FileBase PeterP-2013-09-03_dataset1 ElecNo 17 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 0.30 and 0.45 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 32907 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 32907 points ------ Starting initial clusters from distinct float masks Not enough masks (244) to generate starting clusters (300), so starting with (245) clusters instead. Assigned 245 initial classes from 244 unique masks. Deleting Class 225 (2 points): Lose 11.264242 but Gain 1614.471131 Iteration 0F (4.711890 sec): 244 clusters Score: Raw -2719480.165394 + Penalty 276036.376871 = -2443443.788523 nChanged 11700 Deleting Class 243 (1 points): Lose 7.860050 but Gain 1587.286003 Iteration 1F (8.379672 sec): 239 clusters Score: Raw -2745620.703733 + Penalty 272943.086662 = -2472677.617071 nChanged 4706 Deleting Class 229 (3 points): Lose 21.012637 but Gain 1593.955799 Iteration 2F (12.008322 sec): 236 clusters Score: Raw -2752853.661904 + Penalty 270960.264702 = -2481893.397202 nChanged 4500 Deleting Class 244 (1 points): Lose 6.474546 but Gain 1547.093650 Iteration 3F (15.612602 sec): 234 clusters Score: Raw -2758553.643510 + Penalty 268592.337740 = -2489961.305770 nChanged 4643 Deleting Class 197 (1 points): Lose 6.453492 but Gain 1532.088343 Iteration 4F (19.181176 sec): 232 clusters Score: Raw -2763986.288124 + Penalty 266566.720177 = -2497419.567946 nChanged 3871 Deleting Class 212 (3 points): Lose 13.020646 but Gain 1537.279669 Iteration 5F (22.702299 sec): 230 clusters Score: Raw -2768157.127974 + Penalty 264578.409072 = -2503578.718902 nChanged 2385 Deleting Class 223 (8 points): Lose 111.261866 but Gain 1594.499527 Iteration 6F (26.182831 sec): 228 clusters Score: Raw -2770332.062202 + Penalty 262773.521873 = -2507558.540329 nChanged 1296 Deleting Class 211 (2 points): Lose 11.278626 but Gain 1489.265042 Iteration 7Q (26.599793 sec): 227 clusters Score: Raw -2771549.529830 + Penalty 261787.596212 = -2509761.933618 nChanged 699 Deleting Class 233 (2 points): Lose 5.988147 but Gain 1474.971638 Iteration 8Q (26.928693 sec): 226 clusters Score: Raw -2772104.450334 + Penalty 260728.082286 = -2511376.368047 nChanged 406 Deleting Class 194 (3 points): Lose 27.037216 but Gain 1495.150655 Iteration 9Q (27.217386 sec): 225 clusters Score: Raw -2772409.561645 + Penalty 258821.868037 = -2513587.693608 nChanged 237 Deleting Class 166 (12 points): Lose 123.898356 but Gain 1590.352802 Iteration 10F (30.607405 sec): 223 clusters Score: Raw -2772466.953997 + Penalty 257437.224356 = -2515029.729642 nChanged 142 Deleting Class 220 (3 points): Lose 23.093221 but Gain 1482.430419 Iteration 11Q (30.867588 sec): 222 clusters Score: Raw -2772576.741292 + Penalty 256009.980807 = -2516566.760486 nChanged 101 Deleting Class 156 (20 points): Lose 191.407411 but Gain 1649.124525 Iteration 12Q (31.122035 sec): 221 clusters Score: Raw -2772452.770378 + Penalty 254454.609742 = -2517998.160636 nChanged 98 Deleting Class 191 (1 points): Lose 6.493764 but Gain 1458.659700 Iteration 13Q (31.375506 sec): 220 clusters Score: Raw -2772559.640587 + Penalty 253035.854954 = -2519523.785633 nChanged 73 Deleting Class 231 (7 points): Lose 68.212212 but Gain 1495.767342 Iteration 14Q (31.622683 sec): 219 clusters Score: Raw -2772567.201010 + Penalty 251591.345754 = -2520975.855257 nChanged 65 Deleting Class 196 (4 points): Lose 24.579558 but Gain 1451.972513 Iteration 15Q (31.868846 sec): 218 clusters Score: Raw -2772618.328984 + Penalty 250205.616952 = -2522412.712032 nChanged 39 Deleting Class 106 (13 points): Lose 92.449491 but Gain 1518.072639 Iteration 16Q (32.115751 sec): 217 clusters Score: Raw -2772571.152340 + Penalty 248856.710688 = -2523714.441652 nChanged 41 Deleting Class 38 (5 points): Lose 23.885010 but Gain 1443.860147 Iteration 17Q (32.355833 sec): 216 clusters Score: Raw -2772605.387347 + Penalty 247463.275072 = -2525142.112275 nChanged 25 Deleting Class 123 (3 points): Lose 24.487729 but Gain 1436.358796 Iteration 18Q (32.592526 sec): 215 clusters Score: Raw -2772617.271974 + Penalty 246093.635327 = -2526523.636647 nChanged 15 Deleting Class 215 (3 points): Lose 22.737419 but Gain 1459.812998 Iteration 19Q (32.828051 sec): 214 clusters Score: Raw -2772635.466971 + Penalty 244652.916092 = -2527982.550879 nChanged 13 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2772635.466971 + Penalty 244652.916092 = -2527982.550879Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 1 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.946972 sec): 2 clusters Score: Raw -3952.024050 + Penalty 313.491399 = -3638.532651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.947285 sec): 3 clusters Score: Raw -3935.918636 + Penalty 629.724670 = -3306.193966 nChanged 1 SP:Iteration 1Q (32.947595 sec): 3 clusters Score: Raw -3939.245705 + Penalty 632.338615 = -3306.907091 nChanged 1 SP:Iteration 2Q (32.947880 sec): 3 clusters Score: Raw -3940.945984 + Penalty 633.152587 = -3307.793397 nChanged 2 SP:Iteration 3Q (32.948164 sec): 3 clusters Score: Raw -3945.045918 + Penalty 630.844258 = -3314.201660 nChanged 2 SP:Iteration 4Q (32.948448 sec): 3 clusters Score: Raw -3948.926142 + Penalty 630.891500 = -3318.034641 nChanged 1 SP:Iteration 5Q (32.948729 sec): 3 clusters Score: Raw -3949.893233 + Penalty 634.851237 = -3315.041996 nChanged 1 SP:Iteration 6F (32.949012 sec): 3 clusters Score: Raw -3950.884700 + Penalty 636.490523 = -3314.394177 nChanged 1 SP:Iteration 7F (32.949300 sec): 3 clusters Score: Raw -3950.924168 + Penalty 636.490523 = -3314.433645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 2 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.950270 sec): 2 clusters Score: Raw -15534.808922 + Penalty 396.539236 = -15138.269686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.950788 sec): 3 clusters Score: Raw -15459.781057 + Penalty 786.541098 = -14673.239959 nChanged 31 SP:Iteration 1F (32.951297 sec): 3 clusters Score: Raw -15489.321897 + Penalty 787.023985 = -14702.297912 nChanged 11 SP:Iteration 2F (32.951806 sec): 3 clusters Score: Raw -15503.477354 + Penalty 790.228646 = -14713.248708 nChanged 7 SP:Iteration 3Q (32.952312 sec): 3 clusters Score: Raw -15514.351233 + Penalty 792.136334 = -14722.214899 nChanged 5 SP:Iteration 4Q (32.952818 sec): 3 clusters Score: Raw -15518.807041 + Penalty 792.423651 = -14726.383390 nChanged 2 SP:Iteration 5Q (32.953323 sec): 3 clusters Score: Raw -15520.886824 + Penalty 792.168971 = -14728.717853 nChanged 3 SP:Iteration 6Q (32.953828 sec): 3 clusters Score: Raw -15522.332925 + Penalty 792.699729 = -14729.633196 nChanged 2 SP:Iteration 7Q (32.954330 sec): 3 clusters Score: Raw -15523.561464 + Penalty 792.699729 = -14730.861735 nChanged 0 SP:Iteration 8F (32.954831 sec): 3 clusters Score: Raw -15523.561464 + Penalty 792.699729 = -14730.861735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 4 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.955371 sec): 2 clusters Score: Raw -846.388098 + Penalty 248.993159 = -597.394939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.955595 sec): 3 clusters Score: Raw -840.914861 + Penalty 248.993159 = -591.921702 nChanged 1 SP:Iteration 1F (32.955799 sec): 2 clusters Score: Raw -846.388098 + Penalty 248.993159 = -597.394939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 5 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.956284 sec): 2 clusters Score: Raw -799.084106 + Penalty 250.827303 = -548.256803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.956509 sec): 3 clusters Score: Raw -785.909546 + Penalty 480.484815 = -305.424732 nChanged 1 SP:Iteration 1F (32.956733 sec): 3 clusters Score: Raw -788.995151 + Penalty 480.484815 = -308.510336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 6 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.957251 sec): 2 clusters Score: Raw -2045.394625 + Penalty 411.242929 = -1634.151696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.957500 sec): 3 clusters Score: Raw -2084.173053 + Penalty 825.917299 = -1258.255754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.958298 sec): 2 clusters Score: Raw -6546.294477 + Penalty 410.969480 = -6135.324997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.958641 sec): 3 clusters Score: Raw -6541.916431 + Penalty 822.192754 = -5719.723677 nChanged 3 SP:Iteration 1Q (32.958978 sec): 3 clusters Score: Raw -6549.488435 + Penalty 822.685952 = -5726.802483 nChanged 3 SP:Iteration 2Q (32.959313 sec): 3 clusters Score: Raw -6555.323894 + Penalty 823.351688 = -5731.972206 nChanged 2 SP:Iteration 3Q (32.959642 sec): 3 clusters Score: Raw -6560.676996 + Penalty 823.351688 = -5737.325308 nChanged 0 SP:Iteration 4F (32.959978 sec): 3 clusters Score: Raw -6560.676996 + Penalty 823.351688 = -5737.325308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 8 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.960857 sec): 2 clusters Score: Raw -15427.437293 + Penalty 642.835361 = -14784.601932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.961354 sec): 3 clusters Score: Raw -15411.600308 + Penalty 1286.022435 = -14125.577873 nChanged 19 SP:Iteration 1F (32.961841 sec): 3 clusters Score: Raw -15437.783904 + Penalty 1285.771659 = -14152.012245 nChanged 1 SP:Iteration 2Q (32.962324 sec): 3 clusters Score: Raw -15439.457952 + Penalty 1285.666332 = -14153.791619 nChanged 1 SP:Iteration 3Q (32.962803 sec): 3 clusters Score: Raw -15441.813355 + Penalty 1285.710094 = -14156.103262 nChanged 1 SP:Iteration 4Q (32.963282 sec): 3 clusters Score: Raw -15442.607156 + Penalty 1285.710094 = -14156.897062 nChanged 0 SP:Iteration 5F (32.963768 sec): 3 clusters Score: Raw -15442.607156 + Penalty 1285.710094 = -14156.897062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 9 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.964330 sec): 2 clusters Score: Raw -3605.136359 + Penalty 495.499577 = -3109.636782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.964610 sec): 3 clusters Score: Raw -3670.562646 + Penalty 989.878649 = -2680.683997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.968457 sec): 2 clusters Score: Raw -64662.777230 + Penalty 709.479962 = -63953.297268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.969985 sec): 3 clusters Score: Raw -64354.681463 + Penalty 1421.625959 = -62933.055503 nChanged 213 SP:Iteration 1F (32.971452 sec): 3 clusters Score: Raw -64487.703113 + Penalty 1422.832931 = -63064.870182 nChanged 48 SP:Iteration 2F (32.972893 sec): 3 clusters Score: Raw -64521.759512 + Penalty 1424.577758 = -63097.181754 nChanged 32 SP:Iteration 3Q (32.974385 sec): 3 clusters Score: Raw -64545.451832 + Penalty 1428.263493 = -63117.188338 nChanged 28 SP:Iteration 4Q (32.975841 sec): 3 clusters Score: Raw -64568.968791 + Penalty 1430.889024 = -63138.079768 nChanged 20 SP:Iteration 5Q (32.977235 sec): 3 clusters Score: Raw -64581.405020 + Penalty 1433.728714 = -63147.676306 nChanged 13 SP:Iteration 6Q (32.978590 sec): 3 clusters Score: Raw -64587.364320 + Penalty 1436.060659 = -63151.303661 nChanged 6 SP:Iteration 7Q (32.979984 sec): 3 clusters Score: Raw -64589.104069 + Penalty 1436.519344 = -63152.584726 nChanged 3 SP:Iteration 8Q (32.981358 sec): 3 clusters Score: Raw -64589.594416 + Penalty 1437.454996 = -63152.139420 nChanged 4 SP:Iteration 9F (32.982745 sec): 3 clusters Score: Raw -64592.383183 + Penalty 1438.441062 = -63153.942121 nChanged 5 SP:Iteration 10F (32.984149 sec): 3 clusters Score: Raw -64594.385156 + Penalty 1439.958032 = -63154.427124 nChanged 5 SP:Iteration 11Q (32.985524 sec): 3 clusters Score: Raw -64595.885278 + Penalty 1441.227667 = -63154.657612 nChanged 4 SP:Iteration 12Q (32.986896 sec): 3 clusters Score: Raw -64596.888439 + Penalty 1443.827070 = -63153.061369 nChanged 8 SP:Iteration 13F (32.988287 sec): 3 clusters Score: Raw -64599.731208 + Penalty 1447.007792 = -63152.723416 nChanged 6 SP:Iteration 14F (32.989672 sec): 3 clusters Score: Raw -64602.726306 + Penalty 1449.616945 = -63153.109361 nChanged 9 SP:Iteration 15Q (32.991062 sec): 3 clusters Score: Raw -64609.383160 + Penalty 1453.517904 = -63155.865256 nChanged 12 SP:Iteration 16Q (32.992418 sec): 3 clusters Score: Raw -64619.319372 + Penalty 1456.393457 = -63162.925915 nChanged 10 SP:Iteration 17Q (32.993793 sec): 3 clusters Score: Raw -64625.946963 + Penalty 1457.273773 = -63168.673191 nChanged 15 SP:Iteration 18Q (32.995156 sec): 3 clusters Score: Raw -64637.283042 + Penalty 1459.502030 = -63177.781012 nChanged 17 SP:Iteration 19Q (32.996514 sec): 3 clusters Score: Raw -64650.092125 + Penalty 1457.560897 = -63192.531228 nChanged 12 SP:Iteration 20F (32.997903 sec): 3 clusters Score: Raw -64657.661694 + Penalty 1461.327473 = -63196.334221 nChanged 7 SP:Iteration 21Q (32.999259 sec): 3 clusters Score: Raw -64662.666333 + Penalty 1461.946375 = -63200.719959 nChanged 3 SP:Iteration 22Q (33.000613 sec): 3 clusters Score: Raw -64668.127067 + Penalty 1461.349686 = -63206.777381 nChanged 7 SP:Iteration 23Q (33.001971 sec): 3 clusters Score: Raw -64676.563447 + Penalty 1459.020208 = -63217.543239 nChanged 4 SP:Iteration 24Q (33.003289 sec): 3 clusters Score: Raw -64678.935856 + Penalty 1458.287631 = -63220.648225 nChanged 2 SP:Iteration 25Q (33.004627 sec): 3 clusters Score: Raw -64679.315813 + Penalty 1457.854463 = -63221.461350 nChanged 1 SP:Iteration 26Q (33.006054 sec): 3 clusters Score: Raw -64679.742920 + Penalty 1457.854463 = -63221.888457 nChanged 0 SP:Iteration 27F (33.007514 sec): 3 clusters Score: Raw -64679.742920 + Penalty 1457.854463 = -63221.888457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 11 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.008363 sec): 2 clusters Score: Raw -7060.484506 + Penalty 232.849746 = -6827.634759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.008713 sec): 3 clusters Score: Raw -7039.414883 + Penalty 465.639087 = -6573.775796 nChanged 19 SP:Iteration 1F (33.009068 sec): 3 clusters Score: Raw -7068.853897 + Penalty 465.621397 = -6603.232500 nChanged 6 SP:Iteration 2F (33.009415 sec): 3 clusters Score: Raw -7079.048011 + Penalty 466.175416 = -6612.872594 nChanged 2 SP:Iteration 3Q (33.009777 sec): 3 clusters Score: Raw -7081.907856 + Penalty 459.474653 = -6622.433203 nChanged 1 SP:Iteration 4Q (33.010120 sec): 3 clusters Score: Raw -7083.307933 + Penalty 459.474653 = -6623.833281 nChanged 0 SP:Iteration 5F (33.010465 sec): 3 clusters Score: Raw -7083.307933 + Penalty 459.474653 = -6623.833281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 12 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.011086 sec): 2 clusters Score: Raw -4934.122583 + Penalty 425.302537 = -4508.820047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.011393 sec): 3 clusters Score: Raw -4949.311287 + Penalty 838.160436 = -4111.150851 nChanged 3 SP:Iteration 1F (33.011695 sec): 3 clusters Score: Raw -4955.201374 + Penalty 838.160436 = -4117.040938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.012205 sec): 2 clusters Score: Raw -1581.641951 + Penalty 401.422951 = -1180.219000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.012448 sec): 3 clusters Score: Raw -1680.282516 + Penalty 806.746495 = -873.536020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.013371 sec): 2 clusters Score: Raw -9260.613176 + Penalty 415.310709 = -8845.302468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.013787 sec): 3 clusters Score: Raw -9252.990904 + Penalty 832.049707 = -8420.941197 nChanged 6 SP:Iteration 1F (33.014197 sec): 3 clusters Score: Raw -9261.468512 + Penalty 831.528767 = -8429.939745 nChanged 4 SP:Iteration 2Q (33.014604 sec): 3 clusters Score: Raw -9267.669437 + Penalty 827.486031 = -8440.183405 nChanged 5 SP:Iteration 3Q (33.015009 sec): 3 clusters Score: Raw -9276.190396 + Penalty 826.616004 = -8449.574392 nChanged 2 SP:Iteration 4Q (33.015412 sec): 3 clusters Score: Raw -9282.495403 + Penalty 826.604872 = -8455.890531 nChanged 1 SP:Iteration 5Q (33.015812 sec): 3 clusters Score: Raw -9284.545791 + Penalty 826.604872 = -8457.940919 nChanged 0 SP:Iteration 6F (33.016221 sec): 3 clusters Score: Raw -9284.545791 + Penalty 826.604872 = -8457.940919 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 15 (23017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.123068 sec): 2 clusters Score: Raw -1934093.760127 + Penalty 250.935911 = -1933842.824216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.167726 sec): 3 clusters Score: Raw -1918483.974860 + Penalty 613.129826 = -1917870.845034 nChanged 11099 SP:Iteration 1F (33.211530 sec): 3 clusters Score: Raw -1929933.735212 + Penalty 680.731520 = -1929253.003692 nChanged 2812 SP:Iteration 2F (33.254627 sec): 3 clusters Score: Raw -1933105.356483 + Penalty 748.076751 = -1932357.279733 nChanged 744 SP:Iteration 3Q (33.298042 sec): 3 clusters Score: Raw -1933926.685184 + Penalty 815.397880 = -1933111.287304 nChanged 151 SP:Iteration 4Q (33.334242 sec): 3 clusters Score: Raw -1934079.013298 + Penalty 863.595344 = -1933215.417954 nChanged 26 SP:Iteration 5Q (33.369074 sec): 3 clusters Score: Raw -1934109.682030 + Penalty 924.847127 = -1933184.834903 nChanged 7 SP:Iteration 6F (33.412407 sec): 3 clusters Score: Raw -1934120.418970 + Penalty 921.045150 = -1933199.373820 nChanged 1 SP:Iteration 7Q (33.446183 sec): 3 clusters Score: Raw -1934122.901488 + Penalty 921.045150 = -1933201.856338 nChanged 0 SP:Iteration 8F (33.489482 sec): 3 clusters Score: Raw -1934122.901488 + Penalty 921.045150 = -1933201.856338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.503612 sec): 2 clusters Score: Raw -32047.966844 + Penalty 473.220243 = -31574.746601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.504506 sec): 3 clusters Score: Raw -31915.046968 + Penalty 949.023134 = -30966.023834 nChanged 113 SP:Iteration 1F (33.505340 sec): 3 clusters Score: Raw -32048.789274 + Penalty 948.698672 = -31100.090601 nChanged 43 SP:Iteration 2F (33.506246 sec): 3 clusters Score: Raw -32094.145032 + Penalty 952.815184 = -31141.329848 nChanged 21 SP:Iteration 3F (33.507106 sec): 3 clusters Score: Raw -32120.167119 + Penalty 958.722210 = -31161.444910 nChanged 14 SP:Iteration 4Q (33.507963 sec): 3 clusters Score: Raw -32132.779601 + Penalty 958.579371 = -31174.200230 nChanged 10 SP:Iteration 5Q (33.508809 sec): 3 clusters Score: Raw -32143.642895 + Penalty 954.892653 = -31188.750242 nChanged 6 SP:Iteration 6Q (33.509651 sec): 3 clusters Score: Raw -32152.356237 + Penalty 958.875850 = -31193.480387 nChanged 3 SP:Iteration 7Q (33.510495 sec): 3 clusters Score: Raw -32154.177761 + Penalty 959.961979 = -31194.215782 nChanged 1 SP:Iteration 8Q (33.511309 sec): 3 clusters Score: Raw -32154.492545 + Penalty 959.961979 = -31194.530567 nChanged 0 SP:Iteration 9F (33.512142 sec): 3 clusters Score: Raw -32154.492545 + Penalty 959.961979 = -31194.530567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.513198 sec): 2 clusters Score: Raw -5066.184601 + Penalty 392.283031 = -4673.901570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.513508 sec): 3 clusters Score: Raw -5061.907293 + Penalty 785.119591 = -4276.787703 nChanged 2 SP:Iteration 1Q (33.513810 sec): 3 clusters Score: Raw -5069.060334 + Penalty 785.119591 = -4283.940743 nChanged 0 SP:Iteration 2F (33.514112 sec): 3 clusters Score: Raw -5069.060334 + Penalty 785.119591 = -4283.940743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.514613 sec): 2 clusters Score: Raw -1140.356528 + Penalty 54.018099 = -1086.338429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.514847 sec): 3 clusters Score: Raw -1144.361691 + Penalty 129.562204 = -1014.799487 nChanged 2 SP:Iteration 1F (33.515075 sec): 3 clusters Score: Raw -1154.031017 + Penalty 129.562204 = -1024.468813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.515572 sec): 2 clusters Score: Raw -1132.069351 + Penalty 259.759278 = -872.310073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.515805 sec): 3 clusters Score: Raw -1182.241272 + Penalty 524.154729 = -658.086543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 20 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.516283 sec): 2 clusters Score: Raw -587.016318 + Penalty 215.549981 = -371.466337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.516484 sec): 2 clusters Score: Raw -587.016318 + Penalty 215.549981 = -371.466337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 21 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.517076 sec): 2 clusters Score: Raw -4456.422253 + Penalty 291.696839 = -4164.725414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.517383 sec): 3 clusters Score: Raw -4464.667439 + Penalty 582.984831 = -3881.682608 nChanged 1 SP:Iteration 1Q (33.517680 sec): 3 clusters Score: Raw -4466.645113 + Penalty 582.984831 = -3883.660282 nChanged 0 SP:Iteration 2F (33.517981 sec): 3 clusters Score: Raw -4466.645113 + Penalty 582.984831 = -3883.660282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 22 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.518707 sec): 2 clusters Score: Raw -8920.483953 + Penalty 716.930471 = -8203.553482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.519092 sec): 3 clusters Score: Raw -9054.393793 + Penalty 1435.122481 = -7619.271313 nChanged 3 SP:Iteration 1Q (33.519445 sec): 3 clusters Score: Raw -9072.587345 + Penalty 1435.122481 = -7637.464864 nChanged 0 SP:Iteration 2F (33.519821 sec): 3 clusters Score: Raw -9072.587345 + Penalty 1435.122481 = -7637.464864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 23 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.520305 sec): 2 clusters Score: Raw -522.731800 + Penalty 146.883555 = -375.848245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.520524 sec): 3 clusters Score: Raw -529.318773 + Penalty 286.570723 = -242.748050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.521020 sec): 2 clusters Score: Raw -1208.218698 + Penalty 262.874036 = -945.344662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.521252 sec): 3 clusters Score: Raw -1214.549481 + Penalty 516.839122 = -697.710359 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.524164 sec): 2 clusters Score: Raw -67871.852491 + Penalty 478.986329 = -67392.866162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.525693 sec): 3 clusters Score: Raw -67455.587928 + Penalty 951.714668 = -66503.873260 nChanged 260 SP:Iteration 1F (33.527188 sec): 3 clusters Score: Raw -67641.994487 + Penalty 941.042160 = -66700.952327 nChanged 101 SP:Iteration 2F (33.528667 sec): 3 clusters Score: Raw -67705.867861 + Penalty 939.064248 = -66766.803613 nChanged 39 SP:Iteration 3F (33.530192 sec): 3 clusters Score: Raw -67726.345127 + Penalty 937.556494 = -66788.788634 nChanged 30 SP:Iteration 4Q (33.531717 sec): 3 clusters Score: Raw -67742.064929 + Penalty 936.923030 = -66805.141899 nChanged 30 SP:Iteration 5Q (33.533227 sec): 3 clusters Score: Raw -67759.499107 + Penalty 933.140829 = -66826.358278 nChanged 27 SP:Iteration 6Q (33.534732 sec): 3 clusters Score: Raw -67778.349084 + Penalty 930.849265 = -66847.499819 nChanged 27 SP:Iteration 7Q (33.536257 sec): 3 clusters Score: Raw -67793.737572 + Penalty 929.484236 = -66864.253336 nChanged 18 SP:Iteration 8Q (33.537763 sec): 3 clusters Score: Raw -67807.031741 + Penalty 924.403981 = -66882.627760 nChanged 11 SP:Iteration 9Q (33.539350 sec): 3 clusters Score: Raw -67815.600161 + Penalty 920.826010 = -66894.774150 nChanged 9 SP:Iteration 10F (33.540959 sec): 3 clusters Score: Raw -67822.481010 + Penalty 915.236579 = -66907.244431 nChanged 11 SP:Iteration 11Q (33.542519 sec): 3 clusters Score: Raw -67838.246451 + Penalty 905.996336 = -66932.250115 nChanged 11 SP:Iteration 12Q (33.543989 sec): 3 clusters Score: Raw -67856.146566 + Penalty 906.308369 = -66949.838197 nChanged 5 SP:Iteration 13Q (33.545378 sec): 3 clusters Score: Raw -67862.897078 + Penalty 907.667895 = -66955.229183 nChanged 7 SP:Iteration 14Q (33.546756 sec): 3 clusters Score: Raw -67867.312409 + Penalty 910.259154 = -66957.053256 nChanged 2 SP:Iteration 15Q (33.548128 sec): 3 clusters Score: Raw -67869.202625 + Penalty 911.553330 = -66957.649295 nChanged 1 SP:Iteration 16Q (33.549475 sec): 3 clusters Score: Raw -67869.177079 + Penalty 911.553330 = -66957.623749 nChanged 0 SP:Iteration 17F (33.550972 sec): 3 clusters Score: Raw -67869.177079 + Penalty 911.553330 = -66957.623749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.552126 sec): 2 clusters Score: Raw -21570.908431 + Penalty 202.993370 = -21367.915062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.552799 sec): 3 clusters Score: Raw -21434.875297 + Penalty 405.528680 = -21029.346617 nChanged 90 SP:Iteration 1F (33.553482 sec): 3 clusters Score: Raw -21491.165356 + Penalty 415.351042 = -21075.814314 nChanged 42 SP:Iteration 2F (33.554136 sec): 3 clusters Score: Raw -21544.835251 + Penalty 424.787198 = -21120.048053 nChanged 25 SP:Iteration 3F (33.554789 sec): 3 clusters Score: Raw -21582.084147 + Penalty 434.948221 = -21147.135927 nChanged 14 SP:Iteration 4F (33.555440 sec): 3 clusters Score: Raw -21602.070024 + Penalty 444.019792 = -21158.050232 nChanged 5 SP:Iteration 5Q (33.556045 sec): 3 clusters Score: Raw -21609.838132 + Penalty 449.393373 = -21160.444760 nChanged 3 SP:Iteration 6Q (33.556645 sec): 3 clusters Score: Raw -21613.372817 + Penalty 452.671368 = -21160.701449 nChanged 2 SP:Iteration 7Q (33.557218 sec): 3 clusters Score: Raw -21615.709924 + Penalty 458.305034 = -21157.404890 nChanged 3 SP:Iteration 8F (33.557847 sec): 3 clusters Score: Raw -21617.861603 + Penalty 463.215913 = -21154.645689 nChanged 2 SP:Iteration 9F (33.558476 sec): 3 clusters Score: Raw -21619.184050 + Penalty 469.217992 = -21149.966058 nChanged 4 SP:Iteration 10F (33.559105 sec): 3 clusters Score: Raw -21621.896340 + Penalty 469.217992 = -21152.678348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.560066 sec): 2 clusters Score: Raw -18114.872545 + Penalty 625.831052 = -17489.041493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.560600 sec): 3 clusters Score: Raw -18068.178893 + Penalty 1251.153571 = -16817.025322 nChanged 32 SP:Iteration 1F (33.561128 sec): 3 clusters Score: Raw -18107.112734 + Penalty 1251.290769 = -16855.821965 nChanged 7 SP:Iteration 2Q (33.561649 sec): 3 clusters Score: Raw -18119.573255 + Penalty 1251.467467 = -16868.105788 nChanged 2 SP:Iteration 3Q (33.562171 sec): 3 clusters Score: Raw -18121.981681 + Penalty 1251.547606 = -16870.434075 nChanged 1 SP:Iteration 4Q (33.562691 sec): 3 clusters Score: Raw -18122.930730 + Penalty 1251.547606 = -16871.383124 nChanged 0 SP:Iteration 5F (33.563215 sec): 3 clusters Score: Raw -18122.930730 + Penalty 1251.547606 = -16871.383124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 28 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.563797 sec): 2 clusters Score: Raw -3524.927484 + Penalty 229.573643 = -3295.353841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.564084 sec): 3 clusters Score: Raw -3523.828805 + Penalty 459.667702 = -3064.161103 nChanged 3 SP:Iteration 1F (33.564371 sec): 3 clusters Score: Raw -3530.643226 + Penalty 460.194274 = -3070.448952 nChanged 2 SP:Iteration 2Q (33.564651 sec): 3 clusters Score: Raw -3534.345450 + Penalty 460.194274 = -3074.151177 nChanged 0 SP:Iteration 3F (33.564933 sec): 3 clusters Score: Raw -3534.345450 + Penalty 460.194274 = -3074.151177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.565904 sec): 2 clusters Score: Raw -18141.619768 + Penalty 380.205796 = -17761.413971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.566480 sec): 3 clusters Score: Raw -18045.709471 + Penalty 758.693588 = -17287.015883 nChanged 51 SP:Iteration 1F (33.567047 sec): 3 clusters Score: Raw -18090.622354 + Penalty 756.762356 = -17333.859997 nChanged 20 SP:Iteration 2F (33.567613 sec): 3 clusters Score: Raw -18106.155305 + Penalty 754.659251 = -17351.496055 nChanged 12 SP:Iteration 3F (33.568180 sec): 3 clusters Score: Raw -18118.187935 + Penalty 754.022324 = -17364.165610 nChanged 7 SP:Iteration 4Q (33.568739 sec): 3 clusters Score: Raw -18128.649875 + Penalty 753.601412 = -17375.048463 nChanged 3 SP:Iteration 5Q (33.569309 sec): 3 clusters Score: Raw -18131.864962 + Penalty 753.527258 = -17378.337704 nChanged 2 SP:Iteration 6Q (33.569895 sec): 3 clusters Score: Raw -18133.446445 + Penalty 753.527258 = -17379.919187 nChanged 0 SP:Iteration 7F (33.570463 sec): 3 clusters Score: Raw -18133.446445 + Penalty 753.527258 = -17379.919187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 30 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.570953 sec): 2 clusters Score: Raw -780.337681 + Penalty 260.446199 = -519.891482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.571179 sec): 3 clusters Score: Raw -778.761674 + Penalty 502.115404 = -276.646270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.571794 sec): 2 clusters Score: Raw -3639.387609 + Penalty 66.758943 = -3572.628666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.572103 sec): 3 clusters Score: Raw -3640.336074 + Penalty 167.825941 = -3472.510133 nChanged 4 SP:Iteration 1F (33.572399 sec): 3 clusters Score: Raw -3650.377755 + Penalty 167.825941 = -3482.551814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.572946 sec): 2 clusters Score: Raw -2498.515087 + Penalty 292.851318 = -2205.663769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.573212 sec): 3 clusters Score: Raw -2507.170573 + Penalty 579.926476 = -1927.244097 nChanged 1 SP:Iteration 1Q (33.573466 sec): 3 clusters Score: Raw -2510.282293 + Penalty 579.926476 = -1930.355817 nChanged 0 SP:Iteration 2F (33.573726 sec): 3 clusters Score: Raw -2510.282293 + Penalty 579.926476 = -1930.355817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.574969 sec): 2 clusters Score: Raw -26218.505927 + Penalty 915.927880 = -25302.578047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.575763 sec): 3 clusters Score: Raw -26242.543215 + Penalty 1831.949883 = -24410.593332 nChanged 48 SP:Iteration 1F (33.576541 sec): 3 clusters Score: Raw -26347.829903 + Penalty 1831.871426 = -24515.958477 nChanged 8 SP:Iteration 2Q (33.577264 sec): 3 clusters Score: Raw -26360.386544 + Penalty 1831.824903 = -24528.561640 nChanged 3 SP:Iteration 3Q (33.577982 sec): 3 clusters Score: Raw -26363.233034 + Penalty 1831.824903 = -24531.408131 nChanged 0 SP:Iteration 4F (33.578729 sec): 3 clusters Score: Raw -26363.233034 + Penalty 1831.824903 = -24531.408131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 34 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.579229 sec): 2 clusters Score: Raw -942.488598 + Penalty 286.548335 = -655.940263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.579455 sec): 3 clusters Score: Raw -957.865072 + Penalty 573.126654 = -384.738418 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.582370 sec): 2 clusters Score: Raw -81144.082534 + Penalty 972.363870 = -80171.718665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.584119 sec): 3 clusters Score: Raw -80833.408514 + Penalty 1945.313723 = -78888.094791 nChanged 228 SP:Iteration 1F (33.585785 sec): 3 clusters Score: Raw -81067.493206 + Penalty 1946.091368 = -79121.401838 nChanged 69 SP:Iteration 2F (33.587396 sec): 3 clusters Score: Raw -81138.475163 + Penalty 1947.537607 = -79190.937556 nChanged 41 SP:Iteration 3Q (33.588983 sec): 3 clusters Score: Raw -81175.464243 + Penalty 1948.082975 = -79227.381267 nChanged 26 SP:Iteration 4Q (33.590612 sec): 3 clusters Score: Raw -81201.871088 + Penalty 1949.100199 = -79252.770889 nChanged 27 SP:Iteration 5Q (33.592267 sec): 3 clusters Score: Raw -81226.584795 + Penalty 1950.640998 = -79275.943796 nChanged 17 SP:Iteration 6Q (33.593874 sec): 3 clusters Score: Raw -81242.587826 + Penalty 1951.793162 = -79290.794665 nChanged 8 SP:Iteration 7Q (33.595459 sec): 3 clusters Score: Raw -81247.245801 + Penalty 1953.049748 = -79294.196053 nChanged 7 SP:Iteration 8Q (33.597130 sec): 3 clusters Score: Raw -81251.604040 + Penalty 1953.565051 = -79298.038988 nChanged 5 SP:Iteration 9Q (33.598703 sec): 3 clusters Score: Raw -81255.730583 + Penalty 1953.624409 = -79302.106174 nChanged 5 SP:Iteration 10F (33.600349 sec): 3 clusters Score: Raw -81260.105501 + Penalty 1954.632123 = -79305.473377 nChanged 5 SP:Iteration 11Q (33.601952 sec): 3 clusters Score: Raw -81264.819002 + Penalty 1954.926137 = -79309.892864 nChanged 3 SP:Iteration 12Q (33.603531 sec): 3 clusters Score: Raw -81268.038652 + Penalty 1955.312780 = -79312.725873 nChanged 2 SP:Iteration 13Q (33.605251 sec): 3 clusters Score: Raw -81270.229460 + Penalty 1955.627322 = -79314.602138 nChanged 2 SP:Iteration 14Q (33.606952 sec): 3 clusters Score: Raw -81272.722253 + Penalty 1956.189342 = -79316.532911 nChanged 3 SP:Iteration 15Q (33.608677 sec): 3 clusters Score: Raw -81275.951244 + Penalty 1956.595738 = -79319.355506 nChanged 3 SP:Iteration 16Q (33.610289 sec): 3 clusters Score: Raw -81278.383844 + Penalty 1956.451852 = -79321.931991 nChanged 2 SP:Iteration 17Q (33.611887 sec): 3 clusters Score: Raw -81280.188503 + Penalty 1956.169329 = -79324.019174 nChanged 2 SP:Iteration 18Q (33.613462 sec): 3 clusters Score: Raw -81281.067440 + Penalty 1956.169329 = -79324.898111 nChanged 0 SP:Iteration 19F (33.615101 sec): 3 clusters Score: Raw -81281.067440 + Penalty 1956.169329 = -79324.898111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.615698 sec): 2 clusters Score: Raw -1538.126963 + Penalty 306.848821 = -1231.278141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.615939 sec): 3 clusters Score: Raw -1555.735916 + Penalty 572.618560 = -983.117356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 37 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.616559 sec): 2 clusters Score: Raw -5051.649152 + Penalty 115.677372 = -4935.971780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.616875 sec): 3 clusters Score: Raw -5026.237419 + Penalty 231.354743 = -4794.882675 nChanged 9 SP:Iteration 1F (33.617181 sec): 3 clusters Score: Raw -5034.571093 + Penalty 233.961584 = -4800.609508 nChanged 2 SP:Iteration 2Q (33.617489 sec): 3 clusters Score: Raw -5037.712840 + Penalty 239.456499 = -4798.256342 nChanged 3 SP:Iteration 3F (33.617794 sec): 3 clusters Score: Raw -5041.651992 + Penalty 247.429168 = -4794.222825 nChanged 4 SP:Iteration 4F (33.618100 sec): 3 clusters Score: Raw -5045.629012 + Penalty 248.342928 = -4797.286084 nChanged 2 SP:Iteration 5Q (33.618405 sec): 3 clusters Score: Raw -5046.445353 + Penalty 248.342928 = -4798.102425 nChanged 0 SP:Iteration 6F (33.618709 sec): 3 clusters Score: Raw -5046.445353 + Penalty 248.342928 = -4798.102425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.619726 sec): 2 clusters Score: Raw -18631.657772 + Penalty 504.246407 = -18127.411365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.620313 sec): 3 clusters Score: Raw -18562.097205 + Penalty 1010.440481 = -17551.656725 nChanged 41 SP:Iteration 1F (33.620880 sec): 3 clusters Score: Raw -18605.615980 + Penalty 1017.136231 = -17588.479748 nChanged 16 SP:Iteration 2F (33.621443 sec): 3 clusters Score: Raw -18624.751819 + Penalty 1026.868346 = -17597.883473 nChanged 9 SP:Iteration 3Q (33.621998 sec): 3 clusters Score: Raw -18633.110061 + Penalty 1034.196440 = -17598.913621 nChanged 9 SP:Iteration 4Q (33.622579 sec): 3 clusters Score: Raw -18642.862686 + Penalty 1034.264782 = -17608.597904 nChanged 7 SP:Iteration 5Q (33.623148 sec): 3 clusters Score: Raw -18649.955139 + Penalty 1040.729022 = -17609.226117 nChanged 4 SP:Iteration 6Q (33.623713 sec): 3 clusters Score: Raw -18654.111486 + Penalty 1041.844683 = -17612.266803 nChanged 3 SP:Iteration 7Q (33.624278 sec): 3 clusters Score: Raw -18656.430104 + Penalty 1040.921716 = -17615.508388 nChanged 1 SP:Iteration 8Q (33.624841 sec): 3 clusters Score: Raw -18658.567302 + Penalty 1040.907845 = -17617.659457 nChanged 2 SP:Iteration 9Q (33.625404 sec): 3 clusters Score: Raw -18661.156599 + Penalty 1042.937978 = -17618.218621 nChanged 3 SP:Iteration 10F (33.625975 sec): 3 clusters Score: Raw -18665.818780 + Penalty 1050.101414 = -17615.717366 nChanged 3 SP:Iteration 11F (33.626547 sec): 3 clusters Score: Raw -18670.093921 + Penalty 1051.573093 = -17618.520829 nChanged 2 SP:Iteration 12Q (33.627102 sec): 3 clusters Score: Raw -18673.801430 + Penalty 1051.573093 = -17622.228337 nChanged 0 SP:Iteration 13F (33.627674 sec): 3 clusters Score: Raw -18673.801430 + Penalty 1051.573093 = -17622.228337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.628203 sec): 2 clusters Score: Raw -2320.947554 + Penalty 474.280753 = -1846.666800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.628456 sec): 3 clusters Score: Raw -2399.835767 + Penalty 948.984799 = -1450.850968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.631346 sec): 2 clusters Score: Raw -51531.430805 + Penalty 1013.120567 = -50518.310238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.632520 sec): 3 clusters Score: Raw -51463.270063 + Penalty 2025.833282 = -49437.436782 nChanged 119 SP:Iteration 1F (33.633631 sec): 3 clusters Score: Raw -51609.914377 + Penalty 2025.773360 = -49584.141018 nChanged 23 SP:Iteration 2Q (33.634718 sec): 3 clusters Score: Raw -51642.833188 + Penalty 2025.736796 = -49617.096392 nChanged 12 SP:Iteration 3Q (33.635792 sec): 3 clusters Score: Raw -51669.747872 + Penalty 2025.711908 = -49644.035964 nChanged 10 SP:Iteration 4Q (33.636857 sec): 3 clusters Score: Raw -51680.746976 + Penalty 2025.696346 = -49655.050629 nChanged 1 SP:Iteration 5Q (33.637988 sec): 3 clusters Score: Raw -51681.994159 + Penalty 2025.664486 = -49656.329673 nChanged 2 SP:Iteration 6Q (33.639102 sec): 3 clusters Score: Raw -51683.719695 + Penalty 2025.680540 = -49658.039155 nChanged 1 SP:Iteration 7Q (33.640217 sec): 3 clusters Score: Raw -51684.833250 + Penalty 2025.680540 = -49659.152710 nChanged 0 SP:Iteration 8F (33.641352 sec): 3 clusters Score: Raw -51684.833250 + Penalty 2025.680540 = -49659.152710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.641913 sec): 2 clusters Score: Raw -1342.333616 + Penalty 303.562780 = -1038.770837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.642149 sec): 3 clusters Score: Raw -1349.882652 + Penalty 606.169151 = -743.713502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.642621 sec): 2 clusters Score: Raw -393.686832 + Penalty 178.748988 = -214.937844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.642818 sec): 2 clusters Score: Raw -393.686832 + Penalty 178.748988 = -214.937844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.643357 sec): 2 clusters Score: Raw -1935.889565 + Penalty 410.079784 = -1525.809781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.643606 sec): 3 clusters Score: Raw -1972.063512 + Penalty 820.159568 = -1151.903943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 45 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.644128 sec): 2 clusters Score: Raw -2203.878860 + Penalty 385.012355 = -1818.866504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.644380 sec): 3 clusters Score: Raw -2221.488551 + Penalty 776.935992 = -1444.552559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 46 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.644914 sec): 2 clusters Score: Raw -2730.248288 + Penalty 457.965264 = -2272.283024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.645176 sec): 3 clusters Score: Raw -2781.920525 + Penalty 916.905553 = -1865.014972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 47 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.646208 sec): 2 clusters Score: Raw -20784.411886 + Penalty 783.447035 = -20000.964851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.646812 sec): 3 clusters Score: Raw -20782.640789 + Penalty 1566.937885 = -19215.702904 nChanged 27 SP:Iteration 1F (33.647391 sec): 3 clusters Score: Raw -20833.113181 + Penalty 1566.772635 = -19266.340546 nChanged 11 SP:Iteration 2F (33.647968 sec): 3 clusters Score: Raw -20856.821647 + Penalty 1566.652198 = -19290.169449 nChanged 3 SP:Iteration 3Q (33.648531 sec): 3 clusters Score: Raw -20862.515354 + Penalty 1566.475847 = -19296.039506 nChanged 2 SP:Iteration 4Q (33.649130 sec): 3 clusters Score: Raw -20864.677966 + Penalty 1566.475847 = -19298.202119 nChanged 0 SP:Iteration 5F (33.649704 sec): 3 clusters Score: Raw -20864.677966 + Penalty 1566.475847 = -19298.202119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 48 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.650214 sec): 2 clusters Score: Raw -1007.994717 + Penalty 250.139185 = -757.855532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.650449 sec): 3 clusters Score: Raw -1014.037547 + Penalty 479.569811 = -534.467736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.650938 sec): 2 clusters Score: Raw -701.851267 + Penalty 299.292101 = -402.559166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.651160 sec): 3 clusters Score: Raw -741.996060 + Penalty 606.535429 = -135.460631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.651644 sec): 2 clusters Score: Raw -831.115424 + Penalty 215.523119 = -615.592305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.651868 sec): 3 clusters Score: Raw -836.077061 + Penalty 435.671380 = -400.405680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 51 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.652357 sec): 2 clusters Score: Raw -1031.435231 + Penalty 287.197410 = -744.237821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.652585 sec): 3 clusters Score: Raw -1040.382167 + Penalty 574.156899 = -466.225268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 52 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.653104 sec): 2 clusters Score: Raw -2229.475317 + Penalty 359.910887 = -1869.564430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.653373 sec): 3 clusters Score: Raw -2228.175037 + Penalty 719.777695 = -1508.397342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.653853 sec): 2 clusters Score: Raw -573.995502 + Penalty 89.900016 = -484.095486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.654071 sec): 3 clusters Score: Raw -573.437254 + Penalty 201.767090 = -371.670163 nChanged 1 SP:Iteration 1F (33.654289 sec): 3 clusters Score: Raw -583.469419 + Penalty 201.767090 = -381.702329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.655029 sec): 2 clusters Score: Raw -9043.187299 + Penalty 655.046033 = -8388.141266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.655426 sec): 3 clusters Score: Raw -9116.719503 + Penalty 1313.068699 = -7803.650803 nChanged 6 SP:Iteration 1F (33.655815 sec): 3 clusters Score: Raw -9134.543456 + Penalty 1314.213471 = -7820.329985 nChanged 2 SP:Iteration 2Q (33.656182 sec): 3 clusters Score: Raw -9137.174575 + Penalty 1314.137374 = -7823.037200 nChanged 1 SP:Iteration 3Q (33.656550 sec): 3 clusters Score: Raw -9141.441719 + Penalty 1313.852321 = -7827.589398 nChanged 2 SP:Iteration 4Q (33.656918 sec): 3 clusters Score: Raw -9148.046827 + Penalty 1313.852321 = -7834.194506 nChanged 0 SP:Iteration 5F (33.657305 sec): 3 clusters Score: Raw -9148.046827 + Penalty 1313.852321 = -7834.194506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.657788 sec): 2 clusters Score: Raw -448.711175 + Penalty 120.284643 = -328.426533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.658005 sec): 3 clusters Score: Raw -446.900453 + Penalty 254.504388 = -192.396065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 56 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.658475 sec): 2 clusters Score: Raw -369.316790 + Penalty 133.747148 = -235.569642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.658688 sec): 3 clusters Score: Raw -362.148898 + Penalty 267.494297 = -94.654602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.659299 sec): 2 clusters Score: Raw -5313.529606 + Penalty 488.740431 = -4824.789176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.659615 sec): 3 clusters Score: Raw -5340.170980 + Penalty 977.296718 = -4362.874262 nChanged 3 SP:Iteration 1F (33.659925 sec): 3 clusters Score: Raw -5349.648333 + Penalty 976.657253 = -4372.991081 nChanged 1 SP:Iteration 2Q (33.660228 sec): 3 clusters Score: Raw -5351.312401 + Penalty 976.657253 = -4374.655148 nChanged 0 SP:Iteration 3F (33.660536 sec): 3 clusters Score: Raw -5351.312401 + Penalty 976.657253 = -4374.655148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 58 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.661053 sec): 2 clusters Score: Raw -1841.431333 + Penalty 360.277014 = -1481.154319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.661296 sec): 3 clusters Score: Raw -1851.372341 + Penalty 715.452258 = -1135.920083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.661776 sec): 2 clusters Score: Raw -657.906774 + Penalty 219.579590 = -438.327184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.661995 sec): 3 clusters Score: Raw -649.383977 + Penalty 219.579590 = -429.804387 nChanged 1 SP:Iteration 1F (33.662213 sec): 2 clusters Score: Raw -657.906774 + Penalty 219.579590 = -438.327184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.662702 sec): 2 clusters Score: Raw -858.410668 + Penalty 220.719589 = -637.691079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.662927 sec): 3 clusters Score: Raw -895.949733 + Penalty 448.699101 = -447.250632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.663377 sec): 2 clusters Score: Raw -81.013904 + Penalty 0.000000 = -81.013904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.663558 sec): 2 clusters Score: Raw -81.013904 + Penalty 0.000000 = -81.013904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 62 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.664127 sec): 2 clusters Score: Raw -4014.362797 + Penalty 543.079874 = -3471.282923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.664412 sec): 3 clusters Score: Raw -4081.357950 + Penalty 1085.479319 = -2995.878630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.664907 sec): 2 clusters Score: Raw -1101.452447 + Penalty 267.642660 = -833.809786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.665137 sec): 3 clusters Score: Raw -1112.953543 + Penalty 535.285321 = -577.668222 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 64 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.667724 sec): 2 clusters Score: Raw -70176.587773 + Penalty 1046.689705 = -69129.898068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.669249 sec): 3 clusters Score: Raw -69953.476245 + Penalty 2093.810924 = -67859.665321 nChanged 207 SP:Iteration 1F (33.670855 sec): 3 clusters Score: Raw -70124.380295 + Penalty 2094.413662 = -68029.966634 nChanged 50 SP:Iteration 2F (33.672456 sec): 3 clusters Score: Raw -70178.694152 + Penalty 2094.921143 = -68083.773009 nChanged 23 SP:Iteration 3Q (33.674020 sec): 3 clusters Score: Raw -70197.137674 + Penalty 2095.263527 = -68101.874147 nChanged 15 SP:Iteration 4Q (33.675520 sec): 3 clusters Score: Raw -70214.672207 + Penalty 2095.853751 = -68118.818456 nChanged 13 SP:Iteration 5Q (33.676996 sec): 3 clusters Score: Raw -70226.775677 + Penalty 2096.149513 = -68130.626165 nChanged 7 SP:Iteration 6Q (33.678468 sec): 3 clusters Score: Raw -70232.461865 + Penalty 2096.208538 = -68136.253327 nChanged 3 SP:Iteration 7Q (33.680014 sec): 3 clusters Score: Raw -70234.686558 + Penalty 2096.277484 = -68138.409074 nChanged 3 SP:Iteration 8Q (33.681504 sec): 3 clusters Score: Raw -70236.114278 + Penalty 2096.515396 = -68139.598881 nChanged 4 SP:Iteration 9Q (33.682977 sec): 3 clusters Score: Raw -70240.389982 + Penalty 2096.829219 = -68143.560763 nChanged 3 SP:Iteration 10F (33.684473 sec): 3 clusters Score: Raw -70242.851177 + Penalty 2097.267152 = -68145.584025 nChanged 7 SP:Iteration 11Q (33.685922 sec): 3 clusters Score: Raw -70250.087323 + Penalty 2097.863772 = -68152.223551 nChanged 8 SP:Iteration 12Q (33.687369 sec): 3 clusters Score: Raw -70257.291695 + Penalty 2098.154749 = -68159.136946 nChanged 5 SP:Iteration 13Q (33.688814 sec): 3 clusters Score: Raw -70263.014274 + Penalty 2098.326206 = -68164.688068 nChanged 3 SP:Iteration 14Q (33.690323 sec): 3 clusters Score: Raw -70265.348427 + Penalty 2098.301578 = -68167.046848 nChanged 1 SP:Iteration 15Q (33.691800 sec): 3 clusters Score: Raw -70266.077270 + Penalty 2098.301578 = -68167.775692 nChanged 0 SP:Iteration 16F (33.693295 sec): 3 clusters Score: Raw -70266.077270 + Penalty 2098.301578 = -68167.775692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.693898 sec): 2 clusters Score: Raw -1920.672209 + Penalty 277.810058 = -1642.862151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.694149 sec): 3 clusters Score: Raw -1932.638431 + Penalty 556.054779 = -1376.583652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.694631 sec): 2 clusters Score: Raw -609.405004 + Penalty 107.860731 = -501.544273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.694847 sec): 3 clusters Score: Raw -644.422014 + Penalty 213.619789 = -430.802225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 67 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.696076 sec): 2 clusters Score: Raw -25352.614912 + Penalty 691.158950 = -24661.455962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.696783 sec): 3 clusters Score: Raw -25284.538325 + Penalty 1382.240200 = -23902.298125 nChanged 44 SP:Iteration 1F (33.697480 sec): 3 clusters Score: Raw -25333.353265 + Penalty 1381.521832 = -23951.831432 nChanged 16 SP:Iteration 2F (33.698176 sec): 3 clusters Score: Raw -25353.870467 + Penalty 1381.050829 = -23972.819638 nChanged 5 SP:Iteration 3Q (33.698854 sec): 3 clusters Score: Raw -25362.798325 + Penalty 1380.768203 = -23982.030122 nChanged 5 SP:Iteration 4Q (33.699518 sec): 3 clusters Score: Raw -25367.369237 + Penalty 1381.184532 = -23986.184705 nChanged 4 SP:Iteration 5Q (33.700185 sec): 3 clusters Score: Raw -25372.145138 + Penalty 1381.163634 = -23990.981503 nChanged 5 SP:Iteration 6Q (33.700848 sec): 3 clusters Score: Raw -25378.709679 + Penalty 1381.183701 = -23997.525979 nChanged 2 SP:Iteration 7Q (33.701509 sec): 3 clusters Score: Raw -25381.212699 + Penalty 1380.489797 = -24000.722902 nChanged 3 SP:Iteration 8Q (33.702169 sec): 3 clusters Score: Raw -25386.613417 + Penalty 1380.695069 = -24005.918348 nChanged 1 SP:Iteration 9Q (33.702893 sec): 3 clusters Score: Raw -25388.115159 + Penalty 1380.629478 = -24007.485681 nChanged 2 SP:Iteration 10F (33.703590 sec): 3 clusters Score: Raw -25391.406343 + Penalty 1380.629478 = -24010.776865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 68 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.704184 sec): 2 clusters Score: Raw -4655.087271 + Penalty 570.201745 = -4084.885526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.704483 sec): 3 clusters Score: Raw -4748.695045 + Penalty 1140.734286 = -3607.960759 nChanged 2 SP:Iteration 1Q (33.704760 sec): 3 clusters Score: Raw -4756.794727 + Penalty 1140.734286 = -3616.060441 nChanged 0 SP:Iteration 2F (33.705055 sec): 3 clusters Score: Raw -4756.794727 + Penalty 1140.734286 = -3616.060441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.705548 sec): 2 clusters Score: Raw -881.550724 + Penalty 292.404413 = -589.146311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.705774 sec): 3 clusters Score: Raw -877.549434 + Penalty 586.796191 = -290.753243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 70 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.706369 sec): 2 clusters Score: Raw -4466.982153 + Penalty 421.971096 = -4045.011057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.706665 sec): 3 clusters Score: Raw -4458.607496 + Penalty 844.822889 = -3613.784607 nChanged 1 SP:Iteration 1Q (33.706956 sec): 3 clusters Score: Raw -4459.731183 + Penalty 844.822889 = -3614.908294 nChanged 0 SP:Iteration 2F (33.707272 sec): 3 clusters Score: Raw -4459.731183 + Penalty 844.822889 = -3614.908294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.708003 sec): 2 clusters Score: Raw -9519.622109 + Penalty 584.356511 = -8935.265598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.708399 sec): 3 clusters Score: Raw -9534.467088 + Penalty 1171.144817 = -8363.322272 nChanged 8 SP:Iteration 1F (33.708785 sec): 3 clusters Score: Raw -9558.861875 + Penalty 1172.209674 = -8386.652200 nChanged 2 SP:Iteration 2Q (33.709160 sec): 3 clusters Score: Raw -9565.260074 + Penalty 1172.209674 = -8393.050400 nChanged 0 SP:Iteration 3F (33.709545 sec): 3 clusters Score: Raw -9565.260074 + Penalty 1172.209674 = -8393.050400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 72 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.710045 sec): 2 clusters Score: Raw -1205.607651 + Penalty 291.842638 = -913.765013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.710282 sec): 3 clusters Score: Raw -1274.147634 + Penalty 579.959970 = -694.187663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.710788 sec): 2 clusters Score: Raw -1607.189787 + Penalty 334.312610 = -1272.877176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.711030 sec): 3 clusters Score: Raw -1625.533963 + Penalty 667.489896 = -958.044067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 74 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.711520 sec): 2 clusters Score: Raw -1136.925842 + Penalty 290.268661 = -846.657181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.711751 sec): 3 clusters Score: Raw -1146.648033 + Penalty 580.556989 = -566.091044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 75 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.712271 sec): 2 clusters Score: Raw -2228.992274 + Penalty 409.170754 = -1819.821520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.712522 sec): 3 clusters Score: Raw -2276.831368 + Penalty 820.966827 = -1455.864541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 76 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.713039 sec): 2 clusters Score: Raw -2030.826923 + Penalty 410.139901 = -1620.687021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.713293 sec): 3 clusters Score: Raw -2099.400908 + Penalty 819.497744 = -1279.903164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.713762 sec): 2 clusters Score: Raw -368.751746 + Penalty 150.122206 = -218.629539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.713976 sec): 3 clusters Score: Raw -364.106910 + Penalty 300.244413 = -63.862497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.715000 sec): 2 clusters Score: Raw -19943.964360 + Penalty 548.620419 = -19395.343941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.715606 sec): 3 clusters Score: Raw -19867.558803 + Penalty 1098.047111 = -18769.511691 nChanged 50 SP:Iteration 1F (33.716185 sec): 3 clusters Score: Raw -19925.907582 + Penalty 1101.697119 = -18824.210463 nChanged 9 SP:Iteration 2Q (33.716759 sec): 3 clusters Score: Raw -19933.920113 + Penalty 1103.205408 = -18830.714705 nChanged 4 SP:Iteration 3Q (33.717351 sec): 3 clusters Score: Raw -19937.034795 + Penalty 1106.659833 = -18830.374962 nChanged 6 SP:Iteration 4F (33.717950 sec): 3 clusters Score: Raw -19941.022829 + Penalty 1106.079175 = -18834.943654 nChanged 3 SP:Iteration 5Q (33.718521 sec): 3 clusters Score: Raw -19943.301735 + Penalty 1106.079175 = -18837.222560 nChanged 0 SP:Iteration 6F (33.719097 sec): 3 clusters Score: Raw -19943.301735 + Penalty 1106.079175 = -18837.222560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.719580 sec): 2 clusters Score: Raw -184.586261 + Penalty 80.383745 = -104.202516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.719795 sec): 3 clusters Score: Raw -176.798461 + Penalty 160.767490 = -16.030970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.720828 sec): 2 clusters Score: Raw -11414.699118 + Penalty 595.220391 = -10819.478727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.721272 sec): 3 clusters Score: Raw -11446.710732 + Penalty 1190.706248 = -10256.004484 nChanged 6 SP:Iteration 1Q (33.721700 sec): 3 clusters Score: Raw -11465.213979 + Penalty 1190.723472 = -10274.490507 nChanged 2 SP:Iteration 2Q (33.722122 sec): 3 clusters Score: Raw -11472.898651 + Penalty 1190.723472 = -10282.175179 nChanged 0 SP:Iteration 3F (33.722554 sec): 3 clusters Score: Raw -11472.898651 + Penalty 1190.723472 = -10282.175179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.730280 sec): 2 clusters Score: Raw -2782.424071 + Penalty 288.895985 = -2493.528085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.730559 sec): 3 clusters Score: Raw -2800.653741 + Penalty 586.447807 = -2214.205934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 82 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.731085 sec): 2 clusters Score: Raw -1840.014015 + Penalty 345.636329 = -1494.377686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.731329 sec): 3 clusters Score: Raw -1846.849431 + Penalty 691.035530 = -1155.813901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.731810 sec): 2 clusters Score: Raw -757.867676 + Penalty 221.168635 = -536.699042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.732033 sec): 3 clusters Score: Raw -754.464967 + Penalty 442.337269 = -312.127698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 84 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.732522 sec): 2 clusters Score: Raw -1071.600620 + Penalty 304.317994 = -767.282627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.732750 sec): 3 clusters Score: Raw -1072.736207 + Penalty 603.098140 = -469.638067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 85 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.733260 sec): 2 clusters Score: Raw -1745.368403 + Penalty 335.990994 = -1409.377409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.733501 sec): 3 clusters Score: Raw -1748.314799 + Penalty 678.023485 = -1070.291314 nChanged 1 SP:Iteration 1F (33.733740 sec): 3 clusters Score: Raw -1750.003662 + Penalty 684.188968 = -1065.814694 nChanged 1 SP:Iteration 2F (33.733978 sec): 3 clusters Score: Raw -1751.518261 + Penalty 684.188968 = -1067.329293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.734484 sec): 2 clusters Score: Raw -558.648463 + Penalty 164.981553 = -393.666911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.734701 sec): 3 clusters Score: Raw -552.184493 + Penalty 331.535988 = -220.648505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 87 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.735205 sec): 2 clusters Score: Raw -1279.855594 + Penalty 266.718697 = -1013.136897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.735441 sec): 3 clusters Score: Raw -1290.999087 + Penalty 532.886205 = -758.112882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 88 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.735995 sec): 2 clusters Score: Raw -3396.073376 + Penalty 512.756087 = -2883.317289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.736271 sec): 3 clusters Score: Raw -3435.064024 + Penalty 1025.068296 = -2409.995728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 89 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.737136 sec): 2 clusters Score: Raw -14484.478412 + Penalty 801.599295 = -13682.879118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.737634 sec): 3 clusters Score: Raw -14546.577748 + Penalty 1602.946647 = -12943.631101 nChanged 15 SP:Iteration 1F (33.738122 sec): 3 clusters Score: Raw -14589.089158 + Penalty 1602.758980 = -12986.330178 nChanged 2 SP:Iteration 2Q (33.738589 sec): 3 clusters Score: Raw -14596.289132 + Penalty 1602.565200 = -12993.723932 nChanged 3 SP:Iteration 3Q (33.739056 sec): 3 clusters Score: Raw -14606.647409 + Penalty 1602.425991 = -13004.221418 nChanged 1 SP:Iteration 4Q (33.739520 sec): 3 clusters Score: Raw -14611.991371 + Penalty 1602.425991 = -13009.565380 nChanged 0 SP:Iteration 5F (33.740007 sec): 3 clusters Score: Raw -14611.991371 + Penalty 1602.425991 = -13009.565380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 90 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.740505 sec): 2 clusters Score: Raw -748.942472 + Penalty 275.613017 = -473.329455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.740730 sec): 3 clusters Score: Raw -770.372974 + Penalty 562.501316 = -207.871658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.741212 sec): 2 clusters Score: Raw -550.970791 + Penalty 161.842827 = -389.127963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.741430 sec): 3 clusters Score: Raw -545.795267 + Penalty 333.248809 = -212.546458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 92 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.741948 sec): 2 clusters Score: Raw -1981.492908 + Penalty 338.591853 = -1642.901055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.742199 sec): 3 clusters Score: Raw -2013.708539 + Penalty 674.488087 = -1339.220452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 93 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.742911 sec): 2 clusters Score: Raw -7479.399770 + Penalty 213.296493 = -7266.103277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.743286 sec): 3 clusters Score: Raw -7455.668865 + Penalty 425.792138 = -7029.876727 nChanged 17 SP:Iteration 1F (33.743654 sec): 3 clusters Score: Raw -7465.148732 + Penalty 426.592986 = -7038.555746 nChanged 3 SP:Iteration 2Q (33.744019 sec): 3 clusters Score: Raw -7467.365801 + Penalty 426.935044 = -7040.430757 nChanged 1 SP:Iteration 3Q (33.744384 sec): 3 clusters Score: Raw -7468.419487 + Penalty 427.471476 = -7040.948011 nChanged 2 SP:Iteration 4Q (33.744771 sec): 3 clusters Score: Raw -7469.361721 + Penalty 427.790929 = -7041.570792 nChanged 1 SP:Iteration 5Q (33.745136 sec): 3 clusters Score: Raw -7469.980378 + Penalty 427.790929 = -7042.189449 nChanged 0 SP:Iteration 6F (33.745503 sec): 3 clusters Score: Raw -7469.980378 + Penalty 427.790929 = -7042.189449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.746016 sec): 2 clusters Score: Raw -1700.463347 + Penalty 311.519357 = -1388.943990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.746260 sec): 3 clusters Score: Raw -1717.626220 + Penalty 615.311675 = -1102.314545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.746740 sec): 2 clusters Score: Raw -816.399037 + Penalty 42.759388 = -773.639649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.746948 sec): 3 clusters Score: Raw -843.268254 + Penalty 83.661198 = -759.607056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.747455 sec): 2 clusters Score: Raw -1642.130930 + Penalty 357.732676 = -1284.398254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.747695 sec): 3 clusters Score: Raw -1661.610934 + Penalty 715.645271 = -945.965662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 97 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.748227 sec): 2 clusters Score: Raw -2775.286358 + Penalty 447.505304 = -2327.781053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.748489 sec): 3 clusters Score: Raw -2824.195360 + Penalty 897.816139 = -1926.379221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 98 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.748970 sec): 2 clusters Score: Raw -704.764633 + Penalty 273.149840 = -431.614794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.749192 sec): 3 clusters Score: Raw -696.141766 + Penalty 523.468488 = -172.673278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.749656 sec): 2 clusters Score: Raw -169.308617 + Penalty 38.174893 = -131.133724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.749858 sec): 3 clusters Score: Raw -168.686384 + Penalty 76.349786 = -92.336598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.750493 sec): 2 clusters Score: Raw -6125.945909 + Penalty 568.918326 = -5557.027583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.750822 sec): 3 clusters Score: Raw -6161.201212 + Penalty 1138.629478 = -5022.571734 nChanged 2 SP:Iteration 1Q (33.751136 sec): 3 clusters Score: Raw -6172.351893 + Penalty 1138.629478 = -5033.722416 nChanged 0 SP:Iteration 2F (33.751458 sec): 3 clusters Score: Raw -6172.351893 + Penalty 1138.629478 = -5033.722416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 101 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.752044 sec): 2 clusters Score: Raw -4459.869001 + Penalty 462.245668 = -3997.623333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.752340 sec): 3 clusters Score: Raw -4492.636150 + Penalty 923.939689 = -3568.696461 nChanged 2 SP:Iteration 1Q (33.752630 sec): 3 clusters Score: Raw -4501.417212 + Penalty 923.939689 = -3577.477523 nChanged 0 SP:Iteration 2F (33.752942 sec): 3 clusters Score: Raw -4501.417212 + Penalty 923.939689 = -3577.477523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.753419 sec): 2 clusters Score: Raw -464.721390 + Penalty 141.128515 = -323.592876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.753634 sec): 3 clusters Score: Raw -456.849887 + Penalty 301.130773 = -155.719113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 103 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.754149 sec): 2 clusters Score: Raw -2140.667161 + Penalty 452.589443 = -1688.077718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.754397 sec): 3 clusters Score: Raw -2169.192208 + Penalty 904.813757 = -1264.378451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.755008 sec): 2 clusters Score: Raw -5494.548529 + Penalty 436.265827 = -5058.282702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.755324 sec): 3 clusters Score: Raw -5497.783556 + Penalty 872.531653 = -4625.251903 nChanged 4 SP:Iteration 1F (33.755638 sec): 3 clusters Score: Raw -5508.111166 + Penalty 873.123276 = -4634.987891 nChanged 1 SP:Iteration 2Q (33.755945 sec): 3 clusters Score: Raw -5509.810730 + Penalty 873.533482 = -4636.277248 nChanged 1 SP:Iteration 3Q (33.756251 sec): 3 clusters Score: Raw -5514.104001 + Penalty 873.533482 = -4640.570519 nChanged 0 SP:Iteration 4F (33.756560 sec): 3 clusters Score: Raw -5514.104001 + Penalty 873.533482 = -4640.570519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.757043 sec): 2 clusters Score: Raw -650.519348 + Penalty 187.388995 = -463.130353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.757265 sec): 3 clusters Score: Raw -648.332222 + Penalty 371.788844 = -276.543377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 107 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.757765 sec): 2 clusters Score: Raw -1530.527334 + Penalty 345.004653 = -1185.522682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.758003 sec): 3 clusters Score: Raw -1548.303070 + Penalty 691.282197 = -857.020872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.758481 sec): 2 clusters Score: Raw -692.190525 + Penalty 213.846567 = -478.343959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.758699 sec): 3 clusters Score: Raw -682.983880 + Penalty 403.186549 = -279.797331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.759178 sec): 2 clusters Score: Raw -734.357481 + Penalty 179.750431 = -554.607050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.759401 sec): 3 clusters Score: Raw -736.490012 + Penalty 359.444751 = -377.045261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.759957 sec): 2 clusters Score: Raw -3558.792415 + Penalty 411.324443 = -3147.467972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.760239 sec): 3 clusters Score: Raw -3598.404292 + Penalty 822.648886 = -2775.755406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 111 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.760747 sec): 2 clusters Score: Raw -1605.356802 + Penalty 297.273174 = -1308.083628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.761004 sec): 3 clusters Score: Raw -1610.101824 + Penalty 594.910466 = -1015.191357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 112 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.761497 sec): 2 clusters Score: Raw -1215.604898 + Penalty 278.369057 = -937.235841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.761730 sec): 3 clusters Score: Raw -1222.592956 + Penalty 556.791572 = -665.801384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 113 