FileBase PeterP-2013-09-04_dataset1 ElecNo 16 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 0.22 and 0.33 GB of RAM. Memory request: 0.11 GB would take us to total of 0.11 GB. ---------------------------------------------------------- Loaded 23964 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 23964 points ------ Starting initial clusters from distinct float masks Not enough masks (211) to generate starting clusters (300), so starting with (212) clusters instead. Assigned 212 initial classes from 211 unique masks. Deleting Class 190 (2 points): Lose 26.926030 but Gain 1613.559532 Iteration 0F (3.030340 sec): 211 clusters Score: Raw -1000577.165963 + Penalty 212593.580046 = -787983.585917 nChanged 3074 Deleting Class 207 (1 points): Lose 15.468184 but Gain 1600.835554 Iteration 1F (5.313839 sec): 207 clusters Score: Raw -1006566.501257 + Penalty 209623.312458 = -796943.188798 nChanged 1018 Deleting Class 145 (2 points): Lose 39.502430 but Gain 1608.426010 Iteration 2Q (5.561697 sec): 205 clusters Score: Raw -1008499.393640 + Penalty 208174.323041 = -800325.070599 nChanged 711 Deleting Class 198 (1 points): Lose 3.166987 but Gain 1509.674104 Iteration 3Q (5.774307 sec): 204 clusters Score: Raw -1009481.856521 + Penalty 206288.518195 = -803193.338326 nChanged 588 Deleting Class 201 (1 points): Lose 32.556582 but Gain 1538.924020 Iteration 4Q (5.969957 sec): 203 clusters Score: Raw -1010114.415778 + Penalty 203538.846788 = -806575.568990 nChanged 536 Deleting Class 152 (1 points): Lose 8.718886 but Gain 1504.464210 Iteration 5Q (6.157126 sec): 201 clusters Score: Raw -1010662.345474 + Penalty 202034.024101 = -808628.321372 nChanged 500 Deleting Class 103 (2 points): Lose 36.466985 but Gain 1529.376463 Iteration 6Q (6.337720 sec): 200 clusters Score: Raw -1011114.672029 + Penalty 199554.006800 = -811560.665230 nChanged 432 Deleting Class 166 (3 points): Lose 45.592744 but Gain 1515.057483 Iteration 7Q (6.509205 sec): 198 clusters Score: Raw -1011465.033417 + Penalty 198060.555970 = -813404.477447 nChanged 432 Deleting Class 196 (2 points): Lose 25.529773 but Gain 1494.494772 Iteration 8Q (6.679000 sec): 197 clusters Score: Raw -1011832.020324 + Penalty 195396.711661 = -816435.308662 nChanged 427 Deleting Class 71 (5 points): Lose 90.747046 but Gain 1559.452059 Iteration 9Q (6.846431 sec): 195 clusters Score: Raw -1012158.078796 + Penalty 193816.823877 = -818341.254919 nChanged 398 Deleting Class 127 (6 points): Lose 104.908621 but Gain 1550.216902 Iteration 10F (8.979051 sec): 194 clusters Score: Raw -1012487.272125 + Penalty 192157.099640 = -820330.172486 nChanged 325 Deleting Class 194 (1 points): Lose 16.078016 but Gain 1451.204776 Iteration 11Q (9.137128 sec): 193 clusters Score: Raw -1012767.865317 + Penalty 190651.269831 = -822116.595486 nChanged 218 Deleting Class 142 (10 points): Lose 178.933106 but Gain 1613.939076 Iteration 12Q (9.282714 sec): 192 clusters Score: Raw -1012733.519896 + Penalty 189193.578103 = -823539.941793 nChanged 187 Deleting Class 117 (6 points): Lose 109.249909 but Gain 1543.353335 Iteration 13Q (9.424524 sec): 191 clusters Score: Raw -1012768.104844 + Penalty 187859.625281 = -824908.479563 nChanged 135 Deleting Class 210 (1 points): Lose 5.064056 but Gain 1420.610223 Iteration 14Q (9.558370 sec): 190 clusters Score: Raw -1012853.757400 + Penalty 186451.711376 = -826402.046024 nChanged 101 Deleting Class 168 (2 points): Lose 32.293806 but Gain 1446.257405 Iteration 15Q (9.689177 sec): 189 clusters Score: Raw -1012877.284163 + Penalty 185102.561471 = -827774.722692 nChanged 84 Deleting Class 118 (3 points): Lose 36.252656 but Gain 1440.422848 Iteration 16Q (9.817953 sec): 188 clusters Score: Raw -1012882.552760 + Penalty 183681.710489 = -829200.842271 nChanged 76 Deleting Class 179 (1 points): Lose 3.832819 but Gain 1402.293262 Iteration 17Q (9.947765 sec): 187 clusters Score: Raw -1012932.352707 + Penalty 182300.067341 = -830632.285367 nChanged 54 Deleting Class 48 (4 points): Lose 54.118677 but Gain 1451.454429 Iteration 18Q (10.073172 sec): 186 clusters Score: Raw -1012897.254861 + Penalty 180226.266227 = -832670.988634 nChanged 48 Deleting Class 144 (2 points): Lose 27.872889 but Gain 1416.278045 Iteration 19Q (10.197328 sec): 184 clusters Score: Raw -1012904.317386 + Penalty 178858.753895 = -834045.563490 nChanged 40 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.22 GB. Compute initial score before splitting: Score: Raw -1012904.317386 + Penalty 178858.753895 = -834045.563490Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.283717 sec): 2 clusters Score: Raw -1309.344963 + Penalty 271.446653 = -1037.898310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.284011 sec): 3 clusters Score: Raw -1322.673296 + Penalty 534.410043 = -788.263253 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 2 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.302512 sec): 2 clusters Score: Raw -186464.552755 + Penalty 72.974954 = -186391.577801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.310650 sec): 3 clusters Score: Raw -183667.194980 + Penalty 150.376324 = -183516.818656 nChanged 2055 SP:Iteration 1F (10.318696 sec): 3 clusters Score: Raw -185127.963076 + Penalty 159.065508 = -184968.897568 nChanged 496 SP:Iteration 2F (10.326289 sec): 3 clusters Score: Raw -185503.860784 + Penalty 167.924811 = -185335.935973 nChanged 358 SP:Iteration 3F (10.333944 sec): 3 clusters Score: Raw -185796.277331 + Penalty 177.780632 = -185618.496699 nChanged 259 SP:Iteration 4F (10.341588 sec): 3 clusters Score: Raw -186049.925065 + Penalty 189.008676 = -185860.916389 nChanged 194 SP:Iteration 5Q (10.349247 sec): 3 clusters Score: Raw -186224.730905 + Penalty 198.269662 = -186026.461242 nChanged 139 SP:Iteration 6Q (10.356872 sec): 3 clusters Score: Raw -186322.103057 + Penalty 207.732968 = -186114.370089 nChanged 95 SP:Iteration 7Q (10.364449 sec): 3 clusters Score: Raw -186390.243805 + Penalty 211.142007 = -186179.101798 nChanged 78 SP:Iteration 8Q (10.371977 sec): 3 clusters Score: Raw -186443.163636 + Penalty 193.895841 = -186249.267796 nChanged 46 SP:Iteration 9Q (10.379292 sec): 3 clusters Score: Raw -186471.425653 + Penalty 188.159511 = -186283.266142 nChanged 34 SP:Iteration 10F (10.386939 sec): 3 clusters Score: Raw -186494.791968 + Penalty 183.072526 = -186311.719442 nChanged 26 SP:Iteration 11Q (10.394397 sec): 3 clusters Score: Raw -186511.047685 + Penalty 176.297075 = -186334.750610 nChanged 12 SP:Iteration 12Q (10.401687 sec): 3 clusters Score: Raw -186516.895519 + Penalty 166.428316 = -186350.467203 nChanged 10 SP:Iteration 13Q (10.408944 sec): 3 clusters Score: Raw -186520.619953 + Penalty 164.189217 = -186356.430737 nChanged 6 SP:Iteration 14Q (10.416827 sec): 3 clusters Score: Raw -186523.266844 + Penalty 166.123768 = -186357.143076 nChanged 5 SP:Iteration 15Q (10.423848 sec): 3 clusters Score: Raw -186526.517382 + Penalty 165.002624 = -186361.514758 nChanged 4 SP:Iteration 16Q (10.430850 sec): 3 clusters Score: Raw -186529.703693 + Penalty 157.452423 = -186372.251269 nChanged 2 SP:Iteration 17Q (10.437602 sec): 3 clusters Score: Raw -186531.727015 + Penalty 157.452423 = -186374.274592 nChanged 0 SP:Iteration 18F (10.445124 sec): 3 clusters Score: Raw -186531.727015 + Penalty 157.452423 = -186374.274592 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 3 (2040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.456679 sec): 2 clusters Score: Raw -93406.345309 + Penalty 123.405028 = -93282.940280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.460530 sec): 3 clusters Score: Raw -92088.068727 + Penalty 271.432826 = -91816.635901 nChanged 931 SP:Iteration 1F (10.464282 sec): 3 clusters Score: Raw -92858.196498 + Penalty 303.411040 = -92554.785458 nChanged 231 SP:Iteration 2F (10.468034 sec): 3 clusters Score: Raw -93080.388256 + Penalty 325.882908 = -92754.505348 nChanged 96 SP:Iteration 3Q (10.471678 sec): 3 clusters Score: Raw -93173.925029 + Penalty 345.248725 = -92828.676304 nChanged 64 SP:Iteration 4Q (10.475225 sec): 3 clusters Score: Raw -93244.059693 + Penalty 360.280561 = -92883.779132 nChanged 48 SP:Iteration 5Q (10.478602 sec): 3 clusters Score: Raw -93284.617767 + Penalty 372.534221 = -92912.083547 nChanged 36 SP:Iteration 6Q (10.481853 sec): 3 clusters Score: Raw -93305.511335 + Penalty 381.379816 = -92924.131520 nChanged 28 SP:Iteration 7Q (10.485036 sec): 3 clusters Score: Raw -93319.405371 + Penalty 393.076312 = -92926.329059 nChanged 24 SP:Iteration 8Q (10.488178 sec): 3 clusters Score: Raw -93332.171065 + Penalty 408.368910 = -92923.802155 nChanged 27 SP:Iteration 9F (10.491841 sec): 3 clusters Score: Raw -93347.301083 + Penalty 415.845046 = -92931.456037 nChanged 22 SP:Iteration 10F (10.495497 sec): 3 clusters Score: Raw -93358.233832 + Penalty 426.091122 = -92932.142709 nChanged 19 SP:Iteration 11Q (10.498560 sec): 3 clusters Score: Raw -93371.275232 + Penalty 442.851772 = -92928.423460 nChanged 25 SP:Iteration 12F (10.502219 sec): 3 clusters Score: Raw -93390.416693 + Penalty 461.271028 = -92929.145665 nChanged 11 SP:Iteration 13Q (10.505259 sec): 3 clusters Score: Raw -93398.862628 + Penalty 468.778040 = -92930.084588 nChanged 12 SP:Iteration 14Q (10.508303 sec): 3 clusters Score: Raw -93407.173954 + Penalty 456.040811 = -92951.133143 nChanged 6 SP:Iteration 15Q (10.511369 sec): 3 clusters Score: Raw -93411.404540 + Penalty 458.859015 = -92952.545524 nChanged 2 SP:Iteration 16Q (10.514639 sec): 3 clusters Score: Raw -93412.073324 + Penalty 450.895346 = -92961.177978 nChanged 1 SP:Iteration 17Q (10.517704 sec): 3 clusters Score: Raw -93412.451946 + Penalty 450.895346 = -92961.556600 nChanged 0 SP:Iteration 18F (10.521732 sec): 3 clusters Score: Raw -93412.451946 + Penalty 450.895346 = -92961.556600 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 4 (4234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.534147 sec): 2 clusters Score: Raw -192948.297043 + Penalty 105.231750 = -192843.065293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.541783 sec): 3 clusters Score: Raw -190228.667556 + Penalty 200.899381 = -190027.768175 nChanged 2058 SP:Iteration 1F (10.549239 sec): 3 clusters Score: Raw -192325.944035 + Penalty 203.848201 = -192122.095834 nChanged 333 SP:Iteration 2F (10.556696 sec): 3 clusters Score: Raw -192754.642250 + Penalty 206.328035 = -192548.314215 nChanged 96 SP:Iteration 3Q (10.564161 sec): 3 clusters Score: Raw -192963.026783 + Penalty 206.943036 = -192756.083747 nChanged 37 SP:Iteration 4Q (10.571196 sec): 3 clusters Score: Raw -193003.327150 + Penalty 207.387629 = -192795.939521 nChanged 32 SP:Iteration 5Q (10.577992 sec): 3 clusters Score: Raw -193024.710986 + Penalty 207.854098 = -192816.856888 nChanged 34 SP:Iteration 6Q (10.584686 sec): 3 clusters Score: Raw -193042.277569 + Penalty 208.779513 = -192833.498056 nChanged 24 SP:Iteration 7Q (10.591280 sec): 3 clusters Score: Raw -193047.552497 + Penalty 209.079985 = -192838.472512 nChanged 13 SP:Iteration 8Q (10.597862 sec): 3 clusters Score: Raw -193048.884509 + Penalty 208.863230 = -192840.021279 nChanged 7 SP:Iteration 9Q (10.604383 sec): 3 clusters Score: Raw -193049.485017 + Penalty 208.389737 = -192841.095279 nChanged 5 SP:Iteration 10F (10.611868 sec): 3 clusters Score: Raw -193049.660469 + Penalty 208.389737 = -192841.270731 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 5 (4315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.633051 sec): 2 clusters Score: Raw -188308.638503 + Penalty 189.002584 = -188119.635919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.640964 sec): 3 clusters Score: Raw -185453.558561 + Penalty 380.150435 = -185073.408126 nChanged 1985 SP:Iteration 1F (10.648809 sec): 3 clusters Score: Raw -186534.230106 + Penalty 413.664892 = -186120.565213 nChanged 827 SP:Iteration 2F (10.656725 sec): 3 clusters Score: Raw -187198.206334 + Penalty 449.403563 = -186748.802771 nChanged 412 SP:Iteration 3F (10.664402 sec): 3 clusters Score: Raw -187520.673396 + Penalty 469.980830 = -187050.692567 nChanged 243 SP:Iteration 4F (10.672079 sec): 3 clusters Score: Raw -187729.811163 + Penalty 476.232253 = -187253.578910 nChanged 179 SP:Iteration 5Q (10.679801 sec): 3 clusters Score: Raw -187910.740960 + Penalty 475.425693 = -187435.315267 nChanged 124 SP:Iteration 6Q (10.687472 sec): 3 clusters Score: Raw -188066.648210 + Penalty 464.236681 = -187602.411529 nChanged 89 SP:Iteration 7Q (10.694410 sec): 3 clusters Score: Raw -188174.244603 + Penalty 453.384053 = -187720.860549 nChanged 62 SP:Iteration 8Q (10.701044 sec): 3 clusters Score: Raw -188221.712152 + Penalty 449.031644 = -187772.680508 nChanged 30 SP:Iteration 9Q (10.707555 sec): 3 clusters Score: Raw -188231.931072 + Penalty 446.543444 = -187785.387628 nChanged 22 SP:Iteration 10F (10.715203 sec): 3 clusters Score: Raw -188238.541507 + Penalty 444.871187 = -187793.670320 nChanged 22 SP:Iteration 11Q (10.721781 sec): 3 clusters Score: Raw -188243.563833 + Penalty 443.858410 = -187799.705423 nChanged 15 SP:Iteration 12Q (10.728761 sec): 3 clusters Score: Raw -188245.916030 + Penalty 444.300637 = -187801.615393 nChanged 17 SP:Iteration 13Q (10.735296 sec): 3 clusters Score: Raw -188248.769586 + Penalty 445.130422 = -187803.639164 nChanged 12 SP:Iteration 14Q (10.741828 sec): 3 clusters Score: Raw -188250.252540 + Penalty 444.829886 = -187805.422654 nChanged 15 SP:Iteration 15Q (10.748344 sec): 3 clusters Score: Raw -188252.307017 + Penalty 443.245748 = -187809.061269 nChanged 12 SP:Iteration 16Q (10.754852 sec): 3 clusters Score: Raw -188253.653238 + Penalty 441.834728 = -187811.818511 nChanged 10 SP:Iteration 17Q (10.761356 sec): 3 clusters Score: Raw -188254.802928 + Penalty 439.733458 = -187815.069470 nChanged 10 SP:Iteration 18Q (10.767891 sec): 3 clusters Score: Raw -188256.922135 + Penalty 438.638578 = -187818.283556 nChanged 10 SP:Iteration 19Q (10.774722 sec): 3 clusters Score: Raw -188258.565017 + Penalty 437.235884 = -187821.329133 nChanged 8 SP:Iteration 20F (10.782531 sec): 3 clusters Score: Raw -188259.689452 + Penalty 435.730659 = -187823.958793 nChanged 9 SP:Iteration 21Q (10.789010 sec): 3 clusters Score: Raw -188260.420216 + Penalty 436.272755 = -187824.147461 nChanged 5 SP:Iteration 22Q (10.795492 sec): 3 clusters Score: Raw -188260.663871 + Penalty 436.507866 = -187824.156005 nChanged 4 SP:Iteration 23Q (10.801982 sec): 3 clusters Score: Raw -188260.792090 + Penalty 436.356732 = -187824.435358 nChanged 2 SP:Iteration 24Q (10.808489 sec): 3 clusters Score: Raw -188260.921204 + Penalty 436.633414 = -187824.287790 nChanged 3 SP:Iteration 25F (10.816241 sec): 3 clusters Score: Raw -188260.983643 + Penalty 436.802133 = -187824.181509 nChanged 1 SP:Iteration 26F (10.824225 sec): 3 clusters Score: Raw -188261.000779 + Penalty 436.561003 = -187824.439776 nChanged 1 SP:Iteration 27Q (10.831114 sec): 3 clusters Score: Raw -188261.038422 + Penalty 436.414874 = -187824.623548 nChanged 1 SP:Iteration 28Q (10.837596 sec): 3 clusters Score: Raw -188261.094757 + Penalty 436.413424 = -187824.681333 nChanged 1 SP:Iteration 29Q (10.844082 sec): 3 clusters Score: Raw -188261.166159 + Penalty 436.579617 = -187824.586543 nChanged 1 SP:Iteration 30F (10.851831 sec): 3 clusters Score: Raw -188261.268154 + Penalty 436.636164 = -187824.631991 nChanged 1 SP:Iteration 31Q (10.858297 sec): 3 clusters Score: Raw -188261.294263 + Penalty 436.956059 = -187824.338204 