iteration 3F (13.386512 sec): 3 clusters Score: Raw -52379.921623 + Penalty 422.775083 = -51957.146539 nChanged 107 SP:Iteration 4F (13.389579 sec): 3 clusters Score: Raw -52507.225263 + Penalty 420.405081 = -52086.820181 nChanged 132 SP:Iteration 5F (13.392755 sec): 3 clusters Score: Raw -52767.580109 + Penalty 417.251176 = -52350.328933 nChanged 127 SP:Iteration 6F (13.395856 sec): 3 clusters Score: Raw -52971.033475 + Penalty 415.060049 = -52555.973427 nChanged 63 SP:Iteration 7Q (13.398750 sec): 3 clusters Score: Raw -53018.269866 + Penalty 412.800053 = -52605.469813 nChanged 26 SP:Iteration 8Q (13.401591 sec): 3 clusters Score: Raw -53031.243352 + Penalty 411.084481 = -52620.158871 nChanged 12 SP:Iteration 9Q (13.404390 sec): 3 clusters Score: Raw -53039.104264 + Penalty 409.216881 = -52629.887383 nChanged 13 SP:Iteration 10F (13.407488 sec): 3 clusters Score: Raw -53044.665751 + Penalty 408.457865 = -52636.207886 nChanged 9 SP:Iteration 11Q (13.410259 sec): 3 clusters Score: Raw -53046.585475 + Penalty 408.118500 = -52638.466975 nChanged 4 SP:Iteration 12Q (13.413021 sec): 3 clusters Score: Raw -53046.903217 + Penalty 407.869041 = -52639.034176 nChanged 3 SP:Iteration 13Q (13.415768 sec): 3 clusters Score: Raw -53047.113745 + Penalty 407.869041 = -52639.244704 nChanged 0 SP:Iteration 14F (13.418830 sec): 3 clusters Score: Raw -53047.113745 + Penalty 407.869041 = -52639.244704 nChanged 0 Score: Raw -797262.048875 + Penalty 168301.910308 = -628960.138567 Splitting cluster 2 changes total score from -608842.698362 to -628960.138567 So it's getting split into cluster 67. Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 3 (3662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.570077 sec): 2 clusters Score: Raw -108650.953484 + Penalty 152.427171 = -108498.526313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.576900 sec): 3 clusters Score: Raw -106257.901139 + Penalty 313.020300 = -105944.880840 nChanged 1673 SP:Iteration 1F (15.583742 sec): 3 clusters Score: Raw -107545.390360 + Penalty 328.567628 = -107216.822732 nChanged 611 SP:Iteration 2F (15.590433 sec): 3 clusters Score: Raw -108208.128291 + Penalty 365.265307 = -107842.862984 nChanged 282 SP:Iteration 3F (15.596932 sec): 3 clusters Score: Raw -108589.217247 + Penalty 379.533408 = -108209.683839 nChanged 84 SP:Iteration 4Q (15.602918 sec): 3 clusters Score: Raw -108724.540760 + Penalty 381.401806 = -108343.138955 nChanged 37 SP:Iteration 5Q (15.608571 sec): 3 clusters Score: Raw -108750.998555 + Penalty 384.253702 = -108366.744853 nChanged 26 SP:Iteration 6Q (15.614129 sec): 3 clusters Score: Raw -108759.468571 + Penalty 387.127314 = -108372.341258 nChanged 12 SP:Iteration 7Q (15.619727 sec): 3 clusters Score: Raw -108764.435854 + Penalty 388.247283 = -108376.188571 nChanged 15 SP:Iteration 8Q (15.625185 sec): 3 clusters Score: Raw -108769.621886 + Penalty 388.596543 = -108381.025343 nChanged 9 SP:Iteration 9Q (15.630613 sec): 3 clusters Score: Raw -108771.382487 + Penalty 387.476461 = -108383.906026 nChanged 9 SP:Iteration 10F (15.637132 sec): 3 clusters Score: Raw -108773.393130 + Penalty 387.042793 = -108386.350337 nChanged 8 SP:Iteration 11Q (15.642523 sec): 3 clusters Score: Raw -108774.306813 + Penalty 388.606942 = -108385.699872 nChanged 4 SP:Iteration 12F (15.649034 sec): 3 clusters Score: Raw -108774.905465 + Penalty 388.606942 = -108386.298524 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 4 (5292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.674824 sec): 2 clusters Score: Raw -188124.314520 + Penalty 309.245430 = -187815.069090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.684722 sec): 3 clusters Score: Raw -184683.580468 + Penalty 613.456010 = -184070.124457 nChanged 2481 SP:Iteration 1F (15.694402 sec): 3 clusters Score: Raw -186094.289369 + Penalty 609.242732 = -185485.046637 nChanged 520 SP:Iteration 2F (15.703824 sec): 3 clusters Score: Raw -186398.129514 + Penalty 604.730160 = -185793.399354 nChanged 324 SP:Iteration 3F (15.713338 sec): 3 clusters Score: Raw -186758.807020 + Penalty 600.843705 = -186157.963315 nChanged 268 SP:Iteration 4F (15.722709 sec): 3 clusters Score: Raw -186996.986073 + Penalty 596.986783 = -186399.999290 nChanged 260 SP:Iteration 5Q (15.731936 sec): 3 clusters Score: Raw -187158.874205 + Penalty 594.782089 = -186564.092116 nChanged 205 SP:Iteration 6Q (15.741202 sec): 3 clusters Score: Raw -187258.216327 + Penalty 592.370307 = -186665.846020 nChanged 142 SP:Iteration 7Q (15.750238 sec): 3 clusters Score: Raw -187309.223128 + Penalty 589.739417 = -186719.483711 nChanged 102 SP:Iteration 8Q (15.759205 sec): 3 clusters Score: Raw -187341.632103 + Penalty 587.368842 = -186754.263261 nChanged 95 SP:Iteration 9Q (15.768287 sec): 3 clusters Score: Raw -187376.720412 + Penalty 583.364362 = -186793.356050 nChanged 109 SP:Iteration 10F (15.777635 sec): 3 clusters Score: Raw -187418.603970 + Penalty 580.108679 = -186838.495291 nChanged 105 SP:Iteration 11Q (15.787256 sec): 3 clusters Score: Raw -187463.802669 + Penalty 576.486851 = -186887.315818 nChanged 103 SP:Iteration 12Q (15.796904 sec): 3 clusters Score: Raw -187512.440291 + Penalty 574.039004 = -186938.401287 nChanged 108 SP:Iteration 13Q (15.806422 sec): 3 clusters Score: Raw -187564.891672 + Penalty 570.939501 = -186993.952171 nChanged 100 SP:Iteration 14Q (15.815514 sec): 3 clusters Score: Raw -187600.667887 + Penalty 568.013180 = -187032.654707 nChanged 82 SP:Iteration 15Q (15.824117 sec): 3 clusters Score: Raw -187627.267401 + Penalty 565.874840 = -187061.392561 nChanged 76 SP:Iteration 16Q (15.832630 sec): 3 clusters Score: Raw -187655.346116 + Penalty 564.278854 = -187091.067262 nChanged 71 SP:Iteration 17Q (15.841161 sec): 3 clusters Score: Raw -187682.816875 + Penalty 561.552129 = -187121.264746 nChanged 69 SP:Iteration 18Q (15.849500 sec): 3 clusters Score: Raw -187708.185618 + Penalty 560.552186 = -187147.633432 nChanged 73 SP:Iteration 19Q (15.857768 sec): 3 clusters Score: Raw -187737.651497 + Penalty 557.098756 = -187180.552741 nChanged 69 SP:Iteration 20F (15.867139 sec): 3 clusters Score: Raw -187764.462809 + Penalty 556.563001 = -187207.899808 nChanged 70 SP:Iteration 21Q (15.875277 sec): 3 clusters Score: Raw -187795.171151 + Penalty 555.369887 = -187239.801264 nChanged 79 SP:Iteration 22Q (15.883343 sec): 3 clusters Score: Raw -187833.081454 + Penalty 552.822224 = -187280.259230 nChanged 82 SP:Iteration 23Q (15.891834 sec): 3 clusters Score: Raw -187873.635292 + Penalty 550.583516 = -187323.051776 nChanged 70 SP:Iteration 24Q (15.899687 sec): 3 clusters Score: Raw -187908.955713 + Penalty 551.954868 = -187357.000845 nChanged 63 SP:Iteration 25Q (15.907553 sec): 3 clusters Score: Raw -187945.947462 + Penalty 552.062619 = -187393.884843 nChanged 72 SP:Iteration 26Q (15.915591 sec): 3 clusters Score: Raw -187987.217520 + Penalty 558.390695 = -187428.826825 nChanged 50 SP:Iteration 27Q (15.923280 sec): 3 clusters Score: Raw -188023.651641 + Penalty 559.247756 = -187464.403884 nChanged 43 SP:Iteration 28Q (15.930871 sec): 3 clusters Score: Raw -188052.273771 + Penalty 558.728296 = -187493.545475 nChanged 39 SP:Iteration 29Q (15.938447 sec): 3 clusters Score: Raw -188074.739513 + Penalty 559.871282 = -187514.868231 nChanged 19 SP:Iteration 30F (15.947760 sec): 3 clusters Score: Raw -188084.003881 + Penalty 563.197024 = -187520.806857 nChanged 17 SP:Iteration 31Q (15.955190 sec): 3 clusters Score: Raw -188091.540327 + Penalty 567.696482 = -187523.843845 nChanged 20 SP:Iteration 32Q (15.962630 sec): 3 clusters Score: Raw -188102.818242 + Penalty 584.021161 = -187518.797081 nChanged 21 SP:Iteration 33F (15.972613 sec): 3 clusters Score: Raw -188112.330196 + Penalty 606.155497 = -187506.174699 nChanged 14 SP:Iteration 34F (15.982923 sec): 3 clusters Score: Raw -188123.430249 + Penalty 617.936726 = -187505.493523 nChanged 11 SP:Iteration 35F (15.993484 sec): 3 clusters Score: Raw -188133.806310 + Penalty 633.395816 = -187500.410494 nChanged 6 SP:Iteration 36F (16.003437 sec): 3 clusters Score: Raw -188135.716852 + Penalty 641.391650 = -187494.325202 nChanged 2 SP:Iteration 37F (16.013411 sec): 3 clusters Score: Raw -188136.209242 + Penalty 638.096191 = -187498.113052 nChanged 1 SP:Iteration 38Q (16.021363 sec): 3 clusters Score: Raw -188136.708732 + Penalty 638.096191 = -187498.612541 nChanged 0 SP:Iteration 39F (16.031427 sec): 3 clusters Score: Raw -188136.708732 + Penalty 638.096191 = -187498.612541 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.039423 sec): 2 clusters Score: Raw -25949.136554 + Penalty 187.329690 = -25761.806864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.041139 sec): 3 clusters Score: Raw -25489.101845 + Penalty 373.281569 = -25115.820276 nChanged 358 SP:Iteration 1F (16.042776 sec): 3 clusters Score: Raw -25788.528829 + Penalty 372.736455 = -25415.792374 nChanged 68 SP:Iteration 2F (16.044404 sec): 3 clusters Score: Raw -25825.159602 + Penalty 371.827927 = -25453.331676 nChanged 37 SP:Iteration 3Q (16.046059 sec): 3 clusters Score: Raw -25860.991069 + Penalty 370.110787 = -25490.880282 nChanged 27 SP:Iteration 4Q (16.047683 sec): 3 clusters Score: Raw -25884.009655 + Penalty 367.776389 = -25516.233266 nChanged 23 SP:Iteration 5Q (16.049266 sec): 3 clusters Score: Raw -25899.051366 + Penalty 366.754365 = -25532.297001 nChanged 15 SP:Iteration 6Q (16.050833 sec): 3 clusters Score: Raw -25903.954921 + Penalty 366.111001 = -25537.843920 nChanged 7 SP:Iteration 7Q (16.052399 sec): 3 clusters Score: Raw -25905.080674 + Penalty 365.591876 = -25539.488797 nChanged 5 SP:Iteration 8Q (16.054001 sec): 3 clusters Score: Raw -25905.717505 + Penalty 365.107589 = -25540.609917 nChanged 4 SP:Iteration 9Q (16.055583 sec): 3 clusters Score: Raw -25906.145317 + Penalty 364.696872 = -25541.448445 nChanged 4 SP:Iteration 10F (16.057209 sec): 3 clusters Score: Raw -25906.333894 + Penalty 364.696872 = -25541.637022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 6 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.059366 sec): 2 clusters Score: Raw -464.325746 + Penalty 244.316083 = -220.009663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.059616 sec): 3 clusters Score: Raw -512.828926 + Penalty 488.250518 = -24.578407 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 7 (2048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.069985 sec): 2 clusters Score: Raw -67011.206822 + Penalty 220.901513 = -66790.305309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.073871 sec): 3 clusters Score: Raw -65719.890380 + Penalty 441.845807 = -65278.044573 nChanged 941 SP:Iteration 1F (16.077545 sec): 3 clusters Score: Raw -66438.478559 + Penalty 442.655632 = -65995.822927 nChanged 245 SP:Iteration 2F (16.081250 sec): 3 clusters Score: Raw -66556.214041 + Penalty 443.655055 = -66112.558986 nChanged 115 SP:Iteration 3F (16.084925 sec): 3 clusters Score: Raw -66603.101931 + Penalty 444.949484 = -66158.152447 nChanged 81 SP:Iteration 4Q (16.088634 sec): 3 clusters Score: Raw -66634.303643 + Penalty 446.210712 = -66188.092931 nChanged 71 SP:Iteration 5Q (16.092416 sec): 3 clusters Score: Raw -66672.003357 + Penalty 449.300234 = -66222.703123 nChanged 92 SP:Iteration 6Q (16.096434 sec): 3 clusters Score: Raw -66726.702965 + Penalty 451.051036 = -66275.651929 nChanged 88 SP:Iteration 7Q (16.100201 sec): 3 clusters Score: Raw -66774.317596 + Penalty 454.449577 = -66319.868019 nChanged 68 SP:Iteration 8Q (16.103858 sec): 3 clusters Score: Raw -66808.550612 + Penalty 456.919177 = -66351.631435 nChanged 66 SP:Iteration 9Q (16.107531 sec): 3 clusters Score: Raw -66851.647296 + Penalty 461.259417 = -66390.387879 nChanged 69 SP:Iteration 10F (16.111224 sec): 3 clusters Score: Raw -66900.445772 + Penalty 463.170564 = -66437.275208 nChanged 65 SP:Iteration 11Q (16.114965 sec): 3 clusters Score: Raw -66940.584625 + Penalty 458.849703 = -66481.734923 nChanged 48 SP:Iteration 12Q (16.118651 sec): 3 clusters Score: Raw -66969.201878 + Penalty 461.413157 = -66507.788722 nChanged 35 SP:Iteration 13Q (16.122304 sec): 3 clusters Score: Raw -66990.169507 + Penalty 463.993677 = -66526.175830 nChanged 33 SP:Iteration 14Q (16.125965 sec): 3 clusters Score: Raw -67013.505322 + Penalty 462.283113 = -66551.222209 nChanged 19 SP:Iteration 15Q (16.129362 sec): 3 clusters Score: Raw -67033.160040 + Penalty 465.718656 = -66567.441384 nChanged 12 SP:Iteration 16Q (16.132663 sec): 3 clusters Score: Raw -67049.748584 + Penalty 467.708508 = -66582.040077 nChanged 7 SP:Iteration 17Q (16.135863 sec): 3 clusters Score: Raw -67054.894159 + Penalty 465.561714 = -66589.332445 nChanged 3 SP:Iteration 18Q (16.138987 sec): 3 clusters Score: Raw -67056.122828 + Penalty 464.701788 = -66591.421040 nChanged 1 SP:Iteration 19Q (16.142099 sec): 3 clusters Score: Raw -67056.930757 + Penalty 463.618743 = -66593.312014 nChanged 1 SP:Iteration 20F (16.145761 sec): 3 clusters Score: Raw -67057.259693 + Penalty 463.646996 = -66593.612697 nChanged 1 SP:Iteration 21Q (16.148855 sec): 3 clusters Score: Raw -67057.722511 + Penalty 463.646996 = -66594.075515 nChanged 0 SP:Iteration 22F (16.152519 sec): 3 clusters Score: Raw -67057.722511 + Penalty 463.646996 = -66594.075515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 8 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.156389 sec): 2 clusters Score: Raw -4650.825129 + Penalty 242.737465 = -4408.087664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.156890 sec): 3 clusters Score: Raw -4598.751682 + Penalty 478.335152 = -4120.416530 nChanged 39 SP:Iteration 1F (16.157373 sec): 3 clusters Score: Raw -4640.059184 + Penalty 479.190169 = -4160.869015 nChanged 12 SP:Iteration 2F (16.157855 sec): 3 clusters Score: Raw -4655.464393 + Penalty 478.970133 = -4176.494260 nChanged 9 SP:Iteration 3F (16.158334 sec): 3 clusters Score: Raw -4666.901074 + Penalty 477.708339 = -4189.192734 nChanged 6 SP:Iteration 4Q (16.158805 sec): 3 clusters Score: Raw -4673.583302 + Penalty 477.918108 = -4195.665194 nChanged 3 SP:Iteration 5Q (16.159275 sec): 3 clusters Score: Raw -4675.586589 + Penalty 477.650044 = -4197.936545 nChanged 1 SP:Iteration 6Q (16.159745 sec): 3 clusters Score: Raw -4676.210963 + Penalty 477.650044 = -4198.560919 nChanged 0 SP:Iteration 7F (16.160225 sec): 3 clusters Score: Raw -4676.210963 + Penalty 477.650044 = -4198.560919 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 9 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.164960 sec): 2 clusters Score: Raw -36293.625831 + Penalty 377.342720 = -35916.283111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.166756 sec): 3 clusters Score: Raw -35814.868846 + Penalty 752.395595 = -35062.473251 nChanged 366 SP:Iteration 1F (16.168506 sec): 3 clusters Score: Raw -36044.232922 + Penalty 751.187436 = -35293.045486 nChanged 96 SP:Iteration 2F (16.170284 sec): 3 clusters Score: Raw -36105.962466 + Penalty 749.038382 = -35356.924084 nChanged 68 SP:Iteration 3F (16.172059 sec): 3 clusters Score: Raw -36153.693107 + Penalty 748.299840 = -35405.393268 nChanged 52 SP:Iteration 4F (16.173811 sec): 3 clusters Score: Raw -36186.573455 + Penalty 747.916709 = -35438.656746 nChanged 36 SP:Iteration 5Q (16.175545 sec): 3 clusters Score: Raw -36210.507655 + Penalty 747.802549 = -35462.705105 nChanged 26 SP:Iteration 6Q (16.177275 sec): 3 clusters Score: Raw -36225.105383 + Penalty 747.652734 = -35477.452648 nChanged 15 SP:Iteration 7Q (16.179005 sec): 3 clusters Score: Raw -36232.649722 + Penalty 747.866615 = -35484.783107 nChanged 18 SP:Iteration 8Q (16.180735 sec): 3 clusters Score: Raw -36238.606509 + Penalty 747.682051 = -35490.924458 nChanged 10 SP:Iteration 9Q (16.182468 sec): 3 clusters Score: Raw -36243.661355 + Penalty 748.245794 = -35495.415561 nChanged 10 SP:Iteration 10F (16.184258 sec): 3 clusters Score: Raw -36248.488193 + Penalty 747.224903 = -35501.263290 nChanged 13 SP:Iteration 11Q (16.186025 sec): 3 clusters Score: Raw -36252.825133 + Penalty 746.918927 = -35505.906206 nChanged 8 SP:Iteration 12Q (16.187749 sec): 3 clusters Score: Raw -36256.949450 + Penalty 746.534740 = -35510.414710 nChanged 11 SP:Iteration 13Q (16.189479 sec): 3 clusters Score: Raw -36262.739028 + Penalty 746.316085 = -35516.422942 nChanged 7 SP:Iteration 14Q (16.191242 sec): 3 clusters Score: Raw -36272.099816 + Penalty 746.976968 = -35525.122848 nChanged 14 SP:Iteration 15Q (16.193001 sec): 3 clusters Score: Raw -36283.414692 + Penalty 749.044051 = -35534.370641 nChanged 18 SP:Iteration 16Q (16.194721 sec): 3 clusters Score: Raw -36293.504023 + Penalty 748.907467 = -35544.596557 nChanged 11 SP:Iteration 17Q (16.196527 sec): 3 clusters Score: Raw -36297.539659 + Penalty 750.084457 = -35547.455203 nChanged 4 SP:Iteration 18Q (16.198312 sec): 3 clusters Score: Raw -36298.217791 + Penalty 750.064850 = -35548.152940 nChanged 4 SP:Iteration 19Q (16.200105 sec): 3 clusters Score: Raw -36299.743372 + Penalty 749.706729 = -35550.036643 nChanged 6 SP:Iteration 20F (16.201942 sec): 3 clusters Score: Raw -36301.335439 + Penalty 749.958739 = -35551.376700 nChanged 3 SP:Iteration 21Q (16.203629 sec): 3 clusters Score: Raw -36301.671490 + Penalty 750.097117 = -35551.574373 nChanged 1 SP:Iteration 22Q (16.205285 sec): 3 clusters Score: Raw -36301.714955 + Penalty 750.097117 = -35551.617838 nChanged 0 SP:Iteration 23F (16.207022 sec): 3 clusters Score: Raw -36301.714955 + Penalty 750.097117 = -35551.617838 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 10 (3000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.221182 sec): 2 clusters Score: Raw -91412.178801 + Penalty 153.900992 = -91258.277809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.226804 sec): 3 clusters Score: Raw -89472.238609 + Penalty 303.267051 = -89168.971559 nChanged 1394 SP:Iteration 1F (16.232142 sec): 3 clusters Score: Raw -90471.652471 + Penalty 301.399575 = -90170.252896 nChanged 502 SP:Iteration 2F (16.237457 sec): 3 clusters Score: Raw -91015.159841 + Penalty 303.075706 = -90712.084134 nChanged 287 SP:Iteration 3F (16.242773 sec): 3 clusters Score: Raw -91335.083327 + Penalty 303.880335 = -91031.202992 nChanged 151 SP:Iteration 4F (16.248091 sec): 3 clusters Score: Raw -91489.150488 + Penalty 304.305439 = -91184.845049 nChanged 87 SP:Iteration 5Q (16.253106 sec): 3 clusters Score: Raw -91604.609593 + Penalty 304.592678 = -91300.016915 nChanged 50 SP:Iteration 6Q (16.257962 sec): 3 clusters Score: Raw -91660.927432 + Penalty 305.135774 = -91355.791658 nChanged 37 SP:Iteration 7Q (16.262676 sec): 3 clusters Score: Raw -91690.233249 + Penalty 305.562579 = -91384.670670 nChanged 39 SP:Iteration 8Q (16.267321 sec): 3 clusters Score: Raw -91714.014963 + Penalty 306.461691 = -91407.553272 nChanged 26 SP:Iteration 9Q (16.271913 sec): 3 clusters Score: Raw -91727.406508 + Penalty 306.936883 = -91420.469625 nChanged 17 SP:Iteration 10F (16.277243 sec): 3 clusters Score: Raw -91732.523636 + Penalty 307.389160 = -91425.134475 nChanged 14 SP:Iteration 11Q (16.281818 sec): 3 clusters Score: Raw -91735.560886 + Penalty 306.948382 = -91428.612504 nChanged 12 SP:Iteration 12Q (16.286438 sec): 3 clusters Score: Raw -91737.353365 + Penalty 307.405250 = -91429.948115 nChanged 6 SP:Iteration 13Q (16.291422 sec): 3 clusters Score: Raw -91738.503255 + Penalty 307.641715 = -91430.861540 nChanged 6 SP:Iteration 14Q (16.296109 sec): 3 clusters Score: Raw -91739.313711 + Penalty 307.323970 = -91431.989741 nChanged 7 SP:Iteration 15Q (16.301043 sec): 3 clusters Score: Raw -91740.136116 + Penalty 307.540852 = -91432.595264 nChanged 4 SP:Iteration 16Q (16.305715 sec): 3 clusters Score: Raw -91740.371152 + Penalty 307.628192 = -91432.742960 nChanged 1 SP:Iteration 17Q (16.310252 sec): 3 clusters Score: Raw -91740.385992 + Penalty 307.628192 = -91432.757800 nChanged 0 SP:Iteration 18F (16.315594 sec): 3 clusters Score: Raw -91740.385992 + Penalty 307.628192 = -91432.757800 nChanged 0 Score: Raw -797590.261993 + Penalty 168497.268580 = -629092.993413 Splitting cluster 10 changes total score from -608842.698362 to -629092.993413 So it's getting split into cluster 76. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.435873 sec): 2 clusters Score: Raw -2268.135094 + Penalty 299.194778 = -1968.940317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.436241 sec): 3 clusters Score: Raw -2267.154826 + Penalty 599.105014 = -1668.049811 nChanged 6 SP:Iteration 1F (18.436570 sec): 3 clusters Score: Raw -2281.255071 + Penalty 598.829008 = -1682.426063 nChanged 1 SP:Iteration 2Q (18.436913 sec): 3 clusters Score: Raw -2287.051935 + Penalty 598.829008 = -1688.222927 nChanged 0 SP:Iteration 3F (18.437239 sec): 3 clusters Score: Raw -2287.051935 + Penalty 598.829008 = -1688.222927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.439593 sec): 2 clusters Score: Raw -15353.844435 + Penalty 56.460943 = -15297.383491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.440531 sec): 3 clusters Score: Raw -15082.452872 + Penalty 113.780947 = -14968.671925 nChanged 204 SP:Iteration 1F (18.441548 sec): 3 clusters Score: Raw -15216.321533 + Penalty 114.198275 = -15102.123258 nChanged 37 SP:Iteration 2F (18.442569 sec): 3 clusters Score: Raw -15249.331725 + Penalty 114.518478 = -15134.813247 nChanged 31 SP:Iteration 3F (18.443588 sec): 3 clusters Score: Raw -15301.945589 + Penalty 114.292443 = -15187.653146 nChanged 13 SP:Iteration 4Q (18.444584 sec): 3 clusters Score: Raw -15315.355169 + Penalty 114.424281 = -15200.930888 nChanged 4 SP:Iteration 5Q (18.445548 sec): 3 clusters Score: Raw -15315.207757 + Penalty 114.215895 = -15200.991862 nChanged 1 SP:Iteration 6Q (18.446510 sec): 3 clusters Score: Raw -15315.048268 + Penalty 114.622055 = -15200.426213 nChanged 2 SP:Iteration 7F (18.447562 sec): 3 clusters Score: Raw -15314.830946 + Penalty 114.314820 = -15200.516126 nChanged 3 SP:Iteration 8Q (18.448562 sec): 3 clusters Score: Raw -15315.316618 + Penalty 115.551537 = -15199.765081 nChanged 6 SP:Iteration 9F (18.449634 sec): 3 clusters Score: Raw -15317.992974 + Penalty 110.750595 = -15207.242378 nChanged 13 SP:Iteration 10F (18.450645 sec): 3 clusters Score: Raw -15323.209273 + Penalty 109.832587 = -15213.376685 nChanged 11 SP:Iteration 11Q (18.451531 sec): 3 clusters Score: Raw -15327.167058 + Penalty 108.418450 = -15218.748609 nChanged 14 SP:Iteration 12Q (18.452438 sec): 3 clusters Score: Raw -15338.202067 + Penalty 102.732270 = -15235.469798 nChanged 8 SP:Iteration 13Q (18.453336 sec): 3 clusters Score: Raw -15347.459666 + Penalty 56.460943 = -15290.998723 nChanged 5 SP:Iteration 14Q (18.454171 sec): 2 clusters Score: Raw -15353.844435 + Penalty 56.460943 = -15297.383491 nChanged 0 SP:Iteration 15F (18.454983 sec): 2 clusters Score: Raw -15353.844435 + Penalty 56.460943 = -15297.383491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 13 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.455666 sec): 2 clusters Score: Raw -1531.726482 + Penalty 306.566015 = -1225.160468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.455967 sec): 3 clusters Score: Raw -1564.421103 + Penalty 603.099535 = -961.321568 nChanged 1 SP:Iteration 1Q (18.456250 sec): 3 clusters Score: Raw -1569.353403 + Penalty 603.099535 = -966.253868 nChanged 0 SP:Iteration 2F (18.456539 sec): 3 clusters Score: Raw -1569.353403 + Penalty 603.099535 = -966.253868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.458155 sec): 2 clusters Score: Raw -14360.089894 + Penalty 140.341210 = -14219.748684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.459130 sec): 3 clusters Score: Raw -14100.788283 + Penalty 283.940135 = -13816.848148 nChanged 172 SP:Iteration 1F (18.460081 sec): 3 clusters Score: Raw -14245.557071 + Penalty 293.614388 = -13951.942683 nChanged 60 SP:Iteration 2F (18.461025 sec): 3 clusters Score: Raw -14301.915868 + Penalty 279.920210 = -14021.995658 nChanged 28 SP:Iteration 3F (18.462044 sec): 3 clusters Score: Raw -14336.392194 + Penalty 274.362475 = -14062.029719 nChanged 19 SP:Iteration 4Q (18.462948 sec): 3 clusters Score: Raw -14363.207152 + Penalty 244.387859 = -14118.819293 nChanged 3 SP:Iteration 5Q (18.463809 sec): 3 clusters Score: Raw -14368.421520 + Penalty 242.892537 = -14125.528983 nChanged 2 SP:Iteration 6Q (18.464614 sec): 3 clusters Score: Raw -14368.442295 + Penalty 242.892537 = -14125.549758 nChanged 0 SP:Iteration 7F (18.465511 sec): 3 clusters Score: Raw -14368.442295 + Penalty 242.892537 = -14125.549758 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.467953 sec): 2 clusters Score: Raw -22898.718612 + Penalty 179.507343 = -22719.211269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.469430 sec): 3 clusters Score: Raw -22482.059049 + Penalty 366.122837 = -22115.936212 nChanged 286 SP:Iteration 1F (18.470875 sec): 3 clusters Score: Raw -22705.853965 + Penalty 373.425589 = -22332.428376 nChanged 90 SP:Iteration 2F (18.472309 sec): 3 clusters Score: Raw -22773.955729 + Penalty 375.807847 = -22398.147882 nChanged 37 SP:Iteration 3F (18.473795 sec): 3 clusters Score: Raw -22803.908515 + Penalty 377.541768 = -22426.366746 nChanged 34 SP:Iteration 4Q (18.475253 sec): 3 clusters Score: Raw -22833.978977 + Penalty 379.643335 = -22454.335642 nChanged 23 SP:Iteration 5Q (18.476675 sec): 3 clusters Score: Raw -22846.215220 + Penalty 380.612223 = -22465.602997 nChanged 12 SP:Iteration 6Q (18.478091 sec): 3 clusters Score: Raw -22850.729395 + Penalty 382.005254 = -22468.724141 nChanged 10 SP:Iteration 7Q (18.479486 sec): 3 clusters Score: Raw -22855.196113 + Penalty 383.774717 = -22471.421395 nChanged 9 SP:Iteration 8Q (18.480859 sec): 3 clusters Score: Raw -22858.559539 + Penalty 385.884330 = -22472.675210 nChanged 5 SP:Iteration 9Q (18.482218 sec): 3 clusters Score: Raw -22860.352230 + Penalty 388.819560 = -22471.532670 nChanged 6 SP:Iteration 10F (18.483707 sec): 3 clusters Score: Raw -22863.546629 + Penalty 390.922669 = -22472.623961 nChanged 6 SP:Iteration 11Q (18.485080 sec): 3 clusters Score: Raw -22868.732059 + Penalty 391.055480 = -22477.676580 nChanged 5 SP:Iteration 12Q (18.486441 sec): 3 clusters Score: Raw -22871.316604 + Penalty 391.661224 = -22479.655380 nChanged 6 SP:Iteration 13Q (18.487844 sec): 3 clusters Score: Raw -22875.054697 + Penalty 393.086499 = -22481.968198 nChanged 5 SP:Iteration 14Q (18.489202 sec): 3 clusters Score: Raw -22878.160274 + Penalty 394.854302 = -22483.305972 nChanged 5 SP:Iteration 15Q (18.490551 sec): 3 clusters Score: Raw -22882.191572 + Penalty 396.715597 = -22485.475975 nChanged 3 SP:Iteration 16Q (18.491907 sec): 3 clusters Score: Raw -22883.228635 + Penalty 397.098087 = -22486.130548 nChanged 1 SP:Iteration 17Q (18.493252 sec): 3 clusters Score: Raw -22883.208733 + Penalty 397.098087 = -22486.110646 nChanged 0 SP:Iteration 18F (18.494713 sec): 3 clusters Score: Raw -22883.208733 + Penalty 397.098087 = -22486.110646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.495560 sec): 2 clusters Score: Raw -3499.478840 + Penalty 324.321067 = -3175.157773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.495974 sec): 3 clusters Score: Raw -3484.536172 + Penalty 647.463091 = -2837.073082 nChanged 15 SP:Iteration 1F (18.496379 sec): 3 clusters Score: Raw -3501.720125 + Penalty 649.778425 = -2851.941700 nChanged 6 SP:Iteration 2F (18.496800 sec): 3 clusters Score: Raw -3512.305272 + Penalty 648.301006 = -2864.004266 nChanged 2 SP:Iteration 3Q (18.497201 sec): 3 clusters Score: Raw -3516.997874 + Penalty 648.192535 = -2868.805340 nChanged 1 SP:Iteration 4Q (18.497604 sec): 3 clusters Score: Raw -3518.762090 + Penalty 648.192535 = -2870.569556 nChanged 0 SP:Iteration 5F (18.498010 sec): 3 clusters Score: Raw -3518.762090 + Penalty 648.192535 = -2870.569556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.500002 sec): 2 clusters Score: Raw -18164.658548 + Penalty 304.006819 = -17860.651728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.501231 sec): 3 clusters Score: Raw -17886.283138 + Penalty 608.345047 = -17277.938091 nChanged 197 SP:Iteration 1F (18.502435 sec): 3 clusters Score: Raw -18026.880964 + Penalty 607.990730 = -17418.890235 nChanged 63 SP:Iteration 2F (18.503595 sec): 3 clusters Score: Raw -18071.846443 + Penalty 607.887191 = -17463.959252 nChanged 30 SP:Iteration 3F (18.504749 sec): 3 clusters Score: Raw -18089.753689 + Penalty 607.829230 = -17481.924459 nChanged 17 SP:Iteration 4Q (18.505890 sec): 3 clusters Score: Raw -18098.154336 + Penalty 607.586645 = -17490.567691 nChanged 7 SP:Iteration 5Q (18.507029 sec): 3 clusters Score: Raw -18100.739887 + Penalty 607.364713 = -17493.375174 nChanged 6 SP:Iteration 6Q (18.508168 sec): 3 clusters Score: Raw -18103.778444 + Penalty 607.083885 = -17496.694559 nChanged 5 SP:Iteration 7Q (18.509307 sec): 3 clusters Score: Raw -18105.686754 + Penalty 606.711387 = -17498.975367 nChanged 6 SP:Iteration 8Q (18.510445 sec): 3 clusters Score: Raw -18109.987565 + Penalty 606.803827 = -17503.183738 nChanged 6 SP:Iteration 9Q (18.511581 sec): 3 clusters Score: Raw -18113.490962 + Penalty 606.821323 = -17506.669639 nChanged 8 SP:Iteration 10F (18.512736 sec): 3 clusters Score: Raw -18118.038677 + Penalty 606.532208 = -17511.506469 nChanged 9 SP:Iteration 11Q (18.513873 sec): 3 clusters Score: Raw -18122.485836 + Penalty 606.227059 = -17516.258777 nChanged 7 SP:Iteration 12Q (18.515010 sec): 3 clusters Score: Raw -18124.050245 + Penalty 606.029089 = -17518.021156 nChanged 3 SP:Iteration 13Q (18.516145 sec): 3 clusters Score: Raw -18124.634866 + Penalty 605.910493 = -17518.724373 nChanged 1 SP:Iteration 14Q (18.517280 sec): 3 clusters Score: Raw -18124.673445 + Penalty 605.910493 = -17518.762953 nChanged 0 SP:Iteration 15F (18.518431 sec): 3 clusters Score: Raw -18124.673445 + Penalty 605.910493 = -17518.762953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 18 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.518923 sec): 2 clusters Score: Raw -117.701974 + Penalty 99.122136 = -18.579838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.519140 sec): 3 clusters Score: Raw -110.992468 + Penalty 199.159846 = 88.167378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.520511 sec): 2 clusters Score: Raw -12023.239802 + Penalty 442.778248 = -11580.461555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.521354 sec): 3 clusters Score: Raw -11899.814836 + Penalty 889.009775 = -11010.805061 nChanged 87 SP:Iteration 1F (18.522175 sec): 3 clusters Score: Raw -11975.031230 + Penalty 891.761534 = -11083.269696 nChanged 23 SP:Iteration 2F (18.522998 sec): 3 clusters Score: Raw -12004.654069 + Penalty 890.097493 = -11114.556576 nChanged 13 SP:Iteration 3Q (18.523812 sec): 3 clusters Score: Raw -12017.553392 + Penalty 890.171628 = -11127.381763 nChanged 9 SP:Iteration 4Q (18.524602 sec): 3 clusters Score: Raw -12024.115010 + Penalty 890.259762 = -11133.855248 nChanged 3 SP:Iteration 5Q (18.525379 sec): 3 clusters Score: Raw -12027.316039 + Penalty 889.613518 = -11137.702521 nChanged 2 SP:Iteration 6Q (18.526156 sec): 3 clusters Score: Raw -12030.149405 + Penalty 888.769191 = -11141.380214 nChanged 2 SP:Iteration 7Q (18.526929 sec): 3 clusters Score: Raw -12031.395064 + Penalty 888.341815 = -11143.053249 nChanged 1 SP:Iteration 8Q (18.527702 sec): 3 clusters Score: Raw -12032.131828 + Penalty 888.341815 = -11143.790013 nChanged 0 SP:Iteration 9F (18.528522 sec): 3 clusters Score: Raw -12032.131828 + Penalty 888.341815 = -11143.790013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.529616 sec): 2 clusters Score: Raw -8042.581643 + Penalty 286.332313 = -7756.249330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.530240 sec): 3 clusters Score: Raw -7947.176436 + Penalty 573.053917 = -7374.122520 nChanged 65 SP:Iteration 1F (18.530855 sec): 3 clusters Score: Raw -7996.695770 + Penalty 571.330508 = -7425.365262 nChanged 23 SP:Iteration 2F (18.531468 sec): 3 clusters Score: Raw -8029.819290 + Penalty 570.966825 = -7458.852465 nChanged 14 SP:Iteration 3F (18.532080 sec): 3 clusters Score: Raw -8062.979974 + Penalty 570.580335 = -7492.399639 nChanged 10 SP:Iteration 4Q (18.532682 sec): 3 clusters Score: Raw -8073.875246 + Penalty 569.905760 = -7503.969486 nChanged 6 SP:Iteration 5Q (18.533298 sec): 3 clusters Score: Raw -8079.178523 + Penalty 569.839722 = -7509.338801 nChanged 4 SP:Iteration 6Q (18.533895 sec): 3 clusters Score: Raw -8086.738486 + Penalty 569.201244 = -7517.537242 nChanged 5 SP:Iteration 7Q (18.534489 sec): 3 clusters Score: Raw -8090.917888 + Penalty 567.542923 = -7523.374965 nChanged 4 SP:Iteration 8Q (18.535082 sec): 3 clusters Score: Raw -8099.713390 + Penalty 567.283264 = -7532.430127 nChanged 4 SP:Iteration 9Q (18.535675 sec): 3 clusters Score: Raw -8103.881784 + Penalty 567.283264 = -7536.598520 nChanged 0 SP:Iteration 10F (18.536288 sec): 3 clusters Score: Raw -8103.881784 + Penalty 567.283264 = -7536.598520 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.538881 