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.762280 sec): 2 clusters Score: Raw -3205.977409 + Penalty 412.599093 = -2793.378316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.762550 sec): 3 clusters Score: Raw -3230.190073 + Penalty 815.547638 = -2414.642434 nChanged 1 SP:Iteration 1Q (33.762812 sec): 3 clusters Score: Raw -3233.939916 + Penalty 815.547638 = -2418.392277 nChanged 0 SP:Iteration 2F (33.763085 sec): 3 clusters Score: Raw -3233.939916 + Penalty 815.547638 = -2418.392277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.763695 sec): 2 clusters Score: Raw -5004.192994 + Penalty 484.008768 = -4520.184225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.764006 sec): 3 clusters Score: Raw -5046.925117 + Penalty 967.690245 = -4079.234872 nChanged 1 SP:Iteration 1Q (33.764304 sec): 3 clusters Score: Raw -5049.117158 + Penalty 967.690245 = -4081.426912 nChanged 0 SP:Iteration 2F (33.764607 sec): 3 clusters Score: Raw -5049.117158 + Penalty 967.690245 = -4081.426912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.765070 sec): 2 clusters Score: Raw -171.944596 + Penalty 52.571837 = -119.372759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.765270 sec): 3 clusters Score: Raw -171.725481 + Penalty 105.143675 = -66.581807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 116 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.765826 sec): 2 clusters Score: Raw -3600.631141 + Penalty 486.702707 = -3113.928435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.766106 sec): 3 clusters Score: Raw -3670.600839 + Penalty 970.984673 = -2699.616167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.766575 sec): 2 clusters Score: Raw -280.026640 + Penalty 107.553413 = -172.473227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.766786 sec): 3 clusters Score: Raw -271.011314 + Penalty 215.172558 = -55.838756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 118 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.767284 sec): 2 clusters Score: Raw -1381.649318 + Penalty 300.327934 = -1081.321384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.767524 sec): 3 clusters Score: Raw -1386.882648 + Penalty 593.064428 = -793.818220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 119 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.768012 sec): 2 clusters Score: Raw -891.104439 + Penalty 260.427947 = -630.676492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.768237 sec): 3 clusters Score: Raw -882.896717 + Penalty 513.949765 = -368.946952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.768714 sec): 2 clusters Score: Raw -88.114407 + Penalty 0.000000 = -88.114407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.768904 sec): 2 clusters Score: Raw -88.114407 + Penalty 0.000000 = -88.114407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 121 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.769427 sec): 2 clusters Score: Raw -2361.555191 + Penalty 426.961296 = -1934.593895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.769681 sec): 3 clusters Score: Raw -2383.882464 + Penalty 852.383192 = -1531.499272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 122 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.770183 sec): 2 clusters Score: Raw -1422.753382 + Penalty 307.218937 = -1115.534446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.770420 sec): 3 clusters Score: Raw -1432.268593 + Penalty 615.163411 = -817.105183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 124 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.770918 sec): 2 clusters Score: Raw -1008.037010 + Penalty 315.548581 = -692.488429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.771152 sec): 3 clusters Score: Raw -1231.065613 + Penalty 631.870916 = -599.194697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.771627 sec): 2 clusters Score: Raw -533.556179 + Penalty 111.860924 = -421.695255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.771838 sec): 3 clusters Score: Raw -529.455868 + Penalty 111.860924 = -417.594944 nChanged 1 SP:Iteration 1F (33.772035 sec): 2 clusters Score: Raw -533.556179 + Penalty 111.860924 = -421.695255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 126 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.772788 sec): 2 clusters Score: Raw -10317.049374 + Penalty 688.698215 = -9628.351159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.773190 sec): 3 clusters Score: Raw -10385.783134 + Penalty 1375.826249 = -9009.956885 nChanged 10 SP:Iteration 1F (33.773587 sec): 3 clusters Score: Raw -10428.202508 + Penalty 1374.852258 = -9053.350250 nChanged 2 SP:Iteration 2Q (33.773964 sec): 3 clusters Score: Raw -10434.315033 + Penalty 1374.852258 = -9059.462775 nChanged 0 SP:Iteration 3F (33.774359 sec): 3 clusters Score: Raw -10434.315033 + Penalty 1374.852258 = -9059.462775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.774926 sec): 2 clusters Score: Raw -3620.394649 + Penalty 396.012272 = -3224.382377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.775212 sec): 3 clusters Score: Raw -3628.182795 + Penalty 794.223884 = -2833.958911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 129 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.775770 sec): 2 clusters Score: Raw -3496.120082 + Penalty 553.888638 = -2942.231444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.776046 sec): 3 clusters Score: Raw -3568.521293 + Penalty 1110.852164 = -2457.669129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 130 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.776617 sec): 2 clusters Score: Raw -3828.485477 + Penalty 326.537507 = -3501.947971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.776921 sec): 3 clusters Score: Raw -3830.476827 + Penalty 654.893429 = -3175.583397 nChanged 3 SP:Iteration 1F (33.777200 sec): 3 clusters Score: Raw -3837.494915 + Penalty 654.893429 = -3182.601486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 131 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.777684 sec): 2 clusters Score: Raw -692.900757 + Penalty 256.474659 = -436.426098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.777906 sec): 3 clusters Score: Raw -685.507674 + Penalty 507.223576 = -178.284097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.778370 sec): 2 clusters Score: Raw -166.521091 + Penalty 33.659704 = -132.861387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.778565 sec): 2 clusters Score: Raw -166.521091 + Penalty 33.659704 = -132.861387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.779033 sec): 2 clusters Score: Raw -267.555054 + Penalty 88.734894 = -178.820161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.779229 sec): 2 clusters Score: Raw -267.555054 + Penalty 88.734894 = -178.820161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.779696 sec): 2 clusters Score: Raw -292.183216 + Penalty 136.167977 = -156.015239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.779906 sec): 3 clusters Score: Raw -279.499132 + Penalty 274.081678 = -5.417454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 135 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.780418 sec): 2 clusters Score: Raw -1655.241352 + Penalty 282.208714 = -1373.032638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.780661 sec): 3 clusters Score: Raw -1666.429641 + Penalty 564.417429 = -1102.012213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.781127 sec): 2 clusters Score: Raw -265.891368 + Penalty 82.888300 = -183.003068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.781336 sec): 3 clusters Score: Raw -263.247418 + Penalty 191.297833 = -71.949585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.781814 sec): 2 clusters Score: Raw -637.714684 + Penalty 257.874404 = -379.840281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.782034 sec): 3 clusters Score: Raw -662.342078 + Penalty 511.256137 = -151.085940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 138 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.782514 sec): 2 clusters Score: Raw -770.770312 + Penalty 258.810877 = -511.959435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.782737 sec): 3 clusters Score: Raw -769.056562 + Penalty 515.812667 = -253.243895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 139 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.783215 sec): 2 clusters Score: Raw -634.424071 + Penalty 182.879271 = -451.544800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.783436 sec): 3 clusters Score: Raw -637.172363 + Penalty 341.544700 = -295.627662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.783920 sec): 2 clusters Score: Raw -478.713614 + Penalty 194.897330 = -283.816284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.784134 sec): 3 clusters Score: Raw -474.098176 + Penalty 379.444049 = -94.654127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.784667 sec): 2 clusters Score: Raw -2506.232607 + Penalty 341.971051 = -2164.261556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.784928 sec): 3 clusters Score: Raw -2538.743458 + Penalty 683.942102 = -1854.801356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.785407 sec): 2 clusters Score: Raw -737.696998 + Penalty 250.235060 = -487.461938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.785628 sec): 3 clusters Score: Raw -736.849788 + Penalty 515.957568 = -220.892220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 143 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.786116 sec): 2 clusters Score: Raw -1000.216022 + Penalty 225.103257 = -775.112765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.786344 sec): 3 clusters Score: Raw -1009.958448 + Penalty 454.696763 = -555.261684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 144 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.786859 sec): 2 clusters Score: Raw -2090.052461 + Penalty 447.038737 = -1643.013724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.787109 sec): 3 clusters Score: Raw -2161.753031 + Penalty 895.250382 = -1266.502649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.787582 sec): 2 clusters Score: Raw -480.917935 + Penalty 179.186687 = -301.731247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.787798 sec): 3 clusters Score: Raw -470.724387 + Penalty 362.960861 = -107.763527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 146 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.788276 sec): 2 clusters Score: Raw -682.789245 + Penalty 252.115486 = -430.673759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.788496 sec): 3 clusters Score: Raw -677.240958 + Penalty 495.783692 = -181.457265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.788984 sec): 2 clusters Score: Raw -964.536993 + Penalty 222.019639 = -742.517354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.789213 sec): 3 clusters Score: Raw -979.590487 + Penalty 442.952670 = -536.637817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.789679 sec): 2 clusters Score: Raw -283.149221 + Penalty 119.788041 = -163.361180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.789874 sec): 2 clusters Score: Raw -283.149221 + Penalty 119.788041 = -163.361180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 149 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.790354 sec): 2 clusters Score: Raw -669.837515 + Penalty 238.331163 = -431.506352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.790575 sec): 3 clusters Score: Raw -666.642891 + Penalty 476.020782 = -190.622110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 150 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.791097 sec): 2 clusters Score: Raw -1768.050363 + Penalty 376.927461 = -1391.122902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.791339 sec): 3 clusters Score: Raw -1806.874409 + Penalty 748.458309 = -1058.416100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.791802 sec): 2 clusters Score: Raw -185.348526 + Penalty 65.560000 = -119.788526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.791994 sec): 2 clusters Score: Raw -185.348526 + Penalty 65.560000 = -119.788526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 152 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.792472 sec): 2 clusters Score: Raw -652.864401 + Penalty 187.608747 = -465.255654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.792693 sec): 3 clusters Score: Raw -648.691810 + Penalty 349.098539 = -299.593271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 153 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.793204 sec): 2 clusters Score: Raw -2052.548660 + Penalty 412.859498 = -1639.689162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.793450 sec): 3 clusters Score: Raw -2049.781575 + Penalty 824.839438 = -1224.942137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 154 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.793933 sec): 2 clusters Score: Raw -857.999612 + Penalty 230.146188 = -627.853424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.794157 sec): 3 clusters Score: Raw -856.003294 + Penalty 450.509866 = -405.493428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 155 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.794729 sec): 2 clusters Score: Raw -4334.678465 + Penalty 562.118908 = -3772.559557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.795021 sec): 3 clusters Score: Raw -4423.450630 + Penalty 1124.164792 = -3299.285837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.795519 sec): 2 clusters Score: Raw -1425.153369 + Penalty 294.948815 = -1130.204554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.795754 sec): 3 clusters Score: Raw -1431.480966 + Penalty 591.348628 = -840.132338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.796230 sec): 2 clusters Score: Raw -656.589257 + Penalty 201.796419 = -454.792837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.796452 sec): 3 clusters Score: Raw -654.044708 + Penalty 402.110630 = -251.934078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 159 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.796928 sec): 2 clusters Score: Raw -694.738011 + Penalty 266.234400 = -428.503610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.797130 sec): 2 clusters Score: Raw -694.738011 + Penalty 266.234400 = -428.503610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.797649 sec): 2 clusters Score: Raw -2191.195094 + Penalty 445.261931 = -1745.933163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.797899 sec): 3 clusters Score: Raw -2255.326977 + Penalty 890.796187 = -1364.530790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.798382 sec): 2 clusters Score: Raw -289.551001 + Penalty 131.880913 = -157.670087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.798593 sec): 3 clusters Score: Raw -278.438385 + Penalty 264.630200 = -13.808185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.799061 sec): 2 clusters Score: Raw -272.701727 + Penalty 87.095662 = -185.606065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.799257 sec): 2 clusters Score: Raw -272.701727 + Penalty 87.095662 = -185.606065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 163 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.799748 sec): 2 clusters Score: Raw -1262.008383 + Penalty 311.871481 = -950.136902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.799982 sec): 3 clusters Score: Raw -1268.007521 + Penalty 610.820750 = -657.186771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 164 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.800460 sec): 2 clusters Score: Raw -471.399863 + Penalty 199.474392 = -271.925470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.800677 sec): 3 clusters Score: Raw -466.528040 + Penalty 396.315744 = -70.212297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 165 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.801176 sec): 2 clusters Score: Raw -1406.998232 + Penalty 283.081716 = -1123.916516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.801411 sec): 3 clusters Score: Raw -1422.305349 + Penalty 565.909206 = -856.396143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 167 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.801888 sec): 2 clusters Score: Raw -652.009342 + Penalty 207.386680 = -444.622662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.802108 sec): 3 clusters Score: Raw -647.759371 + Penalty 428.648415 = -219.110956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 168 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.802583 sec): 2 clusters Score: Raw -579.708126 + Penalty 216.725663 = -362.982463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.802801 sec): 3 clusters Score: Raw -569.097974 + Penalty 423.780919 = -145.317055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 169 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.803322 sec): 2 clusters Score: Raw -2350.339066 + Penalty 441.857447 = -1908.481620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.803574 sec): 3 clusters Score: Raw -2395.226727 + Penalty 883.223230 = -1512.003497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 170 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.804062 sec): 2 clusters Score: Raw -1104.646544 + Penalty 318.953057 = -785.693488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.804290 sec): 3 clusters Score: Raw -1094.173241 + Penalty 636.753255 = -457.419986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 171 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.804786 sec): 2 clusters Score: Raw -1445.502358 + Penalty 352.433476 = -1093.068882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.805024 sec): 3 clusters Score: Raw -1467.774082 + Penalty 705.205099 = -762.568983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.805509 sec): 2 clusters Score: Raw -374.305396 + Penalty 142.101952 = -232.203445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.805708 sec): 2 clusters Score: Raw -374.305396 + Penalty 142.101952 = -232.203445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 174 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.806217 sec): 2 clusters Score: Raw -1605.994443 + Penalty 363.405347 = -1242.589096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.806456 sec): 3 clusters Score: Raw -1626.080956 + Penalty 728.267255 = -897.813701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 175 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.806943 sec): 2 clusters Score: Raw -1003.556180 + Penalty 215.402647 = -788.153533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.807172 sec): 3 clusters Score: Raw -1012.686746 + Penalty 418.116486 = -594.570260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 176 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.807660 sec): 2 clusters Score: Raw -1071.978201 + Penalty 342.438474 = -729.539727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.807887 sec): 3 clusters Score: Raw -1067.997192 + Penalty 703.658474 = -364.338719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.808354 sec): 2 clusters Score: Raw -271.610500 + Penalty 100.007743 = -171.602756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.808551 sec): 2 clusters Score: Raw -271.610500 + Penalty 100.007743 = -171.602756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 178 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.809024 sec): 2 clusters Score: Raw -486.530209 + Penalty 195.431454 = -291.098755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.809222 sec): 2 clusters Score: Raw -486.530209 + Penalty 195.431454 = -291.098755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 179 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.809705 sec): 2 clusters Score: Raw -886.482385 + Penalty 271.158877 = -615.323507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.809931 sec): 3 clusters Score: Raw -878.689106 + Penalty 541.882755 = -336.806351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 180 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.810419 sec): 2 clusters Score: Raw -1005.733115 + Penalty 329.388223 = -676.344892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.810647 sec): 3 clusters Score: Raw -1005.046787 + Penalty 658.776446 = -346.270342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 181 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.811124 sec): 2 clusters Score: Raw -671.651322 + Penalty 210.035067 = -461.616255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.811346 sec): 3 clusters Score: Raw -662.918336 + Penalty 422.981562 = -239.936773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.811812 sec): 2 clusters Score: Raw -284.532376 + Penalty 109.546715 = -174.985660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.812021 sec): 2 clusters Score: Raw -284.532376 + Penalty 109.546715 = -174.985660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 183 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.812499 sec): 2 clusters Score: Raw -662.506100 + Penalty 211.615381 = -450.890719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.812720 sec): 3 clusters Score: Raw -658.471346 + Penalty 426.405782 = -232.065564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 184 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.813196 sec): 2 clusters Score: Raw -683.440765 + Penalty 247.845004 = -435.595761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.813416 sec): 3 clusters Score: Raw -678.413351 + Penalty 507.197737 = -171.215615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 185 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.813929 sec): 2 clusters Score: Raw -1925.958031 + Penalty 402.108828 = -1523.849203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.814176 sec): 3 clusters Score: Raw -1991.185839 + Penalty 813.566142 = -1177.619697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 186 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.814657 sec): 2 clusters Score: Raw -723.134458 + Penalty 69.371222 = -653.763236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.814882 sec): 3 clusters Score: Raw -741.700340 + Penalty 145.932093 = -595.768247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 187 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.815362 sec): 2 clusters Score: Raw -790.011403 + Penalty 248.602916 = -541.408487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.815585 sec): 3 clusters Score: Raw -777.252813 + Penalty 510.281801 = -266.971012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 188 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.816072 sec): 2 clusters Score: Raw -1072.680784 + Penalty 282.650319 = -790.030465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.816300 sec): 3 clusters Score: Raw -1070.730056 + Penalty 578.176042 = -492.554014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.816768 sec): 2 clusters Score: Raw -285.576894 + Penalty 143.357543 = -142.219351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.816964 sec): 2 clusters Score: Raw -285.576894 + Penalty 143.357543 = -142.219351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 190 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.817450 sec): 2 clusters Score: Raw -1070.500979 + Penalty 305.904133 = -764.596846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.817678 sec): 3 clusters Score: Raw -1077.420817 + Penalty 608.111038 = -469.309779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.818145 sec): 2 clusters Score: Raw -292.621829 + Penalty 148.976619 = -143.645209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.818355 sec): 3 clusters Score: Raw -280.895303 + Penalty 294.953335 = 14.058032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 193 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.818831 sec): 2 clusters Score: Raw -551.286931 + Penalty 210.189531 = -341.097400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.819065 sec): 3 clusters Score: Raw -556.396286 + Penalty 420.379062 = -136.017223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 195 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.819577 sec): 2 clusters Score: Raw -2115.406981 + Penalty 379.532903 = -1735.874077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.819827 sec): 3 clusters Score: Raw -2103.139598 + Penalty 760.650097 = -1342.489501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 198 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.820313 sec): 2 clusters Score: Raw -864.182582 + Penalty 261.058356 = -603.124226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.820536 sec): 3 clusters Score: Raw -867.755198 + Penalty 527.839298 = -339.915900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 199 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.821014 sec): 2 clusters Score: Raw -594.296628 + Penalty 241.030760 = -353.265868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.821233 sec): 3 clusters Score: Raw -582.614529 + Penalty 489.510679 = -93.103850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 200 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.821731 sec): 2 clusters Score: Raw -1537.751879 + Penalty 363.671439 = -1174.080441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.821966 sec): 3 clusters Score: Raw -1532.659453 + Penalty 726.136816 = -806.522638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.822433 sec): 2 clusters Score: Raw -292.617569 + Penalty 150.347741 = -142.269828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.822645 sec): 3 clusters Score: Raw -281.258313 + Penalty 297.559810 = 16.301497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 203 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.823128 sec): 2 clusters Score: Raw -896.911219 + Penalty 290.621745 = -606.289474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.823352 sec): 3 clusters Score: Raw -890.441268 + Penalty 572.367122 = -318.074146 nChanged 1 SP:Iteration 1F (33.823572 sec): 3 clusters Score: Raw -894.446643 + Penalty 572.367122 = -322.079521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 204 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.824051 sec): 2 clusters Score: Raw -793.645035 + Penalty 291.446264 = -502.198771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.824275 sec): 3 clusters Score: Raw -791.907192 + Penalty 580.327645 = -211.579546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 205 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.824788 sec): 2 clusters Score: Raw -2122.963239 + Penalty 361.060338 = -1761.902901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.825037 sec): 3 clusters Score: Raw -2131.094544 + Penalty 723.245917 = -1407.848628 nChanged 1 SP:Iteration 1Q (33.825276 sec): 3 clusters Score: Raw -2133.992170 + Penalty 723.245917 = -1410.746253 nChanged 0 SP:Iteration 2F (33.825520 sec): 3 clusters Score: Raw -2133.992170 + Penalty 723.245917 = -1410.746253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.825996 sec): 2 clusters Score: Raw -288.553435 + Penalty 137.430393 = -151.123041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.826214 sec): 2 clusters Score: Raw -288.553435 + Penalty 137.430393 = -151.123041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.826689 sec): 2 clusters Score: Raw -391.604979 + Penalty 179.533154 = -212.071825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.826902 sec): 3 clusters Score: Raw -384.835932 + Penalty 179.533154 = -205.302777 nChanged 1 SP:Iteration 1F (33.827096 sec): 2 clusters Score: Raw -391.604979 + Penalty 179.533154 = -212.071825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 208 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.827572 sec): 2 clusters Score: Raw -590.593345 + Penalty 226.967183 = -363.626162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.827787 sec): 3 clusters Score: Raw -582.304341 + Penalty 401.919231 = -180.385111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 213 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.828261 sec): 2 clusters Score: Raw -470.613150 + Penalty 146.945929 = -323.667221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.828470 sec): 3 clusters Score: Raw -463.014452 + Penalty 284.595597 = -178.418855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 214 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.828942 sec): 2 clusters Score: Raw -470.063719 + Penalty 169.419775 = -300.643944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.829158 sec): 3 clusters Score: Raw -462.453284 + Penalty 350.421236 = -112.032049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.829622 sec): 2 clusters Score: Raw -188.515622 + Penalty 83.938780 = -104.576842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.829830 sec): 3 clusters Score: Raw -179.451292 + Penalty 167.877560 = -11.573732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.830296 sec): 2 clusters Score: Raw -185.842527 + Penalty 84.984663 = -100.857864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.830502 sec): 3 clusters Score: Raw -177.660157 + Penalty 169.969325 = -7.690832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 219 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.830981 sec): 2 clusters Score: Raw -765.891932 + Penalty 247.304404 = -518.587528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.831206 sec): 3 clusters Score: Raw -761.076329 + Penalty 493.981673 = -267.094655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 221 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.831675 sec): 2 clusters Score: Raw -358.823854 + Penalty 117.767797 = -241.056057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.831887 sec): 3 clusters Score: Raw -354.732240 + Penalty 279.551430 = -75.180810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 222 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.832368 sec): 2 clusters Score: Raw -814.001740 + Penalty 276.341342 = -537.660397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.832590 sec): 3 clusters Score: Raw -803.715849 + Penalty 276.341342 = -527.374507 nChanged 1 SP:Iteration 1F (33.832792 sec): 2 clusters Score: Raw -814.001740 + Penalty 276.341342 = -537.660397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.833276 sec): 2 clusters Score: Raw -286.722939 + Penalty 126.719130 = -160.003809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.833488 sec): 3 clusters Score: Raw -275.733107 + Penalty 255.942375 = -19.790732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 226 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.833958 sec): 2 clusters Score: Raw -396.572404 + Penalty 198.203562 = -198.368842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.834172 sec): 3 clusters Score: Raw -384.755603 + Penalty 396.407123 = 11.651520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 227 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.834639 sec): 2 clusters Score: Raw -288.684190 + Penalty 122.103747 = -166.580443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.834849 sec): 3 clusters Score: Raw -277.407538 + Penalty 122.103747 = -155.303791 nChanged 1 SP:Iteration 1F (33.835042 sec): 2 clusters Score: Raw -288.684190 + Penalty 122.103747 = -166.580443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.835499 sec): 2 clusters Score: Raw -88.695132 + Penalty 0.000000 = -88.695132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.835690 sec): 2 clusters Score: Raw -88.695132 + Penalty 0.000000 = -88.695132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.836158 sec): 2 clusters Score: Raw -286.729899 + Penalty 127.254635 = -159.475264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.836368 sec): 3 clusters Score: Raw -276.088477 + Penalty 253.865296 = -22.223181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 232 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.836825 sec): 2 clusters Score: Raw -243.583078 + Penalty 16.231269 = -227.351809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.837017 sec): 3 clusters Score: Raw -243.981367 + Penalty 27.093434 = -216.887933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.837481 sec): 2 clusters Score: Raw -187.159321 + Penalty 84.739584 = -102.419737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.837690 sec): 3 clusters Score: Raw -178.412532 + Penalty 169.479168 = -8.933365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 236 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.838141 sec): 2 clusters Score: Raw -81.013905 + Penalty 0.000000 = -81.013905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.838322 sec): 2 clusters Score: Raw -81.013905 + Penalty 0.000000 = -81.013905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 237 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.838781 sec): 2 clusters Score: Raw -91.463775 + Penalty 0.000000 = -91.463775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.838970 sec): 2 clusters Score: Raw -91.463775 + Penalty 0.000000 = -91.463775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 241 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.839429 sec): 2 clusters Score: Raw -88.522339 + Penalty 0.000000 = -88.522339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.839633 sec): 2 clusters Score: Raw -88.522339 + Penalty 0.000000 = -88.522339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.840097 sec): 2 clusters Score: Raw -90.703903 + Penalty 0.000000 = -90.703903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.840291 sec): 2 clusters Score: Raw -90.703903 + Penalty 0.000000 = -90.703903 nChanged 0 Deleting Class 103 (21 points): Lose 136.917940 but Gain 1546.246526 Iteration 20F (37.110364 sec): 213 clusters Score: Raw -2772539.889466 + Penalty 243227.518872 = -2529312.370594 nChanged 37 Deleting Class 202 (3 points): Lose 14.360445 but Gain 1423.462241 Iteration 21Q (37.337654 sec): 212 clusters Score: Raw -2772684.480643 + Penalty 241851.427838 = -2530833.052805 nChanged 22 Deleting Class 180 (10 points): Lose 