nChanged 1 SP:Iteration 32F (10.866051 sec): 3 clusters Score: Raw -188261.301858 + Penalty 436.956059 = -187824.345799 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 6 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.875760 sec): 2 clusters Score: Raw -59486.957684 + Penalty 369.718130 = -59117.239554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.878204 sec): 3 clusters Score: Raw -58834.181262 + Penalty 740.177025 = -58094.004237 nChanged 520 SP:Iteration 1F (10.880593 sec): 3 clusters Score: Raw -59243.224229 + Penalty 737.761640 = -58505.462589 nChanged 154 SP:Iteration 2F (10.883266 sec): 3 clusters Score: Raw -59436.601033 + Penalty 728.983243 = -58707.617790 nChanged 144 SP:Iteration 3F (10.885897 sec): 3 clusters Score: Raw -59752.468085 + Penalty 727.441063 = -59025.027022 nChanged 95 SP:Iteration 4F (10.888462 sec): 3 clusters Score: Raw -60042.648110 + Penalty 730.749713 = -59311.898397 nChanged 56 SP:Iteration 5Q (10.890768 sec): 3 clusters Score: Raw -60180.557123 + Penalty 733.926851 = -59446.630272 nChanged 41 SP:Iteration 6Q (10.892943 sec): 3 clusters Score: Raw -60276.967059 + Penalty 736.337599 = -59540.629460 nChanged 25 SP:Iteration 7Q (10.895117 sec): 3 clusters Score: Raw -60323.041076 + Penalty 737.741388 = -59585.299688 nChanged 16 SP:Iteration 8Q (10.897251 sec): 3 clusters Score: Raw -60340.974167 + Penalty 738.430391 = -59602.543776 nChanged 9 SP:Iteration 9Q (10.899400 sec): 3 clusters Score: Raw -60347.660415 + Penalty 739.185115 = -59608.475300 nChanged 9 SP:Iteration 10F (10.901965 sec): 3 clusters Score: Raw -60355.785568 + Penalty 740.024333 = -59615.761236 nChanged 10 SP:Iteration 11Q (10.904036 sec): 3 clusters Score: Raw -60363.253071 + Penalty 740.907116 = -59622.345955 nChanged 10 SP:Iteration 12Q (10.906106 sec): 3 clusters Score: Raw -60371.077196 + Penalty 741.979213 = -59629.097983 nChanged 13 SP:Iteration 13Q (10.908125 sec): 3 clusters Score: Raw -60390.760833 + Penalty 743.845978 = -59646.914855 nChanged 21 SP:Iteration 14Q (10.910139 sec): 3 clusters Score: Raw -60427.186902 + Penalty 745.284203 = -59681.902699 nChanged 13 SP:Iteration 15Q (10.912149 sec): 3 clusters Score: Raw -60440.775528 + Penalty 745.930834 = -59694.844694 nChanged 8 SP:Iteration 16Q (10.914146 sec): 3 clusters Score: Raw -60445.395572 + Penalty 746.052066 = -59699.343506 nChanged 2 SP:Iteration 17Q (10.916136 sec): 3 clusters Score: Raw -60446.621975 + Penalty 746.303264 = -59700.318711 nChanged 2 SP:Iteration 18Q (10.918125 sec): 3 clusters Score: Raw -60447.312062 + Penalty 746.316089 = -59700.995973 nChanged 1 SP:Iteration 19Q (10.920154 sec): 3 clusters Score: Raw -60448.073525 + Penalty 746.461490 = -59701.612035 nChanged 1 SP:Iteration 20F (10.922624 sec): 3 clusters Score: Raw -60448.558547 + Penalty 746.486833 = -59702.071714 nChanged 2 SP:Iteration 21Q (10.924667 sec): 3 clusters Score: Raw -60449.802577 + Penalty 746.702869 = -59703.099708 nChanged 5 SP:Iteration 22Q (10.926678 sec): 3 clusters Score: Raw -60451.953510 + Penalty 746.702869 = -59705.250640 nChanged 0 SP:Iteration 23F (10.929276 sec): 3 clusters Score: Raw -60451.953510 + Penalty 746.702869 = -59705.250640 nChanged 0 Score: Raw -1032058.230198 + Penalty 179390.690568 = -852667.539630 Splitting cluster 6 changes total score from -834045.563490 to -852667.539630 So it's getting split into cluster 48. Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 7 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.981414 sec): 2 clusters Score: Raw -33400.932962 + Penalty 327.146724 = -33073.786238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.983008 sec): 3 clusters Score: Raw -33023.566798 + Penalty 654.186880 = -32369.379917 nChanged 261 SP:Iteration 1F (12.984575 sec): 3 clusters Score: Raw -33167.806746 + Penalty 656.456872 = -32511.349874 nChanged 60 SP:Iteration 2F (12.986132 sec): 3 clusters Score: Raw -33224.000275 + Penalty 660.646212 = -32563.354062 nChanged 52 SP:Iteration 3F (12.987682 sec): 3 clusters Score: Raw -33253.471098 + Penalty 663.284363 = -32590.186735 nChanged 30 SP:Iteration 4Q (12.989188 sec): 3 clusters Score: Raw -33270.510028 + Penalty 666.632949 = -32603.877079 nChanged 34 SP:Iteration 5Q (12.990655 sec): 3 clusters Score: Raw -33295.671823 + Penalty 667.891394 = -32627.780429 nChanged 32 SP:Iteration 6Q (12.992154 sec): 3 clusters Score: Raw -33316.711394 + Penalty 669.223016 = -32647.488378 nChanged 18 SP:Iteration 7Q (12.993681 sec): 3 clusters Score: Raw -33326.938387 + Penalty 669.146595 = -32657.791791 nChanged 15 SP:Iteration 8Q (12.995200 sec): 3 clusters Score: Raw -33335.122676 + Penalty 668.508273 = -32666.614403 nChanged 13 SP:Iteration 9Q (12.996674 sec): 3 clusters Score: Raw -33341.640751 + Penalty 667.978778 = -32673.661973 nChanged 15 SP:Iteration 10F (12.998140 sec): 3 clusters Score: Raw -33349.947808 + Penalty 666.688838 = -32683.258969 nChanged 14 SP:Iteration 11Q (12.999568 sec): 3 clusters Score: Raw -33361.071124 + Penalty 665.850864 = -32695.220260 nChanged 11 SP:Iteration 12Q (13.000978 sec): 3 clusters Score: Raw -33367.188373 + Penalty 665.573392 = -32701.614981 nChanged 11 SP:Iteration 13Q (13.002381 sec): 3 clusters Score: Raw -33372.117648 + Penalty 663.918059 = -32708.199589 nChanged 10 SP:Iteration 14Q (13.003797 sec): 3 clusters Score: Raw -33376.472654 + Penalty 662.434361 = -32714.038293 nChanged 10 SP:Iteration 15Q (13.005187 sec): 3 clusters Score: Raw -33382.536558 + Penalty 659.981718 = -32722.554839 nChanged 12 SP:Iteration 16Q (13.006561 sec): 3 clusters Score: Raw -33390.097630 + Penalty 663.375659 = -32726.721971 nChanged 11 SP:Iteration 17Q (13.007910 sec): 3 clusters Score: Raw -33394.640362 + Penalty 659.666768 = -32734.973594 nChanged 11 SP:Iteration 18Q (13.009279 sec): 3 clusters Score: Raw -33401.548096 + Penalty 660.049173 = -32741.498923 nChanged 11 SP:Iteration 19Q (13.010712 sec): 3 clusters Score: Raw -33409.083338 + Penalty 661.456824 = -32747.626514 nChanged 6 SP:Iteration 20F (13.012168 sec): 3 clusters Score: Raw -33414.149497 + Penalty 663.313259 = -32750.836238 nChanged 5 SP:Iteration 21Q (13.013520 sec): 3 clusters Score: Raw -33417.730763 + Penalty 662.065261 = -32755.665501 nChanged 2 SP:Iteration 22Q (13.014848 sec): 3 clusters Score: Raw -33418.084084 + Penalty 660.728854 = -32757.355230 nChanged 2 SP:Iteration 23Q (13.016175 sec): 3 clusters Score: Raw -33418.850203 + Penalty 662.513916 = -32756.336287 nChanged 2 SP:Iteration 24F (13.017633 sec): 3 clusters Score: Raw -33420.628499 + Penalty 663.191586 = -32757.436913 nChanged 4 SP:Iteration 25Q (13.018947 sec): 3 clusters Score: Raw -33424.487227 + Penalty 663.736578 = -32760.750649 nChanged 4 SP:Iteration 26Q (13.020272 sec): 3 clusters Score: Raw -33428.582570 + Penalty 662.891779 = -32765.690791 nChanged 3 SP:Iteration 27Q (13.021591 sec): 3 clusters Score: Raw -33431.181304 + Penalty 660.057779 = -32771.123526 nChanged 2 SP:Iteration 28Q (13.022878 sec): 3 clusters Score: Raw -33432.957543 + Penalty 653.498748 = -32779.458795 nChanged 4 SP:Iteration 29Q (13.024162 sec): 3 clusters Score: Raw -33438.496966 + Penalty 655.737500 = -32782.759466 nChanged 2 SP:Iteration 30F (13.025625 sec): 3 clusters Score: Raw -33439.283461 + Penalty 656.614847 = -32782.668614 nChanged 1 SP:Iteration 31F (13.027100 sec): 3 clusters Score: Raw -33440.330441 + Penalty 656.254635 = -32784.075806 nChanged 1 SP:Iteration 32Q (13.028365 sec): 3 clusters Score: Raw -33440.511475 + Penalty 656.254635 = -32784.256840 nChanged 0 SP:Iteration 33F (13.029814 sec): 3 clusters Score: Raw -33440.511475 + Penalty 656.254635 = -32784.256840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 8 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.030597 sec): 2 clusters Score: Raw -1399.530394 + Penalty 252.749720 = -1146.780674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.030871 sec): 3 clusters Score: Raw -1438.438439 + Penalty 495.826232 = -942.612208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.031447 sec): 2 clusters Score: Raw -1725.985709 + Penalty 602.155355 = -1123.830354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.031739 sec): 3 clusters Score: Raw -1936.126035 + Penalty 1203.775373 = -732.350662 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 10 (1046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.035426 sec): 2 clusters Score: Raw -48147.325658 + Penalty 171.758361 = -47975.567297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.037541 sec): 3 clusters Score: Raw -47510.733165 + Penalty 398.824333 = -47111.908833 nChanged 450 SP:Iteration 1F (13.039565 sec): 3 clusters Score: Raw -47966.051732 + Penalty 434.754055 = -47531.297677 nChanged 107 SP:Iteration 2F (13.041574 sec): 3 clusters Score: Raw -48073.359175 + Penalty 459.596343 = -47613.762831 nChanged 46 SP:Iteration 3Q (13.043584 sec): 3 clusters Score: Raw -48118.048113 + Penalty 507.184616 = -47610.863497 nChanged 21 SP:Iteration 4F (13.045560 sec): 3 clusters Score: Raw -48145.581775 + Penalty 519.250799 = -47626.330976 nChanged 8 SP:Iteration 5Q (13.047336 sec): 3 clusters Score: Raw -48153.969166 + Penalty 537.629767 = -47616.339400 nChanged 6 SP:Iteration 6F (13.049317 sec): 3 clusters Score: Raw -48160.739974 + Penalty 550.041154 = -47610.698820 nChanged 6 SP:Iteration 7F (13.051298 sec): 3 clusters Score: Raw -48165.155344 + Penalty 560.723368 = -47604.431976 nChanged 3 SP:Iteration 8F (13.053275 sec): 3 clusters Score: Raw -48166.544434 + Penalty 565.966159 = -47600.578275 nChanged 1 SP:Iteration 9F (13.055249 sec): 3 clusters Score: Raw -48167.437548 + Penalty 574.525934 = -47592.911614 nChanged 2 SP:Iteration 10F (13.057225 sec): 3 clusters Score: Raw -48169.227267 + Penalty 574.525934 = -47594.701333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.058268 sec): 2 clusters Score: Raw -9512.484146 + Penalty 628.973617 = -8883.510529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.058868 sec): 3 clusters Score: Raw -9513.566664 + Penalty 1256.762661 = -8256.804003 nChanged 22 SP:Iteration 1F (13.059413 sec): 3 clusters Score: Raw -9547.526386 + Penalty 1257.045318 = -8290.481068 nChanged 3 SP:Iteration 2Q (13.059950 sec): 3 clusters Score: Raw -9562.097730 + Penalty 1256.966758 = -8305.130972 nChanged 1 SP:Iteration 3Q (13.060482 sec): 3 clusters Score: Raw -9563.850301 + Penalty 1256.716075 = -8307.134225 nChanged 1 SP:Iteration 4Q (13.061015 sec): 3 clusters Score: Raw -9564.166208 + Penalty 1256.716075 = -8307.450133 nChanged 0 SP:Iteration 5F (13.061560 sec): 3 clusters Score: Raw -9564.166208 + Penalty 1256.716075 = -8307.450133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 12 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.062185 sec): 2 clusters Score: Raw -2488.716285 + Penalty 164.069500 = -2324.646785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.062540 sec): 3 clusters Score: Raw -2483.596536 + Penalty 329.459197 = -2154.137339 nChanged 7 SP:Iteration 1F (13.062862 sec): 3 clusters Score: Raw -2490.749758 + Penalty 328.139001 = -2162.610757 nChanged 2 SP:Iteration 2Q (13.063174 sec): 3 clusters Score: Raw -2492.631732 + Penalty 328.139001 = -2164.492731 nChanged 0 SP:Iteration 3F (13.063486 sec): 3 clusters Score: Raw -2492.631732 + Penalty 328.139001 = -2164.492731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 13 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.065597 sec): 2 clusters Score: Raw -16112.017435 + Penalty 429.452412 = -15682.565022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.066438 sec): 3 clusters Score: Raw -15983.036248 + Penalty 858.712992 = -15124.323256 nChanged 91 SP:Iteration 1F (13.067265 sec): 3 clusters Score: Raw -16039.999724 + Penalty 855.281948 = -15184.717776 nChanged 29 SP:Iteration 2F (13.068098 sec): 3 clusters Score: Raw -16062.616692 + Penalty 850.150607 = -15212.466085 nChanged 20 SP:Iteration 3F (13.068894 sec): 3 clusters Score: Raw -16080.488660 + Penalty 846.460408 = -15234.028251 nChanged 10 SP:Iteration 4Q (13.069683 sec): 3 clusters Score: Raw -16089.840076 + Penalty 845.063264 = -15244.776811 nChanged 3 SP:Iteration 5Q (13.070469 sec): 3 clusters Score: Raw -16093.027920 + Penalty 845.146937 = -15247.880983 nChanged 3 SP:Iteration 6Q (13.071260 sec): 3 clusters Score: Raw -16096.992053 + Penalty 844.194267 = -15252.797787 nChanged 5 SP:Iteration 7Q (13.072067 sec): 3 clusters Score: Raw -16099.602112 + Penalty 842.889527 = -15256.712585 nChanged 5 SP:Iteration 8Q (13.072882 sec): 3 clusters Score: Raw -16107.775842 + Penalty 839.564134 = -15268.211708 nChanged 10 SP:Iteration 9Q (13.073669 sec): 3 clusters Score: Raw -16112.800808 + Penalty 839.375076 = -15273.425733 nChanged 5 SP:Iteration 10F (13.074466 sec): 3 clusters Score: Raw -16115.591995 + Penalty 837.478211 = -15278.113785 nChanged 4 SP:Iteration 11Q (13.075251 sec): 3 clusters Score: Raw -16118.181601 + Penalty 835.473714 = -15282.707887 nChanged 7 SP:Iteration 12Q (13.076037 sec): 3 clusters Score: Raw -16123.844430 + Penalty 834.890250 = -15288.954180 nChanged 4 SP:Iteration 13Q (13.076823 sec): 3 clusters Score: Raw -16127.113695 + Penalty 832.917041 = -15294.196654 nChanged 7 SP:Iteration 14Q (13.077658 sec): 3 clusters Score: Raw -16134.539651 + Penalty 831.780803 = -15302.758848 nChanged 3 SP:Iteration 15Q (13.078444 sec): 3 clusters Score: Raw -16136.149618 + Penalty 829.121625 = -15307.027993 nChanged 5 SP:Iteration 16Q (13.079265 sec): 3 clusters Score: Raw -16140.107384 + Penalty 829.870985 = -15310.236399 nChanged 6 SP:Iteration 17Q (13.080081 sec): 3 clusters Score: Raw -16142.511244 + Penalty 830.524250 = -15311.986994 nChanged 5 SP:Iteration 18Q (13.080899 sec): 3 clusters Score: Raw -16145.266360 + Penalty 832.030010 = -15313.236350 nChanged 2 SP:Iteration 19Q (13.081720 sec): 3 clusters Score: Raw -16146.995519 + Penalty 832.972363 = -15314.023156 nChanged 2 SP:Iteration 20F (13.082554 sec): 3 clusters Score: Raw -16148.752763 + Penalty 832.697564 = -15316.055199 nChanged 2 SP:Iteration 21Q (13.083374 sec): 3 clusters Score: Raw -16150.512989 + Penalty 832.697564 = -15317.815425 nChanged 0 SP:Iteration 22F (13.084208 sec): 3 clusters Score: Raw -16150.512989 + Penalty 832.697564 = -15317.815425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 14 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.084876 sec): 2 clusters Score: Raw -1646.972314 + Penalty 214.860595 = -1432.111719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.085157 sec): 3 clusters Score: Raw -1658.695394 + Penalty 428.613779 = -1230.081615 nChanged 4 SP:Iteration 1F (13.085435 sec): 3 clusters Score: Raw -1669.362866 + Penalty 434.406908 = -1234.955959 nChanged 2 SP:Iteration 2F (13.085743 sec): 3 clusters Score: Raw -1680.919752 + Penalty 431.359862 = -1249.559890 nChanged 1 SP:Iteration 3Q (13.086011 sec): 3 clusters Score: Raw -1687.629402 + Penalty 427.815433 = -1259.813969 nChanged 1 SP:Iteration 4Q (13.086275 sec): 3 clusters Score: Raw -1691.917285 + Penalty 427.815433 = -1264.101852 nChanged 0 SP:Iteration 5F (13.086550 sec): 3 clusters Score: Raw -1691.917285 + Penalty 427.815433 = -1264.101852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 15 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.089525 sec): 2 clusters Score: Raw -24498.234465 + Penalty 445.357010 = -24052.877456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.090666 sec): 3 clusters Score: