FileBase PeterP-2013-09-04_dataset1 ElecNo 22 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 0.17 and 0.26 GB of RAM. Memory request: 0.09 GB would take us to total of 0.09 GB. ---------------------------------------------------------- Loaded 18733 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 18733 points ------ Starting initial clusters from distinct float masks Not enough masks (149) to generate starting clusters (300), so starting with (150) clusters instead. Assigned 150 initial classes from 149 unique masks. Deleting Class 29 (1 points): Lose 22.407740 but Gain 1596.135622 Iteration 0F (1.801997 sec): 149 clusters Score: Raw -1006870.372351 + Penalty 128646.672642 = -878223.699709 nChanged 3417 Deleting Class 138 (1 points): Lose 12.261993 but Gain 1543.824797 Iteration 1F (3.054302 sec): 142 clusters Score: Raw -1012984.123550 + Penalty 126108.198105 = -886875.925446 nChanged 1209 Deleting Class 110 (1 points): Lose 15.032860 but Gain 1525.256603 Iteration 2F (4.271517 sec): 139 clusters Score: Raw -1015058.537300 + Penalty 124775.305603 = -890283.231696 nChanged 738 Deleting Class 42 (1 points): Lose 8.168610 but Gain 1468.163695 Iteration 3Q (4.407186 sec): 138 clusters Score: Raw -1016440.368108 + Penalty 123383.458269 = -893056.909838 nChanged 495 Deleting Class 142 (1 points): Lose 11.010708 but Gain 1442.472648 Iteration 4Q (4.524719 sec): 137 clusters Score: Raw -1017149.605358 + Penalty 121971.080791 = -895178.524567 nChanged 355 Deleting Class 82 (3 points): Lose 47.375312 but Gain 1468.903889 Iteration 5Q (4.632606 sec): 136 clusters Score: Raw -1017456.776231 + Penalty 120772.535988 = -896684.240243 nChanged 280 Deleting Class 122 (1 points): Lose 10.980008 but Gain 1409.040204 Iteration 6Q (4.734320 sec): 135 clusters Score: Raw -1017668.442848 + Penalty 119407.655154 = -898260.787694 nChanged 253 Deleting Class 143 (1 points): Lose 2.270851 but Gain 1398.844725 Iteration 7Q (4.832983 sec): 134 clusters Score: Raw -1017857.074700 + Penalty 118085.193621 = -899771.881079 nChanged 246 Deleting Class 60 (6 points): Lose 95.296198 but Gain 1478.059844 Iteration 8Q (4.931182 sec): 133 clusters Score: Raw -1017950.146507 + Penalty 116593.464808 = -901356.681700 nChanged 242 Deleting Class 141 (1 points): Lose 26.105157 but Gain 1407.834337 Iteration 9Q (5.029134 sec): 132 clusters Score: Raw -1018101.123420 + Penalty 115197.681001 = -902903.442419 nChanged 227 Deleting Class 106 (3 points): Lose 48.752649 but Gain 1396.476615 Iteration 10F (6.152210 sec): 131 clusters Score: Raw -1018263.402139 + Penalty 113777.988573 = -904485.413567 nChanged 228 Deleting Class 98 (1 points): Lose 9.367013 but Gain 1335.514436 Iteration 11Q (6.248203 sec): 130 clusters Score: Raw -1018484.496845 + Penalty 112374.245161 = -906110.251685 nChanged 241 Deleting Class 72 (1 points): Lose 15.003746 but Gain 1331.037495 Iteration 12Q (6.344368 sec): 129 clusters Score: Raw -1018729.691777 + Penalty 111096.975663 = -907632.716113 nChanged 254 Deleting Class 39 (1 points): Lose 22.294199 but Gain 1321.477240 Iteration 13Q (6.440905 sec): 128 clusters Score: Raw -1018943.449283 + Penalty 109739.209218 = -909204.240065 nChanged 264 Deleting Class 96 (2 points): Lose 21.958799 but Gain 1318.280552 Iteration 14Q (6.537348 sec): 127 clusters Score: Raw -1019114.254420 + Penalty 108379.155108 = -910735.099312 nChanged 256 Deleting Class 64 (6 points): Lose 110.715047 but Gain 1399.609808 Iteration 15Q (6.632513 sec): 126 clusters Score: Raw -1019136.376874 + Penalty 107023.307226 = -912113.069648 nChanged 236 Deleting Class 139 (1 points): Lose 17.456310 but Gain 1292.876576 Iteration 16Q (6.726443 sec): 125 clusters Score: Raw -1019258.568170 + Penalty 105703.237505 = -913555.330665 nChanged 217 Deleting Class 62 (8 points): Lose 114.755712 but Gain 1380.012149 Iteration 17Q (6.818406 sec): 124 clusters Score: Raw -1019256.423761 + Penalty 104385.080682 = -914871.343079 nChanged 206 Deleting Class 52 (33 points): Lose 275.182310 but Gain 1538.899136 Iteration 18Q (6.909098 sec): 123 clusters Score: Raw -1019083.260792 + Penalty 102963.747195 = -916119.513596 nChanged 196 Deleting Class 130 (1 points): Lose 7.249313 but Gain 1267.997871 Iteration 19Q (6.998199 sec): 122 clusters Score: Raw -1019233.755921 + Penalty 100967.657138 = -918266.098783 nChanged 145 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -1019233.755921 + Penalty 100967.657138 = -918266.098783Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 1 (3714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.082657 sec): 2 clusters Score: Raw -206602.521744 + Penalty 103.477840 = -206499.043903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.089395 sec): 3 clusters Score: Raw -204141.458899 + Penalty 208.351490 = -203933.107409 nChanged 1757 SP:Iteration 1F (7.096168 sec): 3 clusters Score: Raw -205638.828496 + Penalty 200.967040 = -205437.861456 nChanged 643 SP:Iteration 2F (7.102871 sec): 3 clusters Score: Raw -206173.317472 + Penalty 196.605850 = -205976.711622 nChanged 318 SP:Iteration 3F (7.109805 sec): 3 clusters Score: Raw -206356.286229 + Penalty 193.891163 = -206162.395066 nChanged 190 SP:Iteration 4F (7.116794 sec): 3 clusters Score: Raw -206579.127806 + Penalty 189.225320 = -206389.902485 nChanged 165 SP:Iteration 5Q (7.123204 sec): 3 clusters Score: Raw -206896.998780 + Penalty 188.458943 = -206708.539837 nChanged 67 SP:Iteration 6Q (7.129194 sec): 3 clusters Score: Raw -206915.242108 + Penalty 188.512105 = -206726.730002 nChanged 36 SP:Iteration 7Q (7.135261 sec): 3 clusters Score: Raw -206919.653048 + Penalty 188.433577 = -206731.219471 nChanged 12 SP:Iteration 8Q (7.141137 sec): 3 clusters Score: Raw -206920.330702 + Penalty 188.376758 = -206731.953944 nChanged 6 SP:Iteration 9Q (7.147005 sec): 3 clusters Score: Raw -206920.544137 + Penalty 188.433402 = -206732.110735 nChanged 5 SP:Iteration 10F (7.153620 sec): 3 clusters Score: Raw -206920.946413 + Penalty 188.486437 = -206732.459976 nChanged 5 SP:Iteration 11Q (7.159649 sec): 3 clusters Score: Raw -206921.121668 + Penalty 188.467035 = -206732.654633 nChanged 4 SP:Iteration 12Q (7.165520 sec): 3 clusters Score: Raw -206921.234133 + Penalty 188.329147 = -206732.904985 nChanged 2 SP:Iteration 13Q (7.171402 sec): 3 clusters Score: Raw -206921.259924 + Penalty 188.301115 = -206732.958809 nChanged 1 SP:Iteration 14Q (7.177272 sec): 3 clusters Score: Raw -206921.313544 + Penalty 188.301115 = -206733.012429 nChanged 2 SP:Iteration 15Q (7.183188 sec): 3 clusters Score: Raw -206921.362289 + Penalty 188.232012 = -206733.130277 nChanged 2 SP:Iteration 16Q (7.189059 sec): 3 clusters Score: Raw -206921.385270 + Penalty 188.232012 = -206733.153258 nChanged 0 SP:Iteration 17F (7.195626 sec): 3 clusters Score: Raw -206921.385270 + Penalty 188.232012 = -206733.153258 nChanged 0 Score: Raw -1035315.005040 + Penalty 101069.096167 = -934245.908873 Splitting cluster 1 changes total score from -918266.098783 to -934245.908873 So it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.240756 sec): 2 clusters Score: Raw -8271.423698 + Penalty 707.699378 = -7563.724320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.241233 sec): 3 clusters Score: Raw -8318.977962 + Penalty 1415.382972 = -6903.594990 nChanged 15 SP:Iteration 1F (8.241698 sec): 3 clusters Score: Raw -8367.878255 + Penalty 1415.385632 = -6952.492623 nChanged 5 SP:Iteration 2Q (8.242141 sec): 3 clusters Score: Raw -8386.831194 + Penalty 1415.292764 = -6971.538430 nChanged 1 SP:Iteration 3Q (8.242578 sec): 3 clusters Score: Raw -8388.567514 + Penalty 1415.292764 = -6973.274750 nChanged 0 SP:Iteration 4F (8.243039 sec): 3 clusters Score: Raw -8388.567514 + Penalty 1415.292764 = -6973.274750 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (2273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.250365 sec): 2 clusters Score: Raw -134078.800864 + Penalty 363.594108 = -133715.206756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.254577 sec): 3 clusters Score: Raw -132690.592975 + Penalty 727.094537 = -131963.498438 nChanged 1009 SP:Iteration 1F (8.258764 sec): 3 clusters Score: Raw -133369.335890 + Penalty 726.652782 = -132642.683108 nChanged 255 SP:Iteration 2F (8.262899 sec): 3 clusters Score: Raw -133525.157997 + Penalty 727.753337 = -132797.404660 nChanged 151 SP:Iteration 3F (8.267029 sec): 3 clusters Score: Raw -133600.347217 + Penalty 729.715285 = -132870.631931 nChanged 98 SP:Iteration 4Q (8.271221 sec): 3 clusters Score: Raw -133667.084755 + Penalty 732.480526 = -132934.604228 nChanged 99 SP:Iteration 5Q (8.275433 sec): 3 clusters Score: Raw -133741.168885 + Penalty 735.891919 = -133005.276966 nChanged 99 SP:Iteration 6Q (8.279560 sec): 3 clusters Score: Raw -133818.482198 + Penalty 739.554448 = -133078.927750 nChanged 92 SP:Iteration 7Q (8.283641 sec): 3 clusters Score: Raw -133909.219573 + Penalty 743.515158 = -133165.704415 nChanged 86 SP:Iteration 8Q (8.287681 sec): 3 clusters Score: Raw -133997.373713 + Penalty 745.828834 = -133251.544879 nChanged 68 SP:Iteration 9Q (8.291629 sec): 3 clusters Score: Raw -134072.530150 + Penalty 744.791434 = -133327.738715 nChanged 75 SP:Iteration 10F (8.295738 sec): 3 clusters Score: Raw -134191.920273 + Penalty 742.560824 = -133449.359449 nChanged 82 SP:Iteration 11Q (8.299495 sec): 3 clusters Score: Raw -134390.874058 + Penalty 736.576132 = -133654.297927 nChanged 85 SP:Iteration 12Q (8.303178 sec): 3 clusters Score: Raw -134584.675914 + Penalty 732.272851 = -133852.403063 nChanged 72 SP:Iteration 13Q (8.306772 sec): 3 clusters Score: Raw -134689.948201 + Penalty 730.251728 = -133959.696473 nChanged 41 SP:Iteration 14Q (8.310270 sec): 3 clusters Score: Raw -134726.549037 + Penalty 729.867029 = -133996.682008 nChanged 18 SP:Iteration 15Q (8.313738 sec): 3 clusters Score: Raw -134733.888857 + Penalty 729.626021 = -134004.262835 nChanged 4 SP:Iteration 16Q (8.317175 sec): 3 clusters Score: Raw -134734.400534 + Penalty 729.626021 = -134004.774513 nChanged 0 SP:Iteration 17F (8.321329 sec): 3 clusters Score: Raw -134734.400534 + Penalty 729.626021 = -134004.774513 nChanged 0 Score: Raw -1035970.610108 + Penalty 101535.017307 = -934435.592800 Splitting cluster 3 changes total score from -918266.098783 to -934435.592800 So it's getting split into cluster 39. Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 4 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.372459 sec): 2 clusters Score: Raw -32121.527920 + Penalty 544.284889 = -31577.243031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.373739 sec): 3 clusters Score: Raw -31884.472648 + Penalty 1086.041236 = -30798.431412 nChanged 204 SP:Iteration 1F (9.375093 sec): 3 clusters Score: Raw -32093.664483 + Penalty 1085.917689 = -31007.746794 nChanged 73 SP:Iteration 2F (9.376414 sec): 3 clusters Score: Raw -32197.835522 + Penalty 1082.840335 = -31114.995187 nChanged 35 SP:Iteration 3F (9.377735 sec): 3 clusters Score: Raw -32250.186779 + Penalty 1080.486616 = -31169.700163 nChanged 20 SP:Iteration 4Q (9.379000 sec): 3 clusters Score: Raw -32285.930591 + Penalty 1078.799975 = -31207.130616 nChanged 20 SP:Iteration 5Q (9.380249 sec): 3 clusters Score: Raw -32317.172469 + Penalty 1078.964357 = -31238.208113 nChanged 13 SP:Iteration 6Q (9.381471 sec): 3 clusters Score: Raw -32337.793536 + Penalty 1077.223052 = -31260.570484 nChanged 16 SP:Iteration 7Q (9.382662 sec): 3 clusters Score: Raw -32363.113126 + Penalty 1077.144241 = -31285.968885 nChanged 12 SP:Iteration 8Q (9.383865 sec): 3 clusters Score: Raw -32373.378928 + Penalty 1078.202206 = -31295.176722 nChanged 8 SP:Iteration 9Q (9.385061 sec): 3 clusters Score: Raw -32376.941970 + Penalty 1078.406598 = -31298.535373 nChanged 1 SP:Iteration 10F (9.386376 sec): 3 clusters Score: Raw -32377.334128 + Penalty 1078.781971 = -31298.552157 nChanged 1 SP:Iteration 11Q (9.387574 sec): 3 clusters Score: Raw -32377.704034 + Penalty 1079.164470 = -31298.539564 nChanged 1 SP:Iteration 12F (9.388858 sec): 3 clusters Score: Raw -32378.843719 + Penalty 1079.164470 = -31299.679249 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 5 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.392247 sec): 2 clusters Score: Raw -38064.883672 + Penalty 153.566483 = -37911.317189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.393597 sec): 3 clusters Score: Raw -37703.654256 + Penalty 347.942898 = -37355.711358 nChanged 252 SP:Iteration 1F (9.394916 sec): 3 clusters Score: Raw -38030.804842 + Penalty 340.828620 = -37689.976222 nChanged 79 SP:Iteration 2F (9.396242 sec): 3 clusters Score: Raw -38168.005695 + Penalty 321.331105 = -37846.674590 nChanged 52 SP:Iteration 3F (9.397593 sec): 3 clusters Score: Raw -38295.296911 + Penalty 313.371165 = -37981.925746 nChanged 18 SP:Iteration 4Q (9.398782 sec): 3 clusters Score: Raw -38311.244691 + Penalty 309.814337 = -38001.430354 nChanged 6 SP:Iteration 5Q (9.399947 sec): 3 clusters Score: Raw -38313.444961 + Penalty 308.025286 = -38005.419675 nChanged 3 SP:Iteration 6Q (9.401106 sec): 3 clusters Score: Raw -38314.260453 + Penalty 307.430798 = -38006.829655 nChanged 1 SP:Iteration 7Q (9.402262 sec): 3 clusters Score: Raw -38314.444594 + Penalty 307.430798 = -38007.013796 nChanged 0 SP:Iteration 8F (9.403604 sec): 3 clusters Score: Raw -38314.444594 + Penalty 307.430798 = -38007.013796 nChanged 0 Score: Raw -1036220.173707 + Penalty 101769.117169 = -934451.056538 Splitting cluster 5 changes total score from -918266.098783 to -934451.056538 So it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 6 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.452258 sec): 2 clusters Score: Raw -1389.167350 + Penalty 523.033998 = -866.133352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.452527 sec): 3 clusters Score: Raw -1525.820196 + Penalty 1046.079104 = -479.741092 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (1604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.460735 sec): 2 clusters Score: Raw -101857.518462 + Penalty 536.578050 = -101320.940412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.463915 sec): 3 clusters Score: Raw -100984.605144 + Penalty 1070.451048 = -99914.154095 nChanged 638 SP:Iteration 1F (10.467072 sec): 3 clusters Score: Raw -101324.007708 + Penalty 1067.974887 = -100256.032821 nChanged 150 SP:Iteration 2F (10.470260 sec): 3 clusters Score: Raw -101410.556897 + Penalty 1069.524251 = -100341.032646 nChanged 124 SP:Iteration 3F (10.473451 sec): 3 clusters Score: Raw -101505.552356 + Penalty 1079.738336 = -100425.814020 nChanged 127 SP:Iteration 4F (10.476702 sec): 3 clusters Score: Raw -101623.399045 + Penalty 1098.458542 = -100524.940503 nChanged 138 SP:Iteration 5F (10.479946 sec): 3 clusters Score: Raw -101775.073423 + Penalty 1125.297351 = -100649.776072 nChanged 99 SP:Iteration 6F (10.483198 sec): 3 clusters Score: Raw -101874.675986 + Penalty 1146.647624 = -100728.028362 nChanged 52 SP:Iteration 7Q (10.486608 sec): 3 clusters Score: Raw -101924.472478 + Penalty 1163.701353 = -100760.771125 nChanged 41 SP:Iteration 8Q (10.489935 sec): 3 clusters Score: Raw -101972.219883 + Penalty 1174.981053 = -100797.238831 nChanged 33 SP:Iteration 9Q (10.493343 sec): 3 clusters Score: Raw -102000.349382 + Penalty 1179.306027 = -100821.043355 nChanged 15 SP:Iteration 10F (10.496611 sec): 3 clusters Score: Raw -102008.961407 + Penalty 1179.765216 = -100829.196191 nChanged 7 SP:Iteration 11Q (10.499637 sec): 3 clusters Score: Raw -102015.359375 + Penalty 1180.428202 = -100834.931173 nChanged 7 SP:Iteration 12Q (10.502642 sec): 3 clusters Score: Raw -102018.446699 + Penalty 1179.630896 = -100838.815803 nChanged 5 SP:Iteration 13Q (10.505643 sec): 3 clusters Score: Raw -102020.482909 + Penalty 1180.458703 = -100840.024206 nChanged 3 SP:Iteration 14Q (10.508638 sec): 3 clusters Score: Raw -102021.913104 + Penalty 1179.807815 = -100842.105290 nChanged 5 SP:Iteration 15Q (10.511632 sec): 3 clusters Score: Raw -102024.089176 + Penalty 1178.976514 = -100845.112662 nChanged 4 SP:Iteration 16Q (10.514614 sec): 3 clusters Score: Raw -102025.262910 + Penalty 1179.298287 = -100845.964623 nChanged 2 SP:Iteration 17Q (10.517600 sec): 3 clusters Score: Raw -102025.934660 + Penalty 1179.117724 = -100846.816935 nChanged 1 SP:Iteration 18Q (10.520581 sec): 3 clusters Score: Raw -102026.144659 + Penalty 1178.408494 = -100847.736164 nChanged 1 SP:Iteration 19Q (10.523563 sec): 3 clusters Score: Raw -102026.354450 + Penalty 1178.460510 = -100847.893940 nChanged 1 SP:Iteration 20F (10.526823 sec): 3 clusters Score: Raw -102026.582882 + Penalty 1177.298946 = -100849.283937 nChanged 1 SP:Iteration 21Q (10.529816 sec): 3 clusters Score: Raw -102026.939470 + Penalty 1177.298946 = -100849.640524 nChanged 0 SP:Iteration 22F (10.533069 sec): 3 clusters Score: Raw -102026.939470 + Penalty 1177.298946 = -100849.640524 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 8 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.538369 sec): 2 clusters Score: Raw -76333.127553 + Penalty 184.247437 = -76148.880116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.541234 sec): 3 clusters Score: Raw -75535.269728 + Penalty 398.759530 = -75136.510198 nChanged 640 SP:Iteration 1F (10.543920 sec): 3 clusters Score: Raw -76317.105267 + Penalty 422.684217 = -75894.421049 nChanged 203 SP:Iteration 2F (10.546580 sec): 3 clusters Score: Raw -76583.545380 + Penalty 428.977432 = -76154.567948 nChanged 82 SP:Iteration 3F (10.549235 sec): 3 clusters Score: Raw -76652.564465 + Penalty 429.338841 = -76223.225624 nChanged 35 SP:Iteration 4Q (10.551812 sec): 3 clusters Score: Raw -76678.850563 + Penalty 424.829959 = -76254.020604 nChanged 31 SP:Iteration 5Q (10.554362 sec): 3 clusters Score: Raw -76715.539391 + Penalty 421.115245 = -76294.424146 nChanged 27 SP:Iteration 6Q (10.556905 sec): 3 clusters Score: Raw -76736.168413 + Penalty 419.047067 = -76317.121346 nChanged 15 SP:Iteration 7Q (10.559445 sec): 3 clusters Score: Raw -76741.883882 + Penalty 415.128697 = -76326.755185 nChanged 16 SP:Iteration 8Q (10.561979 sec): 3 clusters Score: Raw -76748.425137 + Penalty 413.999670 = -76334.425467 nChanged 12 SP:Iteration 9Q (10.564514 sec): 3 clusters Score: Raw -76752.803015 + Penalty 413.281107 = -76339.521909 nChanged 12 SP:Iteration 10F (10.567188 sec): 3 clusters Score: Raw -76755.617004 + Penalty 413.018742 = -76342.598262 nChanged 9 SP:Iteration 11Q (10.569790 sec): 3 clusters Score: Raw -76758.155720 + Penalty 412.833828 = -76345.321892 nChanged 15 SP:Iteration 12Q (10.572455 sec): 3 clusters Score: Raw -76764.396490 + Penalty 412.717155 = -76351.679335 nChanged 11 SP:Iteration 13Q (10.575058 sec): 3 clusters Score: Raw -76767.442228 + Penalty 412.521752 = -76354.920476 nChanged 6 SP:Iteration 14Q (10.577662 sec): 3 clusters Score: Raw -76768.140700 + Penalty 412.313302 = -76355.827398 nChanged 1 SP:Iteration 15Q (10.580262 sec): 3 clusters Score: Raw -76768.190335 + Penalty 412.313302 = -76355.877033 nChanged 0 SP:Iteration 16F (10.582943 sec): 3 clusters Score: Raw -76768.190335 + Penalty 412.313302 = -76355.877033 nChanged 0 Score: Raw -1036655.241334 + Penalty 102078.237333 = -934577.004001 Splitting cluster 8 changes total score from -918266.098783 to -934577.004001 So it's getting split into cluster 47. Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 9 (3769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.658611 sec): 2 clusters Score: Raw -213501.972540 + Penalty 135.968506 = -213366.004034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.665883 sec): 3 clusters Score: Raw -211054.021877 + Penalty 279.388038 = -210774.633839 nChanged 1781 SP:Iteration 1F (11.672935 sec): 3 clusters Score: Raw -212575.183325 + Penalty 280.555329 = -212294.627997 nChanged 387 SP:Iteration 2F (11.679840 sec): 3 clusters Score: Raw -212910.128182 + Penalty 280.717809 = -212629.410373 nChanged 262 SP:Iteration 3F (11.686788 sec): 3 clusters Score: Raw -213189.289329 + Penalty 272.351524 = -212916.937805 nChanged 181 SP:Iteration 4Q (11.693584 sec): 3 clusters Score: Raw -213397.682745 + Penalty 256.916326 = -213140.766419 nChanged 115 SP:Iteration 5Q (11.700494 sec): 3 clusters Score: Raw -213510.226839 + Penalty 246.914751 = -213263.312089 nChanged 43 SP:Iteration 6Q (11.706884 sec): 3 clusters Score: Raw -213537.357542 + Penalty 238.567754 = -213298.789788 nChanged 19 SP:Iteration 7Q (11.713124 sec): 3 clusters Score: Raw -213547.318325 + Penalty 234.810619 = -213312.507706 nChanged 8 SP:Iteration 8Q (11.719465 sec): 3 clusters Score: Raw -213551.514964 + Penalty 228.903550 = -213322.611414 nChanged 5 SP:Iteration 9Q (11.725796 sec): 3 clusters Score: Raw -213553.091624 + Penalty 229.278546 = -213323.813078 nChanged 2 SP:Iteration 10F (11.732554 sec): 3 clusters Score: Raw -213553.689452 + Penalty 230.517311 = -213323.172141 nChanged 2 SP:Iteration 11F (11.739382 sec): 3 clusters Score: Raw -213554.190157 + Penalty 231.517595 = -213322.672562 nChanged 2 SP:Iteration 12F (11.746084 sec): 3 clusters Score: Raw -213554.990952 + Penalty 230.375661 = -213324.615291 nChanged 1 SP:Iteration 13Q (11.751879 sec): 3 clusters Score: Raw -213556.936888 + Penalty 228.759113 = -213328.177775 nChanged 1 SP:Iteration 14Q (11.757573 sec): 3 clusters Score: Raw -213557.358770 + Penalty 228.759113 = -213328.599657 nChanged 0 SP:Iteration 15F (11.764284 sec): 3 clusters Score: Raw -213557.358770 + Penalty 228.759113 = -213328.599657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 10 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.768740 sec): 2 clusters Score: Raw -627.676329 + Penalty 150.930805 = -476.745524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.768976 sec): 3 clusters Score: Raw -630.649615 + Penalty 301.861610 = -328.788005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 11 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.769510 sec): 2 clusters Score: Raw -1692.405049 + Penalty 506.479982 = -1185.925067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.769771 sec): 3 clusters Score: Raw -1878.468198 + Penalty 1012.785316 = -865.682882 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.772029 sec): 2 clusters Score: Raw -35279.301298 + Penalty 394.037037 = -34885.264261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.773406 sec): 3 clusters Score: Raw -34974.124481 + Penalty 784.192981 = -34189.931500 nChanged 207 SP:Iteration 1F (11.774773 sec): 3 clusters Score: Raw -35119.771602 + Penalty 776.216775 = -34343.554827 nChanged 62 SP:Iteration 2F (11.776124 sec): 3 clusters Score: Raw -35224.490465 + Penalty 767.439194 = -34457.051272 nChanged 53 SP:Iteration 3F (11.777433 sec): 3 clusters Score: Raw -35358.269146 + Penalty 773.511119 = -34584.758027 nChanged 79 SP:Iteration 4F (11.778730 sec): 3 clusters Score: Raw -35634.466751 + Penalty 785.982830 = -34848.483920 nChanged 58 SP:Iteration 5F (11.780025 sec): 3 clusters Score: Raw -35877.195308 + Penalty 786.354083 = -35090.841225 nChanged 19 SP:Iteration 6Q (11.781170 sec): 3 clusters Score: Raw -35926.272655 + Penalty 788.810507 = -35137.462148 nChanged 9 SP:Iteration 7Q (11.782284 sec): 3 clusters Score: Raw -35933.210524 + Penalty 791.310254 = -35141.900270 nChanged 5 SP:Iteration 8Q (11.783395 sec): 3 clusters Score: Raw -35936.616262 + Penalty 792.867937 = -35143.748324 nChanged 3 SP:Iteration 9Q (11.784494 sec): 3 clusters Score: Raw -35938.468962 + Penalty 793.347618 = -35145.121344 nChanged 3 SP:Iteration 10F (11.785764 sec): 3 clusters Score: Raw -35938.993725 + Penalty 793.347618 = -35145.646107 nChanged 0 Score: Raw -1037314.936315 + Penalty 102691.238285 = -934623.698031 Splitting cluster 12 changes total score from -918266.098783 to -934623.698031 So it's getting split into cluster 48. Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 13 (844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.865491 sec): 2 clusters Score: Raw -51291.230483 + Penalty 293.819089 = -50997.411394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.867302 sec): 3 clusters Score: Raw -50801.144128 + Penalty 595.248758 = -50205.895369 nChanged 331 SP:Iteration 1F (12.868970 sec): 3 clusters Score: Raw -50984.131157 + Penalty 603.847247 = -50380.283911 nChanged 91 SP:Iteration 2F (12.870616 sec): 3 clusters Score: Raw -51052.819576 + Penalty 622.515864 = -50430.303712 nChanged 73 SP:Iteration 3F (12.872264 sec): 3 clusters Score: Raw -51151.131745 + Penalty 641.752061 = -50509.379684 nChanged 60 SP:Iteration 4F (12.873911 sec): 3 clusters Score: Raw -51235.996619 + Penalty 656.690250 = -50579.306369 nChanged 49 SP:Iteration 5F (12.875607 sec): 3 clusters Score: Raw -51312.240835 + Penalty 665.670063 = -50646.570772 nChanged 35 SP:Iteration 6Q (12.877173 sec): 3 clusters Score: Raw -51342.500767 + Penalty 671.281806 = -50671.218961 nChanged 14 SP:Iteration 7Q (12.878696 sec): 3 clusters Score: Raw -51353.578931 + Penalty 672.855313 = -50680.723619 nChanged 7 SP:Iteration 8Q (12.880203 sec): 3 clusters Score: Raw -51358.695926 + Penalty 675.898845 = -50682.797081 nChanged 11 SP:Iteration 9Q (12.881710 sec): 3 clusters Score: Raw -51366.636726 + Penalty 671.583163 = -50695.053563 nChanged 11 SP:Iteration 10F (12.883353 sec): 3 clusters Score: Raw -51373.654875 + Penalty 667.412936 = -50706.241940 nChanged 9 SP:Iteration 11Q (12.884864 sec): 3 clusters Score: Raw -51376.685596 + Penalty 665.179263 = -50711.506333 nChanged 3 SP:Iteration 12Q (12.886381 sec): 3 clusters Score: Raw -51378.326527 + Penalty 662.200878 = -50716.125649 nChanged 8 SP:Iteration 13Q (12.887896 sec): 3 clusters Score: Raw -51381.702188 + Penalty 660.561627 = -50721.140561 nChanged 4 SP:Iteration 14Q (12.889451 sec): 3 clusters Score: Raw -51383.172354 + Penalty 657.413205 = -50725.759149 nChanged 6 SP:Iteration 15Q (12.890987 sec): 3 clusters Score: Raw -51385.030128 + Penalty 656.281776 = -50728.748352 nChanged 2 SP:Iteration 16Q (12.892514 sec): 3 clusters Score: Raw -51385.220162 + Penalty 655.796772 = -50729.423391 nChanged 1 SP:Iteration 17Q (12.894023 sec): 3 clusters Score: Raw -51385.348879 + Penalty 655.796772 = -50729.552107 nChanged 0 SP:Iteration 18F (12.896049 sec): 3 clusters Score: Raw -51385.348879 + Penalty 655.796772 = -50729.552107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 14 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.897484 sec): 2 clusters Score: Raw -13011.436339 + Penalty 645.446241 = -12365.990098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.898039 sec): 3 clusters Score: Raw -12992.406616 + Penalty 1291.070875 = -11701.335741 nChanged 33 SP:Iteration 1F (12.898581 sec): 3 clusters Score: Raw -13039.799084 + Penalty 1291.506410 = -11748.292674 nChanged 7 SP:Iteration 2Q (12.899114 sec): 3 clusters Score: Raw -13052.975763 + Penalty 1291.708658 = -11761.267105 nChanged 1 SP:Iteration 3Q (12.899642 sec): 3 clusters Score: Raw -13056.625063 + Penalty 1291.791462 = -11764.833601 nChanged 3 SP:Iteration 4Q (12.900171 sec): 3 clusters Score: Raw -13067.159607 + Penalty 1292.549364 = -11774.610243 nChanged 3 SP:Iteration 5Q (12.900698 sec): 3 clusters Score: Raw -13070.069190 + Penalty 1293.068619 = -11777.000571 nChanged 5 SP:Iteration 6Q (12.901226 sec): 3 clusters Score: Raw -13077.947340 + Penalty 1295.732690 = -11782.214650 nChanged 8 SP:Iteration 7Q (12.901755 sec): 3 clusters Score: Raw -13088.423707 + Penalty 1296.435585 = -11791.988122 nChanged 4 SP:Iteration 8Q (12.902281 sec): 3 clusters Score: Raw -13097.637004 + Penalty 1295.675480 = -11801.961524 nChanged 1 SP:Iteration 9Q (12.902804 sec): 3 clusters Score: Raw -13098.604975 + Penalty 1295.675480 = -11802.929495 nChanged 0 SP:Iteration 10F (12.903344 sec): 3 clusters Score: Raw -13098.604975 + Penalty 1295.675480 = -11802.929495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 15 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.904874 sec): 2 clusters Score: Raw -13525.625324 + Penalty 102.352112 = -13423.273212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.905514 sec): 3 clusters Score: Raw -13413.479884 + Penalty 237.452403 = -13176.027481 nChanged 88 SP:Iteration 1F (12.906141 sec): 3 clusters Score: Raw -13499.752184 + Penalty 250.665205 = -13249.086979 nChanged 20 SP:Iteration 2F (12.906767 sec): 3 clusters Score: Raw -13523.139907 + Penalty 259.716667 = -13263.423240 nChanged 9 SP:Iteration 3Q (12.907379 sec): 3 clusters Score: Raw -13531.874644 + Penalty 267.629256 = -13264.245388 nChanged 4 SP:Iteration 4Q (12.907978 sec): 3 clusters Score: Raw -13534.917575 + Penalty 273.153787 = -13261.763788 nChanged 6 SP:Iteration 5F (12.908584 sec): 3 clusters Score: Raw -13540.728841 + Penalty 269.345453 = -13271.383388 nChanged 7 SP:Iteration 6Q (12.909155 sec): 3 clusters Score: Raw -13550.229900 + Penalty 267.478382 = -13282.751518 nChanged 5 SP:Iteration 7Q (12.909713 sec): 3 clusters Score: Raw -13555.408969 + Penalty 269.723374 = -13285.685595 nChanged 3 SP:Iteration 8Q (12.910257 sec): 3 clusters Score: Raw -13559.151237 + Penalty 262.380238 = -13296.770999 nChanged 1 SP:Iteration 9Q (12.910790 sec): 3 clusters Score: Raw -13563.428668 + Penalty 258.740413 = -13304.688255 nChanged 1 SP:Iteration 10F (12.911394 sec): 3 clusters Score: Raw -13564.100545 + Penalty 258.740413 = -13305.360131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 16 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.912480 sec): 2 clusters Score: Raw -2120.389423 + Penalty 167.407845 = -1952.981578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.912769 sec): 3 clusters Score: Raw -2118.150160 + Penalty 331.223782 = -1786.926378 nChanged 5 SP:Iteration 1F (12.913043 sec): 3 clusters Score: Raw -2131.547268 + Penalty 325.337925 = -1806.209343 nChanged 1 SP:Iteration 2Q (12.913309 sec): 3 clusters Score: Raw -2133.904110 + Penalty 325.337925 = -1808.566185 nChanged 0 SP:Iteration 3F (12.913577 sec): 3 clusters Score: Raw -2133.904110 + Penalty 325.337925 = -1808.566185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.915425 sec): 2 clusters Score: Raw -24932.022184 + Penalty 154.318386 = -24777.703798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.916367 sec): 3 clusters Score: Raw -24718.290682 + Penalty 309.060246 = -24409.230436 nChanged 155 SP:Iteration 1F (12.917294 sec): 3 clusters Score: Raw -24801.341420 + Penalty 308.797041 = -24492.544379 nChanged 37 SP:Iteration 2F (12.918225 sec): 3 clusters Score: Raw -24827.915086 + Penalty 308.645692 = -24519.269394 nChanged 21 SP:Iteration 3F (12.919149 sec): 3 clusters Score: Raw -24837.295025 + Penalty 308.689385 = -24528.605640 nChanged 17 SP:Iteration 4Q (12.920063 sec): 3 clusters Score: Raw -24845.815866 + Penalty 309.152146 = -24536.663720 nChanged 19 SP:Iteration 5Q (12.920982 sec): 3 clusters Score: Raw -24857.984567 + Penalty 310.306304 = -24547.678263 nChanged 23 SP:Iteration 6F (12.921905 sec): 3 clusters Score: Raw -24875.056412 + Penalty 309.923539 = -24565.132873 nChanged 17 SP:Iteration 7Q (12.922820 sec): 3 clusters Score: Raw -24887.938628 + Penalty 310.418272 = -24577.520356 nChanged 7 SP:Iteration 8Q (12.923725 sec): 3 clusters Score: Raw -24892.961159 + Penalty 310.961643 = -24581.999515 nChanged 5 SP:Iteration 9Q (12.924626 sec): 3 clusters Score: Raw -24895.551227 + Penalty 311.908710 = -24583.642517 nChanged 5 SP:Iteration 10F (12.925544 sec): 3 clusters Score: Raw -24899.951063 + Penalty 311.939197 = -24588.011866 nChanged 5 SP:Iteration 11Q (12.926438 sec): 3 clusters Score: Raw -24902.378559 + Penalty 311.968964 = -24590.409595 nChanged 3 SP:Iteration 12Q (12.927328 sec): 3 clusters Score: Raw -24902.966399 + Penalty 311.987518 = -24590.978881 nChanged 3 SP:Iteration 13Q (12.928220 sec): 3 clusters Score: Raw -24905.918794 + Penalty 311.309070 = -24594.609724 nChanged 3 SP:Iteration 14Q (12.929109 sec): 3 clusters Score: Raw -24907.455391 + Penalty 311.972137 = -24595.483254 nChanged 2 SP:Iteration 15Q (12.929993 sec): 3 clusters Score: Raw -24908.646004 + Penalty 312.072309 = -24596.573695 nChanged 2 SP:Iteration 16Q (12.930878 sec): 3 clusters Score: Raw -24909.206928 + Penalty 312.071338 = -24597.135590 nChanged 1 SP:Iteration 17Q (12.931762 sec): 3 clusters Score: Raw -24910.015015 + Penalty 311.988308 = -24598.026707 nChanged 5 SP:Iteration 18Q (12.932644 sec): 3 clusters Score: Raw -24911.311715 + Penalty 311.738115 = -24599.573600 nChanged 3 SP:Iteration 19Q (12.933528 sec): 3 clusters Score: Raw -24911.747766 + Penalty 312.051230 = -24599.696535 nChanged 2 SP:Iteration 20F (12.934445 sec): 3 clusters Score: Raw -24912.354133 + Penalty 312.297112 = -24600.057021 nChanged 4 SP:Iteration 21Q (12.935330 sec): 3 clusters Score: Raw -24915.822477 + Penalty 312.763470 = -24603.059007 nChanged 3 SP:Iteration 22Q (12.936211 sec): 3 clusters Score: Raw -24917.532926 + Penalty 312.594971 = -24604.937955 nChanged 1 SP:Iteration 23Q (12.937107 sec): 3 clusters Score: Raw -24917.668776 + Penalty 312.594971 = -24605.073805 nChanged 0 SP:Iteration 24F (12.938027 sec): 3 clusters Score: Raw -24917.668776 + Penalty 312.594971 = -24605.073805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.939160 sec): 2 clusters Score: Raw -5768.381447 + Penalty 184.864352 = -5583.517095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.939545 sec): 3 clusters Score: Raw -5748.456239 + Penalty 369.349861 = -5379.106378 nChanged 22 SP:Iteration 1F (12.939924 sec): 3 clusters Score: Raw -5767.422433 + Penalty 369.469467 = -5397.952966 nChanged 3 SP:Iteration 2Q (12.940298 sec): 3 clusters Score: Raw -5769.718297 + Penalty 369.063701 = -5400.654596 nChanged 4 SP:Iteration 3Q (12.940672 sec): 3 clusters Score: Raw -5772.073385 + Penalty 369.528537 = -5402.544848 nChanged 2 SP:Iteration 4Q (12.941072 sec): 3 clusters Score: Raw -5773.547824 + Penalty 369.528537 = -5404.019287 nChanged 0 SP:Iteration 5F (12.941448 sec): 3 clusters Score: Raw -5773.547824 + Penalty 369.528537 = -5404.019287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 19 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.942773 sec): 2 clusters Score: Raw -13103.316849 + Penalty 265.922602 = -12837.394247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.943367 sec): 3 clusters Score: Raw -13009.379166 + Penalty 532.527186 = -12476.851980 nChanged 64 SP:Iteration 1F (12.943951 sec): 3 clusters Score: Raw -13068.431847 + Penalty 536.861671 = -12531.570176 nChanged 21 SP:Iteration 2F (12.944588 sec): 3 clusters Score: Raw -13090.810652 + Penalty 543.444945 = -12547.365708 nChanged 13 SP:Iteration 3F (12.945235 sec): 3 clusters Score: Raw -13108.905850 + Penalty 550.491592 = -12558.414258 nChanged 14 SP:Iteration 4F (12.945824 sec): 3 clusters Score: Raw -13123.204244 + Penalty 556.758168 = -12566.446077 nChanged 6 SP:Iteration 5Q (12.946380 sec): 3 clusters Score: Raw -13133.643730 + Penalty 562.480689 = -12571.163041 nChanged 4 SP:Iteration 6Q (12.946930 sec): 3 clusters Score: Raw -13138.474251 + Penalty 564.000030 = -12574.474221 nChanged 1 SP:Iteration 7Q (12.947472 sec): 3 clusters Score: Raw -13138.651671 + Penalty 565.687086 = -12572.964585 nChanged 1 SP:Iteration 8F (12.948094 sec): 3 clusters Score: Raw -13139.149728 + Penalty 567.344542 = -12571.805186 nChanged 1 SP:Iteration 9F (12.948678 sec): 3 clusters Score: Raw -13141.019814 + Penalty 569.407083 = -12571.612731 nChanged 2 SP:Iteration 10F (12.949259 sec): 3 clusters Score: Raw -13142.774250 + Penalty 569.031597 = -12573.742653 nChanged 1 SP:Iteration 11Q (12.949811 sec): 3 clusters Score: Raw -13142.774218 + Penalty 570.704712 = -12572.069506 nChanged 1 SP:Iteration 12F (12.950391 sec): 3 clusters Score: Raw -13143.410879 + Penalty 574.840886 = -12568.569993 nChanged 2 SP:Iteration 13F (12.950972 sec): 3 clusters Score: Raw -13144.682765 + Penalty 580.441628 = -12564.241137 nChanged 2 SP:Iteration 14F (12.951551 sec): 3 clusters Score: Raw -13146.358165 + Penalty 584.580216 = -12561.777949 nChanged 2 SP:Iteration 15F (12.952105 sec): 3 clusters Score: Raw -13148.527519 + Penalty 585.622367 = -12562.905152 nChanged 1 SP:Iteration 16Q (12.952643 sec): 3 clusters Score: Raw -13149.067326 + Penalty 587.408274 = -12561.659053 nChanged 1 SP:Iteration 17F (12.953207 sec): 3 clusters Score: Raw -13150.394960 + Penalty 592.930612 = -12557.464348 nChanged 2 SP:Iteration 18F (12.953770 sec): 3 clusters Score: Raw -13153.692070 + Penalty 592.930612 = -12560.761457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 20 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.954613 sec): 2 clusters Score: Raw -353.826835 + Penalty 198.655461 = -155.171375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.954836 sec): 3 clusters Score: Raw -345.067199 + Penalty 395.132258 = 50.065058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 21 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.955965 sec): 2 clusters Score: Raw -5043.093008 + Penalty 253.226932 = -4789.866076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.956323 sec): 3 clusters Score: Raw -5020.018548 + Penalty 524.857211 = -4495.161337 nChanged 13 SP:Iteration 1F (12.956675 sec): 3 clusters Score: Raw -5044.128536 + Penalty 522.098856 = -4522.029680 nChanged 4 SP:Iteration 2Q (12.957023 sec): 3 clusters Score: Raw -5047.695026 + Penalty 522.682582 = -4525.012444 nChanged 1 SP:Iteration 3Q (12.957372 sec): 3 clusters Score: Raw -5049.058205 + Penalty 523.893848 = -4525.164356 nChanged 1 SP:Iteration 4Q (12.957719 sec): 3 clusters Score: Raw -5051.494564 + Penalty 525.983629 = -4525.510934 nChanged 1 SP:Iteration 5Q (12.958094 sec): 3 clusters Score: Raw -5054.357954 + Penalty 522.026852 = -4532.331102 nChanged 1 SP:Iteration 6Q (12.958438 sec): 3 clusters Score: Raw -5056.868755 + Penalty 518.894822 = -4537.973934 nChanged 1 SP:Iteration 7Q (12.958782 sec): 3 clusters Score: Raw -5058.351887 + Penalty 517.942329 = -4540.409558 nChanged 1 SP:Iteration 8Q (12.959125 sec): 3 clusters Score: Raw -5060.679530 + Penalty 517.942329 = -4542.737200 nChanged 0 SP:Iteration 9F (12.959476 sec): 3 clusters Score: Raw -5060.679530 + Penalty 517.942329 = -4542.737200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 22 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.960447 sec): 2 clusters Score: Raw -1991.720585 + Penalty 189.385718 = -1802.334867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.960717 sec): 3 clusters Score: Raw -1995.603521 + Penalty 380.824642 = -1614.778879 nChanged 3 SP:Iteration 1F (12.960980 sec): 3 clusters Score: Raw -2003.758576 + Penalty 380.824642 = -1622.933934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 23 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.961765 sec): 2 clusters Score: Raw -1148.034590 + Penalty 345.718150 = -802.316440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.962009 sec): 3 clusters Score: Raw -1255.678399 + Penalty 691.856002 = -563.822398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.962749 sec): 2 clusters Score: Raw -393.826621 + Penalty 149.569960 = -244.256662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.962966 sec): 3 clusters Score: Raw -393.419365 + Penalty 289.808372 = -103.610992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 25 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.963720 sec): 2 clusters Score: Raw -776.389252 + Penalty 307.558462 = -468.830790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.963951 sec): 3 clusters Score: Raw -814.590490 + Penalty 610.219794 = -204.370697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.965704 sec): 2 clusters Score: Raw -14326.392283 + Penalty 99.285033 = -14227.107250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.966355 sec): 3 clusters Score: Raw -14178.515104 + Penalty 205.766501 = -13972.748603 nChanged 104 SP:Iteration 1F (12.966982 sec): 3 clusters Score: Raw -14273.432803 + Penalty 218.535755 = -14054.897048 nChanged 31 SP:Iteration 2F (12.967610 sec): 3 clusters Score: Raw -14312.495209 + Penalty 262.708815 = -14049.786394 nChanged 11 SP:Iteration 3F (12.968238 sec): 3 clusters Score: Raw -14327.271862 + Penalty 267.884033 = -14059.387829 nChanged 2 SP:Iteration 4Q (12.968812 sec): 3 clusters Score: Raw -14328.607310 + Penalty 276.489900 = -14052.117410 nChanged 1 SP:Iteration 5F (12.969436 sec): 3 clusters Score: Raw -14329.145117 + Penalty 264.330275 = -14064.814841 nChanged 1 SP:Iteration 6Q (12.969989 sec): 3 clusters Score: Raw -14329.693235 + Penalty 260.073384 = -14069.619851 nChanged 1 SP:Iteration 7Q (12.970539 sec): 3 clusters Score: Raw -14330.270225 + Penalty 260.073384 = -14070.196841 nChanged 0 SP:Iteration 8F (12.971163 sec): 3 clusters Score: Raw -14330.270225 + Penalty 260.073384 = -14070.196841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.974115 sec): 2 clusters Score: Raw -19251.837269 + Penalty 544.914105 = -18706.923164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.974943 sec): 3 clusters Score: Raw -19166.787231 + Penalty 1105.147777 = -18061.639453 nChanged 94 SP:Iteration 1F (12.975724 sec): 3 clusters Score: Raw -19295.753237 + Penalty 1117.152783 = -18178.600455 nChanged 29 SP:Iteration 2F (12.976503 sec): 3 clusters Score: Raw -19335.347635 + Penalty 1125.049467 = -18210.298168 nChanged 13 SP:Iteration 3Q (12.977261 sec): 3 clusters Score: Raw -19351.448426 + Penalty 1132.384577 = -18219.063848 nChanged 10 SP:Iteration 4Q (12.978023 sec): 3 clusters Score: Raw -19362.236509 + Penalty 1133.630071 = -18228.606438 nChanged 5 SP:Iteration 5Q (12.978778 sec): 3 clusters Score: Raw -19371.804896 + Penalty 1133.256471 = -18238.548426 nChanged 5 SP:Iteration 6Q (12.979525 sec): 3 clusters Score: Raw -19377.734660 + Penalty 1134.616445 = -18243.118215 nChanged 1 SP:Iteration 7Q (12.980268 sec): 3 clusters Score: Raw -19378.345653 + Penalty 1136.019498 = -18242.326155 nChanged 1 SP:Iteration 8F (12.981043 sec): 3 clusters Score: Raw -19379.498309 + Penalty 1136.019498 = -18243.478811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 28 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.982036 sec): 2 clusters Score: Raw -1921.078232 + Penalty 149.525488 = -1771.552744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.982310 sec): 3 clusters Score: Raw -1922.789796 + Penalty 273.899908 = -1648.889889 nChanged 5 SP:Iteration 1F (12.982583 sec): 3 clusters Score: Raw -1929.483603 + Penalty 273.899908 = -1655.583696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.983864 sec): 2 clusters Score: Raw -10611.935208 + Penalty 337.839455 = -10274.095753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.984412 sec): 3 clusters Score: Raw -10548.742717 + Penalty 672.552211 = -9876.190506 nChanged 49 SP:Iteration 1F (12.984949 sec): 3 clusters Score: Raw -10594.186094 + Penalty 668.660858 = -9925.525237 nChanged 18 SP:Iteration 2F (12.985486 sec): 3 clusters Score: Raw -10614.163928 + Penalty 669.802489 = -9944.361438 nChanged 11 SP:Iteration 3F (12.986024 sec): 3 clusters Score: Raw -10630.013528 + Penalty 669.530190 = -9960.483338 nChanged 11 SP:Iteration 4F (12.986559 sec): 3 clusters Score: Raw -10645.117810 + Penalty 668.107732 = -9977.010077 nChanged 4 SP:Iteration 5Q (12.987080 sec): 3 clusters Score: Raw -10649.144473 + Penalty 667.478414 = -9981.666059 nChanged 4 SP:Iteration 6Q (12.987596 sec): 3 clusters Score: Raw -10654.798265 + Penalty 664.000503 = -9990.797762 nChanged 2 SP:Iteration 7Q (12.988115 sec): 3 clusters Score: Raw -10656.595185 + Penalty 666.626184 = -9989.969001 nChanged 2 SP:Iteration 8F (12.988650 sec): 3 clusters Score: Raw -10657.754130 + Penalty 663.246172 = -9994.507958 nChanged 2 SP:Iteration 9Q (12.989166 sec): 3 clusters Score: Raw -10661.587978 + Penalty 663.541035 = -9998.046943 nChanged 3 SP:Iteration 10F (12.989701 sec): 3 clusters Score: Raw -10669.061220 + Penalty 661.376013 = -10007.685207 nChanged 3 SP:Iteration 11Q (12.990213 sec): 3 clusters Score: Raw -10675.617878 + Penalty 665.132305 = -10010.485574 nChanged 1 SP:Iteration 12Q (12.990721 sec): 3 clusters Score: Raw -10677.255223 + Penalty 666.217557 = -10011.037667 nChanged 1 SP:Iteration 13Q (12.991224 sec): 3 clusters Score: Raw -10678.080678 + Penalty 666.217557 = -10011.863121 nChanged 0 SP:Iteration 14F (12.991758 sec): 3 clusters Score: Raw -10678.080678 + Penalty 666.217557 = -10011.863121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 31 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.992622 sec): 2 clusters Score: Raw -812.481731 + Penalty 198.035974 = -614.445757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.992854 sec): 3 clusters Score: Raw -815.730070 + Penalty 391.261511 = -424.468558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.993642 sec): 2 clusters Score: Raw -722.692173 + Penalty 221.112548 = -501.579625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.993872 sec): 3 clusters Score: Raw -749.685706 + Penalty 441.603582 = -308.082124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 33 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.994670 sec): 2 clusters Score: Raw -1590.835202 + Penalty 131.168351 = -1459.666851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.994933 sec): 3 clusters Score: Raw -1600.513757 + Penalty 271.863057 = -1328.650700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 34 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.995686 sec): 2 clusters Score: Raw -506.042395 + Penalty 132.591843 = -373.450552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.995911 sec): 3 clusters Score: Raw -525.744656 + Penalty 265.845512 = -259.899143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 35 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.996697 sec): 2 clusters Score: Raw -1534.973515 + Penalty 356.057749 = -1178.915766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.996956 sec): 3 clusters Score: Raw -1575.440238 + Penalty 712.115498 = -863.324740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.997752 sec): 2 clusters Score: Raw -1671.113071 + Penalty 157.776999 = -1513.336072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.998014 sec): 3 clusters Score: Raw -1673.926187 + Penalty 327.335706 = -1346.590481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.998769 sec): 2 clusters Score: Raw -619.870860 + Penalty 144.642913 = -475.227947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.998995 sec): 3 clusters Score: Raw -634.333891 + Penalty 291.362203 = -342.971687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.999742 sec): 2 clusters Score: Raw -366.803367 + Penalty 220.181563 = -146.621803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.999958 sec): 3 clusters Score: Raw -354.133473 + Penalty 443.584891 = 89.451418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 40 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.000695 sec): 2 clusters Score: Raw -340.907222 + Penalty 181.521083 = -159.386139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.000911 sec): 3 clusters Score: Raw -337.396639 + Penalty 361.242747 = 23.846108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.003056 sec): 2 clusters Score: Raw -18517.510333 + Penalty 140.240086 = -18377.270246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.003824 sec): 3 clusters Score: Raw -18346.664340 + Penalty 296.386928 = -18050.277412 nChanged 116 SP:Iteration 1F (13.004592 sec): 3 clusters Score: Raw -18439.445025 + Penalty 308.055166 = -18131.389859 nChanged 28 SP:Iteration 2F (13.005346 sec): 3 clusters Score: Raw -18461.830230 + Penalty 314.770004 = -18147.060226 nChanged 16 SP:Iteration 3Q (13.006095 sec): 3 clusters Score: Raw -18474.787458 + Penalty 323.616772 = -18151.170686 nChanged 15 SP:Iteration 4Q (13.006867 sec): 3 clusters Score: Raw -18490.737882 + Penalty 330.168955 = -18160.568927 nChanged 13 SP:Iteration 5Q (13.007594 sec): 3 clusters Score: Raw -18501.164999 + Penalty 334.965554 = -18166.199445 nChanged 7 SP:Iteration 6Q (13.008312 sec): 