FileBase PeterP-2013-09-04_dataset1 ElecNo 18 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 25944 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 25944 points ------ Starting initial clusters from distinct float masks Not enough masks (209) to generate starting clusters (300), so starting with (210) clusters instead. Assigned 210 initial classes from 209 unique masks. Deleting Class 167 (3 points): Lose 14.317788 but Gain 1650.094476 Iteration 0F (3.274478 sec): 209 clusters Score: Raw -1154516.914296 + Penalty 212669.757371 = -941847.156925 nChanged 5154 Deleting Class 178 (2 points): Lose 51.145276 but Gain 1602.552301 Iteration 1F (5.701427 sec): 203 clusters Score: Raw -1165171.763983 + Penalty 208761.255914 = -956410.508069 nChanged 1867 Deleting Class 189 (1 points): Lose 10.965102 but Gain 1530.904850 Iteration 2F (8.124061 sec): 201 clusters Score: Raw -1168903.856920 + Penalty 207444.196632 = -961459.660287 nChanged 1344 Deleting Class 195 (1 points): Lose 1.122067 but Gain 1487.711248 Iteration 3F (10.516323 sec): 200 clusters Score: Raw -1170939.187804 + Penalty 205888.713920 = -965050.473883 nChanged 1072 Deleting Class 201 (2 points): Lose 18.082859 but Gain 1483.903700 Iteration 4Q (10.799245 sec): 199 clusters Score: Raw -1172288.722875 + Penalty 203277.948783 = -969010.774093 nChanged 992 Deleting Class 186 (1 points): Lose 7.247551 but Gain 1472.758198 Iteration 5Q (11.065965 sec): 197 clusters Score: Raw -1173463.644374 + Penalty 202047.264346 = -971416.380028 nChanged 903 Deleting Class 177 (2 points): Lose 16.267481 but Gain 1480.215024 Iteration 6Q (11.317853 sec): 196 clusters Score: Raw -1174385.696999 + Penalty 200788.532320 = -973597.164680 nChanged 790 Deleting Class 132 (4 points): Lose 94.127670 but Gain 1555.673914 Iteration 7Q (11.554228 sec): 195 clusters Score: Raw -1175012.876073 + Penalty 199491.179527 = -975521.696546 nChanged 646 Deleting Class 161 (1 points): Lose 4.701029 but Gain 1460.267135 Iteration 8Q (11.771292 sec): 194 clusters Score: Raw -1175525.782395 + Penalty 198174.547131 = -977351.235263 nChanged 558 Deleting Class 40 (2 points): Lose 34.824024 but Gain 1484.862625 Iteration 9Q (11.976941 sec): 193 clusters Score: Raw -1175843.670576 + Penalty 196748.550063 = -979095.120513 nChanged 478 Deleting Class 120 (5 points): Lose 187.244247 but Gain 1626.226621 Iteration 10F (14.270036 sec): 192 clusters Score: Raw -1175985.124474 + Penalty 195234.149341 = -980750.975133 nChanged 366 Deleting Class 159 (2 points): Lose 28.175785 but Gain 1459.188361 Iteration 11Q (14.455587 sec): 191 clusters Score: Raw -1176309.795576 + Penalty 193861.113175 = -982448.682401 nChanged 345 Deleting Class 193 (3 points): Lose 42.035397 but Gain 1465.039162 Iteration 12Q (14.638455 sec): 190 clusters Score: Raw -1176530.577486 + Penalty 192441.336804 = -984089.240683 nChanged 274 Deleting Class 45 (1 points): Lose 20.057551 but Gain 1432.316202 Iteration 13Q (14.814239 sec): 189 clusters Score: Raw -1176683.119483 + Penalty 191168.115367 = -985515.004116 nChanged 209 Deleting Class 181 (2 points): Lose 20.212971 but Gain 1431.311348 Iteration 14Q (14.982483 sec): 188 clusters Score: Raw -1176805.257368 + Penalty 189726.559662 = -987078.697707 nChanged 177 Deleting Class 142 (2 points): Lose 17.827010 but Gain 1424.350366 Iteration 15Q (15.146010 sec): 187 clusters Score: Raw -1176866.955928 + Penalty 188226.667118 = -988640.288811 nChanged 144 Deleting Class 16 (18 points): Lose 183.501039 but Gain 1580.412311 Iteration 16Q (15.305439 sec): 186 clusters Score: Raw -1176741.920813 + Penalty 186801.413844 = -989940.506970 nChanged 136 Deleting Class 93 (3 points): Lose 48.961825 but Gain 1442.679755 Iteration 17Q (15.461888 sec): 185 clusters Score: Raw -1176818.658573 + Penalty 185407.566496 = -991411.092077 nChanged 112 Deleting Class 179 (3 points): Lose 26.481341 but Gain 1418.206342 Iteration 18Q (15.615409 sec): 184 clusters Score: Raw -1176860.496338 + Penalty 184053.954731 = -992806.541607 nChanged 106 Deleting Class 77 (5 points): Lose 79.732690 but Gain 1467.320945 Iteration 19Q (15.768571 sec): 183 clusters Score: Raw -1176851.149322 + Penalty 182649.990626 = -994201.158696 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 -1176851.149322 + Penalty 182649.990626 = -994201.158696Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.861061 sec): 2 clusters Score: Raw -20403.019300 + Penalty 373.120969 = -20029.898331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.862030 sec): 3 clusters Score: Raw -20222.907737 + Penalty 751.008785 = -19471.898952 nChanged 155 SP:Iteration 1F (15.863025 sec): 3 clusters Score: Raw -20412.809805 + Penalty 767.089372 = -19645.720432 nChanged 62 SP:Iteration 2F (15.863997 sec): 3 clusters Score: Raw -20519.852007 + Penalty 776.380752 = -19743.471255 nChanged 32 SP:Iteration 3F (15.864970 sec): 3 clusters Score: Raw -20651.259959 + Penalty 780.400621 = -19870.859338 nChanged 36 SP:Iteration 4F (15.865943 sec): 3 clusters Score: Raw -20782.903433 + Penalty 781.259972 = -20001.643461 nChanged 27 SP:Iteration 5F (15.866914 sec): 3 clusters Score: Raw -20852.185902 + Penalty 780.165573 = -20072.020329 nChanged 22 SP:Iteration 6F (15.867885 sec): 3 clusters Score: Raw -20921.813880 + Penalty 778.909079 = -20142.904802 nChanged 13 SP:Iteration 7Q (15.868782 sec): 3 clusters Score: Raw -21020.424315 + Penalty 779.316987 = -20241.107328 nChanged 7 SP:Iteration 8Q (15.869661 sec): 3 clusters Score: Raw -21039.253977 + Penalty 779.100845 = -20260.153131 nChanged 2 SP:Iteration 9Q (15.870537 sec): 3 clusters Score: Raw -21040.880549 + Penalty 779.948113 = -20260.932436 nChanged 1 SP:Iteration 10F (15.871508 sec): 3 clusters Score: Raw -21042.903631 + Penalty 783.002977 = -20259.900654 nChanged 3 SP:Iteration 11F (15.872499 sec): 3 clusters Score: Raw -21047.132140 + Penalty 783.444754 = -20263.687385 nChanged 1 SP:Iteration 12Q (15.873377 sec): 3 clusters Score: Raw -21048.701400 + Penalty 784.632723 = -20264.068677 nChanged 1 SP:Iteration 13Q (15.874254 sec): 3 clusters Score: Raw -21050.657650 + Penalty 785.431629 = -20265.226021 nChanged 1 SP:Iteration 14Q (15.875129 sec): 3 clusters Score: Raw -21051.160005 + Penalty 785.431629 = -20265.728376 nChanged 0 SP:Iteration 15F (15.876101 sec): 3 clusters Score: Raw -21051.160005 + Penalty 785.431629 = -20265.728376 nChanged 0 Score: Raw -1198893.430591 + Penalty 183341.875965 = -1015551.554626 Splitting cluster 1 changes total score from -994201.158696 to -1015551.554626 So it's getting split into cluster 16. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.052038 sec): 2 clusters Score: Raw -78889.769783 + Penalty 343.066315 = -78546.703468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.055657 sec): 3 clusters Score: Raw -77942.857120 + Penalty 682.891036 = -77259.966084 nChanged 649 SP:Iteration 1F (18.059023 sec): 3 clusters Score: Raw -78326.418094 + Penalty 677.714329 = -77648.703765 nChanged 198 SP:Iteration 2F (18.062414 sec): 3 clusters Score: Raw -78449.900795 + Penalty 676.735033 = -77773.165762 nChanged 106 SP:Iteration 3F (18.065637 sec): 3 clusters Score: Raw -78506.182641 + Penalty 677.066138 = -77829.116503 nChanged 71 SP:Iteration 4Q (18.068633 sec): 3 clusters Score: Raw -78549.665132 + Penalty 678.969442 = -77870.695690 nChanged 57 SP:Iteration 5Q (18.071641 sec): 3 clusters Score: Raw -78578.321648 + Penalty 682.415546 = -77895.906102 nChanged 49 SP:Iteration 6Q (18.074635 sec): 3 clusters Score: Raw -78603.059835 + Penalty 685.398319 = -77917.661516 nChanged 53 SP:Iteration 7Q (18.077581 sec): 3 clusters Score: Raw -78635.768425 + Penalty 686.740082 = -77949.028343 nChanged 41 SP:Iteration 8Q (18.080555 sec): 3 clusters Score: Raw -78656.234102 + Penalty 687.762258 = -77968.471845 nChanged 35 SP:Iteration 9Q (18.083442 sec): 3 clusters Score: Raw -78673.801981 + Penalty 687.737521 = -77986.064460 nChanged 31 SP:Iteration 10F (18.086428 sec): 3 clusters Score: Raw -78687.911464 + Penalty 689.616716 = -77998.294749 nChanged 34 SP:Iteration 11Q (18.089268 sec): 3 clusters Score: Raw -78703.090013 + Penalty 687.426860 = -78015.663153 nChanged 32 SP:Iteration 12Q (18.092103 sec): 3 clusters Score: Raw -78713.714335 + Penalty 685.870538 = -78027.843797 nChanged 17 SP:Iteration 13Q (18.094889 sec): 3 clusters Score: Raw -78720.737943 + Penalty 686.666567 = -78034.071376 nChanged 23 SP:Iteration 14Q (18.097672 sec): 3 clusters Score: Raw -78731.757303 + Penalty 682.691749 = -78049.065553 nChanged 27 SP:Iteration 15Q (18.100415 sec): 3 clusters Score: Raw -78745.389550 + Penalty 685.990523 = -78059.399027 nChanged 26 SP:Iteration 16Q (18.103149 sec): 3 clusters Score: Raw -78757.679214 + Penalty 686.126503 = -78071.552711 nChanged 37 SP:Iteration 17Q (18.105846 sec): 3 clusters Score: Raw -78778.486940 + Penalty 691.935024 = -78086.551915 nChanged 30 SP:Iteration 18Q (18.108523 sec): 3 clusters Score: Raw -78798.039299 + Penalty 699.551383 = -78098.487916 nChanged 32 SP:Iteration 19Q (18.111164 sec): 3 clusters Score: Raw -78823.011521 + Penalty 706.572646 = -78116.438874 nChanged 29 SP:Iteration 20F (18.114077 sec): 3 clusters Score: Raw -78846.183794 + Penalty 722.293750 = -78123.890044 nChanged 21 SP:Iteration 21Q (18.116648 sec): 3 clusters Score: Raw -78860.456694 + Penalty 726.731063 = -78133.725630 nChanged 12 SP:Iteration 22Q (18.119162 sec): 3 clusters Score: Raw -78865.802809 + Penalty 738.981609 = -78126.821201 nChanged 10 SP:Iteration 23F (18.122139 sec): 3 clusters Score: Raw -78872.755062 + Penalty 731.247551 = -78141.507511 nChanged 10 SP:Iteration 24Q (18.124594 sec): 3 clusters Score: Raw -78882.989634 + Penalty 729.005339 = -78153.984296 nChanged 4 SP:Iteration 25Q (18.127019 sec): 3 clusters Score: Raw -78886.041922 + Penalty 718.814038 = -78167.227885 nChanged 3 SP:Iteration 26Q (18.129503 sec): 3 clusters Score: Raw -78890.993204 + Penalty 721.070428 = -78169.922776 nChanged 4 SP:Iteration 27Q (18.132076 sec): 3 clusters Score: Raw -78892.867261 + Penalty 724.850784 = -78168.016477 nChanged 1 SP:Iteration 28F (18.135058 sec): 3 clusters Score: Raw -78893.258071 + Penalty 727.174014 = -78166.084057 nChanged 1 SP:Iteration 29F (18.137971 sec): 3 clusters Score: Raw -78893.415531 + Penalty 732.508434 = -78160.907097 nChanged 2 SP:Iteration 30F (18.140874 sec): 3 clusters Score: Raw -78894.372977 + Penalty 738.620658 = -78155.752319 nChanged 2 SP:Iteration 31F (18.143804 sec): 3 clusters Score: Raw -78896.071081 + Penalty 742.186959 = -78153.884123 nChanged 1 SP:Iteration 32F (18.146788 sec): 3 clusters Score: Raw -78897.620683 + Penalty 746.830112 = -78150.790570 nChanged 1 SP:Iteration 33F (18.149740 sec): 3 clusters Score: Raw -78897.964327 + Penalty 746.830112 = -78151.134214 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (2098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.159518 sec): 2 clusters Score: Raw -100313.304345 + Penalty 74.822854 = -100238.481491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.163498 sec): 3 clusters Score: Raw -98917.575802 + Penalty 167.270958 = -98750.304844 nChanged 985 SP:Iteration 1F (18.167356 sec): 3 clusters Score: Raw -100121.028626 + Penalty 178.283283 = -99942.745343 nChanged 255 SP:Iteration 2F (18.171195 sec): 3 clusters Score: Raw -100651.464353 + Penalty 187.950313 = -100463.514040 nChanged 136 SP:Iteration 3F (18.175025 sec): 3 clusters Score: Raw -100847.339756 + Penalty 193.744681 = -100653.595076 nChanged 43 SP:Iteration 4Q (18.178725 sec): 3 clusters Score: Raw -100916.092719 + Penalty 199.015200 = -100717.077519 nChanged 30 SP:Iteration 5Q (18.182215 sec): 3 clusters Score: Raw -100969.356543 + Penalty 203.058773 = -100766.297770 nChanged 21 SP:Iteration 6Q (18.185559 sec): 3 clusters Score: Raw -100999.572684 + Penalty 205.575673 = -100793.997011 nChanged 15 SP:Iteration 7Q (18.188754 sec): 3 clusters Score: Raw -101020.039519 + Penalty 207.610113 = -100812.429406 nChanged 12 SP:Iteration 8Q (18.191897 sec): 3 clusters Score: Raw -101030.993878 + Penalty 208.573469 = -100822.420409 nChanged 5 SP:Iteration 9Q (18.195004 sec): 3 clusters Score: Raw -101032.491636 + Penalty 208.984242 = -100823.507394 nChanged 3 SP:Iteration 10F (18.198805 sec): 3 clusters Score: Raw -101033.311744 + Penalty 209.227988 = -100824.083756 nChanged 1 SP:Iteration 11Q (18.201901 sec): 3 clusters Score: Raw -101033.586194 + Penalty 209.342999 = -100824.243196 nChanged 1 SP:Iteration 12Q (18.205021 sec): 3 clusters Score: Raw -101033.933232 + Penalty 209.260598 = -100824.672633 nChanged 1 SP:Iteration 13Q (18.208118 sec): 3 clusters Score: Raw -101034.004013 + Penalty 209.260598 = -100824.743414 nChanged 0 SP:Iteration 14F (18.212052 sec): 3 clusters Score: Raw -101034.004013 + Penalty 209.260598 = -100824.743414 nChanged 0 Score: Raw -1199614.136130 + Penalty 183520.517722 = -1016093.618407 Splitting cluster 3 changes total score from -994201.158696 to -1016093.618407 So it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.413220 sec): 2 clusters Score: Raw -23728.487143 + Penalty 602.464861 = -23126.022282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.414234 sec): 3 clusters Score: Raw -23576.161880 + Penalty 1208.259085 = -22367.902795 nChanged 120 SP:Iteration 1F (20.415272 sec): 3 clusters Score: Raw -23693.096680 + Penalty 1215.996561 = -22477.100119 nChanged 38 SP:Iteration 2F (20.416291 sec): 3 clusters Score: Raw -23734.911481 + Penalty 1218.775942 = -22516.135539 nChanged 12 SP:Iteration 3Q (20.417296 sec): 3 clusters Score: Raw -23745.650708 + Penalty 1219.325271 = -22526.325437 nChanged 7 SP:Iteration 4Q (20.418305 sec): 3 clusters Score: Raw -23750.517255 + Penalty 1218.628041 = -22531.889213 nChanged 2 SP:Iteration 5Q (20.419310 sec): 3 clusters Score: Raw -23751.458717 + Penalty 1219.619514 = -22531.839203 nChanged 1 SP:Iteration 6F (20.420323 sec): 3 clusters Score: Raw -23751.881915 + Penalty 1220.424014 = -22531.457902 nChanged 1 SP:Iteration 7F (20.421348 sec): 3 clusters Score: Raw -23752.880471 + Penalty 1221.465359 = -22531.415112 nChanged 1 SP:Iteration 8F (20.422367 sec): 3 clusters Score: Raw -23753.309408 + Penalty 1222.830342 = -22530.479066 nChanged 1 SP:Iteration 9F (20.423385 sec): 3 clusters Score: Raw -23753.659706 + Penalty 1222.723325 = -22530.936381 nChanged 1 SP:Iteration 10F (20.424406 sec): 3 clusters Score: Raw -23754.179069 + Penalty 1222.723325 = -22531.455744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 5 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.425580 sec): 2 clusters Score: Raw -3092.135371 + Penalty 281.988792 = -2810.146579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.425915 sec): 3 clusters Score: Raw -3099.868989 + Penalty 563.559670 = -2536.309319 nChanged 11 SP:Iteration 1F (20.426244 sec): 3 clusters Score: Raw -3124.295244 + Penalty 563.752981 = -2560.542263 nChanged 2 SP:Iteration 2Q (20.426562 sec): 3 clusters Score: Raw -3127.844826 + Penalty 563.752981 = -2564.091845 nChanged 0 SP:Iteration 3F (20.426889 sec): 3 clusters Score: Raw -3127.844826 + Penalty 563.752981 = -2564.091845 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 6 (6499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.456780 sec): 2 clusters Score: Raw -302987.581303 + Penalty 150.317921 = -302837.263382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.469315 sec): 3 clusters Score: Raw -298670.019744 + Penalty 340.085681 = -298329.934063 nChanged 3013 SP:Iteration 1F (20.482142 sec): 3 clusters Score: Raw -301197.847403 + Penalty 365.775514 = -300832.071889 nChanged 1044 SP:Iteration 2F (20.495386 sec): 3 clusters Score: Raw -302403.439123 + Penalty 359.753943 = -302043.685180 nChanged 360 SP:Iteration 3F (20.508347 sec): 3 clusters Score: Raw -302821.538985 + Penalty 332.398758 = -302489.140227 nChanged 106 SP:Iteration 4Q (20.519417 sec): 3 clusters Score: Raw -302945.187388 + Penalty 356.781015 = -302588.406373 nChanged 43 SP:Iteration 5Q (20.530118 sec): 3 clusters Score: Raw -302990.750735 + Penalty 264.673017 = -302726.077718 nChanged 23 SP:Iteration 6Q (20.540747 sec): 3 clusters Score: Raw -303015.606563 + Penalty 256.552206 = -302759.054356 nChanged 6 SP:Iteration 7Q (20.551240 sec): 3 clusters Score: Raw -303021.405538 + Penalty 258.576954 = -302762.828585 nChanged 4 SP:Iteration 8Q (20.561786 sec): 3 clusters Score: Raw -303024.069956 + Penalty 246.971981 = -302777.097976 nChanged 2 SP:Iteration 9Q (20.572233 sec): 3 clusters Score: Raw -303025.169448 + Penalty 246.971981 = -302778.197467 nChanged 0 SP:Iteration 10F (20.584284 sec): 3 clusters Score: Raw -303025.169448 + Penalty 246.971981 = -302778.197467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 7 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.589576 sec): 2 clusters Score: Raw -8846.101251 + Penalty 299.160098 = -8546.941154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.590128 sec): 3 clusters Score: Raw -8784.088007 + Penalty 619.483233 = -8164.604775 nChanged 42 SP:Iteration 1F (20.590659 sec): 3 clusters Score: Raw -8827.899070 + Penalty 626.114869 = -8201.784201 nChanged 10 SP:Iteration 2F (20.591186 sec): 3 clusters Score: Raw -8843.507494 + Penalty 629.963859 = -8213.543635 nChanged 3 SP:Iteration 3Q (20.591698 sec): 3 clusters Score: Raw -8847.470243 + Penalty 629.963859 = -8217.506385 nChanged 0 SP:Iteration 4F (20.592225 sec): 3 clusters Score: Raw -8847.470243 + Penalty 629.963859 = -8217.506385 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 8 (3316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.604148 sec): 2 clusters Score: Raw -159771.854125 + Penalty 123.622943 = -159648.231182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.610571 sec): 3 clusters Score: Raw -157585.130294 + Penalty 247.181136 = -157337.949157 nChanged 1552 SP:Iteration 1F (20.616905 sec): 3 clusters Score: Raw -158710.812136 + Penalty 247.317863 = -158463.494273 nChanged 348 SP:Iteration 2F (20.623216 sec): 3 clusters Score: Raw -158999.890516 + Penalty 248.126853 = -158751.763663 nChanged 227 SP:Iteration 3F (20.629496 sec): 3 clusters Score: Raw -159180.412540 + Penalty 249.130569 = -158931.281970 nChanged 160 SP:Iteration 4Q (20.635802 sec): 3 clusters Score: Raw -159245.974435 + Penalty 249.986324 = -158995.988111 nChanged 75 SP:Iteration 5Q (20.642605 sec): 3 clusters Score: Raw -159265.697612 + Penalty 250.838081 = -159014.859532 nChanged 49 SP:Iteration 6Q (20.648865 sec): 3 clusters Score: Raw -159275.124251 + Penalty 251.676555 = -159023.447696 nChanged 37 SP:Iteration 7Q (20.655014 sec): 3 clusters Score: Raw -159280.582925 + Penalty 252.272611 = -159028.310313 nChanged 30 SP:Iteration 8Q (20.661146 sec): 3 clusters Score: Raw -159284.418994 + Penalty 252.987968 = -159031.431026 nChanged 25 SP:Iteration 9Q (20.667314 sec): 3 clusters Score: Raw -159287.346522 + Penalty 253.645098 = -159033.701425 nChanged 23 SP:Iteration 10F (20.673628 sec): 3 clusters Score: Raw -159290.311033 + Penalty 254.549156 = -159035.761876 nChanged 27 SP:Iteration 11Q (20.679900 sec): 3 clusters Score: Raw -159294.018545 + Penalty 255.357883 = -159038.660662 nChanged 22 SP:Iteration 12Q (20.686123 sec): 3 clusters Score: Raw -159297.079565 + Penalty 256.167455 = -159040.912110 nChanged 27 SP:Iteration 13Q (20.692475 sec): 3 clusters Score: Raw -159300.095022 + Penalty 257.049627 = -159043.045395 nChanged 22 SP:Iteration 14Q (20.698933 sec): 3 clusters Score: Raw -159302.009357 + Penalty 257.783407 = -159044.225950 nChanged 17 SP:Iteration 15Q (20.705301 sec): 3 clusters Score: Raw -159303.550664 + Penalty 258.499244 = -159045.051420 nChanged 17 SP:Iteration 16Q (20.711492 sec): 3 clusters Score: Raw -159304.764618 + Penalty 258.996114 = -159045.768504 nChanged 13 SP:Iteration 17Q (20.717548 sec): 3 clusters Score: Raw -159305.727759 + Penalty 259.910337 = -159045.817421 nChanged 20 SP:Iteration 18Q (20.723623 sec): 3 clusters Score: Raw -159308.559751 + Penalty 261.234603 = -159047.325148 nChanged 32 SP:Iteration 19Q (20.729654 sec): 3 clusters Score: Raw -159315.472251 + Penalty 263.052666 = -159052.419585 nChanged 41 SP:Iteration 20F (20.735853 sec): 3 clusters Score: Raw -159326.149246 + Penalty 265.233029 = -159060.916217 nChanged 43 SP:Iteration 21Q (20.741861 sec): 3 clusters Score: Raw -159338.401612 + Penalty 268.653527 = -159069.748085 nChanged 57 SP:Iteration 22Q (20.747831 sec): 3 clusters Score: Raw -159356.739894 + Penalty 272.164270 = -159084.575624 nChanged 62 SP:Iteration 23Q (20.753747 sec): 3 clusters Score: Raw -159380.504857 + Penalty 275.728666 = -159104.776191 nChanged 68 SP:Iteration 24Q (20.759615 sec): 3 clusters Score: Raw -159407.620405 + Penalty 279.480560 = -159128.139846 nChanged 57 SP:Iteration 25Q (20.765407 sec): 3 clusters Score: Raw -159429.079467 + Penalty 282.715116 = -159146.364351 nChanged 56 SP:Iteration 26Q (20.771157 sec): 3 clusters Score: Raw -159444.975671 + Penalty 286.336699 = -159158.638972 nChanged 45 SP:Iteration 27Q (20.776877 sec): 3 clusters Score: Raw -159457.686772 + Penalty 289.765790 = -159167.920983 nChanged 48 SP:Iteration 28Q (20.782515 sec): 3 clusters Score: Raw -159470.366669 + Penalty 292.997554 = -159177.369116 nChanged 43 SP:Iteration 29Q (20.788205 sec): 3 clusters Score: Raw -159480.987351 + Penalty 296.107880 = -159184.879471 nChanged 48 SP:Iteration 30F (20.794774 sec): 3 clusters Score: Raw -159496.637826 + Penalty 301.717053 = -159194.920773 nChanged 57 SP:Iteration 31Q (20.800339 sec): 3 clusters Score: Raw -159517.103165 + Penalty 308.752002 = -159208.351163 nChanged 60 SP:Iteration 32Q (20.805819 sec): 3 clusters Score: Raw -159543.831851 + Penalty 318.203768 = -159225.628082 nChanged 70 SP:Iteration 33Q (20.811216 sec): 3 clusters Score: Raw -159580.452919 + Penalty 326.630044 = -159253.822875 nChanged 72 SP:Iteration 34Q (20.816536 sec): 3 clusters Score: Raw -159618.039298 + Penalty 336.428104 = -159281.611194 nChanged 53 SP:Iteration 35Q (20.821755 sec): 3 clusters Score: Raw -159641.815610 + Penalty 345.267411 = -159296.548199 nChanged 35 SP:Iteration 36Q (20.826911 sec): 3 clusters Score: Raw -159655.353262 + Penalty 353.185772 = -159302.167490 nChanged 36 SP:Iteration 37Q (20.832055 sec): 3 clusters Score: Raw -159672.780731 + Penalty 366.922800 = -159305.857931 nChanged 47 SP:Iteration 38Q (20.837123 sec): 3 clusters Score: Raw -159696.029653 + Penalty 377.592623 = -159318.437030 nChanged 32 SP:Iteration 39Q (20.842160 sec): 3 clusters Score: Raw -159712.361713 + Penalty 381.734109 = -159330.627604 nChanged 32 SP:Iteration 40F (20.848073 sec): 3 clusters Score: Raw -159733.257083 + Penalty 391.005993 = -159342.251090 nChanged 31 SP:Iteration 41Q (20.853048 sec): 3 clusters Score: Raw -159752.474692 + Penalty 396.645345 = -159355.829347 nChanged 19 SP:Iteration 42Q (20.857869 sec): 3 clusters Score: Raw -159763.724459 + Penalty 394.657594 = -159369.066865 nChanged 16 SP:Iteration 43Q (20.862645 sec): 3 clusters Score: Raw -159773.678652 + Penalty 392.614286 = -159381.064366 nChanged 7 SP:Iteration 44Q (20.867400 sec): 3 clusters Score: Raw -159778.760072 + Penalty 385.244752 = -159393.515320 nChanged 6 SP:Iteration 45Q (20.872155 sec): 3 clusters Score: Raw -159782.969640 + Penalty 391.483921 = -159391.485719 nChanged 7 SP:Iteration 46F (20.878072 sec): 3 clusters Score: Raw -159785.480099 + Penalty 393.610324 = -159391.869774 nChanged 7 SP:Iteration 47Q (20.882760 sec): 3 clusters Score: Raw -159787.559431 + Penalty 396.726367 = -159390.833064 nChanged 2 SP:Iteration 48F (20.888675 sec): 3 clusters Score: Raw -159789.564189 + Penalty 398.986442 = -159390.577747 nChanged 2 SP:Iteration 49F (20.894719 sec): 3 clusters Score: Raw -159790.901720 + Penalty 400.231382 = -159390.670339 nChanged 1 SP:Iteration 50F (20.901061 sec): 3 clusters Score: Raw -159791.531372 + Penalty 400.231382 = -159391.299990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.905809 sec): 2 clusters Score: Raw -18151.244963 + Penalty 697.344068 = -17453.900894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.906716 sec): 3 clusters Score: Raw -18074.955542 + Penalty 1396.203246 = -16678.752296 nChanged 86 SP:Iteration 1F (20.907597 sec): 3 clusters Score: Raw -18182.139250 + Penalty 1398.458967 = -16783.680283 nChanged 25 SP:Iteration 2F (20.908482 sec): 3 clusters Score: Raw -18208.690607 + Penalty 1398.445994 = -16810.244612 nChanged 16 SP:Iteration 3Q (20.909339 sec): 3 clusters Score: Raw -18228.251957 + Penalty 1398.172958 = -16830.078999 nChanged 2 SP:Iteration 4Q (20.910197 sec): 3 clusters Score: Raw -18229.676818 + Penalty 1398.172958 = -16831.503860 nChanged 0 SP:Iteration 5F (20.911076 sec): 3 clusters Score: Raw -18229.676818 + Penalty 1398.172958 = -16831.503860 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.916341 sec): 2 clusters Score: Raw -67586.174592 + Penalty 139.010884 = -67447.163708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.919161 sec): 3 clusters Score: Raw -66704.248398 + Penalty 303.482966 = -66400.765432 nChanged 659 SP:Iteration 1F (20.922014 sec): 3 clusters Score: Raw -67334.817868 + Penalty 322.016214 = -67012.801654 nChanged 184 SP:Iteration 2F (20.924897 sec): 3 clusters Score: Raw -67500.672554 + Penalty 326.911508 = -67173.761045 nChanged 65 SP:Iteration 3Q (20.927808 sec): 3 clusters Score: Raw -67549.303147 + Penalty 333.057765 = -67216.245382 nChanged 35 SP:Iteration 4Q (20.930722 sec): 3 clusters Score: Raw -67572.063489 + Penalty 337.788705 = -67234.274784 nChanged 20 SP:Iteration 5Q (20.933637 sec): 3 clusters Score: Raw -67585.330917 + Penalty 338.493298 = -67246.837619 nChanged 17 SP:Iteration 6Q (20.936449 sec): 3 clusters Score: Raw -67596.208540 + Penalty 338.125911 = -67258.082629 nChanged 16 SP:Iteration 7Q (20.939239 sec): 3 clusters Score: Raw -67607.008550 + Penalty 333.518576 = -67273.489975 nChanged 7 SP:Iteration 8Q (20.942055 sec): 3 clusters Score: Raw -67611.056246 + Penalty 329.710920 = -67281.345325 nChanged 3 SP:Iteration 9Q (20.944775 sec): 3 clusters Score: Raw -67612.018944 + Penalty 327.636580 = -67284.382364 nChanged 1 SP:Iteration 10F (20.947697 sec): 3 clusters Score: Raw -67612.175373 + Penalty 327.636580 = -67284.538793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.949906 sec): 2 clusters Score: Raw -8105.561999 + Penalty 567.438464 = -7538.123535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.950430 sec): 3 clusters Score: Raw -8105.172848 + Penalty 1136.208635 = -6968.964212 nChanged 20 SP:Iteration 1F (20.950932 sec): 3 clusters Score: Raw -8132.940133 + Penalty 1136.100734 = -6996.839398 nChanged 3 SP:Iteration 2Q (20.951421 sec): 3 clusters Score: Raw -8138.265639 + Penalty 1136.049594 = -7002.216045 nChanged 3 SP:Iteration 3Q (20.951908 sec): 3 clusters Score: Raw -8148.090790 + Penalty 1136.926616 = -7011.164174 nChanged 2 SP:Iteration 4Q (20.952392 sec): 3 clusters Score: Raw -8152.037893 + Penalty 1135.925558 = -7016.112335 nChanged 3 SP:Iteration 5Q (20.952875 sec): 3 clusters Score: Raw -8161.320121 + Penalty 1136.483825 = -7024.836296 nChanged 1 SP:Iteration 6Q (20.953358 sec): 3 clusters Score: Raw -8162.223403 + Penalty 1136.483825 = -7025.739578 nChanged 0 SP:Iteration 7F (20.953854 sec): 3 clusters Score: Raw -8162.223403 + Penalty 1136.483825 = -7025.739578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.954434 sec): 2 clusters Score: Raw -1796.120882 + Penalty 602.571483 = -1193.549399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.954728 sec): 3 clusters Score: Raw -2033.871382 + Penalty 1205.134256 = -828.737126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 13 (1001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.959984 sec): 2 clusters Score: Raw -54717.925946 + Penalty 633.876932 = -54084.049014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.962035 sec): 3 clusters Score: Raw -54311.408815 + Penalty 1300.020830 = -53011.387985 nChanged 376 SP:Iteration 1F (20.964091 sec): 3 clusters Score: Raw -54962.455730 + Penalty 1312.172806 = -53650.282924 nChanged 122 SP:Iteration 2F (20.966166 sec): 3 clusters Score: Raw -55219.952932 + Penalty 1300.603737 = -53919.349195 nChanged 74 SP:Iteration 3F (20.968238 sec): 3 clusters Score: Raw -55365.225709 + Penalty 1289.618907 = -54075.606801 nChanged 35 SP:Iteration 4Q (20.970266 sec): 3 clusters Score: Raw -55417.182575 + Penalty 1284.103878 = -54133.078697 nChanged 20 SP:Iteration 5Q (20.972277 sec): 3 clusters Score: Raw -55435.571114 + Penalty 1281.400756 = -54154.170358 nChanged 14 SP:Iteration 6Q (20.974280 sec): 3 clusters Score: Raw -55445.299112 + Penalty 1280.922461 = -54164.376651 nChanged 8 SP:Iteration 7Q (20.976282 sec): 3 clusters Score: Raw -55450.937410 + Penalty 1279.049565 = -54171.887846 nChanged 4 SP:Iteration 8Q (20.978279 sec): 3 clusters Score: Raw -55455.362351 + Penalty 1278.497365 = -54176.864986 nChanged 2 SP:Iteration 9Q (20.980275 sec): 3 clusters Score: Raw -55457.794677 + Penalty 1277.857810 = -54179.936867 nChanged 1 SP:Iteration 10F (20.982341 sec): 3 clusters Score: Raw -55458.187733 + Penalty 1277.857810 = -54180.329923 nChanged 0 Score: Raw -1200354.402525 + Penalty 184467.899103 = -1015886.503422 Splitting cluster 13 changes total score from -994201.158696 to -1015886.503422 So it's getting split into cluster 45. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (2675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.208985 sec): 2 clusters Score: Raw -135245.162594 + Penalty 411.776817 = -134833.385776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214333 sec): 3 clusters Score: Raw -133603.267991 + Penalty 831.637310 = -132771.630681 nChanged 1130 SP:Iteration 1F (23.219499 sec): 3 clusters Score: Raw -134527.431223 + Penalty 845.500263 = -133681.930960 nChanged 408 SP:Iteration 2F (23.224595 sec): 3 clusters Score: Raw -134877.105800 + Penalty 853.012020 = -134024.093780 nChanged 207 SP:Iteration 3F (23.229726 sec): 3 clusters Score: Raw -135004.082600 + Penalty 853.329865 = -134150.752735 nChanged 97 SP:Iteration 4Q (23.234914 sec): 3 clusters Score: Raw -135063.134309 + Penalty 852.613049 = -134210.521260 nChanged 57 SP:Iteration 5Q (23.239923 sec): 3 clusters Score: Raw -135084.274224 + Penalty 850.685801 = -134233.588423 nChanged 32 SP:Iteration 6Q (23.244901 sec): 3 clusters Score: Raw -135096.968646 + Penalty 849.218654 = -134247.749992 nChanged 25 SP:Iteration 7Q (23.250069 sec): 3 clusters Score: Raw -135103.279096 + Penalty 847.552414 = -134255.726681 nChanged 22 SP:Iteration 8Q (23.255353 sec): 3 clusters Score: Raw -135110.831025 + Penalty 846.114134 = -134264.716891 nChanged 16 SP:Iteration 9Q (23.260315 sec): 3 clusters Score: Raw -135114.578650 + Penalty 844.183610 = -134270.395040 nChanged 17 SP:Iteration 10F (23.265385 sec): 3 clusters Score: Raw -135118.013836 + Penalty 842.502298 = -134275.511538 nChanged 16 SP:Iteration 11Q (23.270352 sec): 3 clusters Score: Raw -135121.713315 + Penalty 840.908396 = -134280.804919 nChanged 13 SP:Iteration 12Q (23.275321 sec): 3 clusters Score: Raw -135124.171686 + Penalty 839.484908 = -134284.686778 nChanged 11 SP:Iteration 13Q (23.280316 sec): 3 clusters Score: Raw -135126.646721 + Penalty 837.389169 = -134289.257551 nChanged 18 SP:Iteration 14Q (23.285270 sec): 3 clusters Score: Raw -135132.683802 + Penalty 835.281681 = -134297.402121 nChanged 16 SP:Iteration 15Q (23.290223 sec): 3 clusters Score: Raw -135137.182679 + Penalty 833.400798 = -134303.781881 nChanged 14 SP:Iteration 16Q (23.295188 sec): 3 clusters Score: Raw -135142.879870 + Penalty 830.313301 = -134312.566569 nChanged 24 SP:Iteration 17Q (23.300132 sec): 3 clusters Score: Raw -135162.314606 + Penalty 826.345383 = -134335.969223 nChanged 33 SP:Iteration 18Q (23.305062 sec): 3 clusters Score: Raw -135185.105833 + Penalty 822.865051 = -134362.240782 nChanged 27 SP:Iteration 19Q (23.309992 sec): 3 clusters Score: Raw -135202.795367 + Penalty 820.216756 = -134382.578610 nChanged 21 SP:Iteration 20F (23.315067 sec): 3 clusters Score: Raw -135209.291664 + Penalty 818.752692 = -134390.538972 nChanged 17 SP:Iteration 21Q (23.320028 sec): 3 clusters Score: Raw -135212.247768 + Penalty 817.475284 = -134394.772484 nChanged 8 SP:Iteration 22Q (23.325072 sec): 3 clusters Score: Raw -135213.356017 + Penalty 816.022974 = -134397.333044 nChanged 9 SP:Iteration 23Q (23.330023 sec): 3 clusters Score: Raw -135214.720338 + Penalty 814.858535 = -134399.861802 nChanged 7 SP:Iteration 24Q (23.335055 sec): 3 clusters Score: Raw -135215.623004 + Penalty 813.889560 = -134401.733444 nChanged 6 SP:Iteration 25Q (23.339968 sec): 3 clusters Score: Raw -135216.595529 + Penalty 813.074042 = -134403.521487 nChanged 5 SP:Iteration 26Q (23.344872 sec): 3 clusters Score: Raw -135217.876883 + Penalty 812.289453 = -134405.587430 nChanged 5 SP:Iteration 27Q (23.349819 sec): 3 clusters Score: Raw -135219.666232 + Penalty 811.310095 = -134408.356136 nChanged 6 SP:Iteration 28Q (23.354793 sec): 3 clusters Score: Raw -135220.365181 + Penalty 810.529948 = -134409.835233 nChanged 5 SP:Iteration 29Q (23.359695 sec): 3 clusters Score: Raw -135221.000244 + Penalty 809.503862 = -134411.496382 nChanged 6 SP:Iteration 30F (23.364729 sec): 3 clusters Score: Raw -135222.359231 + Penalty 809.021627 = -134413.337605 nChanged 5 SP:Iteration 31Q (23.369640 sec): 3 clusters Score: Raw -135222.979071 + Penalty 808.519902 = -134414.459169 nChanged 3 SP:Iteration 32Q (23.374587 sec): 3 clusters Score: Raw -135223.315229 + Penalty 808.032637 = -134415.282592 nChanged 3 SP:Iteration 33Q (23.379507 sec): 3 clusters Score: Raw -135223.702057 + Penalty 807.529390 = -134416.172666 nChanged 3 SP:Iteration 34Q (23.384486 sec): 3 clusters Score: Raw -135224.076291 + Penalty 807.353246 = -134416.723045 nChanged 1 SP:Iteration 35Q (23.389440 sec): 3 clusters Score: Raw -135224.126426 + Penalty 807.207525 = -134416.918902 nChanged 1 SP:Iteration 36Q (23.394345 sec): 3 clusters Score: Raw -135224.153834 + Penalty 807.207525 = -134416.946309 nChanged 0 SP:Iteration 37F (23.399379 sec): 3 clusters Score: Raw -135224.153834 + Penalty 807.207525 = -134416.946309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 15 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.404296 sec): 2 clusters Score: Raw -34391.916703 + Penalty 70.520699 = -34321.396005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.405844 sec): 3 clusters Score: Raw -33959.132646 + Penalty 141.461823 = -33817.670822 nChanged 356 SP:Iteration 1F (23.407345 sec): 3 clusters Score: Raw -34311.881009 + Penalty 142.626420 = -34169.254589 nChanged 82 SP:Iteration 2F (23.408839 sec): 3 clusters Score: Raw -34875.117620 + Penalty 146.041624 = -34729.075996 nChanged 78 SP:Iteration 3F (23.410324 sec): 3 clusters Score: Raw -35069.418666 + Penalty 148.926026 = -34920.492640 nChanged 39 SP:Iteration 4F (23.411792 sec): 3 clusters Score: Raw -35112.354699 + Penalty 146.819981 = -34965.534719 nChanged 10 SP:Iteration 5Q (23.413231 sec): 3 clusters Score: Raw -35130.464310 + Penalty 148.305437 = -34982.158874 nChanged 9 SP:Iteration 6Q (23.414556 sec): 3 clusters Score: Raw -35148.915327 + Penalty 147.356162 = -35001.559165 nChanged 3 SP:Iteration 7Q (23.415770 sec): 3 clusters Score: Raw -35159.343337 + Penalty 147.792829 = -35011.550508 nChanged 1 SP:Iteration 8Q (23.416983 sec): 3 clusters Score: Raw -35159.931700 + Penalty 147.792829 = -35012.138871 nChanged 0 SP:Iteration 9F (23.418476 sec): 3 clusters Score: Raw -35159.931700 + Penalty 147.792829 = -35012.138871 nChanged 0 Score: Raw -1201122.421314 + Penalty 184586.653797 = -1016535.767517 Splitting cluster 15 changes total score from -994201.158696 to -1016535.767517 So it's getting split into cluster 77. Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 17 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.610482 sec): 2 clusters Score: Raw -33860.373989 + Penalty 545.975499 = -33314.398490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.611884 sec): 3 clusters Score: Raw -33558.242987 + Penalty 1089.390564 = -32468.852423 nChanged 205 SP:Iteration 1F (25.613280 sec): 3 clusters Score: Raw -33717.536019 + Penalty 1090.186247 = -32627.349772 nChanged 69 SP:Iteration 2F (25.614651 sec): 3 clusters Score: Raw -33769.939740 + Penalty 1102.268478 = -32667.671262 nChanged 42 SP:Iteration 3F (25.616015 sec): 3 clusters Score: Raw -33806.759520 + Penalty 1111.166624 = -32695.592895 nChanged 33 SP:Iteration 4F (25.617338 sec): 3 clusters Score: Raw -33830.028045 + Penalty 1117.301224 = -32712.726821 nChanged 19 SP:Iteration 5Q (25.618632 sec): 3 clusters Score: Raw -33847.104803 + Penalty 1130.446245 = -32716.658558 nChanged 15 SP:Iteration 6Q (25.619940 sec): 3 clusters Score: Raw -33862.588085 + Penalty 1138.893689 = -32723.694396 nChanged 14 SP:Iteration 7Q (25.621249 sec): 3 clusters Score: Raw -33874.971428 + Penalty 1147.973981 = -32726.997448 nChanged 6 SP:Iteration 8Q (25.622529 sec): 3 clusters Score: Raw -33879.379233 + Penalty 1157.890694 = -32721.488539 nChanged 7 SP:Iteration 9F (25.623831 sec): 3 clusters Score: Raw -33885.469356 + Penalty 1160.122609 = -32725.346746 nChanged 3 SP:Iteration 10F (25.625158 sec): 3 clusters Score: Raw -33893.022217 + Penalty 1164.579256 = -32728.442961 nChanged 4 SP:Iteration 11Q (25.626426 sec): 3 clusters Score: Raw -33898.984558 + Penalty 1166.169494 = -32732.815064 nChanged 1 SP:Iteration 12Q (25.627679 sec): 3 clusters Score: Raw -33900.725713 + Penalty 1172.930471 = -32727.795242 nChanged 2 SP:Iteration 13F (25.629033 sec): 3 clusters Score: Raw -33902.198279 + Penalty 1172.930471 = -32729.267807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 18 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.629755 sec): 2 clusters Score: Raw -4110.964302 + Penalty 698.714152 = -3412.250150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.630124 sec): 3 clusters Score: Raw -4272.541997 + Penalty 1397.268770 = -2875.273227 nChanged 1 SP:Iteration 1Q (25.630464 sec): 3 clusters Score: Raw -4277.114071 + Penalty 1397.268770 = -2879.845301 nChanged 0 SP:Iteration 2F (25.630827 sec): 3 clusters Score: Raw -4277.114071 + Penalty 1397.268770 = -2879.845301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 19 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.632469 sec): 2 clusters Score: Raw -13696.461362 + Penalty 270.787209 = -13425.674153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.633128 sec): 3 clusters Score: Raw -13569.644213 + Penalty 545.162243 = -13024.481971 nChanged 90 SP:Iteration 1F (25.633777 sec): 3 clusters Score: Raw -13639.317903 + Penalty 557.129413 = -13082.188490 nChanged 29 SP:Iteration 2F (25.634423 sec): 3 clusters Score: Raw -13680.649985 + Penalty 570.943434 = -13109.706550 nChanged 16 SP:Iteration 3F (25.635069 sec): 3 clusters Score: Raw -13700.344786 + Penalty 579.763372 = -13120.581415 nChanged 9 SP:Iteration 4Q (25.635699 sec): 3 clusters Score: Raw -13711.632771 + Penalty 585.650382 = -13125.982389 nChanged 6 SP:Iteration 5Q (25.636315 sec): 3 clusters Score: Raw -13721.219887 + Penalty 586.431319 = -13134.788568 nChanged 3 SP:Iteration 6Q (25.636919 sec): 3 clusters Score: Raw -13725.397984 + Penalty 588.480437 = -13136.917547 nChanged 3 SP:Iteration 7Q (25.637519 sec): 3 clusters Score: Raw -13731.495097 + Penalty 584.987838 = -13146.507259 nChanged 2 SP:Iteration 8Q (25.638109 sec): 3 clusters Score: Raw -13736.338281 + Penalty 578.243930 = -13158.094352 nChanged 1 SP:Iteration 9Q (25.638690 sec): 3 clusters Score: Raw -13737.808106 + Penalty 578.243930 = -13159.564176 nChanged 0 SP:Iteration 10F (25.639336 sec): 3 clusters Score: Raw -13737.808106 + Penalty 578.243930 = -13159.564176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 20 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.639894 sec): 2 clusters Score: Raw -498.770263 + Penalty 301.217385 = -197.552877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.640123 sec): 3 clusters Score: Raw -503.049736 + Penalty 608.544575 = 105.494838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 21 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.640599 sec): 2 clusters Score: Raw -425.538159 + Penalty 170.699038 = -254.839120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.640828 sec): 3 clusters Score: Raw -427.098412 + Penalty 350.106336 = -76.992075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 22 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.641293 sec): 2 clusters Score: Raw -212.834574 + Penalty 119.800541 = -93.034033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.641511 sec): 3 clusters Score: Raw -210.696778 + Penalty 239.601083 = 28.904304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 23 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.643636 sec): 2 clusters Score: Raw -18149.368972 + Penalty 215.671373 = -17933.697600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.644512 sec): 3 clusters Score: Raw -17976.571660 + Penalty 450.369921 = -17526.201740 nChanged 125 SP:Iteration 1F (25.645393 sec): 3 clusters Score: Raw -18062.405924 + Penalty 487.672147 = -17574.733777 nChanged 50 SP:Iteration 2F (25.646300 sec): 3 clusters Score: Raw -18138.889501 + Penalty 527.343965 = -17611.545536 nChanged 31 SP:Iteration 3F (25.647175 sec): 3 clusters Score: Raw -18205.390990 + Penalty 535.681001 = -17669.709989 nChanged 19 SP:Iteration 4F (25.648048 sec): 3 clusters Score: Raw -18233.204938 + Penalty 540.083948 = -17693.120989 nChanged 12 SP:Iteration 5Q (25.648912 sec): 3 clusters Score: Raw -18260.420047 + Penalty 547.863230 = -17712.556816 nChanged 11 SP:Iteration 6Q (25.649771 sec): 3 clusters Score: Raw -18284.616023 + Penalty 553.524870 = -17731.091153 nChanged 7 SP:Iteration 7Q (25.650608 sec): 3 clusters Score: Raw -18294.817630 + Penalty 552.607510 = -17742.210120 nChanged 4 SP:Iteration 8Q (25.651437 sec): 3 clusters Score: Raw -18296.567613 + Penalty 554.220377 = -17742.347236 nChanged 1 SP:Iteration 9Q (25.652255 sec): 3 clusters Score: Raw -18296.955030 + Penalty 554.220377 = -17742.734653 nChanged 0 SP:Iteration 10F (25.653127 sec): 3 clusters Score: Raw -18296.955030 + Penalty 554.220377 = -17742.734653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 24 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.653701 sec): 2 clusters Score: Raw -830.179973 + Penalty 341.407686 = -488.772287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.653939 sec): 3 clusters Score: Raw -883.681981 + Penalty 679.537549 = -204.144432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 25 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.655070 sec): 2 clusters Score: Raw -10431.538385 + Penalty 311.253718 = -10120.284666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.655730 sec): 3 clusters Score: Raw -10320.547510 + Penalty 621.745817 = -9698.801693 nChanged 53 SP:Iteration 1F (25.656379 sec): 3 clusters Score: Raw -10387.223172 + Penalty 621.819636 = -9765.403536 nChanged 27 SP:Iteration 2F (25.657026 sec): 3 clusters Score: Raw -10425.538496 + Penalty 623.670784 = -9801.867712 nChanged 14 SP:Iteration 3F (25.657672 sec): 3 clusters Score: Raw -10453.106828 + Penalty 625.873071 = -9827.233756 nChanged 13 SP:Iteration 4F (25.658298 sec): 3 clusters Score: Raw -10473.097841 + Penalty 629.128614 = -9843.969228 nChanged 13 SP:Iteration 5F (25.658955 sec): 3 clusters Score: Raw -10494.626499 + Penalty 630.193458 = -9864.433041 nChanged 4 SP:Iteration 6Q (25.659579 sec): 3 clusters Score: Raw -10500.171932 + Penalty 630.881214 = -9869.290717 nChanged 1 SP:Iteration 7Q (25.660200 sec): 3 clusters Score: Raw -10501.855098 + Penalty 631.173126 = -9870.681972 nChanged 1 SP:Iteration 8Q (25.660826 sec): 3 clusters Score: Raw -10502.557146 + Penalty 631.173126 = -9871.384020 nChanged 0 SP:Iteration 9F (25.661471 sec): 3 clusters Score: Raw -10502.557146 + Penalty 631.173126 = -9871.384020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.662327 sec): 2 clusters Score: Raw -8643.964913 + Penalty 645.194327 = -7998.770586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.662814 sec): 3 clusters Score: Raw -8669.941700 + Penalty 1294.943006 = -7374.998694 nChanged 25 SP:Iteration 1F (25.663310 sec): 3 clusters Score: Raw -8732.984920 + Penalty 1298.751950 = -7434.232970 nChanged 5 SP:Iteration 2Q (25.663770 sec): 3 clusters Score: Raw -8741.736430 + Penalty 1299.959892 = -7441.776538 nChanged 3 SP:Iteration 3Q (25.664243 sec): 3 clusters Score: Raw -8755.587574 + Penalty 1300.499703 = -7455.087871 nChanged 3 SP:Iteration 4Q (25.664723 sec): 3 clusters Score: Raw -8759.453656 + Penalty 1300.614513 = -7458.839144 nChanged 1 SP:Iteration 5Q (25.665190 sec): 3 clusters Score: Raw -8761.491057 + Penalty 1300.614513 = -7460.876544 nChanged 0 SP:Iteration 6F (25.665695 sec): 3 clusters Score: Raw -8761.491057 + Penalty 1300.614513 = -7460.876544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.666219 sec): 2 clusters Score: Raw -824.719522 + Penalty 332.615598 = -492.103923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.666454 sec): 3 clusters Score: Raw -860.970207 + Penalty 659.359394 = -201.610813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 28 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.666915 sec): 2 clusters Score: Raw -115.028685 + Penalty 91.362606 = -23.666080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.667126 sec): 3 clusters Score: Raw -107.247215 + Penalty 182.725211 = 75.477996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 29 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.667694 sec): 2 clusters Score: Raw -2216.191348 + Penalty 453.551200 = -1762.640149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.667985 sec): 3 clusters Score: Raw -2293.010022 + Penalty 907.962929 = -1385.047093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.669205 sec): 2 clusters Score: Raw -14383.258255 + Penalty 37.190292 = -14346.067962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.669977 sec): 3 clusters Score: Raw -14226.050641 + Penalty 74.107465 = -14151.943176 nChanged 130 SP:Iteration 1F (25.670757 sec): 3 clusters Score: Raw -14345.837811 + Penalty 75.687923 = -14270.149888 nChanged 17 SP:Iteration 2F (25.671518 sec): 3 clusters Score: Raw -14361.238554 + Penalty 75.885173 = -14285.353380 nChanged 11 SP:Iteration 3Q (25.672281 sec): 3 clusters Score: Raw -14369.935273 + Penalty 75.808903 = -14294.126370 nChanged 10 SP:Iteration 4Q (25.673080 sec): 3 clusters Score: Raw -14375.839594 + Penalty 75.289339 = -14300.550256 nChanged 5 SP:Iteration 5Q (25.673885 sec): 3 clusters Score: Raw -14378.857510 + Penalty 76.658284 = -14302.199226 nChanged 5 SP:Iteration 6Q (25.674664 sec): 3 clusters Score: Raw -14382.264644 + Penalty 78.404687 = -14303.859958 nChanged 3 SP:Iteration 7Q (25.675427 sec): 3 clusters Score: Raw -14383.407800 + Penalty 79.130973 = -14304.276827 nChanged 1 SP:Iteration 8Q (25.676188 sec): 3 clusters Score: Raw -14384.362898 + Penalty 80.886014 = -14303.476883 nChanged 2 SP:Iteration 9F (25.676899 sec): 3 clusters Score: Raw -14386.045243 + Penalty 81.957892 = -14304.087351 nChanged 1 SP:Iteration 10F (25.677610 sec): 3 clusters Score: Raw -14386.227729 + Penalty 81.957892 = -14304.269837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 31 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.678296 sec): 2 clusters Score: Raw -4197.712719 + Penalty 699.805501 = -3497.907218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.678658 sec): 3 clusters Score: Raw -4356.269148 + Penalty 1399.730828 = -2956.538320 nChanged 2 SP:Iteration 1Q (25.678991 sec): 3 clusters Score: Raw -4365.851794 + Penalty 1399.730828 = -2966.120966 nChanged 0 SP:Iteration 2F (25.679346 sec): 3 clusters Score: Raw -4365.851794 + Penalty 1399.730828 = -2966.120966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.680396 sec): 2 clusters Score: Raw -11844.870877 + Penalty 673.067892 = -11171.802986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.681062 sec): 3 clusters Score: Raw -11856.807771 + Penalty 1346.349636 = -10510.458135 nChanged 54 SP:Iteration 1F (25.681693 sec): 3 clusters Score: Raw -11931.326747 + Penalty 1345.840597 = -10585.486150 nChanged 8 SP:Iteration 2Q (25.682336 sec): 3 clusters Score: Raw -11940.773661 + Penalty 1345.428088 = -10595.345573 nChanged 3 SP:Iteration 3Q (25.682945 sec): 3 clusters Score: Raw -11942.965668 + Penalty 1345.407353 = -10597.558314 nChanged 3 SP:Iteration 4Q (25.683553 sec): 3 clusters Score: Raw -11946.956154 + Penalty 1345.597832 = -10601.358322 nChanged 2 SP:Iteration 5Q (25.684160 sec): 3 clusters Score: Raw -11948.130161 + Penalty 1345.637321 = -10602.492840 nChanged 2 SP:Iteration 6Q (25.684766 sec): 3 clusters Score: Raw -11949.708927 + Penalty 1345.772528 = -10603.936399 nChanged 2 SP:Iteration 7Q (25.685371 sec): 3 clusters Score: Raw -11951.821551 + Penalty 1345.830448 = -10605.991103 nChanged 1 SP:Iteration 8Q (25.685978 sec): 3 clusters Score: Raw -11952.506534 + Penalty 1345.541954 = -10606.964580 nChanged 1 SP:Iteration 9Q (25.686565 sec): 3 clusters Score: Raw -11953.112555 + Penalty 1345.541954 = -10607.570601 nChanged 0 SP:Iteration 10F (25.687174 sec): 3 clusters Score: Raw -11953.112555 + Penalty 1345.541954 = -10607.570601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 33 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.687677 sec): 2 clusters Score: Raw -542.490759 + Penalty 121.306150 = -421.184609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.687910 sec): 3 clusters Score: Raw -555.614615 + Penalty 244.064231 = -311.550384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 34 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.688467 sec): 2 clusters Score: Raw -1722.931844 + Penalty 370.795800 = -1352.136044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.688744 sec): 3 clusters Score: Raw -1765.628874 + Penalty 739.215123 = -1026.413751 nChanged 1 SP:Iteration 1Q (25.689004 sec): 3 clusters Score: Raw -1769.283389 + Penalty 739.215123 = -1030.068266 nChanged 0 SP:Iteration 2F (25.689273 sec): 3 clusters Score: Raw -1769.283389 + Penalty 739.215123 = -1030.068266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.689876 sec): 2 clusters Score: Raw -2694.597956 + Penalty 202.010686 = -2492.587270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.690191 sec): 3 clusters Score: Raw -2704.684658 + Penalty 404.021371 = -2300.663287 nChanged 13 SP:Iteration 1F (25.690500 sec): 3 clusters Score: Raw -2722.264108 + Penalty 404.595271 = -2317.668836 nChanged 1 SP:Iteration 2Q (25.690811 sec): 3 clusters Score: Raw -2722.768573 + Penalty 404.595271 = -2318.173302 nChanged 0 SP:Iteration 3F (25.691120 sec): 3 clusters Score: Raw -2722.768573 + Penalty 404.595271 = -2318.173302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 36 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.691605 sec): 2 clusters Score: Raw -533.929909 + Penalty 230.532243 = -303.397667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.691832 sec): 3 clusters Score: Raw -552.390883 + Penalty 458.727984 = -93.662899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 37 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.692779 sec): 2 clusters Score: Raw -9732.290780 + Penalty 306.313937 = -9425.976843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.693331 sec): 3 clusters Score: Raw -9673.987433 + Penalty 615.633987 = -9058.353446 nChanged 53 SP:Iteration 1F (25.693855 sec): 3 clusters Score: Raw -9726.303899 + Penalty 617.150076 = -9109.153823 nChanged 8 SP:Iteration 2Q (25.694381 sec): 3 clusters Score: Raw -9729.707927 + Penalty 617.358564 = -9112.349362 nChanged 1 SP:Iteration 3Q (25.694906 sec): 3 clusters Score: Raw -9730.341271 + Penalty 617.533220 = -9112.808051 nChanged 1 SP:Iteration 4Q (25.695452 sec): 3 clusters Score: Raw -9731.048362 + Penalty 618.617750 = -9112.430612 nChanged 2 SP:Iteration 5F (25.695980 sec): 3 clusters Score: Raw -9734.171088 + Penalty 618.617750 = -9115.553338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 38 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.696880 sec): 2 clusters Score: Raw -9408.044875 + Penalty 367.728899 = -9040.315976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.697397 sec): 3 clusters Score: Raw -9349.520689 + Penalty 737.819711 = -8611.700978 nChanged 39 SP:Iteration 1F (25.697908 sec): 3 clusters Score: Raw -9399.235779 + Penalty 737.782337 = -8661.453442 nChanged 10 SP:Iteration 2F (25.698416 sec): 3 clusters Score: Raw -9415.673100 + Penalty 738.220481 = -8677.452619 nChanged 4 SP:Iteration 3Q (25.698917 sec): 3 clusters Score: Raw -9425.548677 + Penalty 738.700959 = -8686.847718 nChanged 3 SP:Iteration 4Q (25.699413 sec): 3 clusters Score: Raw -9428.811828 + Penalty 738.700959 = -8690.110869 nChanged 0 SP:Iteration 5F (25.699940 sec): 3 clusters Score: Raw -9428.811828 + Penalty 738.700959 = -8690.110869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 39 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.700467 sec): 2 clusters Score: Raw -1092.294964 + Penalty 240.831493 = -851.463471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.700720 sec): 3 clusters Score: Raw -1099.845391 + Penalty 476.029444 = -623.815947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.701193 sec): 2 clusters Score: Raw -311.064437 + Penalty 114.163724 = -196.900712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.701413 sec): 3 clusters Score: Raw -312.605277 + Penalty 232.181602 = -80.423674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 42 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.701962 sec): 2 clusters Score: Raw -1821.851278 + Penalty 335.248840 = -1486.602438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.702239 sec): 3 clusters Score: Raw -1846.468677 + Penalty 671.349720 = -1175.118957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 43 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.702816 sec): 2 clusters Score: Raw -2338.241533 + Penalty 321.921940 = -2016.319593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.703113 sec): 3 clusters Score: Raw -2364.305737 + Penalty 647.014411 = -1717.291326 nChanged 1 SP:Iteration 1Q (25.703399 sec): 3 clusters Score: Raw -2368.690958 + Penalty 647.014411 = -1721.676548 nChanged 0 SP:Iteration 2F (25.703690 sec): 3 clusters Score: Raw -2368.690958 + Penalty 647.014411 = -1721.676548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 44 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.704237 sec): 2 clusters Score: Raw -1832.004609 + Penalty 335.989245 = -1496.015364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.704510 sec): 3 clusters Score: Raw -1860.643309 + Penalty 672.984291 = -1187.659018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.705927 sec): 2 clusters Score: Raw -19960.651322 + Penalty 503.482557 = -19457.168764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.706777 sec): 3 clusters Score: Raw -19826.425835 + Penalty 1006.157279 = -18820.268556 nChanged 96 SP:Iteration 1F (25.707608 sec): 3 clusters Score: Raw -19910.547920 + Penalty 1007.291992 = -18903.255928 nChanged 27 SP:Iteration 2F (25.708459 sec): 3 clusters Score: Raw -19940.526778 + Penalty 1007.700953 = -18932.825825 nChanged 12 SP:Iteration 3Q (25.709271 sec): 3 clusters Score: Raw -19957.855292 + Penalty 1006.996762 = -18950.858530 nChanged 11 SP:Iteration 4Q (25.710078 sec): 3 clusters Score: Raw -19977.085313 + Penalty 1007.345597 = -18969.739715 nChanged 9 SP:Iteration 5Q (25.710888 sec): 3 clusters Score: Raw -19986.444980 + Penalty 1006.323951 = -18980.121028 nChanged 7 SP:Iteration 6Q (25.711696 sec): 3 clusters Score: Raw -19996.368133 + Penalty 1006.367076 = -18990.001058 nChanged 5 SP:Iteration 7Q (25.712494 sec): 3 clusters Score: Raw -20001.053901 + Penalty 1006.462214 = -18994.591687 nChanged 2 SP:Iteration 8Q (25.713291 sec): 3 clusters Score: Raw -20001.882781 + Penalty 1006.462214 = -18995.420567 nChanged 0 SP:Iteration 9F (25.714105 sec): 3 clusters Score: Raw -20001.882781 + Penalty 1006.462214 = -18995.420567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 47 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.714646 sec): 2 clusters Score: Raw -1237.115075 + Penalty 273.987883 = -963.127193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.714906 sec): 3 clusters Score: Raw -1266.359797 + Penalty 547.975765 = -718.384031 nChanged 1 SP:Iteration 1Q (25.715156 sec): 3 clusters Score: Raw -1268.223973 + Penalty 547.975765 = -720.248208 nChanged 0 SP:Iteration 2F (25.715406 sec): 3 clusters Score: Raw -1268.223973 + Penalty 547.975765 = -720.248208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 48 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.715861 sec): 2 clusters Score: Raw -53.178627 + Penalty 0.000000 = -53.178627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.716054 sec): 2 clusters Score: Raw -53.178627 + Penalty 0.000000 = -53.178627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.716830 sec): 2 clusters Score: Raw -5275.711208 + Penalty 274.638333 = -5001.072875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.717264 sec): 3 clusters Score: Raw -5250.300480 + Penalty 558.877195 = -4691.423285 nChanged 19 SP:Iteration 1F (25.717676 sec): 3 clusters Score: Raw -5280.246221 + Penalty 565.318024 = -4714.928196 nChanged 7 SP:Iteration 2F (25.718098 sec): 3 clusters Score: Raw -5289.082618 + Penalty 567.996907 = -4721.085712 nChanged 4 SP:Iteration 3Q (25.718513 sec): 3 clusters Score: Raw -5294.810026 + Penalty 570.067195 = -4724.742831 nChanged 1 SP:Iteration 4Q (25.718924 sec): 3 clusters Score: Raw -5295.068168 + Penalty 570.067195 = -4725.000973 nChanged 0 SP:Iteration 5F (25.719345 sec): 3 clusters Score: Raw -5295.068168 + Penalty 570.067195 = -4725.000973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 50 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.719841 sec): 2 clusters Score: Raw -745.304411 + Penalty 243.742474 = -501.561936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.720078 sec): 3 clusters Score: Raw -761.955596 + Penalty 490.162746 = -271.792850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 51 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.720551 sec): 2 clusters Score: Raw -287.795070 + Penalty 113.910996 = -173.884074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.720773 sec): 3 clusters Score: Raw -296.765363 + Penalty 221.608679 = -75.156685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.721236 sec): 2 clusters Score: Raw -163.537814 + Penalty 84.912276 = -78.625538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.721453 sec): 2 clusters Score: Raw -163.537814 + Penalty 84.912276 = -78.625538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.721923 sec): 2 clusters Score: Raw -293.678324 + Penalty 176.983775 = -116.694549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.722142 sec): 3 clusters Score: Raw -289.812644 + Penalty 346.723936 = 56.911292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 54 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.722655 sec): 2 clusters Score: Raw -1104.020218 + Penalty 156.437741 = -947.582477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.722909 sec): 3 clusters Score: Raw -1109.266191 + Penalty 314.065513 = -795.200678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.723376 sec): 2 clusters Score: Raw -274.259106 + Penalty 104.168749 = -170.090357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.723592 sec): 3 clusters Score: Raw -269.172202 + Penalty 227.925338 = -41.246864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 56 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.724084 sec): 2 clusters Score: Raw -727.500563 + Penalty 275.537720 = -451.962843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.724320 sec): 3 clusters Score: Raw -769.340884 + Penalty 549.161201 = -220.179683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 57 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.724835 sec): 2 clusters Score: Raw -1370.196653 + Penalty 425.403626 = -944.793027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.725090 sec): 3 clusters Score: Raw -1446.226264 + Penalty 849.349749 = -596.876515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 58 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.725576 sec): 2 clusters Score: Raw -657.535323 + Penalty 258.352923 = -399.182401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.725810 sec): 3 clusters Score: Raw -677.301401 + Penalty 517.540154 = -159.761247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 59 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.726334 sec): 2 clusters Score: Raw -1430.241046 + Penalty 402.414908 = -1027.826138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.726592 sec): 3 clusters Score: Raw -1489.989674 + Penalty 799.748777 = -690.240897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.727066 sec): 2 clusters Score: Raw -342.517454 + Penalty 188.729965 = -153.787490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.727285 sec): 3 clusters Score: Raw -344.737988 + Penalty 356.777369 = 12.039381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 61 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.727771 sec): 2 clusters Score: Raw -640.358130 + Penalty 224.611238 = -415.746892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.727999 sec): 3 clusters Score: Raw -654.309300 + Penalty 462.215319 = -192.093981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 62 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.728485 sec): 2 clusters Score: Raw -428.296320 + Penalty 239.542629 = -188.753690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.728707 sec): 3 clusters Score: Raw -423.582010 + Penalty 476.331271 = 52.749261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 63 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.729179 sec): 2 clusters Score: Raw -408.132869 + Penalty 210.506486 = -197.626383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.729402 sec): 3 clusters Score: Raw -409.335032 + Penalty 428.854690 = 19.519658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 64 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.730052 sec): 2 clusters Score: Raw -4140.034585 + Penalty 622.529311 = -3517.505274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.730400 sec): 3 clusters Score: Raw -4254.540284 + Penalty 1244.299651 = -3010.240633 nChanged 5 SP:Iteration 1F (25.730742 sec): 3 clusters Score: Raw -4268.709268 + Penalty 1243.322908 = -3025.386360 nChanged 2 SP:Iteration 2Q (25.731066 sec): 3 clusters Score: Raw -4272.604744 + Penalty 1243.322908 = -3029.281836 nChanged 0 SP:Iteration 3F (25.731404 sec): 3 clusters Score: Raw -4272.604744 + Penalty 1243.322908 = -3029.281836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 65 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.731889 sec): 2 clusters Score: Raw -621.098932 + Penalty 338.010427 = -283.088505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.732116 sec): 3 clusters Score: Raw -632.849414 + Penalty 682.535818 = 49.686403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.732612 sec): 2 clusters Score: Raw -779.522176 + Penalty 168.373323 = -611.148853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.732851 sec): 3 clusters Score: Raw -805.663636 + Penalty 327.864312 = -477.799323 nChanged 1 SP:Iteration 1F (25.733086 sec): 3 clusters Score: Raw -810.187774 + Penalty 327.864312 = -482.323462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.733559 sec): 2 clusters Score: Raw -369.788730 + Penalty 137.702395 = -232.086335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.733781 sec): 3 clusters Score: Raw -369.805068 + Penalty 281.474226 = -88.330842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.734275 sec): 2 clusters Score: Raw -900.244954 + Penalty 357.602059 = -542.642895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.734513 sec): 3 clusters Score: Raw -948.481216 + Penalty 722.004343 = -226.476874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 69 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.735022 sec): 2 clusters Score: Raw -1084.115493 + Penalty 434.025845 = -650.089648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.735270 sec): 3 clusters Score: Raw -1206.132104 + Penalty 864.697745 = -341.434359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 70 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.735733 sec): 2 clusters Score: Raw -179.536390 + Penalty 114.361510 = -65.174880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.735944 sec): 3 clusters Score: Raw -168.471763 + Penalty 225.327599 = 56.855836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.736423 sec): 2 clusters Score: Raw -182.038594 + Penalty 131.485399 = -50.553195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.736619 sec): 2 clusters Score: Raw -182.038594 + Penalty 131.485399 = -50.553195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 72 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.737108 sec): 2 clusters Score: Raw -620.242421 + Penalty 202.402494 = -417.839927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.737339 sec): 3 clusters Score: Raw -636.580739 + Penalty 394.011459 = -242.569280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 73 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.737822 sec): 2 clusters Score: Raw -507.241197 + Penalty 139.229324 = -368.011873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.738049 sec): 3 clusters Score: Raw -514.475555 + Penalty 273.137862 = -241.337694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.738522 sec): 2 clusters Score: Raw -385.444906 + Penalty 175.138790 = -210.306117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.738743 