85.316621 but Gain 1487.941562 Iteration 22Q (37.565598 sec): 211 clusters Score: Raw -2772625.707201 + Penalty 240151.703775 = -2532474.003426 nChanged 27 Deleting Class 192 (3 points): Lose 18.627365 but Gain 1410.480736 Iteration 23Q (37.791657 sec): 210 clusters Score: Raw -2772658.627990 + Penalty 238764.876470 = -2533893.751520 nChanged 17 Deleting Class 226 (4 points): Lose 104.373764 but Gain 1487.131915 Iteration 24Q (38.016027 sec): 209 clusters Score: Raw -2772584.944555 + Penalty 237398.354445 = -2535186.590111 nChanged 16 Deleting Class 98 (7 points): Lose 80.393742 but Gain 1460.063228 Iteration 25Q (38.239520 sec): 208 clusters Score: Raw -2772601.071450 + Penalty 235934.513841 = -2536666.557608 nChanged 14 Deleting Class 159 (8 points): Lose 45.604297 but Gain 1423.231358 Iteration 26Q (38.460093 sec): 207 clusters Score: Raw -2772602.643658 + Penalty 234557.193917 = -2538045.449741 nChanged 11 Deleting Class 129 (36 points): Lose 236.379590 but Gain 1607.704581 Iteration 27Q (38.680467 sec): 206 clusters Score: Raw -2772392.821444 + Penalty 233287.876587 = -2539104.944857 nChanged 41 Deleting Class 153 (23 points): Lose 91.603830 but Gain 1452.617894 Iteration 28Q (38.904719 sec): 205 clusters Score: Raw -2772447.946369 + Penalty 231862.406972 = -2540585.539398 nChanged 35 Deleting Class 237 (1 points): Lose 2.302367 but Gain 1360.511575 Iteration 29Q (39.128315 sec): 204 clusters Score: Raw -2772498.533306 + Penalty 230509.007290 = -2541989.526016 nChanged 8 Deleting Class 40 (24 points): Lose 188.550173 but Gain 1552.271731 Iteration 30F (42.239569 sec): 203 clusters Score: Raw -2772357.257516 + Penalty 229196.030149 = -2543161.227367 nChanged 34 Deleting Class 204 (9 points): Lose 79.389716 but Gain 1432.544285 Iteration 31Q (42.462194 sec): 202 clusters Score: Raw -2772399.365318 + Penalty 227900.890896 = -2544498.474423 nChanged 22 Deleting Class 155 (45 points): Lose 189.538493 but Gain 1535.950847 Iteration 32Q (42.681248 sec): 201 clusters Score: Raw -2772263.449475 + Penalty 226430.871398 = -2545832.578077 nChanged 56 Deleting Class 199 (6 points): Lose 54.610273 but Gain 1399.220821 Iteration 33Q (42.913069 sec): 200 clusters Score: Raw -2772319.715822 + Penalty 225057.301820 = -2547262.414001 nChanged 22 Deleting Class 242 (1 points): Lose 4.107024 but Gain 1344.384936 Iteration 34Q (43.137985 sec): 199 clusters Score: Raw -2772349.057374 + Penalty 223715.241381 = -2548633.815993 nChanged 9 Deleting Class 222 (8 points): Lose 43.424721 but Gain 1382.269240 Iteration 35Q (43.361791 sec): 198 clusters Score: Raw -2772311.161504 + Penalty 222340.192238 = -2549970.969266 nChanged 15 Deleting Class 62 (41 points): Lose 183.150865 but Gain 1521.126559 Iteration 36Q (43.587971 sec): 197 clusters Score: Raw -2772140.707974 + Penalty 220908.310754 = -2551232.397220 nChanged 47 Deleting Class 207 (4 points): Lose 10.567076 but Gain 1347.046852 Iteration 37Q (43.814590 sec): 196 clusters Score: Raw -2772220.755409 + Penalty 219566.771645 = -2552653.983765 nChanged 22 Deleting Class 88 (34 points): Lose 190.890190 but Gain 1525.468967 Iteration 38Q (44.029297 sec): 195 clusters Score: Raw -2772053.480566 + Penalty 218194.508739 = -2553858.971827 nChanged 47 Deleting Class 146 (10 points): Lose 47.252688 but Gain 1400.241382 Iteration 39Q (44.246369 sec): 194 clusters Score: Raw -2772120.217704 + Penalty 216875.438666 = -2555244.779038 nChanged 33 Deleting Class 134 (4 points): Lose 17.431814 but Gain 1342.983858 Iteration 40F (47.207976 sec): 193 clusters Score: Raw -2772159.799811 + Penalty 215583.418927 = -2556576.380883 nChanged 15 Deleting Class 43 (4 points): Lose 19.108440 but Gain 1341.163212 Iteration 41Q (47.418262 sec): 192 clusters Score: Raw -2772160.462505 + Penalty 214283.213547 = -2557877.248958 nChanged 14 Deleting Class 6 (22 points): Lose 92.324413 but Gain 1414.126932 Iteration 42Q (47.628401 sec): 191 clusters Score: Raw -2772084.309224 + Penalty 212924.565762 = -2559159.743462 nChanged 27 Deleting Class 44 (21 points): Lose 109.907838 but Gain 1430.290992 Iteration 43Q (47.840941 sec): 190 clusters Score: Raw -2772020.824559 + Penalty 211599.285433 = -2560421.539126 nChanged 28 Deleting Class 200 (15 points): Lose 77.503031 but Gain 1396.837804 Iteration 44Q (48.051577 sec): 189 clusters Score: Raw -2772004.931673 + Penalty 210229.786496 = -2561775.145177 nChanged 21 Deleting Class 131 (7 points): Lose 52.188319 but Gain 1370.929668 Iteration 45Q (48.262519 sec): 188 clusters Score: Raw -2771985.487654 + Penalty 208906.472382 = -2563079.015272 nChanged 14 Deleting Class 189 (3 points): Lose 41.363296 but Gain 1357.280444 Iteration 46Q (48.471209 sec): 187 clusters Score: Raw -2771971.693332 + Penalty 207562.803828 = -2564408.889504 nChanged 7 Deleting Class 160 (25 points): Lose 174.084558 but Gain 1489.924019 Iteration 47Q (48.683897 sec): 186 clusters Score: Raw -2771808.294432 + Penalty 206170.329536 = -2565637.964896 nChanged 28 Deleting Class 169 (26 points): Lose 127.710914 but Gain 1442.804995 Iteration 48Q (48.894992 sec): 185 clusters Score: Raw -2771779.021972 + Penalty 204800.284260 = -2566978.737712 nChanged 38 Deleting Class 69 (8 points): Lose 66.611320 but Gain 1380.339442 Iteration 49Q (49.105121 sec): 184 clusters Score: Raw -2771781.821602 + Penalty 203495.305543 = -2568286.516059 nChanged 23 Deleting Class 170 (11 points): Lose 71.705902 but Gain 1383.534693 Iteration 50F (51.907914 sec): 183 clusters Score: Raw -2771756.986222 + Penalty 202132.884580 = -2569624.101643 nChanged 22 Deleting Class 176 (11 points): Lose 184.871124 but Gain 1485.408273 Iteration 51Q (52.120763 sec): 182 clusters Score: Raw -2771612.802288 + Penalty 200748.921379 = -2570863.880909 nChanged 16 Deleting Class 184 (6 points): Lose 43.453977 but Gain 1339.743681 Iteration 52Q (52.336324 sec): 181 clusters Score: Raw -2771606.475457 + Penalty 199555.591858 = -2572050.883598 nChanged 17 Deleting Class 161 (4 points): Lose 44.544837 but Gain 1342.534473 Iteration 53Q (52.542736 sec): 180 clusters Score: Raw -2771604.359462 + Penalty 198266.697863 = -2573337.661599 nChanged 14 Deleting Class 121 (24 points): Lose 101.038782 but Gain 1397.400055 Iteration 54Q (52.749046 sec): 179 clusters Score: Raw -2771530.695181 + Penalty 196902.801413 = -2574627.893768 nChanged 27 Deleting Class 203 (9 points): Lose 80.959736 but Gain 1375.774180 Iteration 55Q (52.952989 sec): 178 clusters Score: Raw -2771495.677248 + Penalty 195558.073878 = -2575937.603370 nChanged 12 Deleting Class 46 (33 points): Lose 125.960517 but Gain 1411.239235 Iteration 56Q (53.154550 sec): 177 clusters Score: Raw -2771406.764909 + Penalty 194196.553153 = -2577210.211756 nChanged 36 Deleting Class 171 (18 points): Lose 99.494873 but Gain 1382.393430 Iteration 57Q (53.362661 sec): 176 clusters Score: Raw -2771395.036361 + Penalty 192896.471351 = -2578498.565010 nChanged 29 Deleting Class 208 (6 points): Lose 36.678650 but Gain 1317.579582 Iteration 58Q (53.564205 sec): 175 clusters Score: Raw -2771414.342752 + Penalty 191613.393889 = -2579800.948862 nChanged 15 Deleting Class 190 (10 points): Lose 60.388293 but Gain 1338.546291 Iteration 59Q (53.763852 sec): 174 clusters Score: Raw -2771377.592428 + Penalty 190337.679636 = -2581039.912792 nChanged 14 Deleting Class 206 (3 points): Lose 27.952725 but Gain 1301.163385 Iteration 60F (56.404739 sec): 173 clusters Score: Raw -2771384.874392 + Penalty 189064.969233 = -2582319.905160 nChanged 6 Deleting Class 218 (2 points): Lose 8.134662 but Gain 1275.288931 Iteration 61Q (56.607577 sec): 172 clusters Score: Raw -2771390.112210 + Penalty 187803.440066 = -2583586.672145 nChanged 3 Deleting Class 144 (22 points): Lose 241.198909 but Gain 1504.297329 Iteration 62Q (56.804467 sec): 171 clusters Score: Raw -2771157.387867 + Penalty 186391.194583 = -2584766.193284 nChanged 23 Deleting Class 9 (46 points): Lose 183.040123 but Gain 1445.666002 Iteration 63Q (57.003330 sec): 170 clusters Score: Raw -2771044.797231 + Penalty 185085.929939 = -2585958.867292 nChanged 51 Deleting Class 30 (8 points): Lose 42.055390 but Gain 1302.761167 Iteration 64Q (57.203404 sec): 169 clusters Score: Raw -2771120.105256 + Penalty 183832.182867 = -2587287.922390 nChanged 13 Deleting Class 234 (2 points): Lose 11.208728 but Gain 1271.611254 Iteration 65Q (57.405721 sec): 168 clusters Score: Raw -2771143.143969 + Penalty 182596.629498 = -2588546.514472 nChanged 6 Deleting Class 216 (2 points): Lose 3.689485 but Gain 1259.594307 Iteration 66Q (57.600145 sec): 167 clusters Score: Raw -2771151.896415 + Penalty 181341.516351 = -2589810.380063 nChanged 2 Deleting Class 84 (13 points): Lose 53.773147 but Gain 1308.918067 Iteration 67Q (57.800845 sec): 166 clusters Score: Raw -2771102.557753 + Penalty 180056.062370 = -2591046.495383 nChanged 13 Deleting Class 164 (5 points): Lose 36.791372 but Gain 1289.158808 Iteration 68Q (57.994333 sec): 165 clusters Score: Raw -2771091.858973 + Penalty 178779.306970 = -2592312.552003 nChanged 6 Deleting Class 20 (7 points): Lose 36.172887 but Gain 1285.464340 Iteration 69Q (58.187859 sec): 164 clusters Score: Raw -2771064.890966 + Penalty 177538.293651 = -2593526.597315 nChanged 8 Deleting Class 168 (7 points): Lose 39.386421 but Gain 1285.022492 Iteration 70F (60.680117 sec): 163 clusters Score: Raw -2771044.303272 + Penalty 176366.735859 = -2594677.567413 nChanged 9 Deleting Class 149 (8 points): Lose 45.001201 but Gain 1290.237543 Iteration 71Q (60.872469 sec): 162 clusters Score: Raw -2771027.389214 + Penalty 175100.696533 = -2595926.692681 nChanged 14 Deleting Class 34 (11 points): Lose 72.391349 but Gain 1315.952323 Iteration 72Q (61.066669 sec): 161 clusters Score: Raw -2770973.418711 + Penalty 173815.751495 = -2597157.667216 nChanged 15 Deleting Class 75 (24 points): Lose 121.497721 but Gain 1364.830633 Iteration 73Q (61.259781 sec): 160 clusters Score: Raw -2770887.063927 + Penalty 172526.614424 = -2598360.449503 nChanged 32 Deleting Class 79 (4 points): Lose 43.451479 but Gain 1317.657036 Iteration 74Q (61.451854 sec): 159 clusters Score: Raw -2770902.460631 + Penalty 171346.550698 = -2599555.909934 nChanged 14 Deleting Class 107 (17 points): Lose 74.763414 but Gain 1317.584758 Iteration 75Q (61.642774 sec): 158 clusters Score: Raw -2770856.726750 + Penalty 170039.141712 = -2600817.585039 nChanged 20 Deleting Class 97 (30 points): Lose 163.061466 but Gain 1404.499281 Iteration 76Q (61.841649 sec): 157 clusters Score: Raw -2770718.870077 + Penalty 168840.541068 = -2601878.329009 nChanged 36 Deleting Class 68 (56 points): Lose 289.238977 but Gain 1530.466803 Iteration 77Q (62.039917 sec): 156 clusters Score: Raw -2770518.435302 + Penalty 167514.612446 = -2603003.822856 nChanged 68 Deleting Class 138 (7 points): Lose 43.623678 but Gain 1283.441009 Iteration 78Q (62.240790 sec): 155 clusters Score: Raw -2770644.999264 + Penalty 166273.612094 = -2604371.387169 nChanged 19 Deleting Class 150 (33 points): Lose 164.700954 but Gain 1400.026944 Iteration 79Q (62.436186 sec): 154 clusters Score: Raw -2770503.021768 + Penalty 165051.423729 = -2605451.598039 nChanged 40 Deleting Class 178 (6 points): Lose 45.578072 but Gain 1278.137789 Iteration 80F (64.832097 sec): 153 clusters Score: Raw -2770553.961160 + Penalty 163816.959588 = -2606737.001573 nChanged 16 Deleting Class 174 (23 points): Lose 102.772570 but Gain 1334.307917 Iteration 81Q (65.024894 sec): 152 clusters Score: Raw -2770477.754716 + Penalty 162542.968572 = -2607934.786144 nChanged 35 Deleting Class 179 (9 points): Lose 52.681654 but Gain 1283.638918 Iteration 82Q (65.214184 sec): 151 clusters Score: Raw -2770486.234010 + Penalty 161327.994947 = -2609158.239063 nChanged 26 Deleting Class 116 (38 points): Lose 177.671299 but Gain 1408.111325 Iteration 83Q (65.401508 sec): 150 clusters Score: Raw -2770345.727653 + Penalty 159988.290843 = -2610357.436810 nChanged 53 Deleting Class 185 (23 points): Lose 153.304325 but Gain 1383.109605 Iteration 84Q (65.589035 sec): 149 clusters Score: Raw -2770270.475555 + Penalty 158738.789847 = -2611531.685708 nChanged 41 Deleting Class 96 (18 points): Lose 105.626808 but Gain 1332.113880 Iteration 85Q (65.776798 sec): 148 clusters Score: Raw -2770236.155237 + Penalty 157462.096801 = -2612774.058436 nChanged 26 Deleting Class 224 (1 points): Lose 5.220152 but Gain 1231.437859 Iteration 86Q (65.960440 sec): 147 clusters Score: Raw -2770272.394096 + Penalty 156245.151669 = -2614027.242427 nChanged 7 Deleting Class 58 (20 points): Lose 67.703682 but Gain 1292.820244 Iteration 87Q (66.142325 sec): 146 clusters Score: Raw -2770212.698737 + Penalty 155027.291154 = -2615185.407583 nChanged 23 Deleting Class 5 (8 points): Lose 32.554850 but Gain 1254.647104 Iteration 88Q (66.324724 sec): 145 clusters Score: Raw -2770226.635879 + Penalty 153812.942766 = -2616413.693113 nChanged 16 Deleting Class 45 (21 points): Lose 72.351364 but Gain 1294.278614 Iteration 89Q (66.504566 sec): 144 clusters Score: Raw -2770183.373408 + Penalty 152587.312004 = -2617596.061403 nChanged 26 Deleting Class 140 (5 points): Lose 50.438104 but Gain 1259.578269 Iteration 90F (68.704952 sec): 143 clusters Score: Raw -2770177.618974 + Penalty 151392.586187 = -2618785.032788 nChanged 10 Deleting Class 56 (9 points): Lose 98.669255 but Gain 1305.673412 Iteration 91Q (68.885193 sec): 142 clusters Score: Raw -2770104.745092 + Penalty 150129.008107 = -2619975.736985 nChanged 12 Deleting Class 51 (9 points): Lose 50.994568 but Gain 1256.816413 Iteration 92Q (69.064494 sec): 141 clusters Score: Raw -2770097.134048 + Penalty 148998.142255 = -2621098.991793 nChanged 13 Deleting Class 219 (8 points): Lose 33.947747 but Gain 1237.025439 Iteration 93Q (69.247035 sec): 140 clusters Score: Raw -2770084.309987 + Penalty 147960.411482 = -2622123.898506 nChanged 10 Deleting Class 119 (11 points): Lose 72.299224 but Gain 1267.970369 Iteration 94Q (69.425313 sec): 139 clusters Score: Raw -2770031.076700 + Penalty 146696.720198 = -2623334.356502 nChanged 12 Deleting Class 198 (10 points): Lose 52.366935 but Gain 1247.934302 Iteration 95Q (69.605051 sec): 138 clusters Score: Raw -2769994.800862 + Penalty 145442.866457 = -2624551.934405 nChanged 12 Deleting Class 187 (11 points): Lose 68.464051 but Gain 1263.041528 Iteration 96Q (69.787685 sec): 137 clusters Score: Raw -2769949.818878 + Penalty 144233.773331 = -2625716.045547 nChanged 15 Deleting Class 230 (3 points): Lose 10.806808 but Gain 1204.821349 Iteration 97Q (69.966586 sec): 136 clusters Score: Raw -2769973.651210 + Penalty 143018.809581 = -2626954.841628 nChanged 10 Deleting Class 195 (21 points): Lose 104.178432 but Gain 1296.652944 Iteration 98Q (70.142429 sec): 135 clusters Score: Raw -2769883.565883 + Penalty 141713.317818 = -2628170.248065 nChanged 24 Deleting Class 76 (22 points): Lose 188.720562 but Gain 1380.131758 Iteration 99Q (70.323418 sec): 134 clusters Score: Raw -2769723.977940 + Penalty 140475.361727 = -2629248.616213 nChanged 29 Deleting Class 163 (14 points): Lose 84.186806 but Gain 1276.401192 Iteration 100F (72.355484 sec): 133 clusters Score: Raw -2769767.791445 + Penalty 139284.468634 = -2630483.322811 nChanged 22 Deleting Class 126 (110 points): Lose 355.711766 but Gain 1544.228994 Iteration 101Q (72.530316 sec): 132 clusters Score: Raw -2769455.124591 + Penalty 137781.838696 = -2631673.285895 nChanged 117 Deleting Class 183 (9 points): Lose 43.244143 but Gain 1230.158646 Iteration 102Q (72.713446 sec): 131 clusters Score: Raw -2769594.890524 + Penalty 136597.596071 = -2632997.294454 nChanged 24 Deleting Class 122 (28 points): Lose 140.661556 but Gain 1321.062933 Iteration 103Q (72.895545 sec): 130 clusters Score: Raw -2769492.597155 + Penalty 135283.996162 = -2634208.600993 nChanged 41 Deleting Class 42 (15 points): Lose 65.874215 but Gain 1242.725060 Iteration 104Q (73.076918 sec): 129 clusters Score: Raw -2769485.915987 + Penalty 134059.904836 = -2635426.011151 nChanged 26 Deleting Class 188 (9 points): Lose 27.984625 but Gain 1190.955546 Iteration 105Q (73.256296 sec): 128 clusters Score: Raw -2769487.660940 + Penalty 132873.394662 = -2636614.266278 nChanged 16 Deleting Class 113 (36 points): Lose 138.293108 but Gain 1299.402271 Iteration 106Q (73.434306 sec): 127 clusters Score: Raw -2769364.691192 + Penalty 131666.451381 = -2637698.239812 nChanged 37 Deleting Class 4 (10 points): Lose 34.932809 but Gain 1193.307968 Iteration 107Q (73.613582 sec): 126 clusters Score: Raw -2769393.667099 + Penalty 130490.160764 = -2638903.506335 nChanged 25 Deleting Class 22 (104 points): Lose 483.255329 but Gain 1640.357573 Iteration 108Q (73.791956 sec): 125 clusters Score: Raw -2768931.643039 + Penalty 129011.154841 = -2639920.488199 nChanged 115 Deleting Class 59 (10 points): Lose 43.307761 but Gain 1199.948529 Iteration 109Q (73.975920 sec): 124 clusters Score: Raw -2769144.652074 + Penalty 127824.895806 = -2641319.756269 nChanged 25 Deleting Class 100 (85 points): Lose 294.269774 but Gain 1449.061497 Iteration 110F (75.866211 sec): 123 clusters Score: Raw -2768881.107034 + Penalty 126481.316161 = -2642399.790873 nChanged 97 Deleting Class 82 (20 points): Lose 83.126809 but Gain 1231.886078 Iteration 111Q (76.047232 sec): 122 clusters Score: Raw -2768961.362500 + Penalty 125250.003305 = -2643711.359195 nChanged 40 Deleting Class 227 (3 points): Lose 7.819469 but Gain 1156.053774 Iteration 112Q (76.223585 sec): 121 clusters Score: Raw -2769016.336332 + Penalty 124127.418380 = -2644888.917952 nChanged 20 Deleting Class 118 (21 points): Lose 135.817376 but Gain 1283.250460 Iteration 113Q (76.396165 sec): 120 clusters Score: Raw -2768905.733754 + Penalty 123000.969573 = -2645904.764181 nChanged 33 Deleting Class 74 (12 points): Lose 69.763836 but Gain 1215.020394 Iteration 114Q (76.568657 sec): 119 clusters Score: Raw -2768904.971361 + Penalty 121873.824911 = -2647031.146450 nChanged 31 Deleting Class 85 (22 points): Lose 100.422814 but Gain 1245.282724 Iteration 115Q (76.734824 sec): 118 clusters Score: Raw -2768852.330791 + Penalty 120641.510916 = -2648210.819875 nChanged 31 Deleting Class 145 (8 points): Lose 83.071237 but Gain 1225.798492 Iteration 116Q (76.899766 sec): 117 clusters Score: Raw -2768802.394227 + Penalty 119445.300487 = -2649357.093739 nChanged 19 Deleting Class 205 (24 points): Lose 72.876195 but Gain 1215.238215 Iteration 117Q (77.063366 sec): 116 clusters Score: Raw -2768759.083920 + Penalty 118271.261632 = -2650487.822288 nChanged 32 Deleting Class 139 (14 points): Lose 76.296754 but Gain 1213.967507 Iteration 118Q (77.228322 sec): 115 clusters Score: Raw -2768724.715959 + Penalty 117082.583573 = -2651642.132386 nChanged 25 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2768724.715959 + Penalty 117082.583573 = -2651642.132386Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 1 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.291745 sec): 2 clusters Score: Raw -3502.499103 + Penalty 310.005580 = -3192.493523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.292037 sec): 3 clusters Score: Raw -3494.705034 + Penalty 609.100674 = -2885.604360 nChanged 5 SP:Iteration 1F (77.292312 sec): 3 clusters Score: Raw -3505.305186 + Penalty 614.836463 = -2890.468723 nChanged 2 SP:Iteration 2F (77.292588 sec): 3 clusters Score: Raw -3507.820600 + Penalty 614.836463 = -2892.984137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 2 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.293532 sec): 2 clusters Score: Raw -15091.586801 + Penalty 418.464493 = -14673.122308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.294045 sec): 3 clusters Score: Raw -15017.854575 + Penalty 832.180220 = -14185.674355 nChanged 37 SP:Iteration 1F (77.294549 sec): 3 clusters Score: Raw -15047.663146 + Penalty 832.636129 = -14215.027017 nChanged 9 SP:Iteration 2F (77.295054 sec): 3 clusters Score: Raw -15057.037341 + Penalty 835.124664 = -14221.912677 nChanged 6 SP:Iteration 3Q (77.295559 sec): 3 clusters Score: Raw -15061.863201 + Penalty 836.411510 = -14225.451692 nChanged 8 SP:Iteration 4Q (77.296065 sec): 3 clusters Score: Raw -15070.007943 + Penalty 835.554106 = -14234.453836 nChanged 4 SP:Iteration 5Q (77.296570 sec): 3 clusters Score: Raw -15074.360478 + Penalty 830.848908 = -14243.511570 nChanged 3 SP:Iteration 6Q (77.297077 sec): 3 clusters Score: Raw -15078.975876 + Penalty 830.872870 = -14248.103007 nChanged 1 SP:Iteration 7Q (77.297576 sec): 3 clusters Score: Raw -15079.176246 + Penalty 830.872870 = -14248.303376 nChanged 0 SP:Iteration 8F (77.298080 sec): 3 clusters Score: Raw -15079.176246 + Penalty 830.872870 = -14248.303376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.298719 sec): 2 clusters Score: Raw -6095.926258 + Penalty 409.144716 = -5686.781542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.299049 sec): 3 clusters Score: Raw -6089.601215 + Penalty 818.682374 = -5270.918840 nChanged 3 SP:Iteration 1Q (77.299374 sec): 3 clusters Score: Raw -6092.693089 + Penalty 818.682374 = -5274.010715 nChanged 0 SP:Iteration 2F (77.299700 sec): 3 clusters Score: Raw -6092.693089 + Penalty 818.682374 = -5274.010715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.300598 sec): 2 clusters Score: Raw -16430.159962 + Penalty 659.353414 = -15770.806549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.301123 sec): 3 clusters Score: Raw -16420.804083 + Penalty 1318.955294 = -15101.848789 nChanged 24 SP:Iteration 1F (77.301638 sec): 3 clusters Score: Raw -16456.221389 + Penalty 1318.842364 = -15137.379025 nChanged 3 SP:Iteration 2Q (77.302144 sec): 3 clusters Score: Raw -16461.692242 + Penalty 1318.914262 = -15142.777981 nChanged 1 SP:Iteration 3Q (77.302648 sec): 3 clusters Score: Raw -16465.383205 + Penalty 1318.745780 = -15146.637425 nChanged 1 SP:Iteration 4Q (77.303150 sec): 3 clusters Score: Raw -16466.547894 + Penalty 1318.639119 = -15147.908775 nChanged 1 SP:Iteration 5Q (77.303652 sec): 3 clusters Score: Raw -16469.114973 + Penalty 1318.706827 = -15150.408146 nChanged 2 SP:Iteration 6Q (77.304154 sec): 3 clusters Score: Raw -16471.198975 + Penalty 1318.706827 = -15152.492148 nChanged 0 SP:Iteration 7F (77.304669 sec): 3 clusters Score: Raw -16471.198975 + Penalty 1318.706827 = -15152.492148 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.308822 sec): 2 clusters Score: Raw -73580.744425 + Penalty 743.186247 = -72837.558178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.310576 sec): 3 clusters Score: Raw -73209.293371 + Penalty 1487.991402 = -71721.301969 nChanged 231 SP:Iteration 1F (77.312255 sec): 3 clusters Score: Raw -73344.634044 + Penalty 1491.088643 = -71853.545401 nChanged 68 SP:Iteration 2F (77.313851 sec): 3 clusters Score: Raw -73401.794237 + Penalty 1495.027539 = -71906.766698 nChanged 42 SP:Iteration 3F (77.315399 sec): 3 clusters Score: Raw -73428.442041 + Penalty 1497.933162 = -71930.508879 nChanged 20 SP:Iteration 4Q (77.317014 sec): 3 clusters Score: Raw -73445.439558 + Penalty 1502.418630 = -71943.020927 nChanged 26 SP:Iteration 5Q (77.318592 sec): 3 clusters Score: Raw -73466.012877 + Penalty 1508.452373 = -71957.560504 nChanged 24 SP:Iteration 6Q (77.320192 sec): 3 clusters Score: Raw -73484.286606 + Penalty 1511.820718 = -71972.465888 nChanged 18 SP:Iteration 7Q (77.321783 sec): 3 clusters Score: Raw -73496.258708 + Penalty 1516.247016 = -71980.011692 nChanged 16 SP:Iteration 8Q (77.323363 sec): 3 clusters Score: Raw -73509.254453 + Penalty 1525.200631 = -71984.053822 nChanged 19 SP:Iteration 9Q (77.324960 sec): 3 clusters Score: Raw -73523.888187 + Penalty 1531.289486 = -71992.598701 nChanged 16 SP:Iteration 10F (77.326556 sec): 3 clusters Score: Raw -73536.796627 + Penalty 1541.651118 = -71995.145509 nChanged 17 SP:Iteration 11Q (77.328142 sec): 3 clusters Score: Raw -73553.511964 + Penalty 1551.622781 = -72001.889183 nChanged 16 SP:Iteration 12Q (77.329722 sec): 3 clusters Score: Raw -73569.504008 + Penalty 1559.829602 = -72009.674407 nChanged 16 SP:Iteration 13Q (77.331337 sec): 3 clusters Score: Raw -73587.447889 + Penalty 1566.760259 = -72020.687630 nChanged 8 SP:Iteration 14Q (77.332931 sec): 3 clusters Score: Raw -73598.020346 + Penalty 1571.095732 = -72026.924614 nChanged 10 SP:Iteration 15Q (77.334503 sec): 3 clusters Score: Raw -73607.248148 + Penalty 1576.712884 = -72030.535264 nChanged 8 SP:Iteration 16Q (77.336073 sec): 3 clusters Score: Raw -73613.450441 + Penalty 1581.895684 = -72031.554757 nChanged 4 SP:Iteration 17Q (77.337602 sec): 3 clusters Score: Raw -73617.431673 + Penalty 1588.447235 = -72028.984438 nChanged 5 SP:Iteration 18F (77.339169 sec): 3 clusters Score: Raw -73624.795034 + Penalty 1592.271206 = -72032.523828 nChanged 5 SP:Iteration 19Q (77.340610 sec): 3 clusters Score: Raw -73630.141883 + Penalty 1595.897930 = -72034.243952 nChanged 5 SP:Iteration 20F (77.342142 sec): 3 clusters Score: Raw -73634.335577 + Penalty 1600.152217 = -72034.183360 nChanged 3 SP:Iteration 21F (77.343815 sec): 3 clusters Score: Raw -73636.028696 + Penalty 1603.163736 = -72032.864960 nChanged 1 SP:Iteration 22F (77.345488 sec): 3 clusters Score: Raw -73637.892123 + Penalty 1605.930418 = -72031.961705 nChanged 1 SP:Iteration 23F (77.347139 sec): 3 clusters Score: Raw -73638.740425 + Penalty 1605.260273 = -72033.480153 nChanged 1 SP:Iteration 24Q (77.348565 sec): 3 clusters Score: Raw -73640.108789 + Penalty 1604.521782 = -72035.587007 nChanged 1 SP:Iteration 25Q (77.349969 sec): 3 clusters Score: Raw -73641.311398 + Penalty 1603.071940 = -72038.239457 nChanged 2 SP:Iteration 26Q (77.351365 sec): 3 clusters Score: Raw -73644.577023 + Penalty 1605.202717 = -72039.374307 nChanged 1 SP:Iteration 27Q (77.352800 sec): 3 clusters Score: Raw -73645.692578 + Penalty 1605.202717 = -72040.489861 nChanged 0 SP:Iteration 28F (77.354358 sec): 3 clusters Score: Raw -73645.692578 + Penalty 1605.202717 = -72040.489861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 11 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.355223 sec): 2 clusters Score: Raw -6972.971506 + Penalty 241.611381 = -6731.360125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.355587 sec): 3 clusters Score: Raw -6943.457412 + Penalty 470.149716 = -6473.307696 nChanged 20 SP:Iteration 1F (77.355938 sec): 3 clusters Score: Raw -6971.241272 + Penalty 467.838136 = -6503.403136 nChanged 3 SP:Iteration 2Q (77.356281 sec): 3 clusters Score: Raw -6975.871481 + Penalty 468.593001 = -6507.278480 nChanged 1 SP:Iteration 3Q (77.356619 sec): 3 clusters Score: Raw -6976.601909 + Penalty 472.315393 = -6504.286515 nChanged 2 SP:Iteration 4F (77.356963 sec): 3 clusters Score: Raw -6979.377994 + Penalty 472.315393 = -6507.062601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 12 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.357603 sec): 2 clusters Score: Raw -5571.573752 + Penalty 459.320398 = -5112.253354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.357947 sec): 3 clusters Score: Raw -5594.253914 + Penalty 921.028478 = -4673.225437 nChanged 2 SP:Iteration 1Q (77.358254 sec): 3 clusters Score: Raw -5597.345240 + Penalty 921.028478 = -4676.316763 nChanged 0 SP:Iteration 2F (77.358569 sec): 3 clusters Score: Raw -5597.345240 + Penalty 921.028478 = -4676.316763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.359078 sec): 2 clusters Score: Raw -1581.641951 + Penalty 401.422951 = -1180.219000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.359319 sec): 3 clusters Score: Raw -1698.838336 + Penalty 802.845902 = -895.992434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.360343 sec): 2 clusters Score: Raw -9132.606636 + Penalty 443.283405 = -8689.323231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.360741 sec): 3 clusters Score: Raw -9127.493992 + Penalty 888.070500 = -8239.423491 nChanged 7 SP:Iteration 1F (77.361131 sec): 3 clusters Score: Raw -9141.697770 + Penalty 887.483473 = -8254.214297 nChanged 1 SP:Iteration 2Q (77.361516 sec): 3 clusters Score: Raw -9143.835771 + Penalty 886.876904 = -8256.958867 nChanged 1 SP:Iteration 3Q (77.361901 sec): 3 clusters Score: Raw -9145.096816 + Penalty 886.876904 = -8258.219911 nChanged 0 SP:Iteration 4F (77.362290 sec): 3 clusters Score: Raw -9145.096816 + Penalty 886.876904 = -8258.219911 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 15 (23269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.467422 sec): 2 clusters Score: Raw -1954974.721408 + Penalty 258.738652 = -1954715.982756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.512543 sec): 3 clusters Score: Raw -1939383.643477 + Penalty 674.649339 = -1938708.994138 nChanged 11223 SP:Iteration 1F (77.556083 sec): 3 clusters Score: Raw -1954110.399342 + Penalty 757.977339 = -1953352.422004 nChanged 751 SP:Iteration 2Q (77.601679 sec): 3 clusters Score: Raw -1954899.678044 + Penalty 807.908921 = -1954091.769124 nChanged 90 SP:Iteration 3Q (77.637795 sec): 3 clusters Score: Raw -1954983.890153 + Penalty 854.493622 = -1954129.396531 nChanged 24 SP:Iteration 4Q (77.672754 sec): 3 clusters Score: Raw -1955005.075536 + Penalty 852.954606 = -1954152.120930 nChanged 8 SP:Iteration 5Q (77.707343 sec): 3 clusters Score: Raw -1955012.950005 + Penalty 847.045830 = -1954165.904175 nChanged 3 SP:Iteration 6Q (77.741233 sec): 3 clusters Score: Raw -1955017.190545 + Penalty 839.982762 = -1954177.207783 nChanged 1 SP:Iteration 7Q (77.774884 sec): 3 clusters Score: Raw -1955018.562447 + Penalty 839.982762 = -1954178.579686 nChanged 0 SP:Iteration 8F (77.819318 sec): 3 clusters Score: Raw -1955018.562447 + Penalty 839.982762 = -1954178.579686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.834550 sec): 2 clusters Score: Raw -36473.552364 + Penalty 513.357749 = -35960.194615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.835537 sec): 3 clusters Score: Raw -36310.935595 + Penalty 1027.272389 = -35283.663206 nChanged 114 SP:Iteration 1F (77.836487 sec): 3 clusters Score: Raw -36407.506658 + Penalty 1027.214004 = -35380.292654 nChanged 38 SP:Iteration 2F (77.837436 sec): 3 clusters Score: Raw -36451.145026 + Penalty 1026.715499 = -35424.429528 nChanged 23 SP:Iteration 3F (77.838380 sec): 3 clusters Score: Raw -36488.347390 + Penalty 1026.387957 = -35461.959433 nChanged 9 SP:Iteration 4Q (77.839307 sec): 3 clusters Score: Raw -36514.650483 + Penalty 1026.640775 = -35488.009708 nChanged 10 SP:Iteration 5Q (77.840259 sec): 3 clusters Score: Raw -36528.832108 + Penalty 1027.287296 = -35501.544812 nChanged 10 SP:Iteration 6Q (77.841183 sec): 3 clusters Score: Raw -36533.630668 + Penalty 1027.536880 = -35506.093788 nChanged 6 SP:Iteration 7Q (77.842105 sec): 3 clusters Score: Raw -36537.243226 + Penalty 1027.928552 = -35509.314673 nChanged 7 SP:Iteration 8Q (77.843028 sec): 3 clusters Score: Raw -36541.314998 + Penalty 1027.721540 = -35513.593458 nChanged 7 SP:Iteration 9Q (77.844007 sec): 3 clusters Score: Raw -36545.933056 + Penalty 1028.338646 = -35517.594410 nChanged 5 SP:Iteration 10F (77.844997 sec): 3 clusters Score: Raw -36548.441316 + Penalty 1028.412211 = -35520.029105 nChanged 3 SP:Iteration 11Q (77.845962 sec): 3 clusters Score: Raw -36549.896446 + Penalty 1028.296163 = -35521.600283 nChanged 1 SP:Iteration 12Q (77.846928 sec): 3 clusters Score: Raw -36550.344031 + Penalty 1028.320079 = -35522.023952 nChanged 1 SP:Iteration 13Q (77.847856 sec): 3 clusters Score: Raw -36550.467344 + Penalty 1028.328556 = -35522.138788 nChanged 1 SP:Iteration 14Q (77.848783 sec): 3 clusters Score: Raw -36550.611031 + Penalty 1028.328556 = -35522.282476 nChanged 0 SP:Iteration 15F (77.849759 sec): 3 clusters Score: Raw -36550.611031 + Penalty 1028.328556 = -35522.282476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.850881 sec): 2 clusters Score: Raw -6752.972072 + Penalty 447.981753 = -6304.990320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.851222 sec): 3 clusters Score: Raw -6742.335974 + Penalty 903.909136 = -5838.426838 nChanged 4 SP:Iteration 1F (77.851554 sec): 3 clusters Score: Raw -6746.694524 + Penalty 904.860436 = -5841.834088 nChanged 2 SP:Iteration 2Q (77.851900 sec): 3 clusters Score: Raw -6750.597465 + Penalty 905.653241 = -5844.944224 nChanged 1 SP:Iteration 3Q (77.852231 sec): 3 clusters Score: Raw -6751.600629 + Penalty 905.653241 = -5845.947388 nChanged 0 SP:Iteration 4F (77.852569 sec): 3 clusters Score: Raw -6751.600629 + Penalty 905.653241 = -5845.947388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.853081 sec): 2 clusters Score: Raw -1434.707277 + Penalty 114.387934 = -1320.319343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.853322 sec): 3 clusters Score: Raw -1459.200913 + Penalty 240.849491 = -1218.351422 nChanged 2 SP:Iteration 1F (77.853559 sec): 3 clusters Score: Raw -1465.650657 + Penalty 240.849491 = -1224.801166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.854054 sec): 2 clusters Score: Raw -1216.501526 + Penalty 276.810388 = -939.691138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.854286 sec): 3 clusters Score: Raw -1269.648762 + Penalty 553.425304 = -716.223459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 21 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.854912 sec): 2 clusters Score: Raw -5361.617163 + Penalty 387.077712 = -4974.539451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.855237 sec): 3 clusters Score: Raw -5375.694802 + Penalty 774.155425 = -4601.539377 nChanged 3 SP:Iteration 1Q (77.855554 sec): 3 clusters Score: Raw -5380.030455 + Penalty 775.124490 = -4604.905965 nChanged 1 SP:Iteration 2Q (77.855873 sec): 3 clusters Score: Raw -5382.876431 + Penalty 775.124490 = -4607.751941 nChanged 0 SP:Iteration 3F (77.856190 sec): 3 clusters Score: Raw -5382.876431 + Penalty 775.124490 = -4607.751941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 23 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.856692 sec): 2 clusters Score: Raw -522.731800 + Penalty 146.883555 = -375.848245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.856915 sec): 3 clusters Score: Raw -531.293758 + Penalty 293.767110 = -237.526648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.857428 