Raw -24255.332747 + Penalty 890.429544 = -23364.903203 nChanged 148 SP:Iteration 1F (13.091776 sec): 3 clusters Score: Raw -24358.269133 + Penalty 890.899416 = -23467.369716 nChanged 48 SP:Iteration 2F (13.092900 sec): 3 clusters Score: Raw -24401.043012 + Penalty 894.260737 = -23506.782275 nChanged 36 SP:Iteration 3F (13.094055 sec): 3 clusters Score: Raw -24444.207441 + Penalty 908.603130 = -23535.604312 nChanged 35 SP:Iteration 4F (13.095213 sec): 3 clusters Score: Raw -24484.821445 + Penalty 933.198041 = -23551.623405 nChanged 26 SP:Iteration 5F (13.096372 sec): 3 clusters Score: Raw -24513.574676 + Penalty 963.675331 = -23549.899345 nChanged 23 SP:Iteration 6F (13.097534 sec): 3 clusters Score: Raw -24541.358601 + Penalty 993.891977 = -23547.466624 nChanged 22 SP:Iteration 7F (13.098700 sec): 3 clusters Score: Raw -24570.636614 + Penalty 1012.812962 = -23557.823652 nChanged 13 SP:Iteration 8Q (13.099819 sec): 3 clusters Score: Raw -24587.092402 + Penalty 1025.934631 = -23561.157771 nChanged 14 SP:Iteration 9Q (13.100877 sec): 3 clusters Score: Raw -24604.216770 + Penalty 1032.544999 = -23571.671770 nChanged 6 SP:Iteration 10F (13.102050 sec): 3 clusters Score: Raw -24608.732800 + Penalty 1039.235739 = -23569.497061 nChanged 6 SP:Iteration 11F (13.103218 sec): 3 clusters Score: Raw -24613.042772 + Penalty 1041.885114 = -23571.157658 nChanged 4 SP:Iteration 12Q (13.104278 sec): 3 clusters Score: Raw -24618.569050 + Penalty 1040.284243 = -23578.284807 nChanged 1 SP:Iteration 13Q (13.105336 sec): 3 clusters Score: Raw -24619.254113 + Penalty 1040.284243 = -23578.969870 nChanged 0 SP:Iteration 14F (13.106503 sec): 3 clusters Score: Raw -24619.254113 + Penalty 1040.284243 = -23578.969870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.107085 sec): 2 clusters Score: Raw -239.127161 + Penalty 123.284820 = -115.842341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.107303 sec): 3 clusters Score: Raw -241.459256 + Penalty 200.726740 = -40.732516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.107834 sec): 2 clusters Score: Raw -1264.009854 + Penalty 130.218702 = -1133.791152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.108099 sec): 3 clusters Score: Raw -1277.378737 + Penalty 260.437405 = -1016.941332 nChanged 1 SP:Iteration 1Q (13.108354 sec): 3 clusters Score: Raw -1281.065212 + Penalty 260.437405 = -1020.627807 nChanged 0 SP:Iteration 2F (13.108613 sec): 3 clusters Score: Raw -1281.065212 + Penalty 260.437405 = -1020.627807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.109111 sec): 2 clusters Score: Raw -708.847889 + Penalty 71.681869 = -637.166019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.109353 sec): 3 clusters Score: Raw -706.258576 + Penalty 168.380937 = -537.877639 nChanged 4 SP:Iteration 1F (13.109620 sec): 3 clusters Score: Raw -722.598274 + Penalty 168.380937 = -554.217337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.110099 sec): 2 clusters Score: Raw -393.571566 + Penalty 173.462580 = -220.108986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.110323 sec): 3 clusters Score: Raw -385.793648 + Penalty 326.993302 = -58.800345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.110785 sec): 2 clusters Score: Raw -112.167913 + Penalty 94.436104 = -17.731808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.110994 sec): 3 clusters Score: Raw -103.276606 + Penalty 188.872209 = 85.595603 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 21 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.113761 sec): 2 clusters Score: Raw -34637.884544 + Penalty 205.158667 = -34432.725876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.115367 sec): 3 clusters Score: Raw -34206.959418 + Penalty 415.895257 = -33791.064161 nChanged 322 SP:Iteration 1F (13.116940 sec): 3 clusters Score: Raw -34453.443091 + Penalty 431.551727 = -34021.891364 nChanged 117 SP:Iteration 2F (13.118513 sec): 3 clusters Score: Raw -34584.006122 + Penalty 433.340840 = -34150.665282 nChanged 45 SP:Iteration 3F (13.120126 sec): 3 clusters Score: Raw -34613.214616 + Penalty 433.133838 = -34180.080777 nChanged 23 SP:Iteration 4Q (13.121829 sec): 3 clusters Score: Raw -34629.076550 + Penalty 430.946204 = -34198.130347 nChanged 15 SP:Iteration 5Q (13.123522 sec): 3 clusters Score: Raw -34637.288466 + Penalty 434.676750 = -34202.611717 nChanged 9 SP:Iteration 6Q (13.125106 sec): 3 clusters Score: Raw -34642.854019 + Penalty 436.490156 = -34206.363862 nChanged 7 SP:Iteration 7Q (13.126672 sec): 3 clusters Score: Raw -34647.772487 + Penalty 439.750216 = -34208.022271 nChanged 7 SP:Iteration 8Q (13.128227 sec): 3 clusters Score: Raw -34653.163088 + Penalty 434.159231 = -34219.003857 nChanged 7 SP:Iteration 9Q (13.129907 sec): 3 clusters Score: Raw -34656.758710 + Penalty 440.617491 = -34216.141219 nChanged 8 SP:Iteration 10F (13.131607 sec): 3 clusters Score: Raw -34660.621877 + Penalty 447.869135 = -34212.752742 nChanged 6 SP:Iteration 11F (13.133201 sec): 3 clusters Score: Raw -34664.797121 + Penalty 452.734813 = -34212.062308 nChanged 3 SP:Iteration 12F (13.134789 sec): 3 clusters Score: Raw -34667.082201 + Penalty 454.523733 = -34212.558469 nChanged 1 SP:Iteration 13Q (13.136334 sec): 3 clusters Score: Raw -34667.579841 + Penalty 456.266093 = -34211.313748 nChanged 1 SP:Iteration 14F (13.138044 sec): 3 clusters Score: Raw -34668.809266 + Penalty 458.851290 = -34209.957976 nChanged 3 SP:Iteration 15F (13.139624 sec): 3 clusters Score: Raw -34671.002863 + Penalty 458.851290 = -34212.151573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.141840 sec): 2 clusters Score: Raw -3084.180472 + Penalty 273.459225 = -2810.721247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.142179 sec): 3 clusters Score: Raw -3081.200831 + Penalty 549.318078 = -2531.882753 nChanged 6 SP:Iteration 1F (13.142503 sec): 3 clusters Score: Raw -3086.407814 + Penalty 549.269541 = -2537.138273 nChanged 1 SP:Iteration 2Q (13.142822 sec): 3 clusters Score: Raw -3089.306896 + Penalty 550.772072 = -2538.534824 nChanged 1 SP:Iteration 3Q (13.143144 sec): 3 clusters Score: Raw -3090.314682 + Penalty 550.772072 = -2539.542610 nChanged 0 SP:Iteration 4F (13.143465 sec): 3 clusters Score: Raw -3090.314682 + Penalty 550.772072 = -2539.542610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 23 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.144043 sec): 2 clusters Score: Raw -1367.262527 + Penalty 496.317651 = -870.944876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.144309 sec): 3 clusters Score: Raw -1493.514331 + Penalty 995.777109 = -497.737222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.144826 sec): 2 clusters Score: Raw -1121.795603 + Penalty 331.472901 = -790.322702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.145077 sec): 3 clusters Score: Raw -1159.022373 + Penalty 662.774342 = -496.248031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 25 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.145593 sec): 2 clusters Score: Raw -1174.312094 + Penalty 329.203028 = -845.109066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.145846 sec): 3 clusters Score: Raw -1216.042807 + Penalty 659.546448 = -556.496359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.146637 sec): 2 clusters Score: Raw -5469.322585 + Penalty 609.328822 = -4859.993763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.147075 sec): 3 clusters Score: Raw -5533.199359 + Penalty 1219.009195 = -4314.190164 nChanged 17 SP:Iteration 1F (13.147506 sec): 3 clusters Score: Raw -5587.217075 + Penalty 1219.081345 = -4368.135729 nChanged 1 SP:Iteration 2Q (13.147916 sec): 3 clusters Score: Raw -5588.494516 + Penalty 1219.081345 = -4369.413170 nChanged 0 SP:Iteration 3F (13.148346 sec): 3 clusters Score: Raw -5588.494516 + Penalty 1219.081345 = -4369.413170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 27 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.148852 sec): 2 clusters Score: Raw -803.219650 + Penalty 209.213716 = -594.005934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.149096 sec): 3 clusters Score: Raw -814.681737 + Penalty 406.286177 = -408.395560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.149615 sec): 2 clusters Score: Raw -1209.006181 + Penalty 306.684946 = -902.321234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.149872 sec): 3 clusters Score: Raw -1259.276599 + Penalty 605.876942 = -653.399657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.150334 sec): 2 clusters Score: Raw -112.105326 + Penalty 71.990527 = -40.114800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.150530 sec): 2 clusters Score: Raw -112.105326 + Penalty 71.990527 = -40.114800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.151121 sec): 2 clusters Score: Raw -2382.845204 + Penalty 196.197638 = -2186.647566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.151426 sec): 3 clusters Score: Raw -2379.837663 + Penalty 391.475856 = -1988.361806 nChanged 9 SP:Iteration 1F (13.151733 sec): 3 clusters Score: Raw -2394.362055 + Penalty 393.567911 = -2000.794144 nChanged 2 SP:Iteration 2Q (13.152031 sec): 3 clusters Score: Raw -2397.968442 + Penalty 396.304498 = -2001.663944 nChanged 1 SP:Iteration 3Q (13.152330 sec): 3 clusters Score: Raw -2399.822913 + Penalty 396.304498 = -2003.518415 nChanged 0 SP:Iteration 4F (13.152630 sec): 3 clusters Score: Raw -2399.822913 + Penalty 396.304498 = -2003.518415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 31 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.153138 sec): 2 clusters Score: Raw -549.537181 + Penalty 262.180882 = -287.356299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.153366 sec): 3 clusters Score: Raw -550.409079 + Penalty 551.378369 = 0.969290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.154380 sec): 2 clusters Score: Raw -9929.834830 + Penalty 810.024224 = -9119.810606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.154996 sec): 3 clusters Score: Raw -9997.497522 + Penalty 1620.359040 = -8377.138483 nChanged 25 SP:Iteration 1F (13.155572 sec): 3 clusters Score: Raw -10048.393278 + Penalty 1621.107654 = -8427.285624 nChanged 8 SP:Iteration 2Q (13.156133 sec): 3 clusters Score: Raw -10078.734624 + Penalty 1621.167011 = -8457.567614 nChanged 1 SP:Iteration 3Q (13.156704 sec): 3 clusters Score: Raw -10083.521073 + Penalty 1621.117209 = -8462.403865 nChanged 1 SP:Iteration 4Q (13.157267 sec): 3 clusters Score: Raw -10084.496460 + Penalty 1621.480125 = -8463.016335 nChanged 1 SP:Iteration 5Q (13.157828 sec): 3 clusters Score: Raw -10090.733723 + Penalty 1621.480125 = -8469.253598 nChanged 0 SP:Iteration 6F (13.158427 sec): 3 clusters Score: Raw -10090.733723 + Penalty 1621.480125 = -8469.253598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.158985 sec): 2 clusters Score: Raw -1751.775402 + Penalty 65.011910 = -1686.763492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.159265 sec): 3 clusters Score: Raw -1731.225134 + Penalty 112.418072 = -1618.807063 nChanged 12 SP:Iteration 1F (13.159535 sec): 3 clusters Score: Raw -1742.234038 + Penalty 117.153807 = -1625.080232 nChanged 6 SP:Iteration 2F (13.159797 sec): 3 clusters Score: Raw -1748.420568 + Penalty 121.283412 = -1627.137156 nChanged 2 SP:Iteration 3F (13.160054 sec): 3 clusters Score: Raw -1749.325835 + Penalty 65.011910 = -1684.313925 nChanged 1 SP:Iteration 4Q (13.160296 sec): 2 clusters Score: Raw -1751.775402 + Penalty 65.011910 = -1686.763492 nChanged 0 SP:Iteration 5F (13.160537 sec): 2 clusters Score: Raw -1751.775402 + Penalty 65.011910 = -1686.763492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.161417 sec): 2 clusters Score: Raw -7643.043294 + Penalty 287.489059 = -7355.554234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.161921 sec): 3 clusters Score: Raw -7603.861091 + Penalty 572.132980 = -7031.728111 nChanged 35 SP:Iteration 1F (13.162418 sec): 3 clusters Score: Raw -7637.530550 + Penalty 571.025335 = -7066.505215 nChanged 12 SP:Iteration 2F (13.162913 sec): 3 clusters Score: Raw -7655.612823 + Penalty 570.380227 = -7085.232596 nChanged 6 SP:Iteration 3Q (13.163400 sec): 3 clusters Score: Raw -7658.911423 + Penalty 569.543674 = -7089.367749 nChanged 6 SP:Iteration 4Q (13.163886 sec): 3 clusters Score: Raw -7663.468832 + Penalty 568.316034 = -7095.152798 nChanged 5 SP:Iteration 5Q (13.164368 sec): 3 clusters Score: Raw -7667.740119 + Penalty 565.847679 = -7101.892440 nChanged 6 SP:Iteration 6Q (13.164842 sec): 3 clusters Score: Raw -7673.526817 + Penalty 563.487186 = -7110.039630 nChanged 4 SP:Iteration 7Q (13.165321 sec): 3 clusters Score: Raw -7677.156260 + Penalty 561.616570 = -7115.539690 nChanged 3 SP:Iteration 8Q (13.165796 sec): 3 clusters Score: Raw -7678.599329 + Penalty 562.367376 = -7116.231953 nChanged 5 SP:Iteration 9Q (13.166271 sec): 3 clusters Score: Raw -7682.825508 + Penalty 562.056927 = -7120.768581 nChanged 1 SP:Iteration 10F (13.166781 sec): 3 clusters Score: Raw -7683.034301 + Penalty 562.056927 = -7120.977374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.167396 sec): 2 clusters Score: Raw -2612.239408 + Penalty 446.620751 = -2165.618657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.167715 sec): 3 clusters Score: Raw -2681.741513 + Penalty 891.882594 = -1789.858919 nChanged 3 SP:Iteration 1F (13.168027 sec): 3 clusters Score: Raw -2695.807034 + Penalty 891.882594 = -1803.924440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.168517 sec): 2 clusters Score: Raw -527.311269 + Penalty 176.807728 = -350.503541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.168749 sec): 3 clusters Score: Raw -538.415450 + Penalty 359.797858 = -178.617593 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 37 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.171300 sec): 2 clusters Score: Raw -38130.799396 + Penalty 482.034205 = -37648.765191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.172864 sec): 3 clusters Score: Raw -37790.111963 + Penalty 962.673308 = -36827.438656 nChanged 275 SP:Iteration 1F (13.174400 sec): 3 clusters Score: Raw -38007.995927 + Penalty 963.964387 = -37044.031540 nChanged 95 SP:Iteration 2F (13.176040 sec): 3 clusters Score: Raw -38130.190887 + Penalty 968.467373 = -37161.723514 nChanged 54 SP:Iteration 3F (13.177641 sec): 3 clusters Score: Raw -38183.235649 + Penalty 972.659746 = -37210.575903 nChanged 34 SP:Iteration 4Q (13.179161 sec): 3 clusters Score: Raw -38209.641963 + Penalty 977.600946 = -37232.041018 nChanged 26 SP:Iteration 5Q (13.180767 sec): 3 clusters Score: Raw -38232.781689 + Penalty 979.669818 = -37253.111871 nChanged 19 SP:Iteration 6Q (13.182343 sec): 3 clusters Score: Raw -38244.076664 + Penalty 979.772957 = -37264.303707 nChanged 8 SP:Iteration 7Q (13.183928 sec): 3 clusters Score: Raw -38249.917404 + Penalty 981.228854 = -37268.688550 nChanged 5 SP:Iteration 8Q (13.185506 sec): 3 clusters Score: Raw -38252.402719 + Penalty 981.723770 = -37270.678949 nChanged 3 SP:Iteration 9Q (13.187023 sec): 3 clusters Score: Raw -38254.742268 + Penalty 981.684402 = -37273.057866 nChanged 5 SP:Iteration 10F (13.188525 sec): 3 clusters Score: Raw -38256.941681 + Penalty 984.354002 = -37272.587679 nChanged 3 SP:Iteration 11F (13.190141 sec): 3 clusters Score: Raw -38259.955125 + Penalty 985.825819 = -37274.129306 nChanged 4 SP:Iteration 12Q (13.191724 sec): 3 clusters Score: Raw -38263.569907 + Penalty 985.042520 = -37278.527387 