sec): 2 clusters Score: Raw -25738.666259 + Penalty 303.982093 = -25434.684165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.540501 sec): 3 clusters Score: Raw -25310.393717 + Penalty 609.901093 = -24700.492625 nChanged 314 SP:Iteration 1F (18.542098 sec): 3 clusters Score: Raw -25478.404325 + Penalty 609.815619 = -24868.588706 nChanged 85 SP:Iteration 2F (18.543687 sec): 3 clusters Score: Raw -25528.503407 + Penalty 607.209712 = -24921.293695 nChanged 55 SP:Iteration 3F (18.545245 sec): 3 clusters Score: Raw -25569.395544 + Penalty 608.775305 = -24960.620239 nChanged 48 SP:Iteration 4F (18.546853 sec): 3 clusters Score: Raw -25611.278496 + Penalty 613.728176 = -24997.550320 nChanged 40 SP:Iteration 5F (18.548430 sec): 3 clusters Score: Raw -25644.021083 + Penalty 610.801992 = -25033.219092 nChanged 34 SP:Iteration 6Q (18.550012 sec): 3 clusters Score: Raw -25674.761020 + Penalty 599.155954 = -25075.605067 nChanged 36 SP:Iteration 7Q (18.551707 sec): 3 clusters Score: Raw -25708.312236 + Penalty 603.533063 = -25104.779173 nChanged 21 SP:Iteration 8Q (18.553360 sec): 3 clusters Score: Raw -25728.607274 + Penalty 618.171226 = -25110.436048 nChanged 17 SP:Iteration 9Q (18.554982 sec): 3 clusters Score: Raw -25745.439903 + Penalty 634.831608 = -25110.608296 nChanged 9 SP:Iteration 10F (18.556597 sec): 3 clusters Score: Raw -25755.546532 + Penalty 637.263123 = -25118.283409 nChanged 1 SP:Iteration 11Q (18.558058 sec): 3 clusters Score: Raw -25756.506864 + Penalty 640.662859 = -25115.844005 nChanged 1 SP:Iteration 12F (18.559626 sec): 3 clusters Score: Raw -25757.075606 + Penalty 640.662859 = -25116.412747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 22 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.560175 sec): 2 clusters Score: Raw -185.684176 + Penalty 114.529009 = -71.155167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.560393 sec): 3 clusters Score: Raw -182.054971 + Penalty 228.416684 = 46.361713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.561542 sec): 2 clusters Score: Raw -8562.667048 + Penalty 207.406928 = -8355.260121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.562194 sec): 3 clusters Score: Raw -8456.945396 + Penalty 412.798728 = -8044.146669 nChanged 76 SP:Iteration 1F (18.562834 sec): 3 clusters Score: Raw -8515.627300 + Penalty 416.341276 = -8099.286024 nChanged 30 SP:Iteration 2F (18.563470 sec): 3 clusters Score: Raw -8545.118602 + Penalty 416.232501 = -8128.886101 nChanged 12 SP:Iteration 3F (18.564102 sec): 3 clusters Score: Raw -8555.964893 + Penalty 416.330927 = -8139.633966 nChanged 5 SP:Iteration 4Q (18.564696 sec): 3 clusters Score: Raw -8560.842555 + Penalty 420.565703 = -8140.276852 nChanged 3 SP:Iteration 5Q (18.565299 sec): 3 clusters Score: Raw -8563.331712 + Penalty 422.319208 = -8141.012505 nChanged 4 SP:Iteration 6Q (18.565900 sec): 3 clusters Score: Raw -8564.719463 + Penalty 433.475867 = -8131.243597 nChanged 5 SP:Iteration 7F (18.566525 sec): 3 clusters Score: Raw -8567.771988 + Penalty 438.866226 = -8128.905762 nChanged 2 SP:Iteration 8F (18.567149 sec): 3 clusters Score: Raw -8567.527286 + Penalty 443.380827 = -8124.146459 nChanged 3 SP:Iteration 9F (18.567773 sec): 3 clusters Score: Raw -8568.964015 + Penalty 449.874867 = -8119.089148 nChanged 3 SP:Iteration 10F (18.568384 sec): 3 clusters Score: Raw -8570.078184 + Penalty 450.768501 = -8119.309683 nChanged 3 SP:Iteration 11Q (18.568955 sec): 3 clusters Score: Raw -8571.364537 + Penalty 450.768501 = -8120.596036 nChanged 0 SP:Iteration 12F (18.569563 sec): 3 clusters Score: Raw -8571.364537 + Penalty 450.768501 = -8120.596036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 24 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.570196 sec): 2 clusters Score: Raw -2124.836196 + Penalty 286.636741 = -1838.199455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.570526 sec): 3 clusters Score: Raw -2134.338806 + Penalty 573.583461 = -1560.755345 nChanged 8 SP:Iteration 1F (18.570855 sec): 3 clusters Score: Raw -2148.357914 + Penalty 573.583461 = -1574.774453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.571935 sec): 2 clusters Score: Raw -7736.056691 + Penalty 531.192763 = -7204.863928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.572573 sec): 3 clusters Score: Raw -7697.068945 + Penalty 1064.481230 = -6632.587715 nChanged 44 SP:Iteration 1F (18.573205 sec): 3 clusters Score: Raw -7745.717414 + Penalty 1065.815627 = -6679.901787 nChanged 15 SP:Iteration 2F (18.573833 sec): 3 clusters Score: Raw -7770.896894 + Penalty 1064.132795 = -6706.764099 nChanged 5 SP:Iteration 3Q (18.574446 sec): 3 clusters Score: Raw -7782.787599 + Penalty 1062.921756 = -6719.865843 nChanged 7 SP:Iteration 4Q (18.575056 sec): 3 clusters Score: Raw -7793.636930 + Penalty 1062.691448 = -6730.945482 nChanged 4 SP:Iteration 5Q (18.575663 sec): 3 clusters Score: Raw -7797.552607 + Penalty 1062.580022 = -6734.972585 nChanged 1 SP:Iteration 6Q (18.576270 sec): 3 clusters Score: Raw -7798.043861 + Penalty 1062.636438 = -6735.407423 nChanged 1 SP:Iteration 7Q (18.576875 sec): 3 clusters Score: Raw -7798.646663 + Penalty 1062.636438 = -6736.010225 nChanged 0 SP:Iteration 8F (18.577501 sec): 3 clusters Score: Raw -7798.646663 + Penalty 1062.636438 = -6736.010225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.578271 sec): 2 clusters Score: Raw -4215.305813 + Penalty 366.653950 = -3848.651863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.578683 sec): 3 clusters Score: Raw -4186.537668 + Penalty 733.914511 = -3452.623157 nChanged 21 SP:Iteration 1F (18.579085 sec): 3 clusters Score: Raw -4227.570127 + Penalty 741.419557 = -3486.150570 nChanged 10 SP:Iteration 2F (18.579516 sec): 3 clusters Score: Raw -4243.028766 + Penalty 742.551130 = -3500.477635 nChanged 2 SP:Iteration 3Q (18.579911 sec): 3 clusters Score: Raw -4246.470994 + Penalty 742.649329 = -3503.821665 nChanged 1 SP:Iteration 4Q (18.580312 sec): 3 clusters Score: Raw -4248.423247 + Penalty 742.649329 = -3505.773918 nChanged 0 SP:Iteration 5F (18.580717 sec): 3 clusters Score: Raw -4248.423247 + Penalty 742.649329 = -3505.773918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 27 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.581600 sec): 2 clusters Score: Raw -3869.345754 + Penalty 181.184751 = -3688.161003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.582106 sec): 3 clusters Score: Raw -3839.460887 + Penalty 378.267571 = -3461.193316 nChanged 52 SP:Iteration 1F (18.582602 sec): 3 clusters Score: Raw -3948.778760 + Penalty 382.699151 = -3566.079609 nChanged 14 SP:Iteration 2F (18.583095 sec): 3 clusters Score: Raw -3969.436019 + Penalty 377.895055 = -3591.540963 nChanged 5 SP:Iteration 3Q (18.583555 sec): 3 clusters Score: Raw -3977.148829 + Penalty 379.246894 = -3597.901935 nChanged 1 SP:Iteration 4Q (18.584015 sec): 3 clusters Score: Raw -3983.367055 + Penalty 379.246894 = -3604.120161 nChanged 0 SP:Iteration 5F (18.584506 sec): 3 clusters Score: Raw -3983.367055 + Penalty 379.246894 = -3604.120161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 28 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.585005 sec): 2 clusters Score: Raw -359.112625 + Penalty 214.086131 = -145.026494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.585238 sec): 3 clusters Score: Raw -362.820056 + Penalty 426.981390 = 64.161334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 29 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.585718 sec): 2 clusters Score: Raw -400.282616 + Penalty 208.149079 = -192.133537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.585945 sec): 3 clusters Score: Raw -406.959482 + Penalty 410.354802 = 3.395320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.586589 sec): 2 clusters Score: Raw -2606.466189 + Penalty 373.850004 = -2232.616184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.586947 sec): 3 clusters Score: Raw -2604.022706 + Penalty 750.422971 = -1853.599735 nChanged 8 SP:Iteration 1F (18.587298 sec): 3 clusters Score: Raw -2618.848999 + Penalty 753.228864 = -1865.620135 nChanged 2 SP:Iteration 2Q (18.587641 sec): 3 clusters Score: Raw -2620.031912 + Penalty 753.228864 = -1866.803048 nChanged 0 SP:Iteration 3F (18.587991 sec): 3 clusters Score: Raw -2620.031912 + Penalty 753.228864 = -1866.803048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.589009 sec): 2 clusters Score: Raw -6283.321878 + Penalty 278.119331 = -6005.202547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.589620 sec): 3 clusters Score: Raw -6221.106699 + Penalty 561.165006 = -5659.941693 nChanged 55 SP:Iteration 1F (18.590222 sec): 3 clusters Score: Raw -6275.985395 + Penalty 574.307426 = -5701.677968 nChanged 21 SP:Iteration 2F (18.590817 sec): 3 clusters Score: Raw -6314.893549 + Penalty 589.010243 = -5725.883306 nChanged 16 SP:Iteration 3F (18.591396 sec): 3 clusters Score: Raw -6348.274673 + Penalty 593.829802 = -5754.444871 nChanged 7 SP:Iteration 4Q (18.591959 sec): 3 clusters Score: Raw -6369.614406 + Penalty 595.707119 = -5773.907287 nChanged 6 SP:Iteration 5Q (18.592497 sec): 3 clusters Score: Raw -6382.145295 + Penalty 594.123819 = -5788.021475 nChanged 6 SP:Iteration 6Q (18.593061 sec): 3 clusters Score: Raw -6396.095115 + Penalty 594.123819 = -5801.971296 nChanged 0 SP:Iteration 7F (18.593640 sec): 3 clusters Score: Raw -6396.095115 + Penalty 594.123819 = -5801.971296 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 32 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.595701 sec): 2 clusters Score: Raw -20294.023465 + Penalty 223.742872 = -20070.280593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.596952 sec): 3 clusters Score: Raw -19966.008349 + Penalty 456.691384 = -19509.316965 nChanged 230 SP:Iteration 1F (18.598189 sec): 3 clusters Score: Raw -20124.197976 + Penalty 480.411224 = -19643.786752 nChanged 83 SP:Iteration 2F (18.599447 sec): 3 clusters Score: Raw -20208.959642 + Penalty 497.416108 = -19711.543533 nChanged 45 SP:Iteration 3F (18.600692 sec): 3 clusters Score: Raw -20263.918139 + Penalty 511.004732 = -19752.913407 nChanged 31 SP:Iteration 4F (18.601938 sec): 3 clusters Score: Raw -20305.249210 + Penalty 513.255027 = -19791.994183 nChanged 20 SP:Iteration 5Q (18.603159 sec): 3 clusters Score: Raw -20336.119925 + Penalty 513.486346 = -19822.633579 nChanged 12 SP:Iteration 6Q (18.604325 sec): 3 clusters Score: Raw -20346.632841 + Penalty 516.349976 = -19830.282865 nChanged 7 SP:Iteration 7Q (18.605459 sec): 3 clusters Score: Raw -20353.360264 + Penalty 517.549917 = -19835.810346 nChanged 2 SP:Iteration 8Q (18.606577 sec): 3 clusters Score: Raw -20354.275003 + Penalty 518.773953 = -19835.501051 nChanged 1 SP:Iteration 9F (18.607823 sec): 3 clusters Score: Raw -20354.663711 + Penalty 518.773953 = -19835.889759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 33 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.608327 sec): 2 clusters Score: Raw -318.181064 + Penalty 239.829333 = -78.351731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.608557 sec): 3 clusters Score: Raw -306.393942 + Penalty 470.423393 = 164.029452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 34 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.609070 sec): 2 clusters Score: Raw -782.321490 + Penalty 340.190510 = -442.130980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.609319 sec): 3 clusters Score: Raw -821.042990 + Penalty 688.286596 = -132.756394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.609899 sec): 2 clusters Score: Raw -1999.517313 + Penalty 397.991544 = -1601.525769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.610196 sec): 3 clusters Score: Raw -2018.032093 + Penalty 796.850658 = -1221.181436 nChanged 6 SP:Iteration 1F (18.610487 sec): 3 clusters Score: Raw -2033.700384 + Penalty 800.451770 = -1233.248615 nChanged 4 SP:Iteration 2F (18.610776 sec): 3 clusters Score: Raw -2046.488753 + Penalty 800.509415 = -1245.979338 nChanged 3 SP:Iteration 3F (18.611067 sec): 3 clusters Score: Raw -2056.009002 + Penalty 802.702811 = -1253.306191 nChanged 1 SP:Iteration 4Q (18.611342 sec): 3 clusters Score: Raw -2057.893541 + Penalty 802.702811 = -1255.190730 nChanged 0 SP:Iteration 5F (18.611638 sec): 3 clusters Score: Raw -2057.893541 + Penalty 802.702811 = -1255.190730 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.614050 sec): 2 clusters Score: Raw -23935.442305 + Penalty 481.119340 = -23454.322966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.615526 sec): 3 clusters Score: Raw -23632.187889 + Penalty 974.336161 = -22657.851727 nChanged 225 SP:Iteration 1F (18.616933 sec): 3 clusters Score: Raw -23811.798572 + Penalty 983.803641 = -22827.994931 nChanged 62 SP:Iteration 2F (18.618361 sec): 3 clusters Score: Raw -23866.144058 + Penalty 992.215000 = -22873.929058 nChanged 25 SP:Iteration 3Q (18.619769 sec): 3 clusters Score: Raw -23887.432069 + Penalty 998.147096 = -22889.284974 nChanged 22 SP:Iteration 4Q (18.621150 sec): 3 clusters Score: Raw -23903.192119 + Penalty 1003.141271 = -22900.050848 nChanged 14 SP:Iteration 5Q (18.622515 sec): 3 clusters Score: Raw -23910.832306 + Penalty 1007.463536 = -22903.368770 nChanged 12 SP:Iteration 6Q (18.623901 sec): 3 clusters Score: Raw -23923.350783 + Penalty 1008.327997 = -22915.022786 nChanged 8 SP:Iteration 7Q (18.625255 sec): 3 clusters Score: Raw -23928.565070 + Penalty 1012.239732 = -22916.325338 nChanged 9 SP:Iteration 8Q (18.626604 sec): 3 clusters Score: Raw -23935.728017 + Penalty 1014.228570 = -22921.499447 nChanged 3 SP:Iteration 9Q (18.627968 sec): 3 clusters Score: Raw -23940.241791 + Penalty 1017.638699 = -22922.603092 nChanged 5 SP:Iteration 10F (18.629360 sec): 3 clusters Score: Raw -23944.221744 + Penalty 1018.661891 = -22925.559853 nChanged 5 SP:Iteration 11Q (18.630690 sec): 3 clusters Score: Raw -23946.256489 + Penalty 1019.060299 = -22927.196190 nChanged 2 SP:Iteration 12Q (18.632008 sec): 3 clusters Score: Raw -23947.243823 + Penalty 1020.083422 = -22927.160400 nChanged 2 SP:Iteration 13F (18.633415 sec): 3 clusters Score: Raw -23948.501317 + Penalty 1021.498812 = -22927.002505 nChanged 3 SP:Iteration 14F (18.634812 sec): 3 clusters Score: Raw -23950.337167 + Penalty 1021.554624 = -22928.782543 nChanged 3 SP:Iteration 15Q (18.636146 sec): 3 clusters Score: Raw -23951.961007 + Penalty 1024.014191 = -22927.946816 nChanged 4 SP:Iteration 16F (18.637545 sec): 3 clusters Score: Raw -23957.393928 + Penalty 1023.724173 = -22933.669755 nChanged 1 SP:Iteration 17Q (18.638874 sec): 3 clusters Score: Raw -23957.950713 + Penalty 1023.626416 = -22934.324297 nChanged 1 SP:Iteration 18Q (18.640211 sec): 3 clusters Score: Raw -23959.345667 + Penalty 1023.626416 = -22935.719251 nChanged 0 SP:Iteration 19F (18.641618 sec): 3 clusters Score: Raw -23959.345667 + Penalty 1023.626416 = -22935.719251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.642136 sec): 2 clusters Score: Raw -119.593271 + Penalty 110.198755 = -9.394517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.642356 sec): 3 clusters Score: Raw -111.548478 + Penalty 227.325814 = 115.777336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.644062 sec): 2 clusters Score: Raw -16005.191691 + Penalty 292.816016 = -15712.375674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.645038 sec): 3 clusters Score: Raw -15802.736342 + Penalty 584.065031 = -15218.671311 nChanged 150 SP:Iteration 1F (18.645999 sec): 3 clusters Score: Raw -15931.418644 + Penalty 582.367016 = -15349.051628 nChanged 40 SP:Iteration 2F (18.646964 sec): 3 clusters Score: Raw -15961.898742 + Penalty 581.557185 = -15380.341557 nChanged 21 SP:Iteration 3Q (18.647913 sec): 3 clusters Score: Raw -15975.967146 + Penalty 582.190514 = -15393.776632 nChanged 14 SP:Iteration 4Q (18.648863 sec): 3 clusters Score: Raw -15985.563152 + Penalty 582.262143 = -15403.301009 nChanged 16 SP:Iteration 5Q (18.649830 sec): 3 clusters Score: Raw -15994.933519 + Penalty 583.028857 = -15411.904662 nChanged 9 SP:Iteration 6Q (18.650785 sec): 3 clusters Score: Raw -15998.284408 + Penalty 583.258065 = -15415.026343 nChanged 8 SP:Iteration 7Q (18.651732 sec): 3 clusters Score: Raw -16000.879495 + Penalty 583.583857 = -15417.295638 nChanged 8 SP:Iteration 8Q (18.652683 sec): 3 clusters Score: Raw -16004.488449 + Penalty 584.079031 = -15420.409418 nChanged 7 SP:Iteration 9Q (18.653703 sec): 3 clusters Score: Raw -16007.972696 + Penalty 584.134533 = -15423.838163 nChanged 4 SP:Iteration 10F (18.654741 sec): 3 clusters Score: Raw -16008.847198 + Penalty 584.358997 = -15424.488200 nChanged 2 SP:Iteration 11Q (18.655736 sec): 3 clusters Score: Raw -16009.075215 + Penalty 584.242962 = -15424.832253 nChanged 1 SP:Iteration 12Q (18.656730 sec): 3 clusters Score: Raw -16009.178774 + Penalty 584.242962 = -15424.935812 nChanged 0 SP:Iteration 13F (18.657735 sec): 3 clusters Score: Raw -16009.178774 + Penalty 584.242962 = -15424.935812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 39 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.658244 sec): 2 clusters Score: Raw -404.120418 + Penalty 239.736475 = -164.383943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.658486 sec): 3 clusters Score: Raw -423.983735 + Penalty 479.472951 = 55.489216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.659176 sec): 2 clusters Score: Raw -2810.095834 + Penalty 299.888394 = -2510.207440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.659540 sec): 3 clusters Score: Raw -2808.544962 + Penalty 599.838681 = -2208.706281 nChanged 13 SP:Iteration 1F (18.659901 sec): 3 clusters Score: Raw -2830.963869 + Penalty 600.185870 = -2230.777999 nChanged 6 SP:Iteration 2F (18.660263 sec): 3 clusters Score: Raw -2840.521276 + Penalty 599.472776 = -2241.048500 nChanged 2 SP:Iteration 3Q (18.660615 sec): 3 clusters Score: Raw -2844.304233 + Penalty 599.472776 = -2244.831457 nChanged 0 SP:Iteration 4F (18.660975 sec): 3 clusters Score: Raw -2844.304233 + Penalty 599.472776 = -2244.831457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 41 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.661775 sec): 2 clusters Score: Raw -4505.012489 + Penalty 776.439874 = -3728.572615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.662220 sec): 3 clusters Score: Raw -4627.780126 + Penalty 1553.151254 = -3074.628873 nChanged 9 SP:Iteration 1F (18.662661 sec): 3 clusters Score: Raw -4663.743349 + Penalty 1553.188891 = -3110.554458 nChanged 2 SP:Iteration 2Q (18.663070 sec): 3 clusters Score: Raw -4671.984403 + Penalty 1553.188891 = -3118.795513 nChanged 0 SP:Iteration 3F (18.663506 sec): 3 clusters Score: Raw -4671.984403 + Penalty 1553.188891 = -3118.795513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 42 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.664018 sec): 2 clusters Score: Raw -957.390682 + Penalty 473.306011 = -484.084671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.664267 sec): 3 clusters Score: Raw -1039.840001 + Penalty 945.450717 = -94.389284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 43 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.664742 sec): 2 clusters Score: Raw -269.994951 + Penalty 127.112665 = -142.882286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.664964 sec): 3 clusters Score: Raw -275.166210 + Penalty 249.605869 = -25.560341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 44 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.665450 sec): 2 clusters Score: Raw -462.679996 + Penalty 163.246333 = -299.433662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.665684 sec): 3 clusters Score: Raw -481.947889 + Penalty 327.533142 = -154.414747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.666182 sec): 2 clusters Score: Raw -617.439549 + Penalty 235.741719 = -381.697829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.666442 sec): 3 clusters Score: Raw -631.277247 + Penalty 462.902094 = -168.375153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.666909 sec): 2 clusters Score: Raw -158.039829 + Penalty 98.269251 = -59.770578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.667117 sec): 3 clusters Score: Raw -149.432558 + Penalty 188.489775 = 39.057217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 47 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.667638 sec): 2 clusters Score: Raw -986.538760 + Penalty 361.734634 = -624.804125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.667896 sec): 3 clusters Score: Raw -1036.593067 + Penalty 722.528731 = -314.064336 nChanged 1 SP:Iteration 1Q (18.668141 sec): 3 clusters Score: Raw -1042.190389 + Penalty 724.187216 = -318.003172 nChanged 1 SP:Iteration 2Q (18.668384 sec): 3 clusters Score: Raw -1046.867296 + Penalty 724.187216 = -322.680079 nChanged 0 SP:Iteration 3F (18.668636 sec): 3 clusters Score: Raw -1046.867296 + Penalty 724.187216 = -322.680079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 48 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.669123 sec): 2 clusters Score: Raw -460.796422 + Penalty 222.065412 = -238.731010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.669355 sec): 3 clusters Score: Raw -468.943836 + Penalty 445.171675 = -23.772161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.669842 sec): 2 clusters Score: Raw -413.558127 + Penalty 207.414131 = -206.143996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.670076 sec): 3 clusters Score: Raw -439.921100 + Penalty 412.946641 = -26.974459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 50 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.670558 sec): 2 clusters Score: Raw -369.986225 + Penalty 170.989355 = -198.996870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.670790 sec): 3 clusters Score: Raw -378.830787 + Penalty 343.994850 = -34.835937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.671250 sec): 2 clusters Score: Raw -77.555269 + Penalty 72.889230 = -4.666040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.671446 sec): 2 clusters Score: Raw -77.555269 + Penalty 72.889230 = -4.666040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.671892 sec): 2 clusters Score: Raw -28.995999 + Penalty 0.000000 = -28.995999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.672077 sec): 2 clusters Score: Raw -28.995999 + Penalty 0.000000 = -28.995999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 53 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.673001 sec): 2 clusters Score: Raw -7470.962804 + Penalty 424.860470 = -7046.102334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.673554 sec): 3 clusters Score: Raw -7437.540654 + Penalty 856.122513 = -6581.418140 nChanged 45 SP:Iteration 1F (18.674101 sec): 3 clusters Score: Raw -7489.750597 + Penalty 864.976169 = -6624.774428 nChanged 13 SP:Iteration 2F (18.674646 sec): 3 clusters Score: Raw -7510.095834 + Penalty 875.699705 = -6634.396129 nChanged 10 SP:Iteration 3F (18.675191 sec): 3 clusters Score: Raw -7524.944146 + Penalty 884.454766 = -6640.489380 nChanged 7 SP:Iteration 4Q (18.675740 sec): 3 clusters Score: Raw -7531.787608 + Penalty 889.829317 = -6641.958291 nChanged 5 SP:Iteration 5Q (18.676271 sec): 3 clusters Score: Raw -7540.186343 + Penalty 894.007264 = -6646.179080 nChanged 6 SP:Iteration 6Q (18.676782 sec): 3 clusters Score: Raw -7545.086033 + Penalty 895.903172 = -6649.182861 nChanged 2 SP:Iteration 7Q (18.677292 sec): 3 clusters Score: Raw -7546.081705 + Penalty 897.059355 = -6649.022350 nChanged 1 SP:Iteration 8F (18.677825 sec): 3 clusters Score: Raw -7548.431273 + Penalty 897.484626 = -6650.946647 nChanged 1 SP:Iteration 9Q (18.678332 sec): 3 clusters Score: Raw -7549.545603 + Penalty 896.927001 = -6652.618602 nChanged 2 SP:Iteration 10F (18.678864 sec): 3 clusters Score: Raw -7553.194774 + Penalty 894.611323 = -6658.583451 nChanged 1 SP:Iteration 11Q (18.679368 sec): 3 clusters Score: Raw -7554.959597 + Penalty 892.749161 = -6662.210436 nChanged 3 SP:Iteration 12Q (18.679861 sec): 3 clusters Score: Raw -7562.112873 + Penalty 892.749161 = -6669.363712 nChanged 0 SP:Iteration 13F (18.680387 sec): 3 clusters Score: Raw -7562.112873 + Penalty 892.749161 = -6669.363712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 54 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.680882 sec): 2 clusters Score: Raw -251.137865 + Penalty 174.260707 = -76.877158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.681109 sec): 3 clusters Score: Raw -240.178155 + Penalty 353.485796 = 113.307641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.681825 sec): 2 clusters Score: Raw -1576.594049 + Penalty 240.567447 = -1336.026602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.682126 sec): 3 clusters Score: Raw -1582.664833 + Penalty 482.119578 = -1100.545255 nChanged 3 SP:Iteration 1F (18.682421 sec): 3 clusters Score: Raw -1589.268122 + Penalty 482.119578 = -1107.148545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 56 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.683021 sec): 2 clusters Score: Raw -935.811778 + Penalty 373.511162 = -562.300616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.683278 sec): 3 clusters Score: Raw -969.459573 + Penalty 748.881622 = -220.577950 nChanged 1 SP:Iteration 1Q (18.683522 sec): 3 clusters Score: Raw -975.770872 + Penalty 748.881622 = -226.889249 nChanged 0 SP:Iteration 2F (18.683774 sec): 3 clusters Score: Raw -975.770872 + Penalty 748.881622 = -226.889249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 57 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.684667 sec): 2 clusters Score: Raw -6109.430002 + Penalty 231.238532 = -5878.191470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.685180 sec): 3 clusters Score: Raw -6030.388270 + Penalty 462.908728 = -5567.479542 nChanged 46 SP:Iteration 1F (18.685683 sec): 3 clusters Score: Raw -6058.932890 + Penalty 465.791691 = -5593.141199 nChanged 14 SP:Iteration 2F (18.686182 sec): 3 clusters Score: Raw -6072.669157 + Penalty 468.972369 = -5603.696788 nChanged 10 SP:Iteration 3F (18.686687 sec): 3 clusters Score: Raw -6081.274272 + Penalty 471.605957 = -5609.668315 nChanged 4 SP:Iteration 4Q (18.687192 sec): 3 clusters Score: Raw -6083.735268 + Penalty 477.227489 = -5606.507779 nChanged 7 SP:Iteration 5F (18.687696 sec): 3 clusters Score: Raw -6088.278366 + Penalty 481.762131 = -5606.516235 nChanged 4 SP:Iteration 6Q (18.688199 sec): 3 clusters Score: Raw -6090.759143 + Penalty 485.535502 = -5605.223641 nChanged 3 SP:Iteration 7F (18.688706 sec): 3 clusters Score: Raw -6094.881443 + Penalty 488.633354 = -5606.248088 nChanged 6 SP:Iteration 8Q (18.689228 sec): 3 clusters Score: Raw -6101.053672 + Penalty 492.605586 = -5608.448085 nChanged 3 SP:Iteration 9Q (18.689725 sec): 3 clusters Score: Raw -6102.528525 + Penalty 495.999813 = -5606.528712 nChanged 2 SP:Iteration 10F (18.690231 sec): 3 clusters Score: Raw -6105.458716 + Penalty 502.179426 = -5603.279289 nChanged 7 SP:Iteration 11F (18.690728 sec): 3 clusters Score: Raw -6113.061977 + Penalty 507.219324 = -5605.842653 nChanged 4 SP:Iteration 12Q (18.691205 sec): 3 clusters Score: Raw -6116.985237 + Penalty 509.570081 = -5607.415157 nChanged 4 SP:Iteration 13Q (18.691681 sec): 3 clusters Score: Raw -6122.895100 + Penalty 512.055747 = -5610.839353 nChanged 1 SP:Iteration 14Q (18.692150 sec): 3 clusters Score: Raw -6125.066050 + Penalty 517.560283 = -5607.505768 nChanged 2 SP:Iteration 15F (18.692649 sec): 3 clusters Score: Raw -6127.857699 + Penalty 517.560283 = -5610.297416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 58 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.693231 sec): 2 clusters Score: Raw -1654.559029 + Penalty 573.105881 = -1081.453148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.693526 sec): 3 clusters Score: Raw -1797.450750 + Penalty 1149.438059 = -648.012691 nChanged 2 SP:Iteration 1Q (18.693799 sec): 3 clusters Score: Raw -1817.315966 + Penalty 1149.438059 = -667.877907 nChanged 0 SP:Iteration 2F (18.694089 sec): 3 clusters Score: Raw -1817.315966 + Penalty 1149.438059 = -667.877907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.694569 sec): 2 clusters Score: Raw -320.953152 + Penalty 157.873443 = -163.079709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.694793 sec): 3 clusters Score: Raw -335.953551 + Penalty 316.439951 = -19.513600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 60 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.695396 sec): 2 clusters Score: Raw -1873.889040 + Penalty 496.134480 = -1377.754561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.695713 sec): 3 clusters Score: Raw -1972.549970 + Penalty 992.908970 = -979.641000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.696189 sec): 2 clusters Score: Raw -298.059942 + Penalty 220.311485 = -77.748457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.696409 sec): 3 clusters Score: Raw -290.956157 + Penalty 443.455570 = 152.499413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 62 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.696894 sec): 2 clusters Score: Raw -534.545525 + Penalty 348.892730 = -185.652795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.697122 sec): 3 clusters Score: Raw -538.392514 + Penalty 690.196203 = 151.803689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 63 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.697622 sec): 2 clusters Score: Raw -590.000046 + Penalty 203.399538 = -386.600507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.697866 sec): 3 clusters Score: Raw -609.151771 + Penalty 406.799077 = -202.352694 nChanged 1 SP:Iteration 1F (18.698106 sec): 3 clusters Score: Raw -610.631323 + Penalty 406.799077 = -203.832246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 64 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.698586 sec): 2 clusters Score: Raw -374.654924 + Penalty 254.772819 = -119.882106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.698811 sec): 3 clusters Score: Raw -383.887143 + Penalty 506.839040 = 122.951897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.699292 sec): 2 clusters Score: Raw -118.219419 + Penalty 100.093219 = -18.126199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.699505 sec): 3 clusters Score: Raw -110.442574 + Penalty 209.903495 = 99.460921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 66 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.699974 sec): 2 clusters Score: Raw -197.160736 + Penalty 180.161578 = -16.999158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.700190 sec): 3 clusters Score: Raw -193.718490 + Penalty 349.764452 = 156.045962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 68 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.700671 sec): 2 clusters Score: Raw -416.862573 + Penalty 208.911233 = -207.951340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.700899 sec): 3 clusters Score: Raw -416.119163 + Penalty 410.781429 = -5.337734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 69 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.701381 sec): 2 clusters Score: Raw -392.060627 + Penalty 184.145910 = -207.914717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.701610 sec): 3 clusters Score: Raw -405.720792 + Penalty 369.892148 = -35.828645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.702225 sec): 2 clusters Score: Raw -2409.735725 + Penalty 500.043862 = -1909.691863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.702556 sec): 3 clusters Score: Raw -2500.731125 + Penalty 1000.198789 = -1500.532336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 71 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.703062 sec): 2 clusters Score: Raw -832.684527 + Penalty 362.692170 = -469.992357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.703310 sec): 3 clusters Score: Raw -855.090048 + Penalty 723.504180 = -131.585868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 72 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.703842 sec): 2 clusters Score: Raw -1219.305462 + Penalty 503.707322 = -715.598140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.704107 sec): 3 clusters Score: Raw -1357.608611 + Penalty 1005.080627 = -352.527985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.704579 sec): 2 clusters Score: Raw -263.276861 + Penalty 234.184869 = -29.091991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.704799 sec): 3 clusters Score: Raw -258.096715 + Penalty 468.369739 = 210.273024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 74 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.705298 sec): 2 clusters Score: Raw -680.888562 + Penalty 342.596165 = -338.292397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.705537 sec): 3 clusters Score: Raw -722.976274 + Penalty 703.735377 = -19.240897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 75 