sec): 3 clusters Score: Raw -390.548240 + Penalty 349.517832 = -41.030408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.739216 sec): 2 clusters Score: Raw -396.400499 + Penalty 196.315605 = -200.084894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.739437 sec): 3 clusters Score: Raw -393.812509 + Penalty 405.734537 = 11.922028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 76 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.740005 sec): 2 clusters Score: Raw -2179.357457 + Penalty 543.152865 = -1636.204592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.740298 sec): 3 clusters Score: Raw -2309.475646 + Penalty 1087.280342 = -1222.195304 nChanged 1 SP:Iteration 1Q (25.740567 sec): 3 clusters Score: Raw -2322.612622 + Penalty 1087.280342 = -1235.332280 nChanged 0 SP:Iteration 2F (25.740854 sec): 3 clusters Score: Raw -2322.612622 + Penalty 1087.280342 = -1235.332280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.741326 sec): 2 clusters Score: Raw -314.583176 + Penalty 208.833519 = -105.749657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.741544 sec): 3 clusters Score: Raw -301.601559 + Penalty 452.411872 = 150.810313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.742017 sec): 2 clusters Score: Raw -376.241174 + Penalty 159.813105 = -216.428070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.742239 sec): 3 clusters Score: Raw -379.848052 + Penalty 316.086381 = -63.761672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.742703 sec): 2 clusters Score: Raw -241.104220 + Penalty 169.076003 = -72.028217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.742918 sec): 3 clusters Score: Raw -232.007268 + Penalty 336.031684 = 104.024416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 81 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.743452 sec): 2 clusters Score: Raw -1661.376848 + Penalty 240.303863 = -1421.072985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.743738 sec): 3 clusters Score: Raw -1688.277414 + Penalty 480.607725 = -1207.669689 nChanged 1 SP:Iteration 1Q (25.743997 sec): 3 clusters Score: Raw -1690.504797 + Penalty 488.721814 = -1201.782983 nChanged 2 SP:Iteration 2F (25.744261 sec): 3 clusters Score: Raw -1700.851627 + Penalty 488.721814 = -1212.129813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 82 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.744963 sec): 2 clusters Score: Raw -5263.435458 + Penalty 706.128427 = -4557.307031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.745347 sec): 3 clusters Score: Raw -5389.946973 + Penalty 1412.870731 = -3977.076243 nChanged 1 SP:Iteration 1Q (25.745702 sec): 3 clusters Score: Raw -5393.053468 + Penalty 1412.870731 = -3980.182737 nChanged 0 SP:Iteration 2F (25.746077 sec): 3 clusters Score: Raw -5393.053468 + Penalty 1412.870731 = -3980.182737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.746546 sec): 2 clusters Score: Raw -251.248437 + Penalty 185.548559 = -65.699878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.746761 sec): 3 clusters Score: Raw -239.456879 + Penalty 371.097118 = 131.640239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 84 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.747227 sec): 2 clusters Score: Raw -212.189252 + Penalty 102.537605 = -109.651647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.747441 sec): 3 clusters Score: Raw -209.671479 + Penalty 205.075210 = -4.596269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.747908 sec): 2 clusters Score: Raw -286.744809 + Penalty 149.243379 = -137.501430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.748126 sec): 3 clusters Score: Raw -281.427947 + Penalty 302.574738 = 21.146790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 86 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.748624 sec): 2 clusters Score: Raw -929.097972 + Penalty 321.046666 = -608.051306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.748867 sec): 3 clusters Score: Raw -969.298910 + Penalty 644.844084 = -324.454826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 87 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.749344 sec): 2 clusters Score: Raw -436.813373 + Penalty 169.825591 = -266.987782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.749569 sec): 3 clusters Score: Raw -440.086089 + Penalty 339.295008 = -100.791081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 88 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.750052 sec): 2 clusters Score: Raw -596.967762 + Penalty 192.336712 = -404.631050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.750279 sec): 3 clusters Score: Raw -592.582636 + Penalty 408.345408 = -184.237228 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 (25.750741 sec): 2 clusters Score: Raw -113.456513 + Penalty 60.022086 = -53.434427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.750936 sec): 2 clusters Score: Raw -113.456513 + Penalty 60.022086 = -53.434427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 90 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.751435 sec): 2 clusters Score: Raw -681.516431 + Penalty 341.062167 = -340.454265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.751667 sec): 3 clusters Score: Raw -696.394243 + Penalty 682.566989 = -13.827254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 91 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.752148 sec): 2 clusters Score: Raw -567.471483 + Penalty 261.509051 = -305.962432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.752375 sec): 3 clusters Score: Raw -578.887544 + Penalty 518.532217 = -60.355327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 92 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.752868 sec): 2 clusters Score: Raw -893.823563 + Penalty 285.589458 = -608.234105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.753108 sec): 3 clusters Score: Raw -912.407939 + Penalty 560.548487 = -351.859452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.753580 sec): 2 clusters Score: Raw -366.280424 + Penalty 150.653649 = -215.626775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.753802 sec): 3 clusters Score: Raw -375.744731 + Penalty 309.050489 = -66.694242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.754274 sec): 2 clusters Score: Raw -368.593851 + Penalty 148.582682 = -220.011169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.754496 sec): 3 clusters Score: Raw -378.216306 + Penalty 291.648933 = -86.567373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.754977 sec): 2 clusters Score: Raw -499.049537 + Penalty 178.752136 = -320.297401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.755204 sec): 3 clusters Score: Raw -513.693001 + Penalty 360.638937 = -153.054064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 97 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.755663 sec): 2 clusters Score: Raw -120.546966 + Penalty 94.141067 = -26.405899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.755858 sec): 2 clusters Score: Raw -120.546966 + Penalty 94.141067 = -26.405899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 98 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.756329 sec): 2 clusters Score: Raw -330.497326 + Penalty 186.647375 = -143.849951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.756530 sec): 2 clusters Score: Raw -330.497326 + Penalty 186.647375 = -143.849951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.756999 sec): 2 clusters Score: Raw -330.983744 + Penalty 173.245086 = -157.738658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.757219 sec): 3 clusters Score: Raw -331.527633 + Penalty 352.021309 = 20.493676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.757682 sec): 2 clusters Score: Raw -229.866577 + Penalty 135.016285 = -94.850292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.757898 sec): 3 clusters Score: Raw -222.634278 + Penalty 270.032569 = 47.398292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 101 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.758391 sec): 2 clusters Score: Raw -531.482926 + Penalty 259.784481 = -271.698445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.758616 sec): 3 clusters Score: Raw -542.355537 + Penalty 519.378172 = -22.977364 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 (25.759079 sec): 2 clusters Score: Raw -187.168844 + Penalty 146.486834 = -40.682010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.759291 sec): 3 clusters Score: Raw -175.927747 + Penalty 292.150176 = 116.222429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.759753 sec): 2 clusters Score: Raw -178.268092 + Penalty 124.694829 = -53.573264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.759949 sec): 2 clusters Score: Raw -178.268092 + Penalty 124.694829 = -53.573264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 104 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.760448 sec): 2 clusters Score: Raw -914.476384 + Penalty 288.487656 = -625.988728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.760692 sec): 3 clusters Score: Raw -968.167090 + Penalty 577.426374 = -390.740716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 105 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.761158 sec): 2 clusters Score: Raw -291.233980 + Penalty 158.960207 = -132.273774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.761374 sec): 3 clusters Score: Raw -286.330676 + Penalty 324.699957 = 38.369281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.761839 sec): 2 clusters Score: Raw -212.806569 + Penalty 121.723012 = -91.083557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.762053 sec): 3 clusters Score: Raw -211.549990 + Penalty 232.236994 = 20.687004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.762520 sec): 2 clusters Score: Raw -309.814983 + Penalty 187.229506 = -122.585477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.762737 sec): 3 clusters Score: Raw -298.316067 + Penalty 372.015414 = 73.699347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.763196 sec): 2 clusters Score: Raw -114.337476 + Penalty 75.451803 = -38.885673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.763391 sec): 2 clusters Score: Raw -114.337476 + Penalty 75.451803 = -38.885673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.763843 sec): 2 clusters Score: Raw -50.158484 + Penalty 0.000000 = -50.158484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.764034 sec): 2 clusters Score: Raw -50.158484 + Penalty 0.000000 = -50.158484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 110 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.764524 sec): 2 clusters Score: Raw -693.736287 + Penalty 248.273053 = -445.463234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.764761 sec): 3 clusters Score: Raw -719.902220 + Penalty 498.095580 = -221.806640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.765230 sec): 2 clusters Score: Raw -54.636368 + Penalty 0.000000 = -54.636368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.765422 sec): 2 clusters Score: Raw -54.636368 + Penalty 0.000000 = -54.636368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 112 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.765903 sec): 2 clusters Score: Raw -544.897502 + Penalty 249.688428 = -295.209074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.766130 sec): 3 clusters Score: Raw -570.813725 + Penalty 497.717328 = -73.096397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 113 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.766614 sec): 2 clusters Score: Raw -693.639358 + Penalty 276.412406 = -417.226952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.766847 sec): 3 clusters Score: Raw -707.092491 + Penalty 552.824812 = -154.267678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 114 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.767325 sec): 2 clusters Score: Raw -494.948824 + Penalty 236.986926 = -257.961897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.767550 sec): 3 clusters Score: Raw -494.127606 + Penalty 476.587220 = -17.540386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 115 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.768035 sec): 2 clusters Score: Raw -694.629818 + Penalty 322.170301 = -372.459517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.768264 sec): 3 clusters Score: Raw -720.747318 + Penalty 623.776044 = -96.971273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.768744 sec): 2 clusters Score: Raw -637.712147 + Penalty 331.574711 = -306.137436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.768971 sec): 3 clusters Score: Raw -641.050182 + Penalty 657.427206 = 16.377024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 117 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.769452 sec): 2 clusters Score: Raw -615.170657 + Penalty 231.628980 = -383.541677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.769680 sec): 3 clusters Score: Raw -630.004438 + Penalty 459.791356 = -170.213082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 118 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.770168 sec): 2 clusters Score: Raw -698.847374 + Penalty 220.821439 = -478.025935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.770400 sec): 3 clusters Score: Raw -717.241253 + Penalty 411.877901 = -305.363352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 119 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.770890 sec): 2 clusters Score: Raw -687.383355 + Penalty 185.209387 = -502.173968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.771121 sec): 3 clusters Score: Raw -701.240461 + Penalty 336.231173 = -365.009288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 122 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.771608 sec): 2 clusters Score: Raw -800.029609 + Penalty 333.541675 = -466.487934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.771841 sec): 3 clusters Score: Raw -810.576672 + Penalty 671.431928 = -139.144744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.772322 sec): 2 clusters Score: Raw -208.625690 + Penalty 69.188823 = -139.436867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.772535 sec): 3 clusters Score: Raw -203.952378 + Penalty 130.479919 = -73.472460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.773016 sec): 2 clusters Score: Raw -560.243648 + Penalty 285.851761 = -274.391887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.773245 sec): 3 clusters Score: Raw -582.248459 + Penalty 571.703522 = -10.544937 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 (25.773709 sec): 2 clusters Score: Raw -248.777026 + Penalty 182.337693 = -66.439333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.773925 sec): 3 clusters Score: Raw -236.910880 + Penalty 364.675386 = 127.764507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.774378 sec): 2 clusters Score: Raw -54.520921 + Penalty 0.000000 = -54.520921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.774569 sec): 2 clusters Score: Raw -54.520921 + Penalty 0.000000 = -54.520921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.775036 sec): 2 clusters Score: Raw -307.248105 + Penalty 211.987481 = -95.260625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.775255 sec): 3 clusters Score: Raw -298.109333 + Penalty 428.331464 = 130.222131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.775729 sec): 2 clusters Score: Raw -432.622352 + Penalty 228.785196 = -203.837156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.775950 sec): 3 clusters Score: Raw -426.382356 + Penalty 465.248258 = 38.865902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 129 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.776414 sec): 2 clusters Score: Raw -252.825994 + Penalty 184.173278 = -68.652716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.776629 sec): 3 clusters Score: Raw -238.503995 + Penalty 368.346555 = 129.842560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.777100 sec): 2 clusters Score: Raw -325.060204 + Penalty 148.847517 = -176.212687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.777319 sec): 3 clusters Score: Raw -327.187260 + Penalty 311.520529 = -15.666731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 131 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.777805 sec): 2 clusters Score: Raw -635.553728 + Penalty 227.778276 = -407.775452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.778037 sec): 3 clusters Score: Raw -658.403834 + Penalty 466.047792 = -192.356042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 133 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.778508 sec): 2 clusters Score: Raw -393.544537 + Penalty 175.860345 = -217.684192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.778731 sec): 3 clusters Score: Raw -389.327231 + Penalty 375.100863 = -14.226367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 134 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.779207 sec): 2 clusters Score: Raw -230.622315 + Penalty 138.209168 = -92.413147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.779423 sec): 3 clusters Score: Raw -224.704531 + Penalty 276.418335 = 51.713804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.779898 sec): 2 clusters Score: Raw -393.327110 + Penalty 125.494455 = -267.832655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.780122 sec): 3 clusters Score: Raw -411.257125 + Penalty 273.240744 = -138.016381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.780581 sec): 2 clusters Score: Raw -115.791384 + Penalty 91.794212 = -23.997172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.780779 sec): 2 clusters Score: Raw -115.791384 + Penalty 91.794212 = -23.997172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.781252 sec): 2 clusters Score: Raw -390.922006 + Penalty 199.728466 = -191.193541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.781470 sec): 3 clusters Score: Raw -388.878037 + Penalty 402.524984 = 13.646947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 138 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.781950 sec): 2 clusters Score: Raw -508.495037 + Penalty 266.646592 = -241.848446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.782175 sec): 3 clusters Score: Raw -523.038070 + Penalty 523.287459 = 0.249389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 139 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.782635 sec): 2 clusters Score: Raw -107.680764 + Penalty 52.926608 = -54.754156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.782830 sec): 2 clusters Score: Raw -107.680764 + Penalty 52.926608 = -54.754156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 140 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.783956 sec): 2 clusters Score: Raw -10628.445936 + Penalty 71.364900 = -10557.081036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.784614 sec): 3 clusters Score: Raw -10519.864343 + Penalty 150.607534 = -10369.256809 nChanged 92 SP:Iteration 1F (25.785251 sec): 3 clusters Score: Raw -10682.754245 + Penalty 152.466500 = -10530.287745 nChanged 21 SP:Iteration 2F (25.785888 sec): 3 clusters Score: Raw -10733.182467 + Penalty 151.758795 = -10581.423671 nChanged 9 SP:Iteration 3Q (25.786475 sec): 3 clusters Score: Raw -10758.665817 + Penalty 151.593566 = -10607.072251 nChanged 6 SP:Iteration 4Q (25.787048 sec): 3 clusters Score: Raw -10773.868028 + Penalty 153.495997 = -10620.372031 nChanged 6 SP:Iteration 5Q (25.787617 sec): 3 clusters Score: Raw -10785.297330 + Penalty 155.856488 = -10629.440842 nChanged 6 SP:Iteration 6Q (25.788182 sec): 3 clusters Score: Raw -10796.888844 + Penalty 158.361088 = -10638.527756 nChanged 4 SP:Iteration 7Q (25.788743 sec): 3 clusters Score: Raw -10800.827517 + Penalty 158.361088 = -10642.466430 nChanged 0 SP:Iteration 8F (25.789379 sec): 3 clusters Score: Raw -10800.827517 + Penalty 158.361088 = -10642.466430 nChanged 0 Score: Raw -1201294.800132 + Penalty 184746.909406 = -1016547.890725 Splitting cluster 140 changes total score from -994201.158696 to -1016547.890725 So it's getting split into cluster 93. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.992151 sec): 2 clusters Score: Raw -117.694301 + Penalty 93.043924 = -24.650377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.992357 sec): 2 clusters Score: Raw -117.694301 + Penalty 93.043924 = -24.650377 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 (27.992833 sec): 2 clusters Score: Raw -351.591384 + Penalty 199.683686 = -151.907698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.993036 sec): 2 clusters Score: Raw -351.591384 + Penalty 199.683686 = -151.907698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 144 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.993511 sec): 2 clusters Score: Raw -392.296145 + Penalty 201.580736 = -190.715409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.993734 sec): 3 clusters Score: Raw -397.320886 + Penalty 402.459707 = 5.138820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 145 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.994204 sec): 2 clusters Score: Raw -390.344933 + Penalty 252.440386 = -137.904547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.994427 sec): 3 clusters Score: Raw -378.655228 + Penalty 504.880772 = 126.225544 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 (27.994898 sec): 2 clusters Score: Raw -341.084944 + Penalty 163.924956 = -177.159988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.995118 sec): 3 clusters Score: Raw -337.880503 + Penalty 330.294846 = -7.585657 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 (27.995582 sec): 2 clusters Score: Raw -231.745795 + Penalty 162.765004 = -68.980791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.995798 sec): 3 clusters Score: Raw -224.966329 + Penalty 328.529339 = 103.563010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.996252 sec): 2 clusters Score: Raw -54.038863 + Penalty 0.000000 = -54.038863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.996445 sec): 2 clusters Score: Raw -54.038863 + Penalty 0.000000 = -54.038863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.996912 sec): 2 clusters Score: Raw -313.649598 + Penalty 213.587570 = -100.062028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.997129 sec): 3 clusters Score: Raw -302.659822 + Penalty 430.170963 = 127.511141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 150 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.997604 sec): 2 clusters Score: Raw -395.134755 + Penalty 201.741641 = -193.393114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.997829 sec): 3 clusters Score: Raw -394.195137 + Penalty 385.391524 = -8.803614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.998287 sec): 2 clusters Score: Raw -115.865430 + Penalty 77.376183 = -38.489247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.998481 sec): 2 clusters Score: Raw -115.865430 + Penalty 77.376183 = -38.489247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.998956 sec): 2 clusters Score: Raw -116.113778 + Penalty 86.718978 = -29.394801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.999165 sec): 3 clusters Score: Raw -107.206831 + Penalty 173.437955 = 66.231125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.999629 sec): 2 clusters Score: Raw -232.380738 + Penalty 137.721537 = -94.659201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.999844 sec): 3 clusters Score: Raw -225.390631 + Penalty 256.839714 = 31.449084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 155 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.000322 sec): 2 clusters Score: Raw -490.407073 + Penalty 256.090511 = -234.316562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.000544 sec): 3 clusters Score: Raw -486.283508 + Penalty 511.519616 = 25.236108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.001009 sec): 2 clusters Score: Raw -231.532097 + Penalty 139.364596 = -92.167501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.001223 sec): 3 clusters Score: Raw -222.569061 + Penalty 289.378340 = 66.809279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.001691 sec): 2 clusters Score: Raw -240.010490 + Penalty 185.131939 = -54.878551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.001906 sec): 3 clusters Score: Raw -234.728723 + Penalty 370.431526 = 135.702802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 158 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.002368 sec): 2 clusters Score: Raw -178.523286 + Penalty 142.061718 = -36.461568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.002581 sec): 3 clusters Score: Raw -168.340431 + Penalty 302.354825 = 134.014394 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 (28.003038 sec): 2 clusters Score: Raw -116.244644 + Penalty 71.096529 = -45.148115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.003234 sec): 2 clusters Score: Raw -116.244644 + Penalty 71.096529 = -45.148115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.003687 sec): 2 clusters Score: Raw -51.713710 + Penalty 0.000000 = -51.713710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.003879 sec): 2 clusters Score: Raw -51.713710 + Penalty 0.000000 = -51.713710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 163 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.004357 sec): 2 clusters Score: Raw -512.975593 + Penalty 227.669590 = -285.306003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.004582 sec): 3 clusters Score: Raw -519.037749 + Penalty 452.330656 = -66.707092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.005039 sec): 2 clusters Score: Raw -119.187405 + Penalty 86.686393 = -32.501012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.005247 sec): 3 clusters Score: Raw -109.278442 + Penalty 173.372786 = 64.094344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.005725 sec): 2 clusters Score: Raw -232.673623 + Penalty 129.530336 = -103.143287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.005943 sec): 3 clusters Score: Raw -226.215610 + Penalty 258.086401 = 31.870791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 166 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.006405 sec): 2 clusters Score: Raw -118.985716 + Penalty 90.316097 = -28.669619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.006613 sec): 3 clusters Score: Raw -109.022937 + Penalty 180.632194 = 71.609257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 168 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.007065 sec): 2 clusters Score: Raw -54.076271 + Penalty 0.000000 = -54.076271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.007255 sec): 2 clusters Score: Raw -54.076271 + Penalty 0.000000 = -54.076271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 169 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.007723 sec): 2 clusters Score: Raw -295.195534 + Penalty 179.570475 = -115.625059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.007942 sec): 3 clusters Score: Raw -287.326881 + Penalty 364.380569 = 77.053688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.008407 sec): 2 clusters Score: Raw -164.941623 + Penalty 90.095699 = -74.845925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.008605 sec): 2 clusters Score: Raw -164.941623 + Penalty 90.095699 = -74.845925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 171 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.009069 sec): 2 clusters Score: Raw -221.112354 + Penalty 118.358193 = -102.754160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.009281 sec): 3 clusters Score: Raw -218.921518 + Penalty 236.716387 = 17.794869 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 (28.009745 sec): 2 clusters Score: Raw -218.211762 + Penalty 119.894422 = -98.317340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.009961 sec): 3 clusters Score: Raw -212.699939 + Penalty 237.931742 = 25.231803 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 (28.010418 sec): 2 clusters Score: Raw -110.959836 + Penalty 62.006024 = -48.953812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.010613 sec): 2 clusters Score: Raw -110.959836 + Penalty 62.006024 = -48.953812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 174 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.011076 sec): 2 clusters Score: Raw -177.707213 + Penalty 129.873179 = -47.834034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.011289 sec): 3 clusters Score: Raw -167.576087 + Penalty 256.638050 = 89.061963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.011748 sec): 2 clusters Score: Raw -111.446648 + Penalty 83.651168 = -27.795480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.011973 sec): 3 clusters Score: Raw -104.729600 + Penalty 167.302336 = 62.572737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.012431 sec): 2 clusters Score: Raw -121.366151 + Penalty 90.957073 = -30.409078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.012626 sec): 2 clusters Score: Raw -121.366151 + Penalty 90.957073 = -30.409078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.013089 sec): 2 clusters Score: Raw -252.474501 + Penalty 163.953240 = -88.521261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.013303 sec): 3 clusters Score: Raw -240.780061 + Penalty 163.953240 = -76.826821 nChanged 1 SP:Iteration 1F (28.013498 sec): 2 clusters Score: Raw -252.474501 + Penalty 163.953240 = -88.521261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.013950 sec): 2 clusters Score: Raw -51.902102 + Penalty 0.000000 = -51.902102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.014140 sec): 2 clusters Score: Raw -51.902102 + Penalty 0.000000 = -51.902102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.014593 sec): 2 clusters Score: Raw -51.374578 + Penalty 0.000000 = -51.374578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.014784 sec): 2 clusters Score: Raw -51.374578 + Penalty 0.000000 = -51.374578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.015245 sec): 2 clusters Score: Raw -169.085374 + Penalty 107.416702 = -61.668672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.015457 sec): 3 clusters Score: Raw -161.740421 + Penalty 215.680226 = 53.939805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 190 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.015920 sec): 2 clusters Score: Raw -180.621679 + Penalty 122.638958 = -57.982721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.016131 sec): 3 clusters Score: Raw -169.275113 + Penalty 248.223042 = 78.947929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.016589 sec): 2 clusters Score: Raw -112.559033 + Penalty 62.456265 = -50.102768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.016783 sec): 2 clusters Score: Raw -112.559033 + Penalty 62.456265 = -50.102768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.017243 sec): 2 clusters Score: Raw -177.417728 + Penalty 136.631165 = -40.786564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.017455 sec): 3 clusters Score: Raw -169.788990 + Penalty 278.693772 = 108.904782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.017916 sec): 2 clusters Score: Raw -167.992675 + Penalty 93.327768 = -74.664907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.018126 sec): 3 clusters Score: Raw -163.425701 + Penalty 168.202984 = 4.777284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 196 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.018582 sec): 2 clusters Score: Raw -117.430507 + Penalty 79.503682 = -37.926825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.018803 sec): 3 clusters Score: Raw -107.728535 + Penalty 159.007364 = 51.278828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.019257 sec): 2 clusters Score: Raw -55.154456 + Penalty 0.000000 = -55.154456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.019449 sec): 2 clusters Score: Raw -55.154456 + Penalty 0.000000 = -55.154456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 200 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.020049 sec): 2 clusters Score: Raw -2527.398118 + Penalty 132.260201 = -2395.137917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.020363 sec): 3 clusters Score: Raw -2539.226438 + Penalty 285.293401 = -2253.933036 nChanged 8 SP:Iteration 1F (28.020682 sec): 3 clusters Score: Raw -2555.710924 + Penalty 311.678309 = -2244.032615 nChanged 6 SP:Iteration 2F (28.021004 sec): 3 clusters Score: Raw -2566.963980 + Penalty 311.678309 = -2255.285671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 202 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.021466 sec): 2 clusters Score: Raw -120.066294 + Penalty 91.232498 = -28.833796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.021663 sec): 2 clusters Score: Raw -120.066294 + Penalty 91.232498 = -28.833796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.022117 