3 clusters Score: Raw -18506.670122 + Penalty 340.816855 = -18165.853266 nChanged 3 SP:Iteration 7F (13.009063 sec): 3 clusters Score: Raw -18508.296563 + Penalty 342.106855 = -18166.189707 nChanged 2 SP:Iteration 8Q (13.009754 sec): 3 clusters Score: Raw -18509.501207 + Penalty 342.106855 = -18167.394352 nChanged 0 SP:Iteration 9F (13.010507 sec): 3 clusters Score: Raw -18509.501207 + Penalty 342.106855 = -18167.394352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 43 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.011520 sec): 2 clusters Score: Raw -803.274755 + Penalty 276.268463 = -527.006292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.011756 sec): 3 clusters Score: Raw -814.855048 + Penalty 563.692183 = -251.162865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.012504 sec): 2 clusters Score: Raw -195.054219 + Penalty 104.264978 = -90.789240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.012714 sec): 3 clusters Score: Raw -190.102171 + Penalty 218.391280 = 28.289109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 45 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.013473 sec): 2 clusters Score: Raw -795.020994 + Penalty 235.744471 = -559.276522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.013703 sec): 3 clusters Score: Raw -800.709938 + Penalty 480.842561 = -319.867377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.014450 sec): 2 clusters Score: Raw -527.528559 + Penalty 146.459836 = -381.068723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.014675 sec): 3 clusters Score: Raw -538.224923 + Penalty 290.667431 = -247.557493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.016290 sec): 2 clusters Score: Raw -18524.357910 + Penalty 287.498457 = -18236.859453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.017070 sec): 3 clusters Score: Raw -18408.008456 + Penalty 573.883565 = -17834.124891 nChanged 109 SP:Iteration 1F (13.017816 sec): 3 clusters Score: Raw -18554.310180 + Penalty 570.734000 = -17983.576181 nChanged 26 SP:Iteration 2F (13.018564 sec): 3 clusters Score: Raw -18589.308323 + Penalty 566.169737 = -18023.138586 nChanged 12 SP:Iteration 3Q (13.019291 sec): 3 clusters Score: Raw -18599.501442 + Penalty 566.540659 = -18032.960783 nChanged 7 SP:Iteration 4Q (13.020031 sec): 3 clusters Score: Raw -18605.595864 + Penalty 565.923777 = -18039.672088 nChanged 2 SP:Iteration 5Q (13.020749 sec): 3 clusters Score: Raw -18607.992518 + Penalty 564.636579 = -18043.355939 nChanged 1 SP:Iteration 6Q (13.021462 sec): 3 clusters Score: Raw -18609.466227 + Penalty 564.636579 = -18044.829648 nChanged 0 SP:Iteration 7F (13.022210 sec): 3 clusters Score: Raw -18609.466227 + Penalty 564.636579 = -18044.829648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.023197 sec): 2 clusters Score: Raw -674.312509 + Penalty 144.937648 = -529.374861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.023434 sec): 3 clusters Score: Raw -691.001588 + Penalty 287.286288 = -403.715300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.024305 sec): 2 clusters Score: Raw -2486.370051 + Penalty 36.831576 = -2449.538475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.024593 sec): 3 clusters Score: Raw -2465.267813 + Penalty 88.617553 = -2376.650259 nChanged 16 SP:Iteration 1F (13.024877 sec): 3 clusters Score: Raw -2490.562994 + Penalty 91.699604 = -2398.863390 nChanged 2 SP:Iteration 2Q (13.025155 sec): 3 clusters Score: Raw -2492.690487 + Penalty 95.037490 = -2397.652997 nChanged 1 SP:Iteration 3F (13.025437 sec): 3 clusters Score: Raw -2493.435949 + Penalty 95.037490 = -2398.398459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.026192 sec): 2 clusters Score: Raw -543.880609 + Penalty 206.073712 = -337.806897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.026417 sec): 3 clusters Score: Raw -570.822405 + Penalty 402.534446 = -168.287959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 54 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.027165 sec): 2 clusters Score: Raw -658.771256 + Penalty 151.605084 = -507.166172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.027389 sec): 3 clusters Score: Raw -655.244693 + Penalty 309.018923 = -346.225770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 55 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.028176 sec): 2 clusters Score: Raw -1360.991978 + Penalty 427.958085 = -933.033892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.028427 sec): 3 clusters Score: Raw -1443.365518 + Penalty 854.597128 = -588.768390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.029178 sec): 2 clusters Score: Raw -564.117576 + Penalty 200.955456 = -363.162120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.029403 sec): 3 clusters Score: Raw -577.224656 + Penalty 411.191161 = -166.033495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.030135 sec): 2 clusters Score: Raw -285.730142 + Penalty 175.623576 = -110.106566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.030349 sec): 3 clusters Score: Raw -275.809685 + Penalty 360.758327 = 84.948642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 58 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.031091 sec): 2 clusters Score: Raw -494.318456 + Penalty 132.246463 = -362.071994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.031313 sec): 3 clusters Score: Raw -497.265152 + Penalty 263.669727 = -233.595425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 59 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.032055 sec): 2 clusters Score: Raw -493.989058 + Penalty 143.263798 = -350.725261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.032275 sec): 3 clusters Score: Raw -497.564084 + Penalty 267.107728 = -230.456356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 61 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.033032 sec): 2 clusters Score: Raw -804.723720 + Penalty 271.667283 = -533.056437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.033265 sec): 3 clusters Score: Raw -835.128874 + Penalty 544.471404 = -290.657470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.034016 sec): 2 clusters Score: Raw -269.696110 + Penalty 153.279056 = -116.417054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.034229 sec): 3 clusters Score: Raw -266.407492 + Penalty 284.480512 = 18.073020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.034959 sec): 2 clusters Score: Raw -249.013874 + Penalty 89.898252 = -159.115622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.035172 sec): 3 clusters Score: Raw -247.278505 + Penalty 179.796504 = -67.482001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.035900 sec): 2 clusters Score: Raw -193.945183 + Penalty 77.308701 = -116.636482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.036110 sec): 3 clusters Score: Raw -185.563279 + Penalty 159.373779 = -26.189499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.036846 sec): 2 clusters Score: Raw -393.544371 + Penalty 142.645155 = -250.899215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.037062 sec): 3 clusters Score: Raw -389.770156 + Penalty 278.426136 = -111.344020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 68 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.037791 sec): 2 clusters Score: Raw -250.694666 + Penalty 86.897446 = -163.797220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.038007 sec): 3 clusters Score: Raw -245.336519 + Penalty 186.807073 = -58.529446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 69 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.038758 sec): 2 clusters Score: Raw -625.639272 + Penalty 159.174327 = -466.464946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.038987 sec): 3 clusters Score: Raw -631.910356 + Penalty 318.348653 = -313.561702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.039716 sec): 2 clusters Score: Raw -270.108263 + Penalty 148.291272 = -121.816991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.039929 sec): 3 clusters Score: Raw -264.242379 + Penalty 296.582543 = 32.340164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 71 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.040693 sec): 2 clusters Score: Raw -999.000669 + Penalty 346.824968 = -652.175701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.040934 sec): 3 clusters Score: Raw -1075.208883 + Penalty 696.811427 = -378.397456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.041672 sec): 2 clusters Score: Raw -363.140158 + Penalty 136.710352 = -226.429806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.041889 sec): 3 clusters Score: Raw -365.809186 + Penalty 281.353721 = -84.455465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 74 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.042616 sec): 2 clusters Score: Raw -200.358195 + Penalty 104.784599 = -95.573596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.042811 sec): 2 clusters Score: Raw -200.358195 + Penalty 104.784599 = -95.573596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.043562 sec): 2 clusters Score: Raw -319.119074 + Penalty 126.246037 = -192.873037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.043778 sec): 3 clusters Score: Raw -319.841625 + Penalty 259.132957 = -60.708668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 76 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.044520 sec): 2 clusters Score: Raw -540.775716 + Penalty 248.068709 = -292.707007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.044738 sec): 3 clusters Score: Raw -539.404451 + Penalty 485.889429 = -53.515022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.045467 sec): 2 clusters Score: Raw -277.770980 + Penalty 170.124217 = -107.646763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.045681 sec): 3 clusters Score: Raw -268.326844 + Penalty 340.248434 = 71.921590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.046415 sec): 2 clusters Score: Raw -356.404482 + Penalty 173.794884 = -182.609598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.046630 sec): 3 clusters Score: Raw -341.969274 + Penalty 342.674993 = 0.705718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 79 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.047393 sec): 2 clusters Score: Raw -998.990383 + Penalty 380.538372 = -618.452011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.047633 sec): 3 clusters Score: Raw -1059.890665 + Penalty 763.170099 = -296.720565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 81 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.048377 sec): 2 clusters Score: Raw -517.750782 + Penalty 187.527961 = -330.222822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.048598 sec): 3 clusters Score: Raw -521.287278 + Penalty 369.357556 = -151.929722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 83 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.049356 sec): 2 clusters Score: Raw -871.083751 + Penalty 191.197002 = -679.886750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.049590 sec): 3 clusters Score: Raw -875.544650 + Penalty 382.394003 = -493.150646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.050316 sec): 2 clusters Score: Raw -137.377397 + Penalty 85.521922 = -51.855476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.050512 sec): 2 clusters Score: Raw -137.377397 + Penalty 85.521922 = -51.855476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.051261 sec): 2 clusters Score: Raw -407.886263 + Penalty 187.500800 = -220.385463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.051479 sec): 3 clusters Score: Raw -401.415282 + Penalty 381.345388 = -20.069895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.052221 sec): 2 clusters Score: Raw -398.300547 + Penalty 151.972440 = -246.328107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.052441 sec): 3 clusters Score: Raw -392.395632 + Penalty 303.944880 = -88.450752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.053203 sec): 2 clusters Score: Raw -283.074108 + Penalty 146.712985 = -136.361123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.053417 sec): 3 clusters Score: Raw -272.477511 + Penalty 297.351278 = 24.873767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.054155 sec): 2 clusters Score: Raw -321.689833 + Penalty 117.799234 = -203.890599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.054371 sec): 3 clusters Score: Raw -318.487959 + Penalty 243.004254 = -75.483704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 89 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.055136 sec): 2 clusters Score: Raw -979.529941 + Penalty 151.731559 = -827.798382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.055377 sec): 3 clusters Score: Raw -983.921253 + Penalty 305.736549 = -678.184704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.056106 sec): 2 clusters Score: Raw -125.762140 + Penalty 48.105025 = -77.657115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.056312 sec): 3 clusters Score: Raw -119.930397 + Penalty 96.210050 = -23.720348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.057042 sec): 2 clusters Score: Raw -129.078525 + Penalty 48.703178 = -80.375346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.057244 sec): 3 clusters Score: Raw -121.825320 + Penalty 97.406357 = -24.418963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 92 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.057983 sec): 2 clusters Score: Raw -400.254265 + Penalty 171.886118 = -228.368147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.058202 sec): 3 clusters Score: Raw -396.668317 + Penalty 342.373680 = -54.294637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.058923 sec): 2 clusters Score: Raw -64.319055 + Penalty 0.000000 = -64.319055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.059114 sec): 2 clusters Score: Raw -64.319055 + Penalty 0.000000 = -64.319055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 94 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.059838 sec): 2 clusters Score: Raw -129.342943 + Penalty 55.913416 = -73.429528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.060033 sec): 2 clusters Score: Raw -129.342943 + Penalty 55.913416 = -73.429528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 95 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.060766 sec): 2 clusters Score: Raw -401.268573 + Penalty 168.304031 = -232.964543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.060982 sec): 3 clusters Score: Raw -395.159023 + Penalty 335.991771 = -59.167251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.061712 sec): 2 clusters Score: Raw -210.029283 + Penalty 144.109181 = -65.920102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.061937 sec): 3 clusters Score: Raw -199.633767 + Penalty 293.118696 = 93.484929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 99 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.062664 sec): 2 clusters Score: Raw -122.033549 + Penalty 43.063118 = -78.970431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.062858 sec): 2 clusters Score: Raw -122.033549 + Penalty 43.063118 = -78.970431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.063591 sec): 2 clusters Score: Raw -261.271079 + Penalty 103.119375 = -158.151704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.063804 sec): 3 clusters Score: Raw -253.121971 + Penalty 225.081574 = -28.040397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 101 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.064525 sec): 2 clusters Score: Raw -63.876430 + Penalty 0.000000 = -63.876430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.064717 sec): 2 clusters Score: Raw -63.876430 + Penalty 0.000000 = -63.876430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 103 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.065435 sec): 2 clusters Score: Raw -62.445869 + Penalty 0.000000 = -62.445869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.065624 sec): 2 clusters Score: Raw -62.445869 + Penalty 0.000000 = -62.445869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.066345 sec): 2 clusters Score: Raw -131.085909 + Penalty 71.860953 = -59.224956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.066554 sec): 3 clusters Score: Raw -123.379400 + Penalty 143.721906 = 20.342505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.067283 sec): 2 clusters Score: Raw -278.023360 + Penalty 169.790027 = -108.233333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.067497 sec): 3 clusters Score: Raw -270.674372 + Penalty 339.580054 = 68.905682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.068244 sec): 2 clusters Score: Raw -594.444511 + Penalty 147.958413 = -446.486099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.068471 sec): 3 clusters Score: Raw -588.185639 + Penalty 340.278623 = -247.907016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.069201 sec): 2 clusters Score: Raw -230.295195 + Penalty 67.639021 = -162.656175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.069413 sec): 3 clusters Score: Raw -234.061822 + Penalty 124.052326 = -110.009496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.070156 sec): 2 clusters Score: Raw -516.357484 + Penalty 148.103266 = -368.254218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.070379 sec): 3 clusters Score: Raw -522.121658 + Penalty 292.499081 = -229.622577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.071101 sec): 2 clusters Score: Raw -59.033322 + Penalty 0.000000 = -59.033322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.071306 sec): 2 clusters Score: Raw -59.033322 + Penalty 0.000000 = -59.033322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 112 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.072028 sec): 2 clusters Score: Raw -61.967878 + Penalty 0.000000 = -61.967878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.072218 sec): 2 clusters Score: Raw -61.967878 + Penalty 0.000000 = -61.967878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.072941 sec): 2 clusters Score: Raw -63.890539 + Penalty 0.000000 = -63.890539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.073132 sec): 2 clusters Score: Raw -63.890539 + Penalty 0.000000 = -63.890539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.073855 sec): 2 clusters Score: Raw -138.927444 + Penalty 90.284731 = -48.642713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.074062 sec): 3 clusters Score: Raw -128.688188 + Penalty 180.569461 = 51.881273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.074783 sec): 2 clusters Score: Raw -132.574141 + Penalty 60.903582 = -71.670559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.074988 sec): 3 clusters Score: Raw -123.838695 + Penalty 121.807164 = -2.031531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.075708 sec): 2 clusters Score: Raw -62.249993 + Penalty 0.000000 = -62.249993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.075898 sec): 2 clusters Score: Raw -62.249993 + Penalty 0.000000 = -62.249993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.076617 sec): 2 clusters Score: Raw -135.407464 + Penalty 85.033797 = -50.373667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.076811 sec): 2 clusters Score: Raw -135.407464 + Penalty 85.033797 = -50.373667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 118 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.077564 sec): 2 clusters Score: Raw -852.233330 + Penalty 135.666118 = -716.567212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.077797 sec): 3 clusters Score: Raw -855.795947 + Penalty 268.514881 = -587.281066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.078528 sec): 2 clusters Score: Raw -132.676643 + Penalty 69.750840 = -62.925803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.078733 sec): 3 clusters Score: Raw -125.842735 + Penalty 139.501680 = 13.658944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.079461 sec): 2 clusters Score: Raw -203.968596 + Penalty 128.034186 = -75.934410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.079672 sec): 3 clusters Score: Raw -195.804298 + Penalty 277.493405 = 81.689107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.080402 sec): 2 clusters Score: Raw -253.626388 + Penalty 118.471872 = -135.154516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.080612 sec): 2 clusters Score: Raw -253.626388 + Penalty 118.471872 = -135.154516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.081342 sec): 2 clusters Score: Raw -252.133492 + Penalty 87.974706 = -164.158786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.081555 sec): 3 clusters Score: Raw -250.639540 + Penalty 175.949412 = -74.690128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.082276 sec): 2 clusters Score: Raw -62.205188 + Penalty 0.000000 = -62.205188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.082466 sec): 2 clusters Score: Raw -62.205188 + Penalty 0.000000 = -62.205188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.083200 sec): 2 clusters Score: Raw -350.111536 + Penalty 161.431540 = -188.679996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.083415 sec): 3 clusters Score: Raw -341.349282 + Penalty 313.992339 = -27.356943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.084136 sec): 2 clusters Score: Raw -64.615314 + Penalty 0.000000 = -64.615314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.084327 sec): 2 clusters Score: Raw -64.615314 + Penalty 0.000000 = -64.615314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.085046 sec): 2 clusters Score: Raw -65.108755 + Penalty 0.000000 = -65.108755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.085237 sec): 2 clusters Score: Raw -65.108755 + Penalty 0.000000 = -65.108755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.085952 sec): 2 clusters Score: Raw -61.024244 + Penalty 0.000000 = -61.024244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.086141 sec): 2 clusters Score: Raw -61.024244 + Penalty 0.000000 = -61.024244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 132 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.086870 sec): 2 clusters Score: Raw -286.985181 + Penalty 169.909899 = -117.075282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.087065 sec): 2 clusters Score: Raw -286.985181 + Penalty 169.909899 = -117.075282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.087792 sec): 2 clusters Score: Raw -130.250965 + Penalty 68.893425 = -61.357540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.088001 sec): 3 clusters Score: Raw -123.136041 + Penalty 137.786850 = 14.650809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.088726 sec): 2 clusters Score: Raw -136.415089 + Penalty 86.056385 = -50.358704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.088933 sec): 3 clusters Score: Raw -127.529248 + Penalty 172.112770 = 44.583522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.089654 sec): 2 clusters Score: Raw -63.295995 + Penalty 0.000000 = -63.295995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.089859 sec): 2 clusters Score: Raw -63.295995 + Penalty 0.000000 = -63.295995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.090578 sec): 2 clusters Score: Raw -60.198332 + Penalty 0.000000 = -60.198332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.090766 sec): 2 clusters Score: Raw -60.198332 + Penalty 0.000000 = -60.198332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.091481 sec): 2 clusters Score: Raw -61.269887 + Penalty 0.000000 = -61.269887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.091670 sec): 2 clusters Score: Raw -61.269887 + Penalty 0.000000 = -61.269887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.092384 sec): 2 clusters Score: Raw -63.088614 + Penalty 0.000000 = -63.088614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.092572 sec): 2 clusters Score: Raw -63.088614 + Penalty 0.000000 = -63.088614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.093289 sec): 2 clusters Score: Raw -64.080988 + Penalty 0.000000 = -64.080988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.093479 sec): 2 clusters Score: Raw -64.080988 + Penalty 0.000000 = -64.080988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.094197 sec): 2 clusters Score: Raw -63.694201 + Penalty 0.000000 = -63.694201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.094386 sec): 2 clusters Score: Raw -63.694201 + Penalty 0.000000 = -63.694201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.095105 sec): 2 clusters Score: Raw -130.169745 + Penalty 79.349449 = -50.820296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.095314 sec): 3 clusters Score: Raw -122.753493 + Penalty 158.698897 = 35.945404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.096033 sec): 2 clusters Score: Raw -63.734317 + Penalty 0.000000 = -63.734317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.096223 sec): 2 clusters Score: Raw -63.734317 + Penalty 0.000000 = -63.734317 nChanged 0 Deleting Class 11 (29 points): Lose 213.021293 but Gain 1479.754547 Iteration 20F (14.181317 sec): 125 clusters Score: Raw -1021543.672045 + Penalty 101975.602752 = -919568.069293 nChanged 591 Deleting Class 79 (15 points): Lose 120.643611 but Gain 1382.453127 Iteration 21Q (14.298563 sec): 124 clusters Score: Raw -1021854.904362 + Penalty 100659.476323 = -921195.428040 nChanged 305 Deleting Class 97 (3 points): Lose 31.232575 but Gain 1290.493639 Iteration 22Q (14.399303 sec): 123 clusters Score: Raw -1022074.482331 + Penalty 99513.004964 = -922561.477368 nChanged 212 Deleting Class 114 (2 points): Lose 26.658315 but Gain 1281.437758 Iteration 23Q (14.492508 sec): 122 clusters Score: Raw -1022192.991851 + Penalty 98376.573537 = -923816.418314 nChanged 188 Deleting Class 38 (5 points): Lose 91.658640 but Gain 1345.908060 Iteration 24Q (14.583677 sec): 121 clusters Score: Raw -1022220.294628 + Penalty 97157.943155 = -925062.351472 nChanged 182 Deleting Class 128 (1 points): Lose 14.610635 but Gain 1251.511422 Iteration 25Q (14.673940 sec): 120 clusters Score: Raw -1022349.231870 + Penalty 95832.927001 = -926516.304869 nChanged 140 Deleting Class 55 (20 points): Lose 167.157890 but Gain 1402.213037 Iteration 26Q (14.761531 sec): 119 clusters Score: Raw -1022270.668720 + Penalty 94467.074493 = -927803.594226 nChanged 123 Deleting Class 146 (1 points): Lose 3.199464 but Gain 1232.155603 Iteration 27Q (14.848861 sec): 118 clusters Score: Raw -1022364.342570 + Penalty 93296.091544 = -929068.251025 nChanged 106 Deleting Class 127 (1 points): Lose 26.618847 but Gain 1235.315417 Iteration 28Q (14.933778 sec): 117 clusters Score: Raw -1022399.995462 + Penalty 92097.744997 = -930302.250465 nChanged 96 Deleting Class 57 (4 points): Lose 43.578040 but Gain 1246.338551 Iteration 29Q (15.017812 sec): 116 clusters Score: Raw -1022406.679658 + Penalty 90999.005118 = -931407.674540 nChanged 86 Deleting Class 84 (2 points): Lose 12.137595 but Gain 1213.837806 Iteration 30F (16.011516 sec): 115 clusters Score: Raw -1022536.928938 + Penalty 89815.482008 = -932721.446930 nChanged 110 Deleting Class 134 (2 points): Lose 25.989167 but Gain 1221.423602 Iteration 31Q (16.097014 sec): 114 clusters Score: Raw -1022702.482004 + Penalty 88687.960049 = -934014.521954 nChanged 126 Deleting Class 117 (2 points): Lose 24.161351 but Gain 1206.909712 Iteration 32Q (16.183723 sec): 113 clusters Score: Raw -1022873.743814 + Penalty 87347.029853 = -935526.713961 nChanged 136 Deleting Class 132 (4 points): Lose 25.140026 but Gain 1205.790607 Iteration 33Q (16.270812 sec): 112 clusters Score: Raw -1022970.636300 + Penalty 86172.036207 = -936798.600093 nChanged 142 Deleting Class 20 (5 points): Lose 45.699835 but Gain 1214.325039 Iteration 34Q (16.356615 sec): 111 clusters Score: Raw -1022995.966632 + Penalty 85110.646326 = -937885.320306 nChanged 105 Deleting Class 77 (4 points): Lose 46.177627 but Gain 1207.311543 Iteration 35Q (16.439761 sec): 110 clusters Score: Raw -1023011.435754 + Penalty 83923.921768 = -939087.513986 nChanged 89 Deleting Class 105 (4 points): Lose 50.660677 but Gain 1204.939914 Iteration 36Q (16.521645 sec): 109 clusters Score: Raw -1023016.264011 + Penalty 82737.741766 = -940278.522246 nChanged 74 Deleting Class 25 (11 points): Lose 96.744005 but Gain 1237.256315 Iteration 37Q (16.602688 sec): 108 clusters Score: Raw -1022956.957454 + Penalty 81523.181519 = -941433.775935 nChanged 78 Deleting Class 63 (3 points): Lose 28.941524 but Gain 1147.634683 Iteration 38Q (16.683864 sec): 107 clusters Score: Raw -1022978.505867 + Penalty 80392.227324 = -942586.278543 nChanged 65 Deleting Class 147 (1 points): Lose 11.751469 but Gain 1124.422158 Iteration 39Q (16.764523 sec): 106 clusters Score: Raw -1022996.069876 + Penalty 79266.762646 = -943729.307229 nChanged 59 Deleting Class 148 (2 points): Lose 17.145867 but Gain 1126.230080 Iteration 40F (17.674790 sec): 105 clusters Score: Raw -1023031.556018 + Penalty 78186.658653 = -944844.897365 nChanged 37 Deleting Class 120 (3 points): Lose 40.213419 but Gain 1146.542512 Iteration 41Q (17.752674 sec): 104 clusters Score: Raw -1023017.857410 + Penalty 77000.623888 = -946017.233521 nChanged 33 Deleting Class 71 (16 points): Lose 127.723009 but Gain 1230.647213 Iteration 42Q (17.830234 sec): 103 clusters Score: Raw -1022907.112411 + Penalty 75798.829639 = -947108.282772 nChanged 53 Deleting Class 113 (1 points): Lose 12.629918 but Gain 1096.735829 Iteration 43Q (17.908372 sec): 102 clusters Score: Raw -1022927.629348 + Penalty 74704.601434 = -948223.027915 nChanged 24 Deleting Class 149 (1 points): Lose 7.632607 but Gain 1065.048695 Iteration 44Q (17.985260 sec): 101 clusters Score: Raw -1022924.729187 + Penalty 73642.911083 = -949281.818104 nChanged 16 Deleting Class 101 (1 points): Lose 2.450601 but Gain 1044.786082 Iteration 45Q (18.060615 sec): 100 clusters Score: Raw -1022926.038337 + Penalty 72618.388796 = -950307.649541 nChanged 6 Deleting Class 40 (5 points): Lose 77.112108 but Gain 1109.587401 Iteration 46Q (18.136009 sec): 99 clusters Score: Raw -1022859.077947 + Penalty 71516.251185 = -951342.826761 nChanged 8 Deleting Class 76 (8 points): Lose 144.110278 but Gain 1173.637402 Iteration 47Q (18.211323 sec): 98 clusters Score: Raw -1022727.830913 + Penalty 70489.858219 = -952237.972694 nChanged 10 Deleting Class 144 (2 points): Lose 50.591600 but Gain 1106.174369 Iteration 48Q (18.287884 sec): 97 clusters Score: Raw -1022755.704610 + Penalty 69403.773437 = -953351.931173 nChanged 8 Deleting Class 35 (22 points): Lose 122.007379 but Gain 1142.133694 Iteration 49Q (18.362022 sec): 96 clusters Score: Raw -1022669.467794 + Penalty 68309.452442 = -954360.015351 nChanged 26 Deleting Class 136 (1 points): Lose 6.777406 but Gain 1017.734474 Iteration 50F (19.187178 sec): 95 clusters Score: Raw -1022701.835925 + Penalty 67294.741113 = -955407.094812 nChanged 13 Deleting Class 93 (1 points): Lose 4.423949 but Gain 1011.998248 Iteration 51Q (19.262978 sec): 94 clusters Score: Raw -1022703.323870 + Penalty 66292.681264 = -956410.642607 nChanged 8 Deleting Class 78 (5 points): Lose 56.428245 but Gain 1062.359315 Iteration 52Q (19.337145 sec): 93 clusters Score: Raw -1022654.279470 + Penalty 65324.438929 = -957329.840541 nChanged 13 Deleting Class 104 (2 points): Lose 17.943547 but Gain 1019.943654 Iteration 53Q (19.412553 sec): 92 clusters Score: Raw -1022663.381232 + Penalty 64309.268855 = -958354.112377 nChanged 7 Deleting Class 70 (4 points): Lose 57.251873 but Gain 1052.370832 Iteration 54Q (19.486392 sec): 91 clusters Score: Raw -1022615.171693 + Penalty 63480.154148 = -959135.017545 nChanged 7 Deleting Class 116 (1 points): Lose 2.428034 but Gain 995.313770 Iteration 55Q (19.560094 sec): 90 clusters Score: Raw -1022639.474454 + Penalty 62484.479660 = -960154.994794 nChanged 4 Deleting Class 85 (6 points): Lose 37.184926 but Gain 1029.513597 Iteration 56Q (19.632347 sec): 89 clusters Score: Raw -1022605.030718 + Penalty 61458.883552 = -961146.147165 nChanged 7 Deleting Class 43 (12 points): Lose 101.634360 but Gain 1093.779812 Iteration 57Q (19.705316 sec): 88 clusters Score: Raw -1022511.515502 + Penalty 60375.236071 = -962136.279432 nChanged 14 Deleting Class 87 (4 points): Lose 53.043995 but Gain 1041.170290 Iteration 58Q (19.778274 sec): 87 clusters Score: Raw -1022475.954164 + Penalty 59424.716716 = -963051.237448 nChanged 6 Deleting Class 133 (3 points): Lose 45.971650 but Gain 1016.615708 Iteration 59Q (19.850562 sec): 86 clusters Score: Raw -1022452.314882 + Penalty 58434.802055 = -964017.512827 nChanged 8 Deleting Class 23 (23 points): Lose 187.636790 but Gain 1161.023086 Iteration 60F (20.598564 sec): 85 clusters Score: Raw -1022293.965262 + Penalty 57393.991986 = -964899.973276 nChanged 30 Deleting Class 119 (2 points): Lose 22.560263 but Gain 989.994199 Iteration 61Q (20.671777 sec): 84 clusters Score: Raw -1022393.738238 + Penalty 56407.163795 = -965986.574443 nChanged 7 Deleting Class 92 (7 points): Lose 54.734925 but Gain 1015.614197 Iteration 62Q (20.743040 sec): 83 clusters Score: Raw -1022346.336936 + Penalty 55396.900672 = -966949.436264 nChanged 8 Deleting Class 61 (14 points): Lose 116.324065 but Gain 1074.042212 Iteration 63Q (20.813656 sec): 82 clusters Score: Raw -1022241.563513 + Penalty 54340.075364 = -967901.488149 nChanged 16 Deleting Class 126 (5 points): Lose 50.238407 but Gain 986.785667 Iteration 64Q (20.885870 sec): 81 clusters Score: Raw -1022217.641708 + Penalty 53416.600639 = -968801.041069 nChanged 10 Deleting Class 74 (3 points): Lose 18.167163 but Gain 938.343117 Iteration 65Q (20.956038 sec): 80 clusters Score: Raw -1022223.338962 + Penalty 52505.758389 = -969717.580573 nChanged 7 Deleting Class 44 (3 points): Lose 20.710329 but Gain 933.689931 Iteration 66Q (21.027096 sec): 79 clusters Score: Raw -1022212.327409 + Penalty 51574.214819 = -970638.112590 nChanged 7 Deleting Class 81 (10 points): Lose 100.723855 but Gain 998.911498 Iteration 67Q (21.098014 sec): 78 clusters Score: Raw -1022118.822126 + Penalty 50859.032174 = -971259.789952 nChanged 14 Deleting Class 45 (12 points): Lose 47.165653 but Gain 933.340494 Iteration 68Q (21.167596 sec): 77 clusters Score: Raw -1022110.836508 + Penalty 49936.997895 = -972173.838613 nChanged 19 Deleting Class 125 (1 points): Lose 3.766257 but Gain 888.460349 Iteration 69Q (21.237252 sec): 76 clusters Score: Raw -1022125.160851 + Penalty 49067.975224 = -973057.185627 nChanged 10 Deleting Class 95 (8 points): Lose 60.730987 but Gain 941.096542 Iteration 70F (21.897988 sec): 75 clusters Score: Raw -1022073.138688 + Penalty 48275.410181 = -973797.728508 nChanged 16 Deleting Class 115 (2 points): Lose 8.600624 but Gain 864.422466 Iteration 71Q (21.968488 sec): 74 clusters Score: Raw -1022106.500220 + Penalty 47459.035924 = -974647.464296 nChanged 9 Deleting Class 56 (9 points): Lose 52.960805 but Gain 899.775209 Iteration 72Q (22.039404 sec): 73 clusters Score: Raw -1022092.895123 + Penalty 46593.133647 = -975499.761476 nChanged 15 Deleting Class 103 (2 points): Lose 16.419911 but Gain 854.366579 Iteration 73Q (22.108325 sec): 72 clusters Score: Raw -1022092.638426 + Penalty 45757.168356 = -976335.470070 nChanged 7 Deleting Class 51 (10 points): Lose 118.791280 but Gain 949.243024 Iteration 74Q (22.177153 sec): 71 clusters Score: Raw -1021980.456387 + Penalty 44823.751817 = -977156.704569 nChanged 15 Deleting Class 140 (2 points): Lose 21.791453 but Gain 844.389441 Iteration 75Q (22.245785 sec): 70 clusters Score: Raw -1022010.445460 + Penalty 44016.168399 = -977994.277061 nChanged 10 Deleting Class 121 (4 points): Lose 32.877791 but Gain 840.753072 Iteration 76Q (22.314333 sec): 69 clusters Score: Raw -1021997.251241 + Penalty 43190.812984 = -978806.438257 nChanged 12 Deleting Class 86 (6 points): Lose 39.227049 but Gain 834.437470 Iteration 77Q (22.381810 sec): 68 clusters Score: Raw -1021968.920343 + Penalty 42385.916054 = -979583.004289 nChanged 16 Deleting Class 94 (2 points): Lose 4.065457 but Gain 793.595566 Iteration 78Q (22.449265 sec): 67 clusters Score: Raw -1021981.197011 + Penalty 41605.904560 = -980375.292450 nChanged 8 Deleting Class 88 (8 points): Lose 60.444464 but Gain 846.682542 Iteration 79Q (22.516600 sec): 66 clusters Score: Raw -1021929.384188 + Penalty 40786.022149 = -981143.362039 nChanged 10 Deleting Class 24 (6 points): Lose 40.133126 but Gain 821.246135 Iteration 80F (23.089910 sec): 65 clusters Score: Raw -1021902.374014 + Penalty 40008.971710 = -981893.402304 nChanged 8 Deleting Class 59 (12 points): Lose 70.164871 but Gain 849.512651 Iteration 81Q (23.157498 sec): 64 clusters Score: Raw -1021846.259023 + Penalty 39298.651797 = -982547.607226 nChanged 13 Deleting Class 100 (5 points): Lose 36.914670 but Gain 854.958405 Iteration 82Q (23.224304 sec): 63 clusters Score: Raw -1021835.424517 + Penalty 38544.817153 = -983290.607363 nChanged 8 Deleting Class 73 (8 points): Lose 39.915006 but Gain 817.826347 Iteration 83Q (23.290166 sec): 62 clusters Score: Raw -1021812.167427 + Penalty 37875.516171 = -983936.651256 nChanged 12 Deleting Class 112 (1 points): Lose 1.093087 but Gain 751.336718 Iteration 84Q (23.357525 sec): 61 clusters Score: Raw -1021838.658849 + Penalty 37146.435061 = -984692.223788 nChanged 5 Deleting Class 67 (6 points): Lose 39.246526 but Gain 783.224002 Iteration 85Q (23.423824 sec): 60 clusters Score: Raw -1021810.839260 + Penalty 36357.233902 = -985453.605359 nChanged 11 Deleting Class 65 (5 points): Lose 32.699890 but Gain 773.238068 Iteration 86Q (23.489450 sec): 59 clusters Score: Raw -1021789.856466 + Penalty 35643.004459 = -986146.852008 nChanged 12 Deleting Class 75 (5 points): Lose 31.225403 but Gain 771.706571 Iteration 87Q (23.554842 sec): 58 clusters Score: Raw -1021774.626441 + Penalty 34911.456823 = -986863.169618 nChanged 10 Deleting Class 111 (1 points): Lose 11.951267 but Gain 743.070856 Iteration 88Q (23.620283 sec): 57 clusters Score: Raw -1021770.482319 + Penalty 34169.343495 = -987601.138824 nChanged 6 Deleting Class 69 (10 points): Lose 54.022927 but Gain 775.615849 Iteration 89Q (23.685839 sec): 56 clusters Score: Raw -1021718.956548 + Penalty 33438.155208 = -988280.801340 nChanged 15 Deleting Class 31 (13 points): Lose 82.870258 but Gain 804.104825 Iteration 90F (24.169067 sec): 55 clusters Score: Raw -1021651.658761 + Penalty 32753.717356 = -988897.941405 nChanged 19 Deleting Class 68 (5 points): Lose 21.418791 but Gain 726.582568 Iteration 91Q (24.235877 sec): 54 clusters Score: Raw -1021677.190073 + Penalty 32072.347674 = -989604.842399 nChanged 13 Deleting Class 37 (13 points): Lose 56.292528 but Gain 750.107039 Iteration 92Q (24.301139 sec): 53 clusters Score: Raw -1021636.751070 + Penalty 31363.177478 = -990273.573592 nChanged 20 Deleting Class 66 (3 points): Lose 3.797039 but Gain 692.297229 Iteration 93Q (24.367218 sec): 52 clusters Score: Raw -1021661.968385 + Penalty 30689.647470 = -990972.320915 nChanged 7 Deleting Class 91 (2 points): Lose 4.279696 but Gain 691.258547 Iteration 94Q (24.432085 sec): 51 clusters Score: Raw -1021666.784011 + Penalty 30006.751250 = -991660.032761 nChanged 3 Deleting Class 32 (22 points): Lose 345.658819 but Gain 1026.474010 Iteration 95Q (24.497422 sec): 50 clusters Score: Raw -1021325.091575 + Penalty 29143.685618 = -992181.405957 nChanged 22 Deleting Class 90 (5 points): Lose 87.171512 but Gain 804.438074 Iteration 96Q (24.562675 sec): 49 clusters Score: Raw -1021380.625206 + Penalty 28353.206371 = -993027.418835 nChanged 16 Deleting Class 16 (13 points): Lose 50.440204 but Gain 725.032418 Iteration 97Q (24.626786 sec): 48 clusters Score: Raw -1021374.142098 + Penalty 27708.887785 = -993665.254313 nChanged 22 Deleting Class 107 (13 points): Lose 69.569973 but Gain 779.492220 Iteration 98Q (24.690953 sec): 47 clusters Score: Raw -1021346.957702 + Penalty 27018.515492 = -994328.442210 nChanged 28 Deleting Class 83 (16 points): Lose 67.581751 but Gain 737.796371 Iteration 99Q (24.754439 sec): 46 clusters Score: Raw -1021330.687064 + Penalty 26327.593373 = -995003.093690 nChanged 27 Deleting Class 58 (9 points): Lose 29.271213 but Gain 693.701899 Iteration 100F (25.155432 sec): 45 clusters Score: Raw -1021338.278580 + Penalty 25649.700060 = -995688.578520 nChanged 13 Deleting Class 108 (6 points): Lose 89.945721 but Gain 752.574380 Iteration 101Q (25.217579 sec): 44 clusters Score: Raw -1021261.433869 + Penalty 24898.643689 = -996362.790180 nChanged 9 Deleting Class 109 (9 points): Lose 80.013814 but Gain 741.149017 Iteration 102Q (25.279766 sec): 43 clusters Score: Raw -1021201.601463 + Penalty 24194.571522 = -997007.029941 nChanged 15 Deleting Class 129 (1 points): Lose 1.734519 but Gain 661.811248 Iteration 103Q (25.343084 sec): 42 clusters Score: Raw -1021227.857566 + Penalty 23575.667895 = -997652.189670 nChanged 7 Deleting Class 54 (19 points): Lose 89.772731 but Gain 747.951885 Iteration 104Q (25.404586 sec): 41 clusters Score: Raw -1021150.740986 + Penalty 22850.889694 = -998299.851292 nChanged 19 Deleting Class 10 (9 points): Lose 19.317010 but Gain 640.041434 Iteration 105Q (25.465553 sec): 40 clusters Score: Raw -1021160.056884 + Penalty 22251.193730 = -998908.863153 nChanged 16 Deleting Class 46 (10 points): Lose 62.167514 but Gain 677.531612 Iteration 106Q (25.525923 sec): 39 clusters Score: Raw -1021114.583042 + Penalty 21581.493365 = -999533.089677 nChanged 15 Deleting Class 89 (15 points): Lose 46.025476 but Gain 656.803791 Iteration 107Q (25.586543 sec): 38 clusters Score: Raw -1021083.887083 + Penalty 20944.322523 = -1000139.564559 nChanged 21 Deleting Class 124 (4 points): Lose 21.386375 but Gain 624.325448 Iteration 108Q (25.646367 sec): 37 clusters Score: Raw -1021085.490400 + Penalty 20310.120985 = -1000775.369415 nChanged 8 Deleting Class 22 (38 points): Lose 137.409634 but Gain 738.293168 Iteration 109Q (25.705941 sec): 36 clusters Score: Raw -1020956.919982 + Penalty 19647.363516 = -1001309.556466 nChanged 42 Deleting Class 49 (10 points): Lose 49.392500 but Gain 664.063867 Iteration 110F (26.022779 sec): 35 clusters Score: Raw -1020970.958096 + Penalty 18991.099007 = -1001979.859090 nChanged 22 Deleting Class 99 (2 points): Lose 17.801394 but Gain 611.207509 Iteration 111Q (26.082195 sec): 34 clusters Score: Raw -1020968.957466 + Penalty 18381.066270 = -1002587.891196 nChanged 7 Deleting Class 137 (1 points): Lose 3.395144 but Gain 574.081397 Iteration 112Q (26.140805 sec): 33 clusters Score: Raw -1020969.509428 + Penalty 17811.298651 = -1003158.210777 nChanged 5 Deleting Class 34 (8 points): Lose 82.497498 but Gain 620.110214 Iteration 113Q (26.198819 sec): 32 clusters Score: Raw -1020891.095581 + Penalty 17194.598416 = -1003696.497165 nChanged 11 Deleting Class 21 (53 points): Lose 119.737903 but Gain 653.632989 Iteration 114Q (26.256654 sec): 31 clusters Score: Raw -1020787.859147 + Penalty 16554.594472 = -1004233.264675 nChanged 56 Deleting Class 2 (155 points): Lose 893.104118 but Gain 1409.854096 Iteration 115Q (26.315116 sec): 30 clusters Score: Raw -1019973.709028 + Penalty 15325.813504 = -1004647.895524 nChanged 171 Deleting Class 6 (25 points): Lose 1150.235240 but Gain 1598.579970 Iteration 116Q (26.374362 sec): 29 clusters Score: Raw -1019380.778396 + Penalty 14602.403329 = -1004778.375067 nChanged 62 Deleting Class 28 (34 points): Lose 113.574088 but Gain 523.842472 Iteration 117Q (26.432032 sec): 28 clusters Score: Raw -1019388.512183 + Penalty 14063.018440 = -1005325.493744 nChanged 56 Deleting Class 118 (17 points): Lose 92.398706 but Gain 490.499516 Iteration 118Q (26.488925 sec): 27 clusters Score: Raw -1019356.119149 + Penalty 13564.248570 = -1005791.870578 nChanged 43 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -1019356.119149 + Penalty 13564.248570 = -1005791.870578Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 1 (2337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.535156 sec): 2 clusters Score: Raw -130681.152115 + Penalty 170.320883 = -130510.831232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.539651 sec): 3 clusters Score: Raw -129192.023688 + Penalty 336.395369 = -128855.628318 nChanged 1049 SP:Iteration 1F (26.544032 sec): 3 clusters Score: Raw -129782.357083 + Penalty 342.499418 = -129439.857664 nChanged 308 SP:Iteration 2F (26.548395 sec): 3 clusters Score: Raw -129876.166754 + Penalty 354.933326 = -129521.233428 nChanged 138 SP:Iteration 3F (26.552762 sec): 3 clusters Score: Raw -129960.191925 + Penalty 375.349447 = -129584.842478 nChanged 134 SP:Iteration 4F (26.557151 sec): 3 clusters Score: Raw -130066.336605 + Penalty 404.953642 = -129661.382962 nChanged 156 SP:Iteration 5F (26.561532 sec): 3 clusters Score: Raw -130208.439968 + Penalty 445.111615 = -129763.328353 nChanged 184 SP:Iteration 6F (26.565954 sec): 3 clusters Score: Raw -130386.667905 + Penalty 484.107895 = -129902.560010 nChanged 147 SP:Iteration 7F (26.570417 sec): 3 clusters Score: Raw -130537.159178 + Penalty 507.583262 = -130029.575916 nChanged 97 SP:Iteration 8Q (26.575000 sec): 3 clusters Score: Raw -130643.350704 + Penalty 516.472027 = -130126.878677 nChanged 51 SP:Iteration 9Q (26.579287 sec): 3 clusters Score: Raw -130700.555934 + Penalty 516.971243 = -130183.584692 nChanged 31 SP:Iteration 10F (26.583709 sec): 3 clusters Score: Raw -130733.397438 + Penalty 517.081386 = -130216.316052 nChanged 17 SP:Iteration 11Q (26.587449 sec): 3 clusters Score: Raw -130748.746369 + Penalty 513.332035 = -130235.414333 nChanged 7 SP:Iteration 12Q (26.591161 sec): 3 clusters Score: Raw -130753.090622 + Penalty 513.527444 = -130239.563178 nChanged 6 SP:Iteration 13Q (26.594839 sec): 3 clusters Score: Raw -130755.831956 + Penalty 511.992012 = -130243.839944 nChanged 3 SP:Iteration 14Q (26.598509 sec): 3 clusters Score: Raw -130756.302110 + Penalty 511.533730 = -130244.768380 nChanged 1 SP:Iteration 15Q (26.602176 sec): 3 clusters Score: Raw -130756.323988 + Penalty 511.533730 = -130244.790258 nChanged 0 SP:Iteration 16F (26.606660 sec): 3 clusters Score: Raw -130756.323988 + Penalty 511.533730 = -130244.790258 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 3 (1252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.610652 sec): 2 clusters Score: Raw -75363.680969 + Penalty 325.796478 = -75037.884492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.613099 sec): 3 clusters Score: Raw -74620.053453 + Penalty 648.797728 = -73971.255725 nChanged 533 SP:Iteration 1F (26.615526 sec): 3 clusters Score: Raw -74952.513031 + Penalty 648.923123 = -74303.589908 nChanged 136 SP:Iteration 2F (26.617923 sec): 3 clusters Score: Raw -75024.243537 + Penalty 648.984340 = -74375.259197 nChanged 80 SP:Iteration 3F (26.620309 sec): 3 clusters Score: Raw -75068.471953 + Penalty 649.625413 = -74418.846540 nChanged 70 SP:Iteration 4F (26.622703 sec): 3 clusters Score: Raw -75114.880549 + Penalty 652.980662 = -74461.899888 nChanged 67 SP:Iteration 5F (26.625114 sec): 3 clusters Score: Raw -75172.513009 + Penalty 663.878714 = -74508.634295 nChanged 90 SP:Iteration 6F (26.627517 sec): 3 clusters Score: Raw -75290.869703 + Penalty 677.480018 = -74613.389685 nChanged 93 SP:Iteration 7F (26.629920 sec): 3 clusters Score: Raw -75422.500427 + Penalty 686.321858 = -74736.178570 nChanged 68 SP:Iteration 8F (26.632346 sec): 3 clusters Score: Raw -75496.265789 + Penalty 691.735312 = -74804.530477 nChanged 40 SP:Iteration 9Q (26.634592 sec): 3 clusters Score: Raw -75528.478994 + Penalty 694.614061 = -74833.864934 nChanged 16 SP:Iteration 10F (26.636997 sec): 3 clusters Score: Raw -75540.177082 + Penalty 698.715456 = -74841.461625 nChanged 19 SP:Iteration 11Q (26.639201 sec): 3 clusters Score: Raw -75553.500945 + Penalty 701.669798 = -74851.831147 nChanged 21 SP:Iteration 12Q (26.641390 sec): 3 clusters Score: Raw -75566.063390 + Penalty 703.716799 = -74862.346591 nChanged 