nChanged 1 SP:Iteration 13Q (13.193200 sec): 3 clusters Score: Raw -38264.480147 + Penalty 985.042520 = -37279.437627 nChanged 0 SP:Iteration 14F (13.194682 sec): 3 clusters Score: Raw -38264.480147 + Penalty 985.042520 = -37279.437627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 38 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.195265 sec): 2 clusters Score: Raw -1084.860272 + Penalty 310.194244 = -774.666028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.195522 sec): 3 clusters Score: Raw -1111.325917 + Penalty 620.751309 = -490.574609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 39 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.196041 sec): 2 clusters Score: Raw -930.696389 + Penalty 335.568632 = -595.127757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.196289 sec): 3 clusters Score: Raw -1015.338022 + Penalty 671.137263 = -344.200759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.197104 sec): 2 clusters Score: Raw -5513.755439 + Penalty 542.158063 = -4971.597375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.197533 sec): 3 clusters Score: Raw -5549.324519 + Penalty 1081.273977 = -4468.050542 nChanged 12 SP:Iteration 1F (13.197964 sec): 3 clusters Score: Raw -5589.352453 + Penalty 1080.661973 = -4508.690480 nChanged 4 SP:Iteration 2Q (13.198367 sec): 3 clusters Score: Raw -5603.569628 + Penalty 1080.845202 = -4522.724426 nChanged 1 SP:Iteration 3Q (13.198765 sec): 3 clusters Score: Raw -5604.678859 + Penalty 1080.845202 = -4523.833657 nChanged 0 SP:Iteration 4F (13.199184 sec): 3 clusters Score: Raw -5604.678859 + Penalty 1080.845202 = -4523.833657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 41 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.202112 sec): 2 clusters Score: Raw -24090.288889 + Penalty 350.330612 = -23739.958277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.203309 sec): 3 clusters Score: Raw -23814.288145 + Penalty 696.674274 = -23117.613871 nChanged 178 SP:Iteration 1F (13.204455 sec): 3 clusters Score: Raw -23928.480777 + Penalty 698.326957 = -23230.153821 nChanged 73 SP:Iteration 2F (13.205598 sec): 3 clusters Score: Raw -23993.993519 + Penalty 700.763478 = -23293.230041 nChanged 37 SP:Iteration 3F (13.206726 sec): 3 clusters Score: Raw -24033.338294 + Penalty 702.566652 = -23330.771642 nChanged 21 SP:Iteration 4Q (13.207830 sec): 3 clusters Score: Raw -24044.765237 + Penalty 704.793426 = -23339.971810 nChanged 13 SP:Iteration 5Q (13.208943 sec): 3 clusters Score: Raw -24050.831369 + Penalty 707.511588 = -23343.319781 nChanged 9 SP:Iteration 6Q (13.210044 sec): 3 clusters Score: Raw -24054.623387 + Penalty 710.486127 = -23344.137260 nChanged 12 SP:Iteration 7Q (13.211143 sec): 3 clusters Score: Raw -24060.314849 + Penalty 714.412986 = -23345.901863 nChanged 13 SP:Iteration 8Q (13.212238 sec): 3 clusters Score: Raw -24065.931594 + Penalty 720.394249 = -23345.537345 nChanged 9 SP:Iteration 9F (13.213367 sec): 3 clusters Score: Raw -24070.976909 + Penalty 725.692886 = -23345.284022 nChanged 11 SP:Iteration 10F (13.214494 sec): 3 clusters Score: Raw -24076.861089 + Penalty 728.661449 = -23348.199640 nChanged 14 SP:Iteration 11Q (13.215570 sec): 3 clusters Score: Raw -24086.146732 + Penalty 734.606660 = -23351.540072 nChanged 15 SP:Iteration 12Q (13.216634 sec): 3 clusters Score: Raw -24096.859546 + Penalty 742.556575 = -23354.302971 nChanged 11 SP:Iteration 13Q (13.217695 sec): 3 clusters Score: Raw -24104.213530 + Penalty 749.411505 = -23354.802025 nChanged 4 SP:Iteration 14Q (13.218720 sec): 3 clusters Score: Raw -24106.287368 + Penalty 752.100586 = -23354.186782 nChanged 5 SP:Iteration 15F (13.219834 sec): 3 clusters Score: Raw -24108.962738 + Penalty 756.295394 = -23352.667344 nChanged 4 SP:Iteration 16F (13.220947 sec): 3 clusters Score: Raw -24110.900752 + Penalty 756.059997 = -23354.840754 nChanged 2 SP:Iteration 17Q (13.221998 sec): 3 clusters Score: Raw -24112.010323 + Penalty 753.176311 = -23358.834012 nChanged 2 SP:Iteration 18Q (13.223027 sec): 3 clusters Score: Raw -24112.696668 + Penalty 753.627983 = -23359.068685 nChanged 2 SP:Iteration 19Q (13.224056 sec): 3 clusters Score: Raw -24115.807281 + Penalty 759.061254 = -23356.746027 nChanged 2 SP:Iteration 20F (13.225170 sec): 3 clusters Score: Raw -24117.409806 + Penalty 763.275329 = -23354.134477 nChanged 1 SP:Iteration 21F (13.226282 sec): 3 clusters Score: Raw -24118.029469 + Penalty 769.358015 = -23348.671454 nChanged 1 SP:Iteration 22F (13.227394 sec): 3 clusters Score: Raw -24118.301130 + Penalty 772.286151 = -23346.014978 nChanged 1 SP:Iteration 23F (13.228506 sec): 3 clusters Score: Raw -24118.563498 + Penalty 772.286151 = -23346.277347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 42 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.229790 sec): 2 clusters Score: Raw -2815.889105 + Penalty 251.489446 = -2564.399659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.230116 sec): 3 clusters Score: Raw -2803.656163 + Penalty 497.490213 = -2306.165950 nChanged 10 SP:Iteration 1F (13.230439 sec): 3 clusters Score: Raw -2813.514430 + Penalty 497.490213 = -2316.024217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.230958 sec): 2 clusters Score: Raw -999.797658 + Penalty 279.313522 = -720.484136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.231204 sec): 3 clusters Score: Raw -1029.816540 + Penalty 558.926067 = -470.890473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.231803 sec): 2 clusters Score: Raw -2375.403122 + Penalty 223.074444 = -2152.328678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.232116 sec): 3 clusters Score: Raw -2364.925575 + Penalty 453.387705 = -1911.537870 nChanged 7 SP:Iteration 1F (13.232422 sec): 3 clusters Score: Raw -2378.439008 + Penalty 453.387705 = -1925.051303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 45 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.232968 sec): 2 clusters Score: Raw -1640.981831 + Penalty 399.579703 = -1241.402128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.233240 sec): 3 clusters Score: Raw -1708.152090 + Penalty 799.957959 = -908.194131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.234200 sec): 2 clusters Score: Raw -9056.191451 + Penalty 484.846993 = -8571.344458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.234763 sec): 3 clusters Score: Raw -9018.656773 + Penalty 975.790075 = -8042.866697 nChanged 31 SP:Iteration 1F (13.235296 sec): 3 clusters Score: Raw -9059.998300 + Penalty 985.146418 = -8074.851882 nChanged 12 SP:Iteration 2F (13.235883 sec): 3 clusters Score: Raw -9080.402368 + Penalty 990.064735 = -8090.337634 nChanged 10 SP:Iteration 3F (13.236459 sec): 3 clusters Score: Raw -9098.830430 + Penalty 992.281693 = -8106.548737 nChanged 3 SP:Iteration 4Q (13.237013 sec): 3 clusters Score: Raw -9101.111508 + Penalty 993.849181 = -8107.262327 nChanged 1 SP:Iteration 5Q (13.237559 sec): 3 clusters Score: Raw -9102.131759 + Penalty 993.849181 = -8108.282578 nChanged 0 SP:Iteration 6F (13.238113 sec): 3 clusters Score: Raw -9102.131759 + Penalty 993.849181 = -8108.282578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 47 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.238695 sec): 2 clusters Score: Raw -2411.409834 + Penalty 530.218191 = -1881.191643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.238991 sec): 3 clusters Score: Raw -2529.381275 + Penalty 1055.064455 = -1474.316820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.239502 sec): 2 clusters Score: Raw -1111.105507 + Penalty 402.858463 = -708.247043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.239752 sec): 3 clusters Score: Raw -1197.454387 + Penalty 805.877389 = -391.576998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 50 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.240289 sec): 2 clusters Score: Raw -1416.917036 + Penalty 244.099189 = -1172.817846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.240565 sec): 3 clusters Score: Raw -1440.064904 + Penalty 483.077500 = -956.987403 nChanged 2 SP:Iteration 1F (13.240860 sec): 3 clusters Score: Raw -1444.664127 + Penalty 483.077500 = -961.586627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 51 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.241436 sec): 2 clusters Score: Raw -2299.246104 + Penalty 388.555889 = -1910.690215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.241729 sec): 3 clusters Score: Raw -2315.168176 + Penalty 777.064839 = -1538.103337 nChanged 2 SP:Iteration 1Q (13.242012 sec): 3 clusters Score: Raw -2322.988061 + Penalty 777.064839 = -1545.923222 nChanged 0 SP:Iteration 2F (13.242299 sec): 3 clusters Score: Raw -2322.988061 + Penalty 777.064839 = -1545.923222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.242761 sec): 2 clusters Score: Raw -107.638465 + Penalty 69.897325 = -37.741140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.242971 sec): 3 clusters Score: Raw -99.960963 + Penalty 139.794649 = 39.833686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.243654 sec): 2 clusters Score: Raw -4045.790495 + Penalty 433.898937 = -3611.891558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.244008 sec): 3 clusters Score: Raw -4065.491667 + Penalty 869.412311 = -3196.079356 nChanged 6 SP:Iteration 1F (13.244357 sec): 3 clusters Score: Raw -4076.824503 + Penalty 875.079715 = -3201.744789 nChanged 3 SP:Iteration 2Q (13.244698 sec): 3 clusters Score: Raw -4083.501787 + Penalty 875.902395 = -3207.599392 nChanged 1 SP:Iteration 3Q (13.245038 sec): 3 clusters Score: Raw -4085.895298 + Penalty 875.902395 = -3209.992902 nChanged 0 SP:Iteration 4F (13.245385 sec): 3 clusters Score: Raw -4085.895298 + Penalty 875.902395 = -3209.992902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 54 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.245871 sec): 2 clusters Score: Raw -523.695906 + Penalty 249.463236 = -274.232670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.246099 sec): 3 clusters Score: Raw -537.541757 + Penalty 500.791507 = -36.750251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 55 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.246594 sec): 2 clusters Score: Raw -771.078566 + Penalty 230.587824 = -540.490742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.246832 sec): 3 clusters Score: Raw -785.241127 + Penalty 460.322144 = -324.918983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 56 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.247402 sec): 2 clusters Score: Raw -2210.544984 + Penalty 432.285261 = -1778.259723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.247694 sec): 3 clusters Score: Raw -2291.670477 + Penalty 856.736315 = -1434.934162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.248162 sec): 2 clusters Score: Raw -226.608811 + Penalty 140.883998 = -85.724813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.248377 sec): 3 clusters Score: Raw -217.457444 + Penalty 329.522167 = 112.064723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 58 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.248872 sec): 2 clusters Score: Raw -861.238724 + Penalty 366.848760 = -494.389964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.249128 sec): 3 clusters Score: Raw -893.834933 + Penalty 733.063656 = -160.771277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.249636 sec): 2 clusters Score: Raw -970.927387 + Penalty 236.334663 = -734.592724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.249884 sec): 3 clusters Score: Raw -982.779355 + Penalty 470.361712 = -512.417643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.250357 sec): 2 clusters Score: Raw -314.513762 + Penalty 151.556322 = -162.957440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.250575 sec): 3 clusters Score: Raw -309.803562 + Penalty 299.709614 = -10.093948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 61 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.251111 sec): 2 clusters Score: Raw -1445.269526 + Penalty 357.865981 = -1087.403545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.251385 sec): 3 clusters Score: Raw -1495.777365 + Penalty 718.519302 = -777.258063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.252041 sec): 2 clusters Score: Raw -3735.633915 + Penalty 121.299810 = -3614.334105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.252357 sec): 3 clusters Score: Raw -3708.184636 + Penalty 244.130095 = -3464.054541 nChanged 12 SP:Iteration 1F (13.252669 sec): 3 clusters Score: Raw -3728.233247 + Penalty 244.588139 = -3483.645108 nChanged 5 SP:Iteration 2F (13.252980 sec): 3 clusters Score: Raw -3738.989258 + Penalty 243.933049 = -3495.056209 nChanged 3 SP:Iteration 3Q (13.253283 sec): 3 clusters Score: Raw -3743.346447 + Penalty 243.744728 = -3499.601719 nChanged 1 SP:Iteration 4Q (13.253584 sec): 3 clusters Score: Raw -3744.723364 + Penalty 243.901891 = -3500.821473 nChanged 2 SP:Iteration 5Q (13.253885 sec): 3 clusters Score: Raw -3747.517975 + Penalty 244.150527 = -3503.367448 nChanged 1 SP:Iteration 6Q (13.254183 sec): 3 clusters Score: Raw -3748.119094 + Penalty 244.150527 = -3503.968567 nChanged 0 SP:Iteration 7F (13.254491 sec): 3 clusters Score: Raw -3748.119094 + Penalty 244.150527 = -3503.968567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.254965 sec): 2 clusters Score: Raw -258.289255 + Penalty 128.179457 = -130.109798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.255181 sec): 3 clusters Score: Raw -254.826411 + Penalty 262.730516 = 7.904104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.255650 sec): 2 clusters Score: Raw -207.098641 + Penalty 98.061775 = -109.036866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.255867 sec): 3 clusters Score: Raw -202.028659 + Penalty 196.123551 = -5.905108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.256380 sec): 2 clusters Score: Raw -1141.620883 + Penalty 292.722694 = -848.898189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.256634 sec): 3 clusters Score: Raw -1164.170049 + Penalty 585.962915 = -578.207135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 66 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.257135 sec): 2 clusters Score: Raw -821.704982 + Penalty 242.111189 = -579.593793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.257398 sec): 3 clusters Score: Raw -862.669951 + Penalty 485.539767 = -377.130185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 67 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.257916 sec): 2 clusters Score: Raw -1120.707119 + Penalty 300.880570 = -819.826549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.258168 sec): 3 clusters Score: Raw -1152.834271 + Penalty 593.529043 = -559.305228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.258650 sec): 2 clusters Score: Raw -510.012285 + Penalty 191.278966 = -318.733319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.258880 sec): 3 clusters Score: Raw -521.567602 + Penalty 380.696742 = -140.870860 nChanged 1 SP:Iteration 1F (13.259105 sec): 3 clusters Score: Raw -525.294481 + Penalty 380.696742 = -144.597739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.259601 sec): 2 clusters Score: Raw -820.867495 + Penalty 323.666492 = -497.201003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.259842 sec): 3 clusters Score: Raw -867.507699 + Penalty 647.617833 = -219.889865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.260404 