sec): 2 clusters Score: Raw -53.948955 + Penalty 0.000000 = -53.948955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.022310 sec): 2 clusters Score: Raw -53.948955 + Penalty 0.000000 = -53.948955 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 (28.022764 sec): 2 clusters Score: Raw -53.958860 + Penalty 0.000000 = -53.958860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.022957 sec): 2 clusters Score: Raw -53.958860 + Penalty 0.000000 = -53.958860 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 (28.023409 sec): 2 clusters Score: Raw -54.840165 + Penalty 0.000000 = -54.840165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.023600 sec): 2 clusters Score: Raw -54.840165 + Penalty 0.000000 = -54.840165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.024054 sec): 2 clusters Score: Raw -54.605786 + Penalty 0.000000 = -54.605786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.024244 sec): 2 clusters Score: Raw -54.605786 + Penalty 0.000000 = -54.605786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.024698 sec): 2 clusters Score: Raw -53.215157 + Penalty 0.000000 = -53.215157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.024889 sec): 2 clusters Score: Raw -53.215157 + Penalty 0.000000 = -53.215157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 208 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.025342 sec): 2 clusters Score: Raw -54.992205 + Penalty 0.000000 = -54.992205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.025534 sec): 2 clusters Score: Raw -54.992205 + Penalty 0.000000 = -54.992205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.026001 sec): 2 clusters Score: Raw -53.114173 + Penalty 0.000000 = -53.114173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.026193 sec): 2 clusters Score: Raw -53.114173 + Penalty 0.000000 = -53.114173 nChanged 0 Deleting Class 65 (10 points): Lose 126.821153 but Gain 1491.990508 Iteration 20F (30.274084 sec): 187 clusters Score: Raw -1179940.433357 + Penalty 183446.292049 = -996494.141308 nChanged 288 Deleting Class 145 (5 points): Lose 51.474650 but Gain 1410.269469 Iteration 21Q (30.445675 sec): 186 clusters Score: Raw -1180127.272065 + Penalty 182066.804674 = -998060.467391 nChanged 183 Deleting Class 97 (2 points): Lose 32.055796 but Gain 1380.401127 Iteration 22Q (30.608024 sec): 185 clusters Score: Raw -1180178.103352 + Penalty 180881.570311 = -999296.533042 nChanged 125 Deleting Class 199 (1 points): Lose 6.492836 but Gain 1351.494969 Iteration 23Q (30.763991 sec): 184 clusters Score: Raw -1180233.383388 + Penalty 179570.825594 = -1000662.557794 nChanged 100 Deleting Class 136 (2 points): Lose 12.830527 but Gain 1345.988930 Iteration 24Q (30.915162 sec): 183 clusters Score: Raw -1180275.770774 + Penalty 178239.056328 = -1002036.714446 nChanged 80 Deleting Class 209 (1 points): Lose 30.129591 but Gain 1362.274452 Iteration 25Q (31.066012 sec): 182 clusters Score: Raw -1180277.223445 + Penalty 175576.906790 = -1004700.316654 nChanged 69 Deleting Class 116 (10 points): Lose 135.656829 but Gain 1463.583020 Iteration 26Q (31.214527 sec): 180 clusters Score: Raw -1180167.630180 + Penalty 174138.313679 = -1006029.316501 nChanged 63 Deleting Class 20 (8 points): Lose 146.084392 but Gain 1472.261549 Iteration 27Q (31.361457 sec): 179 clusters Score: Raw -1180074.271784 + Penalty 172792.956031 = -1007281.315753 nChanged 48 Deleting Class 129 (4 points): Lose 24.561507 but Gain 1350.276820 Iteration 28Q (31.506212 sec): 178 clusters Score: Raw -1180114.170968 + Penalty 171457.116918 = -1008657.054049 nChanged 36 Deleting Class 90 (11 points): Lose 122.008016 but Gain 1445.622792 Iteration 29Q (31.649447 sec): 177 clusters Score: Raw -1180010.107240 + Penalty 170064.723673 = -1009945.383567 nChanged 38 Deleting Class 141 (2 points): Lose 35.232209 but Gain 1364.313605 Iteration 30F (33.757813 sec): 176 clusters Score: Raw -1180024.778049 + Penalty 168779.125822 = -1011245.652227 nChanged 25 Deleting Class 202 (2 points): Lose 14.845364 but Gain 1337.752463 Iteration 31Q (33.901023 sec): 175 clusters Score: Raw -1180040.826936 + Penalty 167483.283519 = -1012557.543417 nChanged 21 Deleting Class 126 (1 points): Lose 15.986517 but Gain 1330.839699 Iteration 32Q (34.043231 sec): 174 clusters Score: Raw -1180042.409806 + Penalty 166161.493275 = -1013880.916532 nChanged 16 Deleting Class 166 (2 points): Lose 11.080682 but Gain 1324.315164 Iteration 33Q (34.184186 sec): 173 clusters Score: Raw -1180037.587301 + Penalty 164842.185013 = -1015195.402288 nChanged 11 Deleting Class 28 (2 points): Lose 28.926911 but Gain 1339.660237 Iteration 34Q (34.325999 sec): 172 clusters Score: Raw -1180013.772745 + Penalty 163558.678111 = -1016455.094634 nChanged 11 Deleting Class 182 (2 points): Lose 23.221162 but Gain 1333.713868 Iteration 35Q (34.465376 sec): 171 clusters Score: Raw -1180008.339890 + Penalty 162242.798423 = -1017765.541467 nChanged 14 Deleting Class 102 (3 points): Lose 54.135858 but Gain 1355.207489 Iteration 36Q (34.604630 sec): 170 clusters Score: Raw -1179968.717655 + Penalty 161000.177366 = -1018968.540289 nChanged 17 Deleting Class 157 (4 points): Lose 58.610738 but Gain 1357.305298 Iteration 37Q (34.745205 sec): 169 clusters Score: Raw -1179947.663348 + Penalty 159726.300376 = -1020221.362972 nChanged 13 Deleting Class 149 (5 points): Lose 62.665958 but Gain 1348.818143 Iteration 38Q (34.886999 sec): 168 clusters Score: Raw -1179907.259593 + Penalty 158441.856227 = -1021465.403366 nChanged 12 Deleting Class 158 (3 points): Lose 31.049828 but Gain 1314.268988 Iteration 39Q (35.028059 sec): 167 clusters Score: Raw -1179901.040291 + Penalty 157196.311610 = -1022704.728681 nChanged 13 Deleting Class 125 (5 points): Lose 77.520390 but Gain 1399.775411 Iteration 40F (37.010351 sec): 166 clusters Score: Raw -1179851.772924 + Penalty 155917.022492 = -1023934.750432 nChanged 13 Deleting Class 83 (5 points): Lose 86.528385 but Gain 1360.649574 Iteration 41Q (37.147954 sec): 165 clusters Score: Raw -1179797.669663 + Penalty 154609.846543 = -1025187.823120 nChanged 13 Deleting Class 127 (5 points): Lose 75.304436 but Gain 1338.713483 Iteration 42Q (37.287911 sec): 164 clusters Score: Raw -1179752.031917 + Penalty 153361.400448 = -1026390.631469 nChanged 15 Deleting Class 164 (2 points): Lose 16.718086 but Gain 1271.092402 Iteration 43Q (37.425245 sec): 163 clusters Score: Raw -1179790.700628 + Penalty 152108.119868 = -1027682.580760 nChanged 10 Deleting Class 78 (5 points): Lose 69.810609 but Gain 1318.796029 Iteration 44Q (37.562821 sec): 162 clusters Score: Raw -1179736.869171 + Penalty 150796.682246 = -1028940.186925 nChanged 13 Deleting Class 153 (2 points): Lose 33.870843 but Gain 1271.570196 Iteration 45Q (37.701031 sec): 161 clusters Score: Raw -1179715.016015 + Penalty 149530.194650 = -1030184.821365 nChanged 9 Deleting Class 115 (13 points): Lose 102.923284 but Gain 1331.412035 Iteration 46Q (37.838131 sec): 160 clusters Score: Raw -1179645.531047 + Penalty 148280.544097 = -1031364.986950 nChanged 18 Deleting Class 192 (3 points): Lose 38.747677 but Gain 1264.028799 Iteration 47Q (37.974856 sec): 159 clusters Score: Raw -1179645.274203 + Penalty 147132.125783 = -1032513.148420 nChanged 10 Deleting Class 69 (21 points): Lose 235.141883 but Gain 1448.932200 Iteration 48Q (38.111606 sec): 158 clusters Score: Raw -1179437.962532 + Penalty 147183.159646 = -1032254.802886 nChanged 27 Deleting Class 122 (15 points): Lose 112.308336 but Gain 1318.237521 Iteration 49F (39.992695 sec): 157 clusters Score: Raw -1179394.229603 + Penalty 145893.918174 = -1033500.311429 nChanged 20 Deleting Class 111 (1 points): Lose 1.236279 but Gain 1205.844289 Iteration 50F (41.861735 sec): 156 clusters Score: Raw -1179440.268381 + Penalty 144690.064495 = -1034750.203886 nChanged 7 Deleting Class 68 (17 points): Lose 138.145066 but Gain 1338.693842 Iteration 51Q (41.995177 sec): 155 clusters Score: Raw -1179307.946648 + Penalty 143448.537499 = -1035859.409149 nChanged 21 Deleting Class 27 (14 points): Lose 82.699830 but Gain 1280.989113 Iteration 52Q (42.130566 sec): 154 clusters Score: Raw -1179285.345020 + Penalty 142215.307886 = -1037070.037134 nChanged 26 Deleting Class 80 (4 points): Lose 42.790547 but Gain 1239.590296 Iteration 53Q (42.266501 sec): 153 clusters Score: Raw -1179282.653158 + Penalty 141069.645906 = -1038213.007251 nChanged 15 Deleting Class 71 (3 points): Lose 20.770277 but Gain 1216.423291 Iteration 54Q (42.400574 sec): 152 clusters Score: Raw -1179291.454596 + Penalty 139854.343221 = -1039437.111376 nChanged 12 Deleting Class 57 (24 points): Lose 169.572436 but Gain 1360.478207 Iteration 55Q (42.533855 sec): 151 clusters Score: Raw -1179129.168281 + Penalty 138760.494182 = -1040368.674099 nChanged 32 Deleting Class 203 (2 points): Lose 29.980653 but Gain 1317.018445 Iteration 56Q (42.667467 sec): 150 clusters Score: Raw -1179223.272916 + Penalty 137468.280337 = -1041754.992579 nChanged 11 Deleting Class 62 (7 points): Lose 62.471635 but Gain 1251.156627 Iteration 57Q (42.800093 sec): 149 clusters Score: Raw -1179170.556056 + Penalty 136224.672248 = -1042945.883808 nChanged 13 Deleting Class 124 (10 points): Lose 73.140002 but Gain 1261.760231 Iteration 58Q (42.931793 sec): 148 clusters Score: Raw -1179109.247778 + Penalty 134981.781704 = -1044127.466073 nChanged 16 Deleting Class 155 (8 points): Lose 65.780014 but Gain 1251.694726 Iteration 59Q (43.062918 sec): 147 clusters Score: Raw -1179062.425720 + Penalty 133746.754757 = -1045315.670963 nChanged 17 Deleting Class 176 (2 points): Lose 39.425326 but Gain 1226.586557 Iteration 60F (44.833896 sec): 146 clusters Score: Raw -1179041.283203 + Penalty 132770.880146 = -1046270.403057 nChanged 10 Deleting Class 138 (10 points): Lose 77.851475 but Gain 1261.126944 Iteration 61Q (44.964879 sec): 145 clusters Score: Raw -1179000.509902 + Penalty 131654.263347 = -1047346.246554 nChanged 17 Deleting Class 183 (5 points): Lose 44.129145 but Gain 1275.966556 Iteration 62Q (45.097018 sec): 144 clusters Score: Raw -1179003.366907 + Penalty 130390.092273 = -1048613.274634 nChanged 11 Deleting Class 148 (1 points): Lose 1.655578 but Gain 1184.874693 Iteration 63Q (45.226352 sec): 143 clusters Score: Raw -1179012.151335 + Penalty 129213.619276 = -1049798.532059 nChanged 5 Deleting Class 174 (3 points): Lose 37.649254 but Gain 1201.508012 Iteration 64Q (45.355144 sec): 142 clusters Score: Raw -1178978.937063 + Penalty 128023.067175 = -1050955.869888 nChanged 3 Deleting Class 206 (1 points): Lose 16.047174 but Gain 1175.828538 Iteration 65Q (45.484470 sec): 141 clusters Score: Raw -1178969.426627 + Penalty 126854.112601 = -1052115.314025 nChanged 1 Deleting Class 196 (2 points): Lose 14.488505 but Gain 1165.771494 Iteration 66Q (45.612121 sec): 140 clusters Score: Raw -1178958.652313 + Penalty 125684.920365 = -1053273.731948 nChanged 3 Deleting Class 147 (4 points): Lose 43.820599 but Gain 1193.320851 Iteration 67Q (45.739746 sec): 139 clusters Score: Raw -1178924.690454 + Penalty 124511.549711 = -1054413.140743 nChanged 4 Deleting Class 24 (15 points): Lose 132.264512 but Gain 1281.351361 Iteration 68Q (45.867032 sec): 138 clusters Score: Raw -1178803.876849 + Penalty 123274.349741 = -1055529.527108 nChanged 16 Deleting Class 64 (76 points): Lose 334.040773 but Gain 1480.880118 Iteration 69Q (45.994396 sec): 137 clusters Score: Raw -1178509.405119 + Penalty 121935.244153 = -1056574.160966 nChanged 79 Deleting Class 76 (44 points): Lose 312.552489 but Gain 1462.026163 Iteration 70F (47.628091 sec): 136 clusters Score: Raw -1178446.310922 + Penalty 120689.589612 = -1057756.721310 nChanged 56 Deleting Class 103 (3 points): Lose 19.338028 but Gain 1153.601048 Iteration 71Q (47.757422 sec): 135 clusters Score: Raw -1178607.569127 + Penalty 119564.146985 = -1059043.422142 nChanged 20 Deleting Class 107 (5 points): Lose 48.304257 but Gain 1182.365408 Iteration 72Q (47.884142 sec): 134 clusters Score: Raw -1178595.053616 + Penalty 118394.422856 = -1060200.630761 nChanged 15 Deleting Class 143 (7 points): Lose 32.445214 but Gain 1166.040865 Iteration 73Q (48.009489 sec): 133 clusters Score: Raw -1178578.426708 + Penalty 117235.078130 = -1061343.348579 nChanged 14 Deleting Class 205 (1 points): Lose 1.351063 but Gain 1134.792213 Iteration 74Q (48.134561 sec): 132 clusters Score: Raw -1178589.399982 + Penalty 116103.152427 = -1062486.247555 nChanged 7 Deleting Class 31 (80 points): Lose 494.389412 but Gain 1619.998322 Iteration 75Q (48.259576 sec): 131 clusters Score: Raw -1178098.617222 + Penalty 114640.626556 = -1063457.990666 nChanged 84 Deleting Class 101 (12 points): Lose 108.039121 but Gain 1231.355485 Iteration 76Q (48.389362 sec): 130 clusters Score: Raw -1178287.426282 + Penalty 113456.814381 = -1064830.611901 nChanged 22 Deleting Class 144 (14 points): Lose 133.597670 but Gain 1254.040291 Iteration 77Q (48.514249 sec): 129 clusters Score: Raw -1178225.242366 + Penalty 112235.248400 = -1065989.993965 nChanged 23 Deleting Class 128 (7 points): Lose 76.340100 but Gain 1194.969410 Iteration 78Q (48.639124 sec): 128 clusters Score: Raw -1178191.469062 + Penalty 111152.754337 = -1067038.714725 nChanged 22 Deleting Class 169 (7 points): Lose 55.030741 but Gain 1173.599259 Iteration 79Q (48.765371 sec): 127 clusters Score: Raw -1178200.639947 + Penalty 110075.984598 = -1068124.655349 nChanged 22 Deleting Class 18 (87 points): Lose 465.421555 but Gain 1597.247232 Iteration 80F (50.295839 sec): 126 clusters Score: Raw -1177766.773728 + Penalty 108897.311064 = -1068869.462664 nChanged 94 Deleting Class 152 (2 points): Lose 16.870580 but Gain 1134.575743 Iteration 81Q (50.424654 sec): 125 clusters Score: Raw -1178047.228983 + Penalty 107842.506127 = -1070204.722856 nChanged 24 Deleting Class 190 (3 points): Lose 21.741066 but Gain 1134.581374 Iteration 82Q (50.548689 sec): 124 clusters Score: Raw -1178060.297346 + Penalty 106726.918454 = -1071333.378892 nChanged 17 Deleting Class 86 (21 points): Lose 115.215988 but Gain 1222.905332 Iteration 83Q (50.670945 sec): 123 clusters Score: Raw -1177956.212826 + Penalty 105516.648414 = -1072439.564412 nChanged 33 Deleting Class 108 (2 points): Lose 6.761612 but Gain 1106.358340 Iteration 84Q (50.794122 sec): 122 clusters Score: Raw -1178005.661125 + Penalty 104436.984657 = -1073568.676469 nChanged 17 Deleting Class 59 (30 points): Lose 185.273823 but Gain 1284.944206 Iteration 85Q (50.915555 sec): 121 clusters Score: Raw -1177846.740105 + Penalty 103237.654716 = -1074609.085388 nChanged 35 Deleting Class 100 (6 points): Lose 44.684118 but Gain 1139.889255 Iteration 86Q (51.038110 sec): 120 clusters Score: Raw -1177883.187462 + Penalty 102108.581052 = -1075774.606411 nChanged 11 Deleting Class 91 (10 points): Lose 70.850347 but Gain 1148.219630 Iteration 87Q (51.159178 sec): 119 clusters Score: Raw -1177825.105426 + Penalty 100979.646428 = -1076845.458998 nChanged 17 Deleting Class 146 (8 points): Lose 39.835647 but Gain 1118.606565 Iteration 88Q (51.279368 sec): 118 clusters Score: Raw -1177806.987213 + Penalty 99946.789877 = -1077860.197335 nChanged 17 Deleting Class 48 (1 points): Lose 6.331651 but Gain 1081.884112 Iteration 89Q (51.399283 sec): 117 clusters Score: Raw -1177818.420435 + Penalty 98866.547225 = -1078951.873209 nChanged 5 Deleting Class 53 (5 points): Lose 46.816279 but Gain 1117.663010 Iteration 90F (52.801453 sec): 116 clusters Score: Raw -1177774.357542 + Penalty 97770.520350 = -1080003.837193 nChanged 9 Deleting Class 113 (14 points): Lose 79.515949 but Gain 1141.912453 Iteration 91Q (52.920155 sec): 115 clusters Score: Raw -1177708.004301 + Penalty 96642.841177 = -1081065.163124 nChanged 20 Deleting Class 204 (2 points): Lose 44.036581 but Gain 1106.359038 Iteration 92Q (53.039288 sec): 114 clusters Score: Raw -1177686.833119 + Penalty 95540.632634 = -1082146.200485 nChanged 4 Deleting Class 184 (2 points): Lose 29.216441 but Gain 1085.502790 Iteration 93Q (53.157868 sec): 113 clusters Score: Raw -1177673.381694 + Penalty 94476.501027 = -1083196.880667 nChanged 6 Deleting Class 36 (12 points): Lose 71.788435 but Gain 1124.182121 Iteration 94Q (53.275519 sec): 112 clusters Score: Raw -1177609.444093 + Penalty 93375.195043 = -1084234.249049 nChanged 14 Deleting Class 63 (7 points): Lose 50.546039 but Gain 1099.497762 Iteration 95Q (53.392681 sec): 111 clusters Score: Raw -1177580.527670 + Penalty 92278.621866 = -1085301.905803 nChanged 12 Deleting Class 70 (3 points): Lose 15.215553 but Gain 1058.003440 Iteration 96Q (53.509508 sec): 110 clusters Score: Raw -1177575.993929 + Penalty 91223.073952 = -1086352.919977 nChanged 13 Deleting Class 168 (1 points): Lose 4.652612 but Gain 1046.640225 Iteration 97Q (53.626805 sec): 109 clusters Score: Raw -1177576.761650 + Penalty 90179.014699 = -1087397.746951 nChanged 14 Deleting Class 163 (11 points): Lose 75.416542 but Gain 1114.892354 Iteration 98Q (53.743820 sec): 108 clusters Score: Raw -1177505.403197 + Penalty 89149.721040 = -1088355.682158 nChanged 22 Deleting Class 75 (8 points): Lose 40.058624 but Gain 1071.270277 Iteration 99Q (53.861055 sec): 107 clusters Score: Raw -1177493.340764 + Penalty 88149.101386 = -1089344.239378 nChanged 25 Deleting Class 112 (10 points): Lose 71.106232 but Gain 1102.133944 Iteration 100F (55.141654 sec): 106 clusters Score: Raw -1177453.888492 + Penalty 87071.920799 = -1090381.967693 nChanged 19 Deleting Class 98 (6 points): Lose 27.931850 but Gain 1058.750992 Iteration 101Q (55.258187 sec): 105 clusters Score: Raw -1177457.069961 + Penalty 86017.159577 = -1091439.910385 nChanged 9 Deleting Class 131 (22 points): Lose 128.601742 but Gain 1158.695508 Iteration 102Q (55.373198 sec): 104 clusters Score: Raw -1177338.424887 + Penalty 84918.145358 = -1092420.279530 nChanged 27 Deleting Class 160 (2 points): Lose 15.257651 but Gain 1042.496458 Iteration 103Q (55.490154 sec): 103 clusters Score: Raw -1177368.091479 + Penalty 83906.830306 = -1093461.261173 nChanged 11 Deleting Class 29 (47 points): Lose 291.325616 but Gain 1318.480174 Iteration 104Q (55.605435 sec): 102 clusters Score: Raw -1177088.223444 + Penalty 82686.592078 = -1094401.631366 nChanged 57 Deleting Class 58 (13 points): Lose 71.065815 but Gain 1096.653327 Iteration 105Q (55.722554 sec): 101 clusters Score: Raw -1177160.886768 + Penalty 81611.444039 = -1095549.442729 nChanged 26 Deleting Class 114 (9 points): Lose 78.600091 but Gain 1096.229769 Iteration 106Q (55.837024 sec): 100 clusters Score: Raw -1177109.561355 + Penalty 80521.821372 = -1096587.739983 nChanged 19 Deleting Class 150 (7 points): Lose 46.068333 but Gain 1053.718044 Iteration 107Q (55.950749 sec): 99 clusters Score: Raw -1177082.969761 + Penalty 79478.412742 = -1097604.557019 nChanged 16 Deleting Class 137 (7 points): Lose 43.869776 but Gain 1043.203017 Iteration 108Q (56.062727 sec): 98 clusters Score: Raw -1177055.827691 + Penalty 78475.511139 = -1098580.316552 nChanged 14 Deleting Class 156 (4 points): Lose 24.600295 but Gain 1021.759432 Iteration 109Q (56.174865 sec): 97 clusters Score: Raw -1177048.688399 + Penalty 77464.909349 = -1099583.779050 nChanged 11 Deleting Class 60 (6 points): Lose 75.427522 but Gain 1070.564412 Iteration 110F (57.338585 sec): 96 clusters Score: Raw -1176981.182337 + Penalty 76402.667920 = -1100578.514417 nChanged 10 Deleting Class 92 (25 points): Lose 176.165457 but Gain 1168.513543 Iteration 111Q (57.450540 sec): 95 clusters Score: Raw -1176816.864234 + Penalty 75434.626667 = -1101382.237567 nChanged 27 Deleting Class 110 (21 points): Lose 129.355930 but Gain 1125.206864 Iteration 112Q (57.563496 sec): 94 clusters Score: Raw -1176777.048840 + Penalty 74451.641701 = -1102325.407139 nChanged 26 Deleting Class 56 (15 points): Lose 90.572924 but Gain 1077.265246 Iteration 113Q (57.676584 sec): 93 clusters Score: Raw -1176758.391057 + Penalty 73526.884782 = -1103231.506275 nChanged 28 Deleting Class 154 (4 points): Lose 23.503884 but Gain 1009.713253 Iteration 114Q (57.787802 sec): 92 clusters Score: Raw -1176795.437340 + Penalty 72626.094667 = -1104169.342673 nChanged 12 Deleting Class 187 (3 points): Lose 14.356530 but Gain 993.754283 Iteration 115Q (57.897823 sec): 91 clusters Score: Raw -1176800.654511 + Penalty 71691.884349 = -1105108.770161 nChanged 9 Deleting Class 134 (4 points): Lose 37.692570 but Gain 1013.288342 Iteration 116Q (58.007147 sec): 90 clusters Score: Raw -1176771.197988 + Penalty 70709.123442 = -1106062.074546 nChanged 7 Deleting Class 105 (5 points): Lose 40.752248 but Gain 1003.843111 Iteration 117Q (58.116028 sec): 89 clusters Score: Raw -1176746.221705 + Penalty 69707.693544 = -1107038.528161 nChanged 5 Deleting Class 104 (18 points): Lose 109.498250 but Gain 1056.889837 Iteration 118Q (58.225381 sec): 88 clusters Score: Raw -1176643.838428 + Penalty 68656.157238 = -1107987.681190 nChanged 19 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 -1176643.838428 + Penalty 68656.157238 = -1107987.681190Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.277105 sec): 2 clusters Score: Raw -7537.653573 + Penalty 476.790448 = -7060.863125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.277653 sec): 3 clusters Score: Raw -7542.854558 + Penalty 958.963651 = -6583.890907 nChanged 42 SP:Iteration 1F (58.278186 sec): 3 clusters Score: Raw -7626.084216 + Penalty 978.232905 = -6647.851311 nChanged 15 SP:Iteration 2F (58.278705 sec): 3 clusters Score: Raw -7664.924848 + Penalty 988.124615 = -6676.800233 nChanged 10 SP:Iteration 3F (58.279210 sec): 3 clusters Score: Raw -7690.506396 + Penalty 992.081237 = -6698.425160 nChanged 5 SP:Iteration 4Q (58.279684 sec): 3 clusters Score: Raw -7699.940256 + Penalty 992.577883 = -6707.362373 nChanged 2 SP:Iteration 5Q (58.280186 sec): 3 clusters Score: Raw -7707.390624 + Penalty 992.577883 = -6714.812740 nChanged 0 SP:Iteration 6F (58.280692 sec): 3 clusters Score: Raw -7707.390624 + Penalty 992.577883 = -6714.812740 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.288222 sec): 2 clusters Score: Raw -74321.204200 + Penalty 376.657321 = -73944.546879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.291108 sec): 3 clusters Score: Raw -73465.434202 + Penalty 776.514002 = -72688.920200 nChanged 600 SP:Iteration 1F (58.293937 sec): 3 clusters Score: Raw -73885.265481 + Penalty 809.600262 = -73075.665219 nChanged 177 SP:Iteration 2F (58.296757 sec): 3 clusters Score: Raw -74030.127451 + Penalty 841.978747 = -73188.148704 nChanged 119 SP:Iteration 3F (58.299573 sec): 3 clusters Score: Raw -74128.559169 + Penalty 870.938639 = -73257.620530 nChanged 92 SP:Iteration 4F (58.302383 sec): 3 clusters Score: Raw -74201.958024 + Penalty 898.669917 = -73303.288107 nChanged 67 SP:Iteration 5Q (58.305067 sec): 3 clusters Score: Raw -74250.207556 + Penalty 912.976649 = -73337.230907 nChanged 47 SP:Iteration 6Q (58.307721 sec): 3 clusters Score: Raw -74277.852014 + Penalty 923.340658 = -73354.511356 nChanged 38 SP:Iteration 7Q (58.310319 sec): 3 clusters Score: Raw -74298.017772 + Penalty 941.986542 = -73356.031230 nChanged 23 SP:Iteration 8Q (58.312899 sec): 3 clusters Score: Raw -74311.627047 + Penalty 952.789953 = -73358.837094 nChanged 20 SP:Iteration 9Q (58.315451 sec): 3 clusters Score: Raw -74323.713815 + Penalty 964.731579 = -73358.982236 nChanged 14 SP:Iteration 10F (58.318291 sec): 3 clusters Score: Raw -74331.926565 + Penalty 989.427544 = -73342.499021 nChanged 14 SP:Iteration 11F (58.321091 sec): 3 clusters Score: Raw -74343.894558 + Penalty 1014.392887 = -73329.501671 nChanged 12 SP:Iteration 12F (58.323890 sec): 3 clusters Score: Raw -74357.645997 + Penalty 1032.364267 = -73325.281730 nChanged 9 SP:Iteration 13F (58.326711 sec): 3 clusters Score: Raw -74367.670857 + Penalty 1044.920460 = -73322.750396 nChanged 5 SP:Iteration 14F (58.329514 sec): 3 clusters Score: Raw -74374.047135 + Penalty 1060.112824 = -73313.934311 nChanged 7 SP:Iteration 15F (58.332313 sec): 3 clusters Score: Raw -74384.170513 + Penalty 1085.456560 = -73298.713953 nChanged 6 SP:Iteration 16F (58.335112 sec): 3 clusters Score: Raw -74390.049038 + Penalty 1084.480248 = -73305.568790 nChanged 2 SP:Iteration 17Q (58.337445 sec): 3 clusters Score: Raw -74391.651452 + Penalty 1089.648547 = -73302.002905 nChanged 2 SP:Iteration 18F (58.340200 sec): 3 clusters Score: Raw -74392.938218 + Penalty 1098.018598 = -73294.919620 nChanged 2 SP:Iteration 19F (58.342949 sec): 3 clusters Score: Raw -74394.627621 + Penalty 1104.824634 = -73289.802987 nChanged 1 SP:Iteration 20F (58.345699 sec): 3 clusters Score: Raw -74396.664697 + Penalty 1108.873955 = -73287.790741 nChanged 1 SP:Iteration 21F (58.348449 sec): 3 clusters Score: Raw -74397.673425 + Penalty 1108.873955 = -73288.799470 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (1410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.352465 sec): 2 clusters Score: Raw -69054.961495 + Penalty 48.971582 = -69005.989913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.355182 sec): 3 clusters Score: Raw -68196.049974 + Penalty 99.673049 = -68096.376925 nChanged 657 SP:Iteration 1F (58.357857 sec): 3 clusters Score: Raw -68663.639318 + Penalty 99.921225 = -68563.718093 nChanged 61 SP:Iteration 2Q (58.360542 sec): 3 clusters Score: Raw -68705.802366 + Penalty 99.931388 = -68605.870979 nChanged 48 SP:Iteration 3Q (58.363267 sec): 3 clusters Score: Raw -68734.224340 + Penalty 100.411872 = -68633.812468 nChanged 40 SP:Iteration 4Q (58.366092 sec): 3 clusters Score: Raw -68764.766342 + Penalty 100.424737 = -68664.341605 nChanged 39 SP:Iteration 5Q (58.368878 sec): 3 clusters Score: Raw -68798.915233 + Penalty 100.206378 = -68698.708855 nChanged 31 SP:Iteration 6Q (58.371564 sec): 3 clusters Score: Raw -68817.689978 + Penalty 100.442162 = -68717.247816 nChanged 19 SP:Iteration 7Q (58.374345 sec): 3 clusters Score: Raw -68826.208664 + Penalty 100.903736 = -68725.304928 nChanged 22 SP:Iteration 8Q (58.377060 sec): 3 clusters Score: Raw -68839.154909 + Penalty 101.566601 = -68737.588308 nChanged 24 SP:Iteration 9Q (58.379632 sec): 3 clusters Score: Raw -68850.579161 + Penalty 102.205064 = -68748.374097 nChanged 22 SP:Iteration 10F (58.382305 sec): 3 clusters Score: Raw -68858.904101 + Penalty 102.616815 = -68756.287285 nChanged 15 SP:Iteration 11Q (58.384843 sec): 3 clusters Score: Raw -68867.023913 + Penalty 103.145104 = -68763.878808 nChanged 17 SP:Iteration 12Q (58.387369 sec): 3 clusters Score: Raw -68873.039480 + Penalty 103.972969 = -68769.066511 nChanged 20 SP:Iteration 13Q (58.389887 sec): 3 clusters Score: Raw -68880.127910 + Penalty 105.038511 = -68775.089399 nChanged 20 SP:Iteration 14Q (58.392393 sec): 3 clusters Score: Raw -68885.623936 + Penalty 106.130892 = -68779.493044 nChanged 21 SP:Iteration 15Q (58.394886 sec): 3 clusters Score: Raw -68894.571271 + Penalty 107.796677 = -68786.774594 nChanged 24 SP:Iteration 16Q (58.397365 sec): 3 clusters Score: Raw -68905.240768 + Penalty 109.683919 = -68795.556849 nChanged 29 SP:Iteration 17Q (58.399818 sec): 3 clusters Score: Raw -68918.664725 + Penalty 113.013210 = -68805.651515 nChanged 34 SP:Iteration 18Q (58.402245 sec): 3 clusters Score: Raw -68939.899821 + Penalty 114.511351 = -68825.388470 nChanged 39 SP:Iteration 19Q (58.404642 sec): 3 clusters Score: Raw -68963.489757 + Penalty 115.923140 = -68847.566617 nChanged 25 SP:Iteration 20F (58.407333 sec): 3 clusters Score: Raw -68978.467187 + Penalty 118.774423 = -68859.692764 nChanged 25 SP:Iteration 21Q (58.409649 sec): 3 clusters Score: Raw -68994.691833 + Penalty 124.336020 = -68870.355813 nChanged 23 SP:Iteration 22Q (58.411925 sec): 3 clusters Score: Raw -69008.997462 + Penalty 129.590193 = -68879.407269 nChanged 15 SP:Iteration 23Q (58.414170 sec): 3 clusters Score: Raw -69017.580675 + Penalty 131.076868 = -68886.503806 nChanged 7 SP:Iteration 24Q (58.416701 sec): 3 clusters Score: Raw -69020.254270 + Penalty 135.481211 = -68884.773059 nChanged 8 SP:Iteration 25F (58.419598 sec): 3 clusters Score: Raw -69024.020234 + Penalty 139.681630 = -68884.338604 nChanged 9 SP:Iteration 26F (58.422496 sec): 3 clusters Score: Raw -69028.790557 + Penalty 149.226566 = -68879.563992 nChanged 11 SP:Iteration 27F (58.425392 sec): 3 clusters Score: Raw -69035.003385 + Penalty 157.387082 = -68877.616303 nChanged 7 SP:Iteration 28F (58.427993 sec): 3 clusters Score: Raw -69037.185620 + Penalty 158.594156 = -68878.591465 nChanged 6 SP:Iteration 29Q (58.430098 sec): 3 clusters Score: Raw -69039.460736 + Penalty 156.897506 = -68882.563230 nChanged 6 SP:Iteration 30F (58.432840 sec): 3 clusters Score: Raw -69041.449910 + Penalty 173.417533 = -68868.032377 nChanged 8 SP:Iteration 31F (58.435514 sec): 3 clusters Score: Raw -69047.574432 + Penalty 216.466251 = -68831.108181 nChanged 4 SP:Iteration 32F (58.438224 sec): 3 clusters Score: Raw -69050.818340 + Penalty 48.971582 = -69001.846758 nChanged 3 SP:Iteration 33Q (58.440527 sec): 2 clusters Score: Raw -69054.961495 + Penalty 48.971582 = -69005.989913 nChanged 0 SP:Iteration 34F (58.442823 sec): 2 clusters Score: Raw -69054.961495 + Penalty 48.971582 = -69005.989913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.445508 sec): 2 clusters Score: Raw -25695.339956 + Penalty 640.571459 = -25054.768497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.446560 sec): 3 clusters Score: Raw -25515.787320 + Penalty 1280.940152 = -24234.847169 nChanged 130 SP:Iteration 1F (58.447603 sec): 3 clusters Score: Raw -25644.337310 + Penalty 1281.107328 = -24363.229983 nChanged 48 SP:Iteration 2F (58.448682 sec): 3 clusters Score: Raw -25693.588498 + Penalty 1281.104990 = -24412.483509 nChanged 20 SP:Iteration 3Q (58.449711 sec): 3 clusters Score: Raw -25714.105509 + Penalty 1281.928282 = -24432.177227 nChanged 17 SP:Iteration 4Q (58.450736 sec): 3 clusters Score: Raw -25727.491964 + Penalty 1282.385548 = -24445.106416 nChanged 10 SP:Iteration 5Q (58.451754 sec): 3 clusters Score: Raw -25736.397588 + Penalty 1281.947254 = -24454.450334 nChanged 5 SP:Iteration 6Q (58.452772 sec): 3 clusters Score: Raw -25739.757323 + Penalty 1282.098147 = -24457.659176 nChanged 7 SP:Iteration 7Q (58.453791 sec): 3 clusters Score: Raw -25745.186399 + Penalty 1282.945797 = -24462.240602 nChanged 5 SP:Iteration 8Q (58.454807 sec): 3 clusters Score: Raw -25748.865134 + Penalty 1283.785930 = -24465.079204 nChanged 5 SP:Iteration 9Q (58.455824 sec): 3 clusters Score: Raw -25756.477494 + Penalty 1284.726313 = -24471.751181 nChanged 4 SP:Iteration 10F (58.456865 sec): 3 clusters Score: Raw -25758.582314 + Penalty 1285.635138 = -24472.947176 nChanged 2 SP:Iteration 11Q (58.457885 sec): 3 clusters Score: Raw -25759.376455 + Penalty 1286.007513 = -24473.368942 nChanged 1 SP:Iteration 12Q (58.458907 sec): 3 clusters Score: Raw -25759.623873 + Penalty 1286.440498 = -24473.183375 nChanged 1 SP:Iteration 13F (58.459949 sec): 3 clusters Score: Raw -25760.268403 + Penalty 1286.161846 = -24474.106557 nChanged 1 SP:Iteration 14Q (58.460969 sec): 3 clusters Score: Raw -25762.077568 + Penalty 1286.161846 = -24475.915722 nChanged 0 SP:Iteration 15F (58.462010 sec): 3 clusters Score: Raw -25762.077568 + Penalty 1286.161846 = -24475.915722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 5 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.462695 sec): 2 clusters Score: Raw -3568.657782 + Penalty 352.642604 = -3216.015179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.463047 sec): 3 clusters Score: Raw -3593.249374 + Penalty 705.865565 = -2887.383809 nChanged 7 SP:Iteration 1F (58.463392 sec): 3 clusters Score: Raw -3607.229211 + Penalty 707.096907 = -2900.132304 nChanged 2 SP:Iteration 2Q (58.463728 sec): 3 clusters Score: Raw -3614.071578 + Penalty 708.726889 = -2905.344689 nChanged 1 SP:Iteration 3Q (58.464062 sec): 3 clusters Score: Raw -3617.169572 + Penalty 710.968784 = -2906.200787 nChanged 1 SP:Iteration 4Q (58.464395 sec): 3 clusters Score: Raw -3618.434929 + Penalty 716.492120 = -2901.942808 nChanged 2 SP:Iteration 5F (58.464738 sec): 3 clusters Score: Raw -3622.395031 + Penalty 723.528351 = -2898.866679 nChanged 2 SP:Iteration 6F (58.465082 sec): 3 clusters Score: Raw -3626.131954 + Penalty 723.528351 = -2902.603603 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 6 (6825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.496052 sec): 2 clusters Score: Raw -318171.397219 + Penalty 160.400149 = -318010.997070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.508859 sec): 3 clusters Score: Raw -313623.477393 + Penalty 309.637714 = -313313.839678 nChanged 3156 SP:Iteration 1F (58.521570 sec): 3 clusters Score: Raw -315042.817898 + Penalty 296.489221 = -314746.328677 nChanged 1239 SP:Iteration 2F (58.534222 sec): 3 clusters Score: Raw -316419.557947 + Penalty 292.031337 = -316127.526610 nChanged 911 SP:Iteration 3F (58.546821 sec): 3 clusters Score: Raw -317485.327508 + Penalty 266.374904 = -317218.952604 