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.706056 sec): 2 clusters Score: Raw -968.582487 + Penalty 233.632972 = -734.949515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.706327 sec): 3 clusters Score: Raw -981.748341 + Penalty 471.409331 = -510.339011 nChanged 1 SP:Iteration 1Q (18.706577 sec): 3 clusters Score: Raw -985.094851 + Penalty 471.409331 = -513.685521 nChanged 0 SP:Iteration 2F (18.706829 sec): 3 clusters Score: Raw -985.094851 + Penalty 471.409331 = -513.685521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 77 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.707334 sec): 2 clusters Score: Raw -807.433142 + Penalty 457.687521 = -349.745621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.707581 sec): 3 clusters Score: Raw -910.577621 + Penalty 913.237637 = 2.660016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.708062 sec): 2 clusters Score: Raw -451.571238 + Penalty 338.747923 = -112.823315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.708289 sec): 3 clusters Score: Raw -466.716364 + Penalty 684.268748 = 217.552384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.708768 sec): 2 clusters Score: Raw -363.518100 + Penalty 210.711335 = -152.806765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.708995 sec): 3 clusters Score: Raw -361.503216 + Penalty 427.957223 = 66.454007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.709467 sec): 2 clusters Score: Raw -282.472789 + Penalty 210.308635 = -72.164154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.709688 sec): 3 clusters Score: Raw -287.517576 + Penalty 421.438431 = 133.920855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 81 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.710172 sec): 2 clusters Score: Raw -460.521519 + Penalty 336.901739 = -123.619779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.710399 sec): 3 clusters Score: Raw -470.466484 + Penalty 673.803479 = 203.336995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 82 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.710884 sec): 2 clusters Score: Raw -353.102839 + Penalty 140.633155 = -212.469684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.711113 sec): 3 clusters Score: Raw -365.657711 + Penalty 283.025050 = -82.632661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 83 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.711604 sec): 2 clusters Score: Raw -512.822120 + Penalty 304.966276 = -207.855844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.711839 sec): 3 clusters Score: Raw -564.120718 + Penalty 609.932552 = 45.811834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 84 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.712353 sec): 2 clusters Score: Raw -966.111616 + Penalty 375.943885 = -590.167731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.712607 sec): 3 clusters Score: Raw -1029.127980 + Penalty 752.422318 = -276.705663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.713069 sec): 2 clusters Score: Raw -75.896964 + Penalty 59.740224 = -16.156741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.713266 sec): 2 clusters Score: Raw -75.896964 + Penalty 59.740224 = -16.156741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.713746 sec): 2 clusters Score: Raw -170.445966 + Penalty 162.122438 = -8.323528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.713961 sec): 3 clusters Score: Raw -165.625481 + Penalty 297.753534 = 132.128053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 87 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.714476 sec): 2 clusters Score: Raw -766.301779 + Penalty 277.106259 = -489.195520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.714728 sec): 3 clusters Score: Raw -835.378421 + Penalty 562.393279 = -272.985142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 88 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.715212 sec): 2 clusters Score: Raw -388.273306 + Penalty 151.584891 = -236.688415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.715444 sec): 3 clusters Score: Raw -402.724635 + Penalty 314.170740 = -88.553894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.715899 sec): 2 clusters Score: Raw -74.065361 + Penalty 55.628381 = -18.436980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.716103 sec): 3 clusters Score: Raw -67.951509 + Penalty 111.256762 = 43.305253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 91 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.716617 sec): 2 clusters Score: Raw -919.227098 + Penalty 352.493163 = -566.733934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.716868 sec): 3 clusters Score: Raw -989.926457 + Penalty 706.912097 = -283.014360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 92 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.717338 sec): 2 clusters Score: Raw -220.329182 + Penalty 205.370624 = -14.958558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.717555 sec): 3 clusters Score: Raw -212.089745 + Penalty 414.394180 = 202.304434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 93 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.718048 sec): 2 clusters Score: Raw -602.874334 + Penalty 301.695571 = -301.178763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.718285 sec): 3 clusters Score: Raw -638.518274 + Penalty 596.457760 = -42.060514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.718752 sec): 2 clusters Score: Raw -183.018494 + Penalty 99.997763 = -83.020732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.718968 sec): 3 clusters Score: Raw -181.008912 + Penalty 199.224397 = 18.215485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 95 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.719462 sec): 2 clusters Score: Raw -603.359239 + Penalty 301.046149 = -302.313089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.719701 sec): 3 clusters Score: Raw -631.688446 + Penalty 601.527492 = -30.160954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.720193 sec): 2 clusters Score: Raw -571.545702 + Penalty 224.391140 = -347.154562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.720432 sec): 3 clusters Score: Raw -586.112722 + Penalty 454.619988 = -131.492734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 97 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.720933 sec): 2 clusters Score: Raw -574.237069 + Penalty 376.162616 = -198.074453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.721167 sec): 3 clusters Score: Raw -605.727216 + Penalty 751.764617 = 146.037400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 98 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.721686 sec): 2 clusters Score: Raw -904.050473 + Penalty 274.996416 = -629.054057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.721944 sec): 3 clusters Score: Raw -951.099378 + Penalty 546.959218 = -404.140160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.722408 sec): 2 clusters Score: Raw -131.794713 + Penalty 142.051256 = 10.256544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.722621 sec): 3 clusters Score: Raw -121.504061 + Penalty 284.184960 = 162.680899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.723084 sec): 2 clusters Score: Raw -78.769616 + Penalty 67.256583 = -11.513033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.723279 sec): 2 clusters Score: Raw -78.769616 + Penalty 67.256583 = -11.513033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 102 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.723741 sec): 2 clusters Score: Raw -121.953485 + Penalty 100.992823 = -20.960662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.723956 sec): 3 clusters Score: Raw -112.163848 + Penalty 206.385721 = 94.221873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.724430 sec): 2 clusters Score: Raw -257.259808 + Penalty 101.117893 = -156.141914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.724653 sec): 3 clusters Score: Raw -269.252349 + Penalty 202.235787 = -67.016562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 104 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.725139 sec): 2 clusters Score: Raw -610.429182 + Penalty 397.287539 = -213.141643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.725370 sec): 3 clusters Score: Raw -636.104404 + Penalty 790.015195 = 153.910790 nChanged 1 SP:Iteration 1F (18.725599 sec): 3 clusters Score: Raw -642.862469 + Penalty 790.015195 = 147.152725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 105 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.726144 sec): 2 clusters Score: Raw -1243.853888 + Penalty 328.223861 = -915.630027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.726424 sec): 3 clusters Score: Raw -1311.775583 + Penalty 662.646843 = -649.128740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.726906 sec): 2 clusters Score: Raw -337.607969 + Penalty 190.738028 = -146.869941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.727135 sec): 3 clusters Score: Raw -363.872675 + Penalty 391.441919 = 27.569244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.727598 sec): 2 clusters Score: Raw -169.614117 + Penalty 159.299109 = -10.315008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.727827 sec): 3 clusters Score: Raw -160.740297 + Penalty 318.598218 = 157.857921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.728293 sec): 2 clusters Score: Raw -185.138467 + Penalty 190.141806 = 5.003339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.728507 sec): 3 clusters Score: Raw -171.175649 + Penalty 397.658306 = 226.482657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.728970 sec): 2 clusters Score: Raw -119.713740 + Penalty 116.863880 = -2.849861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.729184 sec): 3 clusters Score: Raw -112.803907 + Penalty 230.323773 = 117.519866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.729647 sec): 2 clusters Score: Raw -131.911064 + Penalty 134.197648 = 2.286583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.729844 sec): 2 clusters Score: Raw -131.911064 + Penalty 134.197648 = 2.286583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 111 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.730309 sec): 2 clusters Score: Raw -168.852971 + Penalty 138.112499 = -30.740473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.730524 sec): 3 clusters Score: Raw -159.528890 + Penalty 276.224997 = 116.696108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.730995 sec): 2 clusters Score: Raw -287.875796 + Penalty 254.439114 = -33.436682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.731214 sec): 3 clusters Score: Raw -272.607314 + Penalty 488.836953 = 216.229639 nChanged 1 SP:Iteration 1F (18.731429 sec): 3 clusters Score: Raw -276.989308 + Penalty 488.836953 = 211.847645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 113 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.731898 sec): 2 clusters Score: Raw -240.550411 + Penalty 171.424650 = -69.125761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.732116 sec): 3 clusters Score: Raw -233.989100 + Penalty 358.689009 = 124.699909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 114 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.732589 sec): 2 clusters Score: Raw -299.720069 + Penalty 199.063473 = -100.656595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.732811 sec): 3 clusters Score: Raw -295.393081 + Penalty 393.460623 = 98.067542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 115 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.733288 sec): 2 clusters Score: Raw -326.171277 + Penalty 217.692441 = -108.478836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.733510 sec): 3 clusters Score: Raw -328.149838 + Penalty 424.734980 = 96.585143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 116 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.733984 sec): 2 clusters Score: Raw -305.027991 + Penalty 164.352373 = -140.675619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.734206 sec): 3 clusters Score: Raw -309.370382 + Penalty 328.704745 = 19.334363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 117 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.734688 sec): 2 clusters Score: Raw -203.581965 + Penalty 132.471751 = -71.110214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.734907 sec): 3 clusters Score: Raw -208.714928 + Penalty 284.151997 = 75.437070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 119 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.735435 sec): 2 clusters Score: Raw -1022.634051 + Penalty 179.785112 = -842.848939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.735697 sec): 3 clusters Score: Raw -1023.104575 + Penalty 352.449240 = -670.655335 nChanged 2 SP:Iteration 1F (18.735953 sec): 3 clusters Score: Raw -1024.553545 + Penalty 341.464165 = -683.089380 nChanged 2 SP:Iteration 2F (18.736208 sec): 3 clusters Score: Raw -1027.246046 + Penalty 341.464165 = -685.781881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 120 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.736679 sec): 2 clusters Score: Raw -275.882285 + Penalty 242.467800 = -33.414485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.736881 sec): 2 clusters Score: Raw -275.882285 + Penalty 242.467800 = -33.414485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 121 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.737349 sec): 2 clusters Score: Raw -208.765437 + Penalty 181.963329 = -26.802108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.737567 sec): 3 clusters Score: Raw -200.455971 + Penalty 373.579159 = 173.123189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.738033 sec): 2 clusters Score: Raw -171.589343 + Penalty 154.670627 = -16.918717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.738244 sec): 3 clusters Score: Raw -162.255260 + Penalty 315.300396 = 153.045137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.738719 sec): 2 clusters Score: Raw -306.708238 + Penalty 145.277408 = -161.430829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.738942 sec): 3 clusters Score: Raw -303.469612 + Penalty 299.393639 = -4.075972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.739395 sec): 2 clusters Score: Raw -37.124471 + Penalty 0.000000 = -37.124471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.739587 sec): 2 clusters Score: Raw -37.124471 + Penalty 0.000000 = -37.124471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.740050 sec): 2 clusters Score: Raw -157.187046 + Penalty 123.933020 = -33.254026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.740265 sec): 3 clusters Score: Raw -150.834877 + Penalty 247.866040 = 97.031163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.740725 sec): 2 clusters Score: Raw -85.220979 + Penalty 92.764136 = 7.543157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.740920 sec): 2 clusters Score: Raw -85.220979 + Penalty 92.764136 = 7.543157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 127 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.741406 sec): 2 clusters Score: Raw -432.331480 + Penalty 236.514201 = -195.817279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.741650 sec): 3 clusters Score: Raw -457.836021 + Penalty 466.948256 = 9.112235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.742141 sec): 2 clusters Score: Raw -435.630004 + Penalty 160.879791 = -274.750213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.742375 sec): 3 clusters Score: Raw -447.091389 + Penalty 323.900797 = -123.190592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 131 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.742846 sec): 2 clusters Score: Raw -231.050380 + Penalty 208.311154 = -22.739225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.743063 sec): 3 clusters Score: Raw -220.609945 + Penalty 414.334394 = 193.724449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.743527 sec): 2 clusters Score: Raw -109.249062 + Penalty 70.030088 = -39.218974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.743732 sec): 3 clusters Score: Raw -104.934705 + Penalty 127.614664 = 22.679959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 133 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.744228 sec): 2 clusters Score: Raw -658.671074 + Penalty 348.981234 = -309.689840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.744465 sec): 3 clusters Score: Raw -695.456737 + Penalty 693.081497 = -2.375240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.744925 sec): 2 clusters Score: Raw -69.685920 + Penalty 46.994570 = -22.691349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.745121 sec): 2 clusters Score: Raw -69.685920 + Penalty 46.994570 = -22.691349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 135 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.745592 sec): 2 clusters Score: Raw -257.331436 + Penalty 162.357992 = -94.973444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.745811 sec): 3 clusters Score: Raw -246.798971 + Penalty 321.724165 = 74.925193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.746277 sec): 2 clusters Score: Raw -179.039876 + Penalty 110.493607 = -68.546269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.746494 sec): 3 clusters Score: Raw -179.410550 + Penalty 226.013534 = 46.602984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 137 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.746968 sec): 2 clusters Score: Raw -319.352047 + Penalty 243.563355 = -75.788693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.747191 sec): 3 clusters Score: Raw -330.355910 + Penalty 487.126709 = 156.770799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.747656 sec): 2 clusters Score: Raw -156.594402 + Penalty 122.039333 = -34.555069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.747871 sec): 3 clusters Score: Raw -151.121306 + Penalty 244.078666 = 92.957360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.748341 sec): 2 clusters Score: Raw -219.409560 + Penalty 198.670403 = -20.739157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.748573 sec): 3 clusters Score: Raw -209.093310 + Penalty 388.073223 = 178.979913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.749038 sec): 2 clusters Score: Raw -164.185029 + Penalty 122.030402 = -42.154627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.749248 sec): 3 clusters Score: Raw -154.954769 + Penalty 244.470044 = 89.515275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.749703 sec): 2 clusters Score: Raw -35.981317 + Penalty 0.000000 = -35.981317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.749896 sec): 2 clusters Score: Raw -35.981317 + Penalty 0.000000 = -35.981317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.750365 sec): 2 clusters Score: Raw -264.979593 + Penalty 222.719866 = -42.259727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.750584 sec): 3 clusters Score: Raw -260.044337 + Penalty 456.033255 = 195.988918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 145 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.751035 sec): 2 clusters Score: Raw -36.740925 + Penalty 0.000000 = -36.740925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.751224 sec): 2 clusters Score: Raw -36.740925 + Penalty 0.000000 = -36.740925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.751696 sec): 2 clusters Score: Raw -266.511082 + Penalty 228.210395 = -38.300687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.751915 sec): 3 clusters Score: Raw -259.189310 + Penalty 456.420789 = 197.231479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.752378 sec): 2 clusters Score: Raw -151.206756 + Penalty 129.346932 = -21.859823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.752593 sec): 3 clusters Score: Raw -149.555235 + Penalty 258.693865 = 109.138630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.753060 sec): 2 clusters Score: Raw -164.984359 + Penalty 146.695463 = -18.288896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.753273 sec): 3 clusters Score: Raw -158.638905 + Penalty 280.904795 = 122.265890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 150 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.753737 sec): 2 clusters Score: Raw -174.384285 + Penalty 170.739303 = -3.644982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.753952 sec): 3 clusters Score: Raw -165.980564 + Penalty 341.478606 = 175.498042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.754422 sec): 2 clusters Score: Raw -238.252915 + Penalty 142.899498 = -95.353417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.754641 sec): 3 clusters Score: Raw -233.516622 + Penalty 283.023627 = 49.507005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.755108 sec): 2 clusters Score: Raw -200.181293 + Penalty 151.248826 = -48.932468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.755338 sec): 3 clusters Score: Raw -196.909235 + Penalty 306.995999 = 110.086763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 153 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.755845 sec): 2 clusters Score: Raw -767.027342 + Penalty 405.456433 = -361.570909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.756095 sec): 3 clusters Score: Raw -824.422574 + Penalty 810.912866 = -13.509708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 154 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.756573 sec): 2 clusters Score: Raw -319.026094 + Penalty 246.003620 = -73.022474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.756797 sec): 3 clusters Score: Raw -332.350198 + Penalty 492.007239 = 159.657042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 156 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.757274 sec): 2 clusters Score: Raw -358.451456 + Penalty 285.169204 = -73.282252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.757500 sec): 3 clusters Score: Raw -357.569486 + Penalty 566.915641 = 209.346156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 157 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.757970 sec): 2 clusters Score: Raw -280.600363 + Penalty 235.335056 = -45.265307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.758189 sec): 3 clusters Score: Raw -270.397387 + Penalty 470.514908 = 200.117520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.758648 sec): 2 clusters Score: Raw -85.972322 + Penalty 92.817804 = 6.845482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.758858 sec): 3 clusters Score: Raw -75.696035 + Penalty 185.635607 = 109.939573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.759315 sec): 2 clusters Score: Raw -86.737820 + Penalty 92.253264 = 5.515444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.759523 sec): 3 clusters Score: Raw -75.957146 + Penalty 184.506528 = 108.549382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 162 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.759993 sec): 2 clusters Score: Raw -285.183909 + Penalty 238.166826 = -47.017083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.760211 sec): 3 clusters Score: Raw -272.568182 + Penalty 440.888010 = 168.319828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 163 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.760682 sec): 2 clusters Score: Raw -278.768948 + Penalty 245.713332 = -33.055616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.760900 sec): 3 clusters Score: Raw -267.242519 + Penalty 493.607832 = 226.365314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.761365 sec): 2 clusters Score: Raw -219.688134 + Penalty 46.734715 = -172.953419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.761573 sec): 3 clusters Score: Raw -216.683627 + Penalty 92.484234 = -124.199393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.762033 sec): 2 clusters Score: Raw -74.953823 + Penalty 66.372775 = -8.581048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.762252 sec): 3 clusters Score: Raw -68.608865 + Penalty 132.745550 = 64.136685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.762709 sec): 2 clusters Score: Raw -35.911281 + Penalty 0.000000 = -35.911281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.762901 sec): 2 clusters Score: Raw -35.911281 + Penalty 0.000000 = -35.911281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 167 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.763365 sec): 2 clusters Score: Raw -182.732544 + Penalty 178.897155 = -3.835389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.763581 sec): 3 clusters Score: Raw -168.076526 + Penalty 357.794309 = 189.717784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.764042 sec): 2 clusters Score: Raw -76.752563 + Penalty 66.998428 = -9.754136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.764251 sec): 3 clusters Score: Raw -69.296472 + Penalty 133.996855 = 64.700383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 171 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.764725 sec): 2 clusters Score: Raw -291.167229 + Penalty 195.997764 = -95.169465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.764950 sec): 3 clusters Score: Raw -303.579979 + Penalty 393.870459 = 90.290480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.765413 sec): 2 clusters Score: Raw -169.396371 + Penalty 161.372629 = -8.023743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.765629 sec): 3 clusters Score: Raw -161.235689 + Penalty 322.745257 = 161.509568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 173 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.766088 sec): 2 clusters Score: Raw -78.965690 + Penalty 75.297876 = -3.667814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.766297 sec): 3 clusters Score: Raw -71.691512 + Penalty 150.595753 = 78.904241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 180 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.766761 sec): 2 clusters Score: Raw -185.242794 + Penalty 191.682912 = 6.440119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.766976 sec): 3 clusters Score: Raw -171.925380 + Penalty 383.365825 = 211.440445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.767427 sec): 2 clusters Score: Raw -33.050695 + Penalty 0.000000 = -33.050695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.767617 sec): 2 clusters Score: Raw -33.050695 + Penalty 0.000000 = -33.050695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 182 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.768080 sec): 2 clusters Score: Raw -178.629269 + Penalty 152.938036 = -25.691234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.768293 sec): 3 clusters Score: Raw -166.506406 + Penalty 305.876071 = 139.369666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.768753 sec): 2 clusters Score: Raw -83.960905 + Penalty 75.618304 = -8.342602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.768963 sec): 2 clusters Score: Raw -83.960905 + Penalty 75.618304 = -8.342602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.769433 sec): 2 clusters Score: Raw -244.050543 + Penalty 171.399020 = -72.651523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.769649 sec): 3 clusters Score: Raw -239.393768 + Penalty 331.541284 = 92.147516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 185 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.770121 sec): 2 clusters Score: Raw -236.697736 + Penalty 117.408435 = -119.289301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.770341 sec): 3 clusters Score: Raw -240.265595 + Penalty 229.083146 = -11.182449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 186 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.770812 sec): 2 clusters Score: Raw -268.473669 + Penalty 147.394822 = -121.078847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.771032 sec): 3 clusters Score: Raw -269.228663 + Penalty 300.782673 = 31.554010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 189 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.771492 sec): 2 clusters Score: Raw -81.145110 + Penalty 76.978652 = -4.166458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.771686 sec): 2 clusters Score: Raw -81.145110 + Penalty 76.978652 = -4.166458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.772144 sec): 2 clusters Score: Raw -77.988385 + Penalty 79.757563 = 1.769178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.772353 sec): 3 clusters Score: Raw -70.525880 + Penalty 159.515125 = 88.989245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 193 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.772830 sec): 2 clusters Score: Raw -298.333208 + Penalty 155.290330 = -143.042878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.773050 sec): 3 clusters Score: Raw -297.437892 + Penalty 305.692196 = 8.254304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.773503 sec): 2 clusters Score: Raw -36.675578 + Penalty 0.000000 = -36.675578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.773693 sec): 2 clusters Score: Raw -36.675578 + Penalty 0.000000 = -36.675578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.774145 sec): 2 clusters Score: Raw -37.735095 + Penalty 0.000000 = -37.735095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.774336 sec): 2 clusters Score: Raw -37.735095 + Penalty 0.000000 = -37.735095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.774795 sec): 2 clusters Score: Raw -82.090489 + Penalty 82.971948 = 0.881459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.774989 sec): 2 clusters Score: Raw -82.090489 + Penalty 82.971948 = 0.881459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.775440 sec): 2 clusters Score: Raw -36.598102 + Penalty 0.000000 = -36.598102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.775661 sec): 2 clusters Score: Raw -36.598102 + Penalty 0.000000 = -36.598102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.776152 sec): 2 clusters Score: Raw -35.824550 + Penalty 0.000000 = -35.824550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.776364 sec): 2 clusters Score: Raw -35.824550 + Penalty 0.000000 = -35.824550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 203 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.776829 sec): 2 clusters Score: Raw -127.150818 + Penalty 126.605383 = -0.545435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.777041 sec): 3 clusters Score: Raw -117.271960 + Penalty 263.163273 = 145.891313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.777495 sec): 2 clusters Score: Raw -37.718407 + Penalty 0.000000 = -37.718407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.777686 sec): 2 clusters Score: Raw -37.718407 + Penalty 0.000000 = -37.718407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.778139 sec): 2 clusters Score: Raw -38.324931 + Penalty 0.000000 = -38.324931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.778330 sec): 2 clusters Score: Raw -38.324931 + Penalty 0.000000 = -38.324931 nChanged 0 Deleting Class 104 (13 points): Lose 181.913953 but Gain 1575.951181 Iteration 20F (20.938840 sec): 178 clusters Score: Raw -777569.400090 + Penalty 167169.850212 = -610399.549878 nChanged 353 Deleting Class 78 (10 points): Lose 119.561997 but Gain 1496.847527 Iteration 21Q (21.118380 sec): 177 clusters Score: Raw -777660.838770 + Penalty 166013.062782 = -611647.775988 nChanged 189 Deleting Class 112 (6 points): Lose 73.937108 but Gain 1444.843397 Iteration 22Q (21.280961 sec): 176 clusters Score: Raw -777743.473819 + Penalty 164582.173440 = -613161.300379 nChanged 124 Deleting Class 81 (10 points): Lose 120.436579 but Gain 1488.689674 Iteration 23Q (21.438223 sec): 175 clusters Score: Raw -777677.060637 + Penalty 163137.518347 = -614539.542290 nChanged 126 Deleting Class 180 (4 points): Lose 46.939806 but Gain 1406.839502 Iteration 24Q (21.594114 sec): 174 clusters Score: Raw -777693.587772 + Penalty 161948.126503 = -615745.461269 nChanged 108 Deleting Class 126 (2 points): Lose 6.345894 but Gain 1361.668073 Iteration 25Q (21.748325 sec): 173 clusters Score: Raw -777750.831210 + Penalty 160613.320833 = -617137.510377 nChanged 100 Deleting Class 108 (4 points): Lose 52.691697 but Gain 1395.528690 Iteration 26Q (21.900965 sec): 172 clusters Score: Raw -777743.347226 + Penalty 159241.125156 = -618502.222070 nChanged 103 Deleting Class 161 (2 points): Lose 13.403584 but Gain 1354.169075 Iteration 27Q (22.054854 sec): 171 clusters Score: Raw -777804.739981 + Penalty 157949.174037 = -619855.565943 nChanged 116 Deleting Class 97 (13 points): Lose 153.100932 but Gain 1492.153316 Iteration 28Q (22.207690 sec): 170 clusters Score: Raw -777715.015233 + Penalty 156622.282229 = -621092.733003 nChanged 144 Deleting Class 160 (2 points): Lose 26.434034 but Gain 1362.455850 Iteration 29Q (22.363693 sec): 169 clusters Score: Raw -777794.212062 + Penalty 