sec): 2 clusters Score: Raw -1678.208848 + Penalty 327.838067 = -1350.370781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.857669 sec): 3 clusters Score: Raw -1692.553295 + Penalty 656.619685 = -1035.933610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.860952 sec): 2 clusters Score: Raw -78847.917626 + Penalty 528.878289 = -78319.039337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.862770 sec): 3 clusters Score: Raw -78372.107696 + Penalty 1060.332915 = -77311.774781 nChanged 326 SP:Iteration 1F (77.864546 sec): 3 clusters Score: Raw -78600.941768 + Penalty 1053.193352 = -77547.748416 nChanged 90 SP:Iteration 2F (77.866313 sec): 3 clusters Score: Raw -78669.311236 + Penalty 1042.965745 = -77626.345491 nChanged 48 SP:Iteration 3F (77.868066 sec): 3 clusters Score: Raw -78703.118100 + Penalty 1044.249611 = -77658.868490 nChanged 36 SP:Iteration 4Q (77.869815 sec): 3 clusters Score: Raw -78730.479017 + Penalty 1044.574091 = -77685.904926 nChanged 33 SP:Iteration 5Q (77.871564 sec): 3 clusters Score: Raw -78759.185606 + Penalty 1041.953414 = -77717.232192 nChanged 42 SP:Iteration 6Q (77.873310 sec): 3 clusters Score: Raw -78798.592302 + Penalty 1064.473502 = -77734.118800 nChanged 28 SP:Iteration 7Q (77.875050 sec): 3 clusters Score: Raw -78824.887262 + Penalty 1077.310819 = -77747.576443 nChanged 14 SP:Iteration 8Q (77.876794 sec): 3 clusters Score: Raw -78837.702479 + Penalty 1093.873969 = -77743.828511 nChanged 7 SP:Iteration 9F (77.878737 sec): 3 clusters Score: Raw -78844.115047 + Penalty 1107.918773 = -77736.196273 nChanged 7 SP:Iteration 10F (77.880570 sec): 3 clusters Score: Raw -78851.728369 + Penalty 1111.164172 = -77740.564197 nChanged 6 SP:Iteration 11Q (77.882446 sec): 3 clusters Score: Raw -78857.573300 + Penalty 1111.362965 = -77746.210335 nChanged 2 SP:Iteration 12Q (77.884338 sec): 3 clusters Score: Raw -78860.431704 + Penalty 1127.179484 = -77733.252220 nChanged 3 SP:Iteration 13F (77.886270 sec): 3 clusters Score: Raw -78864.527540 + Penalty 1158.824716 = -77705.702825 nChanged 3 SP:Iteration 14F (77.888173 sec): 3 clusters Score: Raw -78873.350063 + Penalty 1182.064095 = -77691.285968 nChanged 2 SP:Iteration 15F (77.890061 sec): 3 clusters Score: Raw -78877.411390 + Penalty 1192.055339 = -77685.356051 nChanged 2 SP:Iteration 16F (77.891947 sec): 3 clusters Score: Raw -78880.438983 + Penalty 1192.055339 = -77688.383644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.893136 sec): 2 clusters Score: Raw -21571.058544 + Penalty 205.373262 = -21365.685282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.893803 sec): 3 clusters Score: Raw -21440.351939 + Penalty 448.734173 = -20991.617766 nChanged 96 SP:Iteration 1F (77.894462 sec): 3 clusters Score: Raw -21569.157984 + Penalty 460.498216 = -21108.659768 nChanged 19 SP:Iteration 2F (77.895116 sec): 3 clusters Score: Raw -21590.392334 + Penalty 466.301358 = -21124.090975 nChanged 8 SP:Iteration 3Q (77.895738 sec): 3 clusters Score: Raw -21598.138322 + Penalty 473.742299 = -21124.396022 nChanged 6 SP:Iteration 4Q (77.896351 sec): 3 clusters Score: Raw -21612.285158 + Penalty 480.674158 = -21131.611000 nChanged 7 SP:Iteration 5Q (77.896952 sec): 3 clusters Score: Raw -21620.070968 + Penalty 490.800989 = -21129.269978 nChanged 6 SP:Iteration 6F (77.897638 sec): 3 clusters Score: Raw -21623.681949 + Penalty 490.800989 = -21132.880960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.898677 sec): 2 clusters Score: Raw -21192.752972 + Penalty 660.148872 = -20532.604100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.899280 sec): 3 clusters Score: Raw -21126.605891 + Penalty 1318.600198 = -19808.005693 nChanged 28 SP:Iteration 1F (77.899862 sec): 3 clusters Score: Raw -21163.400854 + Penalty 1318.844296 = -19844.556559 nChanged 11 SP:Iteration 2F (77.900440 sec): 3 clusters Score: Raw -21179.030973 + Penalty 1318.086284 = -19860.944689 nChanged 5 SP:Iteration 3Q (77.901018 sec): 3 clusters Score: Raw -21187.352621 + Penalty 1318.008502 = -19869.344118 nChanged 2 SP:Iteration 4Q (77.901594 sec): 3 clusters Score: Raw -21189.532840 + Penalty 1318.008502 = -19871.524337 nChanged 0 SP:Iteration 5F (77.902221 sec): 3 clusters Score: Raw -21189.532840 + Penalty 1318.008502 = -19871.524337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 28 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.902831 sec): 2 clusters Score: Raw -3179.131426 + Penalty 277.551340 = -2901.580086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.903138 sec): 3 clusters Score: Raw -3185.511320 + Penalty 564.096902 = -2621.414418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.904219 sec): 2 clusters Score: Raw -21574.816917 + Penalty 429.135715 = -21145.681202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.904862 sec): 3 clusters Score: Raw -21471.799644 + Penalty 858.651390 = -20613.148253 nChanged 69 SP:Iteration 1F (77.905494 sec): 3 clusters Score: Raw -21529.763879 + Penalty 859.157434 = -20670.606445 nChanged 7 SP:Iteration 2Q (77.906124 sec): 3 clusters Score: Raw -21534.882942 + Penalty 860.476255 = -20674.406687 nChanged 6 SP:Iteration 3Q (77.906754 sec): 3 clusters Score: Raw -21540.631870 + Penalty 863.073176 = -20677.558695 nChanged 6 SP:Iteration 4Q (77.907379 sec): 3 clusters Score: Raw -21546.570358 + Penalty 864.700875 = -20681.869483 nChanged 5 SP:Iteration 5Q (77.907990 sec): 3 clusters Score: Raw -21551.569570 + Penalty 866.942102 = -20684.627467 nChanged 5 SP:Iteration 6Q (77.908599 sec): 3 clusters Score: Raw -21554.941240 + Penalty 868.542863 = -20686.398377 nChanged 2 SP:Iteration 7Q (77.909209 sec): 3 clusters Score: Raw -21556.371329 + Penalty 868.542863 = -20687.828466 nChanged 0 SP:Iteration 8F (77.909819 sec): 3 clusters Score: Raw -21556.371329 + Penalty 868.542863 = -20687.828466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.910394 sec): 2 clusters Score: Raw -2274.768607 + Penalty 31.979249 = -2242.789358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.910669 sec): 3 clusters Score: Raw -2303.840911 + Penalty 63.937334 = -2239.903577 nChanged 10 SP:Iteration 1F (77.910934 sec): 3 clusters Score: Raw -2327.091786 + Penalty 63.937334 = -2263.154451 nChanged 2 SP:Iteration 2F (77.911195 sec): 3 clusters Score: Raw -2332.110264 + Penalty 63.937334 = -2268.172929 nChanged 0 Score: Raw -2789155.541811 + Penalty 117179.383623 = -2671976.158188 Splitting cluster 31 changes total score from -2651642.132386 to -2671976.158188 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.663890 sec): 2 clusters Score: Raw -2864.507445 + Penalty 327.243975 = -2537.263470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.664163 sec): 3 clusters Score: Raw -2879.960839 + Penalty 648.247157 = -2231.713682 nChanged 1 SP:Iteration 1Q (79.664459 sec): 3 clusters Score: Raw -2882.133613 + Penalty 648.247157 = -2233.886456 nChanged 0 SP:Iteration 2F (79.664723 sec): 3 clusters Score: Raw -2882.133613 + Penalty 648.247157 = -2233.886456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.667358 sec): 2 clusters Score: Raw -40848.586030 + Penalty 975.188712 = -39873.397318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.668420 sec): 3 clusters Score: Raw -40770.533331 + Penalty 1950.288693 = -38820.244638 nChanged 108 SP:Iteration 1F (79.669460 sec): 3 clusters Score: Raw -40933.341395 + Penalty 1949.836923 = -38983.504473 nChanged 32 SP:Iteration 2F (79.670551 sec): 3 clusters Score: Raw -40979.899209 + Penalty 1949.515491 = -39030.383718 nChanged 10 SP:Iteration 3Q (79.671618 sec): 3 clusters Score: Raw -40991.769453 + Penalty 1949.339490 = -39042.429963 nChanged 5 SP:Iteration 4Q (79.672668 sec): 3 clusters Score: Raw -40998.129738 + Penalty 1949.199143 = -39048.930595 nChanged 2 SP:Iteration 5Q (79.673678 sec): 3 clusters Score: Raw -41000.540385 + Penalty 1949.199143 = -39051.341242 nChanged 0 SP:Iteration 6F (79.674714 sec): 3 clusters Score: Raw -41000.540385 + Penalty 1949.199143 = -39051.341242 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.677602 sec): 2 clusters Score: Raw -85780.246708 + Penalty 985.634770 = -84794.611939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.679386 sec): 3 clusters Score: Raw -85445.786653 + Penalty 1972.339683 = -83473.446971 nChanged 256 SP:Iteration 1F (79.681254 sec): 3 clusters Score: Raw -85658.195964 + Penalty 1975.213764 = -83682.982200 nChanged 71 SP:Iteration 2F (79.683117 sec): 3 clusters Score: Raw -85741.278963 + Penalty 1978.083169 = -83763.195795 nChanged 54 SP:Iteration 3F (79.684977 sec): 3 clusters Score: Raw -85796.386251 + Penalty 1978.935986 = -83817.450265 nChanged 27 SP:Iteration 4Q (79.686670 sec): 3 clusters Score: Raw -85820.773818 + Penalty 1980.310984 = -83840.462834 nChanged 20 SP:Iteration 5Q (79.688367 sec): 3 clusters Score: Raw -85842.419437 + Penalty 1981.838243 = -83860.581194 nChanged 25 SP:Iteration 6Q (79.690058 sec): 3 clusters Score: Raw -85863.086287 + Penalty 1982.624291 = -83880.461996 nChanged 13 SP:Iteration 7Q (79.691749 sec): 3 clusters Score: Raw -85873.571754 + Penalty 1982.589123 = -83890.982631 nChanged 7 SP:Iteration 8Q (79.693433 sec): 3 clusters Score: Raw -85880.397650 + Penalty 1982.405220 = -83897.992430 nChanged 8 SP:Iteration 9Q (79.695175 sec): 3 clusters Score: Raw -85887.653835 + Penalty 1982.786902 = -83904.866933 nChanged 5 SP:Iteration 10F (79.696921 sec): 3 clusters Score: Raw -85891.881222 + Penalty 1983.490892 = -83908.390330 nChanged 5 SP:Iteration 11Q (79.698751 sec): 3 clusters Score: Raw -85894.647535 + Penalty 1983.376812 = -83911.270724 nChanged 1 SP:Iteration 12Q (79.700598 sec): 3 clusters Score: Raw -85895.226593 + Penalty 1983.303761 = -83911.922832 nChanged 1 SP:Iteration 13Q (79.702336 sec): 3 clusters Score: Raw -85895.700847 + Penalty 1983.639897 = -83912.060950 nChanged 1 SP:Iteration 14Q (79.704053 sec): 3 clusters Score: Raw -85895.841454 + Penalty 1983.586743 = -83912.254711 nChanged 1 SP:Iteration 15Q (79.705750 sec): 3 clusters Score: Raw -85896.526944 + Penalty 1983.856549 = -83912.670395 nChanged 1 SP:Iteration 16Q (79.707427 sec): 3 clusters Score: Raw -85897.086682 + Penalty 1983.868802 = -83913.217880 nChanged 2 SP:Iteration 17Q (79.709157 sec): 3 clusters Score: Raw -85899.267511 + Penalty 1984.219522 = -83915.047989 nChanged 5 SP:Iteration 18Q (79.710865 sec): 3 clusters Score: Raw -85902.455903 + Penalty 1984.219522 = -83918.236380 nChanged 0 SP:Iteration 19F (79.712568 sec): 3 clusters Score: Raw -85902.455903 + Penalty 1984.219522 = -83918.236380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.713205 sec): 2 clusters Score: Raw -1904.032907 + Penalty 348.057219 = -1555.975688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.713456 sec): 3 clusters Score: Raw -1945.308578 + Penalty 699.721945 = -1245.586634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 37 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.714062 sec): 2 clusters Score: Raw -4873.752568 + Penalty 115.827738 = -4757.924830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.714374 sec): 3 clusters Score: Raw -4844.656148 + Penalty 230.832720 = -4613.823428 nChanged 14 SP:Iteration 1F (79.714680 sec): 3 clusters Score: Raw -4857.611350 + Penalty 231.444371 = -4626.166979 nChanged 3 SP:Iteration 2F (79.714985 sec): 3 clusters Score: Raw -4860.494674 + Penalty 231.444371 = -4629.050303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.716162 sec): 2 clusters Score: Raw -23415.934638 + Penalty 554.369679 = -22861.564959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.716853 sec): 3 clusters Score: Raw -23329.339409 + Penalty 1117.891101 = -22211.448307 nChanged 60 SP:Iteration 1F (79.717505 sec): 3 clusters Score: Raw -23399.604480 + Penalty 1124.712883 = -22274.891597 nChanged 23 SP:Iteration 2F (79.718172 sec): 3 clusters Score: Raw -23427.437775 + Penalty 1129.115010 = -22298.322764 nChanged 11 SP:Iteration 3Q (79.718827 sec): 3 clusters Score: Raw -23438.760353 + Penalty 1128.279618 = -22310.480735 nChanged 5 SP:Iteration 4Q (79.719481 sec): 3 clusters Score: Raw -23443.610210 + Penalty 1128.279618 = -22315.330592 nChanged 0 SP:Iteration 5F (79.720141 sec): 3 clusters Score: Raw -23443.610210 + Penalty 1128.279618 = -22315.330592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.722956 sec): 2 clusters Score: Raw -52223.212753 + Penalty 1015.200447 = -51208.012306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.724114 sec): 3 clusters Score: Raw -52113.324684 + Penalty 2030.384958 = -50082.939726 nChanged 119 SP:Iteration 1F (79.725247 sec): 3 clusters Score: Raw -52247.496921 + Penalty 2030.385842 = -50217.111080 nChanged 34 SP:Iteration 2F (79.726406 sec): 3 clusters Score: Raw -52312.881287 + Penalty 2030.363854 = -50282.517433 nChanged 24 SP:Iteration 3Q (79.727526 sec): 3 clusters Score: Raw -52351.485284 + Penalty 2030.513022 = -50320.972262 nChanged 13 SP:Iteration 4Q (79.728632 sec): 3 clusters Score: Raw -52369.976935 + Penalty 2030.532970 = -50339.443965 nChanged 7 SP:Iteration 5Q (79.729728 sec): 3 clusters Score: Raw -52377.336442 + Penalty 2030.546890 = -50346.789552 nChanged 3 SP:Iteration 6Q (79.730824 sec): 3 clusters Score: Raw -52380.699789 + Penalty 2030.546924 = -50350.152865 nChanged 2 SP:Iteration 7Q (79.731918 sec): 3 clusters Score: Raw -52382.188939 + Penalty 2030.559026 = -50351.629913 nChanged 1 SP:Iteration 8Q (79.733013 sec): 3 clusters Score: Raw -52382.703142 + Penalty 2030.558955 = -50352.144187 nChanged 1 SP:Iteration 9Q (79.734121 sec): 3 clusters Score: Raw -52383.516160 + Penalty 2030.558955 = -50352.957205 nChanged 0 SP:Iteration 10F (79.735255 sec): 3 clusters Score: Raw -52383.516160 + Penalty 2030.558955 = -50352.957205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 47 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.743670 sec): 2 clusters Score: Raw -24150.676420 + Penalty 807.615355 = -23343.061066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.744364 sec): 3 clusters Score: Raw -24128.881858 + Penalty 1615.514932 = -22513.366926 nChanged 35 SP:Iteration 1F (79.745034 sec): 3 clusters Score: Raw -24188.244643 + Penalty 1615.499913 = -22572.744730 nChanged 8 SP:Iteration 2Q (79.745732 sec): 3 clusters Score: Raw -24202.113939 + Penalty 1615.271595 = -22586.842344 nChanged 3 SP:Iteration 3Q (79.746394 sec): 3 clusters Score: Raw -24207.792529 + Penalty 1614.955843 = -22592.836686 nChanged 3 SP:Iteration 4Q (79.747048 sec): 3 clusters Score: Raw -24213.088948 + Penalty 1614.955843 = -22598.133104 nChanged 0 SP:Iteration 5F (79.747718 sec): 3 clusters Score: Raw -24213.088948 + Penalty 1614.955843 = -22598.133104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 48 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.748220 sec): 2 clusters Score: Raw -1007.994717 + Penalty 250.139185 = -757.855532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.748450 sec): 3 clusters Score: Raw -1023.172512 + Penalty 498.618338 = -524.554174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.748930 sec): 2 clusters Score: Raw -701.851267 + Penalty 299.292101 = -402.559166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.749151 sec): 3 clusters Score: Raw -710.646769 + Penalty 617.190698 = -93.456071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.749644 sec): 2 clusters Score: Raw -1207.745759 + Penalty 266.389091 = -941.356668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.749876 sec): 3 clusters Score: Raw -1219.928129 + Penalty 529.893967 = -690.034163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 52 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.750402 sec): 2 clusters Score: Raw -2528.509738 + Penalty 379.858942 = -2148.650796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.750660 sec): 3 clusters Score: Raw -2524.815272 + Penalty 759.717884 = -1765.097388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.751142 sec): 2 clusters Score: Raw -573.995502 + Penalty 89.900016 = -484.095486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.751358 sec): 3 clusters Score: Raw -584.304229 + Penalty 164.965701 = -419.338528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.752377 sec): 2 clusters Score: Raw -10400.059019 + Penalty 674.932964 = -9725.126055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.752787 sec): 3 clusters Score: Raw -10441.654413 + Penalty 1349.894502 = -9091.759911 nChanged 8 SP:Iteration 1F (79.753191 sec): 3 clusters Score: Raw -10461.667506 + Penalty 1350.546985 = -9111.120522 nChanged 4 SP:Iteration 2Q (79.753579 sec): 3 clusters Score: Raw -10476.147560 + Penalty 1350.546985 = -9125.600575 nChanged 0 SP:Iteration 3F (79.753980 sec): 3 clusters Score: Raw -10476.147560 + Penalty 1350.546985 = -9125.600575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.754509 sec): 2 clusters Score: Raw -448.711175 + Penalty 120.284643 = -328.426533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.754708 sec): 2 clusters Score: Raw -448.711175 + Penalty 120.284643 = -328.426533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.755334 sec): 2 clusters Score: Raw -5172.283500 + Penalty 494.710330 = -4677.573170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.755644 sec): 3 clusters Score: Raw -5208.304903 + Penalty 989.980750 = -4218.324153 nChanged 1 SP:Iteration 1Q (79.755940 sec): 3 clusters Score: Raw -5209.475114 + Penalty 989.980750 = -4219.494364 nChanged 0 SP:Iteration 2F (79.756245 sec): 3 clusters Score: Raw -5209.475114 + Penalty 989.980750 = -4219.494364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.756734 sec): 2 clusters Score: Raw -858.410668 + Penalty 220.719589 = -637.691079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.756959 sec): 3 clusters Score: Raw -860.873587 + Penalty 476.641677 = -384.231910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.757408 sec): 2 clusters Score: Raw -81.013904 + Penalty 0.000000 = -81.013904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.757589 sec): 2 clusters Score: Raw -81.013904 + Penalty 0.000000 = -81.013904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.758078 sec): 2 clusters Score: Raw -1105.672122 + Penalty 272.248004 = -833.424119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.758307 sec): 3 clusters Score: Raw -1109.219040 + Penalty 549.293294 = -559.925746 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 64 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.761231 sec): 2 clusters Score: Raw -82466.818756 + Penalty 1064.030479 = -81402.788277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.763070 sec): 3 clusters Score: Raw -82159.507287 + Penalty 2128.236918 = -80031.270369 nChanged 243 SP:Iteration 1F (79.764854 sec): 3 clusters Score: Raw -82358.699410 + Penalty 2129.240736 = -80229.458674 nChanged 69 SP:Iteration 2F (79.766617 sec): 3 clusters Score: Raw -82427.833676 + Penalty 2130.736844 = -80297.096832 nChanged 31 SP:Iteration 3Q (79.768364 sec): 3 clusters Score: Raw -82459.954307 + Penalty 2132.649468 = -80327.304839 nChanged 27 SP:Iteration 4Q (79.770080 sec): 3 clusters Score: Raw -82482.730757 + Penalty 2134.920922 = -80347.809835 nChanged 25 SP:Iteration 5Q (79.771789 sec): 3 clusters Score: Raw -82508.796945 + Penalty 2136.824133 = -80371.972812 nChanged 25 SP:Iteration 6Q (79.773491 sec): 3 clusters Score: Raw -82531.264434 + Penalty 2138.826660 = -80392.437774 nChanged 22 SP:Iteration 7Q (79.775190 sec): 3 clusters Score: Raw -82560.646871 + Penalty 2140.180742 = -80420.466130 nChanged 20 SP:Iteration 8Q (79.776889 sec): 3 clusters Score: Raw -82585.011930 + Penalty 2140.271236 = -80444.740694 nChanged 12 SP:Iteration 9Q (79.778573 sec): 3 clusters Score: Raw -82595.369688 + Penalty 2140.422636 = -80454.947052 nChanged 9 SP:Iteration 10F (79.780420 sec): 3 clusters Score: Raw -82602.991813 + Penalty 2140.789853 = -80462.201960 nChanged 5 SP:Iteration 11Q (79.782135 sec): 3 clusters Score: Raw -82611.225113 + Penalty 2141.297988 = -80469.927125 nChanged 5 SP:Iteration 12Q (79.783830 sec): 3 clusters Score: Raw -82616.279329 + Penalty 2141.060929 = -80475.218400 nChanged 3 SP:Iteration 13Q (79.785524 sec): 3 clusters Score: Raw -82620.154388 + Penalty 2141.213007 = -80478.941382 nChanged 5 SP:Iteration 14Q (79.787199 sec): 3 clusters Score: Raw -82625.842230 + Penalty 2141.168468 = -80484.673762 nChanged 3 SP:Iteration 15Q (79.788918 sec): 3 clusters Score: Raw -82629.517340 + Penalty 2141.433955 = -80488.083384 nChanged 5 SP:Iteration 16Q (79.790618 sec): 3 clusters Score: Raw -82634.611274 + Penalty 2141.646068 = -80492.965206 nChanged 7 SP:Iteration 17Q (79.792322 sec): 3 clusters Score: Raw -82643.461986 + Penalty 2142.276087 = -80501.185899 nChanged 5 SP:Iteration 18Q (79.793991 sec): 3 clusters Score: Raw -82650.044194 + Penalty 2142.293241 = -80507.750953 nChanged 3 SP:Iteration 19Q (79.795653 sec): 3 clusters Score: Raw -82654.936112 + Penalty 2142.347534 = -80512.588578 nChanged 1 SP:Iteration 20F (79.797436 sec): 3 clusters Score: Raw -82656.236138 + Penalty 2142.347534 = -80513.888604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.797983 sec): 2 clusters Score: Raw -1301.443095 + Penalty 293.105160 = -1008.337935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.798218 sec): 3 clusters Score: Raw -1308.688429 + Penalty 597.073746 = -711.614683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.798701 sec): 2 clusters Score: Raw -609.405004 + Penalty 107.860731 = -501.544273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.798921 sec): 3 clusters Score: Raw -641.529810 + Penalty 244.813787 = -396.716022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 67 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.800593 sec): 2 clusters Score: Raw -38138.838872 + Penalty 774.043792 = -37364.795080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.801583 sec): 3 clusters Score: Raw -37986.636975 + Penalty 1546.775449 = -36439.861526 nChanged 110 SP:Iteration 1F (79.802554 sec): 3 clusters Score: Raw -38079.740321 + Penalty 1547.192699 = -36532.547622 nChanged 20 SP:Iteration 2Q (79.803505 sec): 3 clusters Score: Raw -38101.425412 + Penalty 1547.262055 = -36554.163357 nChanged 14 SP:Iteration 3Q (79.804427 sec): 3 clusters Score: Raw -38115.844831 + Penalty 1547.810883 = -36568.033948 nChanged 8 SP:Iteration 4Q (79.805346 sec): 3 clusters Score: Raw -38122.094128 + Penalty 1548.401663 = -36573.692465 nChanged 8 SP:Iteration 5Q (79.806264 sec): 3 clusters Score: Raw -38126.230440 + Penalty 1548.418329 = -36577.812111 nChanged 4 SP:Iteration 6Q (79.807180 sec): 3 clusters Score: Raw -38133.724518 + Penalty 1549.193275 = -36584.531243 nChanged 5 SP:Iteration 7Q (79.808096 sec): 3 clusters Score: Raw -38136.835234 + Penalty 1549.857655 = -36586.977579 nChanged 4 SP:Iteration 8Q (79.809010 sec): 3 clusters Score: Raw -38140.752624 + Penalty 1550.211464 = -36590.541160 nChanged 3 SP:Iteration 9Q (79.809924 sec): 3 clusters Score: Raw -38143.369255 + Penalty 1550.882649 = -36592.486606 nChanged 4 SP:Iteration 10F (79.810849 sec): 3 clusters Score: Raw -38146.377984 + Penalty 1551.203158 = -36595.174826 nChanged 3 SP:Iteration 11Q (79.811768 sec): 3 clusters Score: Raw -38148.330944 + Penalty 1551.914787 = -36596.416156 nChanged 4 SP:Iteration 12Q (79.812763 sec): 3 clusters Score: Raw -38151.306945 + Penalty 1552.074976 = -36599.231970 nChanged 1 SP:Iteration 13Q (79.813723 sec): 3 clusters Score: Raw -38152.435270 + Penalty 1552.596136 = -36599.839133 nChanged 3 SP:Iteration 14Q (79.814675 sec): 3 clusters Score: Raw -38158.733713 + Penalty 1554.486290 = -36604.247423 nChanged 9 SP:Iteration 15Q (79.815627 sec): 3 clusters Score: Raw -38165.860952 + Penalty 1555.466738 = -36610.394215 nChanged 9 SP:Iteration 16Q (79.816573 sec): 3 clusters Score: Raw -38174.753313 + Penalty 1558.379263 = -36616.374049 nChanged 11 SP:Iteration 17Q (79.817495 sec): 3 clusters Score: Raw -38188.927914 + Penalty 1559.928284 = -36628.999630 nChanged 6 SP:Iteration 18Q (79.818397 sec): 3 clusters Score: Raw -38195.901002 + Penalty 1561.540681 = -36634.360321 nChanged 7 SP:Iteration 19Q (79.819296 sec): 3 clusters Score: Raw -38208.355894 + Penalty 1562.478105 = -36645.877789 nChanged 4 SP:Iteration 20F (79.820246 sec): 3 clusters Score: Raw -38214.900782 + Penalty 1562.847404 = -36652.053377 nChanged 3 SP:Iteration 21Q (79.821134 sec): 3 clusters Score: Raw -38218.912031 + Penalty 1562.982306 = -36655.929725 nChanged 1 SP:Iteration 22Q (79.822022 sec): 3 clusters Score: Raw -38220.569386 + Penalty 1562.982306 = -36657.587079 nChanged 0 SP:Iteration 23F (79.822943 sec): 3 clusters Score: Raw -38220.569386 + Penalty 1562.982306 = -36657.587079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 70 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.823608 sec): 2 clusters Score: Raw -6642.919707 + Penalty 498.818730 = -6144.100978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.823945 sec): 3 clusters Score: Raw -6636.122867 + Penalty 996.338971 = -5639.783897 nChanged 6 SP:Iteration 1F (79.824276 sec): 3 clusters Score: Raw -6647.106350 + Penalty 998.510305 = -5648.596045 nChanged 2 SP:Iteration 2Q (79.824604 sec): 3 clusters Score: Raw -6648.369025 + Penalty 997.699077 = -5650.669948 nChanged 1 SP:Iteration 3Q (79.824932 sec): 3 clusters Score: Raw -6650.733858 + Penalty 997.699077 = -5653.034781 nChanged 0 SP:Iteration 4F (79.825261 sec): 3 clusters Score: Raw -6650.733858 + Penalty 997.699077 = -5653.034781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.826034 sec): 2 clusters Score: Raw -10335.286353 + Penalty 606.518530 = -9728.767823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.826442 sec): 3 clusters Score: Raw -10363.315305 + Penalty 1211.260665 = -9152.054640 nChanged 10 SP:Iteration 1F (79.826843 sec): 3 clusters Score: Raw -10390.732603 + Penalty 1211.480647 = -9179.251956 nChanged 3 SP:Iteration 2Q (79.827231 sec): 3 clusters Score: Raw -10403.249042 + Penalty 1211.761223 = -9191.487820 nChanged 1 SP:Iteration 3Q (79.827615 sec): 3 clusters Score: Raw -10404.593261 + Penalty 1211.761223 = -9192.832038 nChanged 0 SP:Iteration 4F (79.828015 sec): 3 clusters Score: Raw -10404.593261 + Penalty 1211.761223 = -9192.832038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 72 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.828519 sec): 2 clusters Score: Raw -1118.233954 + Penalty 278.039133 = -840.194821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.828756 sec): 3 clusters Score: Raw -1176.885190 + Penalty 568.659565 = -608.225625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.829266 sec): 2 clusters Score: Raw -1513.897962 + Penalty 324.501271 = -1189.396690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.829504 sec): 3 clusters Score: Raw -1529.748107 + Penalty 648.982929 = -880.765178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.829975 sec): 2 clusters Score: Raw -368.751746 + Penalty 150.122206 = -218.629539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.830187 sec): 3 clusters Score: Raw -361.403907 + Penalty 322.048826 = -39.355081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.831366 sec): 2 clusters Score: Raw -24733.321175 + Penalty 617.575711 = -24115.745463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.832079 sec): 3 clusters Score: Raw -24636.155366 + Penalty 1234.709636 = -23401.445730 nChanged 54 SP:Iteration 1F (79.832779 sec): 3 clusters Score: Raw -24688.548923 + Penalty 1240.840035 = -23447.708888 nChanged 11 SP:Iteration 2Q (79.833475 sec): 3 clusters Score: Raw -24702.175692 + Penalty 1246.253486 = -23455.922205 nChanged 10 SP:Iteration 3Q (79.834155 sec): 3 clusters Score: Raw -24711.569434 + Penalty 1250.466232 = -23461.103202 nChanged 8 SP:Iteration 4Q (79.834827 sec): 3 clusters Score: Raw -24722.409765 + Penalty 1252.258156 = -23470.151610 nChanged 6 SP:Iteration 5Q (79.835498 sec): 3 clusters Score: Raw -24728.008726 + Penalty 1253.352010 = -23474.656716 nChanged 3 SP:Iteration 6Q (79.836170 sec): 3 clusters Score: Raw -24732.996055 + Penalty 1254.191007 = -23478.805048 nChanged 1 SP:Iteration 7Q (79.836840 sec): 3 clusters Score: Raw -24735.160584 + Penalty 1255.127567 = -23480.033018 nChanged 1 SP:Iteration 8Q (79.837511 sec): 3 clusters Score: Raw -24735.465867 + Penalty 1255.329980 = -23480.135886 nChanged 1 SP:Iteration 9Q (79.838180 sec): 3 clusters Score: Raw -24736.360906 + Penalty 1255.694200 = -23480.666706 nChanged 1 SP:Iteration 10F (79.838858 sec): 3 clusters Score: Raw -24737.110468 + Penalty 1256.009057 = -23481.101411 nChanged 1 SP:Iteration 11Q (79.839526 sec): 3 clusters Score: Raw -24739.019356 + Penalty 1256.572529 = -23482.446827 nChanged 1 SP:Iteration 12Q (79.840194 sec): 3 clusters Score: Raw -24739.903219 + Penalty 1256.572529 = -23483.330690 nChanged 0 SP:Iteration 13F (79.840870 sec): 3 clusters Score: Raw -24739.903219 + Penalty 1256.572529 = -23483.330690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.841718 sec): 2 clusters Score: Raw -13603.514643 + Penalty 635.451238 = -12968.063405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.842199 sec): 3 clusters Score: Raw -13610.807602 + Penalty 1270.743437 = -12340.064165 nChanged 7 SP:Iteration 1Q (79.842667 sec): 3 clusters Score: Raw -13627.913015 + Penalty 1270.538756 = -12357.374259 nChanged 1 SP:Iteration 2Q (79.843131 sec): 3 clusters Score: Raw -13631.544453 + Penalty 1270.538756 = -12361.005697 nChanged 0 SP:Iteration 3F (79.843603 sec): 3 clusters Score: Raw -13631.544453 + Penalty 1270.538756 = -12361.005697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.844153 sec): 2 clusters Score: Raw -2773.375591 + Penalty 286.817534 = -2486.558057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.844422 sec): 3 clusters Score: Raw -2800.619402 + Penalty 569.432670 = -2231.186731 nChanged 1 SP:Iteration 1Q (79.844686 sec): 3 clusters Score: Raw -2801.917935 + Penalty 569.432670 = -2232.485265 nChanged 0 SP:Iteration 2F (79.844949 sec): 3 clusters Score: Raw -2801.917935 + Penalty 569.432670 = -2232.485265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.845429 sec): 2 clusters Score: Raw -757.867676 + Penalty 221.168635 = -536.699042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.845653 sec): 3 clusters Score: Raw -754.695071 + Penalty 440.889851 = -313.805220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.846127 sec): 2 clusters Score: Raw -558.648463 + Penalty 164.981553 = -393.666911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.846344 sec): 3 clusters Score: Raw -551.646563 + Penalty 320.312923 = -231.333640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 87 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.846841 sec): 2 clusters Score: Raw -1386.883549 + Penalty 299.820242 = -1087.063307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.847078 sec): 3 clusters Score: Raw -1395.756534 + Penalty 598.485130 = -797.271404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.848057 sec): 2 clusters Score: Raw -16119.526630 + Penalty 814.709423 = -15304.817206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.848712 sec): 3 clusters Score: Raw -16184.434973 + Penalty 1629.686509 = -14554.748464 nChanged 14 SP:Iteration 1F (79.849327 sec): 3 clusters Score: Raw -16230.528303 + Penalty 1630.191180 = -14600.337123 nChanged 2 SP:Iteration 2Q (79.849891 sec): 3 clusters Score: Raw -16239.251668 + Penalty 1630.191180 = -14609.060488 nChanged 0 SP:Iteration 3F (79.850487 sec): 3 clusters Score: Raw -16239.251668 + Penalty 1630.191180 = -14609.060488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 90 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.850993 sec): 2 clusters Score: Raw -655.134487 + Penalty 252.821484 = -402.313004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.851209 sec): 3 clusters Score: Raw -672.880420 + Penalty 471.963915 = -200.916505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.851687 sec): 2 clusters Score: Raw -641.509027 + Penalty 186.635982 = -454.873045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.851906 sec): 3 clusters Score: Raw -639.531394 + Penalty 385.625363 = -253.906031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 92 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.852434 sec): 2 clusters Score: Raw -2339.835883 + Penalty 367.145116 = -1972.690767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.852690 sec): 3 clusters Score: Raw -2373.016062 + Penalty 735.974225 = -1637.041836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 93 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.853720 sec): 2 clusters Score: Raw -9589.041257 + Penalty 266.655768 = -9322.385489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.854146 sec): 3 clusters Score: Raw -9565.777564 + Penalty 560.015129 = -9005.762436 nChanged 25 SP:Iteration 1F (79.854560 sec): 3 clusters Score: Raw -9603.781495 + Penalty 611.274096 = -8992.507399 nChanged 9 SP:Iteration 2F (79.854978 sec): 3 clusters Score: Raw -9619.890031 + Penalty 648.199718 = -8971.690313 nChanged 5 SP:Iteration 3F (79.855389 sec): 3 clusters Score: Raw -9632.834441 + Penalty 673.252752 = -8959.581689 nChanged 2 SP:Iteration 4F (79.855799 sec): 3 clusters Score: Raw -9642.614043 + Penalty 690.369604 = -8952.244439 nChanged 1 SP:Iteration 5F (79.856211 sec): 3 clusters Score: Raw -9645.488467 + Penalty 713.071013 = -8932.417454 nChanged 1 SP:Iteration 6F (79.856625 sec): 3 clusters Score: Raw -9651.569349 + Penalty 713.071013 = -8938.498337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.857577 sec): 2 clusters Score: Raw -1697.141926 + Penalty 319.979566 = -1377.162361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.857819 sec): 3 clusters Score: Raw -1712.628871 + Penalty 642.922973 = -1069.705898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.858311 sec): 2 clusters Score: Raw -890.465748 + Penalty 63.774237 = -826.691512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.858534 sec): 3 clusters Score: Raw -926.164498 + Penalty 124.877752 = -801.286746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.859030 