nChanged 294 SP:Iteration 4Q (58.559506 sec): 3 clusters Score: Raw -317880.465899 + Penalty 264.126052 = -317616.339847 nChanged 68 SP:Iteration 5Q (58.569793 sec): 3 clusters Score: Raw -318054.963514 + Penalty 257.188856 = -317797.774658 nChanged 27 SP:Iteration 6Q (58.579995 sec): 3 clusters Score: Raw -318093.295956 + Penalty 251.273674 = -317842.022282 nChanged 27 SP:Iteration 7Q (58.590269 sec): 3 clusters Score: Raw -318120.325915 + Penalty 242.815135 = -317877.510780 nChanged 26 SP:Iteration 8Q (58.600542 sec): 3 clusters Score: Raw -318145.326697 + Penalty 239.321364 = -317906.005333 nChanged 27 SP:Iteration 9Q (58.611073 sec): 3 clusters Score: Raw -318194.277660 + Penalty 231.378521 = -317962.899140 nChanged 25 SP:Iteration 10F (58.624069 sec): 3 clusters Score: Raw -318230.218166 + Penalty 228.454459 = -318001.763708 nChanged 22 SP:Iteration 11Q (58.634203 sec): 3 clusters Score: Raw -318250.829598 + Penalty 225.969006 = -318024.860592 nChanged 18 SP:Iteration 12Q (58.644200 sec): 3 clusters Score: Raw -318261.568065 + Penalty 226.101755 = -318035.466310 nChanged 11 SP:Iteration 13Q (58.654217 sec): 3 clusters Score: Raw -318266.385587 + Penalty 223.501935 = -318042.883652 nChanged 8 SP:Iteration 14Q (58.664201 sec): 3 clusters Score: Raw -318270.153026 + Penalty 223.604180 = -318046.548846 nChanged 8 SP:Iteration 15Q (58.674315 sec): 3 clusters Score: Raw -318274.539083 + Penalty 221.320817 = -318053.218266 nChanged 8 SP:Iteration 16Q (58.684452 sec): 3 clusters Score: Raw -318276.987505 + Penalty 219.292548 = -318057.694957 nChanged 4 SP:Iteration 17Q (58.694450 sec): 3 clusters Score: Raw -318278.024331 + Penalty 219.245502 = -318058.778829 nChanged 1 SP:Iteration 18Q (58.704920 sec): 3 clusters Score: Raw -318278.006208 + Penalty 219.245502 = -318058.760705 nChanged 0 SP:Iteration 19F (58.717572 sec): 3 clusters Score: Raw -318278.006208 + Penalty 219.245502 = -318058.760705 nChanged 0 Score: Raw -1197530.744746 + Penalty 68723.903354 = -1128806.841392 Splitting cluster 6 changes total score from -1107987.681190 to -1128806.841392 So it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 7 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.786751 sec): 2 clusters Score: Raw -9093.464403 + Penalty 306.570723 = -8786.893680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.787281 sec): 3 clusters Score: Raw -9013.393330 + Penalty 611.107816 = -8402.285514 nChanged 42 SP:Iteration 1F (59.787816 sec): 3 clusters Score: Raw -9043.045381 + Penalty 608.588667 = -8434.456714 nChanged 16 SP:Iteration 2F (59.788330 sec): 3 clusters Score: Raw -9055.285897 + Penalty 606.683208 = -8448.602689 nChanged 6 SP:Iteration 3Q (59.788847 sec): 3 clusters Score: Raw -9061.695103 + Penalty 608.338388 = -8453.356714 nChanged 5 SP:Iteration 4Q (59.789373 sec): 3 clusters Score: Raw -9067.746809 + Penalty 611.450635 = -8456.296174 nChanged 4 SP:Iteration 5Q (59.789897 sec): 3 clusters Score: Raw -9071.382853 + Penalty 609.084834 = -8462.298019 nChanged 3 SP:Iteration 6Q (59.790419 sec): 3 clusters Score: Raw -9073.909010 + Penalty 610.482092 = -8463.426919 nChanged 1 SP:Iteration 7Q (59.790939 sec): 3 clusters Score: Raw -9074.730186 + Penalty 610.360641 = -8464.369545 nChanged 3 SP:Iteration 8Q (59.791460 sec): 3 clusters Score: Raw -9079.941642 + Penalty 614.492209 = -8465.449433 nChanged 5 SP:Iteration 9Q (59.791978 sec): 3 clusters Score: Raw -9084.331373 + Penalty 617.270996 = -8467.060376 nChanged 3 SP:Iteration 10F (59.792505 sec): 3 clusters Score: Raw -9086.667784 + Penalty 620.753957 = -8465.913826 nChanged 4 SP:Iteration 11F (59.793027 sec): 3 clusters Score: Raw -9090.715309 + Penalty 628.664339 = -8462.050970 nChanged 4 SP:Iteration 12F (59.793537 sec): 3 clusters Score: Raw -9094.233791 + Penalty 641.479554 = -8452.754237 nChanged 4 SP:Iteration 13F (59.794065 sec): 3 clusters Score: Raw -9098.934833 + Penalty 640.277689 = -8458.657144 nChanged 1 SP:Iteration 14Q (59.794580 sec): 3 clusters Score: Raw -9100.367303 + Penalty 640.277689 = -8460.089614 nChanged 0 SP:Iteration 15F (59.795103 sec): 3 clusters Score: Raw -9100.367303 + Penalty 640.277689 = -8460.089614 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 8 (3301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.810406 sec): 2 clusters Score: Raw -159066.549744 + Penalty 123.741281 = -158942.808463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.816597 sec): 3 clusters Score: Raw -156967.885901 + Penalty 253.348766 = -156714.537135 nChanged 1561 SP:Iteration 1F (59.822515 sec): 3 clusters Score: Raw -158383.393041 + Penalty 256.694036 = -158126.699005 nChanged 216 SP:Iteration 2F (59.828415 sec): 3 clusters Score: Raw -158538.853436 + Penalty 258.869071 = -158279.984365 nChanged 92 SP:Iteration 3Q (59.834221 sec): 3 clusters Score: Raw -158579.403742 + Penalty 260.661437 = -158318.742305 nChanged 55 SP:Iteration 4Q (59.839947 sec): 3 clusters Score: Raw -158596.875155 + Penalty 262.344473 = -158334.530682 nChanged 56 SP:Iteration 5Q (59.845631 sec): 3 clusters Score: Raw -158611.095021 + Penalty 264.484342 = -158346.610678 nChanged 60 SP:Iteration 6Q (59.851296 sec): 3 clusters Score: Raw -158629.951201 + Penalty 266.169860 = -158363.781341 nChanged 68 SP:Iteration 7Q (59.857060 sec): 3 clusters Score: Raw -158651.033871 + Penalty 267.510184 = -158383.523687 nChanged 60 SP:Iteration 8Q (59.862654 sec): 3 clusters Score: Raw -158669.006336 + Penalty 269.940660 = -158399.065676 nChanged 57 SP:Iteration 9Q (59.868204 sec): 3 clusters Score: Raw -158685.718137 + Penalty 272.681127 = -158413.037010 nChanged 60 SP:Iteration 10F (59.874239 sec): 3 clusters Score: Raw -158706.366865 + Penalty 275.853944 = -158430.512922 nChanged 70 SP:Iteration 11Q (59.879760 sec): 3 clusters Score: Raw -158734.822019 + Penalty 282.620179 = -158452.201839 nChanged 73 SP:Iteration 12Q (59.885223 sec): 3 clusters Score: Raw -158771.270583 + Penalty 289.846210 = -158481.424373 nChanged 84 SP:Iteration 13Q (59.890646 sec): 3 clusters Score: Raw -158814.935829 + Penalty 298.989443 = -158515.946386 nChanged 78 SP:Iteration 14Q (59.896027 sec): 3 clusters Score: Raw -158864.049872 + Penalty 308.909899 = -158555.139973 nChanged 76 SP:Iteration 15Q (59.901311 sec): 3 clusters Score: Raw -158918.685847 + Penalty 321.445831 = -158597.240016 nChanged 68 SP:Iteration 16Q (59.906676 sec): 3 clusters Score: Raw -158974.374203 + Penalty 342.004408 = -158632.369795 nChanged 61 SP:Iteration 17Q (59.912085 sec): 3 clusters Score: Raw -159024.227774 + Penalty 353.080170 = -158671.147604 nChanged 38 SP:Iteration 18Q (59.917041 sec): 3 clusters Score: Raw -159049.742483 + Penalty 363.217044 = -158686.525439 nChanged 22 SP:Iteration 19Q (59.921903 sec): 3 clusters Score: Raw -159069.271303 + Penalty 366.555718 = -158702.715585 nChanged 16 SP:Iteration 20F (59.927776 sec): 3 clusters Score: Raw -159083.942651 + Penalty 372.832508 = -158711.110143 nChanged 10 SP:Iteration 21Q (59.932477 sec): 3 clusters Score: Raw -159088.485170 + Penalty 371.368694 = -158717.116475 nChanged 1 SP:Iteration 22Q (59.937161 sec): 3 clusters Score: Raw -159089.088627 + Penalty 371.368694 = -158717.719933 nChanged 0 SP:Iteration 23F (59.943038 sec): 3 clusters Score: Raw -159089.088627 + Penalty 371.368694 = -158717.719933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.947277 sec): 2 clusters Score: Raw -18695.278283 + Penalty 745.821125 = -17949.457158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.948196 sec): 3 clusters Score: Raw -18608.920702 + Penalty 1492.332760 = -17116.587942 nChanged 94 SP:Iteration 1F (59.949083 sec): 3 clusters Score: Raw -18738.501377 + Penalty 1493.499788 = -17245.001589 nChanged 30 SP:Iteration 2F (59.949964 sec): 3 clusters Score: Raw -18781.586684 + Penalty 1495.000540 = -17286.586145 nChanged 13 SP:Iteration 3Q (59.950819 sec): 3 clusters Score: Raw -18800.753435 + Penalty 1496.973525 = -17303.779909 nChanged 10 SP:Iteration 4Q (59.951672 sec): 3 clusters Score: Raw -18814.647007 + Penalty 1497.017075 = -17317.629932 nChanged 4 SP:Iteration 5Q (59.952525 sec): 3 clusters Score: Raw -18819.432884 + Penalty 1497.973887 = -17321.458997 nChanged 4 SP:Iteration 6Q (59.953402 sec): 3 clusters Score: Raw -18823.548574 + Penalty 1499.076469 = -17324.472105 nChanged 4 SP:Iteration 7Q (59.954250 sec): 3 clusters Score: Raw -18829.326195 + Penalty 1499.783074 = -17329.543121 nChanged 1 SP:Iteration 8Q (59.955096 sec): 3 clusters Score: Raw -18831.096229 + Penalty 1500.065008 = -17331.031221 nChanged 2 SP:Iteration 9Q (59.955946 sec): 3 clusters Score: Raw -18834.616439 + Penalty 1500.095939 = -17334.520500 nChanged 4 SP:Iteration 10F (59.956824 sec): 3 clusters Score: Raw -18838.532320 + Penalty 1500.095939 = -17338.436380 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.963316 sec): 2 clusters Score: Raw -63333.456523 + Penalty 137.066695 = -63196.389828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.965790 sec): 3 clusters Score: Raw -62500.082185 + Penalty 316.649600 = -62183.432585 nChanged 580 SP:Iteration 1F (59.968233 sec): 3 clusters Score: Raw -62996.876867 + Penalty 338.944322 = -62657.932546 nChanged 164 SP:Iteration 2F (59.970670 sec): 3 clusters Score: Raw -63134.427010 + Penalty 376.410364 = -62758.016646 nChanged 87 SP:Iteration 3F (59.973098 sec): 3 clusters Score: Raw -63224.646099 + Penalty 398.611721 = -62826.034378 nChanged 57 SP:Iteration 4Q (59.975516 sec): 3 clusters Score: Raw -63289.712981 + Penalty 428.586776 = -62861.126205 nChanged 30 SP:Iteration 5Q (59.977908 sec): 3 clusters Score: Raw -63327.902213 + Penalty 478.740510 = -62849.161703 nChanged 10 SP:Iteration 6F (59.980339 sec): 3 clusters Score: Raw -63343.430025 + Penalty 479.984482 = -62863.445544 nChanged 2 SP:Iteration 7Q (59.982296 sec): 3 clusters Score: Raw -63346.777602 + Penalty 479.984482 = -62866.793120 nChanged 0 SP:Iteration 8F (59.984724 sec): 3 clusters Score: Raw -63346.777602 + Penalty 479.984482 = -62866.793120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.989075 sec): 2 clusters Score: Raw -13155.118141 + Penalty 688.192964 = -12466.925176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.989770 sec): 3 clusters Score: Raw -13109.675423 + Penalty 1377.175341 = -11732.500083 nChanged 56 SP:Iteration 1F (59.990434 sec): 3 clusters Score: Raw -13178.890455 + Penalty 1377.244900 = -11801.645555 nChanged 14 SP:Iteration 2F (59.991099 sec): 3 clusters Score: Raw -13205.648313 + Penalty 1376.895371 = -11828.752941 nChanged 11 SP:Iteration 3Q (59.991748 sec): 3 clusters Score: Raw -13224.413288 + Penalty 1376.385929 = -11848.027359 nChanged 7 SP:Iteration 4Q (59.992395 sec): 3 clusters Score: Raw -13238.263524 + Penalty 1376.385929 = -11861.877595 nChanged 6 SP:Iteration 5Q (59.993038 sec): 3 clusters Score: Raw -13247.855586 + Penalty 1376.385929 = -11871.469657 nChanged 2 SP:Iteration 6Q (59.993677 sec): 3 clusters Score: Raw -13249.968630 + Penalty 1376.385929 = -11873.582701 nChanged 0 SP:Iteration 7F (59.994358 sec): 3 clusters Score: Raw -13249.968630 + Penalty 1376.385929 = -11873.582701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.994925 sec): 2 clusters Score: Raw -1705.915766 + Penalty 590.173501 = -1115.742265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.995216 sec): 3 clusters Score: Raw -1972.593102 + Penalty 1180.359312 = -792.233791 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 13 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.998196 sec): 2 clusters Score: Raw -42929.547570 + Penalty 611.340501 = -42318.207069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.999788 sec): 3 clusters Score: Raw -42591.613244 + Penalty 1222.184313 = -41369.428931 nChanged 257 SP:Iteration 1F (60.001300 sec): 3 clusters Score: Raw -42750.462801 + Penalty 1221.999844 = -41528.462958 nChanged 56 SP:Iteration 2F (60.002810 sec): 3 clusters Score: Raw -42791.002497 + Penalty 1222.853875 = -41568.148622 nChanged 46 SP:Iteration 3F (60.004312 sec): 3 clusters Score: Raw -42827.000601 + Penalty 1224.733364 = -41602.267237 nChanged 39 SP:Iteration 4F (60.005793 sec): 3 clusters Score: Raw -42867.826736 + Penalty 1229.747123 = -41638.079613 nChanged 49 SP:Iteration 5F (60.007312 sec): 3 clusters Score: Raw -42916.834439 + Penalty 1234.772755 = -41682.061685 nChanged 47 SP:Iteration 6F (60.008824 sec): 3 clusters Score: Raw -42975.634672 + Penalty 1244.110938 = -41731.523734 nChanged 55 SP:Iteration 7F (60.010325 sec): 3 clusters Score: Raw -43095.293750 + Penalty 1244.878517 = -41850.415233 nChanged 47 SP:Iteration 8F (60.011911 sec): 3 clusters Score: Raw -43236.216007 + Penalty 1247.287033 = -41988.928974 nChanged 36 SP:Iteration 9Q (60.013394 sec): 3 clusters Score: Raw -43337.426781 + Penalty 1251.252776 = -42086.174005 nChanged 29 SP:Iteration 10F (60.014900 sec): 3 clusters Score: Raw -43382.694002 + Penalty 1255.568580 = -42127.125422 nChanged 15 SP:Iteration 11Q (60.016245 sec): 3 clusters Score: Raw -43403.444830 + Penalty 1261.472543 = -42141.972287 nChanged 10 SP:Iteration 12Q (60.017578 sec): 3 clusters Score: Raw -43421.220045 + Penalty 1266.630481 = -42154.589564 nChanged 9 SP:Iteration 13Q (60.018894 sec): 3 clusters Score: Raw -43439.435226 + Penalty 1269.025841 = -42170.409385 nChanged 3 SP:Iteration 14Q (60.020172 sec): 3 clusters Score: Raw -43442.572840 + Penalty 1269.038531 = -42173.534309 nChanged 1 SP:Iteration 15Q (60.021431 sec): 3 clusters Score: Raw -43444.250036 + Penalty 1269.038531 = -42175.211505 nChanged 0 SP:Iteration 16F (60.022906 sec): 3 clusters Score: Raw -43444.250036 + Penalty 1269.038531 = -42175.211505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (2731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.032081 sec): 2 clusters Score: Raw -137603.612750 + Penalty 444.039336 = -137159.573414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.037149 sec): 3 clusters Score: Raw -135906.964727 + Penalty 886.886979 = -135020.077748 nChanged 1142 SP:Iteration 1F (60.042080 sec): 3 clusters Score: Raw -136393.588099 + Penalty 890.938280 = -135502.649819 nChanged 356 SP:Iteration 2F (60.047004 sec): 3 clusters Score: Raw -136648.422973 + Penalty 899.020764 = -135749.402210 nChanged 291 SP:Iteration 3F (60.051953 sec): 3 clusters Score: Raw -136906.148163 + Penalty 910.182140 = -135995.966023 nChanged 250 SP:Iteration 4F (60.057004 sec): 3 clusters Score: Raw -137130.539126 + Penalty 919.683218 = -136210.855908 nChanged 191 SP:Iteration 5F (60.062058 sec): 3 clusters Score: Raw -137262.516984 + Penalty 923.178323 = -136339.338661 nChanged 125 SP:Iteration 6Q (60.066957 sec): 3 clusters Score: Raw -137324.501979 + Penalty 924.349517 = -136400.152463 nChanged 83 SP:Iteration 7Q (60.071856 sec): 3 clusters Score: Raw -137359.146585 + Penalty 925.293838 = -136433.852746 nChanged 65 SP:Iteration 8Q (60.076715 sec): 3 clusters Score: Raw -137393.782127 + Penalty 924.788412 = -136468.993715 nChanged 61 SP:Iteration 9Q (60.081566 sec): 3 clusters Score: Raw -137416.954205 + Penalty 925.048596 = -136491.905610 nChanged 48 SP:Iteration 10F (60.086479 sec): 3 clusters Score: Raw -137436.122525 + Penalty 923.583097 = -136512.539427 nChanged 36 SP:Iteration 11Q (60.091303 sec): 3 clusters Score: Raw -137450.572562 + Penalty 923.564222 = -136527.008340 nChanged 28 SP:Iteration 12Q (60.096154 sec): 3 clusters Score: Raw -137457.526161 + Penalty 923.824782 = -136533.701380 nChanged 20 SP:Iteration 13Q (60.101095 sec): 3 clusters Score: Raw -137463.485444 + Penalty 923.127772 = -136540.357672 nChanged 18 SP:Iteration 14Q (60.105931 sec): 3 clusters Score: Raw -137467.210722 + Penalty 923.212352 = -136543.998371 nChanged 12 SP:Iteration 15Q (60.110880 sec): 3 clusters Score: Raw -137468.897865 + Penalty 922.828861 = -136546.069004 nChanged 12 SP:Iteration 16Q (60.115955 sec): 3 clusters Score: Raw -137470.477212 + Penalty 922.407932 = -136548.069280 nChanged 4 SP:Iteration 17Q (60.120853 sec): 3 clusters Score: Raw -137471.248259 + Penalty 921.768935 = -136549.479324 nChanged 8 SP:Iteration 18Q (60.125660 sec): 3 clusters Score: Raw -137473.487957 + Penalty 921.691732 = -136551.796225 nChanged 5 SP:Iteration 19Q (60.130462 sec): 3 clusters Score: Raw -137474.244587 + Penalty 921.806326 = -136552.438261 nChanged 2 SP:Iteration 20F (60.135409 sec): 3 clusters Score: Raw -137474.425438 + Penalty 921.876308 = -136552.549130 nChanged 1 SP:Iteration 21Q (60.140214 sec): 3 clusters Score: Raw -137474.624739 + Penalty 922.005913 = -136552.618826 nChanged 1 SP:Iteration 22Q (60.145013 sec): 3 clusters Score: Raw -137474.867741 + Penalty 921.904281 = -136552.963460 nChanged 1 SP:Iteration 23Q (60.149813 sec): 3 clusters Score: Raw -137475.027569 + Penalty 921.904281 = -136553.123288 nChanged 0 SP:Iteration 24F (60.154752 sec): 3 clusters Score: Raw -137475.027569 + Penalty 921.904281 = -136553.123288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 15 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.157265 sec): 2 clusters Score: Raw -4381.831736 + Penalty 71.886775 = -4309.944961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.157651 sec): 3 clusters Score: Raw -4353.148331 + Penalty 150.606896 = -4202.541435 nChanged 26 SP:Iteration 1F (60.158030 sec): 3 clusters Score: Raw -4375.473620 + Penalty 158.162489 = -4217.311132 nChanged 3 SP:Iteration 2Q (60.158407 sec): 3 clusters Score: Raw -4380.581739 + Penalty 166.205919 = -4214.375820 nChanged 3 SP:Iteration 3F (60.158789 sec): 3 clusters Score: Raw -4388.348695 + Penalty 170.393424 = -4217.955271 nChanged 1 SP:Iteration 4Q (60.159156 sec): 3 clusters Score: Raw -4388.915407 + Penalty 170.393424 = -4218.521984 nChanged 0 SP:Iteration 5F (60.159550 sec): 3 clusters Score: Raw -4388.915407 + Penalty 170.393424 = -4218.521984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.160768 sec): 2 clusters Score: Raw -14891.065568 + Penalty 308.092447 = -14582.973122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.161506 sec): 3 clusters Score: Raw -14796.771512 + Penalty 627.596037 = -14169.175474 nChanged 74 SP:Iteration 1F (60.162231 sec): 3 clusters Score: Raw -14875.303319 + Penalty 637.660010 = -14237.643309 nChanged 22 SP:Iteration 2F (60.162954 sec): 3 clusters Score: Raw -14894.488615 + Penalty 642.835429 = -14251.653186 nChanged 11 SP:Iteration 3Q (60.163651 sec): 3 clusters Score: Raw -14906.122362 + Penalty 653.318531 = -14252.803831 nChanged 9 SP:Iteration 4Q (60.164339 sec): 3 clusters Score: Raw -14912.782894 + Penalty 661.851622 = -14250.931273 nChanged 4 SP:Iteration 5F (60.165036 sec): 3 clusters Score: Raw -14919.430635 + Penalty 665.925484 = -14253.505151 nChanged 2 SP:Iteration 6Q (60.165721 sec): 3 clusters Score: Raw -14925.150140 + Penalty 669.107522 = -14256.042618 nChanged 3 SP:Iteration 7Q (60.166402 sec): 3 clusters Score: Raw -14929.775092 + Penalty 667.306450 = -14262.468642 nChanged 2 SP:Iteration 8Q (60.167079 sec): 3 clusters Score: Raw -14931.715422 + Penalty 667.306450 = -14264.408972 nChanged 0 SP:Iteration 9F (60.167774 sec): 3 clusters Score: Raw -14931.715422 + Penalty 667.306450 = -14264.408972 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 17 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.171259 sec): 2 clusters Score: Raw -34644.991662 + Penalty 570.225581 = -34074.766081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.172628 sec): 3 clusters Score: Raw -34322.229191 + Penalty 1159.533472 = -33162.695719 nChanged 213 SP:Iteration 1F (60.173996 sec): 3 clusters Score: Raw -34489.545227 + Penalty 1185.529849 = -33304.015378 nChanged 70 SP:Iteration 2F (60.175328 sec): 3 clusters Score: Raw -34556.428078 + Penalty 1203.595639 = -33352.832439 nChanged 34 SP:Iteration 3F (60.176669 sec): 3 clusters Score: Raw -34583.813707 + Penalty 1214.258352 = -33369.555354 nChanged 28 SP:Iteration 4Q (60.177994 sec): 3 clusters Score: Raw -34601.426098 + Penalty 1222.137837 = -33379.288260 nChanged 19 SP:Iteration 5Q (60.179319 sec): 3 clusters Score: Raw -34619.128253 + Penalty 1233.944118 = -33385.184134 nChanged 16 SP:Iteration 6Q (60.180638 sec): 3 clusters Score: Raw -34633.900163 + Penalty 1241.344561 = -33392.555603 nChanged 11 SP:Iteration 7Q (60.181938 sec): 3 clusters Score: Raw -34643.551329 + Penalty 1247.009137 = -33396.542193 nChanged 8 SP:Iteration 8Q (60.183234 sec): 3 clusters Score: Raw -34649.990300 + Penalty 1255.554107 = -33394.436193 nChanged 12 SP:Iteration 9F (60.184588 sec): 3 clusters Score: Raw -34663.115875 + Penalty 1273.684830 = -33389.431045 nChanged 15 SP:Iteration 10F (60.185917 sec): 3 clusters Score: Raw -34680.254732 + Penalty 1291.596478 = -33388.658255 nChanged 16 SP:Iteration 11F (60.187250 sec): 3 clusters Score: Raw -34707.289510 + Penalty 1302.059285 = -33405.230224 nChanged 8 SP:Iteration 12Q (60.188513 sec): 3 clusters Score: Raw -34723.353661 + Penalty 1301.785249 = -33421.568413 nChanged 6 SP:Iteration 13Q (60.189733 sec): 3 clusters Score: Raw -34733.995972 + Penalty 1300.274022 = -33433.721950 nChanged 3 SP:Iteration 14Q (60.190941 sec): 3 clusters Score: Raw -34738.176697 + Penalty 1299.663049 = -33438.513648 nChanged 2 SP:Iteration 15Q (60.192154 sec): 3 clusters Score: Raw -34741.785036 + Penalty 1301.915745 = -33439.869291 nChanged 1 SP:Iteration 16Q (60.193352 sec): 3 clusters Score: Raw -34742.616910 + Penalty 1301.915745 = -33440.701165 nChanged 0 SP:Iteration 17F (60.194683 sec): 3 clusters Score: Raw -34742.616910 + Penalty 1301.915745 = -33440.701165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 19 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.196815 sec): 2 clusters Score: Raw -13459.350178 + Penalty 240.819634 = -13218.530544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.197470 sec): 3 clusters Score: Raw -13345.117338 + Penalty 466.194418 = -12878.922920 nChanged 79 SP:Iteration 1F (60.198112 sec): 3 clusters Score: Raw -13409.705519 + Penalty 467.833343 = -12941.872176 nChanged 19 SP:Iteration 2F (60.198757 sec): 3 clusters Score: Raw -13432.725643 + Penalty 481.379963 = -12951.345680 nChanged 13 SP:Iteration 3F (60.199398 sec): 3 clusters Score: Raw -13450.376285 + Penalty 491.639081 = -12958.737204 nChanged 8 SP:Iteration 4Q (60.200025 sec): 3 clusters Score: Raw -13456.393969 + Penalty 494.314681 = -12962.079288 nChanged 4 SP:Iteration 5Q (60.200643 sec): 3 clusters Score: Raw -13459.273118 + Penalty 494.705245 = -12964.567873 nChanged 1 SP:Iteration 6Q (60.201257 sec): 3 clusters Score: Raw -13459.307164 + Penalty 497.422773 = -12961.884391 nChanged 1 SP:Iteration 7F (60.201898 sec): 3 clusters Score: Raw -13459.572533 + Penalty 499.565401 = -12960.007132 nChanged 2 SP:Iteration 8F (60.202538 sec): 3 clusters Score: Raw -13460.586302 + Penalty 502.488981 = -12958.097321 nChanged 2 SP:Iteration 9F (60.203178 sec): 3 clusters Score: Raw -13463.014692 + Penalty 509.102463 = -12953.912229 nChanged 3 SP:Iteration 10F (60.203818 sec): 3 clusters Score: Raw -13463.776083 + Penalty 513.614280 = -12950.161802 nChanged 1 SP:Iteration 11F (60.204458 sec): 3 clusters Score: Raw -13463.786212 + Penalty 516.809667 = -12946.976546 nChanged 1 SP:Iteration 12F (60.205097 sec): 3 clusters Score: Raw -13464.119051 + Penalty 523.684839 = -12940.434211 nChanged 4 SP:Iteration 13F (60.205735 sec): 3 clusters Score: Raw -13468.108021 + Penalty 529.612443 = -12938.495578 nChanged 2 SP:Iteration 14F (60.206405 sec): 3 clusters Score: Raw -13469.572397 + Penalty 529.736734 = -12939.835663 nChanged 2 SP:Iteration 15Q (60.207013 sec): 3 clusters Score: Raw -13469.942102 + Penalty 529.736734 = -12940.205368 nChanged 0 SP:Iteration 16F (60.207655 sec): 3 clusters Score: Raw -13469.942102 + Penalty 529.736734 = -12940.205368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 21 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.208146 sec): 2 clusters Score: Raw -375.766336 + Penalty 170.886357 = -204.879979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.208373 sec): 3 clusters Score: Raw -374.662068 + Penalty 344.001159 = -30.660908 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 (60.208851 sec): 2 clusters Score: Raw -269.016373 + Penalty 150.218552 = -118.797821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.209066 sec): 3 clusters Score: Raw -265.078412 + Penalty 333.840397 = 68.761985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 23 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.210572 sec): 2 clusters Score: Raw -18637.705507 + Penalty 209.912638 = -18427.792869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.211481 sec): 3 clusters Score: Raw -18471.140712 + Penalty 434.590979 = -18036.549734 nChanged 146 SP:Iteration 1F (60.212372 sec): 3 clusters Score: Raw -18606.494268 + Penalty 452.604403 = -18153.889865 nChanged 48 SP:Iteration 2F (60.213253 sec): 3 clusters Score: Raw -18650.413758 + Penalty 455.133915 = -18195.279843 nChanged 10 SP:Iteration 3Q (60.214099 sec): 3 clusters Score: Raw -18655.410088 + Penalty 455.993498 = -18199.416590 nChanged 2 SP:Iteration 4Q (60.214941 sec): 3 clusters Score: Raw -18656.069557 + Penalty 457.447583 = -18198.621974 nChanged 1 SP:Iteration 5F (60.215792 sec): 3 clusters Score: Raw -18656.556654 + Penalty 460.558476 = -18195.998178 nChanged 3 SP:Iteration 6F (60.216722 sec): 3 clusters Score: Raw -18657.560790 + Penalty 463.554616 = -18194.006174 nChanged 3 SP:Iteration 7F (60.217612 sec): 3 clusters Score: Raw -18658.289864 + Penalty 467.657968 = -18190.631896 nChanged 4 SP:Iteration 8F (60.218500 sec): 3 clusters Score: Raw -18659.169389 + Penalty 468.604242 = -18190.565146 nChanged 2 SP:Iteration 9F (60.219390 sec): 3 clusters Score: Raw -18659.730190 + Penalty 469.449119 = -18190.281072 nChanged 1 SP:Iteration 10F (60.220276 sec): 3 clusters Score: Raw -18660.223336 + Penalty 470.917845 = -18189.305491 nChanged 1 SP:Iteration 11F (60.221155 sec): 3 clusters Score: Raw -18660.321340 + Penalty 472.626735 = -18187.694606 nChanged 1 SP:Iteration 12F (60.222025 sec): 3 clusters Score: Raw -18660.608754 + Penalty 475.807546 = -18184.801209 nChanged 3 SP:Iteration 13F (60.222879 sec): 3 clusters Score: Raw -18662.408516 + Penalty 480.854117 = -18181.554400 nChanged 4 SP:Iteration 14F (60.223730 sec): 3 clusters Score: Raw -18664.715407 + Penalty 485.524624 = -18179.190783 nChanged 4 SP:Iteration 15F (60.224581 sec): 3 clusters Score: Raw -18666.819896 + Penalty 488.805649 = -18178.014247 nChanged 2 SP:Iteration 16F (60.225432 sec): 3 clusters Score: Raw -18667.421859 + Penalty 493.089655 = -18174.332203 nChanged 2 SP:Iteration 17F (60.226282 sec): 3 clusters Score: Raw -18668.828838 + Penalty 493.089655 = -18175.739183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 25 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.227475 sec): 2 clusters Score: Raw -11448.405465 + Penalty 373.529119 = -11074.876346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.228161 sec): 3 clusters Score: Raw -11358.926222 + Penalty 740.787401 = -10618.138821 nChanged 69 SP:Iteration 1F (60.228840 sec): 3 clusters Score: Raw -11445.924359 + Penalty 735.861351 = -10710.063008 nChanged 24 SP:Iteration 2F (60.229543 sec): 3 clusters Score: Raw -11483.178719 + Penalty 739.545345 = -10743.633373 nChanged 9 SP:Iteration 3Q (60.230207 sec): 3 clusters Score: Raw -11501.439124 + Penalty 738.996751 = -10762.442373 nChanged 9 SP:Iteration 4Q (60.230869 sec): 3 clusters Score: Raw -11515.868686 + Penalty 740.981833 = -10774.886853 nChanged 6 SP:Iteration 5Q (60.231523 sec): 3 clusters Score: Raw -11522.226008 + Penalty 744.380475 = -10777.845534 nChanged 3 SP:Iteration 6Q (60.232175 sec): 3 clusters Score: Raw -11527.189513 + Penalty 745.044737 = -10782.144775 nChanged 1 SP:Iteration 7Q (60.232829 sec): 3 clusters Score: Raw -11528.492195 + Penalty 745.044737 = -10783.447458 nChanged 0 SP:Iteration 8F (60.233502 sec): 3 clusters Score: Raw -11528.492195 + Penalty 745.044737 = -10783.447458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.234472 sec): 2 clusters Score: Raw -11426.206677 + Penalty 701.651566 = -10724.555111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.235036 sec): 3 clusters Score: Raw -11418.155875 + Penalty 1396.928943 = -10021.226932 nChanged 33 SP:Iteration 1F (60.235588 sec): 3 clusters Score: Raw -11474.589292 + Penalty 1396.299634 = -10078.289658 nChanged 9 SP:Iteration 2Q (60.236131 sec): 3 clusters Score: Raw -11489.958450 + Penalty 1400.304500 = -10089.653951 nChanged 8 SP:Iteration 3Q (60.236665 sec): 3 clusters Score: Raw -11507.769353 + Penalty 1401.733669 = -10106.035685 nChanged 5 SP:Iteration 4Q (60.237193 sec): 3 clusters Score: Raw -11518.199778 + Penalty 1402.450715 = -10115.749063 nChanged 2 SP:Iteration 5Q (60.237718 sec): 3 clusters Score: Raw -11519.623560 + Penalty 1402.398476 = -10117.225084 nChanged 1 SP:Iteration 6Q (60.238241 sec): 3 clusters Score: Raw -11520.845550 + Penalty 1402.313971 = -10118.531579 nChanged 2 SP:Iteration 7Q (60.238765 sec): 3 clusters Score: Raw -11522.737875 + Penalty 1403.447096 = -10119.290779 nChanged 1 SP:Iteration 8Q (60.239288 sec): 3 clusters Score: Raw -11522.923934 + Penalty 1403.447096 = -10119.476838 nChanged 0 SP:Iteration 9F (60.239836 sec): 3 clusters Score: Raw -11522.923934 + Penalty 1403.447096 = -10119.476838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.241011 sec): 2 clusters Score: Raw -14383.258255 + Penalty 37.190292 = -14346.067962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.241752 sec): 3 clusters Score: Raw -14197.437641 + Penalty 74.798455 = -14122.639187 nChanged 125 SP:Iteration 1F (60.242485 sec): 3 clusters Score: Raw -14298.331597 + Penalty 74.692959 = -14223.638637 nChanged 19 SP:Iteration 2F (60.243217 sec): 3 clusters Score: Raw -14307.840976 + Penalty 74.482539 = -14233.358437 nChanged 17 SP:Iteration 3F (60.243949 sec): 3 clusters Score: Raw -14313.794787 + Penalty 74.291704 = -14239.503083 nChanged 16 SP:Iteration 4F (60.244681 sec): 3 clusters Score: Raw -14318.069086 + Penalty 74.095576 = -14243.973511 nChanged 11 SP:Iteration 5Q (60.245399 sec): 3 clusters Score: Raw -14321.695436 + Penalty 73.881533 = -14247.813903 nChanged 8 SP:Iteration 6Q (60.246116 sec): 3 clusters Score: Raw -14323.004533 + Penalty 73.849270 = -14249.155263 nChanged 2 SP:Iteration 7Q (60.246831 sec): 3 clusters Score: Raw -14323.299477 + Penalty 73.710538 = -14249.588939 nChanged 4 SP:Iteration 8Q (60.247547 sec): 3 clusters Score: Raw -14324.015281 + Penalty 73.697881 = -14250.317401 nChanged 3 SP:Iteration 9Q (60.248264 sec): 3 clusters Score: Raw -14324.586251 + Penalty 73.697785 = -14250.888465 nChanged 5 SP:Iteration 10F (60.248995 sec): 3 clusters Score: Raw -14325.250629 + Penalty 73.703478 = -14251.547152 nChanged 1 SP:Iteration 11Q (60.249716 sec): 3 clusters Score: Raw -14325.413718 + Penalty 73.719393 = -14251.694325 nChanged 2 SP:Iteration 12Q (60.250463 sec): 3 clusters Score: Raw -14325.566291 + Penalty 73.729650 = -14251.836641 nChanged 1 SP:Iteration 13Q (60.251183 sec): 3 clusters Score: Raw -14325.815255 + Penalty 73.754859 = -14252.060395 nChanged 2 SP:Iteration 14Q (60.251902 sec): 3 clusters Score: Raw -14325.984866 + Penalty 73.786466 = -14252.198400 nChanged 2 SP:Iteration 15Q (60.252623 sec): 3 clusters Score: Raw -14326.340534 + Penalty 73.609859 = -14252.730675 nChanged 4 SP:Iteration 16Q (60.253344 sec): 3 clusters Score: Raw -14327.311452 + Penalty 73.342883 = -14253.968569 nChanged 4 SP:Iteration 17Q (60.254063 sec): 3 clusters Score: Raw -14327.862855 + Penalty 73.250254 = -14254.612601 nChanged 4 SP:Iteration 18Q (60.254784 sec): 3 clusters Score: Raw -14329.090545 + Penalty 73.361880 = -14255.728665 nChanged 7 SP:Iteration 19Q (60.255505 sec): 3 clusters Score: Raw -14332.339592 + Penalty 73.090141 = -14259.249450 nChanged 12 SP:Iteration 20F (60.256235 sec): 3 clusters Score: Raw -14338.625206 + Penalty 73.520828 = -14265.104378 nChanged 13 SP:Iteration 21Q (60.256959 sec): 3 clusters Score: Raw -14349.672643 + Penalty 74.384705 = -14275.287938 nChanged 10 SP:Iteration 22Q (60.257683 sec): 3 clusters Score: Raw -14355.425602 + Penalty 74.394616 = -14281.030986 nChanged 3 SP:Iteration 23Q (60.258406 sec): 3 clusters Score: Raw -14355.922244 + Penalty 74.591120 = -14281.331124 nChanged 4 SP:Iteration 24Q (60.259130 sec): 3 clusters Score: Raw -14358.613294 + Penalty 73.168607 = -14285.444687 nChanged 6 SP:Iteration 25Q (60.259829 sec): 3 clusters Score: Raw -14361.625142 + Penalty 72.020283 = -14289.604859 nChanged 8 SP:Iteration 26Q (60.260536 sec): 3 clusters Score: Raw -14365.672050 + Penalty 72.537362 = -14293.134688 nChanged 5 SP:Iteration 27Q (60.261243 sec): 3 clusters Score: Raw -14369.433888 + Penalty 72.259614 = -14297.174274 nChanged 7 SP:Iteration 28Q (60.261946 sec): 3 clusters Score: Raw -14374.565158 + Penalty 73.012057 = -14301.553101 nChanged 4 SP:Iteration 29Q (60.262649 sec): 3 clusters Score: Raw -14377.807928 + Penalty 72.580402 = -14305.227527 nChanged 6 SP:Iteration 30F (60.263310 sec): 3 clusters Score: Raw -14382.229725 + Penalty 73.815840 = -14308.413885 nChanged 3 SP:Iteration 31Q (60.263969 sec): 3 clusters Score: Raw -14385.108224 + Penalty 75.126745 = -14309.981480 nChanged 3 SP:Iteration 32Q (60.264632 sec): 3 clusters Score: Raw -14389.595624 + Penalty 76.485984 = -14313.109640 nChanged 3 SP:Iteration 33Q (60.265272 sec): 3 clusters Score: Raw -14392.439286 + Penalty 77.796552 = -14314.642734 nChanged 1 SP:Iteration 34Q (60.265894 sec): 3 clusters Score: Raw -14393.230168 + Penalty 77.796552 = -14315.433616 nChanged 0 SP:Iteration 35F (60.266544 sec): 3 clusters Score: Raw -14393.230168 + Penalty 77.796552 = -14315.433616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.267786 sec): 2 clusters Score: Raw -15676.281838 + Penalty 762.285505 = -14913.996332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.268551 sec): 3 clusters Score: Raw -15693.272439 + Penalty 1523.989670 = -14169.282769 nChanged 77 SP:Iteration 1F (60.269311 sec): 3 clusters Score: Raw -15789.815228 + Penalty 1521.789157 = -14268.026071 nChanged 13 SP:Iteration 2Q (60.270039 sec): 3 clusters Score: Raw -15811.626170 + Penalty 1519.446756 = -14292.179413 nChanged 8 SP:Iteration 3Q (60.270764 sec): 3 clusters Score: Raw -15825.988119 + Penalty 1517.813022 = -14308.175097 nChanged 4 SP:Iteration 4Q (60.271482 sec): 3 clusters Score: Raw -15828.815888 + Penalty 1517.746642 = -14311.069246 nChanged 1 SP:Iteration 5Q (60.272198 sec): 3 clusters Score: Raw -15829.102469 + Penalty 1517.746642 = -14311.355827 nChanged 0 SP:Iteration 6F (60.272949 sec): 3 clusters Score: Raw -15829.102469 + Penalty 1517.746642 = -14311.355827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 33 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.273477 sec): 2 clusters Score: Raw -660.719531 + Penalty 193.959365 = -466.760166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.273715 sec): 3 clusters Score: Raw -674.496333 + Penalty 403.325107 = -271.171226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 34 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.274281 sec): 2 clusters Score: Raw -1932.699829 + Penalty 403.879832 = -1528.819998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.274563 sec): 3 clusters Score: Raw -1977.671173 + Penalty 809.840067 = -1167.831106 nChanged 1 SP:Iteration 1Q (60.274831 sec): 3 clusters Score: Raw -1980.526378 + Penalty 807.759663 = -1172.766715 nChanged 1 SP:Iteration 2Q (60.275097 sec): 3 clusters Score: Raw -1984.917133 + Penalty 807.759663 = -1177.157469 nChanged 0 SP:Iteration 3F (60.275374 sec): 3 clusters Score: Raw -1984.917133 + Penalty 807.759663 = -1177.157469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.276042 sec): 2 clusters Score: Raw -3783.375351 + Penalty 256.748111 = -3526.627240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.276389 sec): 3 clusters Score: Raw -3777.148089 + Penalty 513.078433 = -3264.069656 nChanged 9 SP:Iteration 1F (60.276730 sec): 3 clusters Score: Raw -3783.123710 + Penalty 513.496222 = -3269.627489 nChanged 1 SP:Iteration 2Q (60.277068 sec): 3 clusters Score: Raw -3783.860441 + Penalty 513.981182 = -3269.879260 nChanged 1 SP:Iteration 3Q (60.277404 sec): 3 clusters Score: Raw -3784.170039 + Penalty 514.864444 = -3269.305595 nChanged 1 SP:Iteration 4F (60.277744 sec): 3 clusters Score: Raw -3784.651088 + Penalty 514.864444 = -3269.786644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 37 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.278742 sec): 2 clusters Score: Raw -10502.363374 + Penalty 311.869725 = -10190.493648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.279320 sec): 3 clusters Score: Raw -10424.050944 + Penalty 622.126024 = -9801.924920 nChanged 48 SP:Iteration 1F (60.279882 sec): 3 clusters Score: Raw -10462.534709 + Penalty 622.845908 = -9839.688800 nChanged 20 SP:Iteration 2F (60.280435 sec): 3 clusters Score: Raw -10488.364584 + Penalty 622.289663 = -9866.074921 nChanged 7 SP:Iteration 3Q (60.280981 sec): 3 clusters Score: Raw -10496.106339 + Penalty 622.722540 = -9873.383799 nChanged 6 SP:Iteration 4Q (60.281526 sec): 3 clusters Score: Raw -10500.846142 + Penalty 621.920943 = -9878.925199 nChanged 5 SP:Iteration 5Q (60.282065 sec): 3 clusters Score: Raw -10503.960073 + Penalty 621.700542 = -9882.259531 nChanged 3 SP:Iteration 6Q (60.282603 sec): 3 clusters Score: Raw -10508.928195 + Penalty 621.658342 = -9887.269853 nChanged 2 SP:Iteration 7Q (60.283140 sec): 3 clusters Score: Raw -10510.378739 + Penalty 620.884758 = -9889.493980 nChanged 2 SP:Iteration 8Q (60.283675 sec): 3 clusters Score: Raw -10512.357645 + Penalty 620.740841 = -9891.616804 nChanged 3 SP:Iteration 9Q (60.284212 sec): 3 clusters Score: Raw -10514.868945 + Penalty 620.871202 = -9893.997743 nChanged 3 SP:Iteration 10F (60.284766 sec): 3 clusters Score: Raw -10516.671278 + Penalty 621.427975 = -9895.243303 nChanged 4 SP:Iteration 11Q (60.285302 sec): 3 clusters Score: Raw -10517.845879 + Penalty 621.427975 = -9896.417904 nChanged 0 SP:Iteration 12F (60.285855 sec): 3 clusters Score: Raw -10517.845879 + Penalty 621.427975 = -9896.417904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 38 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.286760 sec): 2 clusters Score: Raw -9492.270897 + Penalty 383.835941 = -9108.434956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.287303 sec): 3 clusters Score: Raw -9424.684315 + Penalty 768.914342 = -8655.769973 nChanged 38 SP:Iteration 1F (60.287843 sec): 3 clusters Score: Raw -9462.795729 + Penalty 771.252835 = -8691.542894 nChanged 14 SP:Iteration 2F (60.288367 sec): 3 clusters Score: Raw -9486.633582 + Penalty 771.474957 = -8715.158625 nChanged 9 SP:Iteration 3F (60.288892 sec): 3 clusters Score: Raw -9499.291638 + Penalty 773.315377 = -8725.976261 nChanged 6 SP:Iteration 4Q (60.289406 sec): 3 clusters Score: Raw -9506.339814 + Penalty 773.825743 = -8732.514071 nChanged 4 SP:Iteration 5Q (60.289917 sec): 3 clusters Score: Raw -9510.258820 + Penalty 774.773734 = -8735.485086 nChanged 1 SP:Iteration 6Q (60.290428 sec): 3 clusters Score: Raw -9511.542396 + Penalty 774.773734 = -8736.768663 nChanged 0 SP:Iteration 7F (60.290950 sec): 3 clusters Score: Raw -9511.542396 + Penalty 774.773734 = -8736.768663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 39 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.291472 sec): 2 clusters Score: Raw -1155.139142 + Penalty 261.903929 = -893.235213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.291728 sec): 3 clusters Score: Raw -1169.361923 + Penalty 525.127395 = -644.234528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.293455 sec): 2 clusters Score: Raw -22211.812976 + Penalty 140.061756 = -22071.751220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.294485 sec): 3 clusters Score: Raw -21954.955144 + Penalty 289.527855 = -21665.427289 nChanged 186 SP:Iteration 1F (60.295478 sec): 3 clusters Score: Raw -22082.156372 + Penalty 296.637470 = -21785.518902 nChanged 48 SP:Iteration 2F (60.296454 sec): 3 clusters Score: Raw -22108.623102 + Penalty 307.224736 = -21801.398365 nChanged 35 SP:Iteration 3F (60.297427 sec): 3 clusters Score: Raw -22137.833875 + Penalty 324.243431 = -21813.590444 nChanged 25 SP:Iteration 4F (60.298399 sec): 3 clusters Score: Raw -22158.910342 + Penalty 340.915275 = -21817.995067 nChanged 22 SP:Iteration 5Q (60.299365 sec): 3 clusters Score: Raw -22180.197568 + Penalty 367.458987 = -21812.738581 nChanged 18 SP:Iteration 6F (60.300335 sec): 3 clusters Score: Raw -22197.507545 + Penalty 383.727871 = -21813.779674 nChanged 11 SP:Iteration 7Q (60.301272 sec): 3 clusters Score: Raw -22207.439471 + Penalty 408.665847 = -21798.773625 nChanged 8 SP:Iteration 8F (60.302244 sec): 3 clusters Score: Raw -22219.400189 + Penalty 428.555026 = -21790.845164 nChanged 6 SP:Iteration 9F (60.303218 sec): 3 clusters Score: Raw -22229.006869 + Penalty 452.825091 = -21776.181778 nChanged 3 SP:Iteration 10F (60.304190 sec): 3 clusters Score: Raw -22235.841373 + Penalty 470.800617 = -21765.040756 nChanged 2 SP:Iteration 11F (60.305163 sec): 3 clusters Score: Raw -22240.840038 + Penalty 480.424381 = -21760.415657 nChanged 1 SP:Iteration 12F (60.306136 sec): 3 clusters Score: Raw -22241.487930 + Penalty 480.424381 = -21761.063549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.306630 sec): 2 clusters Score: Raw -311.064437 + Penalty 114.163724 = -196.900712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.306854 sec): 3 clusters Score: Raw -314.303155 + Penalty 234.283248 = -80.019907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 42 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.307414 sec): 2 clusters Score: Raw -1972.614184 + Penalty 370.950978 = -1601.663205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.307691 sec): 3 clusters Score: Raw -2018.458208 + Penalty 741.113619 = -1277.344589 nChanged 1 SP:Iteration 1Q (60.307982 sec): 3 clusters Score: Raw -2023.410152 + Penalty 741.113619 = -1282.296533 nChanged 0 SP:Iteration 2F (60.308254 sec): 3 clusters Score: Raw -2023.410152 + Penalty 741.113619 = -1282.296533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 43 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.308851 sec): 2 clusters Score: Raw -2574.023702 + Penalty 342.992345 = -2231.031357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.309156 sec): 3 clusters Score: Raw -2616.576444 + Penalty 695.107497 = -1921.468947 nChanged 1 SP:Iteration 1Q (60.309445 sec): 3 clusters Score: Raw -2617.232922 + Penalty 695.107497 = -1922.125426 nChanged 0 SP:Iteration 2F (60.309743 sec): 3 clusters Score: Raw -2617.232922 + Penalty 695.107497 = -1922.125426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 44 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.310323 sec): 2 clusters Score: Raw -2516.954306 + Penalty 398.493280 = -2118.461026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.310621 sec): 3 clusters Score: Raw -2554.076096 + Penalty 798.307499 = -1755.768597 nChanged 1 SP:Iteration 1Q (60.310907 sec): 3 clusters Score: Raw -2557.688595 + Penalty 798.307499 = -1759.381096 nChanged 0 SP:Iteration 2F (60.311200 sec): 3 clusters Score: Raw -2557.688595 + Penalty 798.307499 = -1759.381096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.312451 sec): 2 clusters Score: Raw -15502.092301 + Penalty 560.519022 = -14941.573279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.313190 sec): 3 clusters Score: Raw -15413.796814 + Penalty 1120.978597 = -14292.818217 nChanged 76 SP:Iteration 1F (60.313958 sec): 3 clusters Score: Raw -15510.618766 + Penalty 1121.513313 = -14389.105453 nChanged 26 SP:Iteration 2F (60.314687 sec): 3 clusters Score: Raw -15551.987990 + Penalty 1122.337686 = -14429.650303 nChanged 16 SP:Iteration 3F (60.315415 sec): 3 clusters Score: Raw -15575.051362 + Penalty 1121.777284 = -14453.274077 nChanged 11 SP:Iteration 4Q (60.316117 sec): 3 clusters Score: Raw -15595.308385 + Penalty 1121.680435 = -14473.627950 nChanged 6 SP:Iteration 5Q (60.316817 sec): 3 clusters Score: Raw -15612.116971 + Penalty 1121.706299 = -14490.410672 nChanged 6 SP:Iteration 6Q (60.317510 sec): 3 clusters Score: Raw -15619.736766 + Penalty 1121.867594 = -14497.869172 nChanged 2 SP:Iteration 7Q (60.318199 sec): 3 clusters Score: Raw -15621.641592 + Penalty 1121.998752 = -14499.642840 nChanged 1 SP:Iteration 8Q (60.318955 sec): 3 clusters Score: Raw -15621.921365 + Penalty 1121.998752 = -14499.922613 nChanged 0 SP:Iteration 9F (60.319711 sec): 3 clusters Score: Raw -15621.921365 + Penalty 1121.998752 = -14499.922613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.321177 sec): 2 clusters Score: Raw -20532.823293 + Penalty 509.570088 = -20023.253204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.322066 sec): 3 clusters Score: Raw -20403.578075 + Penalty 1018.870465 = -19384.707610 nChanged 103 SP:Iteration 1F (60.322938 sec): 3 clusters Score: Raw -20497.633516 + Penalty 1018.840124 = -19478.793392 nChanged 29 SP:Iteration 2F (60.323811 sec): 3 clusters Score: Raw -20526.991354 + Penalty 1019.116327 = -19507.875027 nChanged 15 SP:Iteration 3Q (60.324668 sec): 3 clusters Score: Raw -20541.418552 + Penalty 1019.885028 = -19521.533524 nChanged 11 SP:Iteration 4Q (60.325495 sec): 3 clusters Score: Raw -20554.692034 + Penalty 1020.385714 = -19534.306320 nChanged 8 SP:Iteration 5Q (60.326313 sec): 3 clusters Score: Raw -20560.152780 + Penalty 1021.718839 = -19538.433941 nChanged 6 SP:Iteration 6Q (60.327161 sec): 3 clusters Score: Raw -20562.858317 + Penalty 1021.883365 = -19540.974952 nChanged 8 SP:Iteration 7Q (60.327978 sec): 3 clusters Score: Raw -20570.426901 + Penalty 1021.725706 = -19548.701194 nChanged 4 SP:Iteration 8Q (60.328799 sec): 3 clusters Score: Raw -20573.694364 + Penalty 1022.470851 = -19551.223513 nChanged 5 SP:Iteration 9Q (60.329617 sec): 3 clusters Score: Raw -20575.712809 + Penalty 1022.986564 = -19552.726246 nChanged 2 SP:Iteration 10F (60.330453 sec): 3 clusters Score: Raw -20576.885250 + Penalty 1023.097349 = -19553.787901 nChanged 2 SP:Iteration 11Q (60.331269 sec): 3 clusters Score: Raw -20577.668137 + Penalty 1023.097349 = -19554.570788 nChanged 0 SP:Iteration 12F (60.332106 sec): 3 clusters Score: Raw -20577.668137 + Penalty 1023.097349 = -19554.570788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 47 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.332649 sec): 2 clusters Score: Raw -1392.992614 + Penalty 305.038026 = -1087.954588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.332910 sec): 3 clusters Score: Raw -1435.143950 + Penalty 611.033807 = -824.110143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.333677 sec): 2 clusters Score: Raw -5094.948897 + Penalty 307.825560 = -4787.123338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.334087 sec): 3 clusters Score: Raw -5076.723993 + Penalty 610.914711 = -4465.809282 nChanged 22 SP:Iteration 1F (60.334487 sec): 3 clusters Score: Raw -5106.413149 + Penalty 611.129626 = -4495.283523 nChanged 2 SP:Iteration 2Q (60.334882 sec): 3 clusters Score: Raw -5107.995950 + Penalty 611.129626 = -4496.866323 nChanged 0 SP:Iteration 3F (60.335281 sec): 3 clusters Score: Raw -5107.995950 + Penalty 611.129626 = -4496.866323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 50 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.335774 sec): 2 clusters Score: Raw -745.304411 + Penalty 243.742474 = -501.561936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.336010 sec): 3 clusters Score: Raw -761.194417 + Penalty 488.744523 = -272.449894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.336486 sec): 2 clusters Score: Raw -440.935192 + Penalty 192.549890 = -248.385302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.336711 sec): 3 clusters Score: Raw -458.188822 + Penalty 373.836936 = -84.351886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.337172 sec): 2 clusters Score: Raw -163.537814 + Penalty 84.912276 = -78.625538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.337381 sec): 3 clusters Score: Raw -157.085985 + Penalty 167.993037 = 10.907052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 54 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.337904 sec): 2 clusters Score: Raw -1230.650461 + Penalty 239.622269 = -991.028192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.338160 sec): 3 clusters Score: Raw -1251.555472 + Penalty 478.985257 = -772.570215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.338630 sec): 2 clusters Score: Raw -274.259106 + Penalty 104.168749 = -170.090357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.338845 sec): 3 clusters Score: Raw -272.362403 + Penalty 203.763780 = -68.598623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 61 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.339347 sec): 2 clusters Score: Raw -641.082451 + Penalty 238.981963 = -402.100488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.339577 sec): 3 clusters Score: Raw -656.271338 + Penalty 477.963926 = -178.307412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.340069 sec): 2 clusters Score: Raw -765.690749 + Penalty 177.822953 = -587.867795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.340307 sec): 3 clusters Score: Raw -792.435541 + Penalty 346.733334 = -445.702208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.340779 sec): 2 clusters Score: Raw -369.788730 + Penalty 137.702395 = -232.086335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.341000 sec): 3 clusters Score: Raw -368.982922 + Penalty 272.948178 = -96.034743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.341488 sec): 2 clusters Score: Raw -782.439507 + Penalty 248.646650 = -533.792857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.341724 sec): 3 clusters Score: Raw -813.515787 + Penalty 509.385186 = -304.130602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 73 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.342203 sec): 2 clusters Score: Raw -519.838798 + Penalty 165.352273 = -354.486525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.342424 sec): 3 clusters Score: Raw -519.001522 + Penalty 303.423552 = -215.577970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.342893 sec): 2 clusters Score: Raw -385.444906 + Penalty 175.138790 = -210.306117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.343113 sec): 3 clusters Score: Raw -387.976898 + Penalty 343.806162 = -44.170736 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 77 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.347829 sec): 2 clusters Score: Raw -43999.334391 + Penalty 80.256747 = -43919.077644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.349629 sec): 3 clusters Score: Raw -43435.941779 + Penalty 162.457533 = -43273.484246 nChanged 419 SP:Iteration 1F (60.351390 sec): 3 clusters Score: Raw -43801.130701 + Penalty 161.002304 = -43640.128397 nChanged 70 SP:Iteration 2F (60.353149 sec): 3 clusters Score: Raw -43834.963672 + Penalty 159.199714 = -43675.763958 nChanged 38 SP:Iteration 3Q (60.354895 sec): 3 clusters Score: Raw -43855.766100 + Penalty 156.289051 = -43699.477049 nChanged 30 SP:Iteration 4Q (60.356640 sec): 3 clusters Score: Raw -43875.580630 + Penalty 155.315997 = -43720.264632 nChanged 22 SP:Iteration 5Q (60.358383 sec): 3 clusters Score: Raw -43888.607056 + Penalty 154.313654 = -43734.293402 nChanged 20 SP:Iteration 6Q (60.360128 sec): 3 clusters Score: Raw -43901.595364 + Penalty 153.566890 = -43748.028474 nChanged 23 SP:Iteration 7Q (60.361868 sec): 3 clusters Score: Raw -43911.670598 + Penalty 152.369220 = -43759.301378 nChanged 19 SP:Iteration 8Q (60.363599 sec): 3 clusters Score: Raw -43921.549681 + Penalty 150.908241 = -43770.641440 nChanged 28 SP:Iteration 9Q (60.365319 sec): 3 clusters Score: Raw -43936.616406 + Penalty 150.425351 = -43786.191055 nChanged 19 SP:Iteration 10F (60.367125 sec): 3 clusters Score: Raw -43943.511891 + Penalty 150.515338 = -43792.996553 nChanged 21 SP:Iteration 11Q (60.368893 sec): 3 clusters Score: Raw -43954.573006 + Penalty 149.763706 = -43804.809300 nChanged 20 SP:Iteration 12Q (60.370568 sec): 3 clusters Score: Raw -43962.231343 + Penalty 149.569216 = -43812.662127 nChanged 21 SP:Iteration 13Q (60.372230 sec): 3 clusters Score: Raw -43970.996270 + Penalty 150.452792 = -43820.543478 nChanged 14 SP:Iteration 14Q (60.373871 sec): 3 clusters Score: Raw -43976.487179 + Penalty 151.301613 = -43825.185566 nChanged 14 SP:Iteration 15Q (60.375492 sec): 3 clusters Score: Raw -43983.111376 + Penalty 148.415165 = -43834.696211 nChanged 12 SP:Iteration 16Q (60.377088 sec): 3 clusters Score: Raw -43987.173542 + Penalty 147.961285 = -43839.212257 nChanged 5 SP:Iteration 17Q (60.378898 sec): 3 clusters Score: Raw -43988.286934 + Penalty 148.331522 = -43839.955412 nChanged 3 SP:Iteration 18Q (60.380617 sec): 3 clusters Score: Raw -43988.841362 + Penalty 148.332405 = -43840.508957 nChanged 6 SP:Iteration 19Q (60.382178 sec): 3 clusters Score: Raw -43990.175564 + Penalty 149.262632 = -43840.912932 nChanged 4 SP:Iteration 20F (60.383939 sec): 3 clusters Score: Raw -43990.640860 + Penalty 149.257575 = -43841.383285 nChanged 1 SP:Iteration 21Q (60.385491 sec): 3 clusters Score: Raw -43990.650806 + Penalty 149.861294 = -43840.789512 nChanged 2 SP:Iteration 22F (60.387250 sec): 3 clusters Score: Raw -43990.789229 + Penalty 150.497140 = -43840.292089 nChanged 2 SP:Iteration 23F (60.389065 sec): 3 clusters Score: Raw -43991.126769 + Penalty 150.827767 = -43840.299002 nChanged 1 SP:Iteration 24Q (60.390643 sec): 3 clusters Score: Raw -43991.348010 + Penalty 151.167238 = -43840.180773 nChanged 1 SP:Iteration 25F (60.392400 sec): 3 clusters Score: Raw -43991.703801 + Penalty 151.515848 = -43840.187953 nChanged 1 SP:Iteration 26Q (60.393946 sec): 3 clusters Score: Raw -43991.844244 + Penalty 151.515848 = -43840.328396 nChanged 0 SP:Iteration 27F (60.395705 sec): 3 clusters Score: Raw -43991.844244 + Penalty 151.515848 = -43840.328396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 79 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.397545 sec): 2 clusters Score: Raw -432.937648 + Penalty 181.668849 = -251.268799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.397776 sec): 3 clusters Score: Raw -444.784806 + Penalty 371.120071 = -73.664735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 81 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.398347 sec): 2 clusters Score: Raw -2152.536322 + Penalty 308.420899 = -1844.115423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.398637 sec): 3 clusters Score: Raw -2172.138108 + Penalty 617.967338 = -1554.170770 nChanged 3 SP:Iteration 1F (60.398918 sec): 3 clusters Score: Raw -2182.713128 + Penalty 617.967338 = -1564.745790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 82 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.399712 sec): 2 clusters Score: Raw -6862.826842 + Penalty 742.461366 = -6120.365475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.400145 sec): 3 clusters Score: Raw -6948.385261 + Penalty 1485.155235 = -5463.230026 nChanged 13 SP:Iteration 1F (60.400568 sec): 3 clusters Score: Raw -6987.013443 + Penalty 1484.922733 = -5502.090710 nChanged 2 SP:Iteration 2Q (60.400967 sec): 3 clusters Score: Raw -6995.100649 + Penalty 1485.046232 = -5510.054416 nChanged 1 SP:Iteration 3Q (60.401362 sec): 3 clusters Score: Raw -7000.289868 + Penalty 1485.046232 = -5515.243636 nChanged 0 SP:Iteration 4F (60.401785 sec): 3 clusters Score: Raw -7000.289868 + Penalty 1485.046232 = -5515.243636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.402284 sec): 2 clusters Score: Raw -268.167764 + Penalty 134.915080 = -133.252684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.402500 sec): 3 clusters Score: Raw -269.917231 + Penalty 284.595702 = 14.678471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.402968 sec): 2 clusters Score: Raw -286.744809 + Penalty 149.243379 = -137.501430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.403182 sec): 3 clusters Score: Raw -280.584543 + Penalty 300.356316 = 19.771773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 87 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.403653 sec): 2 clusters Score: Raw -436.813373 + Penalty 169.825591 = -266.987782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.403874 sec): 3 clusters Score: Raw -434.812744 + Penalty 335.390222 = -99.422523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 88 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.404354 sec): 2 clusters Score: Raw -600.452057 + Penalty 201.801638 = -398.650419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.404582 sec): 3 clusters Score: Raw -601.156546 + Penalty 405.149235 = -196.007311 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 (60.405039 sec): 2 clusters Score: Raw -113.456513 + Penalty 60.022086 = -53.434427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.405244 sec): 3 clusters Score: Raw -104.936079 + Penalty 120.044171 = 15.108092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 93 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.406077 sec): 2 clusters Score: Raw -6273.205349 + Penalty 104.487078 = -6168.718271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.406554 sec): 3 clusters Score: Raw -6215.073339 + Penalty 207.085296 = -6007.988043 nChanged 44 SP:Iteration 1F (60.407022 sec): 3 clusters Score: Raw -6251.416584 + Penalty 207.899228 = -6043.517356 nChanged 17 SP:Iteration 2F (60.407503 sec): 3 clusters Score: Raw -6271.569193 + Penalty 207.775294 = -6063.793899 nChanged 8 SP:Iteration 3F (60.407969 sec): 3 clusters Score: Raw -6278.820343 + Penalty 212.877504 = -6065.942839 nChanged 7 SP:Iteration 4Q (60.408436 sec): 3 clusters Score: Raw -6287.362185 + Penalty 220.163479 = -6067.198706 nChanged 7 SP:Iteration 5Q (60.408894 sec): 3 clusters Score: Raw -6296.090093 + Penalty 240.349844 = -6055.740249 nChanged 7 SP:Iteration 6F (60.409359 sec): 3 clusters Score: Raw -6312.212064 + Penalty 264.402054 = -6047.810009 nChanged 5 SP:Iteration 7F (60.409825 sec): 3 clusters Score: Raw -6323.957661 + Penalty 269.037921 = -6054.919740 nChanged 1 SP:Iteration 8Q (60.410254 sec): 3 clusters Score: Raw -6325.337128 + Penalty 269.037921 = -6056.299206 nChanged 0 SP:Iteration 9F (60.410719 sec): 3 clusters Score: Raw -6325.337128 + Penalty 269.037921 = -6056.299206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.411196 sec): 2 clusters Score: Raw -420.291596 + Penalty 165.878051 = -254.413544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.411420 sec): 3 clusters Score: Raw -430.623466 + Penalty 331.756103 = -98.867364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.411891 sec): 2 clusters Score: Raw -368.593851 + Penalty 148.582682 = -220.011169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.412124 sec): 3 clusters Score: Raw -369.875341 + Penalty 328.845310 = -41.030031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.412605 sec): 2 clusters Score: Raw -550.828751 + Penalty 195.363887 = -355.464864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.412834 sec): 3 clusters Score: Raw -575.157101 + Penalty 391.689557 = -183.467544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.413301 sec): 2 clusters Score: Raw -330.983744 + Penalty 173.245086 = -157.738658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.413518 sec): 3 clusters Score: Raw -335.632482 + Penalty 338.597902 = 2.965420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.413983 sec): 2 clusters Score: Raw -267.633016 + Penalty 156.483817 = -111.149199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.414199 sec): 3 clusters Score: Raw -270.676804 + Penalty 317.298201 = 46.621397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.414651 sec): 2 clusters Score: Raw -50.158484 + Penalty 0.000000 = -50.158484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.414839 sec): 2 clusters Score: Raw -50.158484 + Penalty 0.000000 = -50.158484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 117 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.415322 sec): 2 clusters Score: Raw -670.594083 + Penalty 251.221885 = -419.372198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.415551 sec): 3 clusters Score: Raw -673.156636 + Penalty 485.431545 = -187.725091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 118 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.416042 sec): 2 clusters Score: Raw -801.142989 + Penalty 233.061103 = -568.081886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.416277 sec): 3 clusters Score: Raw -821.604992 + Penalty 466.270721 = -355.334271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 119 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.416767 sec): 2 clusters Score: Raw -796.252597 + Penalty 213.834858 = -582.417738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.417002 sec): 3 clusters Score: Raw -803.965624 + Penalty 422.597487 = -381.368137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.417464 sec): 2 clusters Score: Raw -208.625690 + Penalty 69.188823 = -139.436867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.417676 sec): 3 clusters Score: Raw -205.454228 + Penalty 138.377646 = -67.076582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.418142 sec): 2 clusters Score: Raw -277.252467 + Penalty 138.583734 = -138.668733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.418355 sec): 3 clusters Score: Raw -273.079732 + Penalty 262.359182 = -10.720550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 133 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.418829 sec): 2 clusters Score: Raw -392.639415 + Penalty 170.265072 = -222.374343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.419063 sec): 3 clusters Score: Raw -392.689699 + Penalty 370.487412 = -22.202287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.419536 sec): 2 clusters Score: Raw -393.327110 + Penalty 125.494455 = -267.832655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.419757 sec): 3 clusters Score: Raw -416.154941 + Penalty 250.988910 = -165.166031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 139 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.420214 sec): 2 clusters Score: Raw -107.680764 + Penalty 52.926608 = -54.754156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.420418 sec): 3 clusters Score: Raw -101.589834 + Penalty 105.853215 = 4.263382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 140 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.421455 sec): 2 clusters Score: Raw -10329.109143 + Penalty 49.211769 = -10279.897374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.422086 sec): 3 clusters Score: Raw -10190.037043 + Penalty 97.364455 = -10092.672588 nChanged 103 SP:Iteration 1F (60.422708 sec): 3 clusters Score: Raw -10282.655071 + Penalty 100.244681 = -10182.410390 nChanged 24 SP:Iteration 2F (60.423326 sec): 3 clusters Score: Raw -10327.406463 + Penalty 100.322742 = -10227.083721 nChanged 5 SP:Iteration 3Q (60.423929 sec): 3 clusters Score: Raw -10332.725032 + Penalty 100.478371 = -10232.246660 nChanged 3 SP:Iteration 4Q (60.424521 sec): 3 clusters Score: Raw -10335.543166 + Penalty 99.953207 = -10235.589959 nChanged 1 SP:Iteration 5Q (60.425109 sec): 3 clusters Score: Raw -10335.948569 + Penalty 99.953207 = -10235.995362 nChanged 0 SP:Iteration 6F (60.425725 sec): 3 clusters Score: Raw -10335.948569 + Penalty 99.953207 = -10235.995362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.426186 sec): 2 clusters Score: Raw -51.713710 + Penalty 0.000000 = -51.713710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.426376 sec): 2 clusters Score: Raw -51.713710 + Penalty 0.000000 = -51.713710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.426838 sec): 2 clusters Score: Raw -232.673623 + Penalty 129.530336 = -103.143287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.427051 sec): 3 clusters Score: Raw -226.176468 + Penalty 281.108517 = 54.932049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.427511 sec): 2 clusters Score: Raw -164.941623 + Penalty 90.095699 = -74.845925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.427715 sec): 3 clusters Score: Raw -162.642916 + Penalty 208.373678 = 45.730762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 171 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.428183 sec): 2 clusters Score: Raw -277.683096 + Penalty 136.211264 = -141.471832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.428398 sec): 3 clusters Score: Raw -276.343461 + Penalty 283.998377 = 7.654916 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 (60.428862 sec): 2 clusters Score: Raw -218.211762 + Penalty 119.894422 = -98.317340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.429074 sec): 3 clusters Score: Raw -212.722509 + Penalty 231.170815 = 18.448305 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 (60.429554 sec): 2 clusters Score: Raw -110.959836 + Penalty 62.006024 = -48.953812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.429760 sec): 3 clusters Score: Raw -103.853621 + Penalty 124.012049 = 20.158427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.430213 sec): 2 clusters Score: Raw -51.374578 + Penalty 0.000000 = -51.374578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.430403 sec): 2 clusters Score: Raw -51.374578 + Penalty 0.000000 = -51.374578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.430860 sec): 2 clusters Score: Raw -112.559033 + Penalty 62.456265 = -50.102768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.431064 sec): 3 clusters Score: Raw -104.493843 + Penalty 124.912530 = 20.418687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.431524 sec): 2 clusters Score: Raw -167.992675 + Penalty 93.327768 = -74.664907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.431734 