155373.691681 = -622420.520381 nChanged 143 Deleting Class 62 (12 points): Lose 148.524654 but Gain 1489.265028 Iteration 30F (24.399330 sec): 168 clusters Score: Raw -777734.743939 + Penalty 154030.623947 = -623704.119992 nChanged 134 Deleting Class 163 (9 points): Lose 141.221097 but Gain 1480.803974 Iteration 31Q (24.553536 sec): 167 clusters Score: Raw -777715.538650 + Penalty 152591.845001 = -625123.693648 nChanged 139 Deleting Class 205 (1 points): Lose 4.943758 but Gain 1330.893673 Iteration 32Q (24.707697 sec): 166 clusters Score: Raw -777857.183817 + Penalty 151290.809356 = -626566.374461 nChanged 132 Deleting Class 42 (22 points): Lose 237.275829 but Gain 1557.950523 Iteration 33Q (24.860640 sec): 165 clusters Score: Raw -777665.506346 + Penalty 149821.767431 = -627843.738915 nChanged 137 Deleting Class 162 (6 points): Lose 49.925104 but Gain 1352.440515 Iteration 34Q (25.013548 sec): 164 clusters Score: Raw -777734.462189 + Penalty 148512.464858 = -629221.997331 nChanged 107 Deleting Class 156 (8 points): Lose 94.782644 but Gain 1395.315822 Iteration 35Q (25.162789 sec): 163 clusters Score: Raw -777689.763446 + Penalty 147282.232094 = -630407.531351 nChanged 81 Deleting Class 77 (20 points): Lose 254.908959 but Gain 1554.471214 Iteration 36Q (25.310144 sec): 162 clusters Score: Raw -777509.085477 + Penalty 145848.379603 = -631660.705874 nChanged 95 Deleting Class 131 (6 points): Lose 72.221395 but Gain 1372.450058 Iteration 37Q (25.461179 sec): 161 clusters Score: Raw -777593.812820 + Penalty 144483.256998 = -633110.555822 nChanged 79 Deleting Class 120 (6 points): Lose 88.117750 but Gain 1376.863780 Iteration 38Q (25.610906 sec): 160 clusters Score: Raw -777550.720124 + Penalty 143118.802087 = -634431.918037 nChanged 66 Deleting Class 157 (6 points): Lose 54.875895 but Gain 1336.360184 Iteration 39Q (25.760683 sec): 159 clusters Score: Raw -777536.868600 + Penalty 141813.442000 = -635723.426601 nChanged 51 Deleting Class 100 (3 points): Lose 34.669396 but Gain 1315.579925 Iteration 40F (27.670486 sec): 158 clusters Score: Raw -777529.762618 + Penalty 140532.211999 = -636997.550618 nChanged 38 Deleting Class 73 (7 points): Lose 83.940413 but Gain 1355.786470 Iteration 41Q (27.815925 sec): 157 clusters Score: Raw -777468.970865 + Penalty 139271.953295 = -638197.017570 nChanged 34 Deleting Class 167 (12 points): Lose 218.970889 but Gain 1489.843744 Iteration 42Q (27.960578 sec): 156 clusters Score: Raw -777288.781003 + Penalty 137788.177376 = -639500.603627 nChanged 36 Deleting Class 153 (20 points): Lose 171.559006 but Gain 1441.322989 Iteration 43Q (28.106242 sec): 155 clusters Score: Raw -777137.637444 + Penalty 136491.782372 = -640645.855072 nChanged 44 Deleting Class 196 (1 points): Lose 15.028912 but Gain 1284.580568 Iteration 44Q (28.252624 sec): 154 clusters Score: Raw -777222.059833 + Penalty 135213.230604 = -642008.829229 nChanged 23 Deleting Class 33 (8 points): Lose 49.885819 but Gain 1297.389221 Iteration 45Q (28.396116 sec): 153 clusters Score: Raw -777182.075700 + Penalty 133962.076659 = -643219.999041 nChanged 31 Deleting Class 92 (5 points): Lose 56.736319 but Gain 1298.316889 Iteration 46Q (28.539889 sec): 152 clusters Score: Raw -777145.082444 + Penalty 132828.661377 = -644316.421066 nChanged 21 Deleting Class 58 (49 points): Lose 314.072997 but Gain 1547.438458 Iteration 47Q (28.681914 sec): 151 clusters Score: Raw -776863.335827 + Penalty 131618.856433 = -645244.479395 nChanged 63 Deleting Class 72 (33 points): Lose 280.412519 but Gain 1499.077171 Iteration 48Q (28.826214 sec): 150 clusters Score: Raw -776755.061795 + Penalty 130203.651410 = -646551.410385 nChanged 53 Deleting Class 146 (6 points): Lose 77.952207 but Gain 1295.902491 Iteration 49Q (28.980910 sec): 149 clusters Score: Raw -776808.693822 + Penalty 128944.922268 = -647863.771553 nChanged 24 Deleting Class 202 (2 points): Lose 30.841151 but Gain 1237.990174 Iteration 50F (30.750880 sec): 148 clusters Score: Raw -776817.246690 + Penalty 127749.882235 = -649067.364456 nChanged 16 Deleting Class 150 (4 points): Lose 46.416090 but Gain 1253.125765 Iteration 51Q (30.885195 sec): 147 clusters Score: Raw -776794.937312 + Penalty 126550.077447 = -650244.859865 nChanged 19 Deleting Class 140 (5 points): Lose 53.007332 but Gain 1255.959276 Iteration 52Q (31.019858 sec): 146 clusters Score: Raw -776760.013801 + Penalty 125374.331992 = -651385.681809 nChanged 18 Deleting Class 110 (3 points): Lose 40.460483 but Gain 1242.845266 Iteration 53Q (31.154309 sec): 145 clusters Score: Raw -776745.738783 + Penalty 124218.575179 = -652527.163604 nChanged 13 Deleting Class 66 (9 points): Lose 87.285990 but Gain 1287.531365 Iteration 54Q (31.287960 sec): 144 clusters Score: Raw -776683.370485 + Penalty 123010.722608 = -653672.647878 nChanged 20 Deleting Class 143 (6 points): Lose 68.612084 but Gain 1264.724291 Iteration 55Q (31.422063 sec): 143 clusters Score: Raw -776642.087673 + Penalty 121845.906170 = -654796.181503 nChanged 13 Deleting Class 71 (18 points): Lose 67.241245 but Gain 1260.621418 Iteration 56Q (31.555163 sec): 142 clusters Score: Raw -776599.798022 + Penalty 120652.203463 = -655947.594559 nChanged 24 Deleting Class 199 (2 points): Lose 37.239570 but Gain 1217.930305 Iteration 57Q (31.689021 sec): 141 clusters Score: Raw -776602.764103 + Penalty 119446.423720 = -657156.340384 nChanged 9 Deleting Class 133 (26 points): Lose 185.542460 but Gain 1364.855326 Iteration 58Q (31.820007 sec): 140 clusters Score: Raw -776427.711212 + Penalty 118116.409065 = -658311.302146 nChanged 37 Deleting Class 109 (4 points): Lose 39.699070 but Gain 1199.715268 Iteration 59Q (31.953253 sec): 139 clusters Score: Raw -776444.488610 + Penalty 117044.060812 = -659400.427798 nChanged 16 Deleting Class 204 (1 points): Lose 3.787370 but Gain 1153.758723 Iteration 60F (33.617738 sec): 138 clusters Score: Raw -776480.751985 + Penalty 115930.496593 = -660550.255392 nChanged 13 Deleting Class 190 (2 points): Lose 22.392529 but Gain 1170.746919 Iteration 61Q (33.748681 sec): 137 clusters Score: Raw -776483.711323 + Penalty 114763.139526 = -661720.571797 nChanged 5 Deleting Class 203 (3 points): Lose 29.957069 but Gain 1172.530994 Iteration 62Q (33.879026 sec): 136 clusters Score: Raw -776459.104969 + Penalty 113608.680794 = -662850.424175 nChanged 4 Deleting Class 74 (18 points): Lose 102.891622 but Gain 1241.992365 Iteration 63Q (34.009503 sec): 135 clusters Score: Raw -776371.037689 + Penalty 112432.626681 = -663938.411008 nChanged 20 Deleting Class 172 (4 points): Lose 46.982998 but Gain 1184.379899 Iteration 64Q (34.140130 sec): 134 clusters Score: Raw -776361.869163 + Penalty 111241.269312 = -665120.599850 nChanged 5 Deleting Class 121 (7 points): Lose 68.777821 but Gain 1206.075390 Iteration 65Q (34.270073 sec): 133 clusters Score: Raw -776314.502517 + Penalty 110131.647515 = -666182.855002 nChanged 8 Deleting Class 107 (4 points): Lose 33.618171 but Gain 1169.161488 Iteration 66Q (34.399513 sec): 132 clusters Score: Raw -776318.090368 + Penalty 109064.539957 = -667253.550411 nChanged 6 Deleting Class 154 (9 points): Lose 93.927422 but Gain 1220.702789 Iteration 67Q (34.528658 sec): 131 clusters Score: Raw -776246.919514 + Penalty 107989.587933 = -668257.331581 nChanged 11 Deleting Class 124 (1 points): Lose 5.297691 but Gain 1129.313940 Iteration 68Q (34.657781 sec): 130 clusters Score: Raw -776296.244068 + Penalty 106887.908962 = -669408.335107 nChanged 4 Deleting Class 137 (9 points): Lose 79.331231 but Gain 1197.807138 Iteration 69Q (34.785512 sec): 129 clusters Score: Raw -776229.869806 + Penalty 105745.659614 = -670484.210192 nChanged 10 Deleting Class 56 (28 points): Lose 151.418016 but Gain 1266.196412 Iteration 70F (36.331822 sec): 128 clusters Score: Raw -776107.392535 + Penalty 104540.579385 = -671566.813150 nChanged 32 Deleting Class 189 (2 points): Lose 16.155715 but Gain 1129.955783 Iteration 71Q (36.461590 sec): 127 clusters Score: Raw -776161.679850 + Penalty 103483.748540 = -672677.931311 nChanged 13 Deleting Class 61 (9 points): Lose 88.891966 but Gain 1196.324065 Iteration 72Q (36.589634 sec): 126 clusters Score: Raw -776103.614158 + Penalty 102315.283798 = -673788.330359 nChanged 17 Deleting Class 64 (9 points): Lose 82.947037 but Gain 1179.764313 Iteration 73Q (36.717481 sec): 125 clusters Score: Raw -776057.076064 + Penalty 101221.737934 = -674835.338130 nChanged 16 Deleting Class 111 (6 points): Lose 52.233086 but Gain 1146.782338 Iteration 74Q (36.844494 sec): 124 clusters Score: Raw -776061.529230 + Penalty 100085.865221 = -675975.664009 nChanged 13 Deleting Class 183 (2 points): Lose 15.656216 but Gain 1109.987484 Iteration 75Q (36.970978 sec): 123 clusters Score: Raw -776057.690991 + Penalty 99002.647239 = -677055.043752 nChanged 6 Deleting Class 122 (4 points): Lose 40.917920 but Gain 1135.191157 Iteration 76Q (37.096643 sec): 122 clusters Score: Raw -776031.865705 + Penalty 97882.945985 = -678148.919720 nChanged 6 Deleting Class 47 (36 points): Lose 173.898445 but Gain 1262.939809 Iteration 77Q (37.222302 sec): 121 clusters Score: Raw -775871.293941 + Penalty 96780.357932 = -679090.936009 nChanged 38 Deleting Class 125 (7 points): Lose 61.394121 but Gain 1150.894725 Iteration 78Q (37.350475 sec): 120 clusters Score: Raw -775902.771424 + Penalty 95644.073981 = -680258.697443 nChanged 18 Deleting Class 182 (4 points): Lose 37.726077 but Gain 1122.474961 Iteration 79Q (37.474890 sec): 119 clusters Score: Raw -775887.757129 + Penalty 94592.119427 = -681295.637702 nChanged 7 Deleting Class 86 (3 points): Lose 44.424188 but Gain 1117.506085 Iteration 80F (38.914208 sec): 118 clusters Score: Raw -775860.546837 + Penalty 93482.799837 = -682377.747000 nChanged 5 Deleting Class 83 (18 points): Lose 160.923295 but Gain 1229.449339 Iteration 81Q (39.038365 sec): 117 clusters Score: Raw -775712.646147 + Penalty 92359.165728 = -683353.480419 nChanged 20 Deleting Class 200 (1 points): Lose 2.895635 but Gain 1070.415811 Iteration 82Q (39.162893 sec): 116 clusters Score: Raw -775770.230407 + Penalty 91342.966620 = -684427.263788 nChanged 11 Deleting Class 173 (3 points): Lose 42.000627 but Gain 1108.831779 Iteration 83Q (39.286701 sec): 115 clusters Score: Raw -775758.062227 + Penalty 90320.757739 = -685437.304488 nChanged 10 Deleting Class 51 (2 points): Lose 7.595214 but Gain 1069.927895 Iteration 84Q (39.410519 sec): 114 clusters Score: Raw -775774.992804 + Penalty 89251.377757 = -686523.615046 nChanged 2 Deleting Class 93 (18 points): Lose 125.508245 but Gain 1178.732560 Iteration 85Q (39.534816 sec): 113 clusters Score: Raw -775652.576615 + Penalty 88242.756105 = -687409.820509 nChanged 19 Deleting Class 34 (27 points): Lose 213.920375 but Gain 1266.842013 Iteration 86Q (39.658702 sec): 112 clusters Score: Raw -775493.964138 + Penalty 87062.809256 = -688431.154882 nChanged 27 Deleting Class 102 (6 points): Lose 37.487801 but Gain 1110.207025 Iteration 87Q (39.780321 sec): 111 clusters Score: Raw -775534.276671 + Penalty 85959.860616 = -689574.416055 nChanged 14 Deleting Class 166 (1 points): Lose 14.531395 but Gain 1066.357492 Iteration 88Q (39.901595 sec): 110 clusters Score: Raw -775535.110536 + Penalty 84900.927608 = -690634.182928 nChanged 4 Deleting Class 18 (4 points): Lose 23.965549 but Gain 1070.760205 Iteration 89Q (40.023026 sec): 109 clusters Score: Raw -775516.786561 + Penalty 83840.309184 = -691676.477377 nChanged 7 Deleting Class 142 (2 points): Lose 23.207571 but Gain 1067.893194 Iteration 90F (41.329136 sec): 108 clusters Score: Raw -775505.496673 + Penalty 82811.852981 = -692693.643692 nChanged 4 Deleting Class 80 (7 points): Lose 58.032977 but Gain 1099.641021 Iteration 91Q (41.454851 sec): 107 clusters Score: Raw -775455.997199 + Penalty 81752.418192 = -693703.579006 nChanged 10 Deleting Class 194 (1 points): Lose 2.820056 but Gain 1036.804030 Iteration 92Q (41.578757 sec): 106 clusters Score: Raw -775466.882424 + Penalty 80715.692439 = -694751.189985 nChanged 3 Deleting Class 149 (4 points): Lose 42.679546 but Gain 1076.658164 Iteration 93Q (41.702747 sec): 105 clusters Score: Raw -775427.116817 + Penalty 79657.956070 = -695769.160748 nChanged 7 Deleting Class 84 (42 points): Lose 224.015616 but Gain 1253.735715 Iteration 94Q (41.825066 sec): 104 clusters Score: Raw -775213.472110 + Penalty 78551.914249 = -696661.557861 nChanged 47 Deleting Class 28 (11 points): Lose 65.914144 but Gain 1082.798504 Iteration 95Q (41.949777 sec): 103 clusters Score: Raw -775266.693709 + Penalty 77518.415257 = -697748.278451 nChanged 23 Deleting Class 95 (20 points): Lose 126.822489 but Gain 1143.610110 Iteration 96Q (42.074766 sec): 102 clusters Score: Raw -775171.615367 + Penalty 76421.256692 = -698750.358675 nChanged 31 Deleting Class 49 (15 points): Lose 124.880238 but Gain 1128.139601 Iteration 97Q (42.197278 sec): 101 clusters Score: Raw -775093.896784 + Penalty 75365.053594 = -699728.843190 nChanged 24 Deleting Class 114 (7 points): Lose 42.425993 but Gain 1040.843432 Iteration 98Q (42.319352 sec): 100 clusters Score: Raw -775116.879783 + Penalty 74330.046201 = -700786.833582 nChanged 12 Deleting Class 115 (8 points): Lose 68.224108 but Gain 1065.156066 Iteration 99Q (42.441326 sec): 99 clusters Score: Raw -775066.973904 + Penalty 73271.665713 = -701795.308191 nChanged 10 Deleting Class 171 (8 points): Lose 55.223421 but Gain 1049.406961 Iteration 100F (43.625337 sec): 98 clusters Score: Raw -775026.057003 + Penalty 72235.520827 = -702790.536175 nChanged 11 Deleting Class 37 (5 points): Lose 29.712023 but Gain 1012.908419 Iteration 101Q (43.742051 sec): 97 clusters Score: Raw -775009.759522 + Penalty 71226.346820 = -703783.412701 nChanged 6 Deleting Class 91 (25 points): Lose 156.242543 but Gain 1132.426641 Iteration 102Q (43.858010 sec): 96 clusters Score: Raw -774861.707851 + Penalty 70143.311496 = -704718.396355 nChanged 27 Deleting Class 101 (2 points): Lose 11.153905 but Gain 987.247293 Iteration 103Q (43.974673 sec): 95 clusters Score: Raw -774907.223263 + Penalty 69162.177488 = -705745.045775 nChanged 8 Deleting Class 170 (2 points): Lose 7.727972 but Gain 983.457873 Iteration 104Q (44.090405 sec): 94 clusters Score: Raw -774921.953572 + Penalty 68190.888028 = -706731.065544 nChanged 9 Deleting Class 165 (2 points): Lose 12.493375 but Gain 974.274026 Iteration 105Q (44.204830 sec): 93 clusters Score: Raw -774923.544187 + Penalty 67222.693093 = -707700.851094 nChanged 12 Deleting Class 145 (1 points): Lose 1.326466 but Gain 962.729846 Iteration 106Q (44.320910 sec): 92 clusters Score: Raw -774928.460622 + Penalty 66264.298978 = -708664.161645 nChanged 7 Deleting Class 127 (11 points): Lose 37.528700 but Gain 996.054899 Iteration 107Q (44.437274 sec): 91 clusters Score: Raw -774896.272271 + Penalty 65283.075569 = -709613.196703 nChanged 16 Deleting Class 54 (6 points): Lose 37.001424 but Gain 989.546883 Iteration 108Q (44.551878 sec): 90 clusters Score: Raw -774879.972722 + Penalty 64349.735634 = -710530.237089 nChanged 12 Deleting Class 113 (6 points): Lose 29.128007 but Gain 973.442209 Iteration 109Q (44.664657 sec): 89 clusters Score: Raw -774867.527319 + Penalty 63405.824167 = -711461.703152 nChanged 10 Deleting Class 39 (10 points): Lose 114.943995 but Gain 1059.339188 Iteration 110F (45.734755 sec): 88 clusters Score: Raw -774765.494527 + Penalty 62446.805795 = -712318.688732 nChanged 14 Deleting Class 79 (11 points): Lose 55.371759 but Gain 1018.542240 Iteration 111Q (45.848293 sec): 87 clusters Score: Raw -774745.018956 + Penalty 61540.498089 = -713204.520868 nChanged 15 Deleting Class 184 (6 points): Lose 40.099079 but Gain 973.296671 Iteration 112Q (45.960335 sec): 86 clusters Score: Raw -774729.401910 + Penalty 60620.044816 = -714109.357094 nChanged 6 Deleting Class 152 (5 points): Lose 31.616287 but Gain 956.168418 Iteration 113Q (46.072894 sec): 85 clusters Score: Raw -774712.339295 + Penalty 59669.938282 = -715042.401013 nChanged 5 Deleting Class 48 (14 points): Lose 74.088134 but Gain 995.818217 Iteration 114Q (46.184877 sec): 84 clusters Score: Raw -774646.459488 + Penalty 58693.332092 = -715953.127396 nChanged 15 Deleting Class 65 (3 points): Lose 25.280157 but Gain 926.993773 Iteration 115Q (46.296668 sec): 83 clusters Score: Raw -774644.982903 + Penalty 57751.330534 = -716893.652369 nChanged 5 Deleting Class 50 (20 points): Lose 94.306476 but Gain 992.849407 Iteration 116Q (46.407489 sec): 82 clusters Score: Raw -774564.772546 + Penalty 56754.874925 = -717809.897621 nChanged 22 Deleting Class 138 (4 points): Lose 13.415271 but Gain 895.696712 Iteration 117Q (46.520030 sec): 81 clusters Score: Raw -774598.192863 + Penalty 55857.477479 = -718740.715384 nChanged 8 Deleting Class 116 (11 points): Lose 46.850613 but Gain 917.435230 Iteration 118Q (46.630292 sec): 80 clusters Score: Raw -774558.717276 + Penalty 54954.291971 = -719604.425306 nChanged 16 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -774558.717276 + Penalty 54954.291971 = -719604.425306Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.682114 sec): 2 clusters Score: Raw -8288.409223 + Penalty 527.592400 = -7760.816823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.682774 sec): 3 clusters Score: Raw -8249.291640 + Penalty 1056.893187 = -7192.398453 nChanged 52 SP:Iteration 1F (46.683405 sec): 3 clusters Score: Raw -8325.077032 + Penalty 1059.557167 = -7265.519865 nChanged 13 SP:Iteration 2F (46.684032 sec): 3 clusters Score: Raw -8347.033933 + Penalty 1061.336578 = -7285.697355 nChanged 11 SP:Iteration 3Q (46.684640 sec): 3 clusters Score: Raw -8359.004146 + Penalty 1063.925838 = -7295.078308 nChanged 7 SP:Iteration 4Q (46.685244 sec): 3 clusters Score: Raw -8368.284228 + Penalty 1069.789936 = -7298.494291 nChanged 6 SP:Iteration 5Q (46.685845 sec): 3 clusters Score: Raw -8386.772578 + Penalty 1071.516036 = -7315.256542 nChanged 4 SP:Iteration 6Q (46.686442 sec): 3 clusters Score: Raw -8395.449571 + Penalty 1074.139860 = -7321.309711 nChanged 3 SP:Iteration 7Q (46.687033 sec): 3 clusters Score: Raw -8403.291574 + Penalty 1074.159098 = -7329.132476 nChanged 2 SP:Iteration 8Q (46.687620 sec): 3 clusters Score: Raw -8406.384821 + Penalty 1076.018975 = -7330.365845 nChanged 1 SP:Iteration 9Q (46.688207 sec): 3 clusters Score: Raw -8410.480678 + Penalty 1077.645514 = -7332.835164 nChanged 1 SP:Iteration 10F (46.688830 sec): 3 clusters Score: Raw -8412.857793 + Penalty 1077.777085 = -7335.080708 nChanged 3 SP:Iteration 11Q (46.689414 sec): 3 clusters Score: Raw -8419.723856 + Penalty 1079.749687 = -7339.974169 nChanged 1 SP:Iteration 12Q (46.689994 sec): 3 clusters Score: Raw -8419.818970 + Penalty 1079.749687 = -7340.069282 nChanged 0 SP:Iteration 13F (46.690618 sec): 3 clusters Score: Raw -8419.818970 + Penalty 1079.749687 = -7340.069282 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.693558 sec): 2 clusters Score: Raw -20861.727726 + Penalty 182.322915 = -20679.404811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.694989 sec): 3 clusters Score: Raw -20463.604050 + Penalty 367.440743 = -20096.163307 nChanged 292 SP:Iteration 1F (46.696337 sec): 3 clusters Score: Raw -20618.481922 + Penalty 366.327219 = -20252.154702 nChanged 76 SP:Iteration 2F (46.697691 sec): 3 clusters Score: Raw -20655.072923 + Penalty 364.312579 = -20290.760343 nChanged 38 SP:Iteration 3F (46.699044 sec): 3 clusters Score: Raw -20675.896374 + Penalty 361.506087 = -20314.390287 nChanged 42 SP:Iteration 4F (46.700387 sec): 3 clusters Score: Raw -20706.987565 + Penalty 359.073735 = -20347.913831 nChanged 39 SP:Iteration 5F (46.701740 sec): 3 clusters Score: Raw -20734.233684 + Penalty 355.293979 = -20378.939706 nChanged 34 SP:Iteration 6F (46.703089 sec): 3 clusters Score: Raw -20753.750883 + Penalty 353.293934 = -20400.456949 nChanged 29 SP:Iteration 7Q (46.704421 sec): 3 clusters Score: Raw -20770.168802 + Penalty 352.825997 = -20417.342804 nChanged 22 SP:Iteration 8Q (46.705761 sec): 3 clusters Score: Raw -20790.190252 + Penalty 351.016768 = -20439.173484 nChanged 15 SP:Iteration 9Q (46.707121 sec): 3 clusters Score: Raw -20805.476270 + Penalty 347.718521 = -20457.757748 nChanged 21 SP:Iteration 10F (46.708551 sec): 3 clusters Score: Raw -20816.627334 + Penalty 344.330748 = -20472.296586 nChanged 13 SP:Iteration 11Q (46.709882 sec): 3 clusters Score: Raw -20824.549445 + Penalty 339.644654 = -20484.904792 nChanged 7 SP:Iteration 12Q (46.711203 sec): 3 clusters Score: Raw -20832.383823 + Penalty 335.850361 = -20496.533462 nChanged 6 SP:Iteration 13Q (46.712626 sec): 3 clusters Score: Raw -20837.126849 + Penalty 335.146818 = -20501.980031 nChanged 4 SP:Iteration 14Q (46.714002 sec): 3 clusters Score: Raw -20838.146669 + Penalty 333.835127 = -20504.311542 nChanged 6 SP:Iteration 15Q (46.715368 sec): 3 clusters Score: Raw -20839.586687 + Penalty 332.410983 = -20507.175704 nChanged 7 SP:Iteration 16Q (46.716671 sec): 3 clusters Score: Raw -20841.213339 + Penalty 332.610651 = -20508.602688 nChanged 3 SP:Iteration 17Q (46.717944 sec): 3 clusters Score: Raw -20841.619953 + Penalty 332.518640 = -20509.101313 nChanged 5 SP:Iteration 18Q (46.719249 sec): 3 clusters Score: Raw -20842.968563 + Penalty 332.505693 = -20510.462870 nChanged 9 SP:Iteration 19Q (46.720538 sec): 3 clusters Score: Raw -20847.243216 + Penalty 331.878297 = -20515.364919 nChanged 12 SP:Iteration 20F (46.721884 sec): 3 clusters Score: Raw -20853.502228 + Penalty 328.590408 = -20524.911820 nChanged 12 SP:Iteration 21Q (46.723160 sec): 3 clusters Score: Raw -20857.984428 + Penalty 325.604211 = -20532.380217 nChanged 6 SP:Iteration 22Q (46.724429 sec): 3 clusters Score: Raw -20860.770959 + Penalty 321.438363 = -20539.332596 nChanged 10 SP:Iteration 23Q (46.725746 sec): 3 clusters Score: Raw -20864.274879 + Penalty 321.436244 = -20542.838636 nChanged 7 SP:Iteration 24Q (46.726995 sec): 3 clusters Score: Raw -20866.511326 + Penalty 319.470130 = -20547.041196 nChanged 7 SP:Iteration 25Q (46.728245 sec): 3 clusters Score: Raw -20869.026134 + Penalty 314.122900 = -20554.903234 nChanged 5 SP:Iteration 26Q (46.729505 sec): 3 clusters Score: Raw -20870.318508 + Penalty 312.423101 = -20557.895407 nChanged 1 SP:Iteration 27Q (46.730737 sec): 3 clusters Score: Raw -20870.586384 + Penalty 311.600603 = -20558.985782 nChanged 2 SP:Iteration 28Q (46.731970 sec): 3 clusters Score: Raw -20871.341184 + Penalty 311.283803 = -20560.057382 nChanged 1 SP:Iteration 29Q (46.733209 sec): 3 clusters Score: Raw -20872.102243 + Penalty 310.581965 = -20561.520278 nChanged 1 SP:Iteration 30F (46.734556 sec): 3 clusters Score: Raw -20872.502600 + Penalty 308.442398 = -20564.060202 nChanged 2 SP:Iteration 31Q (46.735783 sec): 3 clusters Score: Raw -20873.239242 + Penalty 308.442398 = -20564.796844 nChanged 0 SP:Iteration 32F (46.737130 sec): 3 clusters Score: Raw -20873.239242 + Penalty 308.442398 = -20564.796844 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 3 (4532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.757110 sec): 2 clusters Score: Raw -134753.800386 + Penalty 170.628624 = -134583.171762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.765569 sec): 3 clusters Score: Raw -131762.946981 + Penalty 349.522417 = -131413.424564 nChanged 2088 SP:Iteration 1F (46.773732 sec): 3 clusters Score: Raw -132751.386250 + Penalty 352.421203 = -132398.965046 nChanged 527 SP:Iteration 2F (46.781864 sec): 3 clusters Score: Raw -133018.565656 + Penalty 351.798811 = -132666.766845 nChanged 271 SP:Iteration 3F (46.790125 sec): 3 clusters Score: Raw -133140.527872 + Penalty 349.988211 = -132790.539661 nChanged 199 SP:Iteration 4Q (46.798302 sec): 3 clusters Score: Raw -133234.382313 + Penalty 347.223614 = -132887.158698 nChanged 168 SP:Iteration 5Q (46.806483 sec): 3 clusters Score: Raw -133338.700741 + Penalty 343.499960 = -132995.200782 nChanged 183 SP:Iteration 6Q (46.814859 sec): 3 clusters Score: Raw -133485.197019 + Penalty 339.573442 = -133145.623578 nChanged 201 SP:Iteration 7Q (46.823302 sec): 3 clusters Score: Raw -133676.129465 + Penalty 334.952109 = -133341.177356 nChanged 205 SP:Iteration 8Q (46.831488 sec): 3 clusters Score: Raw -133944.241804 + Penalty 330.189985 = -133614.051820 nChanged 148 SP:Iteration 9Q (46.839670 sec): 3 clusters Score: Raw -134084.636102 + Penalty 327.559118 = -133757.076983 nChanged 93 SP:Iteration 10F (46.847776 sec): 3 clusters Score: Raw -134116.256703 + Penalty 325.713167 = -133790.543536 nChanged 73 SP:Iteration 11Q (46.855708 sec): 3 clusters Score: Raw -134135.399115 + Penalty 324.162434 = -133811.236681 nChanged 64 SP:Iteration 12Q (46.863300 sec): 3 clusters Score: Raw -134149.140700 + Penalty 323.177733 = -133825.962968 nChanged 48 SP:Iteration 13Q (46.870637 sec): 3 clusters Score: Raw -134157.355390 + Penalty 322.382364 = -133834.973026 nChanged 37 SP:Iteration 14Q (46.877943 sec): 3 clusters Score: Raw -134162.323362 + Penalty 321.755938 = -133840.567423 nChanged 35 SP:Iteration 15Q (46.885223 sec): 3 clusters Score: Raw -134166.783976 + Penalty 321.303633 = -133845.480343 nChanged 30 SP:Iteration 16Q (46.892533 sec): 3 clusters Score: Raw -134169.986657 + Penalty 320.653354 = -133849.333302 nChanged 29 SP:Iteration 17Q (46.899789 sec): 3 clusters Score: Raw -134173.373727 + Penalty 320.302158 = -133853.071569 nChanged 28 SP:Iteration 18Q (46.907040 sec): 3 clusters Score: Raw -134176.991806 + Penalty 319.703410 = -133857.288396 nChanged 25 SP:Iteration 19Q (46.914324 sec): 3 clusters Score: Raw -134178.926285 + Penalty 319.386823 = -133859.539462 nChanged 20 SP:Iteration 20F (46.922725 sec): 3 clusters Score: Raw -134180.479397 + Penalty 318.872962 = -133861.606435 nChanged 20 SP:Iteration 21Q (46.929987 sec): 3 clusters Score: Raw -134181.814263 + Penalty 318.661567 = -133863.152696 nChanged 12 SP:Iteration 22Q (46.937205 sec): 3 clusters Score: Raw -134182.469542 + Penalty 318.374004 = -133864.095538 nChanged 13 SP:Iteration 23Q (46.944420 sec): 3 clusters Score: Raw -134183.346943 + Penalty 318.423694 = -133864.923250 nChanged 19 SP:Iteration 24Q (46.951623 sec): 3 clusters Score: Raw -134184.654128 + Penalty 318.470846 = -133866.183282 nChanged 15 SP:Iteration 25Q (46.958827 sec): 3 clusters Score: Raw -134185.743742 + Penalty 318.511417 = -133867.232325 nChanged 21 SP:Iteration 26Q (46.966079 sec): 3 clusters Score: Raw -134187.593621 + Penalty 318.255441 = -133869.338180 nChanged 21 SP:Iteration 27Q (46.973280 sec): 3 clusters Score: Raw -134189.624950 + Penalty 317.792067 = -133871.832882 nChanged 21 SP:Iteration 28Q (46.980467 sec): 3 clusters Score: Raw -134191.530003 + Penalty 316.816570 = -133874.713433 nChanged 19 SP:Iteration 29Q (46.987655 sec): 3 clusters Score: Raw -134193.252273 + Penalty 316.035156 = -133877.217118 nChanged 17 SP:Iteration 30F (46.995877 sec): 3 clusters Score: Raw -134194.370333 + Penalty 315.815748 = -133878.554585 nChanged 13 SP:Iteration 31Q (47.003095 sec): 3 clusters Score: Raw -134195.175035 + Penalty 315.365826 = -133879.809208 nChanged 10 SP:Iteration 32Q (47.010372 sec): 3 clusters Score: Raw -134196.215582 + Penalty 315.098596 = -133881.116986 nChanged 13 SP:Iteration 33Q (47.017632 sec): 3 clusters Score: Raw -134197.959290 + Penalty 314.226291 = -133883.732999 nChanged 17 SP:Iteration 34Q (47.025167 sec): 3 clusters Score: Raw -134201.259457 + Penalty 313.350273 = -133887.909184 nChanged 25 SP:Iteration 35Q (47.032359 sec): 3 clusters Score: Raw -134204.729722 + Penalty 312.360208 = -133892.369514 nChanged 28 SP:Iteration 36Q (47.039510 sec): 3 clusters Score: Raw -134209.230089 + Penalty 311.604372 = -133897.625717 nChanged 36 SP:Iteration 37Q (47.046653 sec): 3 clusters Score: Raw -134215.712053 + Penalty 310.724285 = -133904.987768 nChanged 47 SP:Iteration 38Q (47.053786 sec): 3 clusters Score: Raw -134224.871318 + Penalty 310.918574 = -133913.952744 nChanged 44 SP:Iteration 39Q (47.060895 sec): 3 clusters Score: Raw -134234.301583 + Penalty 310.834189 = -133923.467394 nChanged 54 SP:Iteration 40F (47.069045 sec): 3 clusters Score: Raw -134248.547343 + Penalty 312.121647 = -133936.425696 nChanged 52 SP:Iteration 41Q (47.076127 sec): 3 clusters Score: Raw -134262.667558 + Penalty 312.930981 = -133949.736578 nChanged 69 SP:Iteration 42Q (47.083188 sec): 3 clusters Score: Raw -134288.287857 + Penalty 313.172293 = -133975.115564 nChanged 74 SP:Iteration 43Q (47.090248 sec): 3 clusters Score: Raw -134320.730062 + Penalty 313.079258 = -134007.650804 nChanged 78 SP:Iteration 44Q (47.097323 sec): 3 clusters Score: Raw -134358.009398 + Penalty 313.751072 = -134044.258327 nChanged 78 SP:Iteration 45Q (47.104291 sec): 3 clusters Score: Raw -134399.943203 + Penalty 311.797605 = -134088.145598 nChanged 80 SP:Iteration 46Q (47.111146 sec): 3 clusters Score: Raw -134445.087306 + Penalty 308.987302 = -134136.100004 nChanged 88 SP:Iteration 47Q (47.118082 sec): 3 clusters Score: Raw -134499.638623 + Penalty 310.857400 = -134188.781223 nChanged 84 SP:Iteration 48Q (47.125242 sec): 3 clusters Score: Raw -134555.578676 + Penalty 315.303658 = -134240.275018 nChanged 75 SP:Iteration 49Q (47.131951 sec): 3 clusters Score: Raw -134608.329564 + Penalty 314.040029 = -134294.289535 nChanged 71 SP:Iteration 50F (47.140037 sec): 3 clusters Score: Raw -134667.428179 + Penalty 315.245820 = -134352.182359 nChanged 47 SP:Iteration 51Q (47.146522 sec): 3 clusters Score: Raw -134701.693367 + Penalty 322.356255 = -134379.337112 nChanged 24 SP:Iteration 52Q (47.152941 sec): 3 clusters Score: Raw -134715.093460 + Penalty 328.330107 = -134386.763353 nChanged 17 SP:Iteration 53Q (47.159409 sec): 3 clusters Score: Raw -134724.197053 + Penalty 336.343949 = -134387.853104 nChanged 19 SP:Iteration 54Q (47.166173 sec): 3 clusters Score: Raw -134733.606203 + Penalty 332.343933 = -134401.262270 nChanged 20 SP:Iteration 55Q (47.172743 sec): 3 clusters Score: Raw -134743.543383 + Penalty 248.788523 = -134494.754860 nChanged 11 SP:Iteration 56Q (47.179056 sec): 3 clusters Score: Raw -134753.757811 + Penalty 230.564263 = -134523.193548 nChanged 4 SP:Iteration 57Q (47.185422 sec): 3 clusters Score: Raw -134763.656797 + Penalty 232.316521 = -134531.340277 nChanged 2 SP:Iteration 58Q (47.191713 sec): 3 clusters Score: Raw -134763.598058 + Penalty 232.316521 = -134531.281537 nChanged 0 SP:Iteration 59F (47.199604 sec): 3 clusters Score: Raw -134763.828387 + Penalty 231.041791 = -134532.786595 nChanged 1 SP:Iteration 60F (47.207453 sec): 3 clusters Score: Raw -134764.092181 + Penalty 231.041791 = -134533.050389 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 4 (5241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.232864 sec): 2 clusters Score: Raw -186475.868807 + Penalty 311.182218 = -186164.686589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.242428 sec): 3 clusters Score: Raw -183143.560984 + Penalty 624.066367 = -182519.494618 nChanged 2430 SP:Iteration 1F (47.251677 sec): 3 clusters Score: Raw -184751.429250 + Penalty 631.027289 = -184120.401961 nChanged 599 SP:Iteration 2F (47.260932 sec): 3 clusters Score: Raw -185111.628776 + Penalty 640.218937 = -184471.409839 nChanged 428 SP:Iteration 3F (47.270185 sec): 3 clusters Score: Raw -185439.512856 + Penalty 652.256414 = -184787.256443 nChanged 363 SP:Iteration 4F (47.279553 sec): 3 clusters Score: Raw -185775.192487 + Penalty 660.069121 = -185115.123366 nChanged 278 SP:Iteration 5F (47.288773 sec): 3 clusters Score: Raw -186029.092224 + Penalty 665.461617 = -185363.630607 nChanged 192 SP:Iteration 6Q (47.297871 sec): 3 clusters Score: Raw -186181.265285 + Penalty 669.470489 = -185511.794796 nChanged 132 SP:Iteration 7Q (47.306559 sec): 3 clusters Score: Raw -186269.496002 + Penalty 677.198922 = -185592.297079 nChanged 96 SP:Iteration 8Q (47.314942 sec): 3 clusters Score: Raw -186321.386029 + Penalty 682.112876 = -185639.273153 nChanged 88 SP:Iteration 9Q (47.323278 sec): 3 clusters Score: Raw -186363.528573 + Penalty 687.081092 = -185676.447482 nChanged 71 SP:Iteration 10F (47.332955 sec): 3 clusters Score: Raw -186401.300848 + Penalty 692.810914 = -185708.489934 nChanged 62 SP:Iteration 11Q (47.341255 sec): 3 clusters Score: Raw -186431.362457 + Penalty 700.247365 = -185731.115092 nChanged 48 SP:Iteration 12Q (47.349288 sec): 3 clusters Score: Raw -186456.622101 + Penalty 705.688501 = -185750.933600 nChanged 38 SP:Iteration 13Q (47.357183 sec): 3 clusters Score: Raw -186474.030200 + Penalty 718.092774 = -185755.937425 nChanged 27 SP:Iteration 14Q (47.365042 sec): 3 clusters Score: Raw -186485.090553 + Penalty 726.926212 = -185758.164341 nChanged 21 SP:Iteration 15Q (47.372848 sec): 3 clusters Score: Raw -186493.132666 + Penalty 716.193912 = -185776.938754 nChanged 19 SP:Iteration 16Q (47.380678 sec): 3 clusters Score: Raw -186500.878207 + Penalty 716.321704 = -185784.556504 nChanged 8 SP:Iteration 17Q (47.388410 sec): 3 clusters Score: Raw -186503.703029 + Penalty 721.390852 = -185782.312177 nChanged 8 SP:Iteration 18F (47.397627 sec): 3 clusters Score: Raw -186507.120755 + Penalty 726.609418 = -185780.511337 nChanged 6 SP:Iteration 19F (47.406928 sec): 3 clusters Score: Raw -186509.445303 + Penalty 726.863624 = -185782.581679 nChanged 4 SP:Iteration 20F (47.416144 sec): 3 clusters Score: Raw -186510.699825 + Penalty 726.863624 = -185783.836201 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.423401 sec): 2 clusters Score: Raw -25699.714024 + Penalty 190.082999 = -25509.631025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.425095 sec): 3 clusters Score: Raw -25208.626981 + Penalty 378.470949 = -24830.156032 nChanged 331 SP:Iteration 1F (47.426748 sec): 3 clusters Score: Raw -25360.619821 + Penalty 376.669560 = -24983.950261 nChanged 90 SP:Iteration 2F (47.428453 sec): 3 clusters Score: Raw -25408.018035 + Penalty 378.959078 = -25029.058957 nChanged 76 SP:Iteration 3F (47.430199 sec): 3 clusters Score: Raw -25458.330824 + Penalty 382.910889 = -25075.419936 nChanged 80 SP:Iteration 4F (47.431940 sec): 3 clusters Score: Raw -25526.926058 + Penalty 388.983665 = -25137.942393 nChanged 68 SP:Iteration 5F (47.433553 sec): 3 clusters Score: Raw -25591.709621 + Penalty 390.649546 = -25201.060075 nChanged 47 SP:Iteration 6F (47.435172 sec): 3 clusters Score: Raw -25646.145350 + Penalty 405.925979 = -25240.219371 nChanged 33 SP:Iteration 7Q (47.436794 sec): 3 clusters Score: Raw -25683.419814 + Penalty 431.091611 = -25252.328203 nChanged 24 SP:Iteration 8Q (47.438415 sec): 3 clusters Score: Raw -25704.926797 + Penalty 463.159657 = -25241.767140 nChanged 9 SP:Iteration 9F (47.440029 sec): 3 clusters Score: Raw -25713.376648 + Penalty 487.587608 = -25225.789039 nChanged 5 SP:Iteration 10F (47.441662 sec): 3 clusters Score: Raw -25717.652777 + Penalty 504.523672 = -25213.129106 nChanged 5 SP:Iteration 11F (47.443296 sec): 3 clusters Score: Raw -25721.872404 + Penalty 509.625233 = -25212.247170 nChanged 1 SP:Iteration 12F (47.444934 sec): 3 clusters Score: Raw -25722.235592 + Penalty 515.754663 = -25206.480929 nChanged 2 SP:Iteration 13F (47.446567 sec): 3 clusters Score: Raw -25724.432078 + Penalty 512.987759 = -25211.444319 nChanged 1 SP:Iteration 14Q (47.448032 sec): 3 clusters Score: Raw -25725.214044 + Penalty 519.793297 = -25205.420747 nChanged 1 SP:Iteration 15F (47.449706 sec): 3 clusters Score: Raw -25726.200093 + Penalty 519.793297 = -25206.406796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 6 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.451990 sec): 2 clusters Score: Raw -528.016335 + Penalty 258.289006 = -269.727329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.452233 sec): 3 clusters Score: Raw -567.416983 + Penalty 514.105847 = -53.311136 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 7 (2115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.462327 sec): 2 clusters Score: Raw -69349.602625 + Penalty 223.572554 = -69126.030071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.466223 sec): 3 clusters Score: Raw -67994.035731 + Penalty 448.770769 = -67545.264962 nChanged 964 SP:Iteration 1F (47.470057 sec): 3 clusters Score: Raw -68511.012346 + Penalty 450.850832 = -68060.161514 nChanged 263 SP:Iteration 2F (47.473878 sec): 3 clusters Score: Raw -68667.913719 + Penalty 453.449791 = -68214.463928 nChanged 203 SP:Iteration 3F (47.477730 sec): 3 clusters Score: Raw -68813.237759 + Penalty 458.851670 = -68354.386090 nChanged 181 SP:Iteration 4F (47.481573 sec): 3 clusters Score: Raw -68951.898852 + Penalty 464.902749 = -68486.996103 nChanged 133 SP:Iteration 5F (47.485377 sec): 3 clusters Score: Raw -69040.349077 + Penalty 467.505456 = -68572.843621 nChanged 96 SP:Iteration 6Q (47.489164 sec): 3 clusters Score: Raw -69110.406044 + Penalty 468.706300 = -68641.699744 nChanged 75 SP:Iteration 7Q (47.493005 sec): 3 clusters Score: Raw -69166.538093 + Penalty 469.693522 = -68696.844571 nChanged 61 SP:Iteration 8Q (47.496696 sec): 3 clusters Score: Raw -69209.386802 + Penalty 466.505005 = -68742.881796 nChanged 51 SP:Iteration 9Q (47.500284 sec): 3 clusters Score: Raw -69248.481800 + Penalty 458.390011 = -68790.091789 nChanged 47 SP:Iteration 10F (47.504283 sec): 3 clusters Score: Raw -69290.488527 + Penalty 443.952159 = -68846.536368 nChanged 29 SP:Iteration 11Q (47.507680 sec): 3 clusters Score: Raw -69323.718309 + Penalty 444.936712 = -68878.781597 nChanged 21 SP:Iteration 12Q (47.510856 sec): 3 clusters Score: Raw -69343.270647 + Penalty 450.402684 = -68892.867963 nChanged 13 SP:Iteration 13Q (47.513968 sec): 3 clusters Score: Raw -69350.284200 + Penalty 456.281910 = -68894.002290 nChanged 11 SP:Iteration 14Q (47.517053 sec): 3 clusters Score: Raw -69356.795033 + Penalty 465.369743 = -68891.425290 nChanged 12 SP:Iteration 15F (47.520840 sec): 3 clusters Score: Raw -69363.478750 + Penalty 474.668738 = -68888.810012 nChanged 9 SP:Iteration 16F (47.524632 sec): 3 clusters Score: Raw -69366.666322 + Penalty 477.110901 = -68889.555421 nChanged 5 SP:Iteration 17Q (47.527761 sec): 3 clusters Score: Raw -69367.703393 + Penalty 475.341297 = -68892.362096 nChanged 3 SP:Iteration 18Q (47.530930 sec): 3 clusters Score: Raw -69368.651273 + Penalty 478.807193 = -68889.844080 nChanged 4 SP:Iteration 19F (47.535059 sec): 3 clusters Score: Raw -69369.991137 + Penalty 478.750708 = -68891.240429 nChanged 2 SP:Iteration 20F (47.538985 sec): 3 clusters Score: Raw -69370.408936 + Penalty 478.750708 = -68891.658228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 8 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.542669 sec): 2 clusters Score: Raw -1882.566559 + Penalty 184.767592 = -1697.798967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.542997 sec): 3 clusters Score: Raw -1878.682359 + Penalty 374.914223 = -1503.768136 nChanged 14 SP:Iteration 1F (47.543325 sec): 3 clusters Score: Raw -1894.058169 + Penalty 378.187265 = -1515.870904 nChanged 1 SP:Iteration 2Q (47.543644 sec): 3 clusters Score: Raw -1895.315243 + Penalty 388.817360 = -1506.497883 nChanged 3 SP:Iteration 3F (47.543967 sec): 3 clusters Score: Raw -1901.020929 + Penalty 391.106742 = -1509.914187 nChanged 2 SP:Iteration 4Q (47.544284 sec): 3 clusters Score: Raw -1904.942486 + Penalty 402.885261 = -1502.057225 nChanged 2 SP:Iteration 5F (47.544616 sec): 3 clusters Score: Raw -1909.445177 + Penalty 404.760003 = -1504.685174 nChanged 1 SP:Iteration 6Q (47.544930 sec): 3 clusters Score: Raw -1913.782066 + Penalty 404.760003 = -1509.022063 nChanged 0 SP:Iteration 7F (47.545249 sec): 3 clusters Score: Raw -1913.782066 + Penalty 404.760003 = -1509.022063 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 9 (907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.549918 sec): 2 clusters Score: Raw -36063.142382 + Penalty 384.141242 = -35679.001140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.551701 sec): 3 clusters Score: Raw -35576.198097 + Penalty 768.592917 = -34807.605180 nChanged 359 SP:Iteration 1F (47.553465 sec): 3 clusters Score: Raw -35798.716324 + Penalty 771.801290 = -35026.915034 nChanged 102 SP:Iteration 2F (47.555231 sec): 3 clusters Score: Raw -35867.157103 + Penalty 773.678444 = -35093.478659 nChanged 56 SP:Iteration 3F (47.557021 sec): 3 clusters Score: Raw -35909.363131 + Penalty 775.583658 = -35133.779473 nChanged 44 SP:Iteration 4Q (47.558779 sec): 3 clusters Score: Raw -35941.851492 + Penalty 777.440869 = -35164.410624 nChanged 32 SP:Iteration 5Q (47.560535 sec): 3 clusters Score: Raw -35962.012775 + Penalty 778.384781 = -35183.627994 nChanged 27 SP:Iteration 6Q (47.562285 sec): 3 clusters Score: Raw -35984.012212 + Penalty 778.042692 = -35205.969520 nChanged 29 SP:Iteration 7Q (47.564081 sec): 3 clusters Score: Raw -36004.756947 + Penalty 777.657688 = -35227.099259 nChanged 15 SP:Iteration 8Q (47.565846 sec): 3 clusters Score: Raw -36013.725270 + Penalty 777.514642 = -35236.210627 nChanged 16 SP:Iteration 9Q (47.567567 sec): 3 clusters Score: Raw -36021.691170 + Penalty 777.052221 = -35244.638949 nChanged 10 SP:Iteration 10F (47.569325 sec): 3 clusters Score: Raw -36024.352411 + Penalty 777.600753 = -35246.751658 nChanged 6 SP:Iteration 11Q (47.571045 sec): 3 clusters Score: Raw -36026.212840 + Penalty 777.700318 = -35248.512522 nChanged 4 SP:Iteration 12Q (47.572762 sec): 3 clusters Score: Raw -36027.969329 + Penalty 777.777140 = -35250.192189 nChanged 1 SP:Iteration 13Q (47.574478 sec): 3 clusters Score: Raw -36028.123824 + Penalty 777.777140 = -35250.346684 nChanged 0 SP:Iteration 14F (47.576235 sec): 3 clusters Score: Raw -36028.123824 + Penalty 777.777140 = -35250.346684 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (2452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.587652 sec): 2 clusters Score: Raw -76281.327101 + Penalty 160.311511 = -76121.015590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.592216 sec): 3 clusters Score: Raw -74734.856425 + Penalty 317.256675 = -74417.599750 nChanged 1103 SP:Iteration 1F (47.596624 sec): 3 clusters Score: Raw -75822.053769 + Penalty 315.965099 = -75506.088669 nChanged 264 SP:Iteration 2F (47.601023 sec): 3 clusters Score: Raw -75992.366868 + Penalty 328.869464 = -75663.497405 nChanged 126 SP:Iteration 3F (47.605505 sec): 3 clusters Score: Raw -76092.408638 + Penalty 346.097755 = -75746.310884 nChanged 96 SP:Iteration 4Q (47.609895 sec): 3 clusters Score: Raw -76164.681683 + Penalty 362.021173 = -75802.660510 nChanged 62 SP:Iteration 5Q (47.614341 sec): 3 clusters Score: Raw -76211.124263 + Penalty 384.790032 = -75826.334231 nChanged 54 SP:Iteration 6Q (47.618847 sec): 3 clusters Score: Raw -76253.721757 + Penalty 413.627173 = -75840.094584 nChanged 36 SP:Iteration 7Q (47.623230 sec): 3 clusters Score: Raw -76284.963901 + Penalty 430.800129 = -75854.163772 nChanged 20 SP:Iteration 8Q (47.627442 sec): 3 clusters Score: Raw -76305.700902 + Penalty 444.419881 = -75861.281021 nChanged 15 SP:Iteration 9Q (47.631604 sec): 3 clusters Score: Raw -76322.437232 + Penalty 457.539628 = -75864.897604 nChanged 12 SP:Iteration 10F (47.636243 sec): 3 clusters Score: Raw -76332.673999 + Penalty 472.637162 = -75860.036837 nChanged 9 SP:Iteration 11F (47.640694 sec): 3 clusters Score: Raw -76339.251985 + Penalty 487.682798 = -75851.569187 nChanged 6 SP:Iteration 12F (47.645040 sec): 3 clusters Score: Raw -76345.987266 + Penalty 493.269479 = -75852.717787 nChanged 2 SP:Iteration 13Q (47.648617 sec): 3 clusters Score: Raw -76347.465926 + Penalty 497.679761 = -75849.786165 nChanged 2 SP:Iteration 14F (47.652963 sec): 3 clusters Score: Raw -76348.563952 + Penalty 495.800602 = -75852.763350 nChanged 1 SP:Iteration 15Q (47.656522 sec): 3 clusters Score: Raw -76348.716820 + Penalty 495.800602 = -75852.916218 nChanged 0 SP:Iteration 16F (47.660863 sec): 3 clusters Score: Raw -76348.716820 + Penalty 495.800602 = -75852.916218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.663767 sec): 2 clusters Score: Raw -2000.804520 + Penalty 354.005060 = -1646.799460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.664121 sec): 3 clusters Score: Raw -2021.842568 + Penalty 711.642206 = -1310.200363 nChanged 3 SP:Iteration 1F (47.664431 sec): 3 clusters Score: Raw -2026.544036 + Penalty 712.707626 = -1313.836410 nChanged 1 SP:Iteration 2Q (47.664735 sec): 3 clusters Score: Raw -2029.593089 + Penalty 713.342958 = -1316.250131 nChanged 1 SP:Iteration 3Q (47.665039 sec): 3 clusters Score: Raw -2032.298755 + Penalty 713.342958 = -1318.955797 nChanged 0 SP:Iteration 4F (47.665350 sec): 3 clusters Score: Raw -2032.298755 + Penalty 713.342958 = -1318.955797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.667419 sec): 2 clusters Score: Raw -13360.792095 + Penalty 56.568003 = -13304.224092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.668298 sec): 3 clusters Score: Raw -13114.071203 + Penalty 114.662422 = -12999.408780 nChanged 179 SP:Iteration 1F (47.669163 sec): 3 clusters Score: Raw -13279.320872 + Penalty 115.685812 = -13163.635060 nChanged 29 SP:Iteration 2F (47.670024 sec): 3 clusters Score: Raw -13322.377869 + Penalty 116.045287 = -13206.332582 nChanged 9 SP:Iteration 3Q (47.670846 sec): 3 clusters Score: Raw -13326.276308 + Penalty 116.319630 = -13209.956678 nChanged 4 SP:Iteration 4Q (47.671668 sec): 3 clusters Score: Raw -13327.774209 + Penalty 116.596950 = -13211.177259 nChanged 2 SP:Iteration 5Q (47.672483 sec): 3 clusters Score: Raw -13327.816827 + Penalty 116.698011 = -13211.118817 nChanged 2 SP:Iteration 6F (47.673348 sec): 3 clusters Score: Raw -13327.830482 + Penalty 116.705096 = -13211.125386 nChanged 2 SP:Iteration 7Q (47.674161 sec): 3 clusters Score: Raw -13328.145078 + Penalty 117.087717 = -13211.057362 nChanged 4 SP:Iteration 8F (47.675021 sec): 3 clusters Score: Raw -13328.633688 + Penalty 117.003417 = -13211.630271 nChanged 1 SP:Iteration 9Q (47.675832 sec): 3 clusters Score: Raw -13329.236605 + Penalty 116.804777 = -13212.431828 nChanged 1 SP:Iteration 10F (47.676692 sec): 3 clusters Score: Raw -13329.650469 + Penalty 116.804777 = -13212.845692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 13 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.677349 sec): 2 clusters Score: Raw -1676.126958 + Penalty 343.374703 = -1332.752255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.677646 sec): 3 clusters Score: Raw -1716.185146 + Penalty 685.997378 = -1030.187768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.678777 sec): 2 clusters Score: Raw -9007.360748 + Penalty 128.937095 = -8878.423652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.679431 sec): 3 clusters Score: Raw -8849.132081 + Penalty 245.708098 = -8603.423983 nChanged 105 SP:Iteration 1F (47.680082 sec): 3 clusters Score: Raw -8955.866954 + Penalty 265.445610 = -8690.421344 nChanged 39 SP:Iteration 2F (47.680695 sec): 3 clusters Score: Raw -9002.133048 + Penalty 128.937095 = -8873.195952 nChanged 4 SP:Iteration 3Q (47.681280 sec): 2 clusters Score: Raw -9007.360748 + Penalty 128.937095 = -8878.423652 nChanged 0 SP:Iteration 4F (47.681863 sec): 2 clusters Score: Raw -9007.360748 + Penalty 128.937095 = -8878.423652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.683007 sec): 2 clusters Score: Raw -9549.000963 + Penalty 224.352921 = -9324.648042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.683710 sec): 3 clusters Score: Raw -9416.331550 + Penalty 452.770789 = -8963.560761 nChanged 90 SP:Iteration 1F (47.684389 sec): 3 clusters Score: Raw -9486.524448 + Penalty 456.696994 = -9029.827454 nChanged 24 SP:Iteration 2F (47.685064 sec): 3 clusters Score: Raw -9508.799456 + Penalty 466.497904 = -9042.301552 nChanged 20 SP:Iteration 3F (47.685767 sec): 3 clusters Score: Raw -9528.926898 + Penalty 475.981720 = -9052.945178 nChanged 15 SP:Iteration 4F (47.686441 sec): 3 clusters Score: Raw -9545.803402 + Penalty 485.458508 = -9060.344894 nChanged 8 SP:Iteration 5Q (47.687077 sec): 3 clusters Score: Raw -9553.997034 + Penalty 483.584933 = -9070.412100 nChanged 1 SP:Iteration 6Q (47.687700 sec): 3 clusters Score: Raw -9555.113657 + Penalty 483.584933 = -9071.528723 nChanged 0 SP:Iteration 7F (47.688370 sec): 3 clusters Score: Raw -9555.113657 + Penalty 483.584933 = -9071.528723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.689163 sec): 2 clusters Score: Raw -4119.089329 + Penalty 361.765298 = -3757.324030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.689600 sec): 3 clusters Score: Raw -4101.746033 + Penalty 721.584326 = -3380.161707 nChanged 23 SP:Iteration 1F (47.690030 sec): 3 clusters Score: Raw -4135.237105 + Penalty 723.283187 = -3411.953918 nChanged 5 SP:Iteration 2Q (47.690455 sec): 3 clusters Score: Raw -4142.689854 + Penalty 723.283187 = -3419.406668 nChanged 0 SP:Iteration 3F (47.690884 sec): 3 clusters Score: Raw -4142.689854 + Penalty 723.283187 = -3419.406668 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 17 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.693706 sec): 2 clusters Score: Raw -28331.872370 + Penalty 300.324786 = -28031.547584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.695480 sec): 3 clusters Score: Raw -27836.944305 + Penalty 602.431950 = -27234.512355 nChanged 348 SP:Iteration 1F (47.697192 sec): 3 clusters Score: Raw -28062.367710 + Penalty 592.875708 = -27469.492003 nChanged 110 SP:Iteration 2F (47.698894 sec): 3 clusters Score: Raw -28153.053495 + Penalty 580.956234 = -27572.097261 nChanged 70 SP:Iteration 3F (47.700597 sec): 3 clusters Score: Raw -28207.300995 + Penalty 573.555613 = -27633.745382 nChanged 46 SP:Iteration 4F (47.702329 sec): 3 clusters Score: Raw -28266.841396 + Penalty 568.047524 = -27698.793872 nChanged 32 SP:Iteration 5Q (47.704065 sec): 3 clusters Score: Raw -28305.762561 + Penalty 565.764928 = -27739.997633 nChanged 23 SP:Iteration 6Q (47.705719 sec): 3 clusters Score: Raw -28328.904948 + Penalty 567.994070 = -27760.910878 nChanged 17 SP:Iteration 7Q (47.707306 sec): 3 clusters Score: Raw -28338.802662 + Penalty 568.978005 = -27769.824658 nChanged 7 SP:Iteration 8Q (47.708867 sec): 3 clusters Score: Raw -28341.519662 + Penalty 568.849941 = -27772.669721 nChanged 5 SP:Iteration 9Q (47.710417 sec): 3 clusters Score: Raw -28343.677265 + Penalty 568.535097 = -27775.142168 nChanged 3 SP:Iteration 10F (47.712143 sec): 3 clusters Score: Raw -28344.353894 + Penalty 568.831112 = -27775.522783 nChanged 3 SP:Iteration 11Q (47.713710 sec): 3 clusters Score: Raw -28345.004469 + Penalty 567.151936 = -27777.852532 nChanged 5 SP:Iteration 12Q (47.715244 sec): 3 clusters Score: Raw -28345.876147 + Penalty 567.248437 = -27778.627710 nChanged 3 SP:Iteration 13Q (47.716776 sec): 3 clusters Score: Raw -28346.583420 + Penalty 568.529439 = -27778.053981 nChanged 5 SP:Iteration 14F (47.718464 sec): 3 clusters Score: Raw -28348.409726 + Penalty 569.809125 = -27778.600601 nChanged 4 SP:Iteration 15Q (47.719985 sec): 3 clusters Score: Raw -28349.253364 + Penalty 571.719720 = -27777.533644 nChanged 4 SP:Iteration 16F (47.721671 sec): 3 clusters Score: Raw -28349.688325 + Penalty 572.242012 = -27777.446314 nChanged 1 SP:Iteration 17F (47.723360 sec): 3 clusters Score: Raw -28349.994504 + Penalty 572.242012 = -27777.752493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.724876 sec): 2 clusters Score: Raw -13356.964458 + Penalty 482.307386 = -12874.657072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.725778 sec): 3 clusters Score: Raw -13248.009043 + Penalty 966.500601 = -12281.508442 nChanged 98 SP:Iteration 1F (47.726630 sec): 3 clusters Score: Raw -13338.189431 + Penalty 965.454210 = -12372.735221 nChanged 22 SP:Iteration 2F (47.727480 sec): 3 clusters Score: Raw -13361.482631 + Penalty 964.869649 = -12396.612982 nChanged 16 SP:Iteration 3Q (47.728320 sec): 3 clusters Score: Raw -13376.125492 + Penalty 965.598100 = -12410.527392 nChanged 11 SP:Iteration 4Q (47.729156 sec): 3 clusters Score: Raw -13388.656724 + Penalty 965.406118 = -12423.250606 nChanged 3 SP:Iteration 5Q (47.729987 sec): 3 clusters Score: Raw -13391.857879 + Penalty 965.406118 = -12426.451761 nChanged 0 SP:Iteration 6F (47.730834 sec): 3 clusters Score: Raw -13391.857879 + Penalty 965.406118 = -12426.451761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.731911 sec): 2 clusters Score: Raw -8417.234227 + Penalty 298.774446 = -8118.459781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.732539 sec): 3 clusters Score: Raw -8297.013716 + Penalty 597.995596 = -7699.018120 nChanged 66 SP:Iteration 1F (47.733166 sec): 3 clusters Score: Raw -8359.097193 + Penalty 597.554952 = -7761.542241 nChanged 30 SP:Iteration 2F (47.733789 sec): 3 clusters Score: Raw -8401.500442 + Penalty 597.386818 = -7804.113624 nChanged 15 SP:Iteration 3F (47.734408 sec): 3 clusters Score: Raw -8421.013726 + Penalty 597.414846 = -7823.598880 nChanged 8 SP:Iteration 4Q (47.735041 sec): 3 clusters Score: Raw -8430.222162 + Penalty 598.119629 = -7832.102533 nChanged 9 SP:Iteration 5Q (47.735669 sec): 3 clusters Score: Raw -8444.360964 + Penalty 597.370209 = -7846.990755 nChanged 9 SP:Iteration 6Q (47.736298 sec): 3 clusters Score: Raw -8454.587446 + Penalty 598.761061 = -7855.826384 nChanged 6 SP:Iteration 7Q (47.736920 sec): 3 clusters Score: Raw -8458.983646 + Penalty 598.615929 = -7860.367718 nChanged 2 SP:Iteration 8Q (47.737538 sec): 3 clusters Score: Raw -8463.038349 + Penalty 599.094889 = -7863.943460 nChanged 1 SP:Iteration 9Q (47.738153 sec): 3 clusters Score: Raw -8463.751657 + Penalty 599.974656 = -7863.777001 nChanged 2 SP:Iteration 10F (47.738791 sec): 3 clusters Score: Raw -8464.276855 + Penalty 600.371317 = -7863.905538 nChanged 1 SP:Iteration 11Q (47.739403 sec): 3 clusters Score: Raw -8464.628381 + Penalty 600.371317 = -7864.257063 nChanged 0 SP:Iteration 12F (47.740040 sec): 3 clusters Score: Raw -8464.628381 + Penalty 600.371317 = -7864.257063 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.742762 sec): 2 clusters Score: Raw -27613.418166 + Penalty 339.313897 = -27274.104269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.744462 sec): 3 clusters Score: Raw -27159.863209 + Penalty 679.684243 = -26480.178966 nChanged 317 SP:Iteration 1F (47.746101 sec): 3 clusters Score: Raw -27369.951304 + Penalty 680.993060 = -26688.958244 nChanged 84 SP:Iteration 2F (47.747806 sec): 3 clusters Score: Raw -27435.308058 + Penalty 683.401389 = -26751.906669 nChanged 65 SP:Iteration 3F (47.749469 sec): 3 clusters Score: Raw -27486.067101 + Penalty 684.092718 = -26801.974383 nChanged 47 SP:Iteration 4F (47.751101 sec): 3 clusters Score: Raw -27526.213891 + Penalty 683.840592 = -26842.373299 nChanged 40 SP:Iteration 5Q (47.752727 sec): 3 clusters Score: Raw -27555.767332 + Penalty 687.517081 = -26868.250251 nChanged 28 SP:Iteration 6Q (47.754349 sec): 3 clusters Score: Raw -27573.029641 + Penalty 692.757154 = -26880.272487 nChanged 18 SP:Iteration 7Q (47.756019 sec): 3 clusters Score: Raw -27589.491309 + Penalty 697.841285 = -26891.650024 nChanged 17 SP:Iteration 8Q (47.757654 sec): 3 clusters Score: Raw -27603.095580 + Penalty 703.003604 = -26900.091976 nChanged 12 SP:Iteration 9Q (47.759284 sec): 3 clusters Score: Raw -27610.509630 + Penalty 700.889806 = -26909.619824 nChanged 5 SP:Iteration 10F (47.760994 sec): 3 clusters Score: Raw -27615.123147 + Penalty 706.862279 = -26908.260867 nChanged 4 SP:Iteration 11F (47.762611 sec): 3 clusters Score: Raw -27617.609588 + Penalty 709.612710 = -26907.996878 nChanged 6 SP:Iteration 12F (47.764231 sec): 3 clusters Score: Raw -27619.979616 + Penalty 712.484126 = -26907.495490 nChanged 2 SP:Iteration 13F (47.765897 sec): 3 clusters Score: Raw -27620.223523 + Penalty 715.788065 = -26904.435458 nChanged 2 SP:Iteration 14F (47.767550 sec): 3 clusters Score: Raw -27621.267996 + Penalty 717.474167 = -26903.793829 nChanged 1 SP:Iteration 15F (47.769165 sec): 3 clusters Score: Raw -27622.403384 + Penalty 717.474167 = -26904.929216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 22 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.769698 sec): 2 clusters Score: Raw -185.684176 + Penalty 114.529009 = -71.155167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.769914 sec): 3 clusters Score: Raw -181.209508 + Penalty 221.131731 = 39.922223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.771047 sec): 2 clusters Score: Raw -9159.593035 + Penalty 210.095761 = -8949.497274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.771708 sec): 3 clusters Score: Raw -9035.018802 + Penalty 420.422952 = -8614.595849 nChanged 92 SP:Iteration 1F (47.772351 sec): 3 clusters Score: Raw -9082.857561 + Penalty 420.173080 = -8662.684481 nChanged 24 SP:Iteration 2F (47.772992 sec): 3 clusters Score: Raw -9103.255926 + Penalty 420.669426 = -8682.586500 nChanged 14 SP:Iteration 3F (47.773635 sec): 3 clusters Score: Raw -9113.012229 + Penalty 422.691129 = -8690.321100 nChanged 13 SP:Iteration 4F (47.774276 sec): 3 clusters Score: Raw -9123.646318 + Penalty 422.319601 = -8701.326716 nChanged 9 SP:Iteration 5Q (47.774913 sec): 3 clusters Score: Raw -9129.119267 + Penalty 422.151178 = -8706.968089 nChanged 2 SP:Iteration 6Q (47.775550 sec): 3 clusters Score: Raw -9130.121283 + Penalty 422.550626 = -8707.570657 nChanged 3 SP:Iteration 7Q (47.776187 sec): 3 clusters Score: Raw -9130.293283 + Penalty 422.585666 = -8707.707617 nChanged 1 SP:Iteration 8Q (47.776824 sec): 3 clusters Score: Raw -9130.317655 + Penalty 422.585666 = -8707.731989 nChanged 0 SP:Iteration 9F (47.777463 sec): 3 clusters Score: Raw -9130.317655 + Penalty 422.585666 = -8707.731989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 24 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.778108 sec): 2 clusters Score: Raw -2262.130771 + Penalty 319.748799 = -1942.381973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.778440 sec): 3 clusters Score: Raw -2273.789346 + Penalty 639.588922 = -1634.200424 nChanged 4 SP:Iteration 1F (47.778770 sec): 3 clusters Score: Raw -2284.468794 + Penalty 639.808378 = -1644.660416 nChanged 3 SP:Iteration 2Q (47.779094 sec): 3 clusters Score: Raw -2289.874714 + Penalty 639.607584 = -1650.267130 nChanged 1 SP:Iteration 3Q (47.779417 sec): 3 clusters Score: Raw -2291.372637 + Penalty 639.607584 = -1651.765053 nChanged 0 SP:Iteration 4F (47.779746 sec): 3 clusters Score: Raw -2291.372637 + Penalty 639.607584 = -1651.765053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.780864 sec): 2 clusters Score: Raw -8367.918981 + Penalty 561.965015 = -7805.953966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.781536 sec): 3 clusters Score: Raw -8336.448446 + Penalty 1122.098197 = -7214.350249 nChanged 51 SP:Iteration 1F (47.782225 sec): 3 clusters Score: Raw -8402.666549 + Penalty 1122.441247 = -7280.225303 nChanged 11 SP:Iteration 2Q (47.782873 sec): 3 clusters Score: Raw -8415.402623 + Penalty 1122.411348 = -7292.991276 nChanged 4 SP:Iteration 3Q (47.783521 sec): 3 clusters Score: Raw -8418.774277 + Penalty 1123.213546 = -7295.560732 nChanged 3 SP:Iteration 4Q (47.784208 sec): 3 clusters Score: Raw -8423.884427 + Penalty 1123.522374 = -7300.362053 nChanged 3 SP:Iteration 5Q (47.784897 sec): 3 clusters Score: Raw -8429.247517 + Penalty 1123.799849 = -7305.447668 nChanged 1 SP:Iteration 6Q (47.785561 sec): 3 clusters Score: Raw -8434.591962 + Penalty 1124.342073 = -7310.249889 nChanged 2 SP:Iteration 7Q (47.786222 sec): 3 clusters Score: Raw -8438.507150 + Penalty 1124.620200 = -7313.886951 nChanged 1 SP:Iteration 8Q (47.786882 sec): 3 clusters Score: Raw -8439.845517 + Penalty 1124.620200 = -7315.225318 nChanged 0 SP:Iteration 9F (47.787563 sec): 3 clusters Score: Raw -8439.845517 + Penalty 1124.620200 = -7315.225318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.788367 sec): 2 clusters Score: Raw -4620.275954 + Penalty 383.549114 = -4236.726840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.788785 sec): 3 clusters Score: Raw -4606.321272 + Penalty 767.132738 = -3839.188534 nChanged 15 SP:Iteration 1F (47.789197 sec): 3 clusters Score: Raw -4631.526351 + Penalty 768.746201 = -3862.780151 nChanged 6 SP:Iteration 2F (47.789609 sec): 3 clusters Score: Raw -4639.296975 + Penalty 767.733374 = -3871.563601 nChanged 3 SP:Iteration 3Q (47.790013 sec): 3 clusters Score: Raw -4644.959164 + Penalty 768.508117 = -3876.451047 nChanged 1 SP:Iteration 4Q (47.790416 sec): 3 clusters Score: Raw -4645.945321 + Penalty 768.508117 = -3877.437204 nChanged 0 SP:Iteration 5F (47.790826 sec): 3 clusters Score: Raw -4645.945321 + Penalty 768.508117 = -3877.437204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 27 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.791789 sec): 2 clusters Score: Raw -4781.201775 + Penalty 259.128371 = -4522.073404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.792356 sec): 3 clusters Score: Raw -4725.681783 + Penalty 517.391201 = -4208.290582 nChanged 46 SP:Iteration 1F (47.792914 sec): 3 clusters Score: Raw -4787.449725 + Penalty 516.791659 = -4270.658066 nChanged 22 SP:Iteration 2F (47.793477 sec): 3 clusters Score: Raw -4827.939062 + Penalty 516.004623 = -4311.934439 nChanged 5 SP:Iteration 3Q (47.794016 sec): 3 clusters Score: Raw -4840.719552 + Penalty 517.439000 = -4323.280551 nChanged 3 SP:Iteration 4Q (47.794553 sec): 3 clusters Score: Raw -4849.607141 + Penalty 519.913938 = -4329.693203 nChanged 4 SP:Iteration 5Q (47.795083 sec): 3 clusters Score: Raw -4855.648731 + Penalty 522.114305 = -4333.534426 nChanged 3 SP:Iteration 6Q (47.795615 sec): 3 clusters Score: Raw -4857.989876 + Penalty 523.055447 = -4334.934429 nChanged 3 SP:Iteration 7Q (47.796143 sec): 3 clusters Score: Raw -4863.126445 + Penalty 523.116278 = -4340.010167 nChanged 2 SP:Iteration 8Q (47.796671 sec): 3 clusters Score: Raw -4873.251271 + Penalty 523.116278 = -4350.134993 nChanged 0 SP:Iteration 9F (47.797227 sec): 3 clusters Score: Raw -4873.251271 + Penalty 523.116278 = -4350.134993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 29 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.797721 sec): 2 clusters Score: Raw -400.282616 + Penalty 208.149079 = -192.133537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.797952 sec): 3 clusters Score: Raw -406.535697 + Penalty 427.360139 = 20.824442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.798956 sec): 2 clusters Score: Raw -6615.909351 + Penalty 555.656465 = -6060.252887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.799532 sec): 3 clusters Score: Raw -6578.376654 + Penalty 1117.067556 = -5461.309098 nChanged 37 SP:Iteration 1F (47.800101 sec): 3 clusters Score: Raw -6620.768743 + Penalty 1120.693328 = -5500.075415 nChanged 14 SP:Iteration 2F (47.800669 sec): 3 clusters Score: Raw -6639.884896 + Penalty 1126.252569 = -5513.632327 nChanged 8 SP:Iteration 3Q (47.801226 sec): 3 clusters Score: Raw -6647.752242 + Penalty 1127.068496 = -5520.683745 nChanged 2 SP:Iteration 4Q (47.801782 sec): 3 clusters Score: Raw -6649.463301 + Penalty 1129.773325 = -5519.689976 nChanged 2 SP:Iteration 5F (47.802338 sec): 3 clusters Score: Raw -6651.202363 + Penalty 1129.773325 = -5521.429038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 31 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.803297 sec): 2 clusters Score: Raw -6015.661779 + Penalty 292.984469 = -5722.677311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.803858 sec): 3 clusters Score: Raw -5963.291930 + Penalty 589.285049 = -5374.006881 nChanged 46 SP:Iteration 1F (47.804410 sec): 3 clusters Score: Raw -6040.172406 + Penalty 593.804733 = -5446.367673 nChanged 18 SP:Iteration 2F (47.804962 sec): 3 clusters Score: Raw -6082.729606 + Penalty 599.471217 = -5483.258389 nChanged 14 SP:Iteration 3F (47.805524 sec): 3 clusters Score: Raw -6121.149904 + Penalty 602.316850 = -5518.833054 nChanged 5 SP:Iteration 4Q (47.806051 sec): 3 clusters Score: Raw -6137.034476 + Penalty 599.284640 = -5537.749836 nChanged 4 SP:Iteration 5Q (47.806567 sec): 3 clusters Score: Raw -6151.481723 + Penalty 595.507428 = -5555.974296 nChanged 5 SP:Iteration 6Q (47.807079 sec): 3 clusters Score: Raw -6157.234915 + Penalty 595.364482 = -5561.870433 nChanged 4 SP:Iteration 7Q (47.807579 sec): 3 clusters Score: Raw -6171.323424 + Penalty 595.402622 = -5575.920802 nChanged 1 SP:Iteration 8Q (47.808076 sec): 3 clusters Score: Raw -6172.472967 + Penalty 595.378883 = -5577.094084 nChanged 1 SP:Iteration 9Q (47.808573 sec): 3 clusters Score: Raw -6173.627769 + Penalty 595.378883 = -5578.248886 nChanged 0 SP:Iteration 10F (47.809123 sec): 3 clusters Score: Raw -6173.627769 + Penalty 595.378883 = -5578.248886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.811350 sec): 2 clusters Score: Raw -14368.009564 + Penalty 236.929900 = -14131.079664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.812266 sec): 3 clusters Score: Raw -14160.442814 + Penalty 497.209710 = -13663.233104 nChanged 148 SP:Iteration 1F (47.813189 sec): 3 clusters Score: Raw -14288.135391 + Penalty 524.742296 = -13763.393095 nChanged 44 SP:Iteration 2F (47.814086 sec): 3 clusters Score: Raw -14340.128300 + Penalty 544.607927 = -13795.520372 nChanged 23 SP:Iteration 3F (47.814982 sec): 3 clusters Score: Raw -14370.175122 + Penalty 565.712649 = -13804.462473 nChanged 18 SP:Iteration 4Q (47.815837 sec): 3 clusters Score: Raw -14391.043835 + Penalty 571.427271 = -13819.616564 nChanged 8 SP:Iteration 5Q (47.816651 sec): 3 clusters Score: Raw -14399.834956 + Penalty 586.391733 = -13813.443223 nChanged 7 SP:Iteration 6F (47.817570 sec): 3 clusters Score: Raw -14406.191554 + Penalty 589.707136 = -13816.484418 nChanged 2 SP:Iteration 7Q (47.818401 sec): 3 clusters Score: Raw -14408.230415 + Penalty 595.755662 = -13812.474753 nChanged 4 SP:Iteration 8F (47.819323 sec): 3 clusters Score: Raw -14412.854038 + Penalty 599.149179 = -13813.704859 nChanged 2 SP:Iteration 9Q (47.820145 sec): 3 clusters Score: Raw -14413.747026 + Penalty 