sec): 2 clusters Score: Raw -169.308617 + Penalty 38.174893 = -131.133724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.859224 sec): 2 clusters Score: Raw -169.308617 + Penalty 38.174893 = -131.133724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 101 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.860351 sec): 2 clusters Score: Raw -11636.448410 + Penalty 625.572532 = -11010.875878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.860792 sec): 3 clusters Score: Raw -11622.191606 + Penalty 1251.114743 = -10371.076863 nChanged 10 SP:Iteration 1F (79.861227 sec): 3 clusters Score: Raw -11639.616683 + Penalty 1250.808568 = -10388.808115 nChanged 4 SP:Iteration 2Q (79.861671 sec): 3 clusters Score: Raw -11648.509795 + Penalty 1251.028833 = -10397.480962 nChanged 2 SP:Iteration 3Q (79.862108 sec): 3 clusters Score: Raw -11653.412831 + Penalty 1251.145065 = -10402.267766 nChanged 1 SP:Iteration 4Q (79.862543 sec): 3 clusters Score: Raw -11656.385024 + Penalty 1251.145065 = -10405.239959 nChanged 0 SP:Iteration 5F (79.862976 sec): 3 clusters Score: Raw -11656.385024 + Penalty 1251.145065 = -10405.239959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.864380 sec): 2 clusters Score: Raw -464.721390 + Penalty 141.128515 = -323.592876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.864585 sec): 2 clusters Score: Raw -464.721390 + Penalty 141.128515 = -323.592876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.865678 sec): 2 clusters Score: Raw -7655.575706 + Penalty 493.463832 = -7162.111874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.866049 sec): 3 clusters Score: Raw -7643.359903 + Penalty 989.030331 = -6654.329573 nChanged 6 SP:Iteration 1F (79.866414 sec): 3 clusters Score: Raw -7650.846935 + Penalty 989.956915 = -6660.890020 nChanged 1 SP:Iteration 2Q (79.866767 sec): 3 clusters Score: Raw -7652.332658 + Penalty 989.956915 = -6662.375743 nChanged 0 SP:Iteration 3F (79.867118 sec): 3 clusters Score: Raw -7652.332658 + Penalty 989.956915 = -6662.375743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.868045 sec): 2 clusters Score: Raw -650.519348 + Penalty 187.388995 = -463.130353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.868268 sec): 3 clusters Score: Raw -653.784240 + Penalty 377.281729 = -276.502511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.869103 sec): 2 clusters Score: Raw -692.190525 + Penalty 213.846567 = -478.343959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.869326 sec): 3 clusters Score: Raw -681.981341 + Penalty 427.355107 = -254.626234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.870174 sec): 2 clusters Score: Raw -734.357481 + Penalty 179.750431 = -554.607050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.870394 sec): 3 clusters Score: Raw -738.940794 + Penalty 359.500862 = -379.439932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.871343 sec): 2 clusters Score: Raw -4032.103991 + Penalty 435.895248 = -3596.208742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.871669 sec): 3 clusters Score: Raw -4059.653155 + Penalty 871.206695 = -3188.446461 nChanged 1 SP:Iteration 1Q (79.871952 sec): 3 clusters Score: Raw -4063.169680 + Penalty 871.206695 = -3191.962985 nChanged 0 SP:Iteration 2F (79.872244 sec): 3 clusters Score: Raw -4063.169680 + Penalty 871.206695 = -3191.962985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 111 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.873096 sec): 2 clusters Score: Raw -1605.356802 + Penalty 297.273174 = -1308.083628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.873335 sec): 3 clusters Score: Raw -1606.375315 + Penalty 559.725365 = -1046.649950 nChanged 1 SP:Iteration 1F (79.873569 sec): 3 clusters Score: Raw -1609.728850 + Penalty 559.725365 = -1050.003485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 112 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.874383 sec): 2 clusters Score: Raw -1407.576641 + Penalty 314.219988 = -1093.356653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.874621 sec): 3 clusters Score: Raw -1422.054756 + Penalty 628.163512 = -793.891244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.875597 sec): 2 clusters Score: Raw -6316.061101 + Penalty 527.970066 = -5788.091035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.875936 sec): 3 clusters Score: Raw -6352.236745 + Penalty 1055.027356 = -5297.209389 nChanged 5 SP:Iteration 1F (79.876266 sec): 3 clusters Score: Raw -6374.392833 + Penalty 1054.892360 = -5319.500474 nChanged 2 SP:Iteration 2Q (79.876586 sec): 3 clusters Score: Raw -6379.813185 + Penalty 1055.261120 = -5324.552065 nChanged 1 SP:Iteration 3Q (79.876909 sec): 3 clusters Score: Raw -6385.628639 + Penalty 1055.261120 = -5330.367519 nChanged 0 SP:Iteration 4F (79.877241 sec): 3 clusters Score: Raw -6385.628639 + Penalty 1055.261120 = -5330.367519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.878135 sec): 2 clusters Score: Raw -171.944596 + Penalty 52.571837 = -119.372759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.878326 sec): 2 clusters Score: Raw -171.944596 + Penalty 52.571837 = -119.372759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.879106 sec): 2 clusters Score: Raw -280.026640 + Penalty 107.553413 = -172.473227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.879317 sec): 3 clusters Score: Raw -272.598643 + Penalty 207.264703 = -65.333940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.880077 sec): 2 clusters Score: Raw -88.114407 + Penalty 0.000000 = -88.114407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.880268 sec): 2 clusters Score: Raw -88.114407 + Penalty 0.000000 = -88.114407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 124 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.881063 sec): 2 clusters Score: Raw -1008.037010 + Penalty 315.548581 = -692.488429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.881301 sec): 3 clusters Score: Raw -1238.243498 + Penalty 646.599203 = -591.644296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.882091 sec): 2 clusters Score: Raw -627.000536 + Penalty 145.203812 = -481.796725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.882340 sec): 3 clusters Score: Raw -624.341220 + Penalty 264.310791 = -360.030429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.883229 sec): 2 clusters Score: Raw -3837.290635 + Penalty 409.191062 = -3428.099573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.883513 sec): 3 clusters Score: Raw -3842.860463 + Penalty 817.264767 = -3025.595696 nChanged 2 SP:Iteration 1Q (79.883787 sec): 3 clusters Score: Raw -3845.388597 + Penalty 817.264767 = -3028.123831 nChanged 0 SP:Iteration 2F (79.884064 sec): 3 clusters Score: Raw -3845.388597 + Penalty 817.264767 = -3028.123831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 130 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.884982 sec): 2 clusters Score: Raw -4102.106734 + Penalty 352.908407 = -3749.198327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.885277 sec): 3 clusters Score: Raw -4106.618512 + Penalty 705.619830 = -3400.998681 nChanged 3 SP:Iteration 1F (79.885566 sec): 3 clusters Score: Raw -4115.039176 + Penalty 705.157586 = -3409.881591 nChanged 1 SP:Iteration 2Q (79.885851 sec): 3 clusters Score: Raw -4117.591562 + Penalty 706.162854 = -3411.428707 nChanged 1 SP:Iteration 3Q (79.886136 sec): 3 clusters Score: Raw -4120.719278 + Penalty 708.059747 = -3412.659530 nChanged 1 SP:Iteration 4Q (79.886419 sec): 3 clusters Score: Raw -4123.128006 + Penalty 708.059747 = -3415.068259 nChanged 0 SP:Iteration 5F (79.886709 sec): 3 clusters Score: Raw -4123.128006 + Penalty 708.059747 = -3415.068259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.887467 sec): 2 clusters Score: Raw -255.815019 + Penalty 73.031670 = -182.783349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.887666 sec): 3 clusters Score: Raw -260.786654 + Penalty 112.294036 = -148.492618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.888417 sec): 2 clusters Score: Raw -449.106057 + Penalty 148.726795 = -300.379262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.888634 sec): 3 clusters Score: Raw -450.369196 + Penalty 289.031108 = -161.338087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 135 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.889447 sec): 2 clusters Score: Raw -2686.022983 + Penalty 386.976920 = -2299.046063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.889709 sec): 3 clusters Score: Raw -2709.418578 + Penalty 775.970503 = -1933.448075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.890461 sec): 2 clusters Score: Raw -265.891368 + Penalty 82.888300 = -183.003068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.890667 sec): 3 clusters Score: Raw -263.919175 + Penalty 153.681957 = -110.237218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.891418 sec): 2 clusters Score: Raw -637.714684 + Penalty 257.874404 = -379.840281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.891639 sec): 3 clusters Score: Raw -657.331668 + Penalty 507.731920 = -149.599748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.892481 sec): 2 clusters Score: Raw -3429.984804 + Penalty 404.663481 = -3025.321323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.892783 sec): 3 clusters Score: Raw -3468.802906 + Penalty 808.278466 = -2660.524439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.893550 sec): 2 clusters Score: Raw -737.696998 + Penalty 250.235060 = -487.461938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.893773 sec): 3 clusters Score: Raw -757.208319 + Penalty 500.470120 = -256.738199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 143 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.894538 sec): 2 clusters Score: Raw -1002.202454 + Penalty 233.225963 = -768.976490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.894766 sec): 3 clusters Score: Raw -1018.868890 + Penalty 465.268723 = -553.600167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.895532 sec): 2 clusters Score: Raw -1142.176999 + Penalty 253.763875 = -888.413124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.895763 sec): 3 clusters Score: Raw -1163.396053 + Penalty 510.633312 = -652.762741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.896503 sec): 2 clusters Score: Raw -283.149221 + Penalty 119.788041 = -163.361180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.896713 sec): 3 clusters Score: Raw -274.339176 + Penalty 243.865212 = -30.473965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.897447 sec): 2 clusters Score: Raw -185.348526 + Penalty 65.560000 = -119.788526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.897639 sec): 2 clusters Score: Raw -185.348526 + Penalty 65.560000 = -119.788526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 152 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.898413 sec): 2 clusters Score: Raw -748.131377 + Penalty 204.304356 = -543.827022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.898636 sec): 3 clusters Score: Raw -746.328404 + Penalty 401.331996 = -344.996408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 154 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.899396 sec): 2 clusters Score: Raw -857.999612 + Penalty 230.146188 = -627.853424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.899622 sec): 3 clusters Score: Raw -854.841404 + Penalty 443.432734 = -411.408670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.900397 sec): 2 clusters Score: Raw -1620.372939 + Penalty 321.840863 = -1298.532076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.900635 sec): 3 clusters Score: Raw -1628.024975 + Penalty 644.169590 = -983.855386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.901395 sec): 2 clusters Score: Raw -751.979828 + Penalty 221.476504 = -530.503323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.901616 sec): 3 clusters Score: Raw -749.974756 + Penalty 442.953009 = -307.021748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.902377 sec): 2 clusters Score: Raw -272.701727 + Penalty 87.095662 = -185.606065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.902572 sec): 2 clusters Score: Raw -272.701727 + Penalty 87.095662 = -185.606065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 165 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.903358 sec): 2 clusters Score: Raw -1593.713804 + Penalty 312.934349 = -1280.779454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.903596 sec): 3 clusters Score: Raw -1618.271127 + Penalty 624.316576 = -993.954551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 167 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.904357 sec): 2 clusters Score: Raw -555.359870 + Penalty 181.062009 = -374.297861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.904578 sec): 3 clusters Score: Raw -552.418555 + Penalty 362.124017 = -190.294538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.905321 sec): 2 clusters Score: Raw -374.305396 + Penalty 142.101952 = -232.203445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.905534 sec): 3 clusters Score: Raw -368.609271 + Penalty 284.203904 = -84.405367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 175 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.906302 sec): 2 clusters Score: Raw -1198.468698 + Penalty 263.303281 = -935.165417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.906532 sec): 3 clusters Score: Raw -1204.733394 + Penalty 530.852220 = -673.881174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.907276 sec): 2 clusters Score: Raw -366.769857 + Penalty 138.521084 = -228.248773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.907489 sec): 3 clusters Score: Raw -360.816358 + Penalty 277.042169 = -83.774189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 181 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.908246 sec): 2 clusters Score: Raw -771.166642 + Penalty 229.121947 = -542.044695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.908469 sec): 3 clusters Score: Raw -762.137554 + Penalty 459.125837 = -303.011717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.909211 sec): 2 clusters Score: Raw -284.532376 + Penalty 109.546715 = -174.985660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.909420 sec): 3 clusters Score: Raw -273.729066 + Penalty 223.129300 = -50.599766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 186 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.910194 sec): 2 clusters Score: Raw -1059.383087 + Penalty 136.416934 = -922.966153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.910426 sec): 3 clusters Score: Raw -1071.271348 + Penalty 276.603505 = -794.667843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 193 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.911184 sec): 2 clusters Score: Raw -551.286931 + Penalty 210.189531 = -341.097400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.911401 sec): 3 clusters Score: Raw -551.364460 + Penalty 423.484169 = -127.880291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.912167 sec): 2 clusters Score: Raw -568.189291 + Penalty 170.867962 = -397.321329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.912386 sec): 3 clusters Score: Raw -560.504119 + Penalty 341.030569 = -219.473550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 214 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.913139 sec): 2 clusters Score: Raw -470.063719 + Penalty 169.419775 = -300.643944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.913353 sec): 3 clusters Score: Raw -463.402773 + Penalty 345.314094 = -118.088679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 221 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.914101 sec): 2 clusters Score: Raw -450.660149 + Penalty 147.233817 = -303.426332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.914317 sec): 3 clusters Score: Raw -454.191292 + Penalty 320.030332 = -134.160960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 228 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.915059 sec): 2 clusters Score: Raw -273.281581 + Penalty 112.384307 = -160.897273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.915266 sec): 3 clusters Score: Raw -269.018694 + Penalty 237.481303 = -31.537392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 232 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.915997 sec): 2 clusters Score: Raw -243.583078 + Penalty 16.231269 = -227.351809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.916188 sec): 3 clusters Score: Raw -244.174243 + Penalty 39.547800 = -204.626443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 236 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.916912 sec): 2 clusters Score: Raw -81.013905 + Penalty 0.000000 = -81.013905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.917094 sec): 2 clusters Score: Raw -81.013905 + Penalty 0.000000 = -81.013905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 241 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.917825 sec): 2 clusters Score: Raw -88.522339 + Penalty 0.000000 = -88.522339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.918016 sec): 2 clusters Score: Raw -88.522339 + Penalty 0.000000 = -88.522339 nChanged 0 Deleting Class 13 (18 points): Lose 307.588133 but Gain 1444.581306 Iteration 119Q (80.106412 sec): 115 clusters Score: Raw -2768515.499628 + Penalty 115790.227774 = -2652725.271853 nChanged 35 Deleting Class 54 (110 points): Lose 353.821830 but Gain 1493.522926 Iteration 120F (81.856049 sec): 114 clusters Score: Raw -2768250.945345 + Penalty 114482.825628 = -2653768.119717 nChanged 124 Deleting Class 73 (16 points): Lose 79.960626 but Gain 1217.375191 Iteration 121Q (82.025547 sec): 113 clusters Score: Raw -2768402.717029 + Penalty 113290.992610 = -2655111.724419 nChanged 55 Deleting Class 112 (15 points): Lose 69.943931 but Gain 1206.898070 Iteration 122Q (82.188071 sec): 112 clusters Score: Raw -2768398.735201 + Penalty 112097.516153 = -2656301.219048 nChanged 50 Deleting Class 52 (26 points): Lose 80.924813 but Gain 1212.695881 Iteration 123Q (82.349836 sec): 111 clusters Score: Raw -2768381.101948 + Penalty 110923.483760 = -2657457.618188 nChanged 58 Deleting Class 148 (3 points): Lose 4.799307 but Gain 1134.129128 Iteration 124Q (82.510326 sec): 110 clusters Score: Raw -2768436.605168 + Penalty 109796.743940 = -2658639.861228 nChanged 27 Deleting Class 157 (17 points): Lose 51.918347 but Gain 1181.558970 Iteration 125Q (82.675532 sec): 109 clusters Score: Raw -2768399.892760 + Penalty 108634.369998 = -2659765.522761 nChanged 30 Deleting Class 181 (8 points): Lose 22.837392 but Gain 1146.076143 Iteration 126Q (82.833613 sec): 108 clusters Score: Raw -2768406.863545 + Penalty 107489.187081 = -2660917.676463 nChanged 17 Deleting Class 114 (68 points): Lose 177.423953 but Gain 1300.569391 Iteration 127Q (82.991021 sec): 107 clusters Score: Raw -2768249.996030 + Penalty 106260.783092 = -2661989.212938 nChanged 71 Deleting Class 83 (7 points): Lose 25.097458 but Gain 1143.815076 Iteration 128Q (83.149660 sec): 106 clusters Score: Raw -2768343.764878 + Penalty 105131.632266 = -2663212.132613 nChanged 37 Deleting Class 108 (7 points): Lose 27.964660 but Gain 1143.070444 Iteration 129Q (83.306482 sec): 105 clusters Score: Raw -2768359.426344 + Penalty 103995.578962 = -2664363.847382 nChanged 23 Deleting Class 193 (7 points): Lose 134.210701 but Gain 1249.416958 Iteration 130F (84.913058 sec): 104 clusters Score: Raw -2768246.791691 + Penalty 102760.340235 = -2665486.451456 nChanged 22 Deleting Class 65 (14 points): Lose 50.306957 but Gain 1155.229142 Iteration 131Q (85.073510 sec): 103 clusters Score: Raw -2768220.752374 + Penalty 101648.268463 = -2666572.483911 nChanged 26 Deleting Class 24 (18 points): Lose 84.322064 but Gain 1179.774952 Iteration 132Q (85.229843 sec): 102 clusters Score: Raw -2768169.877485 + Penalty 100507.310218 = -2667662.567267 nChanged 29 Deleting Class 94 (18 points): Lose 55.878636 but Gain 1151.494947 Iteration 133Q (85.384219 sec): 101 clusters Score: Raw -2768147.859867 + Penalty 99364.885659 = -2668782.974209 nChanged 27 Deleting Class 36 (20 points): Lose 100.929496 but Gain 1184.449362 Iteration 134Q (85.538197 sec): 100 clusters Score: Raw -2768075.500704 + Penalty 98230.588901 = -2669844.911803 nChanged 34 Deleting Class 57 (61 points): Lose 230.076275 but Gain 1306.231125 Iteration 135Q (85.690969 sec): 99 clusters Score: Raw -2767902.702924 + Penalty 97105.880848 = -2670796.822076 nChanged 74 Deleting Class 158 (8 points): Lose 32.014844 but Gain 1107.833366 Iteration 136Q (85.847401 sec): 98 clusters Score: Raw -2768015.356887 + Penalty 96045.810810 = -2671969.546077 nChanged 35 Deleting Class 77 (4 points): Lose 50.278198 but Gain 1126.374938 Iteration 137Q (85.998704 sec): 97 clusters Score: Raw -2767995.408235 + Penalty 94904.782854 = -2673090.625381 nChanged 18 Deleting Class 110 (45 points): Lose 135.601803 but Gain 1211.413149 Iteration 138Q (86.148196 sec): 96 clusters Score: Raw -2767896.742342 + Penalty 93754.833040 = -2674141.909302 nChanged 54 Deleting Class 87 (15 points): Lose 77.683873 but Gain 1151.589605 Iteration 139Q (86.304029 sec): 95 clusters Score: Raw -2767902.298744 + Penalty 92656.173170 = -2675246.125574 nChanged 29 Deleting Class 165 (16 points): Lose 94.177194 but Gain 1163.393037 Iteration 140F (87.786480 sec): 94 clusters Score: Raw -2767866.120336 + Penalty 91561.771989 = -2676304.348347 nChanged 33 Deleting Class 70 (71 points): Lose 159.804176 but Gain 1225.818353 Iteration 141Q (87.936260 sec): 93 clusters Score: Raw -2767797.587605 + Penalty 90399.913790 = -2677397.673815 nChanged 89 Deleting Class 63 (12 points): Lose 76.583730 but Gain 1139.588669 Iteration 142Q (88.086854 sec): 92 clusters Score: Raw -2767834.379959 + Penalty 89338.236598 = -2678496.143361 nChanged 41 Deleting Class 175 (13 points): Lose 66.596321 but Gain 1128.956129 Iteration 143Q (88.234968 sec): 91 clusters Score: Raw -2767816.043866 + Penalty 88430.252956 = -2679385.790909 nChanged 35 Deleting Class 128 (40 points): Lose 115.167111 but Gain 1176.689035 Iteration 144Q (88.380727 sec): 90 clusters Score: Raw -2767755.018287 + Penalty 87335.694399 = -2680419.323889 nChanged 58 Deleting Class 154 (9 points): Lose 28.146880 but Gain 1089.488962 Iteration 145Q (88.527810 sec): 89 clusters Score: Raw -2767801.333208 + Penalty 86264.786504 = -2681536.546705 nChanged 35 Deleting Class 214 (5 points): Lose 33.667918 but Gain 1094.922474 Iteration 146Q (88.672672 sec): 88 clusters Score: Raw -2767808.817993 + Penalty 85179.476212 = -2682629.341781 nChanged 19 Deleting Class 90 (7 points): Lose 296.380584 but Gain 1351.402410 Iteration 147Q (88.815778 sec): 87 clusters Score: Raw -2767531.739700 + Penalty 83874.498182 = -2683657.241519 nChanged 16 Deleting Class 167 (6 points): Lose 12.516208 but Gain 1051.092947 Iteration 148Q (88.958285 sec): 86 clusters Score: Raw -2767542.779749 + Penalty 82857.637322 = -2684685.142428 nChanged 11 Deleting Class 12 (57 points): Lose 126.692053 but Gain 1164.481880 Iteration 149Q (89.100022 sec): 85 clusters Score: Raw -2767429.682545 + Penalty 81707.101280 = -2685722.581265 nChanged 62 Deleting Class 89 (188 points): Lose 606.363521 but Gain 1646.739853 Iteration 150F (90.389212 sec): 84 clusters Score: Raw -2766902.251342 + Penalty 80157.830384 = -2686744.420958 nChanged 193 Deleting Class 135 (33 points): Lose 156.411880 but Gain 1195.914710 Iteration 151Q (90.537100 sec): 83 clusters Score: Raw -2767099.530016 + Penalty 78955.913681 = -2688143.616335 nChanged 62 Deleting Class 50 (13 points): Lose 44.321886 but Gain 1080.267071 Iteration 152Q (90.684446 sec): 82 clusters Score: Raw -2767125.930066 + Penalty 77876.107166 = -2689249.822900 nChanged 47 Deleting Class 137 (7 points): Lose 343.910218 but Gain 1378.411697 Iteration 153Q (90.824031 sec): 81 clusters Score: Raw -2766817.023795 + Penalty 76608.233244 = -2690208.790551 nChanged 39 Deleting Class 182 (3 points): Lose 3.191734 but Gain 1037.166318 Iteration 154Q (90.962742 sec): 80 clusters Score: Raw -2766876.886529 + Penalty 75583.412032 = -2691293.474497 nChanged 24 Deleting Class 130 (36 points): Lose 124.815040 but Gain 1154.079187 Iteration 155Q (91.100850 sec): 79 clusters Score: Raw -2766769.304501 + Penalty 74442.640604 = -2692326.663897 nChanged 48 Deleting Class 152 (9 points): Lose 37.551089 but Gain 1065.729195 Iteration 156Q (91.238254 sec): 78 clusters Score: Raw -2766788.008531 + Penalty 73379.739936 = -2693408.268595 nChanged 18 Deleting Class 111 (18 points): Lose 71.972325 but Gain 1087.129539 Iteration 157Q (91.373116 sec): 77 clusters Score: Raw -2766737.951153 + Penalty 72201.115465 = -2694536.835687 nChanged 28 Deleting Class 177 (4 points): Lose 24.619433 but Gain 1039.331099 Iteration 158Q (91.507756 sec): 76 clusters Score: Raw -2766752.567721 + Penalty 71119.564198 = -2695633.003523 nChanged 19 Deleting Class 117 (3 points): Lose 6.843228 but Gain 1018.294129 Iteration 159Q (91.642816 sec): 75 clusters Score: Raw -2766766.146180 + Penalty 70100.000643 = -2696666.145537 nChanged 14 Deleting Class 71 (110 points): Lose 347.090471 but Gain 1349.836031 Iteration 160F (92.802302 sec): 74 clusters Score: Raw -2766429.039536 + Penalty 68914.248670 = -2697514.790866 nChanged 120 Deleting Class 92 (34 points): Lose 204.652381 but Gain 1199.921462 Iteration 161Q (92.940325 sec): 73 clusters Score: Raw -2766420.602607 + Penalty 67821.857783 = -2698598.744824 nChanged 59 Deleting Class 142 (8 points): Lose 248.008989 but Gain 1240.724325 Iteration 162Q (93.074473 sec): 72 clusters Score: Raw -2766259.472079 + Penalty 66817.995995 = -2699441.476085 nChanged 35 Deleting Class 147 (14 points): Lose 79.953411 but Gain 1072.385947 Iteration 163Q (93.208899 sec): 71 clusters Score: Raw -2766274.583179 + Penalty 65573.791552 = -2700700.791627 nChanged 41 Deleting Class 91 (7 points): Lose 21.649685 but Gain 997.622167 Iteration 164Q (93.341648 sec): 70 clusters Score: Raw -2766314.045918 + Penalty 64390.227750 = -2701923.818168 nChanged 25 Deleting Class 48 (13 points): Lose 89.696865 but Gain 1065.422266 Iteration 165Q (93.471829 sec): 69 clusters Score: Raw -2766253.709505 + Penalty 63404.442612 = -2702849.266892 nChanged 34 Deleting Class 141 (43 points): Lose 231.679192 but Gain 1211.670904 Iteration 166Q (93.603848 sec): 68 clusters Score: Raw -2766074.357703 + Penalty 62285.814330 = -2703788.543373 nChanged 59 Deleting Class 213 (7 points): Lose 38.818890 but Gain 1016.578328 Iteration 167Q (93.735122 sec): 67 clusters Score: Raw -2766172.732029 + Penalty 61302.656418 = -2704870.075610 nChanged 33 Deleting Class 143 (11 points): Lose 42.006072 but Gain 1016.326481 Iteration 168Q (93.869750 sec): 66 clusters Score: Raw -2766172.532445 + Penalty 60303.478358 = -2705869.054087 nChanged 30 Deleting Class 173 (4 points): Lose 92.257050 but Gain 1066.198539 Iteration 169Q (93.998984 sec): 65 clusters Score: Raw -2766113.805744 + Penalty 59229.912551 = -2706883.893193 nChanged 19 Deleting Class 105 (7 points): Lose 29.639789 but Gain 1001.647232 Iteration 170F (94.990031 sec): 64 clusters Score: Raw -2766101.763959 + Penalty 58229.952553 = -2707871.811406 nChanged 18 Deleting Class 228 (3 points): Lose 96.385611 but Gain 1064.032069 Iteration 171Q (95.121702 sec): 63 clusters Score: Raw -2766019.959938 + Penalty 57216.202482 = -2708803.757456 nChanged 12 Deleting Class 86 (8 points): Lose 24.280193 but Gain 990.407353 Iteration 172Q (95.257148 sec): 62 clusters Score: Raw -2766068.305684 + Penalty 56247.170419 = -2709821.135264 nChanged 14 Deleting Class 120 (1 points): Lose 0.569468 but Gain 965.339094 Iteration 173Q (95.386065 sec): 61 clusters Score: Raw -2766080.847236 + Penalty 55281.180432 = -2710799.666805 nChanged 6 Deleting Class 47 (252 points): Lose 565.495315 but Gain 1522.170765 Iteration 174Q (95.518270 sec): 60 clusters Score: Raw -2765520.948751 + Penalty 53864.331375 = -2711656.617376 nChanged 254 Deleting Class 32 (43 points): Lose 166.513492 but Gain 1116.833437 Iteration 175Q (95.652369 sec): 59 clusters Score: Raw -2765730.166028 + Penalty 52806.000242 = -2712924.165787 nChanged 77 Deleting Class 104 (112 points): Lose 259.558020 but Gain 1204.394582 Iteration 176Q (95.776326 sec): 58 clusters Score: Raw -2765548.371331 + Penalty 51635.266888 = -2713913.104443 nChanged 138 Deleting Class 7 (73 points): Lose 149.602081 but Gain 1092.173125 Iteration 177Q (95.901718 sec): 57 clusters Score: Raw -2765562.211741 + Penalty 50500.879015 = -2715061.332726 nChanged 120 Deleting Class 151 (2 points): Lose 43.754177 but Gain 983.800371 Iteration 178Q (96.025323 sec): 56 clusters Score: Raw -2765633.038199 + Penalty 49572.450599 = -2716060.587600 nChanged 54 Deleting Class 19 (13 points): Lose 165.694150 but Gain 1098.124102 Iteration 179Q (96.145690 sec): 55 clusters Score: Raw -2765497.468917 + Penalty 48472.274882 = -2717025.194036 nChanged 52 Deleting Class 49 (8 points): Lose 571.204605 but Gain 1497.069752 Iteration 180F (96.977800 sec): 54 clusters Score: Raw -2765019.438535 + Penalty 47003.264509 = -2718016.174026 nChanged 39 Deleting Class 221 (6 points): Lose 51.085242 but Gain 973.908152 Iteration 181Q (97.103985 sec): 53 clusters Score: Raw -2764996.408078 + Penalty 46059.756165 = -2718936.651913 nChanged 27 Deleting Class 8 (167 points): Lose 422.864088 but Gain 1337.975094 Iteration 182Q (97.222503 sec): 52 clusters Score: Raw -2764599.054964 + Penalty 44755.353074 = -2719843.701890 nChanged 187 Deleting Class 133 (5 points): Lose 53.937699 but Gain 961.188328 Iteration 183Q (97.343420 sec): 51 clusters Score: Raw -2764817.751463 + Penalty 43866.302979 = -2720951.448484 nChanged 56 Deleting Class 102 (5 points): Lose 7.082879 but Gain 912.082326 Iteration 184Q (97.460061 sec): 50 clusters Score: Raw -2764863.313605 + Penalty 42960.494637 = -2721902.818968 nChanged 26 Deleting Class 109 (7 points): Lose 26.933757 but Gain 917.907383 Iteration 185Q (97.576000 sec): 49 clusters Score: Raw -2764851.917427 + Penalty 42034.388569 = -2722817.528858 nChanged 19 Deleting Class 72 (13 points): Lose 253.917592 but Gain 1129.530573 Iteration 186Q (97.690235 sec): 48 clusters Score: Raw -2764611.898888 + Penalty 40911.870044 = -2723700.028844 nChanged 24 Deleting Class 1 (44 points): Lose 74.915612 but Gain 947.817780 Iteration 187Q (97.804010 sec): 47 clusters Score: Raw -2764654.562189 + Penalty 39962.643044 = -2724691.919145 nChanged 55 Deleting Class 125 (11 points): Lose 65.502806 but Gain 917.382985 Iteration 188Q (97.924741 sec): 46 clusters Score: Raw -2764724.456155 + Penalty 39038.400846 = -2725686.055309 nChanged 33 Deleting Class 241 (1 points): Lose 7.606367 but Gain 852.870746 Iteration 189Q (98.037375 sec): 45 clusters Score: Raw -2764773.670698 + Penalty 38189.499825 = -2726584.170872 nChanged 23 Deleting Class 17 (135 points): Lose 302.478635 but Gain 1125.529512 Iteration 190F (98.720998 sec): 44 clusters Score: Raw -2764495.085799 + Penalty 37171.751367 = -2727323.334432 nChanged 148 Deleting Class 14 (99 points): Lose 251.947763 but Gain 1058.425862 Iteration 191Q (98.839379 sec): 43 clusters Score: Raw -2764497.969443 + Penalty 36147.731144 = -2728350.238299 nChanged 147 Deleting Class 162 (3 points): Lose 22.677671 but Gain 824.604251 Iteration 192Q (98.955131 sec): 42 clusters Score: Raw -2764650.029226 + Penalty 35331.588321 = -2729318.440905 nChanged 59 Deleting Class 132 (4 points): Lose 94.246596 but Gain 874.999018 Iteration 193Q (99.064083 sec): 41 clusters Score: Raw -2764581.193253 + Penalty 34435.106808 = -2730146.086445 nChanged 49 Deleting Class 55 (5 points): Lose 11.412279 but Gain 777.373000 Iteration 194Q (99.171722 sec): 40 clusters Score: Raw -2764644.228257 + Penalty 33653.079415 = -2730991.148842 nChanged 28 Deleting Class 81 (40 points): Lose 144.715658 but Gain 908.987226 Iteration 195Q (99.278378 sec): 39 clusters Score: Raw -2764520.162896 + Penalty 32736.687012 = -2731783.475884 nChanged 54 Deleting Class 136 (3 points): Lose 57.485502 but Gain 784.769794 Iteration 196Q (99.386345 sec): 38 clusters Score: Raw -2764534.689200 + Penalty 31979.509971 = -2732555.179229 nChanged 34 Deleting Class 115 (2 points): Lose 66.293216 but Gain 788.898611 Iteration 197Q (99.494383 sec): 37 clusters Score: Raw -2764502.456499 + Penalty 31190.041816 = -2733312.414684 nChanged 31 Deleting Class 28 (64 points): Lose 207.465528 but Gain 909.338742 Iteration 198Q (99.600694 sec): 36 clusters Score: Raw -2764339.182173 + Penalty 30336.951851 = -2734002.230322 nChanged 77 Deleting Class 60 (10 points): Lose 350.676555 but Gain 990.143954 Iteration 199Q (99.708243 sec): 35 clusters Score: Raw -2764103.594530 + Penalty 29286.152210 = -2734817.442319 nChanged 41 Deleting Class 101 (240 points): Lose 710.460747 but Gain 1345.369034 Iteration 200F (100.241346 sec): 34 clusters Score: Raw -2763428.636102 + Penalty 28008.833843 = -2735419.802259 nChanged 265 Deleting Class 39 (283 points): Lose 520.089108 but Gain 1158.781235 Iteration 201Q (100.350247 sec): 33 clusters Score: Raw -2763365.300083 + Penalty 26909.419279 = -2736455.880803 nChanged 357 Deleting Class 27 (314 points): Lose 655.662084 but Gain 1309.240554 Iteration 202Q (100.456585 sec): 32 clusters Score: Raw -2763160.620648 + Penalty 25634.993349 = -2737525.627299 nChanged 434 Deleting Class 2 (182 points): Lose 292.479876 but Gain 912.731042 Iteration 203Q (100.563151 sec): 31 clusters Score: Raw -2763446.098030 + Penalty 24726.214902 = -2738719.883129 nChanged 334 Deleting Class 21 (179 points): Lose 626.736852 but Gain 1177.812949 Iteration 204Q (100.666978 sec): 30 clusters Score: Raw -2763085.934633 + Penalty 23748.972214 = -2739336.962418 nChanged 302 Deleting Class 124 (14 points): Lose 753.732873 but Gain 1289.033755 Iteration 205Q (100.769037 sec): 29 clusters Score: Raw -2762753.109748 + Penalty 22602.615694 = -2740150.494055 nChanged 163 Deleting Class 11 (84 points): Lose 162.633035 