sec): 3 clusters Score: Raw -161.393915 + Penalty 200.150516 = 38.756601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 200 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.432378 sec): 2 clusters Score: Raw -3176.065791 + Penalty 174.640112 = -3001.425680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.432717 sec): 3 clusters Score: Raw -3168.665233 + Penalty 351.527703 = -2817.137530 nChanged 12 SP:Iteration 1F (60.433055 sec): 3 clusters Score: Raw -3177.666194 + Penalty 369.279371 = -2808.386823 nChanged 6 SP:Iteration 2F (60.433393 sec): 3 clusters Score: Raw -3187.704243 + Penalty 397.680116 = -2790.024127 nChanged 5 SP:Iteration 3F (60.433728 sec): 3 clusters Score: Raw -3196.955000 + Penalty 405.176327 = -2791.778673 nChanged 1 SP:Iteration 4Q (60.434055 sec): 3 clusters Score: Raw -3199.881667 + Penalty 405.176327 = -2794.705340 nChanged 0 SP:Iteration 5F (60.434389 sec): 3 clusters Score: Raw -3199.881667 + Penalty 405.176327 = -2794.705340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.434845 sec): 2 clusters Score: Raw -53.215157 + Penalty 0.000000 = -53.215157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.435036 sec): 2 clusters Score: Raw -53.215157 + Penalty 0.000000 = -53.215157 nChanged 0 Deleting Class 99 (6 points): Lose 48.209270 but Gain 982.726952 Iteration 119Q (60.870004 sec): 88 clusters Score: Raw -1176750.072576 + Penalty 67772.107736 = -1108977.964840 nChanged 35 Deleting Class 61 (12 points): Lose 49.388697 but Gain 977.477337 Iteration 120F (61.931228 sec): 87 clusters Score: Raw -1176721.349123 + Penalty 66824.256770 = -1109897.092353 nChanged 38 Deleting Class 117 (12 points): Lose 104.295818 but Gain 1027.540724 Iteration 121Q (62.041357 sec): 86 clusters Score: Raw -1176639.520078 + Penalty 65907.202868 = -1110732.317210 nChanged 35 Deleting Class 22 (6 points): Lose 62.099186 but Gain 1045.683346 Iteration 122Q (62.152474 sec): 85 clusters Score: Raw -1176621.330549 + Penalty 64871.697643 = -1111749.632906 nChanged 17 Deleting Class 165 (4 points): Lose 27.595699 but Gain 949.658995 Iteration 123Q (62.262702 sec): 84 clusters Score: Raw -1176611.573383 + Penalty 63928.539640 = -1112683.033743 nChanged 11 Deleting Class 85 (5 points): Lose 26.293704 but Gain 942.480769 Iteration 124Q (62.371194 sec): 83 clusters Score: Raw -1176594.312460 + Penalty 62988.382553 = -1113605.929907 nChanged 10 Deleting Class 106 (5 points): Lose 72.383192 but Gain 988.204562 Iteration 125Q (62.478180 sec): 82 clusters Score: Raw -1176529.017216 + Penalty 62006.467997 = -1114522.549219 nChanged 10 Deleting Class 207 (1 points): Lose 6.858243 but Gain 914.261015 Iteration 126Q (62.584590 sec): 81 clusters Score: Raw -1176537.701109 + Penalty 61086.629065 = -1115451.072044 nChanged 6 Deleting Class 191 (2 points): Lose 9.239765 but Gain 915.803290 Iteration 127Q (62.691410 sec): 80 clusters Score: Raw -1176532.465497 + Penalty 60170.978441 = -1116361.487056 nChanged 5 Deleting Class 173 (2 points): Lose 8.295204 but Gain 909.201360 Iteration 128Q (62.797944 sec): 79 clusters Score: Raw -1176527.820573 + Penalty 59262.650444 = -1117265.170128 nChanged 5 Deleting Class 34 (38 points): Lose 227.701330 but Gain 1128.471328 Iteration 129Q (62.903270 sec): 78 clusters Score: Raw -1176303.519725 + Penalty 58163.647442 = -1118139.872283 nChanged 40 Deleting Class 74 (7 points): Lose 33.315082 but Gain 914.768523 Iteration 130F (63.844874 sec): 77 clusters Score: Raw -1176362.911254 + Penalty 57262.616944 = -1119100.294311 nChanged 21 Deleting Class 42 (39 points): Lose 161.855330 but Gain 1040.456885 Iteration 131Q (63.949780 sec): 76 clusters Score: Raw -1176216.825960 + Penalty 56252.524815 = -1119964.301145 nChanged 49 Deleting Class 44 (48 points): Lose 175.567501 but Gain 1054.493572 Iteration 132Q (64.055266 sec): 75 clusters Score: Raw -1176107.872173 + Penalty 55396.932937 = -1120710.939236 nChanged 68 Deleting Class 52 (4 points): Lose 20.764206 but Gain 923.300953 Iteration 133Q (64.161739 sec): 74 clusters Score: Raw -1176175.844034 + Penalty 54481.312513 = -1121694.531520 nChanged 24 Deleting Class 50 (14 points): Lose 64.397744 but Gain 938.715615 Iteration 134Q (64.266216 sec): 73 clusters Score: Raw -1176128.187870 + Penalty 53555.963503 = -1122572.224367 nChanged 27 Deleting Class 89 (2 points): Lose 6.612727 but Gain 880.110642 Iteration 135Q (64.370081 sec): 72 clusters Score: Raw -1176146.684073 + Penalty 52679.300590 = -1123467.383483 nChanged 17 Deleting Class 21 (7 points): Lose 28.347827 but Gain 892.557614 Iteration 136Q (64.473235 sec): 71 clusters Score: Raw -1176127.123768 + Penalty 51791.251183 = -1124335.872585 nChanged 20 Deleting Class 82 (126 points): Lose 705.433278 but Gain 1564.102459 Iteration 137Q (64.576801 sec): 70 clusters Score: Raw -1175432.480567 + Penalty 50408.714472 = -1125023.766095 nChanged 127 Deleting Class 133 (7 points): Lose 37.727225 but Gain 889.312577 Iteration 138Q (64.682819 sec): 69 clusters Score: Raw -1175895.859825 + Penalty 49540.051791 = -1126355.808034 nChanged 38 Deleting Class 130 (5 points): Lose 23.577207 but Gain 875.164481 Iteration 139Q (64.787923 sec): 68 clusters Score: Raw -1175917.994691 + Penalty 48666.398006 = -1127251.596686 nChanged 21 Deleting Class 194 (3 points): Lose 13.220151 but Gain 863.411996 Iteration 140F (65.609522 sec): 67 clusters Score: Raw -1175930.075170 + Penalty 47819.045792 = -1128111.029378 nChanged 15 Deleting Class 79 (8 points): Lose 38.157567 but Gain 887.943640 Iteration 141Q (65.710863 sec): 66 clusters Score: Raw -1175911.087189 + Penalty 46944.341261 = -1128966.745928 nChanged 18 Deleting Class 172 (4 points): Lose 34.229386 but Gain 879.012746 Iteration 142Q (65.812801 sec): 65 clusters Score: Raw -1175898.250502 + Penalty 46067.174762 = -1129831.075741 nChanged 9 Deleting Class 72 (15 points): Lose 93.930272 but Gain 933.206067 Iteration 143Q (65.913450 sec): 64 clusters Score: Raw -1175815.551637 + Penalty 45153.534466 = -1130662.017171 nChanged 26 Deleting Class 47 (27 points): Lose 111.017923 but Gain 940.675702 Iteration 144Q (66.013497 sec): 63 clusters Score: Raw -1175736.833854 + Penalty 44238.211099 = -1131498.622756 nChanged 35 Deleting Class 118 (16 points): Lose 80.972267 but Gain 897.456633 Iteration 145Q (66.114383 sec): 62 clusters Score: Raw -1175712.269707 + Penalty 43447.062283 = -1132265.207424 nChanged 32 Deleting Class 84 (6 points): Lose 45.313621 but Gain 902.046730 Iteration 146Q (66.215329 sec): 61 clusters Score: Raw -1175729.939606 + Penalty 42367.562768 = -1133362.376838 nChanged 25 Deleting Class 88 (11 points): Lose 41.207305 but Gain 855.354468 Iteration 147Q (66.315152 sec): 60 clusters Score: Raw -1175723.914030 + Penalty 41521.482899 = -1134202.431132 nChanged 20 Deleting Class 170 (3 points): Lose 29.183995 but Gain 833.510847 Iteration 148Q (66.414117 sec): 59 clusters Score: Raw -1175711.450106 + Penalty 40698.409908 = -1135013.040197 nChanged 11 Deleting Class 171 (5 points): Lose 68.869674 but Gain 860.182190 Iteration 149Q (66.511623 sec): 58 clusters Score: Raw -1175659.346670 + Penalty 39839.321197 = -1135820.025473 nChanged 8 Deleting Class 94 (8 points): Lose 30.445251 but Gain 810.762888 Iteration 150F (67.215307 sec): 57 clusters Score: Raw -1175643.276981 + Penalty 39030.418565 = -1136612.858417 nChanged 8 Deleting Class 39 (30 points): Lose 120.077009 but Gain 896.864234 Iteration 151Q (67.312109 sec): 56 clusters Score: Raw -1175533.219773 + Penalty 38168.464007 = -1137364.755766 nChanged 30 Deleting Class 51 (9 points): Lose 122.284221 but Gain 890.677495 Iteration 152Q (67.409047 sec): 55 clusters Score: Raw -1175451.311236 + Penalty 37272.784623 = -1138178.526613 nChanged 18 Deleting Class 139 (2 points): Lose 15.259996 but Gain 776.068844 Iteration 153Q (67.505477 sec): 54 clusters Score: Raw -1175478.466332 + Penalty 36506.058081 = -1138972.408251 nChanged 13 Deleting Class 95 (7 points): Lose 25.993146 but Gain 776.063148 Iteration 154Q (67.600446 sec): 53 clusters Score: Raw -1175463.694819 + Penalty 35741.394742 = -1139722.300077 nChanged 11 Deleting Class 33 (15 points): Lose 100.320357 but Gain 829.305722 Iteration 155Q (67.695219 sec): 52 clusters Score: Raw -1175375.716998 + Penalty 34936.776053 = -1140438.940945 nChanged 23 Deleting Class 119 (15 points): Lose 85.718105 but Gain 802.552485 Iteration 156Q (67.790671 sec): 51 clusters Score: Raw -1175334.823647 + Penalty 34206.832124 = -1141127.991523 nChanged 25 Deleting Class 96 (12 points): Lose 95.058561 but Gain 807.995858 Iteration 157Q (67.885026 sec): 50 clusters Score: Raw -1175272.186735 + Penalty 33431.587157 = -1141840.599578 nChanged 21 Deleting Class 87 (7 points): Lose 91.912053 but Gain 793.134807 Iteration 158Q (67.979117 sec): 49 clusters Score: Raw -1175222.417922 + Penalty 32654.073072 = -1142568.344851 nChanged 11 Deleting Class 43 (53 points): Lose 207.265136 but Gain 906.803663 Iteration 159Q (68.071658 sec): 48 clusters Score: Raw -1175027.077255 + Penalty 31744.213627 = -1143282.863628 nChanged 57 Deleting Class 54 (31 points): Lose 128.862041 but Gain 833.095606 Iteration 160F (68.655654 sec): 47 clusters Score: Raw -1174984.565249 + Penalty 30806.927102 = -1144177.638147 nChanged 48 Deleting Class 81 (50 points): Lose 202.845374 but Gain 899.069984 Iteration 161Q (68.749626 sec): 46 clusters Score: Raw -1174854.021680 + Penalty 29964.074804 = -1144889.946876 nChanged 73 Deleting Class 67 (7 points): Lose 31.559148 but Gain 719.234254 Iteration 162Q (68.842819 sec): 45 clusters Score: Raw -1174953.095452 + Penalty 29277.525129 = -1145675.570324 nChanged 41 Deleting Class 73 (10 points): Lose 57.131863 but Gain 729.871041 Iteration 163Q (68.934879 sec): 44 clusters Score: Raw -1174927.161968 + Penalty 28571.556144 = -1146355.605824 nChanged 40 Deleting Class 55 (5 points): Lose 17.221177 but Gain 657.831811 Iteration 164Q (69.026263 sec): 43 clusters Score: Raw -1174937.437477 + Penalty 27918.233113 = -1147019.204364 nChanged 32 Deleting Class 41 (6 points): Lose 33.960722 but Gain 647.589907 Iteration 165Q (69.116367 sec): 42 clusters Score: Raw -1174919.227428 + Penalty 27269.765678 = -1147649.461750 nChanged 14 Deleting Class 185 (1 points): Lose 1.544765 but Gain 612.676645 Iteration 166Q (69.206420 sec): 41 clusters Score: Raw -1174927.646112 + Penalty 26657.583892 = -1148270.062220 nChanged 4 Deleting Class 66 (16 points): Lose 69.396429 but Gain 667.110114 Iteration 167Q (69.295123 sec): 40 clusters Score: Raw -1174861.168884 + Penalty 25991.154897 = -1148870.013987 nChanged 17 Deleting Class 162 (2 points): Lose 15.551968 but Gain 566.482138 Iteration 168Q (69.383928 sec): 39 clusters Score: Raw -1174876.859339 + Penalty 25427.951788 = -1149448.907551 nChanged 5 Deleting Class 12 (38 points): Lose 1135.672186 but Gain 1648.990176 Iteration 169Q (69.473529 sec): 38 clusters Score: Raw -1173744.591784 + Penalty 24011.622240 = -1149732.969544 nChanged 42 Deleting Class 135 (8 points): Lose 103.134356 but Gain 613.379805 Iteration 170F (69.940277 sec): 37 clusters Score: Raw -1173752.697252 + Penalty 23413.008385 = -1150339.688867 nChanged 20 Deleting Class 123 (5 points): Lose 42.646945 but Gain 543.519727 Iteration 171Q (70.028847 sec): 36 clusters Score: Raw -1173743.020042 + Penalty 22875.659213 = -1150867.360829 nChanged 23 Deleting Class 5 (92 points): Lose 413.206752 but Gain 873.616296 Iteration 172Q (70.116214 sec): 35 clusters Score: Raw -1173358.228244 + Penalty 22063.685960 = -1151294.542283 nChanged 112 Deleting Class 109 (1 points): Lose 8.886051 but Gain 447.990886 Iteration 173Q (70.203635 sec): 34 clusters Score: Raw -1173601.929900 + Penalty 21641.484657 = -1151960.445242 nChanged 57 Deleting Class 38 (179 points): Lose 405.220046 but Gain 755.056366 Iteration 174Q (70.290312 sec): 33 clusters Score: Raw -1173233.810371 + Penalty 20950.323043 = -1152283.487328 nChanged 206 Deleting Class 49 (156 points): Lose 496.548887 but Gain 746.932366 Iteration 175Q (70.378300 sec): 32 clusters Score: Raw -1173056.134467 + Penalty 20270.391514 = -1152785.742953 nChanged 200 Deleting Class 35 (145 points): Lose 568.065372 but Gain 783.271906 Iteration 176Q (70.465156 sec): 31 clusters Score: Raw -1172883.541748 + Penalty 19531.122786 = -1153352.418962 nChanged 237 Deleting Class 200 (95 points): Lose 470.001380 but Gain 527.935104 Iteration 177Q (70.551118 sec): 30 clusters Score: Raw -1172703.283397 + Penalty 18994.650472 = -1153708.632925 nChanged 172 Deleting Class 19 (252 points): Lose 406.590464 but Gain 438.817071 Iteration 178Q (70.635980 sec): 29 clusters Score: Raw -1172637.249095 + Penalty 18535.325525 = -1154101.923570 nChanged 333 Iteration 179Q (70.721737 sec): 29 clusters Score: Raw -1172998.244151 + Penalty 18538.828901 = -1154459.415250 nChanged 97 Iteration 180F (71.085234 sec): 29 clusters Score: Raw -1173032.470873 + Penalty 18542.263187 = -1154490.207687 nChanged 67 Iteration 181Q (71.168172 sec): 29 clusters Score: Raw -1173056.419695 + Penalty 18543.374543 = -1154513.045152 nChanged 54 Iteration 182Q (71.251220 sec): 29 clusters Score: Raw -1173073.505287 + Penalty 18541.072609 = -1154532.432678 nChanged 39 Iteration 183Q (71.333884 sec): 29 clusters Score: Raw -1173084.543440 + Penalty 18544.410832 = -1154540.132608 nChanged 30 Iteration 184Q (71.416620 sec): 29 clusters Score: Raw -1173094.535299 + Penalty 18547.468852 = -1154547.066447 nChanged 23 Iteration 185Q (71.499026 sec): 29 clusters Score: Raw -1173100.572300 + Penalty 18554.351733 = -1154546.220567 nChanged 16 Iteration 186F (71.861977 sec): 29 clusters Score: Raw -1173107.257391 + Penalty 18556.751682 = -1154550.505709 nChanged 15 Iteration 187Q (71.944975 sec): 29 clusters Score: Raw -1173111.527708 + Penalty 18558.294966 = -1154553.232741 nChanged 9 Iteration 188Q (72.027845 sec): 29 clusters Score: Raw -1173113.247376 + Penalty 18558.151012 = -1154555.096365 nChanged 1 Iteration 189Q (72.110647 sec): 29 clusters Score: Raw -1173113.265769 + Penalty 18557.881885 = -1154555.383883 nChanged 2 Iteration 190F (72.473298 sec): 29 clusters Score: Raw -1173113.291489 + Penalty 18557.475904 = -1154555.815585 nChanged 2 Iteration 191Q (72.556438 sec): 29 clusters Score: Raw -1173113.376466 + Penalty 18557.387270 = -1154555.989197 nChanged 2 Iteration 192Q (72.639251 sec): 29 clusters Score: Raw -1173113.402240 + Penalty 18557.243966 = -1154556.158274 nChanged 1 Iteration 193Q (72.721924 sec): 29 clusters Score: Raw -1173113.418812 + Penalty 18557.055065 = -1154556.363747 nChanged 1 Iteration 194Q (72.805028 sec): 29 clusters Score: Raw -1173113.419981 + Penalty 18557.055065 = -1154556.364916 nChanged 0 Iteration 195F (73.168617 sec): 29 clusters Score: Raw -1173113.419981 + Penalty 18557.055065 = -1154556.364916 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 -1173113.419981 + Penalty 18557.055065 = -1154556.364916Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.220717 sec): 2 clusters Score: Raw -8128.942434 + Penalty 506.163786 = -7622.778647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.221324 sec): 3 clusters Score: Raw -8148.454788 + Penalty 1052.778527 = -7095.676262 nChanged 30 SP:Iteration 1F (73.221884 sec): 3 clusters Score: Raw -8214.745697 + Penalty 1077.730535 = -7137.015162 nChanged 14 SP:Iteration 2F (73.222441 sec): 3 clusters Score: Raw -8247.176787 + Penalty 1086.925574 = -7160.251212 nChanged 4 SP:Iteration 3Q (73.222955 sec): 3 clusters Score: Raw -8254.553629 + Penalty 1086.925574 = -7167.628055 nChanged 0 SP:Iteration 4F (73.223509 sec): 3 clusters Score: Raw -8254.553629 + Penalty 1086.925574 = -7167.628055 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.233215 sec): 2 clusters Score: Raw -92908.014833 + Penalty 392.119764 = -92515.895069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.236684 sec): 3 clusters Score: Raw -91726.177442 + Penalty 782.660954 = -90943.516489 nChanged 791 SP:Iteration 1F (73.240096 sec): 3 clusters Score: Raw -92140.445517 + Penalty 788.031327 = -91352.414190 nChanged 322 SP:Iteration 2F (73.243503 sec): 3 clusters Score: Raw -92421.681217 + Penalty 817.052634 = -91604.628583 nChanged 207 SP:Iteration 3F (73.246881 sec): 3 clusters Score: Raw -92623.167649 + Penalty 846.454966 = -91776.712684 nChanged 134 SP:Iteration 4F (73.250254 sec): 3 clusters Score: Raw -92749.271499 + Penalty 877.390866 = -91871.880633 nChanged 84 SP:Iteration 5Q (73.253394 sec): 3 clusters Score: Raw -92835.971502 + Penalty 918.019097 = -91917.952405 nChanged 56 SP:Iteration 6Q (73.256386 sec): 3 clusters Score: Raw -92887.783421 + Penalty 943.387733 = -91944.395688 nChanged 32 SP:Iteration 7Q (73.259288 sec): 3 clusters Score: Raw -92916.875101 + Penalty 966.711574 = -91950.163527 nChanged 22 SP:Iteration 8Q (73.262136 sec): 3 clusters Score: Raw -92938.724353 + Penalty 963.098053 = -91975.626299 nChanged 10 SP:Iteration 9Q (73.264938 sec): 3 clusters Score: Raw -92948.793858 + Penalty 964.079580 = -91984.714278 nChanged 4 SP:Iteration 10F (73.268299 sec): 3 clusters Score: Raw -92953.351054 + Penalty 966.107989 = -91987.243066 nChanged 1 SP:Iteration 11Q (73.271092 sec): 3 clusters Score: Raw -92955.925020 + Penalty 966.107989 = -91989.817031 nChanged 0 SP:Iteration 12F (73.274452 sec): 3 clusters Score: Raw -92955.925020 + Penalty 966.107989 = -91989.817031 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (1434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.278615 sec): 2 clusters Score: Raw -70161.381163 + Penalty 49.575663 = -70111.805500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.281358 sec): 3 clusters Score: Raw -69257.849100 + Penalty 96.626821 = -69161.222279 nChanged 665 SP:Iteration 1F (73.284016 sec): 3 clusters Score: Raw -69744.013765 + Penalty 91.834966 = -69652.178800 nChanged 157 SP:Iteration 2F (73.286650 sec): 3 clusters Score: Raw -69933.033482 + Penalty 90.072689 = -69842.960794 nChanged 96 SP:Iteration 3F (73.289089 sec): 3 clusters Score: Raw -70028.958341 + Penalty 89.516341 = -69939.442000 nChanged 59 SP:Iteration 4Q (73.291366 sec): 3 clusters Score: Raw -70078.700175 + Penalty 88.985141 = -69989.715034 nChanged 42 SP:Iteration 5Q (73.293595 sec): 3 clusters Score: Raw -70106.106786 + Penalty 89.008129 = -70017.098657 nChanged 22 SP:Iteration 6Q (73.295732 sec): 3 clusters Score: Raw -70118.165606 + Penalty 88.685634 = -70029.479973 nChanged 18 SP:Iteration 7Q (73.297855 sec): 3 clusters Score: Raw -70126.037850 + Penalty 88.330723 = -70037.707127 nChanged 7 SP:Iteration 8Q (73.299963 sec): 3 clusters Score: Raw -70128.590314 + Penalty 88.292035 = -70040.298279 nChanged 5 SP:Iteration 9Q (73.302062 sec): 3 clusters Score: Raw -70130.615335 + Penalty 88.265225 = -70042.350110 nChanged 6 SP:Iteration 10F (73.304516 sec): 3 clusters Score: Raw -70133.459709 + Penalty 88.313675 = -70045.146034 nChanged 3 SP:Iteration 11Q (73.306602 sec): 3 clusters Score: Raw -70135.055735 + Penalty 88.182393 = -70046.873342 nChanged 6 SP:Iteration 12Q (73.308700 sec): 3 clusters Score: Raw -70136.731390 + Penalty 88.243235 = -70048.488155 nChanged 3 SP:Iteration 13Q (73.310786 sec): 3 clusters Score: Raw -70136.752036 + Penalty 88.252247 = -70048.499789 nChanged 2 SP:Iteration 14Q (73.312870 sec): 3 clusters Score: Raw -70136.620391 + Penalty 88.301797 = -70048.318594 nChanged 2 SP:Iteration 15F (73.315331 sec): 3 clusters Score: Raw -70136.521734 + Penalty 88.328558 = -70048.193177 nChanged 1 SP:Iteration 16F (73.317789 sec): 3 clusters Score: Raw -70137.107906 + Penalty 88.328558 = -70048.779349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.320356 sec): 2 clusters Score: Raw -22435.423086 + Penalty 654.195499 = -21781.227587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.321309 sec): 3 clusters Score: Raw -22321.011191 + Penalty 1309.078108 = -21011.933082 nChanged 102 SP:Iteration 1F (73.322241 sec): 3 clusters Score: Raw -22444.218193 + Penalty 1313.019582 = -21131.198611 nChanged 36 SP:Iteration 2F (73.323172 sec): 3 clusters Score: Raw -22483.569055 + Penalty 1316.498608 = -21167.070447 nChanged 17 SP:Iteration 3Q (73.324165 sec): 3 clusters Score: Raw -22497.712604 + Penalty 1315.794757 = -21181.917847 nChanged 3 SP:Iteration 4Q (73.325116 sec): 3 clusters Score: Raw -22502.799347 + Penalty 1317.232135 = -21185.567211 nChanged 4 SP:Iteration 5Q (73.326067 sec): 3 clusters Score: Raw -22506.292393 + Penalty 1318.493362 = -21187.799030 nChanged 2 SP:Iteration 6Q (73.327016 sec): 3 clusters Score: Raw -22506.720269 + Penalty 1318.493362 = -21188.226907 nChanged 0 SP:Iteration 7F (73.327986 sec): 3 clusters Score: Raw -22506.720269 + Penalty 1318.493362 = -21188.226907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 6 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.328922 sec): 2 clusters Score: Raw -9432.304271 + Penalty 32.829135 = -9399.475136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.329478 sec): 3 clusters Score: Raw -9329.394343 + Penalty 62.714250 = -9266.680093 nChanged 72 SP:Iteration 1F (73.329983 sec): 3 clusters Score: Raw -9391.385767 + Penalty 63.015111 = -9328.370656 nChanged 16 SP:Iteration 2F (73.330487 sec): 3 clusters Score: Raw -9400.619063 + Penalty 64.465119 = -9336.153944 nChanged 14 SP:Iteration 3F (73.330972 sec): 3 clusters Score: Raw -9410.889693 + Penalty 60.154947 = -9350.734747 nChanged 13 SP:Iteration 4F (73.331441 sec): 3 clusters Score: Raw -9427.240013 + Penalty 32.829135 = -9394.410878 nChanged 4 SP:Iteration 5Q (73.331869 sec): 2 clusters Score: Raw -9432.304271 + Penalty 32.829135 = -9399.475136 nChanged 0 SP:Iteration 6F (73.332296 sec): 2 clusters Score: Raw -9432.304271 + Penalty 32.829135 = -9399.475136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 7 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.333709 sec): 2 clusters Score: Raw -17037.021628 + Penalty 386.240297 = -16650.781332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.334573 sec): 3 clusters Score: Raw -16880.637657 + Penalty 774.093588 = -16106.544069 nChanged 99 SP:Iteration 1F (73.335391 sec): 3 clusters Score: Raw -16957.293981 + Penalty 774.555032 = -16182.738949 nChanged 32 SP:Iteration 2F (73.336206 sec): 3 clusters Score: Raw -16981.496569 + Penalty 776.393260 = -16205.103309 nChanged 12 SP:Iteration 3Q (73.337016 sec): 3 clusters Score: Raw -16988.037745 + Penalty 778.070754 = -16209.966991 nChanged 7 SP:Iteration 4Q (73.337826 sec): 3 clusters Score: Raw -16991.653157 + Penalty 780.357612 = -16211.295545 nChanged 8 SP:Iteration 5Q (73.338639 sec): 3 clusters Score: Raw -16998.499096 + Penalty 783.501436 = -16214.997660 nChanged 6 SP:Iteration 6Q (73.339449 sec): 3 clusters Score: Raw -17003.582757 + Penalty 788.400159 = -16215.182597 nChanged 8 SP:Iteration 7Q (73.340264 sec): 3 clusters Score: Raw -17010.435933 + Penalty 796.304084 = -16214.131849 nChanged 11 SP:Iteration 8F (73.341081 sec): 3 clusters Score: Raw -17019.912793 + Penalty 797.803654 = -16222.109139 nChanged 6 SP:Iteration 9Q (73.341889 sec): 3 clusters Score: Raw -17023.868325 + Penalty 801.339054 = -16222.529271 nChanged 4 SP:Iteration 10F (73.342706 sec): 3 clusters Score: Raw -17025.603386 + Penalty 804.451068 = -16221.152318 nChanged 5 SP:Iteration 11F (73.343523 sec): 3 clusters Score: Raw -17028.382566 + Penalty 808.421477 = -16219.961090 nChanged 6 SP:Iteration 12F (73.344343 sec): 3 clusters Score: Raw -17034.276807 + Penalty 813.438013 = -16220.838794 nChanged 7 SP:Iteration 13Q (73.345147 sec): 3 clusters Score: Raw -17037.542517 + Penalty 823.457528 = -16214.084988 nChanged 9 SP:Iteration 14F (73.345973 sec): 3 clusters Score: Raw -17044.631421 + Penalty 834.047860 = -16210.583560 nChanged 9 SP:Iteration 15F (73.346795 sec): 3 clusters Score: Raw -17054.621491 + Penalty 838.348680 = -16216.272811 nChanged 3 SP:Iteration 16Q (73.347585 sec): 3 clusters Score: Raw -17057.544901 + Penalty 841.069958 = -16216.474943 nChanged 2 SP:Iteration 17Q (73.348372 sec): 3 clusters Score: Raw -17059.383365 + Penalty 846.897196 = -16212.486169 nChanged 4 SP:Iteration 18F (73.349195 sec): 3 clusters Score: Raw -17064.864141 + Penalty 847.875549 = -16216.988592 nChanged 3 SP:Iteration 19Q (73.349982 sec): 3 clusters Score: Raw -17069.918799 + Penalty 853.867935 = -16216.050864 nChanged 6 SP:Iteration 20F (73.350806 sec): 3 clusters Score: Raw -17080.157208 + Penalty 858.777327 = -16221.379881 nChanged 6 SP:Iteration 21Q (73.351579 sec): 3 clusters Score: Raw -17091.511680 + Penalty 854.114513 = -16237.397167 nChanged 4 SP:Iteration 22Q (73.352341 sec): 3 clusters Score: Raw -17098.277082 + Penalty 854.114513 = -16244.162569 nChanged 0 SP:Iteration 23F (73.353165 sec): 3 clusters Score: Raw -17098.277082 + Penalty 854.114513 = -16244.162569 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 8 (3403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.368634 sec): 2 clusters Score: Raw -163544.286869 + Penalty 133.647864 = -163410.639005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.375118 sec): 3 clusters Score: Raw -161342.640469 + Penalty 268.459601 = -161074.180869 nChanged 1598 SP:Iteration 1F (73.381282 sec): 3 clusters Score: Raw -162437.248644 + Penalty 266.859503 = -162170.389141 nChanged 495 SP:Iteration 2F (73.387364 sec): 3 clusters Score: Raw -162824.118164 + Penalty 270.666178 = -162553.451986 nChanged 265 SP:Iteration 3F (73.393439 sec): 3 clusters Score: Raw -163049.063029 + Penalty 280.659087 = -162768.403942 nChanged 192 SP:Iteration 4F (73.399469 sec): 3 clusters Score: Raw -163250.182566 + Penalty 290.473541 = -162959.709025 nChanged 158 SP:Iteration 5Q (73.405517 sec): 3 clusters Score: Raw -163431.012717 + Penalty 327.396300 = -163103.616417 nChanged 104 SP:Iteration 6Q (73.411556 sec): 3 clusters Score: Raw -163550.379783 + Penalty 362.313970 = -163188.065813 nChanged 42 SP:Iteration 7Q (73.417627 sec): 3 clusters Score: Raw -163604.930200 + Penalty 385.434415 = -163219.495785 nChanged 21 SP:Iteration 8Q (73.423034 sec): 3 clusters Score: Raw -163630.911510 + Penalty 392.758965 = -163238.152544 nChanged 13 SP:Iteration 9Q (73.428256 sec): 3 clusters Score: Raw -163636.805232 + Penalty 398.868295 = -163237.936937 nChanged 5 SP:Iteration 10F (73.434305 sec): 3 clusters Score: Raw -163641.542547 + Penalty 395.164738 = -163246.377809 nChanged 3 SP:Iteration 11Q (73.439170 sec): 3 clusters Score: Raw -163642.436536 + Penalty 395.164738 = -163247.271798 nChanged 0 SP:Iteration 12F (73.445177 sec): 3 clusters Score: Raw -163642.436536 + Penalty 395.164738 = -163247.271798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.448613 sec): 2 clusters Score: Raw -18222.160235 + Penalty 728.029494 = -17494.130741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.449532 sec): 3 clusters Score: Raw -18163.515279 + Penalty 1457.869660 = -16705.645619 nChanged 96 SP:Iteration 1F (73.450440 sec): 3 clusters Score: Raw -18293.551126 + Penalty 1461.861595 = -16831.689531 nChanged 35 SP:Iteration 2F (73.451345 sec): 3 clusters Score: Raw -18346.264475 + Penalty 1465.636285 = -16880.628190 nChanged 14 SP:Iteration 3Q (73.452223 sec): 3 clusters Score: Raw -18364.756373 + Penalty 1468.116244 = -16896.640129 nChanged 8 SP:Iteration 4Q (73.453096 sec): 3 clusters Score: Raw -18375.210629 + Penalty 1469.323122 = -16905.887507 nChanged 4 SP:Iteration 5Q (73.453966 sec): 3 clusters Score: Raw -18379.508336 + Penalty 1469.957685 = -16909.550651 nChanged 2 SP:Iteration 6Q (73.454834 sec): 3 clusters Score: Raw -18384.811915 + Penalty 1472.088033 = -16912.723882 nChanged 3 SP:Iteration 7Q (73.455704 sec): 3 clusters Score: Raw -18387.631166 + Penalty 1472.088033 = -16915.543133 nChanged 0 SP:Iteration 8F (73.456606 sec): 3 clusters Score: Raw -18387.631166 + Penalty 1472.088033 = -16915.543133 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.460566 sec): 2 clusters Score: Raw -63568.691970 + Penalty 137.788815 = -63430.903155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.463106 sec): 3 clusters Score: Raw -62739.162726 + Penalty 283.340566 = -62455.822160 nChanged 599 SP:Iteration 1F (73.465609 sec): 3 clusters Score: Raw -63058.648418 + Penalty 299.534627 = -62759.113791 nChanged 179 SP:Iteration 2F (73.468089 sec): 3 clusters Score: Raw -63153.507867 + Penalty 312.398823 = -62841.109045 nChanged 115 SP:Iteration 3F (73.470557 sec): 3 clusters Score: Raw -63228.556596 + Penalty 327.884894 = -62900.671702 nChanged 96 SP:Iteration 4F (73.473011 sec): 3 clusters Score: Raw -63304.271048 + Penalty 346.526933 = -62957.744115 nChanged 89 SP:Iteration 5F (73.475458 sec): 3 clusters Score: Raw -63398.481115 + Penalty 361.254325 = -63037.226790 nChanged 58 SP:Iteration 6Q (73.477910 sec): 3 clusters Score: Raw -63462.442618 + Penalty 368.278838 = -63094.163780 nChanged 43 SP:Iteration 7Q (73.480236 sec): 3 clusters Score: Raw -63504.288969 + Penalty 378.189928 = -63126.099041 nChanged 29 SP:Iteration 8Q (73.482446 sec): 3 clusters Score: Raw -63533.961390 + Penalty 366.793241 = -63167.168148 nChanged 19 SP:Iteration 9Q (73.484571 sec): 3 clusters Score: Raw -63551.225591 + Penalty 364.847930 = -63186.377661 nChanged 10 SP:Iteration 10F (73.487002 sec): 3 clusters Score: Raw -63558.904062 + Penalty 359.528066 = -63199.375996 nChanged 8 SP:Iteration 11Q (73.489049 sec): 3 clusters Score: Raw -63563.705160 + Penalty 358.569330 = -63205.135830 nChanged 10 SP:Iteration 12Q (73.491087 sec): 3 clusters Score: Raw -63572.216573 + Penalty 358.065362 = -63214.151210 nChanged 3 SP:Iteration 13Q (73.493113 sec): 3 clusters Score: Raw -63574.067034 + Penalty 355.464265 = -63218.602769 nChanged 6 SP:Iteration 14Q (73.495157 sec): 3 clusters Score: Raw -63581.344013 + Penalty 349.601200 = -63231.742813 nChanged 5 SP:Iteration 15Q (73.497137 sec): 3 clusters Score: Raw -63585.794766 + Penalty 356.608190 = -63229.186576 nChanged 5 SP:Iteration 16F (73.499562 sec): 3 clusters Score: Raw -63587.693985 + Penalty 352.058919 = -63235.635066 nChanged 3 SP:Iteration 17Q (73.501517 sec): 3 clusters Score: Raw -63589.055709 + Penalty 351.579134 = -63237.476575 nChanged 3 SP:Iteration 18Q (73.503463 sec): 3 clusters Score: Raw -63589.384530 + Penalty 351.579134 = -63237.805396 nChanged 0 SP:Iteration 19F (73.505886 sec): 3 clusters Score: Raw -63589.384530 + Penalty 351.579134 = -63237.805396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.507544 sec): 2 clusters Score: Raw -19756.928023 + Penalty 789.455610 = -18967.472413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.508479 sec): 3 clusters Score: Raw -19644.339517 + Penalty 1577.397083 = -18066.942434 nChanged 94 SP:Iteration 1F (73.509398 sec): 3 clusters Score: Raw -19746.213109 + Penalty 1576.787883 = -18169.425226 nChanged 34 SP:Iteration 2F (73.510319 sec): 3 clusters Score: Raw -19790.815124 + Penalty 1577.173453 = -18213.641671 nChanged 15 SP:Iteration 3Q (73.511221 sec): 3 clusters Score: Raw -19808.575185 + Penalty 1577.001530 = -18231.573655 nChanged 7 SP:Iteration 4Q (73.512119 sec): 3 clusters Score: Raw -19815.185355 + Penalty 1577.057427 = -18238.127929 nChanged 5 SP:Iteration 5Q (73.513015 sec): 3 clusters Score: Raw -19820.884734 + Penalty 1577.217239 = -18243.667496 nChanged 2 SP:Iteration 6Q (73.513910 sec): 3 clusters Score: Raw -19824.105534 + Penalty 1577.263964 = -18246.841569 nChanged 4 SP:Iteration 7Q (73.514829 sec): 3 clusters Score: Raw -19825.718812 + Penalty 1577.358634 = -18248.360178 nChanged 1 SP:Iteration 8Q (73.515727 sec): 3 clusters Score: Raw -19826.017009 + Penalty 1577.381319 = -18248.635690 nChanged 1 SP:Iteration 9Q (73.516622 sec): 3 clusters Score: Raw -19827.114862 + Penalty 1577.471216 = -18249.643646 nChanged 1 SP:Iteration 10F (73.517546 sec): 3 clusters Score: Raw -19827.737439 + Penalty 1577.450552 = -18250.286887 nChanged 1 SP:Iteration 11Q (73.518443 sec): 3 clusters Score: Raw -19828.021157 + Penalty 1577.450552 = -18250.570605 nChanged 0 SP:Iteration 12F (73.519358 sec): 3 clusters Score: Raw -19828.021157 + Penalty 1577.450552 = -18250.570605 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 13 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.522615 sec): 2 clusters Score: Raw -42883.336245 + Penalty 611.137357 = -42272.198887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.524193 sec): 3 clusters Score: Raw -42536.659758 + Penalty 1219.871892 = -41316.787866 nChanged 257 SP:Iteration 1F (73.525733 sec): 3 clusters Score: Raw -42725.061406 + Penalty 1220.287720 = -41504.773686 nChanged 58 SP:Iteration 2F (73.527265 sec): 3 clusters Score: Raw -42775.262252 + Penalty 1222.287403 = -41552.974849 nChanged 47 SP:Iteration 3F (73.528847 sec): 3 clusters Score: Raw -42814.916973 + Penalty 1224.775177 = -41590.141796 nChanged 42 SP:Iteration 4F (73.530401 sec): 3 clusters Score: Raw -42848.570895 + Penalty 1227.308003 = -41621.262892 nChanged 29 SP:Iteration 5Q (73.531920 sec): 3 clusters Score: Raw -42871.915781 + Penalty 