sec): 2 clusters Score: Raw -2146.987098 + Penalty 292.683787 = -1854.303311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.260689 sec): 3 clusters Score: Raw -2156.967396 + Penalty 584.533219 = -1572.434177 nChanged 1 SP:Iteration 1Q (13.260966 sec): 3 clusters Score: Raw -2160.245138 + Penalty 584.533219 = -1575.711919 nChanged 0 SP:Iteration 2F (13.261249 sec): 3 clusters Score: Raw -2160.245138 + Penalty 584.533219 = -1575.711919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.261745 sec): 2 clusters Score: Raw -716.962935 + Penalty 257.721239 = -459.241696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.261983 sec): 3 clusters Score: Raw -752.673188 + Penalty 515.464956 = -237.208233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.262497 sec): 2 clusters Score: Raw -1132.969575 + Penalty 300.294619 = -832.674956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.262750 sec): 3 clusters Score: Raw -1156.594670 + Penalty 592.935107 = -563.659562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 74 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.263238 sec): 2 clusters Score: Raw -637.973370 + Penalty 203.935855 = -434.037516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.263472 sec): 3 clusters Score: Raw -637.598420 + Penalty 395.556386 = -242.042034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.263943 sec): 2 clusters Score: Raw -321.452315 + Penalty 158.829094 = -162.623221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.264165 sec): 3 clusters Score: Raw -320.158292 + Penalty 317.658187 = -2.500104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 76 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.264634 sec): 2 clusters Score: Raw -263.181780 + Penalty 138.250874 = -124.930906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.264869 sec): 3 clusters Score: Raw -256.459120 + Penalty 277.211826 = 20.752706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.265346 sec): 2 clusters Score: Raw -348.210036 + Penalty 178.813231 = -169.396804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.265568 sec): 3 clusters Score: Raw -351.544545 + Penalty 377.361456 = 25.816910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.266052 sec): 2 clusters Score: Raw -574.264298 + Penalty 305.564343 = -268.699955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.266279 sec): 3 clusters Score: Raw -594.439287 + Penalty 609.288085 = 14.848798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 79 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.266764 sec): 2 clusters Score: Raw -567.131171 + Penalty 200.055334 = -367.075837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.266996 sec): 3 clusters Score: Raw -582.903792 + Penalty 402.447337 = -180.456455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 80 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.267511 sec): 2 clusters Score: Raw -1124.964829 + Penalty 273.968991 = -850.995838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.267764 sec): 3 clusters Score: Raw -1168.869621 + Penalty 547.687014 = -621.182606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.268220 sec): 2 clusters Score: Raw -51.248132 + Penalty 0.000000 = -51.248132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.268413 sec): 2 clusters Score: Raw -51.248132 + Penalty 0.000000 = -51.248132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.268880 sec): 2 clusters Score: Raw -257.023441 + Penalty 147.784610 = -109.238831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.269097 sec): 3 clusters Score: Raw -252.362448 + Penalty 294.423933 = 42.061484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.269562 sec): 2 clusters Score: Raw -210.866441 + Penalty 129.278783 = -81.587658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.269775 sec): 3 clusters Score: Raw -205.691457 + Penalty 250.726528 = 45.035070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 84 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.270250 sec): 2 clusters Score: Raw -428.099671 + Penalty 206.765195 = -221.334477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.270477 sec): 3 clusters Score: Raw -429.789303 + Penalty 418.844682 = -10.944621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 85 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.270951 sec): 2 clusters Score: Raw -378.472450 + Penalty 209.433587 = -169.038863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.271173 sec): 3 clusters Score: Raw -383.938552 + Penalty 423.545811 = 39.607260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 86 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.271675 sec): 2 clusters Score: Raw -922.384323 + Penalty 413.443149 = -508.941173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.271933 sec): 3 clusters Score: Raw -1002.977881 + Penalty 827.334820 = -175.643060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.272403 sec): 2 clusters Score: Raw -241.174341 + Penalty 186.286018 = -54.888323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.272618 sec): 3 clusters Score: Raw -229.433473 + Penalty 372.572035 = 143.138562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 88 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.273104 sec): 2 clusters Score: Raw -596.360752 + Penalty 293.327656 = -303.033095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.273335 sec): 3 clusters Score: Raw -624.793339 + Penalty 590.244556 = -34.548783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.273831 sec): 2 clusters Score: Raw -764.732317 + Penalty 201.982853 = -562.749465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.274070 sec): 3 clusters Score: Raw -778.456121 + Penalty 403.965705 = -374.490416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 90 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.274547 sec): 2 clusters Score: Raw -341.475810 + Penalty 135.860063 = -205.615747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.274770 sec): 3 clusters Score: Raw -348.541762 + Penalty 265.908963 = -82.632799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.275240 sec): 2 clusters Score: Raw -260.807666 + Penalty 139.371793 = -121.435873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.275439 sec): 2 clusters Score: Raw -260.807666 + Penalty 139.371793 = -121.435873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 92 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.275913 sec): 2 clusters Score: Raw -365.963206 + Penalty 176.609478 = -189.353728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.276136 sec): 3 clusters Score: Raw -368.256380 + Penalty 360.030057 = -8.226322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 93 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.276632 sec): 2 clusters Score: Raw -740.456682 + Penalty 241.290496 = -499.166186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.276873 sec): 3 clusters Score: Raw -763.372272 + Penalty 530.217828 = -233.154443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.277343 sec): 2 clusters Score: Raw -256.453285 + Penalty 151.929253 = -104.524032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.277561 sec): 3 clusters Score: Raw -255.451271 + Penalty 291.961243 = 36.509972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 96 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.278069 sec): 2 clusters Score: Raw -1060.082292 + Penalty 451.832629 = -608.249663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.278317 sec): 3 clusters Score: Raw -1182.650875 + Penalty 904.381545 = -278.269330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 97 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.278824 sec): 2 clusters Score: Raw -1069.355434 + Penalty 309.066120 = -760.289315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.279091 sec): 3 clusters Score: Raw -1099.654719 + Penalty 635.085662 = -464.569058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 98 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.279579 sec): 2 clusters Score: Raw -651.882191 + Penalty 349.381569 = -302.500622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.279810 sec): 3 clusters Score: Raw -664.651648 + Penalty 692.313792 = 27.662144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 99 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.280264 sec): 2 clusters Score: Raw -51.029086 + Penalty 0.000000 = -51.029086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.280454 sec): 2 clusters Score: Raw -51.029086 + Penalty 0.000000 = -51.029086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.280924 sec): 2 clusters Score: Raw -376.838178 + Penalty 254.925891 = -121.912287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.281145 sec): 3 clusters Score: Raw -362.786915 + Penalty 509.851783 = 147.064867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 101 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.281675 sec): 2 clusters Score: Raw -1401.369076 + Penalty 355.725622 = -1045.643454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.281937 sec): 3 clusters Score: Raw -1438.025039 + Penalty 717.676632 = -720.348408 nChanged 1 SP:Iteration 1Q (13.282187 sec): 3 clusters Score: Raw -1441.421427 + Penalty 717.676632 = -723.744795 nChanged 0 SP:Iteration 2F (13.282444 sec): 3 clusters Score: Raw -1441.421427 + Penalty 717.676632 = -723.744795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.282917 sec): 2 clusters Score: Raw -229.983785 + Penalty 152.666474 = -77.317311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.283136 sec): 3 clusters Score: Raw -217.359043 + Penalty 305.332948 = 87.973905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.283835 sec): 2 clusters Score: Raw -3933.705751 + Penalty 106.446529 = -3827.259222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.284223 sec): 3 clusters Score: Raw -3897.373517 + Penalty 208.458505 = -3688.915012 nChanged 28 SP:Iteration 1F (13.284603 sec): 3 clusters Score: Raw -3929.815657 + Penalty 204.983262 = -3724.832395 nChanged 11 SP:Iteration 2F (13.284982 sec): 3 clusters Score: Raw -3948.306832 + Penalty 198.456175 = -3749.850657 nChanged 5 SP:Iteration 3F (13.285362 sec): 3 clusters Score: Raw -3954.696315 + Penalty 209.501088 = -3745.195227 nChanged 2 SP:Iteration 4F (13.285742 sec): 3 clusters Score: Raw -3958.085015 + Penalty 213.454797 = -3744.630217 nChanged 1 SP:Iteration 5F (13.286120 sec): 3 clusters Score: Raw -3959.889154 + Penalty 222.970812 = -3736.918342 nChanged 1 SP:Iteration 6F (13.286499 sec): 3 clusters Score: Raw -3960.595711 + Penalty 222.970812 = -3737.624899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.286965 sec): 2 clusters Score: Raw -161.366546 + Penalty 109.550654 = -51.815892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.287179 sec): 3 clusters Score: Raw -154.024545 + Penalty 212.323916 = 58.299371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.287660 sec): 2 clusters Score: Raw -108.567977 + Penalty 75.689312 = -32.878665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.287871 sec): 3 clusters Score: Raw -101.064425 + Penalty 151.378624 = 50.314200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 107 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.288383 sec): 2 clusters Score: Raw -1078.716670 + Penalty 356.976152 = -721.740518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.288635 sec): 3 clusters Score: Raw -1151.759305 + Penalty 717.199869 = -434.559436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 108 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.289105 sec): 2 clusters Score: Raw -274.158618 + Penalty 190.076811 = -84.081807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.289324 sec): 3 clusters Score: Raw -271.002323 + Penalty 371.152378 = 100.150055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.289801 sec): 2 clusters Score: Raw -426.066151 + Penalty 196.774837 = -229.291314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.290028 sec): 3 clusters Score: Raw -427.764016 + Penalty 389.816389 = -37.947627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.290488 sec): 2 clusters Score: Raw -112.351493 + Penalty 96.149151 = -16.202343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.290699 sec): 3 clusters Score: Raw -104.328297 + Penalty 192.298301 = 87.970005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.291159 sec): 2 clusters Score: Raw -109.168892 + Penalty 69.821683 = -39.347209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.291369 sec): 3 clusters Score: Raw -100.401385 + Penalty 139.643367 = 39.241982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 112 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.291854 sec): 2 clusters Score: Raw -575.030445 + Penalty 242.953476 = -332.076969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.292085 sec): 3 clusters Score: Raw -587.815802 + Penalty 481.891518 = -105.924284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.292544 sec): 2 clusters Score: Raw -108.804324 + Penalty 83.029326 = -25.774998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.292739 sec): 2 clusters Score: Raw -108.804324 + Penalty 83.029326 = -25.774998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 114 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.293231 sec): 2 clusters Score: Raw -634.697752 + Penalty 182.300940 = -452.396812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.293468 sec): 3 clusters Score: Raw -661.074861 + Penalty 369.935423 = -291.139438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 115 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.293948 sec): 2 clusters Score: Raw -448.104725 + Penalty 196.508226 = -251.596499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.294174 sec): 3 clusters Score: Raw -462.735755 + Penalty 402.914100 = -59.821655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.294663 sec): 2 clusters Score: Raw -340.251314 + Penalty 222.706094 = -117.545220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.294881 sec): 3 clusters Score: Raw -339.664230 + Penalty 448.134294 = 108.470065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.295336 sec): 2 clusters Score: Raw -51.116464 + Penalty 0.000000 = -51.116464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.295529 sec): 2 clusters Score: Raw -51.116464 + Penalty 0.000000 = -51.116464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 120 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.296233 sec): 2 clusters Score: Raw -3484.695695 + Penalty 132.077201 = -3352.618494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.296617 sec): 3 clusters Score: Raw -3453.699646 + Penalty 264.685739 = -3189.013907 nChanged 17 SP:Iteration 1F (13.296988 sec): 3 clusters Score: Raw -3479.210104 + Penalty 266.518348 = -3212.691756 nChanged 8 SP:Iteration 2F (13.297353 sec): 3 clusters Score: Raw -3498.150581 + Penalty 272.337307 = -3225.813274 nChanged 9 SP:Iteration 3F (13.297720 sec): 3 clusters Score: Raw -3521.608967 + Penalty 274.512841 = -3247.096126 nChanged 2 SP:Iteration 4Q (13.298071 sec): 3 clusters Score: Raw -3523.888719 + Penalty 274.512841 = -3249.375878 nChanged 0 SP:Iteration 5F (13.298437 sec): 3 clusters Score: Raw -3523.888719 + Penalty 274.512841 = -3249.375878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.298900 sec): 2 clusters