but Gain 672.835885 Iteration 206Q (100.867672 sec): 28 clusters Score: Raw -2762747.561202 + Penalty 21941.187104 = -2740806.374098 nChanged 192 Deleting Class 99 (2 points): Lose 63.179692 but Gain 572.856526 Iteration 207Q (100.964379 sec): 27 clusters Score: Raw -2762827.342327 + Penalty 21384.300681 = -2741443.041646 nChanged 99 Deleting Class 186 (17 points): Lose 232.864525 but Gain 690.522788 Iteration 208Q (101.058758 sec): 26 clusters Score: Raw -2762687.118132 + Penalty 20689.286628 = -2741997.831504 nChanged 111 Deleting Class 80 (283 points): Lose 887.871620 but Gain 1340.354811 Iteration 209Q (101.153552 sec): 25 clusters Score: Raw -2761949.844751 + Penalty 19482.854839 = -2742466.989913 nChanged 360 Deleting Class 53 (5 points): Lose 42.264279 but Gain 402.260944 Iteration 210F (101.536025 sec): 24 clusters Score: Raw -2762437.056843 + Penalty 19162.626100 = -2743274.430743 nChanged 125 Deleting Class 66 (8 points): Lose 237.597867 but Gain 539.523218 Iteration 211Q (101.630447 sec): 23 clusters Score: Raw -2762508.176554 + Penalty 18675.277407 = -2743832.899147 nChanged 104 Deleting Class 232 (8 points): Lose 121.675602 but Gain 410.694475 Iteration 212Q (101.724733 sec): 22 clusters Score: Raw -2762657.048995 + Penalty 18285.558069 = -2744371.490925 nChanged 78 Deleting Class 37 (55 points): Lose 97.500224 but Gain 333.738612 Iteration 213Q (101.816467 sec): 21 clusters Score: Raw -2762659.288736 + Penalty 17972.726852 = -2744686.561884 nChanged 106 Deleting Class 23 (2 points): Lose 163.157294 but Gain 286.039619 Iteration 214Q (101.907581 sec): 20 clusters Score: Raw -2762600.780493 + Penalty 17655.719477 = -2744945.061016 nChanged 39 Deleting Class 236 (1 points): Lose 3.710030 but Gain 52.007203 Iteration 215Q (101.996004 sec): 19 clusters Score: Raw -2762615.420047 + Penalty 17623.232147 = -2744992.187901 nChanged 36 Deleting Class 61 (1 points): Lose 11.759037 but Gain 52.007203 Iteration 216Q (102.084627 sec): 18 clusters Score: Raw -2762650.853491 + Penalty 17582.110059 = -2745068.743432 nChanged 32 Iteration 217Q (102.171265 sec): 18 clusters Score: Raw -2762668.788518 + Penalty 17598.267095 = -2745070.521423 nChanged 24 Iteration 218Q (102.261324 sec): 18 clusters Score: Raw -2762685.404401 + Penalty 17602.695813 = -2745082.708588 nChanged 24 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2762685.404401 + Penalty 17602.695813 = -2745082.708588Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 3 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.324985 sec): 2 clusters Score: Raw -1878.661373 + Penalty 32.175518 = -1846.485855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.325238 sec): 3 clusters Score: Raw -1874.852386 + Penalty 75.743092 = -1799.109294 nChanged 10 SP:Iteration 1F (102.325476 sec): 3 clusters Score: Raw -1886.410273 + Penalty 80.923742 = -1805.486530 nChanged 3 SP:Iteration 2F (102.325700 sec): 3 clusters Score: Raw -1890.712102 + Penalty 75.743092 = -1814.969010 nChanged 1 SP:Iteration 3Q (102.325924 sec): 3 clusters Score: Raw -1892.343937 + Penalty 75.743092 = -1816.600845 nChanged 0 SP:Iteration 4F (102.326147 sec): 3 clusters Score: Raw -1892.343937 + Penalty 75.743092 = -1816.600845 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (1659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.334334 sec): 2 clusters Score: Raw -153975.782834 + Penalty 848.057197 = -153127.725637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.337661 sec): 3 clusters Score: Raw -153065.381776 + Penalty 1698.999855 = -151366.381921 nChanged 600 SP:Iteration 1F (102.340801 sec): 3 clusters Score: Raw -153355.782371 + Penalty 1704.604942 = -151651.177429 nChanged 187 SP:Iteration 2F (102.344006 sec): 3 clusters Score: Raw -153488.824329 + Penalty 1712.011062 = -151776.813267 nChanged 136 SP:Iteration 3F (102.347202 sec): 3 clusters Score: Raw -153600.705279 + Penalty 1718.486856 = -151882.218423 nChanged 112 SP:Iteration 4F (102.350329 sec): 3 clusters Score: Raw -153697.159472 + Penalty 1723.304313 = -151973.855159 nChanged 95 SP:Iteration 5F (102.353510 sec): 3 clusters Score: Raw -153779.209634 + Penalty 1728.559361 = -152050.650272 nChanged 65 SP:Iteration 6Q (102.356672 sec): 3 clusters Score: Raw -153846.786802 + Penalty 1730.332057 = -152116.454744 nChanged 48 SP:Iteration 7Q (102.359792 sec): 3 clusters Score: Raw -153888.758357 + Penalty 1732.664552 = -152156.093805 nChanged 40 SP:Iteration 8Q (102.362776 sec): 3 clusters Score: Raw -153924.485242 + Penalty 1739.001578 = -152185.483663 nChanged 31 SP:Iteration 9Q (102.365729 sec): 3 clusters Score: Raw -153947.837062 + Penalty 1742.134631 = -152205.702430 nChanged 18 SP:Iteration 10F (102.369043 sec): 3 clusters Score: Raw -153963.122770 + Penalty 1744.170084 = -152218.952685 nChanged 17 SP:Iteration 11Q (102.372221 sec): 3 clusters Score: Raw -153974.706811 + Penalty 1745.632354 = -152229.074457 nChanged 12 SP:Iteration 12Q (102.375163 sec): 3 clusters Score: Raw -153984.331277 + Penalty 1745.650041 = -152238.681237 nChanged 11 SP:Iteration 13Q (102.378156 sec): 3 clusters Score: Raw -153991.202626 + Penalty 1745.511275 = -152245.691351 nChanged 9 SP:Iteration 14Q (102.381201 sec): 3 clusters Score: Raw -153999.329951 + Penalty 1746.197646 = -152253.132305 nChanged 8 SP:Iteration 15Q (102.384293 sec): 3 clusters Score: Raw -154005.328117 + Penalty 1747.880850 = -152257.447267 nChanged 7 SP:Iteration 16Q (102.387317 sec): 3 clusters Score: Raw -154011.670137 + Penalty 1746.668589 = -152265.001547 nChanged 7 SP:Iteration 17Q (102.390215 sec): 3 clusters Score: Raw -154017.667395 + Penalty 1748.207752 = -152269.459643 nChanged 7 SP:Iteration 18Q (102.393079 sec): 3 clusters Score: Raw -154021.874422 + Penalty 1749.818796 = -152272.055627 nChanged 6 SP:Iteration 19Q (102.395895 sec): 3 clusters Score: Raw -154024.389134 + Penalty 1750.276132 = -152274.113002 nChanged 4 SP:Iteration 20F (102.399067 sec): 3 clusters Score: Raw -154025.490566 + Penalty 1750.706161 = -152274.784405 nChanged 4 SP:Iteration 21Q (102.402013 sec): 3 clusters Score: Raw -154026.792918 + Penalty 1751.424989 = -152275.367930 nChanged 4 SP:Iteration 22Q (102.405047 sec): 3 clusters Score: Raw -154028.473276 + Penalty 1752.799419 = -152275.673857 nChanged 2 SP:Iteration 23Q (102.407962 sec): 3 clusters Score: Raw -154029.371581 + Penalty 1752.625494 = -152276.746087 nChanged 1 SP:Iteration 24Q (102.410842 sec): 3 clusters Score: Raw -154029.995296 + Penalty 1752.359319 = -152277.635977 nChanged 2 SP:Iteration 25Q (102.413683 sec): 3 clusters Score: Raw -154030.461022 + Penalty 1752.279959 = -152278.181063 nChanged 1 SP:Iteration 26Q (102.416538 sec): 3 clusters Score: Raw -154030.561888 + Penalty 1752.738050 = -152277.823838 nChanged 1 SP:Iteration 27F (102.419695 sec): 3 clusters Score: Raw -154030.624518 + Penalty 1752.712502 = -152277.912016 nChanged 1 SP:Iteration 28Q (102.422527 sec): 3 clusters Score: Raw -154031.223855 + Penalty 1754.272940 = -152276.950915 nChanged 2 SP:Iteration 29F (102.425771 sec): 3 clusters Score: Raw -154031.985310 + Penalty 1754.272940 = -152277.712369 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 15 (23665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.532949 sec): 2 clusters Score: Raw -1987908.979706 + Penalty 266.034314 = -1987642.945393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.578922 sec): 3 clusters Score: Raw -1971740.081002 + Penalty 534.281435 = -1971205.799567 nChanged 11340 SP:Iteration 1F (102.624114 sec): 3 clusters Score: Raw -1978216.166055 + Penalty 610.884820 = -1977605.281236 nChanged 6188 SP:Iteration 2F (102.668007 sec): 3 clusters Score: Raw -1986012.898506 + Penalty 597.041441 = -1985415.857066 nChanged 1396 SP:Iteration 3F (102.713034 sec): 3 clusters Score: Raw -1987587.849706 + Penalty 670.019255 = -1986917.830452 nChanged 263 SP:Iteration 4Q (102.750581 sec): 3 clusters Score: Raw -1987873.764121 + Penalty 755.902492 = -1987117.861629 nChanged 50 SP:Iteration 5Q (102.785118 sec): 3 clusters Score: Raw -1987923.628202 + Penalty 887.618168 = -1987036.010034 nChanged 24 SP:Iteration 6F (102.829783 sec): 3 clusters Score: Raw -1987952.480938 + Penalty 983.949842 = -1986968.531096 nChanged 8 SP:Iteration 7F (102.874201 sec): 3 clusters Score: Raw -1987958.597855 + Penalty 983.949842 = -1986974.648014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.888475 sec): 2 clusters Score: Raw -37257.103435 + Penalty 615.306412 = -36641.797023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.889488 sec): 3 clusters Score: Raw -37082.428351 + Penalty 1258.635840 = -35823.792511 nChanged 122 SP:Iteration 1F (102.890513 sec): 3 clusters Score: Raw -37209.740339 + Penalty 1280.906228 = -35928.834111 nChanged 40 SP:Iteration 2F (102.891498 sec): 3 clusters Score: Raw -37264.967910 + Penalty 1291.053230 = -35973.914680 nChanged 17 SP:Iteration 3Q (102.892538 sec): 3 clusters Score: Raw -37294.500922 + Penalty 1300.266234 = -35994.234687 nChanged 13 SP:Iteration 4Q (102.893536 sec): 3 clusters Score: Raw -37313.578267 + Penalty 1307.261800 = -36006.316467 nChanged 6 SP:Iteration 5Q (102.894513 sec): 3 clusters Score: Raw -37321.104627 + Penalty 1310.317913 = -36010.786715 nChanged 4 SP:Iteration 6Q (102.895480 sec): 3 clusters Score: Raw -37329.112796 + Penalty 1311.262652 = -36017.850143 nChanged 3 SP:Iteration 7Q (102.896438 sec): 3 clusters Score: Raw -37333.697454 + Penalty 1312.148393 = -36021.549061 nChanged 2 SP:Iteration 8Q (102.897394 sec): 3 clusters Score: Raw -37336.041411 + Penalty 1313.009874 = -36023.031537 nChanged 1 SP:Iteration 9Q (102.898323 sec): 3 clusters Score: Raw -37337.862836 + Penalty 1313.142394 = -36024.720443 nChanged 3 SP:Iteration 10F (102.899308 sec): 3 clusters Score: Raw -37341.491894 + Penalty 1312.608929 = -36028.882965 nChanged 3 SP:Iteration 11Q (102.900221 sec): 3 clusters Score: Raw -37347.164924 + Penalty 1313.858831 = -36033.306093 nChanged 2 SP:Iteration 12Q (102.901213 sec): 3 clusters Score: Raw -37350.674818 + Penalty 1319.313599 = -36031.361219 nChanged 4 SP:Iteration 13F (102.902225 sec): 3 clusters Score: Raw -37355.461520 + Penalty 1319.313599 = -36036.147921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.903276 sec): 2 clusters Score: Raw -3205.992808 + Penalty 235.859596 = -2970.133212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.903589 sec): 3 clusters Score: Raw -3336.263283 + Penalty 478.449558 = -2857.813725 nChanged 5 SP:Iteration 1F (102.903895 sec): 3 clusters Score: Raw -3348.635800 + Penalty 478.449558 = -2870.186242 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.908123 sec): 2 clusters Score: Raw -103487.342016 + Penalty 596.316393 = -102891.025623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.910391 sec): 3 clusters Score: Raw -102844.946062 + Penalty 1205.514825 = -101639.431237 nChanged 418 SP:Iteration 1F (102.912594 sec): 3 clusters Score: Raw -103112.832066 + Penalty 1227.626705 = -101885.205361 nChanged 168 SP:Iteration 2F (102.914781 sec): 3 clusters Score: Raw -103271.236368 + Penalty 1258.315497 = -102012.920872 nChanged 105 SP:Iteration 3F (102.916959 sec): 3 clusters Score: Raw -103374.074015 + Penalty 1283.787991 = -102090.286024 nChanged 67 SP:Iteration 4F (102.919174 sec): 3 clusters Score: Raw -103446.361289 + Penalty 1312.443198 = -102133.918092 nChanged 54 SP:Iteration 5Q (102.921346 sec): 3 clusters Score: Raw -103502.692907 + Penalty 1332.056002 = -102170.636904 nChanged 43 SP:Iteration 6Q (102.923525 sec): 3 clusters Score: Raw -103547.418206 + Penalty 1345.548152 = -102201.870054 nChanged 26 SP:Iteration 7Q (102.925611 sec): 3 clusters Score: Raw -103574.213032 + Penalty 1354.538708 = -102219.674325 nChanged 14 SP:Iteration 8Q (102.927652 sec): 3 clusters Score: Raw -103588.390530 + Penalty 1361.091562 = -102227.298967 nChanged 11 SP:Iteration 9Q (102.929646 sec): 3 clusters Score: Raw -103596.695588 + Penalty 1367.826273 = -102228.869315 nChanged 5 SP:Iteration 10F (102.931835 sec): 3 clusters Score: Raw -103598.357641 + Penalty 1367.667073 = -102230.690568 nChanged 1 SP:Iteration 11Q (102.933900 sec): 3 clusters Score: Raw -103598.776926 + Penalty 1364.765613 = -102234.011313 nChanged 2 SP:Iteration 12Q (102.936012 sec): 3 clusters Score: Raw -103599.991261 + Penalty 1363.526189 = -102236.465072 nChanged 2 SP:Iteration 13Q (102.938077 sec): 3 clusters Score: Raw -103602.875680 + Penalty 1362.051012 = -102240.824668 nChanged 2 SP:Iteration 14Q (102.940118 sec): 3 clusters Score: Raw -103604.679553 + Penalty 1362.673358 = -102242.006195 nChanged 1 SP:Iteration 15Q (102.942099 sec): 3 clusters Score: Raw -103605.405206 + Penalty 1364.081180 = -102241.324027 nChanged 1 SP:Iteration 16F (102.944267 sec): 3 clusters Score: Raw -103606.966952 + Penalty 1365.224450 = -102241.742502 nChanged 3 SP:Iteration 17Q (102.946241 sec): 3 clusters Score: Raw -103608.615612 + Penalty 1365.973197 = -102242.642415 nChanged 1 SP:Iteration 18Q (102.948217 sec): 3 clusters Score: Raw -103608.647826 + Penalty 1365.973197 = -102242.674629 nChanged 0 SP:Iteration 19F (102.950380 sec): 3 clusters Score: Raw -103608.647826 + Penalty 1365.973197 = -102242.674629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.951568 sec): 2 clusters Score: Raw -21821.817781 + Penalty 210.261020 = -21611.556762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.952257 sec): 3 clusters Score: Raw -21681.048171 + Penalty 421.682067 = -21259.366104 nChanged 74 SP:Iteration 1F (102.952944 sec): 3 clusters Score: Raw -21724.329980 + Penalty 420.249138 = -21304.080842 nChanged 40 SP:Iteration 2F (102.953618 sec): 3 clusters Score: Raw -21758.944587 + Penalty 421.329814 = -21337.614773 nChanged 19 SP:Iteration 3F (102.954292 sec): 3 clusters Score: Raw -21778.225698 + Penalty 430.401797 = -21347.823902 nChanged 12 SP:Iteration 4Q (102.954964 sec): 3 clusters Score: Raw -21803.157294 + Penalty 453.376533 = -21349.780761 nChanged 15 SP:Iteration 5F (102.955638 sec): 3 clusters Score: Raw -21816.409840 + Penalty 471.843852 = -21344.565988 nChanged 9 SP:Iteration 6F (102.956303 sec): 3 clusters Score: Raw -21823.830777 + Penalty 489.303264 = -21334.527512 nChanged 8 SP:Iteration 7F (102.956956 sec): 3 clusters Score: Raw -21832.671157 + Penalty 531.452018 = -21301.219139 nChanged 10 SP:Iteration 8F (102.957613 sec): 3 clusters Score: Raw -21844.987263 + Penalty 564.944306 = -21280.042956 nChanged 5 SP:Iteration 9F (102.958267 sec): 3 clusters Score: Raw -21852.956101 + Penalty 576.506314 = -21276.449786 nChanged 2 SP:Iteration 10F (102.958921 sec): 3 clusters Score: Raw -21854.003902 + Penalty 591.353593 = -21262.650309 nChanged 3 SP:Iteration 11F (102.959574 sec): 3 clusters Score: Raw -21858.614426 + Penalty 614.214039 = -21244.400387 nChanged 3 SP:Iteration 12F (102.960229 sec): 3 clusters Score: Raw -21862.102451 + Penalty 625.401726 = -21236.700725 nChanged 1 SP:Iteration 13F (102.960884 sec): 3 clusters Score: Raw -21863.158386 + Penalty 633.193549 = -21229.964837 nChanged 1 SP:Iteration 14F (102.961539 sec): 3 clusters Score: Raw -21864.812249 + Penalty 633.193549 = -21231.618700 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 29 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.964714 sec): 2 clusters Score: Raw -52614.768206 + Penalty 528.797534 = -52085.970672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.965975 sec): 3 clusters Score: Raw -52302.501067 + Penalty 1059.538385 = -51242.962683 nChanged 197 SP:Iteration 1F (102.967277 sec): 3 clusters Score: Raw -52419.872807 + Penalty 1060.556836 = -51359.315971 nChanged 61 SP:Iteration 2F (102.968582 sec): 3 clusters Score: Raw -52469.256718 + Penalty 1062.039986 = -51407.216732 nChanged 33 SP:Iteration 3F (102.969881 sec): 3 clusters Score: Raw -52493.811076 + Penalty 1058.971632 = -51434.839444 nChanged 29 SP:Iteration 4Q (102.971107 sec): 3 clusters Score: Raw -52520.327233 + Penalty 1056.392740 = -51463.934493 nChanged 26 SP:Iteration 5Q (102.972328 sec): 3 clusters Score: Raw -52540.202408 + Penalty 1052.678216 = -51487.524192 nChanged 21 SP:Iteration 6Q (102.973543 sec): 3 clusters Score: Raw -52560.145273 + Penalty 1049.010830 = -51511.134443 nChanged 16 SP:Iteration 7Q (102.974782 sec): 3 clusters Score: Raw -52573.055288 + Penalty 1040.364919 = -51532.690369 nChanged 15 SP:Iteration 8Q (102.975987 sec): 3 clusters Score: Raw -52585.234066 + Penalty 1034.449486 = -51550.784580 nChanged 8 SP:Iteration 9Q (102.977182 sec): 3 clusters Score: Raw -52595.010221 + Penalty 1029.926125 = -51565.084096 nChanged 12 SP:Iteration 10F (102.978429 sec): 3 clusters Score: Raw -52604.954225 + Penalty 1026.555038 = -51578.399187 nChanged 6 SP:Iteration 11Q (102.979600 sec): 3 clusters Score: Raw -52612.205125 + Penalty 1025.998441 = -51586.206684 nChanged 5 SP:Iteration 12Q (102.980751 sec): 3 clusters Score: Raw -52615.707396 + Penalty 1025.640583 = -51590.066813 nChanged 3 SP:Iteration 13Q (102.981898 sec): 3 clusters Score: Raw -52617.573880 + Penalty 1024.653261 = -51592.920619 nChanged 5 SP:Iteration 14Q (102.983071 sec): 3 clusters Score: Raw -52621.202872 + Penalty 1027.723127 = -51593.479745 nChanged 2 SP:Iteration 15Q (102.984235 sec): 3 clusters Score: Raw -52624.345825 + Penalty 1029.810266 = -51594.535560 nChanged 2 SP:Iteration 16Q (102.985465 sec): 3 clusters Score: Raw -52626.012592 + Penalty 1030.311928 = -51595.700664 nChanged 2 SP:Iteration 17Q (102.986647 sec): 3 clusters Score: Raw -52627.742023 + Penalty 1030.835395 = -51596.906628 nChanged 1 SP:Iteration 18Q (102.987859 sec): 3 clusters Score: Raw -52628.531816 + Penalty 1029.756692 = -51598.775124 nChanged 1 SP:Iteration 19Q (102.989062 sec): 3 clusters Score: Raw -52629.093309 + Penalty 1029.756692 = -51599.336617 nChanged 0 SP:Iteration 20F (102.990353 sec): 3 clusters Score: Raw -52629.093309 + Penalty 1029.756692 = -51599.336617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.991315 sec): 2 clusters Score: Raw -7224.516921 + Penalty 199.289230 = -7025.227692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.991694 sec): 3 clusters Score: Raw -7256.176269 + Penalty 445.562520 = -6810.613749 nChanged 19 SP:Iteration 1F (102.992068 sec): 3 clusters Score: Raw -7302.307976 + Penalty 438.722966 = -6863.585010 nChanged 4 SP:Iteration 2Q (102.992427 sec): 3 clusters Score: Raw -7310.732696 + Penalty 435.384867 = -6875.347829 nChanged 3 SP:Iteration 3Q (102.992781 sec): 3 clusters Score: Raw -7319.591908 + Penalty 432.088949 = -6887.502960 nChanged 1 SP:Iteration 4Q (102.993128 sec): 3 clusters Score: Raw -7321.549252 + Penalty 432.088949 = -6889.460303 nChanged 0 SP:Iteration 5F (102.993500 sec): 3 clusters Score: Raw -7321.549252 + Penalty 432.088949 = -6889.460303 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 33 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.996106 sec): 2 clusters Score: Raw -60729.805544 + Penalty 1018.648988 = -59711.156557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.997663 sec): 3 clusters Score: Raw -60529.973637 + Penalty 2038.871689 = -58491.101948 nChanged 177 SP:Iteration 1F (102.999192 sec): 3 clusters Score: Raw -60760.785137 + Penalty 2038.770536 = -58722.014601 nChanged 63 SP:Iteration 2F (103.000659 sec): 3 clusters Score: Raw -60844.799827 + Penalty 2038.333434 = -58806.466393 nChanged 36 SP:Iteration 3F (103.002162 sec): 3 clusters Score: Raw -60892.397934 + Penalty 2038.700827 = -58853.697106 nChanged 23 SP:Iteration 4Q (103.003638 sec): 3 clusters Score: Raw -60924.071436 + Penalty 2039.206087 = -58884.865350 nChanged 13 SP:Iteration 5Q (103.005102 sec): 3 clusters Score: Raw -60945.265047 + Penalty 2039.788421 = -58905.476626 nChanged 9 SP:Iteration 6Q (103.006518 sec): 3 clusters Score: Raw -60956.030171 + Penalty 2039.964157 = -58916.066014 nChanged 4 SP:Iteration 7Q (103.007912 sec): 3 clusters Score: Raw -60959.405118 + Penalty 2040.154701 = -58919.250417 nChanged 2 SP:Iteration 8Q (103.009310 sec): 3 clusters Score: Raw -60962.487273 + Penalty 2040.154701 = -58922.332572 nChanged 0 SP:Iteration 9F (103.010783 sec): 3 clusters Score: Raw -60962.487273 + Penalty 2040.154701 = -58922.332572 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (1004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.021681 sec): 2 clusters Score: Raw -98001.357351 + Penalty 1013.183307 = -96988.174044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.023699 sec): 3 clusters Score: Raw -97563.024083 + Penalty 2026.346662 = -95536.677421 nChanged 324 SP:Iteration 1F (103.025640 sec): 3 clusters Score: Raw -97755.682822 + Penalty 2026.411550 = -95729.271271 nChanged 59 SP:Iteration 2F (103.027607 sec): 3 clusters Score: Raw -97792.972815 + Penalty 2026.449607 = -95766.523208 nChanged 47 SP:Iteration 3Q (103.029548 sec): 3 clusters Score: Raw -97829.208288 + Penalty 2026.829750 = -95802.378537 nChanged 27 SP:Iteration 4Q (103.031490 sec): 3 clusters Score: Raw -97844.117876 + Penalty 2027.123104 = -95816.994772 nChanged 18 SP:Iteration 5Q (103.033496 sec): 3 clusters Score: Raw -97856.399593 + Penalty 2027.538210 = -95828.861383 nChanged 22 SP:Iteration 6Q (103.035521 sec): 3 clusters Score: Raw -97875.871396 + Penalty 2027.923859 = -95847.947536 nChanged 28 SP:Iteration 7Q (103.037622 sec): 3 clusters Score: Raw -97911.865686 + Penalty 2028.751451 = -95883.114235 nChanged 38 SP:Iteration 8Q (103.039714 sec): 3 clusters Score: Raw -97963.106202 + Penalty 2030.495074 = -95932.611128 nChanged 44 SP:Iteration 9Q (103.041690 sec): 3 clusters Score: Raw -98015.670595 + Penalty 2031.412831 = -95984.257764 nChanged 42 SP:Iteration 10F (103.043668 sec): 3 clusters Score: Raw -98061.088001 + Penalty 2032.257757 = -96028.830244 nChanged 29 SP:Iteration 11Q (103.045582 sec): 3 clusters Score: Raw -98091.517060 + Penalty 2032.302174 = -96059.214886 nChanged 29 SP:Iteration 12Q (103.047500 sec): 3 clusters Score: Raw -98126.345488 + Penalty 2032.087325 = -96094.258163 nChanged 22 SP:Iteration 13Q (103.049407 sec): 3 clusters Score: Raw -98149.552419 + Penalty 2032.151598 = -96117.400821 nChanged 15 SP:Iteration 14Q (103.051311 sec): 3 clusters Score: Raw -98162.341904 + Penalty 2032.593387 = -96129.748516 nChanged 10 SP:Iteration 15Q (103.053232 sec): 3 clusters Score: Raw -98168.131435 + Penalty 2032.682513 = -96135.448922 nChanged 5 SP:Iteration 16Q (103.055131 sec): 3 clusters Score: Raw -98171.177296 + Penalty 2032.643298 = -96138.533998 nChanged 3 SP:Iteration 17Q (103.057029 sec): 3 clusters Score: Raw -98173.237505 + Penalty 2032.683685 = -96140.553820 nChanged 3 SP:Iteration 18Q (103.058929 sec): 3 clusters Score: Raw -98174.115506 + Penalty 2032.639053 = -96141.476453 nChanged 2 SP:Iteration 19Q (103.060824 sec): 3 clusters Score: Raw -98176.288794 + Penalty 2032.462604 = -96143.826190 nChanged 6 SP:Iteration 20F (103.062754 sec): 3 clusters Score: Raw -98181.798394 + Penalty 2032.347457 = -96149.450936 nChanged 3 SP:Iteration 21Q (103.064653 sec): 3 clusters Score: Raw -98184.515974 + Penalty 2032.271183 = -96152.244791 nChanged 2 SP:Iteration 22Q (103.066549 sec): 3 clusters Score: Raw -98186.780007 + Penalty 2032.164854 = -96154.615153 nChanged 1 SP:Iteration 23Q (103.068641 sec): 3 clusters Score: Raw -98187.839370 + Penalty 2032.135850 = -96155.703520 nChanged 1 SP:Iteration 24Q (103.070705 sec): 3 clusters Score: Raw -98189.565968 + Penalty 2032.135850 = -96157.430117 nChanged 0 SP:Iteration 25F (103.072790 sec): 3 clusters Score: Raw -98189.565968 + Penalty 2032.135850 = -96157.430117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.074761 sec): 2 clusters Score: Raw -53194.973476 + Penalty 1018.394801 = -52176.578675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.075981 sec): 3 clusters Score: Raw -53094.452857 + Penalty 2036.693701 = -51057.759156 nChanged 115 SP:Iteration 1F (103.077208 sec): 3 clusters Score: Raw -53246.580187 + Penalty 2036.647099 = -51209.933088 nChanged 27 SP:Iteration 2F (103.078391 sec): 3 clusters Score: Raw -53296.730954 + Penalty 2036.770815 = -51259.960139 nChanged 15 SP:Iteration 3Q (103.079502 sec): 3 clusters Score: Raw -53332.817609 + Penalty 2036.810842 = -51296.006767 nChanged 15 SP:Iteration 4Q (103.080602 sec): 3 clusters Score: Raw -53358.004524 + Penalty 2036.797274 = -51321.207251 nChanged 7 SP:Iteration 5Q (103.081700 sec): 3 clusters Score: Raw -53366.909049 + Penalty 2036.922567 = -51329.986483 nChanged 2 SP:Iteration 6Q (103.082780 sec): 3 clusters Score: Raw -53369.085330 + Penalty 2036.925344 = -51332.159986 nChanged 1 SP:Iteration 7Q (103.083861 sec): 3 clusters Score: Raw -53370.296639 + Penalty 2036.930435 = -51333.366204 nChanged 2 SP:Iteration 8Q (103.084965 sec): 3 clusters Score: Raw -53374.058053 + Penalty 2036.932752 = -51337.125301 nChanged 1 SP:Iteration 9Q (103.086079 sec): 3 clusters Score: Raw -53375.203342 + Penalty 2036.932752 = -51338.270590 nChanged 2 SP:Iteration 10F (103.087215 sec): 3 clusters Score: Raw -53378.407599 + Penalty 2036.930435 = -51341.477164 nChanged 1 SP:Iteration 11Q (103.088314 sec): 3 clusters Score: Raw -53379.380603 + Penalty 2036.930435 = -51342.450168 nChanged 0 SP:Iteration 12F (103.089473 sec): 3 clusters Score: Raw -53379.380603 + Penalty 2036.930435 = -51342.450168 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 64 (830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.092474 sec): 2 clusters Score: Raw -77898.901465 + Penalty 1058.697513 = -76840.203952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.094263 sec): 3 clusters Score: Raw -77588.245252 + Penalty 2116.571414 = -75471.673838 nChanged 236 SP:Iteration 1F (103.095939 sec): 3 clusters Score: Raw -77766.819810 + Penalty 2116.467950 = -75650.351861 nChanged 55 SP:Iteration 2F (103.097703 sec): 3 clusters Score: Raw -77817.854847 + Penalty 2116.558631 = -75701.296216 nChanged 35 SP:Iteration 3Q (103.099477 sec): 3 clusters Score: Raw -77850.608166 + Penalty 2116.508696 = -75734.099470 nChanged 22 SP:Iteration 4Q (103.101114 sec): 3 clusters Score: Raw -77876.733079 + Penalty 2116.580406 = -75760.152673 nChanged 14 SP:Iteration 5Q (103.102905 sec): 3 clusters Score: Raw -77889.999364 + Penalty 2116.553604 = -75773.445759 nChanged 15 SP:Iteration 6Q (103.104651 sec): 3 clusters Score: Raw -77900.830004 + Penalty 2116.442094 = -75784.387911 nChanged 8 SP:Iteration 7Q (103.106365 sec): 3 clusters Score: Raw -77909.991262 + Penalty 2116.290536 = -75793.700726 nChanged 8 SP:Iteration 8Q (103.108043 sec): 3 clusters Score: Raw -77922.654510 + Penalty 2116.071163 = -75806.583347 nChanged 10 SP:Iteration 9Q (103.109692 sec): 3 clusters Score: Raw -77931.949679 + Penalty 2115.929803 = -75816.019876 nChanged 8 SP:Iteration 10F (103.111354 sec): 3 clusters Score: Raw -77937.759706 + Penalty 2115.876241 = -75821.883465 nChanged 4 SP:Iteration 11Q (103.112974 sec): 3 clusters Score: Raw -77940.227883 + Penalty 2115.946750 = -75824.281132 nChanged 4 SP:Iteration 12Q (103.114585 sec): 3 clusters Score: Raw -77943.912337 + Penalty 2115.832643 = -75828.079694 nChanged 5 SP:Iteration 13Q (103.116197 sec): 3 clusters Score: Raw -77949.337221 + Penalty 2115.863902 = -75833.473319 nChanged 3 SP:Iteration 14Q (103.117864 sec): 3 clusters Score: Raw -77951.647737 + Penalty 2115.854832 = -75835.792905 nChanged 3 SP:Iteration 15Q (103.119528 sec): 3 clusters Score: Raw -77955.271153 + Penalty 2115.696082 = -75839.575072 nChanged 4 SP:Iteration 16Q (103.121170 sec): 3 clusters Score: Raw -77958.345307 + Penalty 2115.744578 = -75842.600729 nChanged 3 SP:Iteration 17Q (103.122808 sec): 3 clusters Score: Raw -77960.641473 + Penalty 2115.719636 = -75844.921837 nChanged 5 SP:Iteration 18Q (103.124442 sec): 3 clusters Score: Raw -77966.233384 + Penalty 2115.689580 = -75850.543804 nChanged 4 SP:Iteration 19Q (103.126081 sec): 3 clusters Score: Raw -77972.708626 + Penalty 2115.658471 = -75857.050155 nChanged 4 SP:Iteration 20F (103.127724 sec): 3 clusters Score: Raw -77976.906277 + Penalty 2115.653375 = -75861.252902 nChanged 6 SP:Iteration 21Q (103.129334 sec): 3 clusters Score: Raw -77981.065682 + Penalty 2115.805932 = -75865.259750 nChanged 5 SP:Iteration 22Q (103.130943 sec): 3 clusters Score: Raw -77986.402895 + Penalty 2115.864480 = -75870.538415 nChanged 5 SP:Iteration 23Q (103.132566 sec): 3 clusters Score: Raw -77992.360954 + Penalty 2115.724095 = -75876.636860 nChanged 4 SP:Iteration 24Q (103.134215 sec): 3 clusters Score: Raw -77995.549141 + Penalty 2115.630233 = -75879.918908 nChanged 2 SP:Iteration 25Q (103.135958 sec): 3 clusters Score: Raw -77997.384483 + Penalty 2115.611357 = -75881.773127 nChanged 1 SP:Iteration 26Q (103.137604 sec): 3 clusters Score: Raw -77998.831323 + Penalty 2115.532372 = -75883.298951 nChanged 3 SP:Iteration 27Q (103.139237 sec): 3 clusters Score: Raw -78000.966934 + Penalty 2115.520859 = -75885.446075 nChanged 3 SP:Iteration 28Q (103.140854 sec): 3 clusters Score: Raw -78003.570238 + Penalty 2115.579975 = -75887.990263 nChanged 1 SP:Iteration 29Q (103.142460 sec): 3 clusters Score: Raw -78003.883548 + Penalty 2115.617166 = -75888.266382 nChanged 1 SP:Iteration 30F (103.144117 sec): 3 clusters Score: Raw -78004.278398 + Penalty 2115.617166 = -75888.661231 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 67 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.147254 sec): 2 clusters Score: Raw -66666.529316 + Penalty 861.842426 = -65804.686890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.148772 sec): 3 clusters Score: Raw -66359.419376 + Penalty 1731.963250 = -64627.456126 nChanged 200 SP:Iteration 1F (103.150253 sec): 3 clusters Score: Raw -66528.275446 + Penalty 1738.994830 = -64789.280616 nChanged 65 SP:Iteration 2F (103.151735 sec): 3 clusters Score: Raw -66588.492710 + Penalty 1745.429059 = -64843.063651 nChanged 35 SP:Iteration 3Q (103.153207 sec): 3 clusters Score: Raw -66633.818588 + Penalty 1750.368084 = -64883.450504 nChanged 22 SP:Iteration 4Q (103.154655 sec): 3 clusters Score: Raw -66658.418563 + Penalty 1751.824937 = -64906.593626 nChanged 11 SP:Iteration 5Q (103.156078 sec): 3 clusters Score: Raw -66671.429482 + Penalty 1753.538855 = -64917.890626 nChanged 9 SP:Iteration 6Q (103.157525 sec): 3 clusters Score: Raw -66679.977399 + Penalty 1756.579281 = -64923.398118 nChanged 8 SP:Iteration 7Q (103.158954 sec): 3 clusters Score: Raw -66687.969844 + Penalty 1755.314004 = -64932.655840 nChanged 7 SP:Iteration 8Q (103.160438 sec): 3 clusters Score: Raw -66699.711863 + Penalty 1756.487144 = -64943.224719 nChanged 5 SP:Iteration 9Q (103.161852 sec): 3 clusters Score: Raw -66708.470336 + Penalty 1757.152486 = -64951.317850 nChanged 6 SP:Iteration 10F (103.163338 sec): 3 clusters Score: Raw -66716.757976 + Penalty 1755.544676 = -64961.213300 nChanged 5 SP:Iteration 11Q (103.164727 sec): 3 clusters Score: Raw -66724.509851 + Penalty 1756.962127 = -64967.547724 nChanged 4 SP:Iteration 12Q (103.166111 sec): 3 clusters Score: Raw -66729.227234 + Penalty 1758.516679 = -64970.710556 nChanged 3 SP:Iteration 13Q (103.167498 sec): 3 clusters Score: Raw -66732.638427 + Penalty 1758.834464 = -64973.803963 nChanged 2 SP:Iteration 14Q (103.168968 sec): 3 clusters Score: Raw -66736.061397 + Penalty 1758.807462 = -64977.253934 nChanged 2 SP:Iteration 15Q (103.170415 sec): 3 clusters Score: Raw -66738.836840 + Penalty 1758.807462 = -64980.029377 nChanged 0 SP:Iteration 16F (103.171955 sec): 3 clusters Score: Raw -66738.836840 + Penalty 1758.807462 = -64980.029377 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 78 (810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.174645 sec): 2 clusters Score: Raw -73344.917822 + Penalty 822.189724 = -72522.728099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.176335 sec): 3 clusters Score: Raw -72961.474318 + Penalty 1643.467502 = -71318.006816 nChanged 251 SP:Iteration 1F (103.177972 sec): 3 clusters Score: Raw -73185.699651 + Penalty 1645.052456 = -71540.647195 nChanged 99 SP:Iteration 2F (103.179589 sec): 3 clusters Score: Raw -73290.684555 + Penalty 1647.578061 = -71643.106495 nChanged 41 SP:Iteration 3F (103.181174 sec): 3 clusters Score: Raw -73329.524297 + Penalty 1650.288159 = -71679.236138 nChanged 32 SP:Iteration 4Q (103.182750 sec): 3 clusters Score: Raw -73354.019360 + Penalty 1651.284867 = -71702.734493 nChanged 20 SP:Iteration 5Q (103.184322 sec): 3 clusters Score: Raw -73368.204832 + Penalty 1650.877921 = -71717.326911 nChanged 9 SP:Iteration 6Q (103.185944 sec): 3 clusters Score: Raw -73374.853794 + Penalty 1649.514197 = -71725.339596 nChanged 11 SP:Iteration 7Q (103.187537 sec): 3 clusters Score: Raw -73384.315330 + Penalty 1648.393174 = -71735.922156 nChanged 6 SP:Iteration 8Q (103.189126 sec): 3 clusters Score: Raw -73390.089359 + Penalty 1648.326546 = -71741.762813 nChanged 7 SP:Iteration 9Q (103.190695 sec): 3 clusters Score: Raw -73397.792612 + Penalty 1649.882910 = -71747.909702 nChanged 6 SP:Iteration 10F (103.192272 sec): 3 clusters Score: Raw -73402.900868 + Penalty 1650.197252 = -71752.703616 nChanged 1 SP:Iteration 11Q (103.193864 sec): 3 clusters Score: Raw -73403.466194 + Penalty 1651.910105 = -71751.556089 nChanged 1 SP:Iteration 12F (103.195591 sec): 3 clusters Score: Raw -73403.810611 + Penalty 1652.510805 = -71751.299806 nChanged 1 SP:Iteration 13F (103.197290 sec): 3 clusters Score: Raw -73405.005914 + Penalty 1653.088856 = -71751.917058 nChanged 2 SP:Iteration 14Q (103.198868 sec): 3 clusters Score: Raw -73407.321395 + Penalty 1653.088856 = -71754.232539 nChanged 0 SP:Iteration 15F (103.200568 sec): 3 clusters Score: Raw -73407.321395 + Penalty 1653.088856 = -71754.232539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.201854 sec): 2 clusters Score: Raw -23156.584980 + Penalty 518.027782 = -22638.557198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.202590 sec): 3 clusters Score: Raw -23063.994254 + Penalty 1034.716257 = -22029.277997 nChanged 62 SP:Iteration 1F (103.203312 sec): 3 clusters Score: Raw -23135.194750 + Penalty 1029.723226 = -22105.471524 nChanged 26 SP:Iteration 2F (103.204029 sec): 3 clusters Score: Raw -23179.411040 + Penalty 1028.756305 = -22150.654735 