1229.062681 = -41642.853099 nChanged 21 SP:Iteration 6Q (73.533424 sec): 3 clusters Score: Raw -42883.918692 + Penalty 1230.954795 = -41652.963897 nChanged 13 SP:Iteration 7Q (73.534912 sec): 3 clusters Score: Raw -42892.029223 + Penalty 1231.368592 = -41660.660631 nChanged 7 SP:Iteration 8Q (73.536453 sec): 3 clusters Score: Raw -42899.063102 + Penalty 1234.394580 = -41664.668522 nChanged 13 SP:Iteration 9Q (73.537964 sec): 3 clusters Score: Raw -42910.766280 + Penalty 1237.824814 = -41672.941467 nChanged 17 SP:Iteration 10F (73.539505 sec): 3 clusters Score: Raw -42926.541079 + Penalty 1241.534728 = -41685.006351 nChanged 12 SP:Iteration 11Q (73.540990 sec): 3 clusters Score: Raw -42939.111873 + Penalty 1246.128728 = -41692.983146 nChanged 18 SP:Iteration 12Q (73.542503 sec): 3 clusters Score: Raw -42957.166798 + Penalty 1250.613589 = -41706.553209 nChanged 17 SP:Iteration 13Q (73.544003 sec): 3 clusters Score: Raw -42975.697666 + Penalty 1256.434233 = -41719.263433 nChanged 19 SP:Iteration 14Q (73.545478 sec): 3 clusters Score: Raw -43000.745948 + Penalty 1258.270053 = -41742.475895 nChanged 16 SP:Iteration 15Q (73.546912 sec): 3 clusters Score: Raw -43018.969723 + Penalty 1257.682331 = -41761.287392 nChanged 13 SP:Iteration 16Q (73.548382 sec): 3 clusters Score: Raw -43034.676008 + Penalty 1262.862388 = -41771.813619 nChanged 15 SP:Iteration 17Q (73.549823 sec): 3 clusters Score: Raw -43055.586563 + Penalty 1262.909379 = -41792.677184 nChanged 14 SP:Iteration 18Q (73.551264 sec): 3 clusters Score: Raw -43076.657092 + Penalty 1264.876674 = -41811.780418 nChanged 15 SP:Iteration 19Q (73.552661 sec): 3 clusters Score: Raw -43099.268086 + Penalty 1263.448440 = -41835.819645 nChanged 20 SP:Iteration 20F (73.554195 sec): 3 clusters Score: Raw -43120.786377 + Penalty 1261.405374 = -41859.381003 nChanged 11 SP:Iteration 21Q (73.555588 sec): 3 clusters Score: Raw -43139.583875 + Penalty 1260.733281 = -41878.850594 nChanged 11 SP:Iteration 22Q (73.556975 sec): 3 clusters Score: Raw -43164.972262 + Penalty 1257.077250 = -41907.895012 nChanged 10 SP:Iteration 23Q (73.558374 sec): 3 clusters Score: Raw -43171.676936 + Penalty 1255.429534 = -41916.247402 nChanged 5 SP:Iteration 24Q (73.559763 sec): 3 clusters Score: Raw -43175.000321 + Penalty 1254.145556 = -41920.854766 nChanged 5 SP:Iteration 25Q (73.561136 sec): 3 clusters Score: Raw -43177.082193 + Penalty 1254.145556 = -41922.936637 nChanged 0 SP:Iteration 26F (73.562632 sec): 3 clusters Score: Raw -43177.082193 + Penalty 1254.145556 = -41922.936637 nChanged 0 Memory request: 0.02 GB would take us to total of 0.25 GB. Trying to split cluster 14 (2841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.578120 sec): 2 clusters Score: Raw -142890.806811 + Penalty 461.665163 = -142429.141648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.583486 sec): 3 clusters Score: Raw -141118.315275 + Penalty 937.234743 = -140181.080532 nChanged 1248 SP:Iteration 1F (73.588694 sec): 3 clusters Score: Raw -141984.202989 + Penalty 976.993209 = -141007.209780 nChanged 498 SP:Iteration 2F (73.593879 sec): 3 clusters Score: Raw -142439.521383 + Penalty 1004.992788 = -141434.528595 nChanged 244 SP:Iteration 3F (73.599020 sec): 3 clusters Score: Raw -142616.000346 + Penalty 1019.964876 = -141596.035471 nChanged 126 SP:Iteration 4Q (73.604146 sec): 3 clusters Score: Raw -142708.584472 + Penalty 1032.003396 = -141676.581076 nChanged 93 SP:Iteration 5Q (73.609194 sec): 3 clusters Score: Raw -142767.537980 + Penalty 1041.515588 = -141726.022392 nChanged 56 SP:Iteration 6Q (73.614135 sec): 3 clusters Score: Raw -142803.909475 + Penalty 1048.217012 = -141755.692463 nChanged 53 SP:Iteration 7Q (73.619047 sec): 3 clusters Score: Raw -142834.611208 + Penalty 1054.000569 = -141780.610638 nChanged 45 SP:Iteration 8Q (73.623877 sec): 3 clusters Score: Raw -142857.028342 + Penalty 1060.575134 = -141796.453208 nChanged 43 SP:Iteration 9Q (73.628696 sec): 3 clusters Score: Raw -142877.936679 + Penalty 1064.805643 = -141813.131036 nChanged 29 SP:Iteration 10F (73.633866 sec): 3 clusters Score: Raw -142886.724588 + Penalty 1067.572365 = -141819.152223 nChanged 16 SP:Iteration 11Q (73.638721 sec): 3 clusters Score: Raw -142891.605263 + Penalty 1068.425378 = -141823.179885 nChanged 7 SP:Iteration 12Q (73.643434 sec): 3 clusters Score: Raw -142893.690559 + Penalty 1070.265315 = -141823.425245 nChanged 11 SP:Iteration 13Q (73.648131 sec): 3 clusters Score: Raw -142896.161272 + Penalty 1072.253408 = -141823.907863 nChanged 9 SP:Iteration 14Q (73.652884 sec): 3 clusters Score: Raw -142898.258223 + Penalty 1073.226475 = -141825.031748 nChanged 9 SP:Iteration 15Q (73.657599 sec): 3 clusters Score: Raw -142901.467090 + Penalty 1075.264063 = -141826.203027 nChanged 11 SP:Iteration 16Q (73.662286 sec): 3 clusters Score: Raw -142905.709306 + Penalty 1075.848423 = -141829.860882 nChanged 9 SP:Iteration 17Q (73.666949 sec): 3 clusters Score: Raw -142908.370493 + Penalty 1075.791858 = -141832.578635 nChanged 6 SP:Iteration 18Q (73.671659 sec): 3 clusters Score: Raw -142909.011249 + Penalty 1076.210227 = -141832.801022 nChanged 1 SP:Iteration 19Q (73.676336 sec): 3 clusters Score: Raw -142909.059604 + Penalty 1076.554072 = -141832.505532 nChanged 1 SP:Iteration 20F (73.681440 sec): 3 clusters Score: Raw -142909.067328 + Penalty 1077.167690 = -141831.899637 nChanged 1 SP:Iteration 21F (73.686559 sec): 3 clusters Score: Raw -142909.141684 + Penalty 1077.027621 = -141832.114063 nChanged 2 SP:Iteration 22Q (73.691211 sec): 3 clusters Score: Raw -142909.485842 + Penalty 1077.027621 = -141832.458221 nChanged 0 SP:Iteration 23F (73.696317 sec): 3 clusters Score: Raw -142909.485842 + Penalty 1077.027621 = -141832.458221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 15 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.699348 sec): 2 clusters Score: Raw -4733.809270 + Penalty 93.934924 = -4639.874346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.699753 sec): 3 clusters Score: Raw -4697.247384 + Penalty 196.420540 = -4500.826843 nChanged 38 SP:Iteration 1F (73.700145 sec): 3 clusters Score: Raw -4730.707038 + Penalty 209.928461 = -4520.778577 nChanged 15 SP:Iteration 2F (73.700536 sec): 3 clusters Score: Raw -4740.782369 + Penalty 219.621802 = -4521.160567 nChanged 6 SP:Iteration 3F (73.700926 sec): 3 clusters Score: Raw -4746.060618 + Penalty 225.269013 = -4520.791605 nChanged 2 SP:Iteration 4F (73.701325 sec): 3 clusters Score: Raw -4746.707001 + Penalty 229.370549 = -4517.336452 nChanged 1 SP:Iteration 5F (73.701723 sec): 3 clusters Score: Raw -4747.616083 + Penalty 244.554947 = -4503.061136 nChanged 3 SP:Iteration 6F (73.702120 sec): 3 clusters Score: Raw -4751.842706 + Penalty 264.422366 = -4487.420341 nChanged 3 SP:Iteration 7F (73.702510 sec): 3 clusters Score: Raw -4758.077070 + Penalty 272.427169 = -4485.649901 nChanged 1 SP:Iteration 8F (73.702899 sec): 3 clusters Score: Raw -4759.137264 + Penalty 292.327634 = -4466.809630 nChanged 2 SP:Iteration 9F (73.703288 sec): 3 clusters Score: Raw -4762.392930 + Penalty 304.998037 = -4457.394893 nChanged 1 SP:Iteration 10F (73.703676 sec): 3 clusters Score: Raw -4764.372158 + Penalty 326.622165 = -4437.749993 nChanged 2 SP:Iteration 11F (73.704066 sec): 3 clusters Score: Raw -4768.135153 + Penalty 338.299529 = -4429.835624 nChanged 1 SP:Iteration 12F (73.704455 sec): 3 clusters Score: Raw -4770.320275 + Penalty 338.299529 = -4432.020746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.705707 sec): 2 clusters Score: Raw -15160.688359 + Penalty 309.441999 = -14851.246360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.706471 sec): 3 clusters Score: Raw -15043.487112 + Penalty 617.086767 = -14426.400345 nChanged 94 SP:Iteration 1F (73.707220 sec): 3 clusters Score: Raw -15109.089531 + Penalty 621.085454 = -14488.004077 nChanged 24 SP:Iteration 2F (73.707967 sec): 3 clusters Score: Raw -15125.110352 + Penalty 627.928085 = -14497.182267 nChanged 17 SP:Iteration 3F (73.708711 sec): 3 clusters Score: Raw -15145.042077 + Penalty 636.352926 = -14508.689151 nChanged 18 SP:Iteration 4F (73.709438 sec): 3 clusters Score: Raw -15159.813264 + Penalty 642.522736 = -14517.290528 nChanged 10 SP:Iteration 5Q (73.710145 sec): 3 clusters Score: Raw -15170.941815 + Penalty 645.561414 = -14525.380401 nChanged 3 SP:Iteration 6Q (73.710873 sec): 3 clusters Score: Raw -15176.500018 + Penalty 649.045586 = -14527.454432 nChanged 3 SP:Iteration 7Q (73.711563 sec): 3 clusters Score: Raw -15179.158238 + Penalty 649.045586 = -14530.112652 nChanged 0 SP:Iteration 8F (73.712277 sec): 3 clusters Score: Raw -15179.158238 + Penalty 649.045586 = -14530.112652 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 17 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.714828 sec): 2 clusters Score: Raw -35636.212120 + Penalty 581.448863 = -35054.763256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.716261 sec): 3 clusters Score: Raw -35328.834514 + Penalty 1169.790773 = -34159.043741 nChanged 222 SP:Iteration 1F (73.717666 sec): 3 clusters Score: Raw -35467.936694 + Penalty 1177.370983 = -34290.565711 nChanged 61 SP:Iteration 2F (73.719070 sec): 3 clusters Score: Raw -35514.591263 + Penalty 1188.446227 = -34326.145036 nChanged 45 SP:Iteration 3F (73.720509 sec): 3 clusters Score: Raw -35552.444313 + Penalty 1200.125652 = -34352.318661 nChanged 33 SP:Iteration 4Q (73.721897 sec): 3 clusters Score: Raw -35581.535281 + Penalty 1212.159871 = -34369.375409 nChanged 27 SP:Iteration 5Q (73.723298 sec): 3 clusters Score: Raw -35612.165201 + Penalty 1218.395406 = -34393.769795 nChanged 24 SP:Iteration 6Q (73.724666 sec): 3 clusters Score: Raw -35635.424124 + Penalty 1224.036163 = -34411.387961 nChanged 17 SP:Iteration 7Q (73.726021 sec): 3 clusters Score: Raw -35653.753807 + Penalty 1230.312241 = -34423.441566 nChanged 9 SP:Iteration 8Q (73.727361 sec): 3 clusters Score: Raw -35663.243381 + Penalty 1235.925252 = -34427.318129 nChanged 9 SP:Iteration 9Q (73.728685 sec): 3 clusters Score: Raw -35671.876758 + Penalty 1240.249564 = -34431.627194 nChanged 8 SP:Iteration 10F (73.730081 sec): 3 clusters Score: Raw -35679.087726 + Penalty 1243.386659 = -34435.701067 nChanged 4 SP:Iteration 11Q (73.731387 sec): 3 clusters Score: Raw -35681.889663 + Penalty 1245.555634 = -34436.334029 nChanged 7 SP:Iteration 12Q (73.732699 sec): 3 clusters Score: Raw -35688.977761 + Penalty 1248.227764 = -34440.749998 nChanged 6 SP:Iteration 13Q (73.734039 sec): 3 clusters Score: Raw -35692.816119 + Penalty 1251.792454 = -34441.023665 nChanged 7 SP:Iteration 14Q (73.735339 sec): 3 clusters Score: Raw -35701.657876 + Penalty 1257.326220 = -34444.331656 nChanged 8 SP:Iteration 15Q (73.736631 sec): 3 clusters Score: Raw -35709.690204 + Penalty 1260.895937 = -34448.794267 nChanged 7 SP:Iteration 16Q (73.737915 sec): 3 clusters Score: Raw -35720.689388 + Penalty 1262.328233 = -34458.361155 nChanged 3 SP:Iteration 17Q (73.739181 sec): 3 clusters Score: Raw -35724.768959 + Penalty 1262.636027 = -34462.132932 nChanged 2 SP:Iteration 18Q (73.740444 sec): 3 clusters Score: Raw -35727.169286 + Penalty 1262.636027 = -34464.533259 nChanged 0 SP:Iteration 19F (73.741828 sec): 3 clusters Score: Raw -35727.169286 + Penalty 1262.636027 = -34464.533259 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 18 (6704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.773488 sec): 2 clusters Score: Raw -312478.518776 + Penalty 171.178509 = -312307.340267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.785975 sec): 3 clusters Score: Raw -308046.676001 + Penalty 343.982119 = -307702.693882 nChanged 3125 SP:Iteration 1F (73.798088 sec): 3 clusters Score: Raw -310666.421192 + Penalty 343.917417 = -310322.503775 nChanged 771 SP:Iteration 2F (73.810077 sec): 3 clusters Score: Raw -311539.687804 + Penalty 338.294488 = -311201.393316 nChanged 441 SP:Iteration 3F (73.821980 sec): 3 clusters Score: Raw -312016.651339 + Penalty 370.148937 = -311646.502402 nChanged 259 SP:Iteration 4Q (73.832201 sec): 3 clusters Score: Raw -312284.052494 + Penalty 593.800929 = -311690.251565 nChanged 164 SP:Iteration 5Q (73.842440 sec): 3 clusters Score: Raw -312507.229273 + Penalty 852.947019 = -311654.282255 nChanged 30 SP:Iteration 6F (73.854466 sec): 3 clusters Score: Raw -312576.652018 + Penalty 859.220744 = -311717.431274 nChanged 6 SP:Iteration 7Q (73.864210 sec): 3 clusters Score: Raw -312585.259080 + Penalty 864.620635 = -311720.638445 nChanged 5 SP:Iteration 8Q (73.873530 sec): 3 clusters Score: Raw -312590.416667 + Penalty 853.197975 = -311737.218691 nChanged 1 SP:Iteration 9Q (73.882718 sec): 3 clusters Score: Raw -312590.829232 + Penalty 853.197975 = -311737.631256 nChanged 0 SP:Iteration 10F (73.894560 sec): 3 clusters Score: Raw -312590.829232 + Penalty 853.197975 = -311737.631256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 23 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.900891 sec): 2 clusters Score: Raw -19078.655864 + Penalty 214.806061 = -18863.849803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.901819 sec): 3 clusters Score: Raw -18901.798064 + Penalty 445.115090 = -18456.682973 nChanged 137 SP:Iteration 1F (73.902705 sec): 3 clusters Score: Raw -19062.490645 + Penalty 470.649715 = -18591.840930 nChanged 46 SP:Iteration 2F (73.903584 sec): 3 clusters Score: Raw -19105.089333 + Penalty 492.877134 = -18612.212199 nChanged 19 SP:Iteration 3Q (73.904445 sec): 3 clusters Score: Raw -19121.894035 + Penalty 506.731741 = -18615.162294 nChanged 9 SP:Iteration 4Q (73.905300 sec): 3 clusters Score: Raw -19127.560148 + Penalty 511.497438 = -18616.062711 nChanged 3 SP:Iteration 5Q (73.906150 sec): 3 clusters Score: Raw -19132.863190 + Penalty 518.531230 = -18614.331959 nChanged 3 SP:Iteration 6F (73.907024 sec): 3 clusters Score: Raw -19141.531782 + Penalty 526.713267 = -18614.818515 nChanged 4 SP:Iteration 7Q (73.907861 sec): 3 clusters Score: Raw -19148.473814 + Penalty 528.618580 = -18619.855234 nChanged 1 SP:Iteration 8Q (73.908696 sec): 3 clusters Score: Raw -19150.183250 + Penalty 530.389588 = -18619.793663 nChanged 2 SP:Iteration 9F (73.909569 sec): 3 clusters Score: Raw -19151.712065 + Penalty 532.092663 = -18619.619402 nChanged 1 SP:Iteration 10F (73.910447 sec): 3 clusters Score: Raw -19152.908523 + Penalty 534.208378 = -18618.700145 nChanged 1 SP:Iteration 11F (73.911322 sec): 3 clusters Score: Raw -19159.712917 + Penalty 539.787133 = -18619.925784 nChanged 4 SP:Iteration 12Q (73.912134 sec): 3 clusters Score: Raw -19174.554390 + Penalty 540.154248 = -18634.400142 nChanged 4 SP:Iteration 13Q (73.912933 sec): 3 clusters Score: Raw -19184.298757 + Penalty 542.737985 = -18641.560772 nChanged 3 SP:Iteration 14Q (73.913728 sec): 3 clusters Score: Raw -19185.888844 + Penalty 545.832810 = -18640.056034 nChanged 3 SP:Iteration 15F (73.914600 sec): 3 clusters Score: Raw -19187.353749 + Penalty 545.922747 = -18641.431002 nChanged 3 SP:Iteration 16Q (73.915396 sec): 3 clusters Score: Raw -19188.871780 + Penalty 548.844203 = -18640.027577 nChanged 2 SP:Iteration 17F (73.916267 sec): 3 clusters Score: Raw -19191.098002 + Penalty 553.972380 = -18637.125621 nChanged 2 SP:Iteration 18F (73.917140 sec): 3 clusters Score: Raw -19194.578253 + Penalty 556.549471 = -18638.028782 nChanged 3 SP:Iteration 19Q (73.917930 sec): 3 clusters Score: Raw -19198.133476 + Penalty 555.505035 = -18642.628440 nChanged 2 SP:Iteration 20F (73.918803 sec): 3 clusters Score: Raw -19202.573856 + Penalty 557.345784 = -18645.228073 nChanged 1 SP:Iteration 21Q (73.919578 sec): 3 clusters Score: Raw -19206.026591 + Penalty 556.503229 = -18649.523362 nChanged 2 SP:Iteration 22Q (73.920360 sec): 3 clusters Score: Raw -19213.388955 + Penalty 555.519688 = -18657.869268 nChanged 2 SP:Iteration 23Q (73.921129 sec): 3 clusters Score: Raw -19215.210533 + Penalty 555.519688 = -18659.690845 nChanged 0 SP:Iteration 24F (73.922025 sec): 3 clusters Score: Raw -19215.210533 + Penalty 555.519688 = -18659.690845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 25 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.924392 sec): 2 clusters Score: Raw -20661.784551 + Penalty 453.611432 = -20208.173120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.925561 sec): 3 clusters Score: Raw -20477.431911 + Penalty 906.345589 = -19571.086322 nChanged 152 SP:Iteration 1F (73.926674 sec): 3 clusters Score: Raw -20614.430642 + Penalty 906.591352 = -19707.839290 nChanged 44 SP:Iteration 2F (73.927786 sec): 3 clusters Score: Raw -20659.294169 + Penalty 907.015087 = -19752.279082 nChanged 28 SP:Iteration 3F (73.928897 sec): 3 clusters Score: Raw -20698.087688 + Penalty 907.452127 = -19790.635561 nChanged 26 SP:Iteration 4F (73.930012 sec): 3 clusters Score: Raw -20725.351268 + Penalty 907.842765 = -19817.508503 nChanged 15 SP:Iteration 5Q (73.931097 sec): 3 clusters Score: Raw -20740.622089 + Penalty 908.298277 = -19832.323812 nChanged 14 SP:Iteration 6Q (73.932181 sec): 3 clusters Score: Raw -20755.146086 + Penalty 909.446355 = -19845.699731 nChanged 17 SP:Iteration 7Q (73.933260 sec): 3 clusters Score: Raw -20779.353716 + Penalty 911.064191 = -19868.289524 nChanged 17 SP:Iteration 8Q (73.934346 sec): 3 clusters Score: Raw -20799.841687 + Penalty 910.917003 = -19888.924684 nChanged 5 SP:Iteration 9Q (73.935424 sec): 3 clusters Score: Raw -20803.789652 + Penalty 910.907848 = -19892.881804 nChanged 5 SP:Iteration 10F (73.936539 sec): 3 clusters Score: Raw -20807.289890 + Penalty 909.638158 = -19897.651732 nChanged 2 SP:Iteration 11Q (73.937611 sec): 3 clusters Score: Raw -20808.367595 + Penalty 909.216874 = -19899.150722 nChanged 1 SP:Iteration 12Q (73.938748 sec): 3 clusters Score: Raw -20809.284248 + Penalty 908.406588 = -19900.877660 nChanged 2 SP:Iteration 13Q (73.939877 sec): 3 clusters Score: Raw -20810.596102 + Penalty 908.154175 = -19902.441928 nChanged 1 SP:Iteration 14Q (73.940998 sec): 3 clusters Score: Raw -20812.323402 + Penalty 908.299421 = -19904.023980 nChanged 1 SP:Iteration 15Q (73.942118 sec): 3 clusters Score: Raw -20812.572016 + Penalty 908.299421 = -19904.272595 nChanged 0 SP:Iteration 16F (73.943255 sec): 3 clusters Score: Raw -20812.572016 + Penalty 908.299421 = -19904.272595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.944763 sec): 2 clusters Score: Raw -13386.810560 + Penalty 765.338978 = -12621.471582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.945407 sec): 3 clusters Score: Raw -13372.298644 + Penalty 1527.143766 = -11845.154878 nChanged 34 SP:Iteration 1F (73.946026 sec): 3 clusters Score: Raw -13431.874810 + Penalty 1526.989748 = -11904.885063 nChanged 11 SP:Iteration 2Q (73.946626 sec): 3 clusters Score: Raw -13451.265931 + Penalty 1527.101534 = -11924.164397 nChanged 3 SP:Iteration 3Q (73.947223 sec): 3 clusters Score: Raw -13455.835788 + Penalty 1527.824386 = -11928.011402 nChanged 2 SP:Iteration 4Q (73.947819 sec): 3 clusters Score: Raw -13457.557135 + Penalty 1527.824386 = -11929.732748 nChanged 0 SP:Iteration 5F (73.948434 sec): 3 clusters Score: Raw -13457.557135 + Penalty 1527.824386 = -11929.732748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.950010 sec): 2 clusters Score: Raw -14667.641990 + Penalty 42.628087 = -14625.013904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.950787 sec): 3 clusters Score: Raw -14492.398794 + Penalty 86.104434 = -14406.294360 nChanged 134 SP:Iteration 1F (73.951548 sec): 3 clusters Score: Raw -14605.497160 + Penalty 86.590145 = -14518.907015 nChanged 11 SP:Iteration 2Q (73.952305 sec): 3 clusters Score: Raw -14609.179266 + Penalty 87.376533 = -14521.802732 nChanged 8 SP:Iteration 3Q (73.953056 sec): 3 clusters Score: Raw -14613.991632 + Penalty 87.390720 = -14526.600913 nChanged 4 SP:Iteration 4Q (73.953806 sec): 3 clusters Score: Raw -14616.480303 + Penalty 87.553309 = -14528.926994 nChanged 4 SP:Iteration 5Q (73.954583 sec): 3 clusters Score: Raw -14622.572732 + Penalty 87.155186 = -14535.417546 nChanged 4 SP:Iteration 6Q (73.955331 sec): 3 clusters Score: Raw -14625.289091 + Penalty 87.239047 = -14538.050044 nChanged 2 SP:Iteration 7Q (73.956083 sec): 3 clusters Score: Raw -14625.612606 + Penalty 87.456175 = -14538.156431 nChanged 2 SP:Iteration 8Q (73.956829 sec): 3 clusters Score: Raw -14625.949110 + Penalty 87.888258 = -14538.060852 nChanged 4 SP:Iteration 9F (73.957586 sec): 3 clusters Score: Raw -14626.591404 + Penalty 88.138062 = -14538.453342 nChanged 2 SP:Iteration 10F (73.958343 sec): 3 clusters Score: Raw -14626.983143 + Penalty 88.533897 = -14538.449247 nChanged 5 SP:Iteration 11F (73.959098 sec): 3 clusters Score: Raw -14628.145001 + Penalty 88.972560 = -14539.172441 nChanged 3 SP:Iteration 12Q (73.959845 sec): 3 clusters Score: Raw -14628.514466 + Penalty 89.173661 = -14539.340805 nChanged 2 SP:Iteration 13Q (73.960588 sec): 3 clusters Score: Raw -14628.845328 + Penalty 89.931745 = -14538.913583 nChanged 6 SP:Iteration 14F (73.961343 sec): 3 clusters Score: Raw -14631.079640 + Penalty 90.684432 = -14540.395209 nChanged 10 SP:Iteration 15Q (73.962082 sec): 3 clusters Score: Raw -14634.673635 + Penalty 91.432917 = -14543.240717 nChanged 6 SP:Iteration 16Q (73.962818 sec): 3 clusters Score: Raw -14636.291327 + Penalty 91.292915 = -14544.998412 nChanged 3 SP:Iteration 17Q (73.963548 sec): 3 clusters Score: Raw -14636.920040 + Penalty 91.497903 = -14545.422136 nChanged 1 SP:Iteration 18Q (73.964276 sec): 3 clusters Score: Raw -14637.745721 + Penalty 91.497903 = -14546.247818 nChanged 0 SP:Iteration 19F (73.965029 sec): 3 clusters Score: Raw -14637.745721 + Penalty 91.497903 = -14546.247818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.966656 sec): 2 clusters Score: Raw -15715.539521 + Penalty 764.226409 = -14951.313112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.967446 sec): 3 clusters Score: Raw -15682.974138 + Penalty 1525.184981 = -14157.789158 nChanged 74 SP:Iteration 1F (73.968225 sec): 3 clusters Score: Raw -15786.081343 + Penalty 1519.865814 = -14266.215529 nChanged 29 SP:Iteration 2F (73.969005 sec): 3 clusters Score: Raw -15836.539179 + Penalty 1517.579498 = -14318.959680 nChanged 16 SP:Iteration 3Q (73.969769 sec): 3 clusters Score: Raw -15862.507824 + Penalty 1514.569865 = -14347.937959 nChanged 6 SP:Iteration 4Q (73.970523 sec): 3 clusters Score: Raw -15876.797795 + Penalty 1514.504402 = -14362.293393 nChanged 4 SP:Iteration 5Q (73.971272 sec): 3 clusters Score: Raw -15886.932276 + Penalty 1511.931454 = -14375.000822 nChanged 4 SP:Iteration 6Q (73.972020 sec): 3 clusters Score: Raw -15904.525911 + Penalty 1512.624239 = -14391.901672 nChanged 2 SP:Iteration 7Q (73.972764 sec): 3 clusters Score: Raw -15906.647281 + Penalty 1512.624239 = -14394.023042 nChanged 0 SP:Iteration 8F (73.973543 sec): 3 clusters Score: Raw -15906.647281 + Penalty 1512.624239 = -14394.023042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 37 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.975212 sec): 2 clusters Score: Raw -16561.827401 + Penalty 358.853276 = -16202.974125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.975996 sec): 3 clusters Score: Raw -16423.799128 + Penalty 719.099174 = -15704.699953 nChanged 92 SP:Iteration 1F (73.976773 sec): 3 clusters Score: Raw -16503.211066 + Penalty 721.819253 = -15781.391813 nChanged 28 SP:Iteration 2F (73.977551 sec): 3 clusters Score: Raw -16535.588957 + Penalty 721.745217 = -15813.843740 nChanged 22 SP:Iteration 3F (73.978330 sec): 3 clusters Score: Raw -16563.413704 + Penalty 721.379066 = -15842.034637 nChanged 12 SP:Iteration 4Q (73.979107 sec): 3 clusters Score: Raw -16574.218807 + Penalty 726.757580 = -15847.461227 nChanged 5 SP:Iteration 5Q (73.979911 sec): 3 clusters Score: Raw -16579.076407 + Penalty 731.445831 = -15847.630576 nChanged 3 SP:Iteration 6Q (73.980680 sec): 3 clusters Score: Raw -16581.837075 + Penalty 741.725225 = -15840.111850 nChanged 4 SP:Iteration 7F (73.981462 sec): 3 clusters Score: Raw -16587.834604 + Penalty 746.211820 = -15841.622784 nChanged 2 SP:Iteration 8Q (73.982224 sec): 3 clusters Score: Raw -16590.878317 + Penalty 751.933863 = -15838.944454 nChanged 3 SP:Iteration 9F (73.983005 sec): 3 clusters Score: Raw -16599.458730 + Penalty 756.259285 = -15843.199446 nChanged 1 SP:Iteration 10F (73.983786 sec): 3 clusters Score: Raw -16600.666469 + Penalty 756.259285 = -15844.407185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.985866 sec): 2 clusters Score: Raw -22606.549108 + Penalty 143.421440 = -22463.127669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.986900 sec): 3 clusters Score: Raw -22338.594572 + Penalty 293.912173 = -22044.682399 nChanged 188 SP:Iteration 1F (73.987925 sec): 3 clusters Score: Raw -22491.426794 + Penalty 310.241796 = -22181.184998 nChanged 54 SP:Iteration 2F (73.988953 sec): 3 clusters Score: Raw -22536.333534 + Penalty 336.445360 = -22199.888173 nChanged 39 SP:Iteration 3F (73.989991 sec): 3 clusters Score: Raw -22579.401882 + Penalty 380.335034 = -22199.066848 nChanged 29 SP:Iteration 4F (73.991027 sec): 3 clusters Score: Raw -22619.211417 + Penalty 451.667033 = -22167.544383 nChanged 22 SP:Iteration 5F (73.992062 sec): 3 clusters Score: Raw -22670.205230 + Penalty 477.195553 = -22193.009677 nChanged 8 SP:Iteration 6Q (73.993006 sec): 3 clusters Score: Raw -22692.585258 + Penalty 483.298584 = -22209.286673 nChanged 1 SP:Iteration 7Q (73.993879 sec): 3 clusters Score: Raw -22694.671603 + Penalty 483.298584 = -22211.373018 nChanged 0 SP:Iteration 8F (73.994915 sec): 3 clusters Score: Raw -22694.671603 + Penalty 483.298584 = -22211.373018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.996591 sec): 2 clusters Score: Raw -15565.615058 + Penalty 563.086311 = -15002.528747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.997353 sec): 3 clusters Score: Raw -15484.398617 + Penalty 1128.560889 = -14355.837729 nChanged 72 SP:Iteration 1F (73.998099 sec): 3 clusters Score: Raw -15566.957746 + Penalty 1132.703793 = -14434.253952 nChanged 19 SP:Iteration 2F (73.998845 sec): 3 clusters Score: Raw -15594.040377 + Penalty 1138.164372 = -14455.876005 nChanged 10 SP:Iteration 3Q (73.999576 sec): 3 clusters Score: Raw -15606.188525 + Penalty 1141.797972 = -14464.390553 nChanged 7 SP:Iteration 4Q (74.000310 sec): 3 clusters Score: Raw -15617.685243 + Penalty 1147.264482 = -14470.420762 nChanged 7 SP:Iteration 5Q (74.001033 sec): 3 clusters Score: Raw -15623.479879 + Penalty 1149.997964 = -14473.481916 nChanged 5 SP:Iteration 6Q (74.001755 sec): 3 clusters Score: Raw -15629.473481 + Penalty 1152.009247 = -14477.464234 nChanged 2 SP:Iteration 7Q (74.002475 sec): 3 clusters Score: Raw -15634.811818 + Penalty 1154.631557 = -14480.180261 nChanged 3 SP:Iteration 8Q (74.003191 sec): 3 clusters Score: Raw -15636.644112 + Penalty 1154.631557 = -14482.012555 nChanged 0 SP:Iteration 9F (74.003931 sec): 3 clusters Score: Raw -15636.644112 + Penalty 1154.631557 = -14482.012555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.005858 sec): 2 clusters Score: Raw -22676.962557 + Penalty 519.556589 = -22157.405968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.006804 sec): 3 clusters Score: Raw -22520.873002 + Penalty 1041.028537 = -21479.844466 nChanged 122 SP:Iteration 1F (74.007733 sec): 3 clusters Score: Raw -22628.104103 + Penalty 1043.951066 = -21584.153037 nChanged 32 SP:Iteration 2F (74.008695 sec): 3 clusters Score: Raw -22668.510380 + Penalty 1046.926699 = -21621.583681 nChanged 20 SP:Iteration 3Q (74.009609 sec): 3 clusters Score: Raw -22690.877697 + Penalty 1050.379183 = -21640.498513 nChanged 15 SP:Iteration 4Q (74.010522 sec): 3 clusters Score: Raw -22712.086032 + Penalty 1052.543644 = -21659.542387 nChanged 10 SP:Iteration 5Q (74.011428 sec): 3 clusters Score: Raw -22726.215715 + Penalty 1052.680085 = -21673.535630 nChanged 2 SP:Iteration 6Q (74.012332 sec): 3 clusters Score: Raw -22728.232042 + Penalty 1054.419184 = -21673.812857 nChanged 4 SP:Iteration 7Q (74.013234 sec): 3 clusters Score: Raw -22733.744807 + Penalty 1056.383737 = -21677.361070 nChanged 3 SP:Iteration 8Q (74.014134 sec): 3 clusters Score: Raw -22737.421885 + Penalty 1057.709911 = -21679.711974 nChanged 2 SP:Iteration 9Q (74.015034 sec): 3 clusters Score: Raw -22739.430009 + Penalty 1058.033713 = -21681.396295 nChanged 2 SP:Iteration 10F (74.015953 sec): 3 clusters Score: Raw -22740.681383 + Penalty 1058.865237 = -21681.816146 nChanged 1 SP:Iteration 11Q (74.016854 sec): 3 clusters Score: Raw -22740.900392 + Penalty 1059.639480 = -21681.260912 nChanged 1 SP:Iteration 12F (74.017775 sec): 3 clusters Score: Raw -22740.849264 + Penalty 1059.639480 = -21681.209784 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 77 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.021637 sec): 2 clusters Score: Raw -44614.569029 + Penalty 84.094643 = -44530.474385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.023537 sec): 3 clusters Score: Raw -44018.364657 + Penalty 185.780495 = -43832.584162 nChanged 453 SP:Iteration 1F (74.025386 sec): 3 clusters Score: Raw -44375.570045 + Penalty 203.463817 = -44172.106228 nChanged 137 SP:Iteration 2F (74.027197 sec): 3 clusters Score: Raw -44494.856043 + Penalty 235.956910 = -44258.899133 nChanged 71 SP:Iteration 3F (74.029006 sec): 3 clusters Score: Raw -44570.618957 + Penalty 263.822456 = -44306.796501 nChanged 31 SP:Iteration 4Q (74.030858 sec): 3 clusters Score: Raw -44600.819844 + Penalty 294.376146 = -44306.443698 nChanged 18 SP:Iteration 5F (74.032698 sec): 3 clusters Score: Raw -44622.693489 + Penalty 326.549849 = -44296.143640 nChanged 7 SP:Iteration 6F (74.034494 sec): 3 clusters Score: Raw -44632.044597 + Penalty 341.345327 = -44290.699270 nChanged 3 SP:Iteration 7F (74.036317 sec): 3 clusters Score: Raw -44635.915791 + Penalty 357.840088 = -44278.075703 nChanged 2 SP:Iteration 8F (74.038114 sec): 3 clusters Score: Raw -44637.559717 + Penalty 357.840088 = -44279.719629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 93 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.039725 sec): 2 clusters Score: Raw -7613.414102 + Penalty 125.586830 = -7487.827272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.040315 sec): 3 clusters Score: Raw -7531.809878 + Penalty 251.593746 = -7280.216132 nChanged 59 SP:Iteration 1F (74.040862 sec): 3 clusters Score: Raw -7572.572685 + Penalty 255.805729 = -7316.766956 nChanged 24 SP:Iteration 2F (74.041400 sec): 3 clusters Score: Raw -7593.026168 + Penalty 267.786846 = -7325.239323 nChanged 10 SP:Iteration 3F (74.041937 sec): 3 clusters Score: Raw -7605.635894 + Penalty 288.585395 = -7317.050499 nChanged 10 SP:Iteration 4F (74.042474 sec): 3 clusters Score: Raw -7619.507013 + Penalty 315.542823 = -7303.964189 nChanged 9 SP:Iteration 5F (74.043009 sec): 3 clusters Score: Raw -7630.429553 + Penalty 334.417854 = -7296.011699 nChanged 4 SP:Iteration 6F (74.043541 sec): 3 clusters Score: Raw -7641.859605 + Penalty 348.628286 = -7293.231319 nChanged 3 SP:Iteration 7F (74.044074 sec): 3 clusters Score: Raw -7651.816512 + Penalty 348.628286 = -7303.188227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 140 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.045561 sec): 2 clusters Score: Raw -10821.503408 + Penalty 50.905759 = -10770.597649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.046202 sec): 3 clusters Score: Raw -10690.302437 + Penalty 104.079287 = -10586.223150 nChanged 109 SP:Iteration 1F (74.046836 sec): 3 clusters Score: Raw -10784.686354 + Penalty 106.958155 = -10677.728200 nChanged 22 SP:Iteration 2F (74.047472 sec): 3 clusters Score: Raw -10803.903442 + Penalty 110.135526 = -10693.767916 nChanged 12 SP:Iteration 3Q (74.048080 sec): 3 clusters Score: Raw -10817.750716 + Penalty 113.320655 = -10704.430062 nChanged 7 SP:Iteration 4Q (74.048680 sec): 3 clusters Score: Raw -10823.811270 + Penalty 116.863809 = -10706.947461 nChanged 6 SP:Iteration 5Q (74.049274 sec): 3 clusters Score: Raw -10830.174602 + Penalty 120.487456 = -10709.687146 nChanged 5 SP:Iteration 6Q (74.049862 sec): 3 clusters Score: Raw -10833.733429 + Penalty 123.025119 = -10710.708310 nChanged 3 SP:Iteration 7Q (74.050443 sec): 3 clusters Score: Raw -10835.573146 + Penalty 126.278450 = -10709.294696 nChanged 4 SP:Iteration 8F (74.051079 sec): 3 clusters Score: Raw -10837.875488 + Penalty 128.692806 = -10709.182683 nChanged 3 SP:Iteration 9F (74.051715 sec): 3 clusters Score: Raw -10839.108238 + Penalty 128.692806 = -10710.415433 nChanged 0 Time taken for this iteration:73.353724 seconds. 300->29 Clusters: Score -1154556.364916, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 196 (time per iteration =377.986362 ms) Total iterations: 1931 (time per iteration =38.366301 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4099448125.000000 (time per metric unit =18.072025ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 102486203125.000000 (time per metric unit=722.880980ps) That took 74.085327 seconds.