9 SP:Iteration 13Q (26.643566 sec): 3 clusters Score: Raw -75568.944281 + Penalty 704.571302 = -74864.372979 nChanged 4 SP:Iteration 14Q (26.645742 sec): 3 clusters Score: Raw -75570.224326 + Penalty 705.022104 = -74865.202222 nChanged 2 SP:Iteration 15Q (26.647918 sec): 3 clusters Score: Raw -75570.525332 + Penalty 705.688120 = -74864.837211 nChanged 2 SP:Iteration 16F (26.650325 sec): 3 clusters Score: Raw -75570.757134 + Penalty 706.163354 = -74864.593779 nChanged 2 SP:Iteration 17F (26.652731 sec): 3 clusters Score: Raw -75571.055624 + Penalty 706.460038 = -74864.595586 nChanged 2 SP:Iteration 18Q (26.654912 sec): 3 clusters Score: Raw -75571.315583 + Penalty 706.845004 = -74864.470578 nChanged 2 SP:Iteration 19F (26.657312 sec): 3 clusters Score: Raw -75571.567840 + Penalty 707.816242 = -74863.751598 nChanged 4 SP:Iteration 20F (26.659740 sec): 3 clusters Score: Raw -75572.691624 + Penalty 709.590523 = -74863.101102 nChanged 5 SP:Iteration 21F (26.662147 sec): 3 clusters Score: Raw -75573.647629 + Penalty 711.517312 = -74862.130317 nChanged 7 SP:Iteration 22F (26.664551 sec): 3 clusters Score: Raw -75577.244722 + Penalty 714.823817 = -74862.420905 nChanged 8 SP:Iteration 23Q (26.666749 sec): 3 clusters Score: Raw -75580.947427 + Penalty 715.482042 = -74865.465385 nChanged 2 SP:Iteration 24Q (26.668909 sec): 3 clusters Score: Raw -75581.457329 + Penalty 715.715794 = -74865.741535 nChanged 1 SP:Iteration 25Q (26.671110 sec): 3 clusters Score: Raw -75581.644261 + Penalty 715.715794 = -74865.928467 nChanged 0 SP:Iteration 26F (26.673514 sec): 3 clusters Score: Raw -75581.644261 + Penalty 715.715794 = -74865.928467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 4 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.676259 sec): 2 clusters Score: Raw -23993.297120 + Penalty 612.485620 = -23380.811499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.677285 sec): 3 clusters Score: Raw -23841.013775 + Penalty 1225.988083 = -22615.025692 nChanged 123 SP:Iteration 1F (26.678309 sec): 3 clusters Score: Raw -23960.518757 + Penalty 1228.218426 = -22732.300331 nChanged 29 SP:Iteration 2F (26.679330 sec): 3 clusters Score: Raw -23991.228500 + Penalty 1230.971866 = -22760.256634 nChanged 13 SP:Iteration 3Q (26.680338 sec): 3 clusters Score: Raw -24007.170995 + Penalty 1233.394604 = -22773.776391 nChanged 12 SP:Iteration 4Q (26.681346 sec): 3 clusters Score: Raw -24023.885415 + Penalty 1237.640783 = -22786.244631 nChanged 15 SP:Iteration 5Q (26.682386 sec): 3 clusters Score: Raw -24039.652697 + Penalty 1240.364922 = -22799.287775 nChanged 11 SP:Iteration 6Q (26.683392 sec): 3 clusters Score: Raw -24054.608957 + Penalty 1243.039508 = -22811.569449 nChanged 8 SP:Iteration 7Q (26.684391 sec): 3 clusters Score: Raw -24062.606322 + Penalty 1250.563412 = -22812.042910 nChanged 11 SP:Iteration 8Q (26.685390 sec): 3 clusters Score: Raw -24072.470390 + Penalty 1255.799056 = -22816.671334 nChanged 4 SP:Iteration 9Q (26.686385 sec): 3 clusters Score: Raw -24076.936759 + Penalty 1258.948854 = -22817.987905 nChanged 3 SP:Iteration 10F (26.687409 sec): 3 clusters Score: Raw -24084.476809 + Penalty 1265.447189 = -22819.029621 nChanged 8 SP:Iteration 11Q (26.688400 sec): 3 clusters Score: Raw -24095.636149 + Penalty 1270.566475 = -22825.069674 nChanged 5 SP:Iteration 12Q (26.689387 sec): 3 clusters Score: Raw -24101.232644 + Penalty 1272.650974 = -22828.581670 nChanged 2 SP:Iteration 13Q (26.690370 sec): 3 clusters Score: Raw -24102.741664 + Penalty 1272.488321 = -22830.253343 nChanged 3 SP:Iteration 14Q (26.691353 sec): 3 clusters Score: Raw -24105.404757 + Penalty 1272.368493 = -22833.036264 nChanged 1 SP:Iteration 15Q (26.692336 sec): 3 clusters Score: Raw -24106.461861 + Penalty 1271.438557 = -22835.023304 nChanged 1 SP:Iteration 16Q (26.693315 sec): 3 clusters Score: Raw -24107.718628 + Penalty 1271.830511 = -22835.888118 nChanged 1 SP:Iteration 17Q (26.694293 sec): 3 clusters Score: Raw -24109.094514 + Penalty 1271.830511 = -22837.264004 nChanged 0 SP:Iteration 18F (26.695317 sec): 3 clusters Score: Raw -24109.094514 + Penalty 1271.830511 = -22837.264004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 5 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.697193 sec): 2 clusters Score: Raw -18809.257776 + Penalty 54.642609 = -18754.615168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.697978 sec): 3 clusters Score: Raw -18631.622300 + Penalty 117.581627 = -18514.040673 nChanged 140 SP:Iteration 1F (26.698733 sec): 3 clusters Score: Raw -18727.583416 + Penalty 126.143063 = -18601.440353 nChanged 33 SP:Iteration 2F (26.699486 sec): 3 clusters Score: Raw -18748.229298 + Penalty 123.556191 = -18624.673107 nChanged 22 SP:Iteration 3F (26.700232 sec): 3 clusters Score: Raw -18764.188465 + Penalty 103.558658 = -18660.629807 nChanged 17 SP:Iteration 4F (26.700938 sec): 3 clusters Score: Raw -18782.401360 + Penalty 122.325853 = -18660.075508 nChanged 14 SP:Iteration 5F (26.701643 sec): 3 clusters Score: Raw -18802.968057 + Penalty 54.642609 = -18748.325449 nChanged 5 SP:Iteration 6Q (26.702238 sec): 2 clusters Score: Raw -18809.257776 + Penalty 54.642609 = -18754.615168 nChanged 0 SP:Iteration 7F (26.702831 sec): 2 clusters Score: Raw -18809.257776 + Penalty 54.642609 = -18754.615168 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.708569 sec): 2 clusters Score: Raw -101667.532037 + Penalty 536.901091 = -101130.630946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.711644 sec): 3 clusters Score: Raw -100790.805595 + Penalty 1069.517235 = -99721.288360 nChanged 643 SP:Iteration 1F (26.714656 sec): 3 clusters Score: Raw -101194.533358 + Penalty 1066.097997 = -100128.435362 nChanged 160 SP:Iteration 2F (26.717653 sec): 3 clusters Score: Raw -101315.291752 + Penalty 1065.638252 = -100249.653500 nChanged 97 SP:Iteration 3F (26.720645 sec): 3 clusters Score: Raw -101387.531399 + Penalty 1065.168081 = -100322.363318 nChanged 72 SP:Iteration 4Q (26.723632 sec): 3 clusters Score: Raw -101431.239854 + Penalty 1065.690364 = -100365.549490 nChanged 48 SP:Iteration 5Q (26.726611 sec): 3 clusters Score: Raw -101452.092963 + Penalty 1065.965098 = -100386.127865 nChanged 31 SP:Iteration 6Q (26.729602 sec): 3 clusters Score: Raw -101465.202004 + Penalty 1067.481441 = -100397.720563 nChanged 29 SP:Iteration 7Q (26.732606 sec): 3 clusters Score: Raw -101478.024181 + Penalty 1069.760158 = -100408.264023 nChanged 36 SP:Iteration 8Q (26.735564 sec): 3 clusters Score: Raw -101495.835903 + Penalty 1073.801994 = -100422.033909 nChanged 40 SP:Iteration 9Q (26.738517 sec): 3 clusters Score: Raw -101516.104187 + Penalty 1076.804627 = -100439.299560 nChanged 32 SP:Iteration 10F (26.741490 sec): 3 clusters Score: Raw -101535.571428 + Penalty 1080.913580 = -100454.657848 nChanged 35 SP:Iteration 11Q (26.744435 sec): 3 clusters Score: Raw -101553.177649 + Penalty 1087.606406 = -100465.571243 nChanged 43 SP:Iteration 12Q (26.747371 sec): 3 clusters Score: Raw -101579.725139 + Penalty 1099.332764 = -100480.392376 nChanged 50 SP:Iteration 13Q (26.750299 sec): 3 clusters Score: Raw -101612.490670 + Penalty 1115.844911 = -100496.645759 nChanged 48 SP:Iteration 14Q (26.753218 sec): 3 clusters Score: Raw -101644.318036 + Penalty 1128.800482 = -100515.517554 nChanged 38 SP:Iteration 15Q (26.756118 sec): 3 clusters Score: Raw -101677.118346 + Penalty 1147.503066 = -100529.615280 nChanged 37 SP:Iteration 16Q (26.758999 sec): 3 clusters Score: Raw -101708.177656 + Penalty 1163.220261 = -100544.957395 nChanged 36 SP:Iteration 17Q (26.762004 sec): 3 clusters Score: Raw -101733.639180 + Penalty 1178.102184 = -100555.536996 nChanged 26 SP:Iteration 18Q (26.764835 sec): 3 clusters Score: Raw -101751.036429 + Penalty 1185.662344 = -100565.374085 nChanged 14 SP:Iteration 19Q (26.767595 sec): 3 clusters Score: Raw -101761.149219 + Penalty 1198.267429 = -100562.881790 nChanged 12 SP:Iteration 20F (26.770556 sec): 3 clusters Score: Raw -101771.445223 + Penalty 1209.631675 = -100561.813549 nChanged 14 SP:Iteration 21F (26.773572 sec): 3 clusters Score: Raw -101787.168379 + Penalty 1215.726222 = -100571.442157 nChanged 8 SP:Iteration 22Q (26.776351 sec): 3 clusters Score: Raw -101795.683386 + Penalty 1220.911493 = -100574.771893 nChanged 6 SP:Iteration 23Q (26.779057 sec): 3 clusters Score: Raw -101800.429792 + Penalty 1226.213215 = -100574.216577 nChanged 3 SP:Iteration 24F (26.782023 sec): 3 clusters Score: Raw -101801.543241 + Penalty 1229.170870 = -100572.372371 nChanged 3 SP:Iteration 25F (26.784961 sec): 3 clusters Score: Raw -101806.594444 + Penalty 1228.939405 = -100577.655039 nChanged 1 SP:Iteration 26Q (26.787573 sec): 3 clusters Score: Raw -101807.909395 + Penalty 1228.454455 = -100579.454940 nChanged 1 SP:Iteration 27Q (26.790173 sec): 3 clusters Score: Raw -101808.119812 + Penalty 1228.454455 = -100579.665357 nChanged 0 SP:Iteration 28F (26.793103 sec): 3 clusters Score: Raw -101808.119812 + Penalty 1228.454455 = -100579.665357 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 8 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.798843 sec): 2 clusters Score: Raw -59912.016019 + Penalty 175.684506 = -59736.331513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.800964 sec): 3 clusters Score: Raw -59279.486240 + Penalty 356.404129 = -58923.082111 nChanged 459 SP:Iteration 1F (26.803035 sec): 3 clusters Score: Raw -59629.205315 + Penalty 360.414455 = -59268.790860 nChanged 101 SP:Iteration 2F (26.805093 sec): 3 clusters Score: Raw -59686.471955 + Penalty 361.221681 = -59325.250274 nChanged 59 SP:Iteration 3F (26.807143 sec): 3 clusters Score: Raw -59712.383183 + Penalty 362.419918 = -59349.963264 nChanged 34 SP:Iteration 4Q (26.809194 sec): 3 clusters Score: Raw -59728.564671 + Penalty 366.525227 = -59362.039444 nChanged 30 SP:Iteration 5Q (26.811299 sec): 3 clusters Score: Raw -59743.398145 + Penalty 367.264539 = -59376.133606 nChanged 24 SP:Iteration 6Q (26.813393 sec): 3 clusters Score: Raw -59757.462540 + Penalty 368.887500 = -59388.575039 nChanged 26 SP:Iteration 7Q (26.815437 sec): 3 clusters Score: Raw -59774.853529 + Penalty 371.234377 = -59403.619152 nChanged 22 SP:Iteration 8Q (26.817480 sec): 3 clusters Score: Raw -59787.909397 + Penalty 372.752561 = -59415.156836 nChanged 30 SP:Iteration 9Q (26.819557 sec): 3 clusters Score: Raw -59813.196573 + Penalty 372.421522 = -59440.775051 nChanged 32 SP:Iteration 10F (26.821591 sec): 3 clusters Score: Raw -59846.946767 + Penalty 369.742911 = -59477.203856 nChanged 25 SP:Iteration 11Q (26.823630 sec): 3 clusters Score: Raw -59884.342031 + Penalty 368.785757 = -59515.556274 nChanged 20 SP:Iteration 12Q (26.825617 sec): 3 clusters Score: Raw -59920.470777 + Penalty 366.036942 = -59554.433835 nChanged 19 SP:Iteration 13Q (26.827505 sec): 3 clusters Score: Raw -59949.655454 + Penalty 364.572937 = -59585.082516 nChanged 11 SP:Iteration 14Q (26.829273 sec): 3 clusters Score: Raw -59977.800374 + Penalty 363.795251 = -59614.005122 nChanged 9 SP:Iteration 15Q (26.830987 sec): 3 clusters Score: Raw -59988.357113 + Penalty 366.317373 = -59622.039741 nChanged 6 SP:Iteration 16Q (26.832711 sec): 3 clusters Score: Raw -59990.982522 + Penalty 366.386562 = -59624.595960 nChanged 5 SP:Iteration 17Q (26.834409 sec): 3 clusters Score: Raw -59992.476980 + Penalty 366.357342 = -59626.119638 nChanged 2 SP:Iteration 18Q (26.836104 sec): 3 clusters Score: Raw -59993.562223 + Penalty 364.870225 = -59628.691998 nChanged 5 SP:Iteration 19Q (26.837839 sec): 3 clusters Score: Raw -59994.926560 + Penalty 364.095303 = -59630.831257 nChanged 1 SP:Iteration 20F (26.839911 sec): 3 clusters Score: Raw -59995.005168 + Penalty 364.095303 = -59630.909865 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 9 (3678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.857354 sec): 2 clusters Score: Raw -208507.723993 + Penalty 134.169944 = -208373.554049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.864219 sec): 3 clusters Score: Raw -206074.426619 + Penalty 264.588689 = -205809.837930 nChanged 1720 SP:Iteration 1F (26.871046 sec): 3 clusters Score: Raw -207131.625598 + Penalty 265.036457 = -206866.589140 nChanged 469 SP:Iteration 2F (26.878076 sec): 3 clusters Score: Raw -207407.621285 + Penalty 264.476713 = -207143.144572 nChanged 225 SP:Iteration 3F (26.884850 sec): 3 clusters Score: Raw -207541.023660 + Penalty 263.181392 = -207277.842267 nChanged 172 SP:Iteration 4Q (26.891445 sec): 3 clusters Score: Raw -207609.326034 + Penalty 261.239549 = -207348.086485 nChanged 164 SP:Iteration 5Q (26.898036 sec): 3 clusters Score: Raw -207675.733601 + Penalty 258.815591 = -207416.918009 nChanged 163 SP:Iteration 6Q (26.904571 sec): 3 clusters Score: Raw -207748.599413 + Penalty 255.917519 = -207492.681894 nChanged 167 SP:Iteration 7Q (26.911051 sec): 3 clusters Score: Raw -207825.097435 + Penalty 251.274604 = -207573.822831 nChanged 189 SP:Iteration 8F (26.918006 sec): 3 clusters Score: Raw -207926.557448 + Penalty 243.742924 = -207682.814523 nChanged 222 SP:Iteration 9F (26.924806 sec): 3 clusters Score: Raw -208101.073614 + Penalty 233.491302 = -207867.582313 nChanged 219 SP:Iteration 10F (26.931613 sec): 3 clusters Score: Raw -208525.062274 + Penalty 231.980006 = -208293.082268 nChanged 81 SP:Iteration 11Q (26.937428 sec): 3 clusters Score: Raw -208889.286819 + Penalty 235.596095 = -208653.690723 nChanged 126 SP:Iteration 12Q (26.943136 sec): 3 clusters Score: Raw -209048.195902 + Penalty 239.227153 = -208808.968750 nChanged 147 SP:Iteration 13Q (26.948830 sec): 3 clusters Score: Raw -209282.603273 + Penalty 243.021421 = -209039.581853 nChanged 148 SP:Iteration 14Q (26.954522 sec): 3 clusters Score: Raw -209480.939810 + Penalty 244.930549 = -209236.009261 nChanged 62 SP:Iteration 15Q (26.960214 sec): 3 clusters Score: Raw -209568.545072 + Penalty 246.222853 = -209322.322219 nChanged 39 SP:Iteration 16Q (26.965928 sec): 3 clusters Score: Raw -209627.445121 + Penalty 246.608387 = -209380.836734 nChanged 16 SP:Iteration 17Q (26.971625 sec): 3 clusters Score: Raw -209652.844001 + Penalty 246.802015 = -209406.041986 nChanged 8 SP:Iteration 18Q (26.977445 sec): 3 clusters Score: Raw -209665.685721 + Penalty 246.988826 = -209418.696894 nChanged 4 SP:Iteration 19Q (26.983460 sec): 3 clusters Score: Raw -209677.781859 + Penalty 247.351716 = -209430.430144 nChanged 8 SP:Iteration 20F (26.990258 sec): 3 clusters Score: Raw -210008.663157 + Penalty 251.474978 = -209757.188179 nChanged 141 SP:Iteration 21Q (26.996067 sec): 3 clusters Score: Raw -210524.206662 + Penalty 253.635458 = -210270.571204 nChanged 56 SP:Iteration 22Q (27.001449 sec): 3 clusters Score: Raw -210661.559184 + Penalty 255.116988 = -210406.442196 nChanged 24 SP:Iteration 23Q (27.006782 sec): 3 clusters Score: Raw -210709.280317 + Penalty 255.964980 = -210453.315336 nChanged 12 SP:Iteration 24Q (27.012131 sec): 3 clusters Score: Raw -210721.355740 + Penalty 255.980234 = -210465.375505 nChanged 2 SP:Iteration 25Q (27.017496 sec): 3 clusters Score: Raw -210721.742399 + Penalty 255.980234 = -210465.762164 nChanged 0 SP:Iteration 26F (27.024250 sec): 3 clusters Score: Raw -210721.742399 + Penalty 255.980234 = -210465.762164 nChanged 0 Score: Raw -1036735.363502 + Penalty 13710.211614 = -1023025.151888 Splitting cluster 9 changes total score from -1005791.870578 to -1023025.151888 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 12 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.276113 sec): 2 clusters Score: Raw -23130.635974 + Penalty 457.343637 = -22673.292337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.277033 sec): 3 clusters Score: Raw -22976.870950 + Penalty 918.551852 = -22058.319098 nChanged 111 SP:Iteration 1F (27.277919 sec): 3 clusters Score: Raw -23066.660768 + Penalty 923.222442 = -22143.438327 nChanged 33 SP:Iteration 2F (27.278808 sec): 3 clusters Score: Raw -23102.461210 + Penalty 928.945440 = -22173.515770 nChanged 15 SP:Iteration 3Q (27.279691 sec): 3 clusters Score: Raw -23120.935407 + Penalty 937.932876 = -22183.002531 nChanged 19 SP:Iteration 4Q (27.280563 sec): 3 clusters Score: Raw -23150.838191 + Penalty 945.290996 = -22205.547194 nChanged 14 SP:Iteration 5Q (27.281421 sec): 3 clusters Score: Raw -23185.828197 + Penalty 951.264284 = -22234.563912 nChanged 17 SP:Iteration 6Q (27.282264 sec): 3 clusters Score: Raw -23224.438321 + Penalty 953.482826 = -22270.955495 nChanged 17 SP:Iteration 7Q (27.283093 sec): 3 clusters Score: Raw -23277.647606 + Penalty 956.090596 = -22321.557011 nChanged 17 SP:Iteration 8Q (27.283912 sec): 3 clusters Score: Raw -23343.425247 + Penalty 949.859797 = -22393.565450 nChanged 15 SP:Iteration 9Q (27.284748 sec): 3 clusters Score: Raw -23401.689853 + Penalty 939.280703 = -22462.409150 nChanged 14 SP:Iteration 10F (27.285671 sec): 3 clusters Score: Raw -23421.448506 + Penalty 928.899390 = -22492.549117 nChanged 14 SP:Iteration 11Q (27.286502 sec): 3 clusters Score: Raw -23450.046160 + Penalty 919.178111 = -22530.868049 nChanged 16 SP:Iteration 12Q (27.287330 sec): 3 clusters Score: Raw -23480.035142 + Penalty 914.132577 = -22565.902565 nChanged 9 SP:Iteration 13Q (27.288118 sec): 3 clusters Score: Raw -23490.592789 + Penalty 913.078884 = -22577.513905 nChanged 2 SP:Iteration 14Q (27.288889 sec): 3 clusters Score: Raw -23492.888336 + Penalty 910.952045 = -22581.936291 nChanged 4 SP:Iteration 15Q (27.289656 sec): 3 clusters Score: Raw -23498.097489 + Penalty 909.979763 = -22588.117727 nChanged 2 SP:Iteration 16Q (27.290409 sec): 3 clusters Score: Raw -23500.713768 + Penalty 909.979763 = -22590.734005 nChanged 0 SP:Iteration 17F (27.291291 sec): 3 clusters Score: Raw -23501.131605 + Penalty 909.355811 = -22591.775794 nChanged 1 SP:Iteration 18Q (27.292042 sec): 3 clusters Score: Raw -23507.959031 + Penalty 906.919900 = -22601.039131 nChanged 4 SP:Iteration 19Q (27.292793 sec): 3 clusters Score: Raw -23516.159524 + Penalty 906.109038 = -22610.050486 nChanged 1 SP:Iteration 20F (27.293675 sec): 3 clusters Score: Raw -23519.589414 + Penalty 906.109038 = -22613.480376 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 13 (1000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.298731 sec): 2 clusters Score: Raw -60074.044755 + Penalty 272.602884 = -59801.441871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.300734 sec): 3 clusters Score: Raw -59465.443259 + Penalty 573.511322 = -58891.931938 nChanged 405 SP:Iteration 1F (27.302703 sec): 3 clusters Score: Raw -59826.207564 + Penalty 619.096431 = -59207.111132 nChanged 139 SP:Iteration 2F (27.304671 sec): 3 clusters Score: Raw -59992.544595 + Penalty 650.335166 = -59342.209429 nChanged 48 SP:Iteration 3Q (27.306559 sec): 3 clusters Score: Raw -60051.705698 + Penalty 671.279918 = -59380.425780 nChanged 14 SP:Iteration 4Q (27.308318 sec): 3 clusters Score: Raw -60067.841753 + Penalty 686.002246 = -59381.839506 nChanged 8 SP:Iteration 5Q (27.310042 sec): 3 clusters Score: Raw -60076.745506 + Penalty 702.213491 = -59374.532015 nChanged 5 SP:Iteration 6F (27.312133 sec): 3 clusters Score: Raw -60080.729434 + Penalty 708.000408 = -59372.729025 nChanged 2 SP:Iteration 7F (27.314202 sec): 3 clusters Score: Raw -60081.936594 + Penalty 723.653697 = -59358.282897 nChanged 3 SP:Iteration 8F (27.316231 sec): 3 clusters Score: Raw -60083.549068 + Penalty 720.755813 = -59362.793255 nChanged 4 SP:Iteration 9Q (27.318017 sec): 3 clusters Score: Raw -60088.465573 + Penalty 730.675389 = -59357.790185 nChanged 3 SP:Iteration 10F (27.320045 sec): 3 clusters Score: Raw -60090.460659 + Penalty 730.675389 = -59359.785270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 14 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.321182 sec): 2 clusters Score: Raw -13570.552240 + Penalty 653.025089 = -12917.527150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.321763 sec): 3 clusters Score: Raw -13563.407609 + Penalty 1307.919828 = -12255.487781 nChanged 39 SP:Iteration 1F (27.322338 sec): 3 clusters Score: Raw -13623.654325 + Penalty 1310.100544 = -12313.553782 nChanged 9 SP:Iteration 2Q (27.322895 sec): 3 clusters Score: Raw -13638.053596 + Penalty 1314.223421 = -12323.830175 nChanged 6 SP:Iteration 3Q (27.323451 sec): 3 clusters Score: Raw -13646.619256 + Penalty 1318.365720 = -12328.253535 nChanged 3 SP:Iteration 4Q (27.324005 sec): 3 clusters Score: Raw -13653.318554 + Penalty 1328.132705 = -12325.185849 nChanged 6 SP:Iteration 5F (27.324623 sec): 3 clusters Score: Raw -13660.785740 + Penalty 1331.471989 = -12329.313752 nChanged 3 SP:Iteration 6Q (27.325170 sec): 3 clusters Score: Raw -13669.512252 + Penalty 1336.048040 = -12333.464211 nChanged 4 SP:Iteration 7Q (27.325712 sec): 3 clusters Score: Raw -13673.733167 + Penalty 1340.362492 = -12333.370675 nChanged 2 SP:Iteration 8F (27.326274 sec): 3 clusters Score: Raw -13681.095074 + Penalty 1340.362492 = -12340.732582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 15 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.326832 sec): 2 clusters Score: Raw -2028.199984 + Penalty 95.709395 = -1932.490589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.327111 sec): 3 clusters Score: Raw -2027.731174 + Penalty 192.245397 = -1835.485777 nChanged 6 SP:Iteration 1F (27.327388 sec): 3 clusters Score: Raw -2034.007814 + Penalty 192.245397 = -1841.762417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.329768 sec): 2 clusters Score: Raw -25214.534533 + Penalty 163.817130 = -25050.717403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.330797 sec): 3 clusters Score: Raw -24989.456297 + Penalty 329.022235 = -24660.434062 nChanged 168 SP:Iteration 1F (27.331800 sec): 3 clusters Score: Raw -25094.911867 + Penalty 328.595439 = -24766.316428 nChanged 26 SP:Iteration 2F (27.332756 sec): 3 clusters Score: Raw -25110.055436 + Penalty 327.743922 = -24782.311514 nChanged 22 SP:Iteration 3F (27.333739 sec): 3 clusters Score: Raw -25126.479348 + Penalty 327.537536 = -24798.941812 nChanged 15 SP:Iteration 4Q (27.334678 sec): 3 clusters Score: Raw -25133.119630 + Penalty 326.995439 = -24806.124191 nChanged 9 SP:Iteration 5Q (27.335614 sec): 3 clusters Score: Raw -25136.886978 + Penalty 326.867199 = -24810.019778 nChanged 6 SP:Iteration 6Q (27.336551 sec): 3 clusters Score: Raw -25139.569044 + Penalty 327.070276 = -24812.498768 nChanged 6 SP:Iteration 7Q (27.337486 sec): 3 clusters Score: Raw -25142.043137 + Penalty 327.322718 = -24814.720419 nChanged 6 SP:Iteration 8Q (27.338421 sec): 3 clusters Score: Raw -25144.680870 + Penalty 327.923588 = -24816.757282 nChanged 7 SP:Iteration 9Q (27.339355 sec): 3 clusters Score: Raw -25147.601616 + Penalty 328.112532 = -24819.489083 nChanged 5 SP:Iteration 10F (27.340303 sec): 3 clusters Score: Raw -25148.922948 + Penalty 328.608703 = -24820.314245 nChanged 5 SP:Iteration 11Q (27.341236 sec): 3 clusters Score: Raw -25150.235890 + Penalty 329.044584 = -24821.191306 nChanged 5 SP:Iteration 12Q (27.342167 sec): 3 clusters Score: Raw -25151.195727 + Penalty 329.165582 = -24822.030146 nChanged 2 SP:Iteration 13Q (27.343101 sec): 3 clusters Score: Raw -25151.528725 + Penalty 329.535035 = -24821.993690 nChanged 3 SP:Iteration 14F (27.344053 sec): 3 clusters Score: Raw -25152.031802 + Penalty 329.815715 = -24822.216087 nChanged 2 SP:Iteration 15Q (27.344986 sec): 3 clusters Score: Raw -25152.342148 + Penalty 330.278802 = -24822.063346 nChanged 2 SP:Iteration 16F (27.345938 sec): 3 clusters Score: Raw -25152.668403 + Penalty 330.273546 = -24822.394858 nChanged 3 SP:Iteration 17Q (27.346866 sec): 3 clusters Score: Raw -25153.006598 + Penalty 330.273546 = -24822.733052 nChanged 0 SP:Iteration 18F (27.347818 sec): 3 clusters Score: Raw -25153.006598 + Penalty 330.273546 = -24822.733052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.348642 sec): 2 clusters Score: Raw -6411.904035 + Penalty 233.352809 = -6178.551226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.349055 sec): 3 clusters Score: Raw -6411.942700 + Penalty 467.490862 = -5944.451838 nChanged 19 SP:Iteration 1F (27.349459 sec): 3 clusters Score: Raw -6435.760726 + Penalty 466.775254 = -5968.985472 nChanged 6 SP:Iteration 2F (27.349861 sec): 3 clusters Score: Raw -6452.146400 + Penalty 467.326088 = -5984.820312 nChanged 3 SP:Iteration 3Q (27.350255 sec): 3 clusters Score: Raw -6456.896399 + Penalty 467.326088 = -5989.570311 nChanged 0 SP:Iteration 4F (27.350659 sec): 3 clusters Score: Raw -6456.896399 + Penalty 467.326088 = -5989.570311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 19 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.351456 sec): 2 clusters Score: Raw -7798.388802 + Penalty 338.317349 = -7460.071454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.351896 sec): 3 clusters Score: Raw -7772.196800 + Penalty 679.711830 = -7092.484971 nChanged 21 SP:Iteration 1F (27.352348 sec): 3 clusters Score: Raw -7793.640803 + Penalty 680.533045 = -7113.107757 nChanged 7 SP:Iteration 2F (27.352788 sec): 3 clusters Score: Raw -7802.098449 + Penalty 681.241494 = -7120.856955 nChanged 3 SP:Iteration 3Q (27.353223 sec): 3 clusters Score: Raw -7805.549559 + Penalty 683.605605 = -7121.943954 nChanged 2 SP:Iteration 4Q (27.353654 sec): 3 clusters Score: Raw -7807.656826 + Penalty 684.006545 = -7123.650281 nChanged 1 SP:Iteration 5Q (27.354084 sec): 3 clusters Score: Raw -7807.987958 + Penalty 685.164313 = -7122.823645 nChanged 1 SP:Iteration 6F (27.354520 sec): 3 clusters Score: Raw -7808.191387 + Penalty 685.164313 = -7123.027074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.355533 sec): 2 clusters Score: Raw -11938.205239 + Penalty 94.414496 = -11843.790743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.356116 sec): 3 clusters Score: Raw -11839.155925 + Penalty 201.516570 = -11637.639354 nChanged 76 SP:Iteration 1F (27.356716 sec): 3 clusters Score: Raw -11921.760608 + Penalty 204.648258 = -11717.112349 nChanged 14 SP:Iteration 2F (27.357295 sec): 3 clusters Score: Raw -11937.699729 + Penalty 207.713840 = -11729.985888 nChanged 7 SP:Iteration 3Q (27.357867 sec): 3 clusters Score: Raw -11940.672506 + Penalty 206.074225 = -11734.598281 nChanged 1 SP:Iteration 4Q (27.358437 sec): 3 clusters Score: Raw -11941.069222 + Penalty 205.008998 = -11736.060224 nChanged 1 SP:Iteration 5Q (27.359005 sec): 3 clusters Score: Raw -11941.360748 + Penalty 205.008998 = -11736.351750 nChanged 0 SP:Iteration 6F (27.359581 sec): 3 clusters Score: Raw -11941.360748 + Penalty 205.008998 = -11736.351750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.361984 sec): 2 clusters Score: Raw -24270.701807 + Penalty 626.233501 = -23644.468305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.362967 sec): 3 clusters Score: Raw -24214.604254 + Penalty 1283.112288 = -22931.491965 nChanged 116 SP:Iteration 1F (27.363934 sec): 3 clusters Score: Raw -24465.306964 + Penalty 1316.165988 = -23149.140976 nChanged 48 SP:Iteration 2F (27.364893 sec): 3 clusters Score: Raw -24554.124247 + Penalty 1317.925278 = -23236.198969 nChanged 19 SP:Iteration 3Q (27.365815 sec): 3 clusters Score: Raw -24591.457651 + Penalty 1317.284372 = -23274.173279 nChanged 7 SP:Iteration 4Q (27.366727 sec): 3 clusters Score: Raw -24631.214016 + Penalty 1315.061734 = -23316.152282 nChanged 4 SP:Iteration 5Q (27.367640 sec): 3 clusters Score: Raw -24648.720599 + Penalty 1310.000292 = -23338.720307 nChanged 7 SP:Iteration 6Q (27.368540 sec): 3 clusters Score: Raw -24668.292903 + Penalty 1303.849336 = -23364.443568 nChanged 5 SP:Iteration 7Q (27.369444 sec): 3 clusters Score: Raw -24679.565189 + Penalty 1301.748604 = -23377.816585 nChanged 1 SP:Iteration 8Q (27.370340 sec): 3 clusters Score: Raw -24681.857358 + Penalty 1299.771577 = -23382.085781 nChanged 3 SP:Iteration 9Q (27.371241 sec): 3 clusters Score: Raw -24686.358718 + Penalty 1298.718181 = -23387.640538 nChanged 1 SP:Iteration 10F (27.372197 sec): 3 clusters Score: Raw -24688.533868 + Penalty 1297.464885 = -23391.068983 nChanged 1 SP:Iteration 11Q (27.373111 sec): 3 clusters Score: Raw -24691.439121 + Penalty 1295.643899 = -23395.795222 nChanged 2 SP:Iteration 12Q (27.374033 sec): 3 clusters Score: Raw -24694.516551 + Penalty 1293.017204 = -23401.499347 nChanged 2 SP:Iteration 13Q (27.374956 sec): 3 clusters Score: Raw -24697.850943 + Penalty 1293.017204 = -23404.833739 nChanged 0 SP:Iteration 14F (27.375931 sec): 3 clusters Score: Raw -24697.850943 + Penalty 1293.017204 = -23404.833739 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 29 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.384047 sec): 2 clusters Score: Raw -87324.373514 + Penalty 52.558602 = -87271.814912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.387052 sec): 3 clusters Score: Raw -86337.706571 + Penalty 101.203373 = -86236.503198 nChanged 739 SP:Iteration 1F (27.390145 sec): 3 clusters Score: Raw -87001.883364 + Penalty 100.905356 = -86900.978007 nChanged 84 SP:Iteration 2F (27.393138 sec): 3 clusters Score: Raw -87055.515465 + Penalty 100.249969 = -86955.265497 nChanged 67 SP:Iteration 3Q (27.395875 sec): 3 clusters Score: Raw -87093.269247 + Penalty 99.852579 = -86993.416668 nChanged 59 SP:Iteration 4Q (27.398559 sec): 3 clusters Score: Raw -87124.718920 + Penalty 99.895837 = -87024.823083 nChanged 61 SP:Iteration 5Q (27.401207 sec): 3 clusters Score: Raw -87167.568916 + Penalty 98.508018 = -87069.060898 nChanged 60 SP:Iteration 6Q (27.403849 sec): 3 clusters Score: Raw -87213.319414 + Penalty 99.123022 = -87114.196392 nChanged 46 SP:Iteration 7Q (27.406416 sec): 3 clusters Score: Raw -87249.281790 + Penalty 98.234439 = -87151.047351 nChanged 30 SP:Iteration 8Q (27.408883 sec): 3 clusters Score: Raw -87271.698217 + Penalty 97.448384 = -87174.249834 nChanged 22 SP:Iteration 9Q (27.411305 sec): 3 clusters Score: Raw -87286.204447 + Penalty 97.534769 = -87188.669678 nChanged 17 SP:Iteration 10F (27.414090 sec): 3 clusters Score: Raw -87295.119336 + Penalty 98.655603 = -87196.463733 nChanged 10 SP:Iteration 11Q (27.416339 sec): 3 clusters Score: Raw -87298.042202 + Penalty 94.415078 = -87203.627124 nChanged 6 SP:Iteration 12Q (27.418590 sec): 3 clusters Score: Raw -87298.956248 + Penalty 94.420596 = -87204.535652 nChanged 4 SP:Iteration 13Q (27.420827 sec): 3 clusters Score: Raw -87299.814622 + Penalty 94.436984 = -87205.377638 nChanged 6 SP:Iteration 14Q (27.423110 sec): 3 clusters Score: Raw -87303.507820 + Penalty 94.914411 = -87208.593410 nChanged 4 SP:Iteration 15Q (27.425386 sec): 3 clusters Score: Raw -87305.613103 + Penalty 95.028675 = -87210.584428 nChanged 5 SP:Iteration 16Q (27.427659 sec): 3 clusters Score: Raw -87305.581902 + Penalty 94.865541 = -87210.716361 nChanged 1 SP:Iteration 17Q (27.429870 sec): 3 clusters Score: Raw -87305.517916 + Penalty 95.042932 = -87210.474984 nChanged 1 SP:Iteration 18F (27.432622 sec): 3 clusters Score: Raw -87305.499658 + Penalty 92.798716 = -87212.700942 nChanged 1 SP:Iteration 19Q (27.435198 sec): 3 clusters Score: Raw -87305.405659 + Penalty 91.787748 = -87213.617911 nChanged 2 SP:Iteration 20F (27.438119 sec): 3 clusters Score: Raw -87305.960919 + Penalty 92.161108 = -87213.799811 nChanged 4 SP:Iteration 21Q (27.440699 sec): 3 clusters Score: Raw -87306.036947 + Penalty 92.779537 = -87213.257410 nChanged 5 SP:Iteration 22F (27.443610 sec): 3 clusters Score: Raw -87306.460236 + Penalty 89.361301 = -87217.098935 nChanged 11 SP:Iteration 23Q (27.445902 sec): 3 clusters Score: Raw -87317.270552 + Penalty 52.558602 = -87264.711950 nChanged 6 SP:Iteration 24Q (27.448040 sec): 2 clusters Score: Raw -87324.373514 + Penalty 52.558602 = -87271.814912 nChanged 0 SP:Iteration 25F (27.450182 sec): 2 clusters Score: Raw -87324.373514 + Penalty 52.558602 = -87271.814912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.454810 sec): 2 clusters Score: Raw -23642.148210 + Penalty 542.980161 = -23099.168049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.455790 sec): 3 clusters Score: Raw -23494.734856 + Penalty 1086.757811 = -22407.977045 nChanged 119 SP:Iteration 1F (27.456765 sec): 3 clusters Score: Raw -23613.396930 + Penalty 1087.790649 = -22525.606280 nChanged 43 SP:Iteration 2F (27.457730 sec): 3 clusters Score: Raw -23679.855901 + Penalty 1089.649545 = -22590.206356 nChanged 31 SP:Iteration 3F (27.458692 sec): 3 clusters Score: Raw -23712.290573 + Penalty 1093.105765 = -22619.184808 nChanged 14 SP:Iteration 4Q (27.459631 sec): 3 clusters Score: Raw -23725.267882 + Penalty 1094.675592 = -22630.592290 nChanged 8 SP:Iteration 5Q (27.460571 sec): 3 clusters Score: Raw -23734.404252 + Penalty 1097.187036 = -22637.217216 nChanged 6 SP:Iteration 6Q (27.461506 sec): 3 clusters Score: Raw -23742.003587 + Penalty 1096.363924 = -22645.639664 nChanged 6 SP:Iteration 7Q (27.462440 sec): 3 clusters Score: Raw -23748.030816 + Penalty 1095.980967 = -22652.049849 nChanged 5 SP:Iteration 8Q (27.463371 sec): 3 clusters Score: Raw -23753.596303 + Penalty 1095.601060 = -22657.995243 nChanged 3 SP:Iteration 9Q (27.464297 sec): 3 clusters Score: Raw -23756.472635 + Penalty 1095.834058 = -22660.638576 nChanged 3 SP:Iteration 10F (27.465263 sec): 3 clusters Score: Raw -23758.298324 + Penalty 1095.721394 = -22662.576931 nChanged 1 SP:Iteration 11Q (27.466232 sec): 3 clusters Score: Raw -23758.597686 + Penalty 1096.201598 = -22662.396089 nChanged 1 SP:Iteration 12F (27.467198 sec): 3 clusters Score: Raw -23759.237930 + Penalty 1096.934372 = -22662.303557 nChanged 1 SP:Iteration 13F (27.468164 sec): 3 clusters Score: Raw -23759.513398 + Penalty 1097.453980 = -22662.059418 nChanged 1 SP:Iteration 14F (27.469130 sec): 3 clusters Score: Raw -23759.573405 + Penalty 1097.453980 = -22662.119425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 33 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.469676 sec): 2 clusters Score: Raw -1424.686952 + Penalty 100.622228 = -1324.064724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.469943 sec): 3 clusters Score: Raw -1432.336877 + Penalty 202.019839 = -1230.317039 nChanged 2 SP:Iteration 1F (27.470209 sec): 3 clusters Score: Raw -1437.607794 + Penalty 200.878414 = -1236.729380 nChanged 1 SP:Iteration 2Q (27.470465 sec): 3 clusters Score: Raw -1440.681465 + Penalty 200.878414 = -1239.803051 nChanged 0 SP:Iteration 3F (27.470723 sec): 3 clusters Score: Raw -1440.681465 + Penalty 200.878414 = -1239.803051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.471288 sec): 2 clusters Score: Raw -2297.999754 + Penalty 175.781150 = -2122.218604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.471572 sec): 3 clusters Score: Raw -2297.203672 + Penalty 351.941420 = -1945.262251 nChanged 4 SP:Iteration 1F (27.471853 sec): 3 clusters Score: Raw -2307.608106 + Penalty 351.941420 = -1955.666686 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 39 (1039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.475745 sec): 2 clusters Score: Raw -61833.711602 + Penalty 353.969662 = -61479.741940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.477799 sec): 3 clusters Score: Raw -61240.032754 + Penalty 728.663180 = -60511.369573 nChanged 419 SP:Iteration 1F (27.479828 sec): 3 clusters Score: Raw -61700.321257 + Penalty 747.799873 = -60952.521384 nChanged 122 SP:Iteration 2F (27.481856 sec): 3 clusters Score: Raw -61833.972207 + Penalty 755.536950 = -61078.435257 nChanged 52 SP:Iteration 3F (27.483928 sec): 3 clusters Score: Raw -61884.110917 + Penalty 758.242215 = -61125.868702 nChanged 33 SP:Iteration 4Q (27.485976 sec): 3 clusters Score: Raw -61915.053267 + Penalty 760.324642 = -61154.728625 nChanged 20 SP:Iteration 5Q (27.487944 sec): 3 clusters Score: Raw -61928.884589 + Penalty 761.231703 = -61167.652886 nChanged 16 SP:Iteration 6Q (27.489935 sec): 3 clusters Score: Raw -61938.571958 + Penalty 761.586410 = -61176.985548 nChanged 8 SP:Iteration 7Q (27.491962 sec): 3 clusters Score: Raw -61942.653238 + Penalty 761.230363 = -61181.422875 nChanged 3 SP:Iteration 8Q (27.493967 sec): 3 clusters Score: Raw -61944.577733 + Penalty 761.753971 = -61182.823762 nChanged 3 SP:Iteration 9Q (27.495833 sec): 3 clusters Score: Raw -61945.442151 + Penalty 762.134995 = -61183.307155 nChanged 1 SP:Iteration 10F (27.497868 sec): 3 clusters Score: Raw -61947.529386 + Penalty 761.404258 = -61186.125128 nChanged 4 SP:Iteration 11Q (27.499731 sec): 3 clusters Score: Raw -61949.856303 + Penalty 759.385821 = -61190.470482 nChanged 3 SP:Iteration 12Q (27.501595 sec): 3 clusters Score: Raw -61951.361379 + Penalty 759.870626 = -61191.490753 nChanged 3 SP:Iteration 13Q (27.503460 sec): 3 clusters Score: Raw -61952.109129 + Penalty 760.037084 = -61192.072045 nChanged 4 SP:Iteration 14Q (27.505321 sec): 3 clusters Score: Raw -61953.237599 + Penalty 760.037084 = -61193.200515 nChanged 0 SP:Iteration 15F (27.507355 sec): 3 clusters Score: Raw -61953.237599 + Penalty 760.037084 = -61193.200515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.509686 sec): 2 clusters Score: Raw -21676.330902 + Penalty 194.982908 = -21481.347993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.510587 sec): 3 clusters Score: Raw -21472.666975 + Penalty 408.124294 = -21064.542681 nChanged 141 SP:Iteration 1F (27.511467 sec): 3 clusters Score: Raw -21602.908628 + Penalty 425.077222 = -21177.831406 nChanged 47 SP:Iteration 2F (27.512354 sec): 3 clusters Score: Raw -21651.108587 + Penalty 440.322078 = -21210.786510 nChanged 24 SP:Iteration 3F (27.513233 sec): 3 clusters Score: Raw -21672.952723 + Penalty 442.777488 = -21230.175235 nChanged 7 SP:Iteration 4Q (27.514096 sec): 3 clusters Score: Raw -21675.684419 + Penalty 447.012116 = -21228.672304 nChanged 3 SP:Iteration 5F (27.514974 sec): 3 clusters Score: Raw -21677.107458 + Penalty 447.012116 = -21230.095342 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 42 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.517088 sec): 2 clusters Score: Raw -33935.928853 + Penalty 277.914485 = -33658.014368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.518405 sec): 3 clusters Score: Raw -33652.871034 + Penalty 567.674587 = -33085.196447 nChanged 207 SP:Iteration 1F (27.519724 sec): 3 clusters Score: Raw -33800.619810 + Penalty 575.240469 = -33225.379341 nChanged 43 SP:Iteration 2F (27.521032 sec): 3 clusters Score: Raw -33834.882832 + Penalty 582.614545 = -33252.268287 nChanged 30 SP:Iteration 3F (27.522338 sec): 3 clusters Score: Raw -33849.838543 + Penalty 589.821844 = -33260.016698 nChanged 22 SP:Iteration 4Q (27.523630 sec): 3 clusters Score: Raw -33863.030540 + Penalty 594.773069 = -33268.257471 nChanged 17 SP:Iteration 5Q (27.524876 sec): 3 clusters Score: Raw -33871.515228 + Penalty 605.139480 = -33266.375748 nChanged 15 SP:Iteration 6F (27.526127 sec): 3 clusters Score: Raw -33879.406857 + Penalty 617.024651 = -33262.382206 nChanged 16 SP:Iteration 7F (27.527374 sec): 3 clusters Score: Raw -33888.811199 + Penalty 630.728458 = -33258.082741 nChanged 18 SP:Iteration 8F (27.528570 sec): 3 clusters Score: Raw -33898.981117 + Penalty 642.012260 = -33256.968857 nChanged 12 SP:Iteration 9F (27.529751 sec): 3 clusters Score: Raw -33907.827324 + Penalty 654.021419 = -33253.805905 nChanged 11 SP:Iteration 10F (27.530936 sec): 3 clusters Score: Raw -33918.496275 + Penalty 673.072824 = -33245.423451 nChanged 9 SP:Iteration 11F (27.532234 sec): 3 clusters Score: Raw -33930.042571 + Penalty 689.346323 = -33240.696247 nChanged 8 SP:Iteration 12F (27.533409 sec): 3 clusters Score: Raw -33942.331217 + Penalty 689.288884 = -33253.042333 nChanged 4 SP:Iteration 13Q (27.534488 sec): 3 clusters Score: Raw -33948.316644 + Penalty 689.148841 = -33259.167803 nChanged 1 SP:Iteration 14Q (27.535553 sec): 3 clusters Score: Raw -33949.077177 + Penalty 692.130844 = -33256.946333 nChanged 1 SP:Iteration 15F (27.536740 sec): 3 clusters Score: Raw -33950.028200 + Penalty 692.130844 = -33257.897355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 47 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.538269 sec): 2 clusters Score: Raw -18965.725214 + Penalty 189.654108 = -18776.071106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.539166 sec): 3 clusters Score: Raw -18790.795255 + Penalty 385.701587 = -18405.093668 nChanged 143 SP:Iteration 1F (27.540053 sec): 3 clusters Score: Raw -18928.425125 + Penalty 394.150406 = -18534.274719 nChanged 39 SP:Iteration 2F (27.540937 sec): 3 clusters Score: Raw -18973.856746 + Penalty 399.172388 = -18574.684358 nChanged 13 SP:Iteration 3Q (27.541807 sec): 3 clusters Score: Raw -18996.377421 + Penalty 401.972155 = -18594.405266 nChanged 12 SP:Iteration 4Q (27.542672 sec): 3 clusters Score: Raw -19011.031670 + Penalty 405.577605 = -18605.454065 nChanged 9 SP:Iteration 5Q (27.543520 sec): 3 clusters Score: Raw -19019.929278 + Penalty 409.866184 = -18610.063093 nChanged 8 SP:Iteration 6Q (27.544399 sec): 3 clusters Score: Raw -19026.393165 + Penalty 411.619091 = -18614.774074 nChanged 6 SP:Iteration 7Q (27.545240 sec): 3 clusters Score: Raw -19030.538437 + Penalty 416.117952 = -18614.420485 nChanged 4 SP:Iteration 8F (27.546124 sec): 3 clusters Score: Raw -19033.846621 + Penalty 421.378577 = -18612.468044 nChanged 3 SP:Iteration 9F (27.547010 sec): 3 clusters Score: Raw -19035.342236 + Penalty 422.932346 = -18612.409890 nChanged 1 SP:Iteration 10F (27.547895 sec): 3 clusters Score: Raw -19035.597461 + Penalty 424.910517 = -18610.686944 nChanged 1 SP:Iteration 11F (27.548780 sec): 3 clusters Score: Raw -19036.272148 + Penalty 432.576916 = -18603.695232 nChanged 4 SP:Iteration 12F (27.549664 sec): 3 clusters Score: Raw -19052.223362 + Penalty 433.684316 = -18618.539046 nChanged 3 SP:Iteration 13Q (27.550494 sec): 3 clusters Score: Raw -19069.033257 + Penalty 435.874234 = -18633.159022 nChanged 6 SP:Iteration 14Q (27.551321 sec): 3 clusters Score: Raw -19073.954401 + Penalty 443.436799 = -18630.517602 nChanged 7 SP:Iteration 15F (27.552209 sec): 3 clusters Score: Raw -19091.143845 + Penalty 450.521035 = -18640.622810 nChanged 6 SP:Iteration 16Q (27.553034 sec): 3 clusters Score: Raw -19112.976515 + Penalty 452.519959 = -18660.456556 nChanged 3 SP:Iteration 17Q (27.553847 sec): 3 clusters Score: Raw -19114.466892 + Penalty 453.767840 = -18660.699052 nChanged 1 SP:Iteration 18Q (27.554658 sec): 3 clusters Score: Raw -19114.758225 + Penalty 453.767840 = -18660.990385 nChanged 0 SP:Iteration 19F (27.555546 sec): 3 clusters Score: Raw -19114.758225 + Penalty 453.767840 = -18660.990385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.556920 sec): 2 clusters Score: Raw -21034.862997 + Penalty 341.739393 = -20693.123604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.557769 sec): 3 clusters Score: Raw -20891.299052 + Penalty 680.803829 = -20210.495223 nChanged 105 SP:Iteration 1F (27.558605 sec): 3 clusters Score: Raw -21015.467138 + Penalty 675.924305 = -20339.542833 nChanged 33 SP:Iteration 2F (27.559440 sec): 3 clusters Score: Raw -21064.214626 + Penalty 669.979468 = -20394.235157 nChanged 20 SP:Iteration 3F (27.560276 sec): 3 clusters Score: Raw -21089.713900 + Penalty 666.197850 = -20423.516050 nChanged 15 SP:Iteration 4Q (27.561083 sec): 3 clusters Score: Raw -21104.644069 + Penalty 659.947804 = -20444.696265 nChanged 14 SP:Iteration 5Q (27.561884 sec): 3 clusters Score: Raw -21123.195665 + Penalty 656.563261 = -20466.632404 nChanged 9 SP:Iteration 6Q (27.562682 sec): 3 clusters Score: Raw -21130.817776 + Penalty 654.764247 = -20476.053529 nChanged 8 SP:Iteration 7Q (27.563468 sec): 3 clusters Score: Raw -21140.631904 + Penalty 651.097564 = -20489.534339 nChanged 7 SP:Iteration 8Q (27.564249 sec): 3 clusters Score: Raw -21148.048748 + Penalty 647.715386 = -20500.333362 nChanged 7 SP:Iteration 9Q (27.565029 sec): 3 clusters Score: Raw -21151.385728 + Penalty 647.251243 = -20504.134484 nChanged 1 SP:Iteration 10F (27.565865 sec): 3 clusters Score: Raw -21152.148392 + Penalty 647.251243 = -20504.897149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.567180 sec): 2 clusters Score: Raw -20867.454500 + Penalty 42.200208 = -20825.254292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.568049 sec): 3 clusters Score: Raw -20659.744724 + Penalty 85.882936 = -20573.861788 nChanged 168 SP:Iteration 1F (27.568904 sec): 3 clusters Score: Raw -20810.103844 + Penalty 85.351472 = -20724.752372 nChanged 16 SP:Iteration 2Q (27.569749 sec): 3 clusters Score: Raw -20821.202903 + Penalty 84.764642 = -20736.438261 nChanged 15 SP:Iteration 3Q (27.570588 sec): 3 clusters Score: Raw -20837.277584 + Penalty 83.072309 = -20754.205275 nChanged 14 SP:Iteration 4Q (27.571517 sec): 3 clusters Score: Raw -20857.740090 + Penalty 83.006955 = -20774.733136 nChanged 9 SP:Iteration 5Q (27.572307 sec): 3 clusters Score: Raw -20864.784983 + Penalty 82.976806 = -20781.808177 nChanged 6 SP:Iteration 6Q (27.573091 sec): 3 clusters Score: Raw -20867.203853 + Penalty 83.146179 = -20784.057674 nChanged 3 SP:Iteration 7Q (27.573853 sec): 3 clusters Score: Raw -20867.251099 + Penalty 83.146179 = -20784.104920 nChanged 0 SP:Iteration 8F (27.574694 sec): 3 clusters Score: Raw -20867.251099 + Penalty 83.146179 = -20784.104920 nChanged 0 Deleting Class 19 (122 points): Lose 325.200681 but Gain 693.327167 Iteration 119Q (27.674523 sec): 27 clusters Score: Raw -1021329.288981 + Penalty 13026.309314 = -1008302.979667 nChanged 225 Deleting Class 36 (41 points): Lose 153.066809 but Gain 472.125605 Iteration 120F (27.921818 sec): 26 clusters Score: Raw -1021381.889622 + Penalty 12569.056029 = -1008812.833593 nChanged 107 Deleting Class 15 (35 points): Lose 120.623940 but Gain 264.838499 Iteration 121Q (27.977102 sec): 25 clusters Score: Raw -1021340.805947 + Penalty 12312.784148 = -1009028.021799 nChanged 74 Deleting Class 33 (49 points): Lose 193.833945 but Gain 305.765858 Iteration 122Q (28.032240 sec): 24 clusters Score: Raw -1021225.466118 + Penalty 12023.563662 = -1009201.902456 nChanged 68 Deleting Class 18 (111 points): Lose 498.250464 but Gain 499.389544 Iteration 123Q (28.086204 sec): 23 clusters Score: Raw -1020802.147361 + Penalty 11541.553669 = -1009260.593692 nChanged 128 Iteration 124Q (28.140012 sec): 23 clusters Score: Raw -1021053.639042 + Penalty 11544.641132 = -1009508.997911 nChanged 16 Iteration 125Q (28.192480 sec): 23 clusters Score: Raw -1021057.758104 + Penalty 11545.900313 = -1009511.857790 nChanged 7 Iteration 126Q (28.245197 sec): 23 clusters Score: Raw -1021060.536437 + Penalty 11545.667887 = -1009514.868550 nChanged 8 Iteration 127Q (28.297548 sec): 23 clusters Score: Raw -1021064.498199 + Penalty 11548.555186 = -1009515.943013 nChanged 4 Iteration 128Q (28.350199 sec): 23 clusters Score: Raw -1021067.039090 + Penalty 11551.346135 = -1009515.692955 nChanged 6 Iteration 129F (28.561755 sec): 23 clusters Score: Raw -1021068.482183 + Penalty 11552.541809 = -1009515.940374 nChanged 2 Iteration 130F (28.772601 sec): 23 clusters Score: Raw -1021068.965305 + Penalty 11553.896556 = -1009515.068748 nChanged 1 Iteration 131F (28.985739 sec): 23 clusters Score: Raw -1021069.198449 + Penalty 11553.812498 = -1009515.385952 nChanged 1 Iteration 132Q (29.038787 sec): 23 clusters Score: Raw -1021069.324267 + Penalty 11553.812498 = -1009515.511769 nChanged 0 Iteration 133F (29.250040 sec): 23 clusters Score: Raw -1021069.324267 + Penalty 11553.812498 = -1009515.511769 nChanged 0 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -1021069.324267 + Penalty 11553.812498 = -1009515.511769Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 1 (2327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.295842 sec): 2 clusters Score: Raw -129832.782497 + Penalty 169.440951 = -129663.341546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.300113 sec): 3 clusters Score: Raw -128372.558693 + Penalty 361.068765 = -128011.489929 nChanged 1044 SP:Iteration 1F (29.304322 sec): 3 clusters Score: Raw -129315.127464 + Penalty 394.672036 = -128920.455428 nChanged 283 SP:Iteration 2F (29.308496 sec): 3 clusters Score: Raw -129593.459910 + Penalty 420.182086 = -129173.277824 nChanged 132 SP:Iteration 3F (29.312679 sec): 3 clusters Score: Raw -129726.840542 + Penalty 434.841436 = -129291.999105 nChanged 66 SP:Iteration 4Q (29.316793 sec): 3 clusters Score: Raw -129787.978756 + Penalty 442.718863 = -129345.259893 nChanged 43 SP:Iteration 5Q (29.320548 sec): 3 clusters Score: Raw -129821.564632 + Penalty 450.444996 = -129371.119636 nChanged 30 SP:Iteration 6Q (29.324234 sec): 3 clusters Score: Raw -129835.032389 + Penalty 454.487706 = -129380.544683 nChanged 18 SP:Iteration 7Q (29.327841 sec): 3 clusters Score: Raw -129844.803410 + Penalty 460.177593 = -129384.625817 nChanged 18 SP:Iteration 8Q (29.331571 sec): 3 clusters Score: Raw -129854.985716 + Penalty 466.925617 = -129388.060100 nChanged 18 SP:Iteration 9Q (29.335426 sec): 3 clusters Score: Raw -129865.629031 + Penalty 476.392756 = -129389.236275 nChanged 21 SP:Iteration 10F (29.339794 sec): 3 clusters Score: Raw -129876.157366 + Penalty 486.509524 = -129389.647842 nChanged 12 SP:Iteration 11Q (29.343347 sec): 3 clusters Score: Raw -129880.882363 + Penalty 500.285834 = -129380.596529 nChanged 14 SP:Iteration 12F (29.347508 sec): 3 clusters Score: Raw -129886.625650 + Penalty 507.929701 = -129378.695949 nChanged 10 SP:Iteration 13F (29.351662 sec): 3 clusters Score: Raw -129889.836522 + Penalty 513.874772 = -129375.961750 nChanged 8 SP:Iteration 14F (29.355822 sec): 3 clusters Score: Raw -129891.658443 + Penalty 517.241434 = -129374.417009 nChanged 2 SP:Iteration 15F (29.360018 sec): 3 clusters Score: Raw -129891.866876 + Penalty 518.885792 = -129372.981084 nChanged 1 SP:Iteration 16F (29.364184 sec): 3 clusters Score: Raw -129891.965179 + Penalty 522.403426 = -129369.561753 nChanged 2 SP:Iteration 17F (29.368339 sec): 3 clusters Score: Raw -129892.200096 + Penalty 525.859591 = -129366.340505 nChanged 2 SP:Iteration 18F (29.372491 sec): 3 clusters Score: Raw -129892.487788 + Penalty 532.286979 = -129360.200809 nChanged 5 SP:Iteration 19F (29.376654 sec): 3 clusters Score: Raw -129893.831906 + Penalty 536.594643 = -129357.237263 nChanged 4 SP:Iteration 20F (29.380826 sec): 3 clusters Score: Raw -129894.410338 + Penalty 536.047168 = -129358.363170 nChanged 1 SP:Iteration 21Q (29.384322 sec): 3 clusters Score: Raw -129894.447553 + Penalty 536.047168 = -129358.400385 nChanged 0 SP:Iteration 22F (29.388480 sec): 3 clusters Score: Raw -129894.447553 + Penalty 536.047168 = -129358.400385 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 2 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.400523 sec): 2 clusters Score: Raw -148260.636215 + Penalty 151.091407 = -148109.544808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.405213 sec): 3 clusters Score: Raw -146582.741572 + Penalty 301.949525 = -146280.792047 nChanged 1218 SP:Iteration 1F (29.409965 sec): 3 clusters Score: Raw -147645.292151 + Penalty 307.748767 = -147337.543384 nChanged 418 SP:Iteration 2F (29.414708 sec): 3 clusters Score: Raw -147961.805515 + Penalty 317.220289 = -147644.585227 nChanged 201 SP:Iteration 3F (29.419465 sec): 3 clusters Score: Raw -148093.403709 + Penalty 326.696831 = -147766.706879 nChanged 136 SP:Iteration 4F (29.424172 sec): 3 clusters Score: Raw -148173.618047 + Penalty 335.992670 = -147837.625377 nChanged 107 SP:Iteration 5Q (29.428703 sec): 3 clusters Score: Raw -148240.284782 + Penalty 348.438148 = -147891.846634 nChanged 97 SP:Iteration 6Q (29.433282 sec): 3 clusters Score: Raw -148295.886267 + Penalty 364.343620 = -147931.542646 nChanged 89 SP:Iteration 7Q (29.438102 sec): 3 clusters Score: Raw -148348.323227 + Penalty 375.858259 = -147972.464968 nChanged 58 SP:Iteration 8Q (29.442682 sec): 3 clusters Score: Raw -148372.757878 + Penalty 385.334376 = -147987.423502 nChanged 39 SP:Iteration 9Q (29.447225 sec): 3 clusters Score: Raw -148386.351280 + Penalty 395.127171 = -147991.224109 nChanged 31 SP:Iteration 10F (29.451772 sec): 3 clusters Score: Raw -148399.346471 + Penalty 406.856491 = -147992.489980 nChanged 36 SP:Iteration 11Q (29.456334 sec): 3 clusters Score: Raw -148415.628215 + Penalty 419.468835 = -147996.159379 nChanged 36 SP:Iteration 12Q (29.460929 sec): 3 clusters Score: Raw -148431.461791 + Penalty 429.368631 = -148002.093159 nChanged 34 SP:Iteration 13Q (29.465495 sec): 3 clusters Score: Raw -148447.610236 + Penalty 447.227378 = -148000.382858 nChanged 29 SP:Iteration 14F (29.470086 sec): 3 clusters Score: Raw -148461.724654 + Penalty 460.243653 = -148001.481002 nChanged 18 SP:Iteration 15Q (29.474653 sec): 3 clusters Score: Raw -148472.717325 + Penalty 473.966588 = -147998.750738 nChanged 12 SP:Iteration 16F (29.479204 sec): 3 clusters Score: Raw -148489.316652 + Penalty 488.888063 = -148000.428589 nChanged 11 SP:Iteration 17Q (29.483703 sec): 3 clusters Score: Raw -148509.206850 + Penalty 501.494354 = -148007.712496 nChanged 10 SP:Iteration 18Q (29.487880 sec): 3 clusters Score: Raw -148518.450494 + Penalty 514.620830 = -148003.829664 nChanged 9 SP:Iteration 19F (29.492432 sec): 3 clusters Score: Raw -148528.210359 + Penalty 524.073660 = -148004.136699 nChanged 8 SP:Iteration 20F (29.497025 sec): 3 clusters Score: Raw -148537.976173 + Penalty 525.547328 = -148012.428845 nChanged 7 SP:Iteration 21Q (29.500839 sec): 3 clusters Score: Raw -148543.601608 + Penalty 528.942024 = -148014.659585 nChanged 4 SP:Iteration 22Q (29.504603 sec): 3 clusters Score: Raw -148548.349282 + Penalty 526.079833 = -148022.269449 nChanged 3 SP:Iteration 23Q (29.508349 sec): 3 clusters Score: Raw -148548.686939 + Penalty 526.079833 = -148022.607107 nChanged 0 SP:Iteration 24F (29.512900 sec): 3 clusters Score: Raw -148548.686939 + Penalty 526.079833 = -148022.607107 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 3 (1261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.518463 sec): 2 clusters Score: Raw -75860.814727 + Penalty 326.351950 = -75534.462777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.520881 sec): 3 clusters Score: Raw -75127.526150 + Penalty 648.037298 = -74479.488852 nChanged 536 SP:Iteration 1F (29.523249 sec): 3 clusters Score: Raw -75503.506881 + Penalty 647.391746 = -74856.115135 nChanged 188 SP:Iteration 2F (29.525607 sec): 3 clusters Score: Raw -75738.404682 + Penalty 649.142478 = -75089.262204 nChanged 122 SP:Iteration 3F (29.527962 sec): 3 clusters Score: Raw -75883.949356 + Penalty 653.562342 = -75230.387014 nChanged 83 SP:Iteration 4F (29.530318 sec): 3 clusters Score: Raw -75972.733987 + Penalty 657.487255 = -75315.246731 nChanged 44 SP:Iteration 5Q (29.532560 sec): 3 clusters Score: Raw -75996.573852 + Penalty 660.196463 = -75336.377389 nChanged 19 SP:Iteration 6Q (29.534801 sec): 3 clusters Score: Raw -76004.742863 + Penalty 663.466055 = -75341.276808 nChanged 17 SP:Iteration 7Q (29.537050 sec): 3 clusters Score: Raw -76013.433629 + Penalty 666.996828 = -75346.436800 nChanged 18 SP:Iteration 8Q (29.539433 sec): 3 clusters Score: Raw -76021.653254 + Penalty 670.668691 = -75350.984562 nChanged 15 SP:Iteration 9Q (29.541790 sec): 3 clusters Score: Raw -76029.663238 + Penalty 673.341937 = -75356.321302 nChanged 11 SP:Iteration 10F (29.544189 sec): 3 clusters Score: Raw -76036.930381 + Penalty 676.191226 = -75360.739156 nChanged 12 SP:Iteration 11Q (29.546408 sec): 3 clusters Score: Raw -76045.401543 + Penalty 678.326744 = -75367.074799 nChanged 8 SP:Iteration 12Q (29.548593 sec): 3 clusters Score: Raw -76048.696104 + Penalty 680.841788 = -75367.854316 nChanged 13 SP:Iteration 13Q (29.550742 sec): 3 clusters Score: Raw -76052.809013 + Penalty 682.040244 = -75370.768769 nChanged 6 SP:Iteration 14Q (29.552880 sec): 3 clusters Score: Raw -76053.940925 + Penalty 683.025989 = -75370.914936 nChanged 4 SP:Iteration 15Q (29.555017 sec): 3 clusters Score: Raw -76054.964849 + Penalty 683.551711 = -75371.413139 nChanged 3 SP:Iteration 16Q (29.557150 sec): 3 clusters Score: Raw -76055.547845 + Penalty 683.979357 = -75371.568488 nChanged 2 SP:Iteration 17Q (29.559280 sec): 3 clusters Score: Raw -76056.013065 + Penalty 683.979357 = -75372.033708 nChanged 0 SP:Iteration 18F (29.561669 sec): 3 clusters Score: Raw -76056.013065 + Penalty 683.979357 = -75372.033708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 4 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.564355 sec): 2 clusters Score: Raw -23041.055474 + Penalty 603.480862 = -22437.574612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.565363 sec): 3 clusters Score: Raw -22907.672833 + Penalty 1209.070535 = -21698.602298 nChanged 114 SP:Iteration 1F (29.566315 sec): 3 clusters Score: Raw -23039.786789 + Penalty 1210.674472 = -21829.112317 nChanged 42 SP:Iteration 2F (29.567268 sec): 3 clusters Score: Raw -23092.065075 + Penalty 1210.029172 = -21882.035903 nChanged 17 SP:Iteration 3Q (29.568199 sec): 3 clusters Score: Raw -23105.339288 + Penalty 1210.361741 = -21894.977546 nChanged 10 SP:Iteration 4Q (29.569128 sec): 3 clusters Score: Raw -23115.152804 + Penalty 1210.138172 = -21905.014632 nChanged 7 SP:Iteration 5Q (29.570057 sec): 3 clusters Score: Raw -23120.733908 + Penalty 1210.076928 = -21910.656980 nChanged 5 SP:Iteration 6Q (29.570982 sec): 3 clusters Score: Raw -23126.001845 + Penalty 1209.813064 = -21916.188781 nChanged 4 SP:Iteration 7Q (29.571906 sec): 3 clusters Score: Raw -23134.069015 + Penalty 1208.854998 = -21925.214017 nChanged 4 SP:Iteration 8Q (29.572828 sec): 3 clusters Score: Raw -23138.206689 + Penalty 1207.597785 = -21930.608905 nChanged 3 SP:Iteration 9Q (29.573748 sec): 3 clusters Score: Raw -23141.438525 + Penalty 1206.595480 = -21934.843045 nChanged 1 SP:Iteration 10F (29.574697 sec): 3 clusters Score: Raw -23142.767785 + Penalty 1206.237354 = -21936.530432 nChanged 1 SP:Iteration 11Q (29.575616 sec): 3 clusters Score: Raw -23143.712859 + Penalty 1206.237354 = -21937.475505 nChanged 0 SP:Iteration 12F (29.576566 sec): 3 clusters Score: Raw -23143.712859 + Penalty 1206.237354 = -21937.475505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 5 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.578463 sec): 2 clusters Score: Raw -18809.257776 + Penalty 54.642609 = -18754.615168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.579217 sec): 3 clusters Score: Raw -18615.636425 + Penalty 109.875698 = -18505.760726 nChanged 132 SP:Iteration 1F (29.579956 sec): 3 clusters Score: Raw -18702.150193 + Penalty 109.550054 = -18592.600139 nChanged 23 SP:Iteration 2F (29.580694 sec): 3 clusters Score: Raw -18738.319433 + Penalty 108.958404 = -18629.361028 nChanged 28 SP:Iteration 3F (29.581433 sec): 3 clusters Score: Raw -18760.765656 + Penalty 108.894018 = -18651.871638 nChanged 11 SP:Iteration 4Q (29.582165 sec): 3 clusters Score: Raw -18763.950046 + Penalty 108.951421 = -18654.998625 nChanged 6 SP:Iteration 5Q (29.582891 sec): 3 clusters Score: Raw -18767.137725 + Penalty 109.026331 = -18658.111394 nChanged 3 SP:Iteration 6Q (29.583620 sec): 3 clusters Score: Raw -18767.981660 + Penalty 109.019369 = -18658.962291 nChanged 2 SP:Iteration 7Q (29.584344 sec): 3 clusters Score: Raw -18768.378472 + Penalty 109.019369 = -18659.359104 nChanged 0 SP:Iteration 8F (29.585080 sec): 3 clusters Score: Raw -18768.378472 + Penalty 109.019369 = -18659.359104 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (1641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.590900 sec): 2 clusters Score: Raw -104055.037694 + Penalty 540.043828 = -103514.993866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.593944 sec): 3 clusters Score: Raw -103176.660438 + Penalty 1089.407496 = -102087.252943 nChanged 649 SP:Iteration 1F (29.596933 sec): 3 clusters Score: Raw -103645.641392 + Penalty 1106.248227 = -102539.393165 nChanged 180 SP:Iteration 2F (29.599935 sec): 3 clusters Score: Raw -103821.280182 + Penalty 1129.491165 = -102691.789017 nChanged 128 SP:Iteration 3F (29.602916 sec): 3 clusters Score: Raw -103961.383676 + Penalty 1154.825771 = -102806.557905 nChanged 109 SP:Iteration 4F (29.605894 sec): 3 clusters Score: Raw -104057.148316 + Penalty 1176.612994 = -102880.535322 nChanged 71 SP:Iteration 5Q (29.608747 sec): 3 clusters Score: Raw -104109.242843 + Penalty 1191.128237 = -102918.114607 nChanged 46 SP:Iteration 6Q (29.611572 sec): 3 clusters Score: Raw -104140.959831 + Penalty 1199.843350 = -102941.116481 nChanged 40 SP:Iteration 7Q (29.614340 sec): 3 clusters Score: Raw -104164.272546 + Penalty 1208.602293 = -102955.670253 nChanged 31 SP:Iteration 8Q (29.617088 sec): 3 clusters Score: Raw -104181.164540 + Penalty 1214.360266 = -102966.804274 nChanged 18 SP:Iteration 9Q (29.619867 sec): 3 clusters Score: Raw -104190.993366 + Penalty 1218.205961 = -102972.787405 nChanged 16 SP:Iteration 10F (29.622934 sec): 3 clusters Score: Raw -104197.566320 + Penalty 1220.115187 = -102977.451134 nChanged 13 SP:Iteration 11Q (29.625684 sec): 3 clusters Score: Raw -104204.063428 + Penalty 1221.598277 = -102982.465151 nChanged 9 SP:Iteration 12Q (29.628412 sec): 3 clusters Score: Raw -104210.015881 + Penalty 1221.535727 = -102988.480154 nChanged 7 SP:Iteration 13Q (29.631126 sec): 3 clusters Score: Raw -104213.274028 + Penalty 1220.777356 = -102992.496672 nChanged 5 SP:Iteration 14Q (29.633836 sec): 3 clusters Score: Raw -104215.384303 + Penalty 1219.405577 = -102995.978727 nChanged 5 SP:Iteration 15Q (29.636570 sec): 3 clusters Score: Raw -104216.371260 + Penalty 1219.907727 = -102996.463533 nChanged 3 SP:Iteration 16Q (29.639295 sec): 3 clusters Score: Raw -104217.830907 + Penalty 1220.495045 = -102997.335862 nChanged 3 SP:Iteration 17Q (29.642256 sec): 3 clusters Score: Raw -104220.154281 + Penalty 1219.005117 = -103001.149164 nChanged 3 SP:Iteration 18Q (29.645051 sec): 3 clusters Score: Raw -104221.531098 + Penalty 1218.714566 = -103002.816533 nChanged 2 SP:Iteration 19Q (29.647751 sec): 3 clusters Score: Raw -104222.867781 + Penalty 1218.665901 = -103004.201880 nChanged 2 SP:Iteration 20F (29.650725 sec): 3 clusters Score: Raw -104223.662246 + Penalty 1218.665901 = -103004.996345 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 8 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.656850 sec): 2 clusters Score: Raw -59288.512832 + Penalty 174.582627 = -59113.930205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.658880 sec): 3 clusters Score: Raw -58650.868000 + Penalty 347.720352 = -58303.147648 nChanged 441 SP:Iteration 1F (29.660868 sec): 3 clusters Score: Raw -59020.047347 + Penalty 348.527206 = -58671.520141 nChanged 127 SP:Iteration 2F (29.662859 sec): 3 clusters Score: Raw -59132.515118 + Penalty 349.818813 = -58782.696305 nChanged 77 SP:Iteration 3F (29.664914 sec): 3 clusters Score: Raw -59184.745770 + Penalty 352.731989 = -58832.013781 nChanged 51 SP:Iteration 4Q (29.666926 sec): 3 clusters Score: Raw -59206.651669 + Penalty 354.040038 = -58852.611632 nChanged 28 SP:Iteration 5Q (29.668901 sec): 3 clusters Score: Raw -59216.623390 + Penalty 354.842304 = -58861.781086 nChanged 16 SP:Iteration 6Q (29.670865 sec): 3 clusters Score: Raw -59219.943821 + Penalty 355.799613 = -58864.144208 nChanged 9 SP:Iteration 7Q (29.672825 sec): 3 clusters Score: Raw -59222.720368 + Penalty 356.716496 = -58866.003871 nChanged 8 SP:Iteration 8Q (29.674791 sec): 3 clusters Score: Raw -59225.991057 + Penalty 356.524933 = -58869.466125 nChanged 6 SP:Iteration 9Q (29.676753 sec): 3 clusters Score: Raw -59227.720183 + Penalty 357.568860 = -58870.151323 nChanged 6 SP:Iteration 10F (29.678740 sec): 3 clusters Score: Raw -59229.102495 + Penalty 358.551102 = -58870.551393 nChanged 5 SP:Iteration 11Q (29.680705 sec): 3 clusters Score: Raw -59230.600807 + Penalty 358.646002 = -58871.954805 nChanged 5 SP:Iteration 12Q (29.682670 sec): 3 clusters Score: Raw -59231.871101 + Penalty 358.827220 = -58873.043881 nChanged 2 SP:Iteration 13Q (29.684638 sec): 3 clusters Score: Raw -59232.577613 + Penalty 359.462772 = -58873.114841 nChanged 4 SP:Iteration 14Q (29.686603 sec): 3 clusters Score: Raw -59233.315899 + Penalty 359.796599 = -58873.519300 nChanged 1 SP:Iteration 15Q (29.688575 sec): 3 clusters Score: Raw -59233.409946 + Penalty 359.796599 = -58873.613347 nChanged 0 SP:Iteration 16F (29.690614 sec): 3 clusters Score: Raw -59233.409946 + Penalty 359.796599 = -58873.613347 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 9 (1276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.696758 sec): 2 clusters Score: Raw -74447.917640 + Penalty 103.820024 = -74344.097616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.699240 sec): 3 clusters Score: Raw -73657.989095 + Penalty 221.055911 = -73436.933184 nChanged 570 SP:Iteration 1F (29.701671 sec): 3 clusters Score: Raw -74222.042742 + Penalty 226.434085 = -73995.608656 nChanged 114 SP:Iteration 2F (29.704027 sec): 3 clusters Score: Raw -74322.913413 + Penalty 234.922797 = -74087.990616 nChanged 70 SP:Iteration 3F (29.706385 sec): 3 clusters Score: Raw -74395.063950 + Penalty 241.813250 = -74153.250700 nChanged 36 SP:Iteration 4Q (29.708757 sec): 3 clusters Score: Raw -74425.944343 + Penalty 237.895049 = -74188.049293 nChanged 17 SP:Iteration 5Q (29.711003 sec): 3 clusters Score: Raw -74440.965150 + Penalty 241.222373 = -74199.742777 nChanged 11 SP:Iteration 6Q (29.713154 sec): 3 clusters Score: Raw -74453.738482 + Penalty 244.521669 = -74209.216813 nChanged 5 SP:Iteration 7Q (29.715196 sec): 3 clusters Score: Raw -74458.283409 + Penalty 247.369404 = -74210.914005 nChanged 3 SP:Iteration 8Q (29.717205 sec): 3 clusters Score: Raw -74461.642142 + Penalty 250.373188 = -74211.268954 nChanged 2 SP:Iteration 9Q (29.719193 sec): 3 clusters Score: Raw -74462.870744 + Penalty 255.180506 = -74207.690238 nChanged 4 SP:Iteration 10F (29.721545 sec): 3 clusters Score: Raw -74464.160786 + Penalty 255.240716 = -74208.920070 nChanged 1 SP:Iteration 11Q (29.723511 sec): 3 clusters Score: Raw -74464.515844 + Penalty 255.039984 = -74209.475859 nChanged 1 SP:Iteration 12Q (29.725469 sec): 3 clusters Score: Raw -74464.793764 + Penalty 255.039984 = -74209.753779 nChanged 0 SP:Iteration 13F (29.727822 sec): 3 clusters Score: Raw -74464.793764 + Penalty 255.039984 = -74209.753779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 12 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.730948 sec): 2 clusters Score: Raw -23597.924172 + Penalty 459.705774 = -23138.218398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.731833 sec): 3 clusters Score: Raw -23460.714732 + Penalty 925.736358 = -22534.978374 nChanged 116 SP:Iteration 1F (29.732734 sec): 3 clusters Score: Raw -23555.435514 + Penalty 936.581350 = -22618.854164 nChanged 35 SP:Iteration 2F (29.733624 sec): 3 clusters Score: Raw -23590.131445 + Penalty 953.011474 = -22637.119971 nChanged 26 SP:Iteration 3F (29.734508 sec): 3 clusters Score: Raw -23624.941359 + Penalty 975.834154 = -22649.107205 nChanged 22 SP:Iteration 4F (29.735392 sec): 3 clusters Score: Raw -23662.483518 + Penalty 988.048198 = -22674.435321 nChanged 10 SP:Iteration 5Q (29.736249 sec): 3 clusters Score: Raw -23680.306683 + Penalty 993.132627 = -22687.174056 nChanged 9 SP:Iteration 6Q (29.737093 sec): 3 clusters Score: Raw -23690.902558 + Penalty 995.003779 = -22695.898779 nChanged 3 SP:Iteration 7Q (29.737941 sec): 3 clusters Score: Raw -23695.095211 + Penalty 996.966013 = -22698.129198 nChanged 6 SP:Iteration 8Q (29.738780 sec): 3 clusters Score: Raw -23705.923684 + Penalty 999.309679 = -22706.614005 nChanged 6 SP:Iteration 9Q (29.739615 sec): 3 clusters Score: Raw -23711.192916 + Penalty 1004.849125 = -22706.343791 nChanged 3 SP:Iteration 10F (29.740497 sec): 3 clusters Score: Raw -23717.317019 + Penalty 1006.873420 = -22710.443600 nChanged 1 SP:Iteration 11Q (29.741325 sec): 3 clusters Score: Raw -23718.492204 + Penalty 1008.135148 = -22710.357056 nChanged 1 SP:Iteration 12F (29.742237 sec): 3 clusters Score: Raw -23719.504142 + Penalty 1009.147774 = -22710.356368 nChanged 1 SP:Iteration 13F (29.743163 sec): 3 clusters Score: Raw -23721.651750 + Penalty 1010.364007 = -22711.287743 nChanged 2 SP:Iteration 14Q (29.744058 sec): 3 clusters Score: Raw -23726.267354 + Penalty 1011.876575 = -22714.390780 nChanged 1 SP:Iteration 15Q (29.744919 sec): 3 clusters Score: Raw -23727.929721 + Penalty 1012.076133 = -22715.853588 nChanged 1 SP:Iteration 16Q (29.745774 sec): 3 clusters Score: Raw -23729.446487 + Penalty 1012.076133 = -22717.370354 nChanged 0 SP:Iteration 17F (29.746657 sec): 3 clusters Score: Raw -23729.446487 + Penalty 1012.076133 = -22717.370354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 13 (1033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.751053 sec): 2 clusters Score: Raw -62014.316385 + Penalty 280.545514 = -61733.770871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.753045 sec): 3 clusters Score: Raw -61392.553081 + Penalty 574.882755 = -60817.670326 nChanged 408 SP:Iteration 1F (29.755000 sec): 3 clusters Score: Raw -61650.704495 + Penalty 603.931609 = -61046.772887 nChanged 146 SP:Iteration 2F (29.756946 sec): 3 clusters Score: Raw -61823.662238 + Penalty 628.448605 = -61195.213632 nChanged 110 SP:Iteration 3F (29.758889 sec): 3 clusters Score: Raw -62038.780052 + Penalty 628.285326 = -61410.494726 nChanged 88 SP:Iteration 4F (29.760832 sec): 3 clusters Score: Raw -62156.250263 + Penalty 618.617983 = -61537.632280 nChanged 37 SP:Iteration 5Q (29.762640 sec): 3 clusters Score: Raw -62168.911257 + Penalty 614.287290 = -61554.623967 nChanged 9 SP:Iteration 6Q (29.764440 sec): 3 clusters Score: Raw -62171.020551 + Penalty 609.602219 = -61561.418332 nChanged 10 SP:Iteration 7Q (29.766271 sec): 3 clusters Score: Raw -62173.728002 + Penalty 606.212469 = -61567.515533 nChanged 8 SP:Iteration 8Q (29.768110 sec): 3 clusters Score: Raw -62174.800236 + Penalty 604.008010 = -61570.792225 nChanged 5 SP:Iteration 9Q (29.769939 sec): 3 clusters Score: Raw -62175.662632 + Penalty 602.700909 = -61572.961723 nChanged 3 SP:Iteration 10F (29.771924 sec): 3 clusters Score: Raw -62176.260303 + Penalty 601.445068 = -61574.815235 nChanged 3 SP:Iteration 11Q (29.773730 sec): 3 clusters Score: Raw -62176.507504 + Penalty 600.968710 = -61575.538794 nChanged 2 SP:Iteration 12Q (29.775533 sec): 3 clusters Score: Raw -62176.772903 + Penalty 600.555891 = -61576.217011 nChanged 1 SP:Iteration 13Q (29.777333 sec): 3 clusters Score: Raw -62176.836553 + Penalty 600.140427 = -61576.696127 nChanged 1 SP:Iteration 14Q (29.779133 sec): 3 clusters Score: Raw -62176.923356 + Penalty 600.140427 = -61576.782929 nChanged 0 SP:Iteration 15F (29.781075 sec): 3 clusters Score: Raw -62176.923356 + Penalty 600.140427 = -61576.782929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 14 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.783268 sec): 2 clusters Score: Raw -13511.291892 + Penalty 652.706113 = -12858.585779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.783834 sec): 3 clusters Score: Raw -13508.520349 + Penalty 1306.071898 = -12202.448450 nChanged 32 SP:Iteration 1F (29.784391 sec): 3 clusters Score: Raw -13546.896025 + Penalty 1309.664719 = -12237.231307 nChanged 11 SP:Iteration 2F (29.784948 sec): 3 clusters Score: Raw -13570.423080 + Penalty 1311.515293 = -12258.907787 nChanged 4 SP:Iteration 3Q (29.785489 sec): 3 clusters Score: Raw -13573.292997 + Penalty 1317.263879 = -12256.029118 nChanged 6 SP:Iteration 4F (29.786044 sec): 3 clusters Score: Raw -13580.301699 + Penalty 1324.212066 = -12256.089633 nChanged 7 SP:Iteration 5Q (29.786585 sec): 3 clusters Score: Raw -13593.872863 + Penalty 1332.280297 = -12261.592566 nChanged 7 SP:Iteration 6Q (29.787120 sec): 3 clusters Score: Raw -13605.956631 + Penalty 1335.842126 = -12270.114504 nChanged 3 SP:Iteration 7Q (29.787654 sec): 3 clusters Score: Raw -13610.700113 + Penalty 1339.445362 = -12271.254751 nChanged 4 SP:Iteration 8Q (29.788185 sec): 3 clusters Score: Raw -13620.472128 + Penalty 1339.104681 = -12281.367447 nChanged 1 SP:Iteration 9Q (29.788743 sec): 3 clusters Score: Raw -13623.130524 + Penalty 