Score: Raw -105.194973 + Penalty 58.557030 = -46.637943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.299096 sec): 2 clusters Score: Raw -105.194973 + Penalty 58.557030 = -46.637943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 122 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.299570 sec): 2 clusters Score: Raw -367.468643 + Penalty 165.638289 = -201.830354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.299792 sec): 3 clusters Score: Raw -365.000149 + Penalty 334.407269 = -30.592880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.300249 sec): 2 clusters Score: Raw -49.207959 + Penalty 0.000000 = -49.207959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.300442 sec): 2 clusters Score: Raw -49.207959 + Penalty 0.000000 = -49.207959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.300923 sec): 2 clusters Score: Raw -521.536341 + Penalty 212.719572 = -308.816770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.301151 sec): 3 clusters Score: Raw -523.681095 + Penalty 431.061203 = -92.619892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 125 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.301626 sec): 2 clusters Score: Raw -398.979940 + Penalty 210.980498 = -187.999441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.301845 sec): 3 clusters Score: Raw -397.276503 + Penalty 414.736897 = 17.460394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.302308 sec): 2 clusters Score: Raw -163.481150 + Penalty 124.360331 = -39.120819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.302539 sec): 3 clusters Score: Raw -155.553593 + Penalty 258.685062 = 103.131470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.302996 sec): 2 clusters Score: Raw -50.093727 + Penalty 0.000000 = -50.093727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.303189 sec): 2 clusters Score: Raw -50.093727 + Penalty 0.000000 = -50.093727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.303657 sec): 2 clusters Score: Raw -259.697730 + Penalty 100.701693 = -158.996036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.303873 sec): 3 clusters Score: Raw -256.935539 + Penalty 191.394949 = -65.540590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 130 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.304392 sec): 2 clusters Score: Raw -1331.626659 + Penalty 358.470534 = -973.156125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.304645 sec): 3 clusters Score: Raw -1359.471708 + Penalty 718.601753 = -640.869955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.305102 sec): 2 clusters Score: Raw -52.587043 + Penalty 0.000000 = -52.587043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.305296 sec): 2 clusters Score: Raw -52.587043 + Penalty 0.000000 = -52.587043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.305754 sec): 2 clusters Score: Raw -104.354470 + Penalty 55.795778 = -48.558692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.305964 sec): 3 clusters Score: Raw -96.974995 + Penalty 111.591556 = 14.616561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.306430 sec): 2 clusters Score: Raw -236.404022 + Penalty 169.154048 = -67.249975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.306646 sec): 3 clusters Score: Raw -226.766789 + Penalty 301.669079 = 74.902290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.307125 sec): 2 clusters Score: Raw -470.482579 + Penalty 168.723556 = -301.759023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.307351 sec): 3 clusters Score: Raw -473.540973 + Penalty 335.182284 = -138.358688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.307817 sec): 2 clusters Score: Raw -233.762804 + Penalty 171.179882 = -62.582922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.308032 sec): 3 clusters Score: Raw -221.524389 + Penalty 355.342189 = 133.817801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 136 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.308513 sec): 2 clusters Score: Raw -413.629937 + Penalty 159.048346 = -254.581591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.308740 sec): 3 clusters Score: Raw -425.876030 + Penalty 336.617838 = -89.258192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.309196 sec): 2 clusters Score: Raw -51.672002 + Penalty 0.000000 = -51.672002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.309405 sec): 2 clusters Score: Raw -51.672002 + Penalty 0.000000 = -51.672002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.309869 sec): 2 clusters Score: Raw -158.643003 + Penalty 81.833411 = -76.809593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.310067 sec): 2 clusters Score: Raw -158.643003 + Penalty 81.833411 = -76.809593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 139 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.310532 sec): 2 clusters Score: Raw -223.561674 + Penalty 157.492957 = -66.068717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.310748 sec): 3 clusters Score: Raw -214.736169 + Penalty 309.980370 = 95.244201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.311198 sec): 2 clusters Score: Raw -45.077708 + Penalty 0.000000 = -45.077708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.311390 sec): 2 clusters Score: Raw -45.077708 + Penalty 0.000000 = -45.077708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.311855 sec): 2 clusters Score: Raw -211.272218 + Penalty 112.629891 = -98.642327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.312054 sec): 2 clusters Score: Raw -211.272218 + Penalty 112.629891 = -98.642327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 143 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.312534 sec): 2 clusters Score: Raw -515.432287 + Penalty 284.935323 = -230.496963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.312761 sec): 3 clusters Score: Raw -521.277407 + Penalty 565.870179 = 44.592772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 146 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.313243 sec): 2 clusters Score: Raw -592.190443 + Penalty 322.602124 = -269.588319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.313473 sec): 3 clusters Score: Raw -606.069477 + Penalty 646.689956 = 40.620479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 147 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.313944 sec): 2 clusters Score: Raw -333.070630 + Penalty 211.125588 = -121.945041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.314165 sec): 3 clusters Score: Raw -334.012907 + Penalty 422.251177 = 88.238270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.314626 sec): 2 clusters Score: Raw -112.303478 + Penalty 92.096188 = -20.207290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.314837 sec): 3 clusters Score: Raw -102.915306 + Penalty 184.192376 = 81.277069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.315306 sec): 2 clusters Score: Raw -274.678271 + Penalty 157.144772 = -117.533499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.315523 sec): 3 clusters Score: Raw -272.074536 + Penalty 311.278681 = 39.204145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.316000 sec): 2 clusters Score: Raw -166.549197 + Penalty 119.882225 = -46.666972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.316214 sec): 3 clusters Score: Raw -157.856911 + Penalty 239.238839 = 81.381929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.316687 sec): 2 clusters Score: Raw -323.921887 + Penalty 199.898277 = -124.023610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.316908 sec): 3 clusters Score: Raw -320.252144 + Penalty 401.840970 = 81.588826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 153 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.317380 sec): 2 clusters Score: Raw -360.333914 + Penalty 162.082337 = -198.251577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.317598 sec): 3 clusters Score: Raw -358.279799 + Penalty 293.961414 = -64.318386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 154 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.318072 sec): 2 clusters Score: Raw -359.438220 + Penalty 162.555789 = -196.882430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.318294 sec): 3 clusters Score: Raw -367.000855 + Penalty 317.461309 = -49.539545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 155 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.318848 sec): 2 clusters Score: Raw -1702.672463 + Penalty 73.461918 = -1629.210545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.319133 sec): 3 clusters Score: Raw -1703.362989 + Penalty 147.327462 = -1556.035527 nChanged 7 SP:Iteration 1F (13.319412 sec): 3 clusters Score: Raw -1711.296466 + Penalty 147.327462 = -1563.969004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 156 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.319887 sec): 2 clusters Score: Raw -417.929497 + Penalty 251.124908 = -166.804589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.320109 sec): 3 clusters Score: Raw -410.928702 + Penalty 502.354778 = 91.426077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 157 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.320602 sec): 2 clusters Score: Raw -746.162318 + Penalty 319.079728 = -427.082591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.320838 sec): 3 clusters Score: Raw -764.391895 + Penalty 635.767641 = -128.624254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.321302 sec): 2 clusters Score: Raw -107.780364 + Penalty 60.886717 = -46.893647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.321498 sec): 2 clusters Score: Raw -107.780364 + Penalty 60.886717 = -46.893647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 159 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.321970 sec): 2 clusters Score: Raw -412.509955 + Penalty 249.330370 = -163.179584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.322193 sec): 3 clusters Score: Raw -413.259546 + Penalty 502.682598 = 89.423052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 160 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.322648 sec): 2 clusters Score: Raw -50.310779 + Penalty 0.000000 = -50.310779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.322841 sec): 2 clusters Score: Raw -50.310779 + Penalty 0.000000 = -50.310779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 161 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.323327 sec): 2 clusters Score: Raw -298.059279 + Penalty 200.946297 = -97.112982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.323546 sec): 3 clusters Score: Raw -282.771329 + Penalty 404.069681 = 121.298353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.324007 sec): 2 clusters Score: Raw -108.043517 + Penalty 77.678363 = -30.365154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.324203 sec): 2 clusters Score: Raw -108.043517 + Penalty 77.678363 = -30.365154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 163 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.324667 sec): 2 clusters Score: Raw -166.936071 + Penalty 118.085855 = -48.850216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.324877 sec): 3 clusters Score: Raw -159.584895 + Penalty 213.240235 = 53.655340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.325338 sec): 2 clusters Score: Raw -112.831244 + Penalty 83.687282 = -29.143961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.325533 sec): 2 clusters Score: Raw -112.831244 + Penalty 83.687282 = -29.143961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.325987 sec): 2 clusters Score: Raw -50.062357 + Penalty 0.000000 = -50.062357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.326179 sec): 2 clusters Score: Raw -50.062357 + Penalty 0.000000 = -50.062357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.326637 sec): 2 clusters Score: Raw -104.387565 + Penalty 65.811268 = -38.576297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.326833 sec): 2 clusters Score: Raw -104.387565 + Penalty 65.811268 = -38.576297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 170 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.327287 sec): 2 clusters Score: Raw -52.080602 + Penalty 0.000000 = -52.080602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.327480 sec): 2 clusters Score: Raw -52.080602 + Penalty 0.000000 = -52.080602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.327942 sec): 2 clusters Score: Raw -178.486380 + Penalty 150.896755 = -27.589625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.328156 sec): 3 clusters Score: Raw -170.180338 + Penalty 282.220622 = 112.040284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.328616 sec): 2 clusters Score: Raw -112.387923 + Penalty 89.698279 = -22.689644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.328812 sec): 2 clusters Score: Raw -112.387923 + Penalty 89.698279 = -22.689644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.329266 sec): 2 clusters Score: Raw -51.265280 + Penalty 0.000000 = -51.265280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.329460 sec): 2 clusters Score: Raw -51.265280 + Penalty 0.000000 = -51.265280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.329934 sec): 2 clusters Score: Raw -109.458230 + Penalty 79.328599 = -30.129631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.330144 sec): 3 clusters Score: Raw -100.506352 + Penalty 158.657198 = 58.150846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.330597 sec): 2 clusters Score: Raw -50.655686 + Penalty 0.000000 = -50.655686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.330788 sec): 2 clusters Score: Raw -50.655686 + Penalty 0.000000 = -50.655686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 177 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.331240 sec): 2 clusters Score: Raw -50.056766 + Penalty 0.000000 = -50.056766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.331435 sec): 2 clusters Score: Raw -50.056766 + Penalty 0.000000 = -50.056766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.331892 sec): 2 clusters Score: Raw -108.425639 + Penalty 67.332526 = -41.093113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.332085 sec): 2 clusters Score: Raw -108.425639 + Penalty 67.332526 = -41.093113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 180 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.332548 sec): 2 clusters Score: Raw -208.281110 + Penalty 151.352990 = -56.928120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.332747 sec): 2 clusters Score: Raw -208.281110 + Penalty 151.352990 = -56.928120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.333212 sec): 2 clusters Score: Raw -215.777800 + Penalty 129.383836 = -86.393964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.333428 sec): 3 clusters Score: Raw -210.604285 + Penalty 258.767673 = 48.163387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.333889 sec): 2 clusters Score: Raw -107.983421 + Penalty 90.789765 = -17.193656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.334084 sec): 2 clusters Score: Raw -107.983421 + Penalty 90.789765 = -17.193656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 184 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.334549 sec): 2 clusters Score: Raw -219.707466 + Penalty 132.830916 = -86.876550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.334766 sec): 3 clusters Score: Raw -211.904437 + Penalty 265.661831 = 