601.324395 = -13812.422632 nChanged 5 SP:Iteration 10F (47.821067 sec): 3 clusters Score: Raw -14420.137544 + Penalty 603.243104 = -13816.894440 nChanged 2 SP:Iteration 11Q (47.821909 sec): 3 clusters Score: Raw -14421.369104 + Penalty 603.243104 = -13818.126000 nChanged 0 SP:Iteration 12F (47.822832 sec): 3 clusters Score: Raw -14421.369104 + Penalty 603.243104 = -13818.126000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.823496 sec): 2 clusters Score: Raw -2068.335121 + Penalty 398.021146 = -1670.313975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.823797 sec): 3 clusters Score: Raw -2081.593340 + Penalty 792.488984 = -1289.104356 nChanged 2 SP:Iteration 1Q (47.824080 sec): 3 clusters Score: Raw -2088.036015 + Penalty 792.488984 = -1295.547031 nChanged 0 SP:Iteration 2F (47.824368 sec): 3 clusters Score: Raw -2088.036015 + Penalty 792.488984 = -1295.547031 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.826657 sec): 2 clusters Score: Raw -22622.641237 + Penalty 495.547174 = -22127.094063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.828031 sec): 3 clusters Score: Raw -22335.393021 + Penalty 1004.914514 = -21330.478508 nChanged 204 SP:Iteration 1F (47.829342 sec): 3 clusters Score: Raw -22492.031700 + Penalty 1024.751419 = -21467.280280 nChanged 59 SP:Iteration 2F (47.830636 sec): 3 clusters Score: Raw -22560.475432 + Penalty 1043.028430 = -21517.447002 nChanged 41 SP:Iteration 3F (47.831926 sec): 3 clusters Score: Raw -22607.500305 + Penalty 1061.354981 = -21546.145324 nChanged 28 SP:Iteration 4Q (47.833218 sec): 3 clusters Score: Raw -22640.850408 + Penalty 1077.146958 = -21563.703451 nChanged 17 SP:Iteration 5Q (47.834467 sec): 3 clusters Score: Raw -22660.511196 + Penalty 1086.588631 = -21573.922565 nChanged 11 SP:Iteration 6Q (47.835705 sec): 3 clusters Score: Raw -22676.153252 + Penalty 1093.958385 = -21582.194867 nChanged 6 SP:Iteration 7Q (47.836925 sec): 3 clusters Score: Raw -22679.972445 + Penalty 1097.725885 = -21582.246561 nChanged 5 SP:Iteration 8Q (47.838188 sec): 3 clusters Score: Raw -22684.816278 + Penalty 1099.109493 = -21585.706786 nChanged 2 SP:Iteration 9Q (47.839459 sec): 3 clusters Score: Raw -22685.919984 + Penalty 1100.316015 = -21585.603969 nChanged 1 SP:Iteration 10F (47.840813 sec): 3 clusters Score: Raw -22685.876771 + Penalty 1100.316015 = -21585.560756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.842274 sec): 2 clusters Score: Raw -13693.530151 + Penalty 298.388341 = -13395.141810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.843135 sec): 3 clusters Score: Raw -13528.634527 + Penalty 595.151646 = -12933.482881 nChanged 123 SP:Iteration 1F (47.843956 sec): 3 clusters Score: Raw -13608.079515 + Penalty 596.467349 = -13011.612166 nChanged 35 SP:Iteration 2F (47.844779 sec): 3 clusters Score: Raw -13645.074851 + Penalty 604.023245 = -13041.051607 nChanged 35 SP:Iteration 3F (47.845599 sec): 3 clusters Score: Raw -13697.832604 + Penalty 627.644952 = -13070.187652 nChanged 38 SP:Iteration 4F (47.846420 sec): 3 clusters Score: Raw -13750.167544 + Penalty 642.144932 = -13108.022613 nChanged 20 SP:Iteration 5F (47.847240 sec): 3 clusters Score: Raw -13772.491964 + Penalty 643.113245 = -13129.378719 nChanged 6 SP:Iteration 6Q (47.848042 sec): 3 clusters Score: Raw -13775.896679 + Penalty 641.324236 = -13134.572444 nChanged 3 SP:Iteration 7Q (47.848844 sec): 3 clusters Score: Raw -13779.832683 + Penalty 641.729526 = -13138.103157 nChanged 1 SP:Iteration 8Q (47.849644 sec): 3 clusters Score: Raw -13781.420670 + Penalty 641.729526 = -13139.691144 nChanged 0 SP:Iteration 9F (47.850462 sec): 3 clusters Score: Raw -13781.420670 + Penalty 641.729526 = -13139.691144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.851098 sec): 2 clusters Score: Raw -1704.715411 + Penalty 344.059966 = -1360.655444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.851403 sec): 3 clusters Score: Raw -1725.868965 + Penalty 685.070153 = -1040.798812 nChanged 4 SP:Iteration 1F (47.851708 sec): 3 clusters Score: Raw -1732.155662 + Penalty 686.690175 = -1045.465488 nChanged 1 SP:Iteration 2Q (47.851999 sec): 3 clusters Score: Raw -1733.566429 + Penalty 688.119933 = -1045.446497 nChanged 1 SP:Iteration 3F (47.852295 sec): 3 clusters Score: Raw -1735.443489 + Penalty 688.119933 = -1047.323557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.853398 sec): 2 clusters Score: Raw -8536.979552 + Penalty 857.430230 = -7679.549322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.854034 sec): 3 clusters Score: Raw -8563.146415 + Penalty 1714.844393 = -6848.302021 nChanged 40 SP:Iteration 1F (47.854666 sec): 3 clusters Score: Raw -8636.049320 + Penalty 1714.851064 = -6921.198256 nChanged 10 SP:Iteration 2Q (47.855281 sec): 3 clusters Score: Raw -8657.049072 + Penalty 1714.935541 = -6942.113531 nChanged 5 SP:Iteration 3Q (47.855893 sec): 3 clusters Score: Raw -8670.583695 + Penalty 1714.958259 = -6955.625436 nChanged 1 SP:Iteration 4Q (47.856494 sec): 3 clusters Score: Raw -8674.016991 + Penalty 1714.926240 = -6959.090751 nChanged 1 SP:Iteration 5Q (47.857108 sec): 3 clusters Score: Raw -8674.993624 + Penalty 1714.926240 = -6960.067384 nChanged 0 SP:Iteration 6F (47.857740 sec): 3 clusters Score: Raw -8674.993624 + Penalty 1714.926240 = -6960.067384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 43 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.858234 sec): 2 clusters Score: Raw -341.318455 + Penalty 142.523645 = -198.794810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.858467 sec): 3 clusters Score: Raw -346.368346 + Penalty 284.009250 = -62.359096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 44 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.858959 sec): 2 clusters Score: Raw -462.679996 + Penalty 163.246333 = -299.433662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.859190 sec): 3 clusters Score: Raw -481.898738 + Penalty 326.904194 = -154.994545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.859680 sec): 2 clusters Score: Raw -546.331881 + Penalty 225.283670 = -321.048211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.859914 sec): 3 clusters Score: Raw -571.042653 + Penalty 442.663473 = -128.379180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.860376 sec): 2 clusters Score: Raw -158.039829 + Penalty 98.269251 = -59.770578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.860571 sec): 2 clusters Score: Raw -158.039829 + Penalty 98.269251 = -59.770578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.861016 sec): 2 clusters Score: Raw -28.995999 + Penalty 0.000000 = -28.995999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.861197 sec): 2 clusters Score: Raw -28.995999 + Penalty 0.000000 = -28.995999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 53 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.862417 sec): 2 clusters Score: Raw -7633.562213 + Penalty 430.293253 = -7203.268961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.862991 sec): 3 clusters Score: Raw -7594.746422 + Penalty 872.882421 = -6721.864001 nChanged 44 SP:Iteration 1F (47.863527 sec): 3 clusters Score: Raw -7653.136337 + Penalty 884.391753 = -6768.744584 nChanged 19 SP:Iteration 2F (47.864054 sec): 3 clusters Score: Raw -7674.417120 + Penalty 890.492484 = -6783.924636 nChanged 7 SP:Iteration 3Q (47.864573 sec): 3 clusters Score: Raw -7690.901527 + Penalty 896.451132 = -6794.450395 nChanged 6 SP:Iteration 4Q (47.865088 sec): 3 clusters Score: Raw -7699.374594 + Penalty 896.451132 = -6802.923462 nChanged 0 SP:Iteration 5F (47.865618 sec): 3 clusters Score: Raw -7699.374594 + Penalty 896.451132 = -6802.923462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.866365 sec): 2 clusters Score: Raw -2575.325212 + Penalty 375.192420 = -2200.132792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.866741 sec): 3 clusters Score: Raw -2583.575954 + Penalty 754.037019 = -1829.538935 nChanged 9 SP:Iteration 1F (47.867094 sec): 3 clusters Score: Raw -2609.879680 + Penalty 790.315995 = -1819.563685 nChanged 7 SP:Iteration 2F (47.867446 sec): 3 clusters Score: Raw -2626.937826 + Penalty 793.497445 = -1833.440381 nChanged 2 SP:Iteration 3Q (47.867781 sec): 3 clusters Score: Raw -2633.625925 + Penalty 800.005669 = -1833.620256 nChanged 1 SP:Iteration 4Q (47.868112 sec): 3 clusters Score: Raw -2636.650998 + Penalty 800.005669 = -1836.645329 nChanged 0 SP:Iteration 5F (47.868464 sec): 3 clusters Score: Raw -2636.650998 + Penalty 800.005669 = -1836.645329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 57 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.869332 sec): 2 clusters Score: Raw -6125.853367 + Penalty 223.722496 = -5902.130871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.869835 sec): 3 clusters Score: Raw -6047.346067 + Penalty 458.221966 = -5589.124101 nChanged 43 SP:Iteration 1F (47.870338 sec): 3 clusters Score: Raw -6094.052990 + Penalty 475.599057 = -5618.453932 nChanged 18 SP:Iteration 2F (47.870838 sec): 3 clusters Score: Raw -6120.720620 + Penalty 493.183172 = -5627.537448 nChanged 8 SP:Iteration 3Q (47.871320 sec): 3 clusters Score: Raw -6131.106991 + Penalty 501.547034 = -5629.559957 nChanged 4 SP:Iteration 4Q (47.871790 sec): 3 clusters Score: Raw -6134.461843 + Penalty 507.957342 = -5626.504501 nChanged 2 SP:Iteration 5F (47.872274 sec): 3 clusters Score: Raw -6134.376873 + Penalty 509.826052 = -5624.550821 nChanged 1 SP:Iteration 6F (47.872754 sec): 3 clusters Score: Raw -6134.436771 + Penalty 512.660402 = -5621.776369 nChanged 1 SP:Iteration 7F (47.873237 sec): 3 clusters Score: Raw -6134.144925 + Penalty 521.955099 = -5612.189826 nChanged 2 SP:Iteration 8F (47.873717 sec): 3 clusters Score: Raw -6135.524497 + Penalty 534.661333 = -5600.863164 nChanged 3 SP:Iteration 9F (47.874196 sec): 3 clusters Score: Raw -6137.204872 + Penalty 554.232612 = -5582.972260 nChanged 3 SP:Iteration 10F (47.874676 sec): 3 clusters Score: Raw -6139.325826 + Penalty 558.170511 = -5581.155315 nChanged 1 SP:Iteration 11F (47.875156 sec): 3 clusters Score: Raw -6140.312599 + Penalty 558.170511 = -5582.142088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 59 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.875661 sec): 2 clusters Score: Raw -436.853760 + Penalty 202.972223 = -233.881537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.875891 sec): 3 clusters Score: Raw -458.187345 + Penalty 402.279801 = -55.907544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 60 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.876557 sec): 2 clusters Score: Raw -2377.183881 + Penalty 547.358125 = -1829.825755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.876903 sec): 3 clusters Score: Raw -2481.699268 + Penalty 1095.000851 = -1386.698417 nChanged 2 SP:Iteration 1Q (47.877222 sec): 3 clusters Score: Raw -2494.212133 + Penalty 1094.994203 = -1399.217930 nChanged 1 SP:Iteration 2Q (47.877536 sec): 3 clusters Score: Raw -2502.351349 + Penalty 1094.839112 = -1407.512237 nChanged 2 SP:Iteration 3Q (47.877854 sec): 3 clusters Score: Raw -2516.658573 + Penalty 1095.301826 = -1421.356747 nChanged 1 SP:Iteration 4Q (47.878166 sec): 3 clusters Score: Raw -2522.017414 + Penalty 1095.301826 = -1426.715588 nChanged 0 SP:Iteration 5F (47.878503 sec): 3 clusters Score: Raw -2522.017414 + Penalty 1095.301826 = -1426.715588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 63 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.879005 sec): 2 clusters Score: Raw -595.112298 + Penalty 210.010869 = -385.101429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.879245 sec): 3 clusters Score: Raw -610.888687 + Penalty 423.976183 = -186.912504 nChanged 1 SP:Iteration 1F (47.879481 sec): 3 clusters Score: Raw -612.492368 + Penalty 423.976183 = -188.516185 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 67 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.881993 sec): 2 clusters Score: Raw -25947.186907 + Penalty 196.112257 = -25751.074650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.883585 sec): 3 clusters Score: Raw -25475.081492 + Penalty 389.579415 = -25085.502077 nChanged 305 SP:Iteration 1F (47.885133 sec): 3 clusters Score: Raw -25640.259874 + Penalty 392.302175 = -25247.957699 nChanged 91 SP:Iteration 2F (47.886670 sec): 3 clusters Score: Raw -25706.212300 + Penalty 402.285367 = -25303.926933 nChanged 73 SP:Iteration 3F (47.888190 sec): 3 clusters Score: Raw -25774.622879 + Penalty 428.713823 = -25345.909055 nChanged 65 SP:Iteration 4F (47.889750 sec): 3 clusters Score: Raw -25845.350867 + Penalty 477.636421 = -25367.714446 nChanged 52 SP:Iteration 5F (47.891295 sec): 3 clusters Score: Raw -25906.023660 + Penalty 551.636253 = -25354.387408 nChanged 33 SP:Iteration 6F (47.892822 sec): 3 clusters Score: Raw -25953.965303 + Penalty 582.790648 = -25371.174654 nChanged 9 SP:Iteration 7Q (47.894226 sec): 3 clusters Score: Raw -25968.718427 + Penalty 582.192129 = -25386.526298 nChanged 2 SP:Iteration 8Q (47.895569 sec): 3 clusters Score: Raw -25974.068876 + Penalty 571.346585 = -25402.722291 nChanged 2 SP:Iteration 9Q (47.896869 sec): 3 clusters Score: Raw -25977.928806 + Penalty 571.346585 = -25406.582221 nChanged 0 SP:Iteration 10F (47.898434 sec): 3 clusters Score: Raw -25977.928806 + Penalty 571.346585 = -25406.582221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 68 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.898980 sec): 2 clusters Score: Raw -416.862573 + Penalty 208.911233 = -207.951340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.899207 sec): 3 clusters Score: Raw -418.021559 + Penalty 410.591766 = -7.429793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 69 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.899695 sec): 2 clusters Score: Raw -461.671026 + Penalty 207.540972 = -254.130054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.899926 sec): 3 clusters Score: Raw -471.414506 + Penalty 406.605203 = -64.809303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.900553 sec): 2 clusters Score: Raw -2397.905439 + Penalty 504.752435 = -1893.153004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.900912 sec): 3 clusters Score: Raw -2501.430765 + Penalty 1010.824773 = -1490.605992 nChanged 3 SP:Iteration 1Q (47.901222 sec): 3 clusters Score: Raw -2525.310262 + Penalty 1010.824773 = -1514.485489 nChanged 0 SP:Iteration 2F (47.901548 sec): 3 clusters Score: Raw -2525.310262 + Penalty 1010.824773 = -1514.485489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 75 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.902076 sec): 2 clusters Score: Raw -1068.045506 + Penalty 238.005649 = -830.039856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.902336 sec): 3 clusters Score: Raw -1073.999758 + Penalty 472.270771 = -601.728987 nChanged 1 SP:Iteration 1Q (47.902588 sec): 3 clusters Score: Raw -1076.592371 + Penalty 472.270771 = -604.321600 nChanged 0 SP:Iteration 2F (47.902843 sec): 3 clusters Score: Raw -1076.592371 + Penalty 472.270771 = -604.321600 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 76 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.905388 sec): 2 clusters Score: Raw -25499.524990 + Penalty 141.515823 = -25358.009167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.907002 sec): 3 clusters Score: Raw -25004.634398 + Penalty 294.522346 = -24710.112052 nChanged 349 SP:Iteration 1F (47.908608 sec): 3 clusters Score: Raw -25295.322670 + Penalty 313.611728 = -24981.710942 nChanged 94 SP:Iteration 2F (47.910217 sec): 3 clusters Score: Raw -25401.292158 + Penalty 371.056252 = -25030.235906 nChanged 56 SP:Iteration 3F (47.911826 sec): 3 clusters Score: Raw -25473.896516 + Penalty 396.954179 = -25076.942336 nChanged 15 SP:Iteration 4Q (47.913374 sec): 3 clusters Score: Raw -25490.037075 + Penalty 397.933623 = -25092.103452 nChanged 12 SP:Iteration 5Q (47.914827 sec): 3 clusters Score: Raw -25500.961841 + Penalty 388.551394 = -25112.410447 nChanged 5 SP:Iteration 6Q (47.916244 sec): 3 clusters Score: Raw -25504.764739 + Penalty 394.699320 = -25110.065419 nChanged 2 SP:Iteration 7F (47.917904 sec): 3 clusters Score: Raw -25507.199165 + Penalty 399.246292 = -25107.952873 nChanged 1 SP:Iteration 8F (47.919542 sec): 3 clusters Score: Raw -25508.182799 + Penalty 399.246292 = -25108.936507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 82 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.920073 sec): 2 clusters Score: Raw -413.839166 + Penalty 131.932842 = -281.906324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.920318 sec): 3 clusters Score: Raw -430.281194 + Penalty 260.947868 = -169.333326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.920783 sec): 2 clusters Score: Raw -75.896964 + Penalty 59.740224 = -16.156741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.920976 sec): 2 clusters Score: Raw -75.896964 + Penalty 59.740224 = -16.156741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 87 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.921517 sec): 2 clusters Score: Raw -1114.659763 + Penalty 333.067558 = -781.592205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.921789 sec): 3 clusters Score: Raw -1177.966720 + Penalty 664.934928 = -513.031792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 88 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.922293 sec): 2 clusters Score: Raw -655.974275 + Penalty 252.016542 = -403.957732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.922537 sec): 3 clusters Score: Raw -679.772509 + Penalty 501.455869 = -178.316640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.923022 sec): 2 clusters Score: Raw -74.065361 + Penalty 55.628381 = -18.436980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.923227 sec): 3 clusters Score: Raw -67.951509 + Penalty 111.256762 = 43.305253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.923695 sec): 2 clusters Score: Raw -219.923982 + Penalty 120.957059 = -98.966924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.923904 sec): 3 clusters Score: Raw -221.285470 + Penalty 220.485730 = -0.799741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.924398 sec): 2 clusters Score: Raw -609.415491 + Penalty 239.036527 = -370.378964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.924636 sec): 3 clusters Score: Raw -624.744536 + Penalty 452.295655 = -172.448881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 98 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.925164 sec): 2 clusters Score: Raw -1038.571573 + Penalty 290.462473 = -748.109101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.925424 sec): 3 clusters Score: Raw -1081.036295 + Penalty 585.834458 = -495.201837 nChanged 1 SP:Iteration 1Q (47.925674 sec): 3 clusters Score: Raw -1086.415971 + Penalty 585.834458 = -500.581513 nChanged 0 SP:Iteration 2F (47.925931 sec): 3 clusters Score: Raw -1086.415971 + Penalty 585.834458 = -500.581513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.926404 sec): 2 clusters Score: Raw -257.259808 + Penalty 101.117893 = -156.141914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.926626 sec): 3 clusters Score: Raw -266.872014 + Penalty 209.229067 = -57.642947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 105 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.927183 sec): 2 clusters Score: Raw -1426.334295 + Penalty 358.131018 = -1068.203276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.927466 sec): 3 clusters Score: Raw -1500.898515 + Penalty 722.522754 = -778.375761 nChanged 1 SP:Iteration 1Q (47.927732 sec): 3 clusters Score: Raw -1506.796905 + Penalty 722.522754 = -784.274151 nChanged 0 SP:Iteration 2F (47.928010 sec): 3 clusters Score: Raw -1506.796905 + Penalty 722.522754 = -784.274151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.928489 sec): 2 clusters Score: Raw -337.607969 + Penalty 190.738028 = -146.869941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.928714 sec): 3 clusters Score: Raw -361.244160 + Penalty 401.100060 = 39.855900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 117 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.929189 sec): 2 clusters Score: Raw -317.813842 + Penalty 190.607915 = -127.205926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.929413 sec): 3 clusters Score: Raw -330.409823 + Penalty 378.190359 = 47.780536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 119 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.929950 sec): 2 clusters Score: Raw -1165.075403 + Penalty 203.809877 = -961.265526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.930218 sec): 3 clusters Score: Raw -1183.507198 + Penalty 408.021018 = -775.486180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 123 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.930706 sec): 2 clusters Score: Raw -266.609509 + Penalty 140.653719 = -125.955790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.930921 sec): 3 clusters Score: Raw -260.951757 + Penalty 140.653719 = -120.298038 nChanged 1 SP:Iteration 1F (47.931118 sec): 2 clusters Score: Raw -266.609509 + Penalty 140.653719 = -125.955790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.931630 sec): 2 clusters Score: Raw -754.234416 + Penalty 286.914126 = -467.320290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.931882 sec): 3 clusters Score: Raw -786.879296 + Penalty 565.157644 = -221.721652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.932343 sec): 2 clusters Score: Raw -109.249062 + Penalty 70.030088 = -39.218974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.932536 sec): 2 clusters Score: Raw -109.249062 + Penalty 70.030088 = -39.218974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.932993 sec): 2 clusters Score: Raw -69.685920 + Penalty 46.994570 = -22.691349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.933199 sec): 3 clusters Score: Raw -65.028315 + Penalty 93.989141 = 28.960826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 135 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.933666 sec): 2 clusters Score: Raw -257.331436 + Penalty 162.357992 = -94.973444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.933884 sec): 3 clusters Score: Raw -246.786446 + Penalty 324.715983 = 77.929537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 136 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.934349 sec): 2 clusters Score: Raw -221.120052 + Penalty 148.024826 = -73.095226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.934565 sec): 3 clusters Score: Raw -222.710404 + Penalty 291.713074 = 69.002670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.935026 sec): 2 clusters Score: Raw -164.185029 + Penalty 122.030402 = -42.154627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.935233 sec): 3 clusters Score: Raw -157.463918 + Penalty 244.060804 = 86.596887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 147 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.935698 sec): 2 clusters Score: Raw -186.544144 + Penalty 143.586876 = -42.957268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.935911 sec): 3 clusters Score: Raw -182.385881 + Penalty 319.709239 = 137.323358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.936378 sec): 2 clusters Score: Raw -238.252915 + Penalty 142.899498 = -95.353417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.936576 sec): 2 clusters Score: Raw -238.252915 + Penalty 142.899498 = -95.353417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.937037 sec): 2 clusters Score: Raw -219.688134 + Penalty 46.734715 = -172.953419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.937256 sec): 3 clusters Score: Raw -217.277500 + Penalty 95.246209 = -122.031291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.937704 sec): 2 clusters Score: Raw -33.050695 + Penalty 0.000000 = -33.050695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.937890 sec): 2 clusters Score: Raw -33.050695 + Penalty 0.000000 = -33.050695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 185 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.938366 sec): 2 clusters Score: Raw -340.602278 + Penalty 152.490493 = -188.111785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.938592 sec): 3 clusters Score: Raw -343.154261 + Penalty 304.980987 = -38.173274 nChanged 1 SP:Iteration 1F (47.938814 sec): 3 clusters Score: Raw -348.345993 + Penalty 304.980987 = -43.365007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 186 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.939285 sec): 2 clusters Score: Raw -306.483685 + Penalty 169.484707 = -136.998978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.939506 sec): 3 clusters Score: Raw -304.953157 + Penalty 338.969414 = 34.016257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 193 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.939988 sec): 2 clusters Score: Raw -434.514259 + Penalty 170.074957 = -264.439302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.940218 sec): 3 clusters Score: Raw -443.239638 + Penalty 340.149915 = -103.089723 nChanged 1 SP:Iteration 1F (47.940447 sec): 3 clusters Score: Raw -446.419261 + Penalty 340.149915 = -106.269346 nChanged 0 Deleting Class 135 (6 points): Lose 52.255603 but Gain 921.956803 Iteration 119Q (48.063075 sec): 79 clusters Score: Raw -774533.118215 + Penalty 54064.559659 = -720468.558557 nChanged 8 Deleting Class 141 (4 points): Lose 31.417620 but Gain 895.631165 Iteration 120F (49.015498 sec): 78 clusters Score: Raw -774523.918334 + Penalty 53239.265638 = -721284.652696 nChanged 10 Deleting Class 85 (2 points): Lose 14.632893 but Gain 876.915998 Iteration 121Q (49.125302 sec): 77 clusters Score: Raw -774532.832747 + Penalty 52372.673083 = -722160.159663 nChanged 4 Deleting Class 68 (10 points): Lose 63.370107 but Gain 923.129683 Iteration 122Q (49.233637 sec): 76 clusters Score: Raw -774483.488021 + Penalty 51458.455064 = -723025.032956 nChanged 11 Deleting Class 29 (10 points): Lose 62.100864 but Gain 919.761900 Iteration 123Q (49.341507 sec): 75 clusters Score: Raw -774437.936278 + Penalty 50547.287099 = -723890.649179 nChanged 10 Deleting Class 70 (65 points): Lose 381.085953 but Gain 1229.779839 Iteration 124Q (49.449814 sec): 74 clusters Score: Raw -774070.443322 + Penalty 49497.240370 = -724573.202952 nChanged 66 Deleting Class 35 (49 points): Lose 201.175330 but Gain 1053.818020 Iteration 125Q (49.559267 sec): 73 clusters Score: Raw -774069.533468 + Penalty 48529.491621 = -725540.041847 nChanged 59 Deleting Class 147 (5 points): Lose 61.139666 but Gain 907.730922 Iteration 126Q (49.667788 sec): 72 clusters Score: Raw -774123.578087 + Penalty 47657.499808 = -726466.078279 nChanged 29 Deleting Class 117 (9 points): Lose 55.720061 but Gain 882.638963 Iteration 127Q (49.774505 sec): 71 clusters Score: Raw -774103.868487 + Penalty 46811.696014 = -727292.172474 nChanged 28 Deleting Class 6 (16 points): Lose 127.258662 but Gain 947.844468 Iteration 128Q (49.880429 sec): 70 clusters Score: Raw -774013.659125 + Penalty 45911.458459 = -728102.200665 nChanged 28 Deleting Class 136 (6 points): Lose 25.329353 but Gain 840.565308 Iteration 129Q (49.986390 sec): 69 clusters Score: Raw -774032.171843 + Penalty 45107.267725 = -728924.904118 nChanged 21 Deleting Class 106 (10 points): Lose 41.775429 but Gain 842.826556 Iteration 130F (50.819883 sec): 68 clusters Score: Raw -774015.977678 + Penalty 44272.253466 = -729743.724211 nChanged 22 Deleting Class 89 (2 points): Lose 17.179378 but Gain 816.559002 Iteration 131Q (50.925495 sec): 67 clusters Score: Raw -774022.077046 + Penalty 43467.835988 = -730554.241058 nChanged 14 Deleting Class 130 (25 points): Lose 153.456903 but Gain 948.914586 Iteration 132Q (51.030174 sec): 66 clusters Score: Raw -773878.241983 + Penalty 42548.236992 = -731330.004991 nChanged 27 Deleting Class 151 (6 points): Lose 18.386850 but Gain 811.460913 Iteration 133Q (51.134740 sec): 65 clusters Score: Raw -773916.635187 + Penalty 41734.935985 = -732181.699202 nChanged 8 Deleting Class 40 (51 points): Lose 131.037716 but Gain 920.866702 Iteration 134Q (51.238279 sec): 64 clusters Score: Raw -773800.964483 + Penalty 40872.712849 = -732928.251635 nChanged 56 Deleting Class 45 (15 points): Lose 69.919909 but Gain 846.427203 Iteration 135Q (51.342275 sec): 63 clusters Score: Raw -773813.072424 + Penalty 40027.263858 = -733785.808566 nChanged 30 Deleting Class 186 (12 points): Lose 68.907938 but Gain 845.046004 Iteration 136Q (51.445665 sec): 62 clusters Score: Raw -773797.641831 + Penalty 39192.939448 = -734604.702383 nChanged 24 Deleting Class 105 (42 points): Lose 208.324869 but Gain 974.894541 Iteration 137Q (51.549734 sec): 61 clusters Score: Raw -773626.678286 + Penalty 38257.861154 = -735368.817131 nChanged 55 Deleting Class 59 (13 points): Lose 74.823952 but Gain 836.337944 Iteration 138Q (51.656906 sec): 60 clusters Score: Raw -773650.240678 + Penalty 37444.455116 = -736205.785562 nChanged 20 Deleting Class 87 (35 points): Lose 215.969835 but Gain 953.162220 Iteration 139Q (51.760785 sec): 59 clusters Score: Raw -773461.266383 + Penalty 36491.580238 = -736969.686144 nChanged 41 Deleting Class 11 (56 points): Lose 167.683578 but Gain 900.531141 Iteration 140F (52.470760 sec): 58 clusters Score: Raw -773401.062621 + Penalty 35593.160565 = -737807.902055 nChanged 72 Deleting Class 63 (22 points): Lose 91.483829 but Gain 812.269513 Iteration 141Q (52.574967 sec): 57 clusters Score: Raw -773408.675822 + Penalty 34813.672050 = -738595.003772 nChanged 47 Deleting Class 98 (36 points): Lose 193.419369 but Gain 909.277540 Iteration 142Q (52.679072 sec): 56 clusters Score: Raw -773279.429223 + Penalty 33919.205510 = -739360.223713 nChanged 64 Deleting Class 46 (4 points): Lose 15.401886 but Gain 721.238333 Iteration 143Q (52.782137 sec): 55 clusters Score: Raw -773388.199004 + Penalty 33195.651516 = -740192.547487 nChanged 31 Deleting Class 123 (7 points): Lose 31.621193 but Gain 735.436273 Iteration 144Q (52.884287 sec): 54 clusters Score: Raw -773393.231815 + Penalty 32467.910123 = -740925.321692 nChanged 23 Deleting Class 96 (25 points): Lose 170.778178 but Gain 866.103659 Iteration 145Q (52.983613 sec): 53 clusters Score: Raw -773242.040128 + Penalty 31612.421452 = -741629.618677 nChanged 37 Deleting Class 13 (59 points): Lose 253.509192 but Gain 948.771292 Iteration 146Q (53.082743 sec): 52 clusters Score: Raw -773084.339151 + Penalty 30742.147680 = -742342.191472 nChanged 76 Deleting Class 22 (5 points): Lose 32.809418 but Gain 724.032211 Iteration 147Q (53.181306 sec): 51 clusters Score: Raw -773200.204831 + Penalty 30060.015411 = -743140.189420 nChanged 30 Deleting Class 69 (16 points): Lose 132.886043 but Gain 816.634560 Iteration 148Q (53.278206 sec): 50 clusters Score: Raw -773093.438002 + Penalty 29248.782382 = -743844.655620 nChanged 28 Deleting Class 134 (2 points): Lose 18.687129 but Gain 689.824847 Iteration 149Q (53.377466 sec): 49 clusters Score: Raw -773112.254244 + Penalty 28568.858909 = -744543.395334 nChanged 12 Deleting Class 94 (6 points): Lose 48.272534 but Gain 686.859834 Iteration 150F (53.967676 sec): 48 clusters Score: Raw -773075.986943 + Penalty 27891.568784 = -745184.418159 nChanged 19 Deleting Class 132 (3 points): Lose 12.760586 but Gain 648.569965 Iteration 151Q (54.066193 sec): 47 clusters Score: Raw -773082.807687 + Penalty 27254.514549 = -745828.293139 nChanged 17 Deleting Class 193 (11 points): Lose 72.379088 but Gain 687.166373 Iteration 152Q (54.164890 sec): 46 clusters Score: Raw -773028.503788 + Penalty 26588.046700 = -746440.457089 nChanged 25 Deleting Class 185 (10 points): Lose 68.097033 but Gain 673.819682 Iteration 153Q (54.263468 sec): 45 clusters Score: Raw -772993.662942 + Penalty 25918.207012 = -747075.455930 nChanged 24 Deleting Class 75 (45 points): Lose 197.829360 but Gain 794.072977 Iteration 154Q (54.360709 sec): 44 clusters Score: Raw -772823.148988 + Penalty 25138.194121 = -747684.954867 nChanged 53 Deleting Class 43 (10 points): Lose 34.124713 but Gain 629.778520 Iteration 155Q (54.457795 sec): 43 clusters Score: Raw -772867.095986 + Penalty 24496.635691 = -748370.460295 nChanged 32 Deleting Class 44 (14 points): Lose 68.818316 but Gain 657.837154 Iteration 156Q (54.555233 sec): 42 clusters Score: Raw -772829.879691 + Penalty 23827.839878 = -749002.039813 nChanged 29 Deleting Class 103 (11 points): Lose 33.828930 but Gain 621.731503 Iteration 157Q (54.651602 sec): 41 clusters Score: Raw -772827.586210 + Penalty 23211.107415 = -749616.478794 nChanged 19 Deleting Class 24 (81 points): Lose 265.062268 but Gain 809.039423 Iteration 158Q (54.749455 sec): 40 clusters Score: Raw -772578.676721 + Penalty 22447.219863 = -750131.456858 nChanged 84 Deleting Class 55 (86 points): Lose 367.055590 but Gain 894.140586 Iteration 159Q (54.844654 sec): 39 clusters Score: Raw -772342.681694 + Penalty 21672.520066 = -750670.161627 nChanged 114 Deleting Class 181 (2 points): Lose 24.338884 but Gain 546.998578 Iteration 160F (55.324884 sec): 38 clusters Score: Raw -772548.641251 + Penalty 21129.702237 = -751418.939014 nChanged 44 Deleting Class 60 (103 points): Lose 693.774938 but Gain 1201.881541 Iteration 161Q (55.417167 sec): 37 clusters Score: Raw -771894.308776 + Penalty 20056.346152 = -751837.962624 nChanged 132 Deleting Class 88 (53 points): Lose 383.672994 but Gain 888.530641 Iteration 162Q (55.509331 sec): 36 clusters Score: Raw -771835.406509 + Penalty 19178.801806 = -752656.604703 nChanged 110 Deleting Class 119 (36 points): Lose 133.078137 but Gain 623.673010 Iteration 163Q (55.600825 sec): 35 clusters Score: Raw -771888.782430 + Penalty 18556.578613 = -753332.203817 nChanged 84 Deleting Class 82 (13 points): Lose 62.922681 but Gain 523.348201 Iteration 164Q (55.693243 sec): 34 clusters Score: Raw -771903.041795 + Penalty 18039.399950 = -753863.641845 nChanged 42 Deleting Class 16 (170 points): Lose 576.287105 but Gain 844.819012 Iteration 165Q (55.782550 sec): 33 clusters Score: Raw -771355.242301 + Penalty 17290.985752 = -754064.256550 nChanged 204 Deleting Class 164 (7 points): Lose 42.957185 but Gain 244.361865 Iteration 166Q (55.873817 sec): 32 clusters Score: Raw -771682.905211 + Penalty 17066.835425 = -754616.069786 nChanged 71 Deleting Class 52 (1 points): Lose 6.289286 but Gain 146.602082 Iteration 167Q (55.962093 sec): 31 clusters Score: Raw -771746.827714 + Penalty 16934.267271 = -754812.560443 nChanged 50 Deleting Class 57 (167 points): Lose 377.523122 but Gain 459.982139 Iteration 168Q (56.049910 sec): 30 clusters Score: Raw -771411.266521 + Penalty 16466.828075 = -754944.438447 nChanged 206 Deleting Class 30 (274 points): Lose 1079.671808 but Gain 1093.421821 Iteration 169Q (56.138909 sec): 29 clusters Score: Raw -770557.689576 + Penalty 15454.509555 = -755103.180021 nChanged 330 Iteration 170F (56.505481 sec): 29 clusters Score: Raw -771126.096131 + Penalty 15437.478536 = -755688.617596 nChanged 99 Iteration 171Q (56.593141 sec): 29 clusters Score: Raw -771171.158628 + Penalty 15422.519772 = -755748.638856 nChanged 58 Deleting Class 20 (255 points): Lose 680.654571 but Gain 687.596132 Iteration 172Q (56.680690 sec): 28 clusters Score: Raw -770510.145059 + Penalty 14793.777109 = -755716.367950 nChanged 294 Iteration 173F (57.037460 sec): 28 clusters Score: Raw -771004.911546 + Penalty 14797.034601 = -756207.876946 nChanged 58 Iteration 174Q (57.124417 sec): 28 clusters Score: Raw -771035.364197 + Penalty 14797.000198 = -756238.363999 nChanged 26 Iteration 175Q (57.211121 sec): 28 clusters Score: Raw -771043.702598 + Penalty 14796.337060 = -756247.365538 nChanged 17 Iteration 176Q (57.297480 sec): 28 clusters Score: Raw -771046.456970 + Penalty 14794.669754 = -756251.787216 nChanged 9 Iteration 177Q (57.383812 sec): 28 clusters Score: Raw -771048.193557 + Penalty 14793.665571 = -756254.527987 nChanged 7 Iteration 178Q (57.470038 sec): 28 clusters Score: Raw -771049.355674 + Penalty 14791.297483 = -756258.058192 nChanged 8 Iteration 179Q (57.555663 sec): 28 clusters Score: Raw -771049.806528 + Penalty 14791.736955 = -756258.069573 nChanged 4 Iteration 180F (57.913756 sec): 28 clusters Score: Raw -771050.040943 + Penalty 14792.417426 = -756257.623517 nChanged 4 Iteration 181F (58.270647 sec): 28 clusters Score: Raw -771050.441908 + Penalty 14794.773696 = -756255.668212 nChanged 6 Iteration 182F (58.628677 sec): 28 clusters Score: Raw -771050.962817 + Penalty 14796.974327 = -756253.988491 nChanged 8 Iteration 183F (58.986110 sec): 28 clusters Score: Raw -771051.537383 + Penalty 14799.123129 = -756252.414254 nChanged 6 Iteration 184F (59.346828 sec): 28 clusters Score: Raw -771052.070533 + Penalty 14800.119833 = -756251.950701 nChanged 6 Iteration 185F (59.704745 sec): 28 clusters Score: Raw -771052.376776 + Penalty 14800.724580 = -756251.652196 nChanged 4 Iteration 186F (60.062267 sec): 28 clusters Score: Raw -771052.592928 + Penalty 14801.319940 = -756251.272988 nChanged 3 Iteration 187F (60.419719 sec): 28 clusters Score: Raw -771052.765534 + Penalty 14801.923668 = -756250.841866 nChanged 3 Iteration 188F (60.775267 sec): 28 clusters Score: Raw -771053.013903 + Penalty 14803.443667 = -756249.570237 nChanged 7 Iteration 189F (61.132720 sec): 28 clusters Score: Raw -771053.692773 + Penalty 14804.614887 = -756249.077886 nChanged 7 Iteration 190F (61.490359 sec): 28 clusters Score: Raw -771054.117696 + Penalty 14804.174008 = -756249.943688 nChanged 1 Iteration 191Q (61.576862 sec): 28 clusters Score: Raw -771054.171338 + Penalty 14804.264451 = -756249.906887 nChanged 2 Iteration 192F (61.934409 sec): 28 clusters Score: Raw -771054.213023 + Penalty 14805.368195 = -756248.844828 nChanged 1 Iteration 193F (62.292807 sec): 28 clusters Score: Raw -771054.849228 + Penalty 14807.119548 = -756247.729680 nChanged 3 Iteration 194F (62.650300 sec): 28 clusters Score: Raw -771055.587281 + Penalty 14807.524300 = -756248.062981 nChanged 4 Iteration 195Q (62.736614 sec): 28 clusters Score: Raw -771055.772668 + Penalty 14807.956924 = -756247.815744 nChanged 3 Iteration 196F (63.095132 sec): 28 clusters Score: Raw -771055.912390 + Penalty 14808.385347 = -756247.527043 nChanged 3 Iteration 197F (63.452733 sec): 28 clusters Score: Raw -771055.997849 + Penalty 14808.601161 = -756247.396689 nChanged 1 Iteration 198F (63.810699 sec): 28 clusters Score: Raw -771056.006545 + Penalty 14808.601161 = -756247.405384 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -771056.006545 + Penalty 14808.601161 = -756247.405384Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.862083 sec): 2 clusters Score: Raw -7649.299662 + Penalty 555.525379 = -7093.774283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.862724 sec): 3 clusters Score: Raw -7618.872436 + Penalty 1109.063945 = -6509.808491 nChanged 47 SP:Iteration 1F (63.863356 sec): 3 clusters Score: Raw -7701.725313 + Penalty 1110.380629 = -6591.344684 nChanged 16 SP:Iteration 2F (63.863984 sec): 3 clusters Score: Raw -7725.462127 + Penalty 1111.915031 = -6613.547096 nChanged 3 SP:Iteration 3Q (63.864591 sec): 3 clusters Score: Raw -7731.497686 + Penalty 1112.437225 = -6619.060461 nChanged 2 SP:Iteration 4Q (63.865197 sec): 3 clusters Score: Raw -7735.159823 + Penalty 1113.419524 = -6621.740300 nChanged 1 SP:Iteration 5Q (63.865834 sec): 3 clusters Score: Raw -7736.580731 + Penalty 1113.419524 = -6623.161207 nChanged 0 SP:Iteration 6F (63.866459 sec): 3 clusters Score: Raw -7736.580731 + Penalty 1113.419524 = -6623.161207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.870285 sec): 2 clusters Score: Raw -21357.598947 + Penalty 194.138791 = -21163.460156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.871710 sec): 3 clusters Score: Raw -20942.466722 + Penalty 392.078070 = -20550.388651 nChanged 283 SP:Iteration 1F (63.873094 sec): 3 clusters Score: Raw -21136.377057 + Penalty 402.931754 = -20733.445303 nChanged 99 SP:Iteration 2F (63.874484 sec): 3 clusters Score: Raw -21196.411419 + Penalty 411.017647 = -20785.393772 nChanged 40 SP:Iteration 3F (63.875864 sec): 3 clusters Score: Raw -21222.748039 + Penalty 424.544457 = -20798.203581 nChanged 35 SP:Iteration 4F (63.877245 sec): 3 clusters Score: Raw -21248.393895 + Penalty 444.937482 = -20803.456412 nChanged 42 SP:Iteration 5F (63.878664 sec): 3 clusters Score: Raw -21281.175357 + Penalty 469.265537 = -20811.909820 nChanged 36 SP:Iteration 6F (63.880063 sec): 3 clusters Score: Raw -21310.947493 + Penalty 484.970235 = -20825.977258 nChanged 20 SP:Iteration 7Q (63.881466 sec): 3 clusters Score: Raw -21325.119885 + Penalty 497.327272 = -20827.792613 nChanged 16 SP:Iteration 8Q (63.882890 sec): 3 clusters Score: Raw -21338.195508 + Penalty 520.147867 = -20818.047640 nChanged 16 SP:Iteration 9F (63.884292 sec): 3 clusters Score: Raw -21353.918342 + Penalty 542.588214 = -20811.330128 nChanged 12 SP:Iteration 10F (63.885682 sec): 3 clusters Score: Raw -21367.399194 + Penalty 569.944838 = -20797.454356 nChanged 10 SP:Iteration 11F (63.887060 sec): 3 clusters Score: Raw -21381.650270 + Penalty 596.224937 = -20785.425333 nChanged 7 SP:Iteration 12F (63.888471 sec): 3 clusters Score: Raw -21402.272749 + Penalty 602.417352 = -20799.855396 nChanged 5 SP:Iteration 13Q (63.889755 sec): 3 clusters Score: Raw -21409.182965 + Penalty 607.895887 = -20801.287078 nChanged 3 SP:Iteration 14Q (63.891005 sec): 3 clusters Score: Raw -21416.855588 + Penalty 619.480956 = -20797.374631 nChanged 3 SP:Iteration 15F (63.892407 sec): 3 clusters Score: Raw -21422.722654 + Penalty 625.007074 = -20797.715579 nChanged 4 SP:Iteration 16Q (63.893629 sec): 3 clusters Score: Raw -21427.195762 + Penalty 628.093860 = -20799.101902 nChanged 1 SP:Iteration 17Q (63.894846 sec): 3 clusters Score: Raw -21429.483779 + Penalty 633.251202 = -20796.232577 nChanged 2 SP:Iteration 18F (63.896257 sec): 3 clusters Score: Raw -21431.276759 + Penalty 633.995170 = -20797.281588 nChanged 2 SP:Iteration 19Q (63.897461 sec): 3 clusters Score: Raw -21434.795994 + Penalty 633.995170 = -20800.800824 nChanged 0 SP:Iteration 20F (63.898861 sec): 3 clusters Score: Raw -21434.795994 + Penalty 633.995170 = -20800.800824 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 3 (4795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.921551 sec): 2 clusters Score: Raw -142512.962105 + Penalty 175.520357 = -142337.441748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.930583 sec): 3 clusters Score: Raw -139333.761138 + Penalty 349.022581 = -138984.738557 nChanged 2228 SP:Iteration 1F (63.939327 sec): 3 clusters Score: Raw -140624.473254 + Penalty 354.276584 = -140270.196670 nChanged 599 SP:Iteration 2F (63.948105 sec): 3 clusters Score: Raw -141090.420471 + Penalty 376.076573 = -140714.343899 nChanged 450 SP:Iteration 3F (63.956797 sec): 3 clusters Score: Raw -141569.004465 + Penalty 413.233027 = -141155.771438 nChanged 363 SP:Iteration 4F (63.965531 sec): 3 clusters Score: Raw -142026.976205 + Penalty 433.281869 = -141593.694335 nChanged 169 SP:Iteration 5Q (63.973466 sec): 3 clusters Score: Raw -142263.986542 + Penalty 443.389483 = -141820.597059 nChanged 92 SP:Iteration 6Q (63.980862 sec): 3 clusters Score: Raw -142371.953439 + Penalty 448.232602 = -141923.720837 nChanged 45 SP:Iteration 7Q (63.987998 sec): 3 clusters Score: Raw -142395.433527 + Penalty 450.100987 = -141945.332540 nChanged 36 SP:Iteration 8Q (63.995104 sec): 3 clusters Score: Raw -142414.105073 + Penalty 455.630143 = -141958.474931 nChanged 34 SP:Iteration 9Q (64.002173 sec): 3 clusters Score: Raw -142430.749891 + Penalty 451.851721 = -141978.898170 nChanged 23 SP:Iteration 10F (64.010896 sec): 3 clusters Score: Raw -142440.277196 + Penalty 453.148685 = -141987.128511 nChanged 18 SP:Iteration 11Q (64.018153 sec): 3 clusters Score: Raw -142445.505469 + Penalty 458.120105 = -141987.385364 nChanged 15 SP:Iteration 12Q (64.025342 sec): 3 clusters Score: Raw -142449.772125 + Penalty 464.177782 = -141985.594343 nChanged 16 SP:Iteration 13F (64.034011 sec): 3 clusters Score: Raw -142454.398752 + Penalty 465.887164 = -141988.511588 nChanged 9 SP:Iteration 14Q (64.040917 sec): 3 clusters Score: Raw -142456.714972 + Penalty 464.975072 = -141991.739901 nChanged 10 SP:Iteration 15Q (64.047866 sec): 3 clusters Score: Raw -142459.024481 + Penalty 469.357372 = -141989.667109 nChanged 10 SP:Iteration 16F (64.056548 sec): 3 clusters Score: Raw -142461.181882 + Penalty 471.617642 = -141989.564239 nChanged 5 SP:Iteration 17F (64.065227 sec): 3 clusters Score: Raw -142461.825498 + Penalty 472.037420 = -141989.788078 nChanged 2 SP:Iteration 18Q (64.072130 sec): 3 clusters Score: Raw -142462.034471 + Penalty 473.423073 = -141988.611399 nChanged 2 SP:Iteration 19F (64.080785 sec): 3 clusters Score: Raw -142462.154976 + Penalty 474.561619 = -141987.593357 nChanged 3 SP:Iteration 20F (64.089443 sec): 3 clusters Score: Raw -142462.408946 + Penalty 476.177075 = -141986.231871 nChanged 3 SP:Iteration 21F (64.098142 sec): 3 clusters Score: Raw -142462.701822 + Penalty 477.937246 = -141984.764577 nChanged 2 SP:Iteration 22F (64.106821 sec): 3 clusters Score: Raw -142462.861494 + Penalty 477.937246 = -141984.924248 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 4 (5316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.134295 sec): 2 clusters Score: Raw -188876.762746 + Penalty 315.517955 = -188561.244791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.144253 sec): 3 clusters Score: Raw -185497.295434 + Penalty 638.170288 = -184859.125146 nChanged 2439 SP:Iteration 1F (64.153927 sec): 3 clusters Score: Raw -187358.454023 + Penalty 644.510439 = -186713.943584 nChanged 570 SP:Iteration 2F (64.163602 sec): 3 clusters Score: Raw -187709.736799 + Penalty 648.798753 = -187060.938046 nChanged 338 SP:Iteration 3F (64.173208 sec): 3 clusters Score: Raw -187935.163872 + Penalty 651.162227 = -187284.001645 nChanged 233 SP:Iteration 4Q (64.182789 sec): 3 clusters Score: Raw -188049.195079 + Penalty 651.876283 = -187397.318796 nChanged 152 SP:Iteration 5Q (64.192318 sec): 3 clusters Score: Raw -188116.458655 + Penalty 652.991940 = -187463.466715 nChanged 124 SP:Iteration 6Q (64.201776 sec): 3 clusters Score: Raw -188170.269512 + Penalty 654.485326 = -187515.784185 nChanged 114 SP:Iteration 7Q (64.211203 sec): 3 clusters Score: Raw -188216.372015 + Penalty 657.258407 = -187559.113608 nChanged 103 SP:Iteration 8Q (64.220579 sec): 3 clusters Score: Raw -188255.475910 + Penalty 659.516358 = -187595.959552 nChanged 97 SP:Iteration 9Q (64.230230 sec): 3 clusters Score: Raw -188290.074783 + Penalty 661.827524 = -187628.247259 nChanged 86 SP:Iteration 10F (64.239837 sec): 3 clusters Score: Raw -188315.797644 + Penalty 664.942528 = -187650.855116 nChanged 85 SP:Iteration 11Q (64.248991 sec): 3 clusters Score: Raw -188345.757815 + Penalty 668.685011 = -187677.072804 nChanged 80 SP:Iteration 12Q (64.258153 sec): 3 clusters Score: Raw -188374.722175 + Penalty 671.589668 = -187703.132508 nChanged 87 SP:Iteration 13Q (64.267221 sec): 3 clusters Score: Raw -188403.838540 + Penalty 673.221918 = -187730.616622 nChanged 73 SP:Iteration 14Q (64.276244 sec): 3 clusters Score: Raw -188427.801380 + Penalty 676.266256 = -187751.535124 nChanged 89 SP:Iteration 15Q (64.285206 sec): 3 clusters Score: Raw -188460.216557 + Penalty 678.786987 = -187781.429570 nChanged 94 SP:Iteration 16Q (64.294110 sec): 3 clusters Score: Raw -188495.692209 + Penalty 681.815972 = -187813.876237 nChanged 93 SP:Iteration 17Q (64.302944 sec): 3 clusters Score: Raw -188535.718118 + Penalty 685.413556 = -187850.304562 nChanged 89 SP:Iteration 18Q (64.311855 sec): 3 clusters Score: Raw -188567.726791 + Penalty 684.659988 = -187883.066803 nChanged 65 SP:Iteration 19Q (64.320572 sec): 3 clusters Score: Raw -188592.013248 + Penalty 686.596079 = -187905.417169 nChanged 62 SP:Iteration 20F (64.330564 sec): 3 clusters Score: Raw -188612.358683 + Penalty 688.040832 = -187924.317851 nChanged 62 SP:Iteration 21Q (64.339135 sec): 3 clusters Score: Raw -188635.962422 + Penalty 686.059446 = -187949.902976 nChanged 68 SP:Iteration 22Q (64.347646 sec): 3 clusters Score: Raw -188663.679150 + Penalty 685.210940 = -187978.468209 nChanged 58 SP:Iteration 23Q (64.356113 sec): 3 clusters Score: Raw -188683.341987 + Penalty 687.224916 = -187996.117071 nChanged 42 SP:Iteration 24Q (64.364476 sec): 3 clusters Score: Raw -188697.909417 + Penalty 687.394710 = -188010.514707 nChanged 42 SP:Iteration 25Q (64.373563 sec): 3 clusters Score: Raw -188712.733333 + Penalty 687.113560 = -188025.619773 nChanged 43 SP:Iteration 26Q (64.381812 sec): 3 clusters Score: Raw -188726.611144 + Penalty 686.014291 = -188040.596853 nChanged 36 SP:Iteration 27Q (64.390019 sec): 3 clusters Score: Raw -188739.747798 + Penalty 686.999160 = -188052.748638 nChanged 40 SP:Iteration 28Q (64.398182 sec): 3 clusters Score: Raw -188753.249442 + Penalty 694.580032 = -188058.669411 nChanged 46 SP:Iteration 29Q (64.406344 sec): 3 clusters Score: Raw -188775.404281 + Penalty 701.042644 = -188074.361637 nChanged 56 SP:Iteration 30F (64.416128 sec): 3 clusters Score: Raw -188806.071367 + Penalty 703.752856 = -188102.318512 nChanged 50 SP:Iteration 31Q (64.424280 sec): 3 clusters Score: Raw -188833.453744 + Penalty 708.015335 = -188125.438409 nChanged 36 SP:Iteration 32Q (64.432782 sec): 3 clusters Score: Raw -188852.287390 + Penalty 717.701592 = -188134.585799 nChanged 37 SP:Iteration 33Q (64.440772 sec): 3 clusters Score: Raw -188875.390073 + Penalty 725.341168 = -188150.048905 nChanged 31 SP:Iteration 34Q (64.448691 sec): 3 clusters Score: Raw -188896.068624 + Penalty 726.961059 = -188169.107566 nChanged 19 SP:Iteration 35Q (64.456581 sec): 3 clusters Score: Raw -188905.666236 + Penalty 738.321269 = -188167.344967 nChanged 9 SP:Iteration 36F (64.466213 sec): 3 clusters Score: Raw -188909.249247 + Penalty 734.174087 = -188175.075160 nChanged 7 SP:Iteration 37Q (64.474057 sec): 3 clusters Score: Raw -188911.466946 + Penalty 734.435992 = -188177.030954 nChanged 5 SP:Iteration 38Q (64.481885 sec): 3 clusters Score: Raw -188913.532675 + Penalty 736.864030 = -188176.668645 nChanged 3 SP:Iteration 39F (64.491526 sec): 3 clusters Score: Raw -188914.239050 + Penalty 741.450071 = -188172.788979 nChanged 3 SP:Iteration 40F (64.501153 sec): 3 clusters Score: Raw -188915.992429 + Penalty 741.450071 = -188174.542358 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (1162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.509892 sec): 2 clusters Score: Raw -36069.806084 + Penalty 268.453739 = -35801.352345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.512176 sec): 3 clusters Score: Raw -35363.727475 + Penalty 548.338135 = -34815.389340 nChanged 499 SP:Iteration 1F (64.514396 sec): 3 clusters Score: Raw -35700.504031 + Penalty 575.634310 = -35124.869721 nChanged 198 SP:Iteration 2F (64.516609 sec): 3 clusters Score: Raw -35876.980287 + Penalty 606.852917 = -35270.127369 nChanged 99 SP:Iteration 3F (64.518822 sec): 3 clusters Score: Raw -35950.611520 + Penalty 639.604419 = -35311.007101 nChanged 64 SP:Iteration 4F (64.521063 sec): 3 clusters Score: Raw -36006.156657 + Penalty 672.421232 = -35333.735425 nChanged 41 SP:Iteration 5Q (64.523250 sec): 3 clusters Score: Raw -36047.339039 + Penalty 708.421201 = -35338.917838 nChanged 37 SP:Iteration 6Q (64.525438 sec): 3 clusters Score: Raw -36090.590855 + Penalty 745.981159 = -35344.609696 nChanged 24 SP:Iteration 7Q (64.527573 sec): 3 clusters Score: Raw -36126.894711 + Penalty 785.853005 = -35341.041706 nChanged 20 SP:Iteration 8F (64.529965 sec): 3 clusters Score: Raw -36165.491459 + Penalty 798.380589 = -35367.110871 nChanged 8 SP:Iteration 9Q (64.531993 sec): 3 clusters Score: Raw -36180.894744 + Penalty 808.566056 = -35372.328688 nChanged 6 SP:Iteration 10F (64.534284 sec): 3 clusters Score: Raw -36190.470025 + Penalty 816.304165 = -35374.165860 nChanged 5 SP:Iteration 11Q (64.536218 sec): 3 clusters Score: Raw -36194.327952 + Penalty 816.078242 = -35378.249711 nChanged 2 SP:Iteration 12Q (64.538108 sec): 3 clusters Score: Raw -36196.800123 + Penalty 818.129700 = -35378.670423 nChanged 2 SP:Iteration 13Q (64.539976 sec): 3 clusters Score: Raw -36201.353785 + Penalty 825.045520 = -35376.308265 nChanged 5 SP:Iteration 14F (64.542179 sec): 3 clusters Score: Raw -36207.863516 + Penalty 823.903997 = -35383.959519 nChanged 4 SP:Iteration 15Q (64.544083 sec): 3 clusters Score: Raw -36212.659610 + Penalty 825.211065 = -35387.448545 nChanged 6 SP:Iteration 16Q (64.545941 sec): 3 clusters Score: Raw -36221.429472 + Penalty 820.318855 = -35401.110617 nChanged 6 SP:Iteration 17Q (64.547798 sec): 3 clusters Score: Raw -36225.904983 + Penalty 817.578024 = -35408.326959 nChanged 5 SP:Iteration 18Q (64.549655 sec): 3 clusters Score: Raw -36229.646123 + Penalty 811.114120 = -35418.532003 nChanged 7 SP:Iteration 19Q (64.551506 sec): 3 clusters Score: Raw -36235.127212 + Penalty 810.888510 = -35424.238702 nChanged 4 SP:Iteration 20F (64.553765 sec): 3 clusters Score: Raw -36237.071259 + Penalty 808.408549 = -35428.662709 nChanged 3 SP:Iteration 21Q (64.555673 sec): 3 clusters Score: Raw -36241.816266 + Penalty 806.835272 = -35434.980994 nChanged 4 SP:Iteration 22Q (64.557549 sec): 3 clusters Score: Raw -36245.344013 + Penalty 803.934456 = -35441.409557 nChanged 3 SP:Iteration 23Q (64.559426 sec): 3 clusters Score: Raw -36246.623792 + Penalty 802.225017 = -35444.398775 nChanged 2 SP:Iteration 24Q (64.561301 sec): 3 clusters Score: Raw -36247.403523 + Penalty 801.999027 = -35445.404497 nChanged 1 SP:Iteration 25Q (64.563176 sec): 3 clusters Score: Raw -36247.902550 + Penalty 800.976514 = -35446.926035 nChanged 1 SP:Iteration 26Q (64.565052 sec): 3 clusters Score: Raw -36248.032502 + Penalty 800.976514 = -35447.055988 nChanged 0 SP:Iteration 27F (64.567256 sec): 3 clusters Score: Raw -36248.032502 + Penalty 800.976514 = -35447.055988 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 7 (2203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.580274 sec): 2 clusters Score: Raw -71894.066612 + Penalty 236.295607 = -71657.771004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.584424 sec): 3 clusters Score: Raw -70494.048307 + Penalty 476.344894 = -70017.703414 nChanged 965 SP:Iteration 1F (64.588466 sec): 3 clusters Score: Raw -70966.956769 + Penalty 492.662442 = -70474.294327 nChanged 328 SP:Iteration 2F (64.592493 sec): 3 clusters Score: Raw -71236.159610 + Penalty 533.215251 = -70702.944359 nChanged 298 SP:Iteration 3F (64.596505 sec): 3 clusters Score: Raw -71581.771468 + Penalty 598.607524 = -70983.163944 nChanged 198 SP:Iteration 4F (64.600519 sec): 3 clusters Score: Raw -71807.378076 + Penalty 648.331846 = -71159.046230 nChanged 78 SP:Iteration 5Q (64.604488 sec): 3 clusters Score: Raw -71886.512409 + Penalty 671.078343 = -71215.434066 nChanged 30 SP:Iteration 6Q (64.608276 sec): 3 clusters Score: Raw -71919.194350 + Penalty 688.465588 = -71230.728762 nChanged 16 SP:Iteration 7Q (64.611964 sec): 3 clusters Score: Raw -71937.042751 + Penalty 702.494833 = -71234.547918 nChanged 8 SP:Iteration 8Q (64.615540 sec): 3 clusters Score: Raw -71946.823934 + Penalty 708.461272 = -71238.362663 nChanged 5 SP:Iteration 9Q (64.618958 sec): 3 clusters Score: Raw -71952.669055 + Penalty 716.887885 = -71235.781170 nChanged 4 SP:Iteration 10F (64.622971 sec): 3 clusters Score: Raw -71959.545354 + Penalty 722.790492 = -71236.754862 nChanged 2 SP:Iteration 11Q (64.626338 sec): 3 clusters Score: Raw -71963.376044 + Penalty 718.121169 = -71245.254876 nChanged 2 SP:Iteration 12Q (64.629756 sec): 3 clusters Score: Raw -71969.588057 + Penalty 718.121169 = -71251.466889 nChanged 0 SP:Iteration 13F (64.634049 sec): 3 clusters Score: Raw -71969.588057 + Penalty 718.121169 = -71251.466889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 8 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.638017 sec): 2 clusters Score: Raw -4145.404640 + Penalty 270.857038 = -3874.547602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.638515 sec): 3 clusters Score: Raw -4107.402563 + Penalty 552.145848 = -3555.256715 nChanged 40 SP:Iteration 1F (64.639001 sec): 3 clusters Score: Raw -4172.325564 + Penalty 577.575443 = -3594.750122 nChanged 15 SP:Iteration 2F (64.639483 sec): 3 clusters Score: Raw -4204.243835 + Penalty 583.145966 = -3621.097869 nChanged 4 SP:Iteration 3Q (64.639949 sec): 3 clusters Score: Raw -4210.361654 + Penalty 583.145966 = -3627.215688 nChanged 0 SP:Iteration 4F (64.640426 sec): 3 clusters Score: Raw -4210.361654 + Penalty 583.145966 = -3627.215688 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 9 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.643292 sec): 2 clusters Score: Raw -35066.112076 + Penalty 385.292160 = -34680.819917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.645082 sec): 3 clusters Score: Raw -34609.489157 + Penalty 772.683184 = -33836.805974 nChanged 331 SP:Iteration 1F (64.646846 sec): 3 clusters Score: Raw -34844.000857 + Penalty 776.566417 = -34067.434440 nChanged 74 SP:Iteration 2F (64.648565 sec): 3 clusters Score: Raw -34900.577113 + Penalty 782.181609 = -34118.395503 nChanged 60 SP:Iteration 3F (64.650283 sec): 3 clusters Score: Raw -34944.623327 + Penalty 788.866256 = -34155.757071 nChanged 43 SP:Iteration 4Q (64.651998 sec): 3 clusters Score: Raw -34977.811364 + Penalty 796.435734 = -34181.375630 nChanged 41 SP:Iteration 5Q (64.653706 sec): 3 clusters Score: Raw -35020.271171 + Penalty 804.647354 = -34215.623817 nChanged 33 SP:Iteration 6Q (64.655432 sec): 3 clusters Score: Raw -35049.727818 + Penalty 809.664247 = -34240.063572 nChanged 24 SP:Iteration 7Q (64.657130 sec): 3 clusters Score: Raw -35065.943743 + Penalty 815.340581 = -34250.603162 nChanged 15 SP:Iteration 8Q (64.658782 sec): 3 clusters Score: Raw -35080.229554 + Penalty 819.783534 = -34260.446021 nChanged 9 SP:Iteration 9Q (64.660402 sec): 3 clusters Score: Raw -35085.824651 + Penalty 824.388298 = -34261.436352 nChanged 10 SP:Iteration 10F (64.662254 sec): 3 clusters Score: Raw -35090.716086 + Penalty 825.843767 = -34264.872319 nChanged 5 SP:Iteration 11Q (64.663908 sec): 3 clusters Score: Raw -35091.634560 + Penalty 825.743215 = -34265.891345 nChanged 3 SP:Iteration 12Q (64.665531 sec): 3 clusters Score: Raw -35092.229808 + Penalty 826.130774 = -34266.099034 nChanged 4 SP:Iteration 13Q (64.667155 sec): 3 clusters Score: Raw -35094.448333 + Penalty 825.484808 = -34268.963526 nChanged 1 SP:Iteration 14Q (64.668735 sec): 3 clusters Score: Raw -35095.890620 + Penalty 826.172755 = -34269.717865 nChanged 1 SP:Iteration 15Q (64.670307 sec): 3 clusters Score: Raw -35096.838751 + Penalty 826.987781 = -34269.850970 nChanged 1 SP:Iteration 16Q (64.671874 sec): 3 clusters Score: Raw -35097.841804 + Penalty 826.953421 = -34270.888383 nChanged 3 SP:Iteration 17Q (64.673437 sec): 3 clusters Score: Raw -35099.369847 + Penalty 828.120420 = -34271.249426 nChanged 3 SP:Iteration 18Q (64.675069 sec): 3 clusters Score: Raw -35105.577858 + Penalty 828.882248 = -34276.695610 nChanged 2 SP:Iteration 19Q (64.676653 sec): 3 clusters Score: Raw -35108.395139 + Penalty 827.844854 = -34280.550285 nChanged 2 SP:Iteration 20F (64.678372 sec): 3 clusters Score: Raw -35109.543994 + Penalty 827.844854 = -34281.699140 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (2516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.689968 sec): 2 clusters Score: Raw -77995.999716 + Penalty 165.600677 = -77830.399039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.694802 sec): 3 clusters Score: Raw -76407.507943 + Penalty 338.136660 = -76069.371283 nChanged 1103 SP:Iteration 1F (64.699384 sec): 3 clusters Score: Raw -77179.619960 + Penalty 347.826693 = -76831.793267 nChanged 357 SP:Iteration 2F (64.704004 sec): 3 clusters Score: Raw -77514.537784 + Penalty 361.021838 = -77153.515946 nChanged 202 SP:Iteration 3F (64.708594 sec): 3 clusters Score: Raw -77700.760742 + Penalty 369.436458 = -77331.324284 nChanged 118 SP:Iteration 4Q (64.712925 sec): 3 clusters Score: Raw -77808.664978 + Penalty 382.147639 = -77426.517338 nChanged 84 SP:Iteration 5Q (64.717219 sec): 3 clusters Score: Raw -77887.865067 + Penalty 383.199922 = -77504.665145 nChanged 65 SP:Iteration 6Q (64.721274 sec): 3 clusters Score: Raw -77953.954943 + Penalty 392.841018 = -77561.113926 nChanged 47 SP:Iteration 7Q (64.725209 sec): 3 clusters Score: Raw -77999.611683 + Penalty 398.768879 = -77600.842804 nChanged 29 SP:Iteration 8Q (64.729096 sec): 3 clusters Score: Raw -78021.484963 + Penalty 412.748793 = -77608.736170 nChanged 17 SP:Iteration 9Q (64.732983 sec): 3 clusters Score: Raw -78035.803650 + Penalty 413.882121 = -77621.921529 nChanged 6 SP:Iteration 10F (64.737848 sec): 3 clusters Score: Raw -78039.962581 + Penalty 413.598548 = -77626.364033 nChanged 3 SP:Iteration 11Q (64.741549 sec): 3 clusters Score: Raw -78042.935646 + Penalty 415.927451 = -77627.008195 nChanged 1 SP:Iteration 12Q (64.745229 sec): 3 clusters Score: Raw -78043.167872 + Penalty 415.927451 = -77627.240421 nChanged 0 SP:Iteration 13F (64.749920 sec): 3 clusters Score: Raw -78043.167872 + Penalty 415.927451 = -77627.240421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.754086 sec): 2 clusters Score: Raw -13328.475648 + Penalty 56.584707 = -13271.890941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.754986 sec): 3 clusters Score: Raw -13097.056014 + Penalty 113.633523 = -12983.422491 nChanged 165 SP:Iteration 1F (64.755869 sec): 3 clusters Score: Raw -13201.504831 + Penalty 114.157215 = -13087.347616 nChanged 32 SP:Iteration 2F (64.756751 sec): 3 clusters Score: Raw -13241.587529 + Penalty 114.390165 = -13127.197364 nChanged 29 SP:Iteration 3F (64.757630 sec): 3 clusters Score: Raw -13280.305607 + Penalty 114.541893 = -13165.763714 nChanged 20 SP:Iteration 4F (64.758510 sec): 3 clusters Score: Raw -13293.165656 + Penalty 114.359491 = -13178.806165 nChanged 5 SP:Iteration 5Q (64.759361 sec): 3 clusters Score: Raw -13294.820535 + Penalty 114.275628 = -13180.544908 nChanged 4 SP:Iteration 6Q (64.760209 sec): 3 clusters Score: Raw -13295.091052 + Penalty 114.246062 = -13180.844990 nChanged 1 SP:Iteration 7Q (64.761057 sec): 3 clusters Score: Raw -13295.176366 + Penalty 114.246062 = -13180.930304 nChanged 0 SP:Iteration 8F (64.761935 sec): 3 clusters Score: Raw -13295.176366 + Penalty 114.246062 = -13180.930304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.763102 sec): 2 clusters Score: Raw -8637.673281 + Penalty 126.590454 = -8511.082827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.763808 sec): 3 clusters Score: Raw -8488.838558 + Penalty 252.826422 = -8236.012136 nChanged 99 SP:Iteration 1F (64.764455 sec): 3 clusters Score: Raw -8536.811499 + Penalty 252.571594 = -8284.239905 nChanged 34 SP:Iteration 2F (64.765100 sec): 3 clusters Score: Raw -8560.401776 + Penalty 251.588210 = -8308.813565 nChanged 22 SP:Iteration 3F (64.765744 sec): 3 clusters Score: Raw -8588.977632 + Penalty 252.232469 = -8336.745163 nChanged 16 SP:Iteration 4F (64.766386 sec): 3 clusters Score: Raw -8606.302162 + Penalty 253.510481 = -8352.791681 nChanged 6 SP:Iteration 5Q (64.767012 sec): 3 clusters Score: Raw -8607.703648 + Penalty 253.132360 = -8354.571288 nChanged 3 SP:Iteration 6Q (64.767633 sec): 3 clusters Score: Raw -8607.870927 + Penalty 253.189010 = -8354.681916 nChanged 2 SP:Iteration 7Q (64.768254 sec): 3 clusters Score: Raw -8608.123481 + Penalty 253.509690 = -8354.613791 nChanged 3 SP:Iteration 8F (64.768896 sec): 3 clusters Score: Raw -8609.103051 + Penalty 254.957624 = -8354.145427 nChanged 3 SP:Iteration 9F (64.769543 sec): 3 clusters Score: Raw -8610.949880 + Penalty 256.105483 = -8354.844397 nChanged 4 SP:Iteration 10F (64.770203 sec): 3 clusters Score: Raw -8612.623725 + Penalty 254.745936 = -8357.877788 nChanged 3 SP:Iteration 11Q (64.770819 sec): 3 clusters Score: Raw -8614.193324 + Penalty 253.814112 = -8360.379212 nChanged 6 SP:Iteration 12Q (64.771451 sec): 3 clusters Score: Raw -8617.827181 + Penalty 251.171710 = -8366.655470 nChanged 3 SP:Iteration 13Q (64.772058 sec): 3 clusters Score: Raw -8618.921572 + Penalty 251.830948 = -8367.090624 nChanged 1 SP:Iteration 14Q (64.772663 sec): 3 clusters Score: Raw -8618.653105 + Penalty 251.319007 = -8367.334098 nChanged 1 SP:Iteration 15Q (64.773309 sec): 3 clusters Score: Raw -8618.432042 + Penalty 241.962133 = -8376.469908 nChanged 4 SP:Iteration 16Q (64.773936 sec): 3 clusters Score: Raw -8620.384787 + Penalty 237.064020 = -8383.320767 nChanged 5 SP:Iteration 17Q (64.774537 sec): 3 clusters Score: Raw -8625.033516 + Penalty 236.947081 = -8388.086435 nChanged 1 SP:Iteration 18Q (64.775132 sec): 3 clusters Score: Raw -8626.254914 + Penalty 235.316069 = -8390.938845 nChanged 1 SP:Iteration 19Q (64.775708 sec): 3 clusters Score: Raw -8626.249122 + Penalty 230.644755 = -8395.604367 nChanged 1 SP:Iteration 20F (64.776357 sec): 3 clusters Score: Raw -8627.164180 + Penalty 225.064827 = -8402.099353 nChanged 2 SP:Iteration 21Q (64.776929 sec): 3 clusters Score: Raw -8628.142073 + Penalty 225.064827 = -8403.077246 nChanged 0 SP:Iteration 22F (64.777588 sec): 3 clusters Score: Raw -8628.142073 + Penalty 225.064827 = -8403.077246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.778773 sec): 2 clusters Score: Raw -9179.992272 + Penalty 225.333186 = -8954.659086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.779475 sec): 3 clusters Score: Raw -9061.345657 + Penalty 453.280204 = -8608.065453 nChanged 94 SP:Iteration 1F (64.780164 sec): 3 clusters Score: Raw -9117.039215 + Penalty 455.195921 = -8661.843294 nChanged 19 SP:Iteration 2F (64.780852 sec): 3 clusters Score: Raw -9134.651225 + Penalty 457.484314 = -8677.166912 nChanged 13 SP:Iteration 3Q (64.781521 sec): 