1339.104681 = -12284.025843 nChanged 0 SP:Iteration 10F (29.789297 sec): 3 clusters Score: Raw -13623.130524 + Penalty 1339.104681 = -12284.025843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.792244 sec): 2 clusters Score: Raw -26345.344156 + Penalty 164.176001 = -26181.168155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.793228 sec): 3 clusters Score: Raw -26133.959285 + Penalty 331.358907 = -25802.600377 nChanged 161 SP:Iteration 1F (29.794192 sec): 3 clusters Score: Raw -26270.505624 + Penalty 340.250701 = -25930.254923 nChanged 45 SP:Iteration 2F (29.795184 sec): 3 clusters Score: Raw -26310.871997 + Penalty 350.601500 = -25960.270498 nChanged 26 SP:Iteration 3F (29.796144 sec): 3 clusters Score: Raw -26334.115295 + Penalty 352.417059 = -25981.698236 nChanged 10 SP:Iteration 4Q (29.797102 sec): 3 clusters Score: Raw -26342.946913 + Penalty 359.946737 = -25983.000175 nChanged 9 SP:Iteration 5Q (29.798060 sec): 3 clusters Score: Raw -26353.029569 + Penalty 373.162011 = -25979.867558 nChanged 8 SP:Iteration 6F (29.799018 sec): 3 clusters Score: Raw -26359.427101 + Penalty 380.826982 = -25978.600119 nChanged 7 SP:Iteration 7F (29.799974 sec): 3 clusters Score: Raw -26367.485094 + Penalty 375.328971 = -25992.156123 nChanged 6 SP:Iteration 8Q (29.800919 sec): 3 clusters Score: Raw -26371.716685 + Penalty 370.016580 = -26001.700106 nChanged 3 SP:Iteration 9Q (29.801868 sec): 3 clusters Score: Raw -26376.454742 + Penalty 370.600368 = -26005.854374 nChanged 1 SP:Iteration 10F (29.802830 sec): 3 clusters Score: Raw -26377.454936 + Penalty 377.720102 = -25999.734834 nChanged 3 SP:Iteration 11F (29.803792 sec): 3 clusters Score: Raw -26381.701170 + Penalty 376.130483 = -26005.570688 nChanged 2 SP:Iteration 12Q (29.804699 sec): 3 clusters Score: Raw -26383.326741 + Penalty 384.183044 = -25999.143697 nChanged 3 SP:Iteration 13F (29.805655 sec): 3 clusters Score: Raw -26384.812620 + Penalty 391.916548 = -25992.896071 nChanged 3 SP:Iteration 14F (29.806611 sec): 3 clusters Score: Raw -26386.846308 + Penalty 397.271779 = -25989.574529 nChanged 2 SP:Iteration 15F (29.807567 sec): 3 clusters Score: Raw -26388.772692 + Penalty 395.692985 = -25993.079707 nChanged 2 SP:Iteration 16Q (29.808438 sec): 3 clusters Score: Raw -26390.470603 + Penalty 401.817196 = -25988.653407 nChanged 1 SP:Iteration 17F (29.809395 sec): 3 clusters Score: Raw -26391.628775 + Penalty 412.136161 = -25979.492615 nChanged 2 SP:Iteration 18F (29.810352 sec): 3 clusters Score: Raw -26392.657718 + Penalty 412.136161 = -25980.521558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.812183 sec): 2 clusters Score: Raw -12217.682412 + Penalty 97.171894 = -12120.510518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.812758 sec): 3 clusters Score: Raw -12104.950103 + Penalty 194.134506 = -11910.815597 nChanged 82 SP:Iteration 1F (29.813327 sec): 3 clusters Score: Raw -12157.858506 + Penalty 194.528113 = -11963.330393 nChanged 21 SP:Iteration 2F (29.813892 sec): 3 clusters Score: Raw -12166.702760 + Penalty 194.584745 = -11972.118015 nChanged 9 SP:Iteration 3Q (29.814452 sec): 3 clusters Score: Raw -12169.680865 + Penalty 195.318065 = -11974.362800 nChanged 7 SP:Iteration 4Q (29.815011 sec): 3 clusters Score: Raw -12171.620061 + Penalty 195.177424 = -11976.442637 nChanged 4 SP:Iteration 5Q (29.815570 sec): 3 clusters Score: Raw -12174.094634 + Penalty 197.257263 = -11976.837372 nChanged 7 SP:Iteration 6Q (29.816130 sec): 3 clusters Score: Raw -12180.491870 + Penalty 201.210895 = -11979.280975 nChanged 10 SP:Iteration 7Q (29.816689 sec): 3 clusters Score: Raw -12188.312468 + Penalty 205.589516 = -11982.722952 nChanged 8 SP:Iteration 8Q (29.817280 sec): 3 clusters Score: Raw -12193.690545 + Penalty 206.950527 = -11986.740019 nChanged 5 SP:Iteration 9Q (29.817839 sec): 3 clusters Score: Raw -12195.594708 + Penalty 210.378161 = -11985.216547 nChanged 4 SP:Iteration 10F (29.818403 sec): 3 clusters Score: Raw -12198.099515 + Penalty 209.289130 = -11988.810385 nChanged 5 SP:Iteration 11Q (29.818962 sec): 3 clusters Score: Raw -12200.733726 + Penalty 208.487166 = -11992.246560 nChanged 3 SP:Iteration 12Q (29.819520 sec): 3 clusters Score: Raw -12202.161449 + Penalty 208.295299 = -11993.866150 nChanged 6 SP:Iteration 13Q (29.820079 sec): 3 clusters Score: Raw -12205.564290 + Penalty 218.549759 = -11987.014531 nChanged 8 SP:Iteration 14F (29.820643 sec): 3 clusters Score: Raw -12211.084815 + Penalty 224.702176 = -11986.382639 nChanged 6 SP:Iteration 15F (29.821207 sec): 3 clusters Score: Raw -12214.712773 + Penalty 232.875092 = -11981.837680 nChanged 2 SP:Iteration 16F (29.821770 sec): 3 clusters Score: Raw -12215.512562 + Penalty 236.935929 = -11978.576633 nChanged 1 SP:Iteration 17F (29.822334 sec): 3 clusters Score: Raw -12216.012749 + Penalty 241.584240 = -11974.428509 nChanged 1 SP:Iteration 18F (29.822897 sec): 3 clusters Score: Raw -12216.547236 + Penalty 251.285491 = -11965.261745 nChanged 2 SP:Iteration 19F (29.823464 sec): 3 clusters Score: Raw -12217.345884 + Penalty 251.285491 = -11966.060394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.825774 sec): 2 clusters Score: Raw -24270.701807 + Penalty 626.233501 = -23644.468305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.826765 sec): 3 clusters Score: Raw -24133.679078 + Penalty 1248.287392 = -22885.391686 nChanged 128 SP:Iteration 1F (29.827714 sec): 3 clusters Score: Raw -24288.537729 + Penalty 1240.892006 = -23047.645723 nChanged 34 SP:Iteration 2F (29.828661 sec): 3 clusters Score: Raw -24321.335471 + Penalty 1237.606997 = -23083.728473 nChanged 19 SP:Iteration 3Q (29.829588 sec): 3 clusters Score: Raw -24344.505805 + Penalty 1234.205422 = -23110.300383 nChanged 15 SP:Iteration 4Q (29.830511 sec): 3 clusters Score: Raw -24360.028726 + Penalty 1233.754691 = -23126.274035 nChanged 13 SP:Iteration 5Q (29.831430 sec): 3 clusters Score: Raw -24372.242845 + Penalty 1231.406731 = -23140.836114 nChanged 14 SP:Iteration 6Q (29.832349 sec): 3 clusters Score: Raw -24387.020546 + Penalty 1230.814223 = -23156.206324 nChanged 13 SP:Iteration 7Q (29.833269 sec): 3 clusters Score: Raw -24410.653469 + Penalty 1236.137517 = -23174.515952 nChanged 15 SP:Iteration 8Q (29.834182 sec): 3 clusters Score: Raw -24447.418079 + Penalty 1240.372682 = -23207.045398 nChanged 12 SP:Iteration 9Q (29.835094 sec): 3 clusters Score: Raw -24472.552344 + Penalty 1246.914183 = -23225.638161 nChanged 10 SP:Iteration 10F (29.836037 sec): 3 clusters Score: Raw -24483.275081 + Penalty 1247.451203 = -23235.823878 nChanged 4 SP:Iteration 11Q (29.836953 sec): 3 clusters Score: Raw -24487.627005 + Penalty 1251.236478 = -23236.390526 nChanged 3 SP:Iteration 12Q (29.837868 sec): 3 clusters Score: Raw -24491.844028 + Penalty 1254.091782 = -23237.752245 nChanged 4 SP:Iteration 13Q (29.838781 sec): 3 clusters Score: Raw -24497.687434 + Penalty 1255.656873 = -23242.030561 nChanged 5 SP:Iteration 14Q (29.839698 sec): 3 clusters Score: Raw -24503.958465 + Penalty 1254.350880 = -23249.607585 nChanged 2 SP:Iteration 15Q (29.840629 sec): 3 clusters Score: Raw -24506.245642 + Penalty 1252.042469 = -23254.203173 nChanged 1 SP:Iteration 16Q (29.841539 sec): 3 clusters Score: Raw -24507.959825 + Penalty 1252.042469 = -23255.917356 nChanged 0 SP:Iteration 17F (29.842483 sec): 3 clusters Score: Raw -24507.959825 + Penalty 1252.042469 = -23255.917356 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 29 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.847667 sec): 2 clusters Score: Raw -87389.848014 + Penalty 52.519612 = -87337.328402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.850676 sec): 3 clusters Score: Raw -86435.378654 + Penalty 107.541142 = -86327.837513 nChanged 714 SP:Iteration 1F (29.853444 sec): 3 clusters Score: Raw -86972.786904 + Penalty 105.975838 = -86866.811066 nChanged 101 SP:Iteration 2F (29.856208 sec): 3 clusters Score: Raw -87057.100127 + Penalty 107.541438 = -86949.558689 nChanged 106 SP:Iteration 3F (29.858971 sec): 3 clusters Score: Raw -87182.497807 + Penalty 109.716521 = -87072.781287 nChanged 96 SP:Iteration 4F (29.861731 sec): 3 clusters Score: Raw -87302.832578 + Penalty 104.213150 = -87198.619428 nChanged 62 SP:Iteration 5Q (29.864484 sec): 3 clusters Score: Raw -87376.710393 + Penalty 107.384570 = -87269.325823 nChanged 10 SP:Iteration 6Q (29.867014 sec): 3 clusters Score: Raw -87389.343443 + Penalty 100.173775 = -87289.169668 nChanged 2 SP:Iteration 7Q (29.869355 sec): 3 clusters Score: Raw -87393.004265 + Penalty 100.173775 = -87292.830490 nChanged 0 SP:Iteration 8F (29.871918 sec): 3 clusters Score: Raw -87393.004265 + Penalty 100.173775 = -87292.830490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.875170 sec): 2 clusters Score: Raw -24615.847272 + Penalty 558.186694 = -24057.660578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.876152 sec): 3 clusters Score: Raw -24459.261706 + Penalty 1119.863004 = -23339.398702 nChanged 119 SP:Iteration 1F (29.877130 sec): 3 clusters Score: Raw -24580.761903 + Penalty 1123.987391 = -23456.774512 nChanged 39 SP:Iteration 2F (29.878100 sec): 3 clusters Score: Raw -24640.578884 + Penalty 1121.561355 = -23519.017529 nChanged 24 SP:Iteration 3F (29.879071 sec): 3 clusters Score: Raw -24698.972769 + Penalty 1115.868594 = -23583.104176 nChanged 29 SP:Iteration 4F (29.880042 sec): 3 clusters Score: Raw -24737.642648 + Penalty 1111.568621 = -23626.074027 nChanged 12 SP:Iteration 5Q (29.880961 sec): 3 clusters Score: Raw -24748.753916 + Penalty 1108.113007 = -23640.640909 nChanged 9 SP:Iteration 6Q (29.881872 sec): 3 clusters Score: Raw -24758.234597 + Penalty 1108.236792 = -23649.997805 nChanged 7 SP:Iteration 7Q (29.882782 sec): 3 clusters Score: Raw -24771.190819 + Penalty 1108.101930 = -23663.088888 nChanged 7 SP:Iteration 8Q (29.883695 sec): 3 clusters Score: Raw -24784.749915 + Penalty 1108.720427 = -23676.029488 nChanged 3 SP:Iteration 9Q (29.884597 sec): 3 clusters Score: Raw -24792.741868 + Penalty 1108.179611 = -23684.562257 nChanged 5 SP:Iteration 10F (29.885567 sec): 3 clusters Score: Raw -24799.768063 + Penalty 1106.669274 = -23693.098789 nChanged 4 SP:Iteration 11Q (29.886468 sec): 3 clusters Score: Raw -24802.339603 + Penalty 1106.645230 = -23695.694373 nChanged 1 SP:Iteration 12Q (29.887367 sec): 3 clusters Score: Raw -24802.534851 + Penalty 1106.645230 = -23695.889621 nChanged 0 SP:Iteration 13F (29.888337 sec): 3 clusters Score: Raw -24802.534851 + Penalty 1106.645230 = -23695.889621 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 39 (1066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.893433 sec): 2 clusters Score: Raw -63396.658966 + Penalty 354.015269 = -63042.643697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.895472 sec): 3 clusters Score: Raw -62777.964905 + Penalty 709.573248 = -62068.391657 nChanged 437 SP:Iteration 1F (29.897515 sec): 3 clusters Score: Raw -63041.729032 + Penalty 709.887494 = -62331.841538 nChanged 138 SP:Iteration 2F (29.899570 sec): 3 clusters Score: Raw -63159.465315 + Penalty 713.228140 = -62446.237175 nChanged 104 SP:Iteration 3F (29.901611 sec): 3 clusters Score: Raw -63248.731199 + Penalty 720.201720 = -62528.529479 nChanged 62 SP:Iteration 4F (29.903629 sec): 3 clusters Score: Raw -63288.713626 + Penalty 729.582117 = -62559.131509 nChanged 46 SP:Iteration 5Q (29.905627 sec): 3 clusters Score: Raw -63341.351184 + Penalty 743.357854 = -62597.993330 nChanged 45 SP:Iteration 6Q (29.907581 sec): 3 clusters Score: Raw -63403.685457 + Penalty 749.050992 = -62654.634464 nChanged 28 SP:Iteration 7Q (29.909473 sec): 3 clusters Score: Raw -63438.857816 + Penalty 754.688204 = -62684.169612 nChanged 27 SP:Iteration 8Q (29.911310 sec): 3 clusters Score: Raw -63461.597597 + Penalty 756.524890 = -62705.072707 nChanged 13 SP:Iteration 9Q (29.913123 sec): 3 clusters Score: Raw -63468.723964 + Penalty 757.490498 = -62711.233466 nChanged 7 SP:Iteration 10F (29.915128 sec): 3 clusters Score: Raw -63473.757071 + Penalty 757.580632 = -62716.176439 nChanged 8 SP:Iteration 11Q (29.916942 sec): 3 clusters Score: Raw -63477.448105 + Penalty 756.272355 = -62721.175751 nChanged 6 SP:Iteration 12Q (29.918753 sec): 3 clusters Score: Raw -63479.534767 + Penalty 756.758492 = -62722.776275 nChanged 3 SP:Iteration 13Q (29.920563 sec): 3 clusters Score: Raw -63480.578985 + Penalty 756.159316 = -62724.419669 nChanged 1 SP:Iteration 14Q (29.922372 sec): 3 clusters Score: Raw -63480.861035 + Penalty 755.685369 = -62725.175666 nChanged 1 SP:Iteration 15Q (29.924187 sec): 3 clusters Score: Raw -63481.155621 + Penalty 754.670948 = -62726.484673 nChanged 2 SP:Iteration 16Q (29.925996 sec): 3 clusters Score: Raw -63481.459488 + Penalty 753.872152 = -62727.587336 nChanged 2 SP:Iteration 17Q (29.927805 sec): 3 clusters Score: Raw -63481.640625 + Penalty 753.484507 = -62728.156118 nChanged 1 SP:Iteration 18Q (29.929614 sec): 3 clusters Score: Raw -63481.688851 + Penalty 752.791514 = -62728.897338 nChanged 1 SP:Iteration 19Q (29.931423 sec): 3 clusters Score: Raw -63481.746399 + Penalty 752.791514 = -62728.954885 nChanged 0 SP:Iteration 20F (29.933424 sec): 3 clusters Score: Raw -63481.746399 + Penalty 752.791514 = -62728.954885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.936271 sec): 2 clusters Score: Raw -21254.579086 + Penalty 197.762322 = -21056.816764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.937128 sec): 3 clusters Score: Raw -21076.406950 + Penalty 411.409446 = -20664.997505 nChanged 116 SP:Iteration 1F (29.937963 sec): 3 clusters Score: Raw -21197.329907 + Penalty 439.073920 = -20758.255987 nChanged 37 SP:Iteration 2F (29.938796 sec): 3 clusters Score: Raw -21236.889017 + Penalty 462.862901 = -20774.026117 nChanged 22 SP:Iteration 3F (29.939630 sec): 3 clusters Score: Raw -21263.800509 + Penalty 493.662900 = -20770.137609 nChanged 17 SP:Iteration 4F (29.940462 sec): 3 clusters Score: Raw -21280.439095 + Penalty 524.407957 = -20756.031138 nChanged 9 SP:Iteration 5F (29.941294 sec): 3 clusters Score: Raw -21292.780680 + Penalty 542.087758 = -20750.692921 nChanged 5 SP:Iteration 6F (29.942135 sec): 3 clusters Score: Raw -21298.778617 + Penalty 566.527827 = -20732.250790 nChanged 6 SP:Iteration 7F (29.942978 sec): 3 clusters Score: Raw -21305.206553 + Penalty 586.768486 = -20718.438067 nChanged 5 SP:Iteration 8F (29.943841 sec): 3 clusters Score: Raw -21310.672564 + Penalty 606.624275 = -20704.048289 nChanged 5 SP:Iteration 9F (29.944674 sec): 3 clusters Score: Raw -21315.849333 + Penalty 612.859865 = -20702.989468 nChanged 2 SP:Iteration 10F (29.945505 sec): 3 clusters Score: Raw -21318.728332 + Penalty 621.626509 = -20697.101823 nChanged 2 SP:Iteration 11F (29.946338 sec): 3 clusters Score: Raw -21320.406883 + Penalty 621.626509 = -20698.780373 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 42 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.949315 sec): 2 clusters Score: Raw -35220.815155 + Penalty 282.827329 = -34937.987826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.950604 sec): 3 clusters Score: Raw -34892.787784 + Penalty 570.170558 = -34322.617227 nChanged 204 SP:Iteration 1F (29.951900 sec): 3 clusters Score: Raw -35016.429331 + Penalty 572.728769 = -34443.700562 nChanged 80 SP:Iteration 2F (29.953123 sec): 3 clusters Score: Raw -35092.378314 + Penalty 575.248069 = -34517.130244 nChanged 48 SP:Iteration 3F (29.954331 sec): 3 clusters Score: Raw -35126.647151 + Penalty 575.384465 = -34551.262686 nChanged 23 SP:Iteration 4Q (29.955520 sec): 3 clusters Score: Raw -35137.225733 + Penalty 576.991739 = -34560.233994 nChanged 14 SP:Iteration 5Q (29.956692 sec): 3 clusters Score: Raw -35142.838189 + Penalty 579.451956 = -34563.386234 nChanged 12 SP:Iteration 6Q (29.957860 sec): 3 clusters Score: Raw -35149.343658 + Penalty 580.851380 = -34568.492278 nChanged 16 SP:Iteration 7Q (29.959026 sec): 3 clusters Score: Raw -35160.373489 + Penalty 583.643341 = -34576.730148 nChanged 13 SP:Iteration 8Q (29.960184 sec): 3 clusters Score: Raw -35166.119357 + Penalty 587.983903 = -34578.135453 nChanged 11 SP:Iteration 9Q (29.961333 sec): 3 clusters Score: Raw -35169.931355 + Penalty 591.157823 = -34578.773532 nChanged 10 SP:Iteration 10F (29.962523 sec): 3 clusters Score: Raw -35175.610430 + Penalty 595.766216 = -34579.844215 nChanged 9 SP:Iteration 11Q (29.963655 sec): 3 clusters Score: Raw -35180.000311 + Penalty 601.283746 = -34578.716566 nChanged 13 SP:Iteration 12F (29.964867 sec): 3 clusters Score: Raw -35185.923361 + Penalty 609.374950 = -34576.548411 nChanged 14 SP:Iteration 13F (29.966071 sec): 3 clusters Score: Raw -35193.079454 + Penalty 615.999905 = -34577.079549 nChanged 13 SP:Iteration 14Q (29.967213 sec): 3 clusters Score: Raw -35203.564917 + Penalty 630.111541 = -34573.453377 nChanged 15 SP:Iteration 15F (29.968419 sec): 3 clusters Score: Raw -35217.035885 + Penalty 629.106903 = -34587.928983 nChanged 13 SP:Iteration 16Q (29.969577 sec): 3 clusters Score: Raw -35230.074909 + Penalty 640.743245 = -34589.331664 nChanged 8 SP:Iteration 17Q (29.970698 sec): 3 clusters Score: Raw -35235.967910 + Penalty 648.309152 = -34587.658758 nChanged 7 SP:Iteration 18F (29.971904 sec): 3 clusters Score: Raw -35241.088261 + Penalty 643.826396 = -34597.261865 nChanged 5 SP:Iteration 19Q (29.973017 sec): 3 clusters Score: Raw -35248.476559 + Penalty 643.396646 = -34605.079913 nChanged 1 SP:Iteration 20F (29.974246 sec): 3 clusters Score: Raw -35248.661975 + Penalty 643.396646 = -34605.265329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 47 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.976961 sec): 2 clusters Score: Raw -19663.298653 + Penalty 191.735013 = -19471.563639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.977863 sec): 3 clusters Score: Raw -19485.228503 + Penalty 386.735159 = -19098.493344 nChanged 138 SP:Iteration 1F (29.978746 sec): 3 clusters Score: Raw -19599.870587 + Penalty 388.820109 = -19211.050478 nChanged 43 SP:Iteration 2F (29.979628 sec): 3 clusters Score: Raw -19650.070519 + Penalty 391.063092 = -19259.007427 nChanged 25 SP:Iteration 3F (29.980515 sec): 3 clusters Score: Raw -19679.568128 + Penalty 393.421440 = -19286.146689 nChanged 14 SP:Iteration 4Q (29.981375 sec): 3 clusters Score: Raw -19686.011032 + Penalty 394.058424 = -19291.952609 nChanged 5 SP:Iteration 5Q (29.982235 sec): 3 clusters Score: Raw -19688.012861 + Penalty 394.848401 = -19293.164460 nChanged 2 SP:Iteration 6Q (29.983093 sec): 3 clusters Score: Raw -19690.019691 + Penalty 393.401873 = -19296.617818 nChanged 5 SP:Iteration 7Q (29.983954 sec): 3 clusters Score: Raw -19694.532580 + Penalty 391.655065 = -19302.877516 nChanged 6 SP:Iteration 8Q (29.984811 sec): 3 clusters Score: Raw -19701.019004 + Penalty 389.922601 = -19311.096402 nChanged 5 SP:Iteration 9Q (29.985664 sec): 3 clusters Score: Raw -19714.131413 + Penalty 388.346992 = -19325.784421 nChanged 5 SP:Iteration 10F (29.986545 sec): 3 clusters Score: Raw -19729.217671 + Penalty 388.438355 = -19340.779316 nChanged 6 SP:Iteration 11Q (29.987391 sec): 3 clusters Score: Raw -19732.208568 + Penalty 388.243309 = -19343.965259 nChanged 6 SP:Iteration 12Q (29.988266 sec): 3 clusters Score: Raw -19739.188860 + Penalty 387.181803 = -19352.007058 nChanged 10 SP:Iteration 13Q (29.989108 sec): 3 clusters Score: Raw -19757.308964 + Penalty 386.589842 = -19370.719123 nChanged 8 SP:Iteration 14Q (29.989944 sec): 3 clusters Score: Raw -19779.624270 + Penalty 386.931325 = -19392.692945 nChanged 8 SP:Iteration 15Q (29.990770 sec): 3 clusters Score: Raw -19786.470123 + Penalty 386.473170 = -19399.996953 nChanged 5 SP:Iteration 16Q (29.991597 sec): 3 clusters Score: Raw -19788.785735 + Penalty 384.324486 = -19404.461249 nChanged 6 SP:Iteration 17Q (29.992423 sec): 3 clusters Score: Raw -19793.355115 + Penalty 381.977788 = -19411.377326 nChanged 4 SP:Iteration 18Q (29.993265 sec): 3 clusters Score: Raw -19796.728843 + Penalty 378.761073 = -19417.967770 nChanged 5 SP:Iteration 19Q (29.994126 sec): 3 clusters Score: Raw -19803.285217 + Penalty 376.857224 = -19426.427993 nChanged 3 SP:Iteration 20F (29.995047 sec): 3 clusters Score: Raw -19804.173447 + Penalty 375.535610 = -19428.637837 nChanged 2 SP:Iteration 21Q (29.995914 sec): 3 clusters Score: Raw -19804.991831 + Penalty 373.569083 = -19431.422748 nChanged 3 SP:Iteration 22Q (29.996776 sec): 3 clusters Score: Raw -19806.125403 + Penalty 372.187384 = -19433.938019 nChanged 2 SP:Iteration 23Q (29.997634 sec): 3 clusters Score: Raw -19806.803259 + Penalty 370.923462 = -19435.879798 nChanged 2 SP:Iteration 24Q (29.998489 sec): 3 clusters Score: Raw -19807.283081 + Penalty 370.923462 = -19436.359619 nChanged 0 SP:Iteration 25F (29.999411 sec): 3 clusters Score: Raw -19807.283081 + Penalty 370.923462 = -19436.359619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.001469 sec): 2 clusters Score: Raw -21034.862997 + Penalty 341.739393 = -20693.123604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.002334 sec): 3 clusters Score: Raw -20892.510069 + Penalty 706.797286 = -20185.712784 nChanged 109 SP:Iteration 1F (30.003187 sec): 3 clusters Score: Raw -20988.291345 + Penalty 717.517215 = -20270.774130 nChanged 32 SP:Iteration 2F (30.004028 sec): 3 clusters Score: Raw -21023.271945 + Penalty 714.038356 = -20309.233589 nChanged 15 SP:Iteration 3Q (30.004842 sec): 3 clusters Score: Raw -21049.499921 + Penalty 714.884636 = -20334.615284 nChanged 5 SP:Iteration 4Q (30.005660 sec): 3 clusters Score: Raw -21054.618271 + Penalty 714.087616 = -20340.530655 nChanged 2 SP:Iteration 5Q (30.006468 sec): 3 clusters Score: Raw -21057.467118 + Penalty 718.571852 = -20338.895266 nChanged 2 SP:Iteration 6F (30.007282 sec): 3 clusters Score: Raw -21059.861726 + Penalty 721.617664 = -20338.244062 nChanged 1 SP:Iteration 7F (30.008097 sec): 3 clusters Score: Raw -21061.178372 + Penalty 730.750235 = -20330.428137 nChanged 3 SP:Iteration 8F (30.008910 sec): 3 clusters Score: Raw -21066.036504 + Penalty 737.050033 = -20328.986471 nChanged 2 SP:Iteration 9F (30.009724 sec): 3 clusters Score: Raw -21067.353721 + Penalty 738.863542 = -20328.490179 nChanged 1 SP:Iteration 10F (30.010540 sec): 3 clusters Score: Raw -21069.991931 + Penalty 742.583868 = -20327.408062 nChanged 1 SP:Iteration 11F (30.011354 sec): 3 clusters Score: Raw -21071.832319 + Penalty 746.493912 = -20325.338407 nChanged 1 SP:Iteration 12F (30.012168 sec): 3 clusters Score: Raw -21073.094266 + Penalty 746.493912 = -20326.600354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.014140 sec): 2 clusters Score: Raw -20954.661538 + Penalty 42.876195 = -20911.785343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.014992 sec): 3 clusters Score: Raw -20748.813226 + Penalty 95.492330 = -20653.320896 nChanged 169 SP:Iteration 1F (30.015828 sec): 3 clusters Score: Raw -20891.125507 + Penalty 121.560478 = -20769.565029 nChanged 47 SP:Iteration 2F (30.016693 sec): 3 clusters Score: Raw -20954.179292 + Penalty 172.904169 = -20781.275123 nChanged 17 SP:Iteration 3Q (30.017507 sec): 3 clusters Score: Raw -20975.762072 + Penalty 203.118400 = -20772.643673 nChanged 3 SP:Iteration 4F (30.018343 sec): 3 clusters Score: Raw -20979.275493 + Penalty 206.033810 = -20773.241682 nChanged 1 SP:Iteration 5Q (30.019084 sec): 3 clusters Score: Raw -20979.379088 + Penalty 206.033810 = -20773.345278 nChanged 0 SP:Iteration 6F (30.019924 sec): 3 clusters Score: Raw -20979.379088 + Penalty 206.033810 = -20773.345278 nChanged 0 Time taken for this iteration:29.519066 seconds. 300->23 Clusters: Score -1009515.511769, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 134 (time per iteration =224.207134 ms) Total iterations: 1428 (time per iteration =21.039045 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2244740000.000000 (time per metric unit =13.384069ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 56118500000.000000 (time per metric unit=535.362777ps) That took 30.043756 seconds.