53.757394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.335225 sec): 2 clusters Score: Raw -111.425524 + Penalty 80.567233 = -30.858291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.335420 sec): 2 clusters Score: Raw -111.425524 + Penalty 80.567233 = -30.858291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.335875 sec): 2 clusters Score: Raw -51.075977 + Penalty 0.000000 = -51.075977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.336068 sec): 2 clusters Score: Raw -51.075977 + Penalty 0.000000 = -51.075977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.336542 sec): 2 clusters Score: Raw -110.034310 + Penalty 85.757974 = -24.276336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.336738 sec): 2 clusters Score: Raw -110.034310 + Penalty 85.757974 = -24.276336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.337197 sec): 2 clusters Score: Raw -109.930271 + Penalty 72.315737 = -37.614534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.337393 sec): 2 clusters Score: Raw -109.930271 + Penalty 72.315737 = -37.614534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.337851 sec): 2 clusters Score: Raw -113.715143 + Penalty 92.563980 = -21.151163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.338045 sec): 2 clusters Score: Raw -113.715143 + Penalty 92.563980 = -21.151163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.338507 sec): 2 clusters Score: Raw -179.245319 + Penalty 151.478153 = -27.767166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.338705 sec): 2 clusters Score: Raw -179.245319 + Penalty 151.478153 = -27.767166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 193 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.339163 sec): 2 clusters Score: Raw -112.784405 + Penalty 91.690697 = -21.093709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.339359 sec): 2 clusters Score: Raw -112.784405 + Penalty 91.690697 = -21.093709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.339822 sec): 2 clusters Score: Raw -165.008179 + Penalty 109.275744 = -55.732435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.340035 sec): 3 clusters Score: Raw -155.024810 + Penalty 215.035921 = 60.011110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.340491 sec): 2 clusters Score: Raw -51.445978 + Penalty 0.000000 = -51.445978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.340684 sec): 2 clusters Score: Raw -51.445978 + Penalty 0.000000 = -51.445978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 199 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.341148 sec): 2 clusters Score: Raw -230.157438 + Penalty 168.785638 = -61.371800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.341365 sec): 3 clusters Score: Raw -220.632291 + Penalty 323.344033 = 102.711742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.341824 sec): 2 clusters Score: Raw -117.396555 + Penalty 93.985087 = -23.411468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.342033 sec): 3 clusters Score: Raw -105.194133 + Penalty 187.970174 = 82.776040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.342503 sec): 2 clusters Score: Raw -245.309927 + Penalty 171.224733 = -74.085195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.342721 sec): 3 clusters Score: Raw -241.396724 + Penalty 389.331662 = 147.934938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 203 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.343202 sec): 2 clusters Score: Raw -218.779992 + Penalty 161.790341 = -56.989651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.343401 sec): 2 clusters Score: Raw -218.779992 + Penalty 161.790341 = -56.989651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.343855 sec): 2 clusters Score: Raw -51.202046 + Penalty 0.000000 = -51.202046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.344049 sec): 2 clusters Score: Raw -51.202046 + Penalty 0.000000 = -51.202046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 208 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.344504 sec): 2 clusters Score: Raw -50.803031 + Penalty 0.000000 = -50.803031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.344696 sec): 2 clusters Score: Raw -50.803031 + Penalty 0.000000 = -50.803031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.345151 sec): 2 clusters Score: Raw -49.860897 + Penalty 0.000000 = -49.860897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.345344 sec): 2 clusters Score: Raw -49.860897 + Penalty 0.000000 = -49.860897 nChanged 0 Deleting Class 100 (6 points): Lose 66.378875 but Gain 1434.763564 Iteration 20F (15.375635 sec): 184 clusters Score: Raw -1013953.886411 + Penalty 177959.068233 = -835994.818178 nChanged 142 Deleting Class 192 (3 points): Lose 29.354002 but Gain 1390.438069 Iteration 21Q (15.510102 sec): 183 clusters Score: Raw -1014029.802635 + Penalty 176576.643261 = -837453.159374 nChanged 66 Deleting Class 200 (2 points): Lose 7.082462 but Gain 1367.349660 Iteration 22Q (15.638389 sec): 182 clusters Score: Raw -1014060.867819 + Penalty 175213.755896 = -838847.111923 nChanged 43 Deleting Class 110 (2 points): Lose 40.747832 but Gain 1398.833717 Iteration 23Q (15.763451 sec): 181 clusters Score: Raw -1014036.760671 + Penalty 173825.766286 = -840210.994385 nChanged 24 Deleting Class 20 (2 points): Lose 23.903518 but Gain 1373.911326 Iteration 24Q (15.886218 sec): 180 clusters Score: Raw -1014057.608624 + Penalty 172486.616647 = -841570.991977 nChanged 20 Deleting Class 173 (1 points): Lose 16.182941 but Gain 1363.004473 Iteration 25Q (16.009098 sec): 179 clusters Score: Raw -1014050.480447 + Penalty 171160.733475 = -842889.746972 nChanged 22 Deleting Class 98 (11 points): Lose 125.840062 but Gain 1469.318275 Iteration 26Q (16.130541 sec): 178 clusters Score: Raw -1013938.067214 + Penalty 169734.792443 = -844203.274771 nChanged 34 Deleting Class 170 (1 points): Lose 2.098870 but Gain 1337.297737 Iteration 27Q (16.251732 sec): 177 clusters Score: Raw -1013981.936792 + Penalty 168450.489160 = -845531.447632 nChanged 25 Deleting Class 191 (2 points): Lose 18.516471 but Gain 1346.674575 Iteration 28Q (16.372787 sec): 176 clusters Score: Raw -1013992.860665 + Penalty 167147.141011 = -846845.719654 nChanged 27 Deleting Class 146 (10 points): Lose 86.857249 but Gain 1412.855134 Iteration 29Q (16.493611 sec): 175 clusters Score: Raw -1013915.338136 + Penalty 165742.635675 = -848172.702461 nChanged 39 Deleting Class 148 (2 points): Lose 25.981072 but Gain 1339.868859 Iteration 30F (18.410574 sec): 174 clusters Score: Raw -1013906.988285 + Penalty 164419.216994 = -849487.771291 nChanged 32 Deleting Class 131 (1 points): Lose 11.980463 but Gain 1318.364758 Iteration 31Q (18.531543 sec): 173 clusters Score: Raw -1013908.945192 + Penalty 163178.472011 = -850730.473181 nChanged 30 Deleting Class 87 (4 points): Lose 54.751719 but Gain 1355.098620 Iteration 32Q (18.652113 sec): 172 clusters Score: Raw -1013876.566557 + Penalty 161864.496141 = -852012.070416 nChanged 38 Deleting Class 193 (2 points): Lose 37.615933 but Gain 1333.969538 Iteration 33Q (18.772345 sec): 171 clusters Score: Raw -1013862.200040 + Penalty 160617.800593 = -853244.399447 nChanged 39 Deleting Class 96 (20 points): Lose 235.147005 but Gain 1520.970159 Iteration 34Q (18.893098 sec): 170 clusters Score: Raw -1013662.582401 + Penalty 159361.728151 = -854300.854250 nChanged 70 Deleting Class 186 (2 points): Lose 32.266138 but Gain 1368.883054 Iteration 35Q (19.018615 sec): 169 clusters Score: Raw -1013769.189689 + Penalty 158016.903897 = -855752.285792 nChanged 80 Deleting Class 172 (2 points): Lose 22.093602 but Gain 1304.982690 Iteration 36Q (19.143082 sec): 168 clusters Score: Raw -1013812.930581 + Penalty 156735.859625 = -857077.070956 nChanged 121 Deleting Class 23 (27 points): Lose 255.071723 but Gain 1536.142349 Iteration 37Q (19.269465 sec): 167 clusters Score: Raw -1013685.994490 + Penalty 155306.138401 = -858379.856089 nChanged 177 Deleting Class 171 (3 points): Lose 104.271946 but Gain 1385.101338 Iteration 38Q (19.399835 sec): 166 clusters Score: Raw -1013863.700700 + Penalty 153914.163981 = -859949.536719 nChanged 128 Deleting Class 137 (1 points): Lose 9.421580 but Gain 1287.141903 Iteration 39Q (19.525852 sec): 165 clusters Score: Raw -1014004.454811 + Penalty 152609.912876 = -861394.541935 nChanged 74 Deleting Class 86 (16 points): Lose 186.861038 but Gain 1461.130481 Iteration 40F (21.344654 sec): 164 clusters Score: Raw -1013858.322372 + Penalty 151352.549538 = -862505.772833 nChanged 59 Deleting Class 81 (1 points): Lose 2.682419 but Gain 1265.911676 Iteration 41Q (21.464590 sec): 163 clusters Score: Raw -1013956.275194 + Penalty 150113.337494 = -863842.937700 nChanged 28 Deleting Class 204 (1 points): Lose 2.809649 but Gain 1250.537929 Iteration 42Q (21.581830 sec): 162 clusters Score: Raw -1013973.045021 + Penalty 148874.303148 = -865098.741873 nChanged 13 Deleting Class 58 (15 points): Lose 118.562727 but Gain 1366.080981 Iteration 43Q (21.698495 sec): 161 clusters Score: Raw -1013861.115048 + Penalty 147542.592263 = -866318.522785 nChanged 22 Deleting Class 156 (7 points): Lose 58.502813 but Gain 1301.406910 Iteration 44Q (21.816363 sec): 160 clusters Score: Raw -1013835.505976 + Penalty 146260.769577 = -867574.736399 nChanged 11 Deleting Class 119 (1 points): Lose 8.945850 but Gain 1245.707302 Iteration 45Q (21.935723 sec): 159 clusters Score: Raw -1013841.525408 + Penalty 145088.344277 = -868753.181131 nChanged 6 Deleting Class 182 (3 points): Lose 105.511332 but Gain 1337.339712 Iteration 46Q (22.053637 sec): 158 clusters Score: Raw -1013764.267341 + Penalty 143797.387267 = -869966.880074 nChanged 8 Deleting Class 197 (1 points): Lose 7.598855 but Gain 1238.874803 Iteration 47Q (22.172077 sec): 157 clusters Score: Raw -1013795.437809 + Penalty 142565.042269 = -871230.395540 nChanged 4 Deleting Class 161 (5 points): Lose 31.445290 but Gain 1259.075815 Iteration 48Q (22.289084 sec): 156 clusters Score: Raw -1013773.125104 + Penalty 141316.752867 = -872456.372237 nChanged 6 Deleting Class 187 (2 points): Lose 30.219086 but Gain 1247.656836 Iteration 49Q (22.406166 sec): 155 clusters Score: Raw -1013752.864063 + Penalty 140096.228171 = -873656.635891 nChanged 6 Deleting Class 143 (9 points): Lose 90.919328 but Gain 1307.729572 Iteration 50F (24.096618 sec): 154 clusters Score: Raw -1013677.397838 + Penalty 138875.232758 = -874802.165080 nChanged 13 Deleting Class 78 (10 points): Lose 122.781017 but Gain 1338.237163 Iteration 51Q (24.213981 sec): 153 clusters Score: Raw -1013581.959738 + Penalty 137574.516407 = -876007.443332 nChanged 13 Deleting Class 174 (3 points): Lose 32.431998 but Gain 1239.200309 Iteration 52Q (24.330892 sec): 152 clusters Score: Raw -1013581.537303 + Penalty 136346.468616 = -877235.068688 nChanged 7 Deleting Class 135 (4 points): Lose 44.757228 but Gain 1245.212197 Iteration 53Q (24.447043 sec): 151 clusters Score: Raw -1013566.159100 + Penalty 135124.468184 = -878441.690917 nChanged 10 Deleting Class 164 (2 points): Lose 17.778290 but Gain 1217.531217 Iteration 54Q (24.562895 sec): 150 clusters Score: Raw -1013576.771795 + Penalty 134014.058455 = -879562.713340 nChanged 7 Deleting Class 133 (4 points): Lose 43.277795 but Gain 1230.475693 Iteration 55Q (24.677955 sec): 149 clusters Score: Raw -1013553.484547 + Penalty 132893.623738 = -880659.860809 nChanged 9 Deleting Class 113 (2 points): Lose 21.711805 but Gain 1207.958883 Iteration 56Q (24.792907 sec): 148 clusters Score: Raw -1013569.876938 + Penalty 131687.325148 = -881882.551790 nChanged 9 Deleting Class 116 (6 points): Lose 73.380360 but Gain 1253.425406 Iteration 57Q (24.907946 sec): 147 clusters Score: Raw -1013506.214449 + Penalty 130453.463252 = -883052.751197 nChanged 12 Deleting Class 199 (4 points): Lose 55.062197 but Gain 1227.795772 Iteration 58Q (25.022694 sec): 146 clusters Score: Raw -1013481.312277 + Penalty 129254.852521 = -884226.459756 nChanged 9 Deleting Class 185 (2 points): Lose 11.169711 but Gain 1172.138930 Iteration 59Q (25.137626 sec): 145 clusters Score: Raw -1013497.878412 + Penalty 128120.814679 = -885377.063733 nChanged 9 Deleting Class 139 (5 points): Lose 27.638811 but Gain 1185.640799 Iteration 60F (26.719930 sec): 144 clusters Score: Raw -1013483.847970 + Penalty 126959.909737 = -886523.938232 nChanged 5 Deleting Class 88 (10 points): Lose 81.376886 but Gain 1237.996665 Iteration 61Q (26.832673 sec): 143 clusters Score: Raw -1013412.703108 + Penalty 125831.976218 = -887580.726890 nChanged 11 Deleting Class 159 (7 points): Lose 139.725785 but Gain 1292.107061 Iteration 62Q (26.945348 sec): 142 clusters Score: Raw -1013303.998841 + Penalty 124704.285350 = -888599.713491 nChanged 8 Deleting Class 102 (5 points): Lose 51.224671 but Gain 1196.441062 Iteration 63Q (27.056379 sec): 141 clusters Score: Raw -1013329.335834 + Penalty 123602.182390 = -889727.153445 nChanged 8 Deleting Class 150 (4 points): Lose 47.287576 but Gain 1181.086200 Iteration 64Q (27.167298 sec): 140 clusters Score: Raw -1013309.370327 + Penalty 122451.117323 = -890858.253004 nChanged 7 Deleting Class 126 (3 points): Lose 10.852004 but Gain 1141.519981 Iteration 65Q (27.275834 sec): 139 clusters Score: Raw -1013328.482520 + Penalty 121310.312308 = -892018.170212 nChanged 4 Deleting Class 108 (5 points): Lose 61.354051 but Gain 1190.970518 Iteration 66Q (27.384894 sec): 138 clusters Score: Raw -1013271.376384 + Penalty 120144.547478 = -893126.828906 nChanged 5 Deleting Class 203 (4 points): Lose 48.649649 but Gain 1176.909953 Iteration 67Q (27.492843 sec): 137 clusters Score: Raw -1013240.700960 + Penalty 119027.943808 = -894212.757152 nChanged 4 Deleting Class 47 (44 points): Lose 267.703483 but Gain 1392.257057 Iteration 68Q (27.600502 sec): 136 clusters Score: Raw -1012990.971894 + Penalty 117723.499583 = -895267.472311 nChanged 46 Deleting Class 175 (1 points): Lose 1.150979 but Gain 1125.479877 Iteration 69Q (27.710484 sec): 135 clusters Score: Raw -1013140.848364 + Penalty 116621.692970 = -896519.155394 nChanged 15 Deleting Class 49 (23 points): Lose 228.198802 but Gain 1352.439186 Iteration 70F (29.214813 sec): 134 clusters Score: Raw -1012984.363825 + Penalty 115481.610162 = -897502.753662 nChanged 34 Deleting Class 29 (3 points): Lose 57.147192 but Gain 1167.254150 Iteration 71Q (29.324950 sec): 133 clusters Score: Raw -1013074.408677 + Penalty 114444.715816 = -898629.692861 nChanged 15 Deleting Class 147 (6 points): Lose 79.791567 but Gain 1188.248475 Iteration 72Q (29.432611 sec): 132 clusters Score: Raw -1013043.790561 + Penalty 113298.584606 = -899745.205956 nChanged 18 Deleting Class 162 (2 points): Lose 25.586075 but Gain 1130.109965 Iteration 73Q (29.539676 sec): 131 clusters Score: Raw -1013063.111648 + Penalty 112188.372244 = -900874.739404 nChanged 13 Deleting Class 211 (1 points): Lose 3.209367 but Gain 1101.519767 Iteration 74Q (29.646205 sec): 130 clusters Score: Raw -1013090.742073 + Penalty 111085.787422 = -902004.954651 nChanged 7 Deleting Class 151 (6 points): Lose 29.430335 but Gain 1125.059375 Iteration 75Q (29.751416 sec): 129 clusters Score: Raw -1013068.145892 + Penalty 109967.301339 = -903100.844553 nChanged 10 Deleting Class 123 (2 points): Lose 47.179289 but Gain 1135.678386 Iteration 76Q (29.856090 sec): 128 clusters Score: Raw -1013030.687731 + Penalty 108828.718776 = -904201.968956 nChanged 4 Deleting Class 208 (1 