3 clusters Score: Raw -9148.360389 + Penalty 459.746477 = -8688.613913 nChanged 11 SP:Iteration 4Q (64.782201 sec): 3 clusters Score: Raw -9159.478986 + Penalty 460.697599 = -8698.781387 nChanged 7 SP:Iteration 5Q (64.782855 sec): 3 clusters Score: Raw -9166.249165 + Penalty 461.645320 = -8704.603845 nChanged 5 SP:Iteration 6Q (64.783527 sec): 3 clusters Score: Raw -9172.188071 + Penalty 465.594333 = -8706.593739 nChanged 5 SP:Iteration 7Q (64.784172 sec): 3 clusters Score: Raw -9175.181438 + Penalty 469.256344 = -8705.925094 nChanged 6 SP:Iteration 8F (64.784855 sec): 3 clusters Score: Raw -9177.488484 + Penalty 471.974096 = -8705.514388 nChanged 2 SP:Iteration 9F (64.785521 sec): 3 clusters Score: Raw -9177.975798 + Penalty 473.317948 = -8704.657850 nChanged 3 SP:Iteration 10F (64.786208 sec): 3 clusters Score: Raw -9180.051809 + Penalty 479.723983 = -8700.327825 nChanged 4 SP:Iteration 11F (64.786873 sec): 3 clusters Score: Raw -9182.526522 + Penalty 482.579545 = -8699.946976 nChanged 4 SP:Iteration 12F (64.787537 sec): 3 clusters Score: Raw -9186.578618 + Penalty 482.963582 = -8703.615037 nChanged 4 SP:Iteration 13Q (64.788177 sec): 3 clusters Score: Raw -9191.372548 + Penalty 482.387783 = -8708.984765 nChanged 1 SP:Iteration 14Q (64.788811 sec): 3 clusters Score: Raw -9193.462606 + Penalty 487.327272 = -8706.135334 nChanged 1 SP:Iteration 15F (64.789476 sec): 3 clusters Score: Raw -9198.135794 + Penalty 487.327272 = -8710.808521 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 17 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.792523 sec): 2 clusters Score: Raw -30126.143922 + Penalty 312.715580 = -29813.428342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.794428 sec): 3 clusters Score: Raw -29591.038906 + Penalty 630.140074 = -28960.898832 nChanged 386 SP:Iteration 1F (64.796271 sec): 3 clusters Score: Raw -29836.257732 + Penalty 643.655050 = -29192.602682 nChanged 125 SP:Iteration 2F (64.798096 sec): 3 clusters Score: Raw -29933.316970 + Penalty 652.240214 = -29281.076756 nChanged 68 SP:Iteration 3F (64.799921 sec): 3 clusters Score: Raw -29987.925574 + Penalty 658.458599 = -29329.466975 nChanged 58 SP:Iteration 4F (64.801745 sec): 3 clusters Score: Raw -30039.148095 + Penalty 661.758478 = -29377.389617 nChanged 42 SP:Iteration 5Q (64.803578 sec): 3 clusters Score: Raw -30073.219946 + Penalty 673.115033 = -29400.104912 nChanged 30 SP:Iteration 6Q (64.805406 sec): 3 clusters Score: Raw -30101.715177 + Penalty 687.802136 = -29413.913041 nChanged 14 SP:Iteration 7Q (64.807234 sec): 3 clusters Score: Raw -30116.572304 + Penalty 694.995027 = -29421.577277 nChanged 7 SP:Iteration 8Q (64.809045 sec): 3 clusters Score: Raw -30125.922586 + Penalty 699.566600 = -29426.355986 nChanged 8 SP:Iteration 9Q (64.810837 sec): 3 clusters Score: Raw -30134.735695 + Penalty 704.332211 = -29430.403484 nChanged 4 SP:Iteration 10F (64.812655 sec): 3 clusters Score: Raw -30140.580652 + Penalty 704.332211 = -29436.248441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.815536 sec): 2 clusters Score: Raw -17996.322978 + Penalty 510.154202 = -17486.168777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.816673 sec): 3 clusters Score: Raw -17778.185785 + Penalty 1028.062488 = -16750.123298 nChanged 155 SP:Iteration 1F (64.817778 sec): 3 clusters Score: Raw -17903.624144 + Penalty 1031.061993 = -16872.562151 nChanged 53 SP:Iteration 2F (64.818884 sec): 3 clusters Score: Raw -17949.229355 + Penalty 1033.469582 = -16915.759773 nChanged 32 SP:Iteration 3F (64.820006 sec): 3 clusters Score: Raw -17981.800008 + Penalty 1034.037072 = -16947.762937 nChanged 19 SP:Iteration 4Q (64.821110 sec): 3 clusters Score: Raw -17994.159027 + Penalty 1037.178127 = -16956.980900 nChanged 7 SP:Iteration 5Q (64.822208 sec): 3 clusters Score: Raw -18001.398663 + Penalty 1037.740656 = -16963.658007 nChanged 6 SP:Iteration 6Q (64.823307 sec): 3 clusters Score: Raw -18008.072392 + Penalty 1037.815178 = -16970.257215 nChanged 7 SP:Iteration 7Q (64.824409 sec): 3 clusters Score: Raw -18013.032030 + Penalty 1039.422085 = -16973.609944 nChanged 7 SP:Iteration 8Q (64.825506 sec): 3 clusters Score: Raw -18020.941950 + Penalty 1038.172268 = -16982.769682 nChanged 7 SP:Iteration 9Q (64.826601 sec): 3 clusters Score: Raw -18025.471805 + Penalty 1038.172268 = -16987.299537 nChanged 0 SP:Iteration 10F (64.827714 sec): 3 clusters Score: Raw -18025.471805 + Penalty 1038.172268 = -16987.299537 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.830667 sec): 2 clusters Score: Raw -27683.535256 + Penalty 346.959169 = -27336.576087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.832486 sec): 3 clusters Score: Raw -27239.605815 + Penalty 694.322722 = -26545.283093 nChanged 350 SP:Iteration 1F (64.834216 sec): 3 clusters Score: Raw -27436.449983 + Penalty 694.532272 = -26741.917711 nChanged 74 SP:Iteration 2F (64.835926 sec): 3 clusters Score: Raw -27472.377134 + Penalty 694.322738 = -26778.054396 nChanged 37 SP:Iteration 3Q (64.837723 sec): 3 clusters Score: Raw -27487.588078 + Penalty 694.099987 = -26793.488091 nChanged 27 SP:Iteration 4Q (64.839479 sec): 3 clusters Score: Raw -27499.759262 + Penalty 694.021973 = -26805.737289 nChanged 22 SP:Iteration 5Q (64.841172 sec): 3 clusters Score: Raw -27512.865025 + Penalty 693.873701 = -26818.991325 nChanged 23 SP:Iteration 6Q (64.842860 sec): 3 clusters Score: Raw -27524.932688 + Penalty 693.918339 = -26831.014350 nChanged 19 SP:Iteration 7Q (64.844512 sec): 3 clusters Score: Raw -27539.266922 + Penalty 694.065998 = -26845.200924 nChanged 19 SP:Iteration 8Q (64.846164 sec): 3 clusters Score: Raw -27545.970634 + Penalty 694.264775 = -26851.705859 nChanged 15 SP:Iteration 9Q (64.847850 sec): 3 clusters Score: Raw -27550.812343 + Penalty 694.218022 = -26856.594321 nChanged 14 SP:Iteration 10F (64.849541 sec): 3 clusters Score: Raw -27559.769624 + Penalty 694.615495 = -26865.154129 nChanged 17 SP:Iteration 11Q (64.851223 sec): 3 clusters Score: Raw -27569.764997 + Penalty 694.946405 = -26874.818593 nChanged 16 SP:Iteration 12Q (64.852863 sec): 3 clusters Score: Raw -27579.371725 + Penalty 695.697382 = -26883.674343 nChanged 24 SP:Iteration 13Q (64.854501 sec): 3 clusters Score: Raw -27593.045619 + Penalty 696.383792 = -26896.661827 nChanged 25 SP:Iteration 14Q (64.856129 sec): 3 clusters Score: Raw -27604.798360 + Penalty 697.272870 = -26907.525490 nChanged 12 SP:Iteration 15Q (64.857745 sec): 3 clusters Score: Raw -27610.968696 + Penalty 697.781398 = -26913.187297 nChanged 10 SP:Iteration 16Q (64.859361 sec): 3 clusters Score: Raw -27615.330936 + Penalty 697.867566 = -26917.463370 nChanged 6 SP:Iteration 17Q (64.861021 sec): 3 clusters Score: Raw -27617.531454 + Penalty 697.928493 = -26919.602962 nChanged 7 SP:Iteration 18Q (64.862659 sec): 3 clusters Score: Raw -27619.493299 + Penalty 698.483579 = -26921.009720 nChanged 4 SP:Iteration 19Q (64.864272 sec): 3 clusters Score: Raw -27620.639014 + Penalty 699.410895 = -26921.228120 nChanged 5 SP:Iteration 20F (64.865931 sec): 3 clusters Score: Raw -27624.417440 + Penalty 700.676189 = -26923.741251 nChanged 7 SP:Iteration 21Q (64.867540 sec): 3 clusters Score: Raw -27627.409599 + Penalty 701.767021 = -26925.642578 nChanged 7 SP:Iteration 22Q (64.869190 sec): 3 clusters Score: Raw -27629.905031 + Penalty 701.637551 = -26928.267479 nChanged 7 SP:Iteration 23Q (64.870827 sec): 3 clusters Score: Raw -27635.010935 + Penalty 701.343438 = -26933.667497 nChanged 6 SP:Iteration 24Q (64.872460 sec): 3 clusters Score: Raw -27637.040201 + Penalty 701.297014 = -26935.743187 nChanged 2 SP:Iteration 25Q (64.874074 sec): 3 clusters Score: Raw -27637.310177 + Penalty 701.416143 = -26935.894033 nChanged 1 SP:Iteration 26Q (64.875678 sec): 3 clusters Score: Raw -27637.401396 + Penalty 701.655156 = -26935.746240 nChanged 1 SP:Iteration 27F (64.877338 sec): 3 clusters Score: Raw -27637.449169 + Penalty 701.655156 = -26935.794012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.878576 sec): 2 clusters Score: Raw -9716.439264 + Penalty 215.144024 = -9501.295240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.879270 sec): 3 clusters Score: Raw -9575.306769 + Penalty 429.435095 = -9145.871674 nChanged 93 SP:Iteration 1F (64.879953 sec): 3 clusters Score: Raw -9635.453099 + Penalty 431.082339 = -9204.370760 nChanged 25 SP:Iteration 2F (64.880665 sec): 3 clusters Score: Raw -9658.209806 + Penalty 432.989428 = -9225.220378 nChanged 20 SP:Iteration 3F (64.881346 sec): 3 clusters Score: Raw -9676.893525 + Penalty 435.874979 = -9241.018547 nChanged 13 SP:Iteration 4Q (64.882019 sec): 3 clusters Score: Raw -9686.320094 + Penalty 439.446297 = -9246.873797 nChanged 9 SP:Iteration 5Q (64.882682 sec): 3 clusters Score: Raw -9692.161814 + Penalty 440.994642 = -9251.167172 nChanged 9 SP:Iteration 6Q (64.883341 sec): 3 clusters Score: Raw -9697.182382 + Penalty 442.662984 = -9254.519399 nChanged 8 SP:Iteration 7Q (64.883999 sec): 3 clusters Score: Raw -9702.366573 + Penalty 451.898149 = -9250.468424 nChanged 8 SP:Iteration 8F (64.884679 sec): 3 clusters Score: Raw -9706.854844 + Penalty 455.830034 = -9251.024809 nChanged 9 SP:Iteration 9Q (64.885330 sec): 3 clusters Score: Raw -9715.351624 + Penalty 465.234793 = -9250.116831 nChanged 5 SP:Iteration 10F (64.886011 sec): 3 clusters Score: Raw -9717.765667 + Penalty 472.051784 = -9245.713883 nChanged 3 SP:Iteration 11F (64.886692 sec): 3 clusters Score: Raw -9719.024473 + Penalty 474.556444 = -9244.468030 nChanged 2 SP:Iteration 12F (64.887372 sec): 3 clusters Score: Raw -9720.630489 + Penalty 479.004556 = -9241.625933 nChanged 1 SP:Iteration 13F (64.888052 sec): 3 clusters Score: Raw -9721.775388 + Penalty 478.425899 = -9243.349489 nChanged 2 SP:Iteration 14Q (64.888683 sec): 3 clusters Score: Raw -9723.525309 + Penalty 477.559613 = -9245.965696 nChanged 2 SP:Iteration 15Q (64.889312 sec): 3 clusters Score: Raw -9724.118948 + Penalty 482.293809 = -9241.825139 nChanged 1 SP:Iteration 16F (64.889993 sec): 3 clusters Score: Raw -9724.957670 + Penalty 488.617519 = -9236.340151 nChanged 1 SP:Iteration 17F (64.890675 sec): 3 clusters Score: Raw -9725.813573 + Penalty 501.977445 = -9223.836128 nChanged 2 SP:Iteration 18F (64.891355 sec): 3 clusters Score: Raw -9727.626362 + Penalty 519.089146 = -9208.537216 nChanged 2 SP:Iteration 19F (64.892034 sec): 3 clusters Score: Raw -9729.804469 + Penalty 522.811504 = -9206.992966 nChanged 2 SP:Iteration 20F (64.892714 sec): 3 clusters Score: Raw -9730.552064 + Penalty 525.993119 = -9204.558945 nChanged 1 SP:Iteration 21F (64.893395 sec): 3 clusters Score: Raw -9731.777097 + Penalty 525.993119 = -9205.783978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.894652 sec): 2 clusters Score: Raw -9706.772162 + Penalty 574.301987 = -9132.470175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.895404 sec): 3 clusters Score: Raw -9617.480146 + Penalty 1148.588476 = -8468.891670 nChanged 69 SP:Iteration 1F (64.896143 sec): 3 clusters Score: Raw -9704.115737 + Penalty 1148.862016 = -8555.253721 nChanged 19 SP:Iteration 2F (64.896881 sec): 3 clusters Score: Raw -9727.479002 + Penalty 1148.922726 = -8578.556276 nChanged 8 SP:Iteration 3Q (64.897605 sec): 3 clusters Score: Raw -9737.557865 + Penalty 1149.249030 = -8588.308834 nChanged 3 SP:Iteration 4Q (64.898327 sec): 3 clusters Score: Raw -9739.984414 + Penalty 1149.413464 = -8590.570951 nChanged 1 SP:Iteration 5Q (64.899047 sec): 3 clusters Score: Raw -9740.638017 + Penalty 1149.766423 = -8590.871594 nChanged 2 SP:Iteration 6Q (64.899767 sec): 3 clusters Score: Raw -9742.033941 + Penalty 1150.144282 = -8591.889659 nChanged 2 SP:Iteration 7Q (64.900489 sec): 3 clusters Score: Raw -9744.236608 + Penalty 1151.138642 = -8593.097966 nChanged 4 SP:Iteration 8Q (64.901209 sec): 3 clusters Score: Raw -9750.600474 + Penalty 1151.869796 = -8598.730679 nChanged 4 SP:Iteration 9Q (64.901927 sec): 3 clusters Score: Raw -9754.427652 + Penalty 1152.631514 = -8601.796138 nChanged 3 SP:Iteration 10F (64.902663 sec): 3 clusters Score: Raw -9758.016451 + Penalty 1152.916438 = -8605.100014 nChanged 3 SP:Iteration 11Q (64.903382 sec): 3 clusters Score: Raw -9764.697582 + Penalty 1151.862955 = -8612.834627 nChanged 3 SP:Iteration 12Q (64.904122 sec): 3 clusters Score: Raw -9768.104926 + Penalty 1151.862955 = -8616.241972 nChanged 0 SP:Iteration 13F (64.904859 sec): 3 clusters Score: Raw -9768.104926 + Penalty 1151.862955 = -8616.241972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.906039 sec): 2 clusters Score: Raw -10335.233826 + Penalty 475.848251 = -9859.385575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.906740 sec): 3 clusters Score: Raw -10241.320011 + Penalty 965.332417 = -9275.987595 nChanged 73 SP:Iteration 1F (64.907431 sec): 3 clusters Score: Raw -10307.163121 + Penalty 986.686157 = -9320.476965 nChanged 26 SP:Iteration 2F (64.908131 sec): 3 clusters Score: Raw -10352.796760 + Penalty 993.492144 = -9359.304616 nChanged 10 SP:Iteration 3Q (64.908811 sec): 3 clusters Score: Raw -10365.245483 + Penalty 999.879803 = -9365.365681 nChanged 6 SP:Iteration 4Q (64.909481 sec): 3 clusters Score: Raw -10371.204576 + Penalty 1004.137783 = -9367.066793 nChanged 4 SP:Iteration 5Q (64.910190 sec): 3 clusters Score: Raw -10376.874832 + Penalty 1009.202140 = -9367.672692 nChanged 4 SP:Iteration 6Q (64.910877 sec): 3 clusters Score: Raw -10381.865643 + Penalty 1011.432812 = -9370.432831 nChanged 3 SP:Iteration 7Q (64.911558 sec): 3 clusters Score: Raw -10386.728915 + Penalty 1012.976890 = -9373.752025 nChanged 2 SP:Iteration 8Q (64.912236 sec): 3 clusters Score: Raw -10389.001953 + Penalty 1013.450566 = -9375.551387 nChanged 2 SP:Iteration 9Q (64.912913 sec): 3 clusters Score: Raw -10392.810591 + Penalty 1013.450566 = -9379.360025 nChanged 0 SP:Iteration 10F (64.913606 sec): 3 clusters Score: Raw -10392.810591 + Penalty 1013.450566 = -9379.360025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.916432 sec): 2 clusters Score: Raw -12352.900499 + Penalty 518.554842 = -11834.345657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.917587 sec): 3 clusters Score: Raw -12133.538816 + Penalty 1029.252583 = -11104.286233 nChanged 152 SP:Iteration 1F (64.918724 sec): 3 clusters Score: Raw -12309.560011 + Penalty 1016.828466 = -11292.731545 nChanged 53 SP:Iteration 2F (64.919848 sec): 3 clusters Score: Raw -12396.288930 + Penalty 1009.117297 = -11387.171633 nChanged 38 SP:Iteration 3F (64.920969 sec): 3 clusters Score: Raw -12441.909162 + Penalty 1001.448472 = -11440.460690 nChanged 20 SP:Iteration 4Q (64.922080 sec): 3 clusters Score: Raw -12461.533915 + Penalty 998.382117 = -11463.151797 nChanged 6 SP:Iteration 5Q (64.923173 sec): 3 clusters Score: Raw -12469.606131 + Penalty 992.354955 = -11477.251175 nChanged 6 SP:Iteration 6Q (64.924263 sec): 3 clusters Score: Raw -12477.196116 + Penalty 989.041504 = -11488.154613 nChanged 6 SP:Iteration 7Q (64.925346 sec): 3 clusters Score: Raw -12483.507867 + Penalty 984.767444 = -11498.740423 nChanged 6 SP:Iteration 8Q (64.926430 sec): 3 clusters Score: Raw -12490.370266 + Penalty 983.806689 = -11506.563577 nChanged 6 SP:Iteration 9Q (64.927504 sec): 3 clusters Score: Raw -12497.001472 + Penalty 981.846967 = -11515.154505 nChanged 7 SP:Iteration 10F (64.928633 sec): 3 clusters Score: Raw -12505.065034 + Penalty 981.063786 = -11524.001248 nChanged 3 SP:Iteration 11Q (64.929706 sec): 3 clusters Score: Raw -12507.232044 + Penalty 980.518041 = -11526.714003 nChanged 5 SP:Iteration 12Q (64.930777 sec): 3 clusters Score: Raw -12519.393626 + Penalty 982.043932 = -11537.349693 nChanged 6 SP:Iteration 13Q (64.931844 sec): 3 clusters Score: Raw -12525.695690 + Penalty 977.990453 = -11547.705236 nChanged 6 SP:Iteration 14Q (64.932910 sec): 3 clusters Score: Raw -12531.305823 + Penalty 970.735898 = -11560.569925 nChanged 4 SP:Iteration 15Q (64.933999 sec): 3 clusters Score: Raw -12536.311460 + Penalty 962.700491 = -11573.610968 nChanged 4 SP:Iteration 16Q (64.935094 sec): 3 clusters Score: Raw -12548.407412 + Penalty 951.503638 = -11596.903773 nChanged 10 SP:Iteration 17Q (64.936153 sec): 3 clusters Score: Raw -12576.401221 + Penalty 947.402239 = -11628.998982 nChanged 6 SP:Iteration 18Q (64.937193 sec): 3 clusters Score: Raw -12584.205647 + Penalty 946.592048 = -11637.613599 nChanged 3 SP:Iteration 19Q (64.938250 sec): 3 clusters Score: Raw -12586.620959 + Penalty 945.724614 = -11640.896345 nChanged 1 SP:Iteration 20F (64.939452 sec): 3 clusters Score: Raw -12586.941686 + Penalty 945.724614 = -11641.217073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 31 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.940970 sec): 2 clusters Score: Raw -5865.903856 + Penalty 287.339384 = -5578.564472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.941545 sec): 3 clusters Score: Raw -5821.484421 + Penalty 571.217396 = -5250.267025 nChanged 45 SP:Iteration 1F (64.942106 sec): 3 clusters Score: Raw -5911.771702 + Penalty 572.328448 = -5339.443253 nChanged 11 SP:Iteration 2F (64.942665 sec): 3 clusters Score: Raw -5931.980872 + Penalty 572.604286 = -5359.376586 nChanged 3 SP:Iteration 3Q (64.943207 sec): 3 clusters Score: Raw -5934.244260 + Penalty 572.604286 = -5361.639974 nChanged 0 SP:Iteration 4F (64.943755 sec): 3 clusters Score: Raw -5934.244260 + Penalty 572.604286 = -5361.639974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.945676 sec): 2 clusters Score: Raw -14414.100452 + Penalty 256.363526 = -14157.736926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.946656 sec): 3 clusters Score: Raw -14203.796806 + Penalty 512.053451 = -13691.743355 nChanged 148 SP:Iteration 1F (64.947618 sec): 3 clusters Score: Raw -14298.775576 + Penalty 514.808873 = -13783.966703 nChanged 48 SP:Iteration 2F (64.948580 sec): 3 clusters Score: Raw -14348.705487 + Penalty 527.022416 = -13821.683071 nChanged 44 SP:Iteration 3F (64.949539 sec): 3 clusters Score: Raw -14408.397877 + Penalty 539.971039 = -13868.426838 nChanged 26 SP:Iteration 4F (64.950499 sec): 3 clusters Score: Raw -14435.333664 + Penalty 544.735740 = -13890.597925 nChanged 15 SP:Iteration 5Q (64.951440 sec): 3 clusters Score: Raw -14446.762077 + Penalty 546.811051 = -13899.951026 nChanged 8 SP:Iteration 6Q (64.952373 sec): 3 clusters Score: Raw -14454.401691 + Penalty 550.561279 = -13903.840412 nChanged 14 SP:Iteration 7Q (64.953295 sec): 3 clusters Score: Raw -14465.271654 + Penalty 556.603907 = -13908.667747 nChanged 8 SP:Iteration 8Q (64.954213 sec): 3 clusters Score: Raw -14470.996962 + Penalty 556.221968 = -13914.774993 nChanged 7 SP:Iteration 9Q (64.955112 sec): 3 clusters Score: Raw -14477.411646 + Penalty 555.847204 = -13921.564442 nChanged 5 SP:Iteration 10F (64.956069 sec): 3 clusters Score: Raw -14486.482885 + Penalty 556.043438 = -13930.439448 nChanged 2 SP:Iteration 11Q (64.956965 sec): 3 clusters Score: Raw -14487.071936 + Penalty 556.043438 = -13931.028498 nChanged 0 SP:Iteration 12F (64.957924 sec): 3 clusters Score: Raw -14487.071936 + Penalty 556.043438 = -13931.028498 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.960636 sec): 2 clusters Score: Raw -23314.957131 + Penalty 497.477887 = -22817.479244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.962078 sec): 3 clusters Score: Raw -23018.947547 + Penalty 994.585578 = -22024.361970 nChanged 213 SP:Iteration 1F (64.963478 sec): 3 clusters Score: Raw -23150.702934 + Penalty 994.652788 = -22156.050146 nChanged 44 SP:Iteration 2F (64.964850 sec): 3 clusters Score: Raw -23182.050112 + Penalty 994.955774 = -22187.094338 nChanged 32 SP:Iteration 3Q (64.966199 sec): 3 clusters Score: Raw -23203.090829 + Penalty 995.146730 = -22207.944099 nChanged 26 SP:Iteration 4Q (64.967571 sec): 3 clusters Score: Raw -23227.015725 + Penalty 994.569420 = -22232.446306 nChanged 26 SP:Iteration 5Q (64.968893 sec): 3 clusters Score: Raw -23242.085481 + Penalty 994.392530 = -22247.692951 nChanged 13 SP:Iteration 6Q (64.970346 sec): 3 clusters Score: Raw -23247.978531 + Penalty 994.267603 = -22253.710928 nChanged 13 SP:Iteration 7Q (64.971775 sec): 3 clusters Score: Raw -23255.595527 + Penalty 993.911331 = -22261.684196 nChanged 15 SP:Iteration 8Q (64.973184 sec): 3 clusters Score: Raw -23264.370958 + Penalty 993.790043 = -22270.580916 nChanged 8 SP:Iteration 9Q (64.974543 sec): 3 clusters Score: Raw -23270.725040 + Penalty 993.819949 = -22276.905091 nChanged 11 SP:Iteration 10F (64.975897 sec): 3 clusters Score: Raw -23275.992268 + Penalty 994.013061 = -22281.979207 nChanged 8 SP:Iteration 11Q (64.977243 sec): 3 clusters Score: Raw -23282.405250 + Penalty 994.570745 = -22287.834504 nChanged 8 SP:Iteration 12Q (64.978596 sec): 3 clusters Score: Raw -23288.657646 + Penalty 994.710913 = -22293.946732 nChanged 7 SP:Iteration 13Q (64.979932 sec): 3 clusters Score: Raw -23295.753961 + Penalty 994.938340 = -22300.815621 nChanged 9 SP:Iteration 14Q (64.981275 sec): 3 clusters Score: Raw -23302.887022 + Penalty 995.683045 = -22307.203977 nChanged 13 SP:Iteration 15Q (64.982628 sec): 3 clusters Score: Raw -23310.624182 + Penalty 996.107603 = -22314.516579 nChanged 7 SP:Iteration 16Q (64.983966 sec): 3 clusters Score: Raw -23315.752038 + Penalty 996.602041 = -22319.149997 nChanged 8 SP:Iteration 17Q (64.985299 sec): 3 clusters Score: Raw -23324.418068 + Penalty 997.921193 = -22326.496875 nChanged 11 SP:Iteration 18Q (64.986642 sec): 3 clusters Score: Raw -23340.563854 + Penalty 998.355849 = -22342.208005 nChanged 16 SP:Iteration 19Q (64.987966 sec): 3 clusters Score: Raw -23359.368971 + Penalty 999.017746 = -22360.351225 nChanged 14 SP:Iteration 20F (64.989323 sec): 3 clusters Score: Raw -23370.550143 + Penalty 999.433106 = -22371.117036 nChanged 11 SP:Iteration 21Q (64.990636 sec): 3 clusters Score: Raw -23382.388945 + Penalty 1000.323890 = -22382.065055 nChanged 14 SP:Iteration 22Q (64.991917 sec): 3 clusters Score: Raw -23399.870595 + Penalty 1000.260026 = -22399.610569 nChanged 17 SP:Iteration 23Q (64.993188 sec): 3 clusters Score: Raw -23421.067160 + Penalty 1000.924688 = -22420.142473 nChanged 17 SP:Iteration 24Q (64.994459 sec): 3 clusters Score: Raw -23448.486124 + Penalty 1000.361217 = -22448.124907 nChanged 14 SP:Iteration 25Q (64.995690 sec): 3 clusters Score: Raw -23469.303823 + Penalty 999.880029 = -22469.423794 nChanged 6 SP:Iteration 26Q (64.996909 sec): 3 clusters Score: Raw -23473.931612 + Penalty 999.755999 = -22474.175614 nChanged 1 SP:Iteration 27Q (64.998119 sec): 3 clusters Score: Raw -23478.106745 + Penalty 999.456096 = -22478.650649 nChanged 2 SP:Iteration 28Q (64.999323 sec): 3 clusters Score: Raw -23479.661883 + Penalty 999.100857 = -22480.561026 nChanged 2 SP:Iteration 29Q (65.000523 sec): 3 clusters Score: Raw -23482.654854 + Penalty 999.258392 = -22483.396463 nChanged 1 SP:Iteration 30F (65.001871 sec): 3 clusters Score: Raw -23484.552696 + Penalty 999.092692 = -22485.460004 nChanged 1 SP:Iteration 31Q (65.003068 sec): 3 clusters Score: Raw -23484.860055 + Penalty 999.092692 = -22485.767363 nChanged 0 SP:Iteration 32F (65.004421 sec): 3 clusters Score: Raw -23484.860055 + Penalty 999.092692 = -22485.767363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.005915 sec): 2 clusters Score: Raw -13845.561171 + Penalty 302.172507 = -13543.388665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.006779 sec): 3 clusters Score: Raw -13685.807956 + Penalty 604.361402 = -13081.446555 nChanged 117 SP:Iteration 1F (65.007628 sec): 3 clusters Score: Raw -13767.174879 + Penalty 603.916089 = -13163.258790 nChanged 30 SP:Iteration 2F (65.008503 sec): 3 clusters Score: Raw -13792.461584 + Penalty 604.473312 = -13187.988272 nChanged 25 SP:Iteration 3F (65.009352 sec): 3 clusters Score: Raw -13810.970551 + Penalty 604.743940 = -13206.226611 nChanged 11 SP:Iteration 4Q (65.010194 sec): 3 clusters Score: Raw -13816.500691 + Penalty 605.554479 = -13210.946212 nChanged 8 SP:Iteration 5Q (65.011032 sec): 3 clusters Score: Raw -13821.009354 + Penalty 606.206001 = -13214.803353 nChanged 7 SP:Iteration 6Q (65.011870 sec): 3 clusters Score: Raw -13825.867745 + Penalty 606.684483 = -13219.183262 nChanged 6 SP:Iteration 7Q (65.012706 sec): 3 clusters Score: Raw -13828.526870 + Penalty 607.780050 = -13220.746820 nChanged 5 SP:Iteration 8Q (65.013541 sec): 3 clusters Score: Raw -13833.973201 + Penalty 608.280285 = -13225.692916 nChanged 5 SP:Iteration 9Q (65.014377 sec): 3 clusters Score: Raw -13840.432185 + Penalty 609.807927 = -13230.624258 nChanged 4 SP:Iteration 10F (65.015224 sec): 3 clusters Score: Raw -13844.845380 + Penalty 610.702348 = -13234.143032 nChanged 4 SP:Iteration 11Q (65.016057 sec): 3 clusters Score: Raw -13849.882387 + Penalty 612.962634 = -13236.919754 nChanged 6 SP:Iteration 12Q (65.016890 sec): 3 clusters Score: Raw -13854.093405 + Penalty 616.586463 = -13237.506943 nChanged 7 SP:Iteration 13Q (65.017721 sec): 3 clusters Score: Raw -13858.562771 + Penalty 622.542007 = -13236.020764 nChanged 11 SP:Iteration 14F (65.018567 sec): 3 clusters Score: Raw -13866.586963 + Penalty 627.075589 = -13239.511374 nChanged 8 SP:Iteration 15Q (65.019398 sec): 3 clusters Score: Raw -13870.282572 + Penalty 628.547409 = -13241.735163 nChanged 3 SP:Iteration 16Q (65.020252 sec): 3 clusters Score: Raw -13872.273507 + Penalty 631.363990 = -13240.909517 nChanged 5 SP:Iteration 17F (65.021101 sec): 3 clusters Score: Raw -13875.702179 + Penalty 638.224954 = -13237.477225 nChanged 8 SP:Iteration 18F (65.021946 sec): 3 clusters Score: Raw -13880.439967 + Penalty 643.058347 = -13237.381620 nChanged 9 SP:Iteration 19F (65.022791 sec): 3 clusters Score: Raw -13889.562058 + Penalty 655.379239 = -13234.182819 nChanged 11 SP:Iteration 20F (65.023637 sec): 3 clusters Score: Raw -13902.354281 + Penalty 667.064251 = -13235.290030 nChanged 11 SP:Iteration 21Q (65.024472 sec): 3 clusters Score: Raw -13912.277393 + Penalty 676.176844 = -13236.100549 nChanged 8 SP:Iteration 22Q (65.025304 sec): 3 clusters Score: Raw -13918.662440 + Penalty 680.631131 = -13238.031309 nChanged 6 SP:Iteration 23Q (65.026132 sec): 3 clusters Score: Raw -13924.290236 + Penalty 683.841853 = -13240.448383 nChanged 4 SP:Iteration 24Q (65.026983 sec): 3 clusters Score: Raw -13932.482297 + Penalty 678.846552 = -13253.635746 nChanged 3 SP:Iteration 25Q (65.027807 sec): 3 clusters Score: Raw -13938.757050 + Penalty 678.846552 = -13259.910499 nChanged 0 SP:Iteration 26F (65.028687 sec): 3 clusters Score: Raw -13938.757050 + Penalty 678.846552 = -13259.910499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.030096 sec): 2 clusters Score: Raw -11600.539330 + Penalty 871.106034 = -10729.433296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.030949 sec): 3 clusters Score: Raw -11548.972706 + Penalty 1743.275469 = -9805.697238 nChanged 61 SP:Iteration 1F (65.031757 sec): 3 clusters Score: Raw -11633.716177 + Penalty 1745.853092 = -9887.863086 nChanged 27 SP:Iteration 2F (65.032565 sec): 3 clusters Score: Raw -11669.564103 + Penalty 1746.657386 = -9922.906716 nChanged 12 SP:Iteration 3Q (65.033361 sec): 3 clusters Score: Raw -11689.433599 + Penalty 1747.980802 = -9941.452798 nChanged 8 SP:Iteration 4Q (65.034159 sec): 3 clusters Score: Raw -11705.643163 + Penalty 1751.004432 = -9954.638731 nChanged 7 SP:Iteration 5Q (65.034946 sec): 3 clusters Score: Raw -11722.801275 + Penalty 1753.891555 = -9968.909720 nChanged 3 SP:Iteration 6Q (65.035724 sec): 3 clusters Score: Raw -11729.902407 + Penalty 1753.891555 = -9976.010852 nChanged 0 SP:Iteration 7F (65.036576 sec): 3 clusters Score: Raw -11729.902407 + Penalty 1753.891555 = -9976.010852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.037571 sec): 2 clusters Score: Raw -8642.607550 + Penalty 431.002097 = -8211.605453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.038172 sec): 3 clusters Score: Raw -8576.638356 + Penalty 860.358158 = -7716.280199 nChanged 55 SP:Iteration 1F (65.038765 sec): 3 clusters Score: Raw -8636.976394 + Penalty 860.170487 = -7776.805907 nChanged 13 SP:Iteration 2F (65.039358 sec): 3 clusters Score: Raw -8652.008983 + Penalty 859.417120 = -7792.591863 nChanged 11 SP:Iteration 3F (65.039951 sec): 3 clusters Score: Raw -8665.092096 + Penalty 858.327888 = -7806.764209 nChanged 8 SP:Iteration 4Q (65.040565 sec): 3 clusters Score: Raw -8674.258656 + Penalty 858.358079 = -7815.900577 nChanged 3 SP:Iteration 5Q (65.041165 sec): 3 clusters Score: Raw -8676.900098 + Penalty 859.465743 = -7817.434355 nChanged 2 SP:Iteration 6Q (65.041763 sec): 3 clusters Score: Raw -8686.515188 + Penalty 858.897827 = -7827.617361 nChanged 2 SP:Iteration 7Q (65.042359 sec): 3 clusters Score: Raw -8688.168211 + Penalty 859.360335 = -7828.807876 nChanged 1 SP:Iteration 8Q (65.042956 sec): 3 clusters Score: Raw -8689.945117 + Penalty 859.691165 = -7830.253952 nChanged 1 SP:Iteration 9Q (65.043552 sec): 3 clusters Score: Raw -8691.540508 + Penalty 859.691165 = -7831.849343 nChanged 0 SP:Iteration 10F (65.044165 sec): 3 clusters Score: Raw -8691.540508 + Penalty 859.691165 = -7831.849343 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 67 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.046803 sec): 2 clusters Score: Raw -25942.349559 + Penalty 206.973204 = -25735.376355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.048410 sec): 3 clusters Score: Raw -25471.856820 + Penalty 424.896754 = -25046.960065 nChanged 336 SP:Iteration 1F (65.049967 sec): 3 clusters Score: Raw -25753.159379 + Penalty 444.153098 = -25309.006280 nChanged 129 SP:Iteration 2F (65.051514 sec): 3 clusters Score: Raw -25875.647194 + Penalty 455.755835 = -25419.891359 nChanged 48 SP:Iteration 3F (65.053094 sec): 3 clusters Score: Raw -25929.650833 + Penalty 467.285089 = -25462.365745 nChanged 31 SP:Iteration 4Q (65.054634 sec): 3 clusters Score: Raw -25956.049165 + Penalty 478.049631 = -25477.999534 nChanged 17 SP:Iteration 5Q (65.056124 sec): 3 clusters Score: Raw -25967.779068 + Penalty 486.646358 = -25481.132711 nChanged 15 SP:Iteration 6Q (65.057585 sec): 3 clusters Score: Raw -25977.693915 + Penalty 491.981242 = -25485.712674 nChanged 14 SP:Iteration 7Q (65.059082 sec): 3 clusters Score: Raw -25984.001147 + Penalty 494.685389 = -25489.315758 nChanged 6 SP:Iteration 8Q (65.060536 sec): 3 clusters Score: Raw -25987.580213 + Penalty 496.767285 = -25490.812928 nChanged 8 SP:Iteration 9Q (65.061965 sec): 3 clusters Score: Raw -25990.633935 + Penalty 499.098789 = -25491.535146 nChanged 6 SP:Iteration 10F (65.063513 sec): 3 clusters Score: Raw -25993.332864 + Penalty 501.946290 = -25491.386574 nChanged 7 SP:Iteration 11F (65.065095 sec): 3 clusters Score: Raw -25996.036003 + Penalty 504.401625 = -25491.634378 nChanged 3 SP:Iteration 12Q (65.066531 sec): 3 clusters Score: Raw -25996.587883 + Penalty 504.401625 = -25492.186258 nChanged 0 SP:Iteration 13F (65.068083 sec): 3 clusters Score: Raw -25996.587883 + Penalty 504.401625 = -25492.186258 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 76 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.070489 sec): 2 clusters Score: Raw -23332.875199 + Penalty 151.949653 = -23180.925546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.072017 sec): 3 clusters Score: Raw -22898.442541 + Penalty 303.627410 = -22594.815131 nChanged 300 SP:Iteration 1F (65.073550 sec): 3 clusters Score: Raw -23127.715919 + Penalty 303.758834 = -22823.957085 nChanged 92 SP:Iteration 2F (65.075051 sec): 3 clusters Score: Raw -23206.237564 + Penalty 304.015255 = -22902.222309 nChanged 42 SP:Iteration 3F (65.076517 sec): 3 clusters Score: Raw -23227.074565 + Penalty 304.375690 = -22922.698875 nChanged 23 SP:Iteration 4Q (65.077955 sec): 3 clusters Score: Raw -23231.996253 + Penalty 304.340161 = -22927.656092 nChanged 6 SP:Iteration 5Q (65.079389 sec): 3 clusters Score: Raw -23232.937168 + Penalty 304.346005 = -22928.591164 nChanged 3 SP:Iteration 6Q (65.080869 sec): 3 clusters Score: Raw -23234.319304 + Penalty 304.230467 = -22930.088837 nChanged 2 SP:Iteration 7Q (65.082327 sec): 3 clusters Score: Raw -23234.441649 + Penalty 304.302978 = -22930.138672 nChanged 1 SP:Iteration 8Q (65.083773 sec): 3 clusters Score: Raw -23234.502557 + Penalty 304.175675 = -22930.326882 nChanged 1 SP:Iteration 9Q (65.085207 sec): 3 clusters Score: Raw -23234.597008 + Penalty 304.072444 = -22930.524564 nChanged 1 SP:Iteration 10F (65.086717 sec): 3 clusters Score: Raw -23234.608034 + Penalty 304.072444 = -22930.535589 nChanged 0 Time taken for this iteration:64.374148 seconds. 300->28 Clusters: Score -756247.405384, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 199 (time per iteration =327.225085 ms) Total iterations: 2006 (time per iteration =32.461511 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4395750000.000000 (time per metric unit =14.813807ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 109893750000.000000 (time per metric unit=592.552279ps) That took 65.117792 seconds.