nChanged 12 SP:Iteration 3Q (103.204729 sec): 3 clusters Score: Raw -23206.010421 + Penalty 1034.442962 = -22171.567458 nChanged 10 SP:Iteration 4Q (103.205421 sec): 3 clusters Score: Raw -23216.401764 + Penalty 1038.885397 = -22177.516367 nChanged 2 SP:Iteration 5Q (103.206105 sec): 3 clusters Score: Raw -23221.167361 + Penalty 1038.885397 = -22182.281964 nChanged 0 SP:Iteration 6F (103.206794 sec): 3 clusters Score: Raw -23221.167361 + Penalty 1038.885397 = -22182.281964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.207343 sec): 2 clusters Score: Raw -2074.333251 + Penalty 131.969276 = -1942.363976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.207615 sec): 3 clusters Score: Raw -2127.796754 + Penalty 258.687860 = -1869.108894 nChanged 1 SP:Iteration 1Q (103.207873 sec): 3 clusters Score: Raw -2129.536249 + Penalty 256.683256 = -1872.852994 nChanged 1 SP:Iteration 2Q (103.208123 sec): 3 clusters Score: Raw -2131.524586 + Penalty 256.472276 = -1875.052310 nChanged 1 SP:Iteration 3Q (103.208373 sec): 3 clusters Score: Raw -2135.584297 + Penalty 256.472276 = -1879.112021 nChanged 0 SP:Iteration 4F (103.208630 sec): 3 clusters Score: Raw -2135.584297 + Penalty 256.472276 = -1879.112021 nChanged 0 Iteration 219Q (103.315334 sec): 18 clusters Score: Raw -2762695.658666 + Penalty 17604.361114 = -2745091.297552 nChanged 29 Iteration 220F (103.611322 sec): 18 clusters Score: Raw -2762764.107212 + Penalty 17652.273145 = -2745111.834068 nChanged 37 Iteration 221Q (103.702378 sec): 18 clusters Score: Raw -2762855.034272 + Penalty 17663.852056 = -2745191.182216 nChanged 38 Iteration 222Q (103.793904 sec): 18 clusters Score: Raw -2762870.218392 + Penalty 17668.930969 = -2745201.287423 nChanged 33 Iteration 223Q (103.885847 sec): 18 clusters Score: Raw -2762880.237469 + Penalty 17675.525765 = -2745204.711704 nChanged 32 Iteration 224Q (103.976943 sec): 18 clusters Score: Raw -2762891.603393 + Penalty 17679.773739 = -2745211.829654 nChanged 20 Iteration 225Q (104.067703 sec): 18 clusters Score: Raw -2762896.238442 + Penalty 17688.223872 = -2745208.014570 nChanged 18 Iteration 226F (104.364330 sec): 18 clusters Score: Raw -2762902.645571 + Penalty 17691.360735 = -2745211.284836 nChanged 17 Iteration 227Q (104.455824 sec): 18 clusters Score: Raw -2762908.892958 + Penalty 17691.584124 = -2745217.308834 nChanged 9 Iteration 228Q (104.547303 sec): 18 clusters Score: Raw -2762914.111291 + Penalty 17691.330551 = -2745222.780741 nChanged 8 Iteration 229Q (104.637981 sec): 18 clusters Score: Raw -2762915.844806 + Penalty 17692.402438 = -2745223.442368 nChanged 7 Iteration 230F (104.936265 sec): 18 clusters Score: Raw -2762920.326948 + Penalty 17696.360530 = -2745223.966418 nChanged 12 Iteration 231Q (105.024413 sec): 18 clusters Score: Raw -2762925.326138 + Penalty 17699.167223 = -2745226.158915 nChanged 13 Iteration 232Q (105.112505 sec): 18 clusters Score: Raw -2762929.543795 + Penalty 17698.716001 = -2745230.827795 nChanged 15 Iteration 233Q (105.200225 sec): 18 clusters Score: Raw -2762933.003348 + Penalty 17699.708652 = -2745233.294696 nChanged 5 Iteration 234Q (105.287697 sec): 18 clusters Score: Raw -2762933.679416 + Penalty 17699.708652 = -2745233.970764 nChanged 0 Iteration 235F (105.581517 sec): 18 clusters Score: Raw -2762933.679416 + Penalty 17699.708652 = -2745233.970764 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2762933.679416 + Penalty 17699.708652 = -2745233.970764Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 3 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.645282 sec): 2 clusters Score: Raw -1878.661373 + Penalty 32.175518 = -1846.485855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.645536 sec): 3 clusters Score: Raw -1881.837758 + Penalty 109.152350 = -1772.685408 nChanged 9 SP:Iteration 1F (105.645773 sec): 3 clusters Score: Raw -1902.900899 + Penalty 128.051769 = -1774.849129 nChanged 1 SP:Iteration 2Q (105.645990 sec): 3 clusters Score: Raw -1909.297302 + Penalty 128.051769 = -1781.245532 nChanged 0 SP:Iteration 3F (105.646212 sec): 3 clusters Score: Raw -1909.297302 + Penalty 128.051769 = -1781.245532 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.654701 sec): 2 clusters Score: Raw -154176.390276 + Penalty 847.969631 = -153328.420645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.658212 sec): 3 clusters Score: Raw -153254.210502 + Penalty 1696.585023 = -151557.625479 nChanged 599 SP:Iteration 1F (105.661705 sec): 3 clusters Score: Raw -153582.531845 + Penalty 1696.345377 = -151886.186467 nChanged 207 SP:Iteration 2F (105.664895 sec): 3 clusters Score: Raw -153727.031577 + Penalty 1693.703941 = -152033.327635 nChanged 145 SP:Iteration 3F (105.668107 sec): 3 clusters Score: Raw -153821.640760 + Penalty 1689.408157 = -152132.232604 nChanged 117 SP:Iteration 4F (105.671354 sec): 3 clusters Score: Raw -153894.789436 + Penalty 1687.938803 = -152206.850633 nChanged 68 SP:Iteration 5Q (105.674644 sec): 3 clusters Score: Raw -153928.624476 + Penalty 1686.102105 = -152242.522372 nChanged 58 SP:Iteration 6Q (105.678072 sec): 3 clusters Score: Raw -153961.350247 + Penalty 1688.134221 = -152273.216026 nChanged 57 SP:Iteration 7Q (105.681338 sec): 3 clusters Score: Raw -153998.752875 + Penalty 1691.594288 = -152307.158587 nChanged 50 SP:Iteration 8Q (105.684534 sec): 3 clusters Score: Raw -154028.216124 + Penalty 1697.186780 = -152331.029344 nChanged 39 SP:Iteration 9Q (105.687655 sec): 3 clusters Score: Raw -154052.681143 + Penalty 1700.822764 = -152351.858380 nChanged 37 SP:Iteration 10F (105.691032 sec): 3 clusters Score: Raw -154078.096408 + Penalty 1708.419564 = -152369.676845 nChanged 41 SP:Iteration 11Q (105.694159 sec): 3 clusters Score: Raw -154111.253519 + Penalty 1718.768967 = -152392.484552 nChanged 43 SP:Iteration 12Q (105.697233 sec): 3 clusters Score: Raw -154147.994450 + Penalty 1730.041045 = -152417.953404 nChanged 32 SP:Iteration 13Q (105.700280 sec): 3 clusters Score: Raw -154181.289622 + Penalty 1752.221584 = -152429.068038 nChanged 34 SP:Iteration 14Q (105.703266 sec): 3 clusters Score: Raw -154220.546253 + Penalty 1764.959693 = -152455.586560 nChanged 25 SP:Iteration 15Q (105.706257 sec): 3 clusters Score: Raw -154247.974874 + Penalty 1779.316108 = -152468.658766 nChanged 17 SP:Iteration 16Q (105.709300 sec): 3 clusters Score: Raw -154272.014384 + Penalty 1793.639753 = -152478.374630 nChanged 10 SP:Iteration 17Q (105.712106 sec): 3 clusters Score: Raw -154286.826999 + Penalty 1796.104665 = -152490.722334 nChanged 2 SP:Iteration 18Q (105.715041 sec): 3 clusters Score: Raw -154288.864305 + Penalty 1796.104665 = -152492.759640 nChanged 0 SP:Iteration 19F (105.718109 sec): 3 clusters Score: Raw -154288.864305 + Penalty 1796.104665 = -152492.759640 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 15 (23611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.823640 sec): 2 clusters Score: Raw -1983457.507105 + Penalty 264.477382 = -1983193.029723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.871596 sec): 3 clusters Score: Raw -1967432.901187 + Penalty 736.377148 = -1966696.524038 nChanged 11521 SP:Iteration 1F (105.920824 sec): 3 clusters Score: Raw -1978528.261341 + Penalty 945.870388 = -1977582.390953 nChanged 2747 SP:Iteration 2F (105.970032 sec): 3 clusters Score: Raw -1981426.759355 + Penalty 1083.338453 = -1980343.420903 nChanged 1141 SP:Iteration 3Q (106.020533 sec): 3 clusters Score: Raw -1982539.323258 + Penalty 1173.710574 = -1981365.612685 nChanged 558 SP:Iteration 4Q (106.065301 sec): 3 clusters Score: Raw -1983052.379062 + Penalty 1216.567366 = -1981835.811696 nChanged 273 SP:Iteration 5Q (106.108371 sec): 3 clusters Score: Raw -1983296.880736 + Penalty 1245.730747 = -1982051.149990 nChanged 121 SP:Iteration 6Q (106.149692 sec): 3 clusters Score: Raw -1983412.830685 + Penalty 1295.406952 = -1982117.423733 nChanged 44 SP:Iteration 7Q (106.190559 sec): 3 clusters Score: Raw -1983457.556386 + Penalty 1369.856494 = -1982087.699892 nChanged 19 SP:Iteration 8F (106.240191 sec): 3 clusters Score: Raw -1983480.791276 + Penalty 1391.077813 = -1982089.713462 nChanged 7 SP:Iteration 9Q (106.280725 sec): 3 clusters Score: Raw -1983489.049156 + Penalty 1405.606474 = -1982083.442682 nChanged 4 SP:Iteration 10F (106.330279 sec): 3 clusters Score: Raw -1983495.481645 + Penalty 1434.518985 = -1982060.962660 nChanged 2 SP:Iteration 11F (106.380249 sec): 3 clusters Score: Raw -1983499.962360 + Penalty 1434.518985 = -1982065.443375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.394519 sec): 2 clusters Score: Raw -34883.838477 + Penalty 623.832194 = -34260.006284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.395528 sec): 3 clusters Score: Raw -34731.649905 + Penalty 1247.587265 = -33484.062641 nChanged 110 SP:Iteration 1F (106.396512 sec): 3 clusters Score: Raw -34830.736768 + Penalty 1247.786015 = -33582.950753 nChanged 27 SP:Iteration 2F (106.397575 sec): 3 clusters Score: Raw -34856.890209 + Penalty 1248.870117 = -33608.020092 nChanged 13 SP:Iteration 3Q (106.398546 sec): 3 clusters Score: Raw -34875.468793 + Penalty 1250.509882 = -33624.958911 nChanged 18 SP:Iteration 4Q (106.399511 sec): 3 clusters Score: Raw -34906.710950 + Penalty 1253.720090 = -33652.990859 nChanged 18 SP:Iteration 5Q (106.400466 sec): 3 clusters Score: Raw -34938.171158 + Penalty 1257.906732 = -33680.264426 nChanged 14 SP:Iteration 6Q (106.401411 sec): 3 clusters Score: Raw -34963.913750 + Penalty 1257.166481 = -33706.747270 nChanged 10 SP:Iteration 7Q (106.402345 sec): 3 clusters Score: Raw -35002.202739 + Penalty 1258.207073 = -33743.995666 nChanged 13 SP:Iteration 8Q (106.403273 sec): 3 clusters Score: Raw -35014.591128 + Penalty 1257.765920 = -33756.825208 nChanged 5 SP:Iteration 9Q (106.404189 sec): 3 clusters Score: Raw -35022.501095 + Penalty 1258.527917 = -33763.973179 nChanged 5 SP:Iteration 10F (106.405154 sec): 3 clusters Score: Raw -35025.196283 + Penalty 1257.891426 = -33767.304857 nChanged 1 SP:Iteration 11Q (106.406082 sec): 3 clusters Score: Raw -35026.018464 + Penalty 1257.644763 = -33768.373701 nChanged 1 SP:Iteration 12Q (106.406995 sec): 3 clusters Score: Raw -35027.258074 + Penalty 1257.386655 = -33769.871420 nChanged 1 SP:Iteration 13Q (106.407969 sec): 3 clusters Score: Raw -35027.498540 + Penalty 1257.386655 = -33770.111886 nChanged 0 SP:Iteration 14F (106.408979 sec): 3 clusters Score: Raw -35027.498540 + Penalty 1257.386655 = -33770.111886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.410022 sec): 2 clusters Score: Raw -3332.319633 + Penalty 256.964249 = -3075.355384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.410336 sec): 3 clusters Score: Raw -3454.415363 + Penalty 523.363293 = -2931.052070 nChanged 3 SP:Iteration 1F (106.410643 sec): 3 clusters Score: Raw -3460.901305 + Penalty 529.457834 = -2931.443471 nChanged 2 SP:Iteration 2Q (106.410934 sec): 3 clusters Score: Raw -3469.855138 + Penalty 536.246945 = -2933.608193 nChanged 1 SP:Iteration 3Q (106.411224 sec): 3 clusters Score: Raw -3479.394160 + Penalty 536.246945 = -2943.147215 nChanged 0 SP:Iteration 4F (106.411530 sec): 3 clusters Score: Raw -3479.394160 + Penalty 536.246945 = -2943.147215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.415663 sec): 2 clusters Score: Raw -101797.282677 + Penalty 591.475935 = -101205.806742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.417988 sec): 3 clusters Score: Raw -101166.142221 + Penalty 1181.192948 = -99984.949273 nChanged 419 SP:Iteration 1F (106.420277 sec): 3 clusters Score: Raw -101408.000635 + Penalty 1186.801092 = -100221.199543 nChanged 155 SP:Iteration 2F (106.422545 sec): 3 clusters Score: Raw -101555.310646 + Penalty 1196.559048 = -100358.751598 nChanged 117 SP:Iteration 3F (106.424849 sec): 3 clusters Score: Raw -101648.240598 + Penalty 1205.908034 = -100442.332564 nChanged 81 SP:Iteration 4F (106.427157 sec): 3 clusters Score: Raw -101704.673110 + Penalty 1212.616046 = -100492.057065 nChanged 46 SP:Iteration 5Q (106.429515 sec): 3 clusters Score: Raw -101735.982212 + Penalty 1215.976955 = -100520.005256 nChanged 26 SP:Iteration 6Q (106.431819 sec): 3 clusters Score: Raw -101748.369343 + Penalty 1217.130148 = -100531.239195 nChanged 11 SP:Iteration 7Q (106.434089 sec): 3 clusters Score: Raw -101751.157246 + Penalty 1218.740998 = -100532.416248 nChanged 7 SP:Iteration 8Q (106.436304 sec): 3 clusters Score: Raw -101753.430670 + Penalty 1219.445808 = -100533.984862 nChanged 7 SP:Iteration 9Q (106.438516 sec): 3 clusters Score: Raw -101755.695182 + Penalty 1219.328663 = -100536.366519 nChanged 3 SP:Iteration 10F (106.440740 sec): 3 clusters Score: Raw -101756.333049 + Penalty 1219.457869 = -100536.875180 nChanged 3 SP:Iteration 11Q (106.443188 sec): 3 clusters Score: Raw -101757.048264 + Penalty 1219.077853 = -100537.970411 nChanged 2 SP:Iteration 12Q (106.445593 sec): 3 clusters Score: Raw -101757.791313 + Penalty 1218.265969 = -100539.525345 nChanged 2 SP:Iteration 13Q (106.447907 sec): 3 clusters Score: Raw -101758.226012 + Penalty 1218.255663 = -100539.970349 nChanged 1 SP:Iteration 14Q (106.450128 sec): 3 clusters Score: Raw -101758.539336 + Penalty 1217.747563 = -100540.791773 nChanged 1 SP:Iteration 15Q (106.452344 sec): 3 clusters Score: Raw -101758.770159 + Penalty 1217.747563 = -100541.022595 nChanged 0 SP:Iteration 16F (106.454571 sec): 3 clusters Score: Raw -101758.770159 + Penalty 1217.747563 = -100541.022595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.455747 sec): 2 clusters Score: Raw -21660.020680 + Penalty 207.100941 = -21452.919739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.456426 sec): 3 clusters Score: Raw -21526.662843 + Penalty 423.376032 = -21103.286811 nChanged 95 SP:Iteration 1F (106.457122 sec): 3 clusters Score: Raw -21639.397723 + Penalty 436.306276 = -21203.091446 nChanged 25 SP:Iteration 2F (106.457803 sec): 3 clusters Score: Raw -21667.134726 + Penalty 451.631948 = -21215.502778 nChanged 15 SP:Iteration 3F (106.458482 sec): 3 clusters Score: Raw -21689.114031 + Penalty 458.884344 = -21230.229687 nChanged 5 SP:Iteration 4Q (106.459125 sec): 3 clusters Score: Raw -21693.941536 + Penalty 464.172074 = -21229.769462 nChanged 3 SP:Iteration 5F (106.459798 sec): 3 clusters Score: Raw -21696.929519 + Penalty 470.663783 = -21226.265736 nChanged 4 SP:Iteration 6F (106.460449 sec): 3 clusters Score: Raw -21702.496786 + Penalty 474.258983 = -21228.237803 nChanged 2 SP:Iteration 7Q (106.461054 sec): 3 clusters Score: Raw -21704.350672 + Penalty 475.069129 = -21229.281543 nChanged 1 SP:Iteration 8Q (106.461657 sec): 3 clusters Score: Raw -21704.932022 + Penalty 474.959833 = -21229.972188 nChanged 1 SP:Iteration 9Q (106.462262 sec): 3 clusters Score: Raw -21705.132216 + Penalty 474.959833 = -21230.172382 nChanged 0 SP:Iteration 10F (106.462911 sec): 3 clusters Score: Raw -21705.132216 + Penalty 474.959833 = -21230.172382 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 29 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.465351 sec): 2 clusters Score: Raw -61409.051804 + Penalty 555.330302 = -60853.721502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.466834 sec): 3 clusters Score: Raw -61060.208086 + Penalty 1112.105513 = -59948.102573 nChanged 203 SP:Iteration 1F (106.468284 sec): 3 clusters Score: Raw -61194.791474 + Penalty 1112.720519 = -60082.070955 nChanged 66 SP:Iteration 2F (106.469744 sec): 3 clusters Score: Raw -61237.336669 + Penalty 1111.628631 = -60125.708038 nChanged 28 SP:Iteration 3Q (106.471182 sec): 3 clusters Score: Raw -61252.565389 + Penalty 1109.075870 = -60143.489519 nChanged 18 SP:Iteration 4Q (106.472649 sec): 3 clusters Score: Raw -61263.323776 + Penalty 1106.591201 = -60156.732575 nChanged 17 SP:Iteration 5Q (106.474084 sec): 3 clusters Score: Raw -61281.463261 + Penalty 1103.867514 = -60177.595747 nChanged 23 SP:Iteration 6Q (106.475609 sec): 3 clusters Score: Raw -61306.688694 + Penalty 1101.528274 = -60205.160420 nChanged 15 SP:Iteration 7Q (106.477167 sec): 3 clusters Score: Raw -61320.873655 + Penalty 1100.622151 = -60220.251504 nChanged 12 SP:Iteration 8Q (106.478668 sec): 3 clusters Score: Raw -61328.043379 + Penalty 1100.985322 = -60227.058057 nChanged 8 SP:Iteration 9Q (106.480164 sec): 3 clusters Score: Raw -61335.469723 + Penalty 1101.719045 = -60233.750678 nChanged 18 SP:Iteration 10F (106.481700 sec): 3 clusters Score: Raw -61350.381530 + Penalty 1098.922135 = -60251.459396 nChanged 15 SP:Iteration 11Q (106.483228 sec): 3 clusters Score: Raw -61361.971694 + Penalty 1098.055918 = -60263.915776 nChanged 10 SP:Iteration 12Q (106.484652 sec): 3 clusters Score: Raw -61368.786418 + Penalty 1097.090444 = -60271.695975 nChanged 9 SP:Iteration 13Q (106.486042 sec): 3 clusters Score: Raw -61378.990907 + Penalty 1093.395779 = -60285.595128 nChanged 10 SP:Iteration 14Q (106.487427 sec): 3 clusters Score: Raw -61388.299060 + Penalty 1092.430276 = -60295.868784 nChanged 8 SP:Iteration 15Q (106.488776 sec): 3 clusters Score: Raw -61394.909811 + Penalty 1096.036855 = -60298.872956 nChanged 7 SP:Iteration 16Q (106.490119 sec): 3 clusters Score: Raw -61401.618531 + Penalty 1097.484684 = -60304.133848 nChanged 6 SP:Iteration 17Q (106.491501 sec): 3 clusters Score: Raw -61405.067348 + Penalty 1094.765999 = -60310.301349 nChanged 3 SP:Iteration 18Q (106.492902 sec): 3 clusters Score: Raw -61408.070254 + Penalty 1094.280008 = -60313.790246 nChanged 2 SP:Iteration 19Q (106.494300 sec): 3 clusters Score: Raw -61408.372378 + Penalty 1094.280008 = -60314.092371 nChanged 0 SP:Iteration 20F (106.495780 sec): 3 clusters Score: Raw -61408.372378 + Penalty 1094.280008 = -60314.092371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.496745 sec): 2 clusters Score: Raw -7224.516921 + Penalty 199.289230 = -7025.227692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.497125 sec): 3 clusters Score: Raw -7243.573311 + Penalty 401.247166 = -6842.326145 nChanged 15 SP:Iteration 1F (106.497498 sec): 3 clusters Score: Raw -7265.716138 + Penalty 402.508123 = -6863.208014 nChanged 1 SP:Iteration 2Q (106.497865 sec): 3 clusters Score: Raw -7268.683130 + Penalty 403.453930 = -6865.229200 nChanged 1 SP:Iteration 3Q (106.498229 sec): 3 clusters Score: Raw -7269.024245 + Penalty 403.453930 = -6865.570315 nChanged 0 SP:Iteration 4F (106.498616 sec): 3 clusters Score: Raw -7269.024245 + Penalty 403.453930 = -6865.570315 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 33 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.501081 sec): 2 clusters Score: Raw -59663.556733 + Penalty 1018.356817 = -58645.199916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.502632 sec): 3 clusters Score: Raw -59455.776494 + Penalty 2036.507099 = -57419.269395 nChanged 200 SP:Iteration 1F (106.504118 sec): 3 clusters Score: Raw -59653.635537 + Penalty 2036.308253 = -57617.327284 nChanged 42 SP:Iteration 2F (106.505621 sec): 3 clusters Score: Raw -59694.098582 + Penalty 2036.103736 = -57657.994846 nChanged 17 SP:Iteration 3Q (106.507089 sec): 3 clusters Score: Raw -59713.072938 + Penalty 2035.959491 = -57677.113447 nChanged 13 SP:Iteration 4Q (106.508666 sec): 3 clusters Score: Raw -59726.961186 + Penalty 2035.972125 = -57690.989061 nChanged 10 SP:Iteration 5Q (106.510211 sec): 3 clusters Score: Raw -59745.093958 + Penalty 2036.139944 = -57708.954014 nChanged 13 SP:Iteration 6Q (106.511744 sec): 3 clusters Score: Raw -59766.168653 + Penalty 2036.295568 = -57729.873085 nChanged 14 SP:Iteration 7Q (106.513203 sec): 3 clusters Score: Raw -59791.737547 + Penalty 2036.348153 = -57755.389395 nChanged 11 SP:Iteration 8Q (106.514639 sec): 3 clusters Score: Raw -59804.307535 + Penalty 2036.379104 = -57767.928432 nChanged 8 SP:Iteration 9Q (106.516061 sec): 3 clusters Score: Raw -59812.825117 + Penalty 2036.385723 = -57776.439393 nChanged 2 SP:Iteration 10F (106.517583 sec): 3 clusters Score: Raw -59813.934593 + Penalty 2036.353275 = -57777.581318 nChanged 4 SP:Iteration 11Q (106.519107 sec): 3 clusters Score: Raw -59817.865678 + Penalty 2036.631485 = -57781.234193 nChanged 7 SP:Iteration 12Q (106.520552 sec): 3 clusters Score: Raw -59827.085534 + Penalty 2036.490481 = -57790.595054 nChanged 12 SP:Iteration 13Q (106.522001 sec): 3 clusters Score: Raw -59844.723759 + Penalty 2036.573515 = -57808.150244 nChanged 9 SP:Iteration 14Q (106.523489 sec): 3 clusters Score: Raw -59858.961609 + Penalty 2036.730292 = -57822.231317 nChanged 10 SP:Iteration 15Q (106.524947 sec): 3 clusters Score: Raw -59869.690706 + Penalty 2036.732157 = -57832.958549 nChanged 8 SP:Iteration 16Q (106.526466 sec): 3 clusters Score: Raw -59885.191171 + Penalty 2036.574495 = -57848.616676 nChanged 6 SP:Iteration 17Q (106.527905 sec): 3 clusters Score: Raw -59893.309386 + Penalty 2036.365578 = -57856.943808 nChanged 6 SP:Iteration 18Q (106.529343 sec): 3 clusters Score: Raw -59898.861089 + Penalty 2036.343703 = -57862.517386 nChanged 1 SP:Iteration 19Q (106.530776 sec): 3 clusters Score: Raw -59899.279953 + Penalty 2036.343703 = -57862.936250 nChanged 0 SP:Iteration 20F (106.532283 sec): 3 clusters Score: Raw -59899.279953 + Penalty 2036.343703 = -57862.936250 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.542956 sec): 2 clusters Score: Raw -97432.838581 + Penalty 1012.724938 = -96420.113643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.545092 sec): 3 clusters Score: Raw -97017.441960 + Penalty 2025.255061 = -94992.186899 nChanged 324 SP:Iteration 1F (106.547115 sec): 3 clusters Score: Raw -97264.742732 + Penalty 2025.188699 = -95239.554033 nChanged 72 SP:Iteration 2F (106.549262 sec): 3 clusters Score: Raw -97321.712825 + Penalty 2024.950531 = -95296.762293 nChanged 38 SP:Iteration 3Q (106.551273 sec): 3 clusters Score: Raw -97350.057950 + Penalty 2024.825835 = -95325.232115 nChanged 33 SP:Iteration 4Q (106.553290 sec): 3 clusters Score: Raw -97383.110042 + Penalty 2024.860680 = -95358.249362 nChanged 31 SP:Iteration 5Q (106.555296 sec): 3 clusters Score: Raw -97410.118500 + Penalty 2025.331638 = -95384.786862 nChanged 33 SP:Iteration 6Q (106.557301 sec): 3 clusters Score: Raw -97435.798479 + Penalty 2026.168227 = -95409.630253 nChanged 28 SP:Iteration 7Q (106.559323 sec): 3 clusters Score: Raw -97458.323874 + Penalty 2026.546286 = -95431.777588 nChanged 23 SP:Iteration 8Q (106.561327 sec): 3 clusters Score: Raw -97477.399794 + Penalty 2026.825128 = -95450.574667 nChanged 18 SP:Iteration 9Q (106.563339 sec): 3 clusters Score: Raw -97488.703994 + Penalty 2027.467751 = -95461.236243 nChanged 17 SP:Iteration 10F (106.565372 sec): 3 clusters Score: Raw -97501.340643 + Penalty 2028.901889 = -95472.438753 nChanged 21 SP:Iteration 11Q (106.567385 sec): 3 clusters Score: Raw -97518.320157 + Penalty 2029.311026 = -95489.009132 nChanged 16 SP:Iteration 12Q (106.569399 sec): 3 clusters Score: Raw -97527.593532 + Penalty 2029.617977 = -95497.975555 nChanged 7 SP:Iteration 13Q (106.571412 sec): 3 clusters Score: Raw -97530.972893 + Penalty 2029.963784 = -95501.009109 nChanged 5 SP:Iteration 14Q (106.573430 sec): 3 clusters Score: Raw -97535.147556 + Penalty 2029.988865 = -95505.158691 nChanged 8 SP:Iteration 15Q (106.575643 sec): 3 clusters Score: Raw -97542.762463 + Penalty 2030.698687 = -95512.063776 nChanged 5 SP:Iteration 16Q (106.577817 sec): 3 clusters Score: Raw -97547.375333 + Penalty 2030.885287 = -95516.490046 nChanged 5 SP:Iteration 17Q (106.579909 sec): 3 clusters Score: Raw -97551.865858 + Penalty 2031.212433 = -95520.653425 nChanged 2 SP:Iteration 18Q (106.581960 sec): 3 clusters Score: Raw -97552.744368 + Penalty 2031.361818 = -95521.382550 nChanged 3 SP:Iteration 19Q (106.584033 sec): 3 clusters Score: Raw -97555.033023 + Penalty 2031.361818 = -95523.671205 nChanged 0 SP:Iteration 20F (106.586120 sec): 3 clusters Score: Raw -97555.033023 + Penalty 2031.361818 = -95523.671205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.589015 sec): 2 clusters Score: Raw -53104.435922 + Penalty 1018.086884 = -52086.349038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.590257 sec): 3 clusters Score: Raw -53014.334484 + Penalty 2036.187722 = -50978.146763 nChanged 123 SP:Iteration 1F (106.591471 sec): 3 clusters Score: Raw -53165.839187 + Penalty 2036.193757 = -51129.645430 nChanged 23 SP:Iteration 2Q (106.592642 sec): 3 clusters Score: Raw -53202.502349 + Penalty 2036.206539 = -51166.295810 nChanged 13 SP:Iteration 3Q (106.593896 sec): 3 clusters Score: Raw -53223.103476 + Penalty 2036.204015 = -51186.899461 nChanged 12 SP:Iteration 4Q (106.595079 sec): 3 clusters Score: Raw -53234.527486 + Penalty 2036.179185 = -51198.348301 nChanged 5 SP:Iteration 5Q (106.596228 sec): 3 clusters Score: Raw -53244.309340 + Penalty 2036.156817 = -51208.152524 nChanged 3 SP:Iteration 6Q (106.597376 sec): 3 clusters Score: Raw -53247.466783 + Penalty 2036.159233 = -51211.307549 nChanged 1 SP:Iteration 7Q (106.598591 sec): 3 clusters Score: Raw -53250.227838 + Penalty 2036.156817 = -51214.071021 nChanged 3 SP:Iteration 8Q (106.599771 sec): 3 clusters Score: Raw -53254.179708 + Penalty 2036.154255 = -51218.025453 nChanged 1 SP:Iteration 9Q (106.600915 sec): 3 clusters Score: Raw -53256.133224 + Penalty 2036.154255 = -51219.978969 nChanged 0 SP:Iteration 10F (106.602099 sec): 3 clusters Score: Raw -53256.133224 + Penalty 2036.154255 = -51219.978969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 64 (824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.605441 sec): 2 clusters Score: Raw -77346.052916 + Penalty 1057.859177 = -76288.193739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.607244 sec): 3 clusters Score: Raw -77065.317361 + Penalty 2115.632892 = -74949.684468 nChanged 240 SP:Iteration 1F (106.609104 sec): 3 clusters Score: Raw -77280.327672 + Penalty 2115.671051 = -75164.656621 nChanged 54 SP:Iteration 2F (106.610942 sec): 3 clusters Score: Raw -77332.508286 + Penalty 2115.617760 = -75216.890526 nChanged 29 SP:Iteration 3Q (106.612707 sec): 3 clusters Score: Raw -77371.546479 + Penalty 2115.509789 = -75256.036690 nChanged 15 SP:Iteration 4Q (106.614401 sec): 3 clusters Score: Raw -77389.237188 + Penalty 2115.641263 = -75273.595925 nChanged 13 SP:Iteration 5Q (106.616086 sec): 3 clusters Score: Raw -77406.143253 + Penalty 2115.870303 = -75290.272951 nChanged 12 SP:Iteration 6Q (106.617767 sec): 3 clusters Score: Raw -77415.026822 + Penalty 2116.009068 = -75299.017754 nChanged 10 SP:Iteration 7Q (106.619550 sec): 3 clusters Score: Raw -77423.870639 + Penalty 2115.791825 = -75308.078814 nChanged 8 SP:Iteration 8Q (106.621365 sec): 3 clusters Score: Raw -77429.848888 + Penalty 2115.839945 = -75314.008943 nChanged 3 SP:Iteration 9Q (106.623077 sec): 3 clusters Score: Raw -77432.731975 + Penalty 2116.121486 = -75316.610489 nChanged 3 SP:Iteration 10F (106.624848 sec): 3 clusters Score: Raw -77435.796010 + Penalty 2116.383668 = -75319.412342 nChanged 1 SP:Iteration 11Q (106.626650 sec): 3 clusters Score: Raw -77436.664923 + Penalty 2116.383668 = -75320.281256 nChanged 0 SP:Iteration 12F (106.628409 sec): 3 clusters Score: Raw -77436.664923 + Penalty 2116.383668 = -75320.281256 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 67 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.631528 sec): 2 clusters Score: Raw -65172.183719 + Penalty 863.246727 = -64308.936991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.633120 sec): 3 clusters Score: Raw -64852.881067 + Penalty 1727.236400 = -63125.644667 nChanged 186 SP:Iteration 1F (106.634649 sec): 3 clusters Score: Raw -64982.335852 + Penalty 1728.080107 = -63254.255744 nChanged 59 SP:Iteration 2F (106.636176 sec): 3 clusters Score: Raw -65034.213720 + Penalty 1729.003935 = -63305.209785 nChanged 48 SP:Iteration 3F (106.637728 sec): 3 clusters Score: Raw -65089.352442 + Penalty 1730.363351 = -63358.989091 nChanged 44 SP:Iteration 4F (106.639255 sec): 3 clusters Score: Raw -65131.180140 + Penalty 1731.322430 = -63399.857710 nChanged 35 SP:Iteration 5Q (106.640790 sec): 3 clusters Score: Raw -65175.335608 + Penalty 1732.864544 = -63442.471064 nChanged 23 SP:Iteration 6Q (106.642400 sec): 3 clusters Score: Raw -65204.551249 + Penalty 1733.353492 = -63471.197757 nChanged 19 SP:Iteration 7Q (106.644019 sec): 3 clusters Score: Raw -65223.924708 + Penalty 1733.809991 = -63490.114717 nChanged 9 SP:Iteration 8Q (106.645599 sec): 3 clusters Score: Raw -65233.841684 + Penalty 1734.176953 = -63499.664730 nChanged 6 SP:Iteration 9Q (106.647076 sec): 3 clusters Score: Raw -65239.719201 + Penalty 1734.796979 = -63504.922222 nChanged 4 SP:Iteration 10F (106.648583 sec): 3 clusters Score: Raw -65245.285165 + Penalty 1734.770645 = -63510.514520 nChanged 2 SP:Iteration 11Q (106.650074 sec): 3 clusters Score: Raw -65247.720934 + Penalty 1734.744865 = -63512.976069 nChanged 2 SP:Iteration 12Q (106.651582 sec): 3 clusters Score: Raw -65249.473807 + Penalty 1734.703070 = -63514.770737 nChanged 2 SP:Iteration 13Q (106.653075 sec): 3 clusters Score: Raw -65251.596519 + Penalty 1734.700472 = -63516.896047 nChanged 1 SP:Iteration 14Q (106.654549 sec): 3 clusters Score: Raw -65252.224334 + Penalty 1734.512301 = -63517.712033 nChanged 3 SP:Iteration 15Q (106.656012 sec): 3 clusters Score: Raw -65254.175307 + Penalty 1734.512301 = -63519.663006 nChanged 0 SP:Iteration 16F (106.657520 sec): 3 clusters Score: Raw -65254.175307 + Penalty 1734.512301 = -63519.663006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 78 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.660308 sec): 2 clusters Score: Raw -73791.860181 + Penalty 822.476020 = -72969.384161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.662051 sec): 3 clusters Score: Raw -73391.827702 + Penalty 1646.331662 = -71745.496040 nChanged 246 SP:Iteration 1F (106.663782 sec): 3 clusters Score: Raw -73553.507604 + Penalty 1647.883728 = -71905.623877 nChanged 90 SP:Iteration 2F (106.665469 sec): 3 clusters Score: Raw -73626.796453 + Penalty 1649.998123 = -71976.798330 nChanged 50 SP:Iteration 3F (106.667163 sec): 3 clusters Score: Raw -73662.088209 + Penalty 1651.384669 = -72010.703541 nChanged 35 SP:Iteration 4Q (106.668861 sec): 3 clusters Score: Raw -73695.451297 + Penalty 1655.523789 = -72039.927508 nChanged 37 SP:Iteration 5Q (106.670563 sec): 3 clusters Score: Raw -73729.631309 + Penalty 1662.698171 = -72066.933139 nChanged 34 SP:Iteration 6Q (106.672267 sec): 3 clusters Score: Raw -73758.113020 + Penalty 1668.910621 = -72089.202399 nChanged 32 SP:Iteration 7Q (106.674014 sec): 3 clusters Score: Raw -73781.491517 + Penalty 1676.095354 = -72105.396163 nChanged 22 SP:Iteration 8Q (106.675877 sec): 3 clusters Score: Raw -73800.982114 + Penalty 1683.563508 = -72117.418606 nChanged 19 SP:Iteration 9Q (106.677819 sec): 3 clusters Score: Raw -73819.086300 + Penalty 1688.429425 = -72130.656874 nChanged 17 SP:Iteration 10F (106.679714 sec): 3 clusters Score: Raw -73833.489197 + Penalty 1692.336161 = -72141.153035 nChanged 6 SP:Iteration 11Q (106.681492 sec): 3 clusters Score: Raw -73844.521528 + Penalty 1696.023315 = -72148.498213 nChanged 7 SP:Iteration 12Q (106.683204 sec): 3 clusters Score: Raw -73850.737432 + Penalty 1696.613390 = -72154.124043 nChanged 5 SP:Iteration 13Q (106.684866 sec): 3 clusters Score: Raw -73857.023028 + Penalty 1701.583947 = -72155.439081 nChanged 5 SP:Iteration 14Q (106.686509 sec): 3 clusters Score: Raw -73861.660523 + Penalty 1703.681045 = -72157.979479 nChanged 3 SP:Iteration 15Q (106.688124 sec): 3 clusters Score: Raw -73864.493630 + Penalty 1705.679189 = -72158.814441 nChanged 3 SP:Iteration 16Q (106.689783 sec): 3 clusters Score: Raw -73867.013987 + Penalty 1708.310786 = -72158.703200 nChanged 2 SP:Iteration 17F (106.691685 sec): 3 clusters Score: Raw -73868.309981 + Penalty 1708.310786 = -72159.999195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.693138 sec): 2 clusters Score: Raw -26494.287234 + Penalty 538.051376 = -25956.235858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.693976 sec): 3 clusters Score: Raw -26387.646748 + Penalty 1074.868971 = -25312.777777 nChanged 72 SP:Iteration 1F (106.694803 sec): 3 clusters Score: Raw -26480.696904 + Penalty 1070.670889 = -25410.026015 nChanged 32 SP:Iteration 2F (106.695638 sec): 3 clusters Score: Raw -26521.610557 + Penalty 1068.579193 = -25453.031364 nChanged 19 SP:Iteration 3F (106.696440 sec): 3 clusters Score: Raw -26555.341243 + Penalty 1073.570066 = -25481.771177 nChanged 12 SP:Iteration 4Q (106.697219 sec): 3 clusters Score: Raw -26582.309753 + Penalty 1077.017321 = -25505.292432 nChanged 6 SP:Iteration 5Q (106.697992 sec): 3 clusters Score: Raw -26588.425378 + Penalty 1079.926016 = -25508.499362 nChanged 5 SP:Iteration 6Q (106.698772 sec): 3 clusters Score: Raw -26592.843609 + Penalty 1081.892829 = -25510.950780 nChanged 4 SP:Iteration 7Q (106.699532 sec): 3 clusters Score: Raw -26598.824654 + Penalty 1080.203718 = -25518.620935 nChanged 4 SP:Iteration 8Q (106.700310 sec): 3 clusters Score: Raw -26609.578013 + Penalty 1080.244703 = -25529.333310 nChanged 2 SP:Iteration 9Q (106.701067 sec): 3 clusters Score: Raw -26612.341485 + Penalty 1080.244703 = -25532.096782 nChanged 0 SP:Iteration 10F (106.701855 sec): 3 clusters Score: Raw -26612.341485 + Penalty 1080.244703 = -25532.096782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.702414 sec): 2 clusters Score: Raw -2074.333251 + Penalty 131.969276 = -1942.363976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.702695 sec): 3 clusters Score: Raw -2126.863481 + Penalty 263.151183 = -1863.712298 nChanged 2 SP:Iteration 1F (106.702967 sec): 3 clusters Score: Raw -2135.938726 + Penalty 263.151183 = -1872.787543 nChanged 0 Time taken for this iteration:105.787892 seconds. 300->18 Clusters: Score -2745233.970764, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 236 (time per iteration =452.293169 ms) Total iterations: 1950 (time per iteration =54.739071 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5847806875.000000 (time per metric unit =18.253200ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 146195171875.000000 (time per metric unit=730.127997ps) That took 106.741188 seconds.