points): Lose 2.037611 but Gain 1085.322537 Iteration 77Q (29.961758 sec): 127 clusters Score: Raw -1013040.059120 + Penalty 107760.019143 = -905280.039978 nChanged 4 Deleting Class 106 (2 points): Lose 19.842172 but Gain 1101.172098 Iteration 78Q (30.067096 sec): 126 clusters Score: Raw -1013031.261272 + Penalty 106687.867139 = -906343.394132 nChanged 5 Deleting Class 157 (15 points): Lose 143.534647 but Gain 1219.026818 Iteration 79Q (30.170125 sec): 125 clusters Score: Raw -1012903.028908 + Penalty 105652.061914 = -907250.966994 nChanged 16 Deleting Class 163 (4 points): Lose 40.866789 but Gain 1146.241725 Iteration 80F (31.548006 sec): 124 clusters Score: Raw -1012944.235713 + Penalty 104540.459438 = -908403.776274 nChanged 6 Deleting Class 31 (12 points): Lose 139.492489 but Gain 1213.697557 Iteration 81Q (31.651804 sec): 123 clusters Score: Raw -1012829.708458 + Penalty 103363.098481 = -909466.609977 nChanged 14 Deleting Class 180 (4 points): Lose 37.391159 but Gain 1100.985627 Iteration 82Q (31.756338 sec): 122 clusters Score: Raw -1012850.560502 + Penalty 102300.948986 = -910549.611516 nChanged 6 Deleting Class 188 (2 points): Lose 11.919442 but Gain 1052.091363 Iteration 83Q (31.859794 sec): 121 clusters Score: Raw -1012859.980509 + Penalty 101258.061351 = -911601.919157 nChanged 3 Deleting Class 125 (8 points): Lose 54.231966 but Gain 1088.989877 Iteration 84Q (31.963258 sec): 120 clusters Score: Raw -1012811.163824 + Penalty 100212.359918 = -912598.803905 nChanged 8 Deleting Class 160 (1 points): Lose 9.381955 but Gain 1043.365872 Iteration 85Q (32.065843 sec): 119 clusters Score: Raw -1012820.618228 + Penalty 99172.609272 = -913648.008956 nChanged 2 Deleting Class 54 (12 points): Lose 84.466236 but Gain 1115.842452 Iteration 86Q (32.168200 sec): 118 clusters Score: Raw -1012744.544384 + Penalty 98052.581556 = -914691.962828 nChanged 14 Deleting Class 99 (1 points): Lose 3.833535 but Gain 1029.830015 Iteration 87Q (32.271204 sec): 117 clusters Score: Raw -1012778.411422 + Penalty 97050.933950 = -915727.477472 nChanged 2 Deleting Class 202 (6 points): Lose 64.973430 but Gain 1087.007794 Iteration 88Q (32.371824 sec): 116 clusters Score: Raw -1012719.537434 + Penalty 96033.624668 = -916685.912767 nChanged 6 Deleting Class 24 (20 points): Lose 94.960729 but Gain 1115.812267 Iteration 89Q (32.472659 sec): 115 clusters Score: Raw -1012650.933056 + Penalty 94907.475264 = -917743.457792 nChanged 22 Deleting Class 195 (4 points): Lose 44.538421 but Gain 1063.719242 Iteration 90F (33.735241 sec): 114 clusters Score: Raw -1012642.005248 + Penalty 93844.318886 = -918797.686362 nChanged 9 Deleting Class 130 (27 points): Lose 135.810344 but Gain 1153.632867 Iteration 91Q (33.834797 sec): 113 clusters Score: Raw -1012520.730595 + Penalty 92724.160937 = -919796.569658 nChanged 27 Deleting Class 85 (7 points): Lose 73.187949 but Gain 1085.349596 Iteration 92Q (33.936511 sec): 112 clusters Score: Raw -1012504.279697 + Penalty 91635.289950 = -920868.989747 nChanged 13 Deleting Class 167 (3 points): Lose 36.208447 but Gain 1046.495621 Iteration 93Q (34.035866 sec): 111 clusters Score: Raw -1012506.742211 + Penalty 90595.547578 = -921911.194633 nChanged 4 Deleting Class 57 (5 points): Lose 57.897328 but Gain 1067.572856 Iteration 94Q (34.135639 sec): 110 clusters Score: Raw -1012454.856791 + Penalty 89554.759134 = -922900.097657 nChanged 5 Deleting Class 111 (2 points): Lose 12.283560 but Gain 1015.806426 Iteration 95Q (34.233795 sec): 109 clusters Score: Raw -1012453.715050 + Penalty 88544.813804 = -923908.901246 nChanged 4 Deleting Class 69 (17 points): Lose 187.300643 but Gain 1189.464082 Iteration 96Q (34.333010 sec): 108 clusters Score: Raw -1012271.497004 + Penalty 88660.579576 = -923610.917428 nChanged 18 Deleting Class 105 (5 points): Lose 61.975050 but Gain 1056.169500 Iteration 97F (35.524244 sec): 107 clusters Score: Raw -1012288.621082 + Penalty 87717.405125 = -924571.215957 nChanged 10 Deleting Class 52 (2 points): Lose 25.647548 but Gain 1016.906898 Iteration 98Q (35.622268 sec): 106 clusters Score: Raw -1012294.528040 + Penalty 86703.358922 = -925591.169118 nChanged 4 Deleting Class 101 (33 points): Lose 168.040464 but Gain 1152.334273 Iteration 99Q (35.719385 sec): 105 clusters Score: Raw -1012136.079363 + Penalty 85604.969211 = -926531.110152 nChanged 33 Deleting Class 84 (10 points): Lose 48.221376 but Gain 1019.885093 Iteration 100F (36.882315 sec): 104 clusters Score: Raw -1012154.788225 + Penalty 84620.296957 = -927534.491268 nChanged 16 Deleting Class 25 (24 points): Lose 139.703649 but Gain 1106.254522 Iteration 101Q (36.980749 sec): 103 clusters Score: Raw -1012042.681267 + Penalty 83552.140244 = -928490.541022 nChanged 28 Deleting Class 178 (2 points): Lose 16.860391 but Gain 979.592716 Iteration 102Q (37.078715 sec): 102 clusters Score: Raw -1012086.196028 + Penalty 82499.929883 = -929586.266145 nChanged 13 Deleting Class 107 (26 points): Lose 231.584099 but Gain 1193.081461 Iteration 103Q (37.175250 sec): 101 clusters Score: Raw -1011871.149462 + Penalty 81209.964999 = -930661.184463 nChanged 31 Deleting Class 128 (1 points): Lose 2.476540 but Gain 961.549474 Iteration 104Q (37.273436 sec): 100 clusters Score: Raw -1011983.542874 + Penalty 80270.291462 = -931713.251412 nChanged 6 Deleting Class 39 (25 points): Lose 204.373030 but Gain 1158.544144 Iteration 105Q (37.371021 sec): 99 clusters Score: Raw -1011791.362531 + Penalty 79169.211969 = -932622.150562 nChanged 29 Deleting Class 184 (4 points): Lose 15.301131 but Gain 966.250676 Iteration 106Q (37.467776 sec): 98 clusters Score: Raw -1011879.067589 + Penalty 78228.115276 = -933650.952314 nChanged 12 Deleting Class 38 (25 points): Lose 104.813476 but Gain 1047.170045 Iteration 107Q (37.562253 sec): 97 clusters Score: Raw -1011791.997612 + Penalty 77212.523261 = -934579.474350 nChanged 28 Deleting Class 94 (7 points): Lose 30.196946 but Gain 971.094784 Iteration 108Q (37.657739 sec): 96 clusters Score: Raw -1011811.319553 + Penalty 76279.027158 = -935532.292394 nChanged 14 Deleting Class 149 (5 points): Lose 46.477166 but Gain 984.627158 Iteration 109Q (37.751911 sec): 95 clusters Score: Raw -1011791.589554 + Penalty 75309.178973 = -936482.410582 nChanged 6 Deleting Class 45 (36 points): Lose 224.910139 but Gain 1162.474799 Iteration 110F (38.800720 sec): 94 clusters Score: Raw -1011579.373557 + Penalty 74170.308130 = -937409.065427 nChanged 37 Deleting Class 92 (9 points): Lose 58.546562 but Gain 989.851335 Iteration 111Q (38.898274 sec): 93 clusters Score: Raw -1011625.821334 + Penalty 73186.029584 = -938439.791750 nChanged 15 Deleting Class 112 (11 points): Lose 57.958005 but Gain 987.008477 Iteration 112Q (38.994035 sec): 92 clusters Score: Raw -1011591.262425 + Penalty 72249.353917 = -939341.908508 nChanged 14 Deleting Class 97 (25 points): Lose 119.892058 but Gain 1047.300529 Iteration 113Q (39.090520 sec): 91 clusters Score: Raw -1011496.515657 + Penalty 71232.338632 = -940264.177025 nChanged 28 Deleting Class 56 (45 points): Lose 270.543281 but Gain 1197.530059 Iteration 114Q (39.185379 sec): 90 clusters Score: Raw -1011269.610626 + Penalty 70131.145812 = -941138.464814 nChanged 56 Deleting Class 124 (12 points): Lose 66.206292 but Gain 991.794790 Iteration 115Q (39.281858 sec): 89 clusters Score: Raw -1011387.938241 + Penalty 69154.797886 = -942233.140356 nChanged 30 Deleting Class 83 (4 points): Lose 22.874163 but Gain 940.411434 Iteration 116Q (39.377256 sec): 88 clusters Score: Raw -1011417.721784 + Penalty 68262.576358 = -943155.145426 nChanged 17 Deleting Class 181 (4 points): Lose 36.852503 but Gain 941.175619 Iteration 117Q (39.473279 sec): 87 clusters Score: Raw -1011409.556375 + Penalty 67327.004128 = -944082.552247 nChanged 14 Deleting Class 115 (15 points): Lose 102.220512 but Gain 1004.723867 Iteration 118Q (39.567090 sec): 86 clusters Score: Raw -1011322.218165 + Penalty 66366.081695 = -944956.136469 nChanged 24 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.22 GB. Compute initial score before splitting: Score: Raw -1011322.218165 + Penalty 66366.081695 = -944956.136469Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.613032 sec): 2 clusters Score: Raw -1965.723770 + Penalty 346.380308 = -1619.343463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.613353 sec): 3 clusters Score: Raw -2007.945896 + Penalty 687.890354 = -1320.055543 nChanged 1 SP:Iteration 1Q (39.613650 sec): 3 clusters Score: Raw -2013.231924 + Penalty 688.493667 = -1324.738257 nChanged 1 SP:Iteration 2Q (39.613938 sec): 3 clusters Score: Raw -2016.939962 + Penalty 688.493667 = -1328.446295 nChanged 0 SP:Iteration 3F (39.614251 sec): 3 clusters Score: Raw -2016.939962 + Penalty 688.493667 = -1328.446295 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 2 (3562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.631468 sec): 2 clusters Score: Raw -156449.788881 + Penalty 74.186901 = -156375.601980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.638065 sec): 3 clusters Score: Raw -154122.326199 + Penalty 160.415464 = -153961.910735 nChanged 1680 SP:Iteration 1F (39.644497 sec): 3 clusters Score: Raw -155636.852156 + Penalty 170.669652 = -155466.182505 nChanged 399 SP:Iteration 2F (39.650862 sec): 3 clusters Score: Raw -156016.044900 + Penalty 177.531546 = -155838.513354 nChanged 227 SP:Iteration 3F (39.657207 sec): 3 clusters Score: Raw -156268.249263 + Penalty 180.443167 = -156087.806097 nChanged 100 SP:Iteration 4Q (39.663556 sec): 3 clusters Score: Raw -156545.037917 + Penalty 179.137689 = -156365.900228 nChanged 57 SP:Iteration 5Q (39.669249 sec): 3 clusters Score: Raw -156602.530355 + Penalty 176.235305 = -156426.295050 nChanged 21 SP:Iteration 6Q (39.674659 sec): 3 clusters Score: Raw -156608.685117 + Penalty 175.717906 = -156432.967211 nChanged 6 SP:Iteration 7Q (39.680039 sec): 3 clusters Score: Raw -156609.634706 + Penalty 175.726263 = -156433.908443 nChanged 5 SP:Iteration 8Q (39.685417 sec): 3 clusters Score: Raw -156610.021513 + Penalty 175.692152 = -156434.329361 nChanged 1 SP:Iteration 9Q (39.690796 sec): 3 clusters Score: Raw -156610.099617 + Penalty 175.692152 = -156434.407465 nChanged 0 SP:Iteration 10F (39.697134 sec): 3 clusters Score: Raw -156610.099617 + Penalty 175.692152 = -156434.407465 nChanged 0 Score: Raw -1029066.990053 + Penalty 66491.246836 = -962575.743218 Splitting cluster 2 changes total score from -944956.136469 to -962575.743218 So it's getting split into cluster 20. Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 3 (1917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.657533 sec): 2 clusters Score: Raw -88019.436137 + Penalty 125.501602 = -87893.934536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.661089 sec): 3 clusters Score: Raw -86810.578384 + Penalty 236.203150 = -86574.375235 nChanged 887 SP:Iteration 1F (40.664655 sec): 3 clusters Score: Raw -87498.588518 + Penalty 221.424398 = -87277.164120 nChanged 172 SP:Iteration 2F (40.668169 sec): 3 clusters Score: Raw -87774.072323 + Penalty 220.078586 = -87553.993737 nChanged 92 SP:Iteration 3Q (40.671582 sec): 3 clusters Score: Raw -87810.648891 + Penalty 218.326161 = -87592.322730 nChanged 36 SP:Iteration 4Q (40.674992 sec): 3 clusters Score: Raw -87819.308520 + Penalty 216.065261 = -87603.243258 nChanged 30 SP:Iteration 5Q (40.678287 sec): 3 clusters Score: Raw -87829.212665 + Penalty 213.735034 = -87615.477631 nChanged 35 SP:Iteration 6Q (40.681575 sec): 3 clusters Score: Raw -87841.917088 + Penalty 210.076143 = -87631.840945 nChanged 33 SP:Iteration 7Q (40.684837 sec): 3 clusters Score: Raw -87855.345181 + Penalty 206.900427 = -87648.444755 nChanged 31 SP:Iteration 8Q (40.688088 sec): 3 clusters Score: Raw -87867.438372 + Penalty 204.669850 = -87662.768522 nChanged 29 SP:Iteration 9Q (40.691271 sec): 3 clusters Score: Raw -87878.419515 + Penalty 201.504653 = -87676.914862 nChanged 34 SP:Iteration 10F (40.694747 sec): 3 clusters Score: Raw -87892.606931 + Penalty 199.175280 = -87693.431651 nChanged 31 SP:Iteration 11Q (40.697870 sec): 3 clusters Score: Raw -87905.436543 + Penalty 196.354219 = -87709.082324 nChanged 30 SP:Iteration 12Q (40.700985 sec): 3 clusters Score: Raw -87917.539695 + Penalty 194.354630 = -87723.185064 nChanged 26 SP:Iteration 13Q (40.704058 sec): 3 clusters Score: Raw -87927.560669 + Penalty 190.927681 = -87736.632988 nChanged 26 SP:Iteration 14Q (40.707097 sec): 3 clusters Score: Raw -87937.271568 + Penalty 188.065816 = -87749.205752 nChanged 22 SP:Iteration 15Q (40.710125 sec): 3 clusters Score: Raw -87943.924020 + Penalty 186.824417 = -87757.099603 nChanged 14 SP:Iteration 16Q (40.713114 sec): 3 clusters Score: Raw -87947.118934 + Penalty 185.812198 = -87761.306736 nChanged 10 SP:Iteration 17Q (40.716089 sec): 3 clusters Score: Raw -87948.882500 + Penalty 185.215489 = -87763.667011 nChanged 9 SP:Iteration 18Q (40.719100 sec): 3 clusters Score: Raw -87950.777271 + Penalty 184.552806 = -87766.224465 nChanged 12 SP:Iteration 19Q (40.722187 sec): 3 clusters Score: Raw -87953.616884 + Penalty 183.737479 = -87769.879405 nChanged 13 SP:Iteration 20F (40.725971 sec): 3 clusters Score: Raw -87957.213598 + Penalty 182.869984 = -87774.343614 nChanged 11 SP:Iteration 21Q (40.729025 sec): 3 clusters Score: Raw -87960.117795 + Penalty 182.387538 = -87777.730258 nChanged 9 SP:Iteration 22Q (40.731969 sec): 3 clusters Score: Raw -87962.354393 + Penalty 181.863239 = -87780.491154 nChanged 10 SP:Iteration 23Q (40.734881 sec): 3 clusters Score: Raw -87965.065443 + Penalty 181.545341 = -87783.520103 nChanged 10 SP:Iteration 24Q (40.737785 sec): 3 clusters Score: Raw -87968.026773 + Penalty 179.301548 = -87788.725224 nChanged 11 SP:Iteration 25Q (40.740677 sec): 3 clusters Score: Raw -87970.739593 + Penalty 179.183903 = -87791.555689 nChanged 7 SP:Iteration 26Q (40.743575 sec): 3 clusters Score: Raw -87972.052058 + Penalty 178.868323 = -87793.183735 nChanged 7 SP:Iteration 27Q (40.746452 sec): 3 clusters Score: Raw -87973.506440 + Penalty 178.695334 = -87794.811107 nChanged 5 SP:Iteration 28Q (40.749319 sec): 3 clusters Score: Raw -87974.169510 + Penalty 178.575256 = -87795.594254 nChanged 4 SP:Iteration 29Q (40.752186 sec): 3 clusters Score: Raw -87974.765027 + Penalty 178.428397 = -87796.336630 nChanged 4 SP:Iteration 30F (40.755667 sec): 3 clusters Score: Raw -87976.875868 + Penalty 178.015366 = -87798.860502 nChanged 2 SP:Iteration 31Q (40.758519 sec): 3 clusters Score: Raw -87977.178237 + Penalty 177.950861 = -87799.227375 nChanged 1 SP:Iteration 32Q (40.761371 sec): 3 clusters Score: Raw -87977.183694 + Penalty 177.947272 = -87799.236421 nChanged 1 SP:Iteration 33Q (40.764248 sec): 3 clusters Score: Raw -87977.182498 + Penalty 177.467757 = -87799.714741 nChanged 1 SP:Iteration 34Q (40.767292 sec): 3 clusters Score: Raw -87977.099560 + Penalty 177.462141 = -87799.637419 nChanged 1 SP:Iteration 35F (40.770940 sec): 3 clusters Score: Raw -87977.032735 + Penalty 177.457226 = -87799.575510 nChanged 1 SP:Iteration 36F (40.774409 sec): 3 clusters Score: Raw -87977.147563 + Penalty 177.457226 = -87799.690337 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 4 (4232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.794870 sec): 2 clusters Score: Raw -192847.922725 + Penalty 105.359151 = -192742.563574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.802715 sec): 3 clusters Score: Raw -190162.156070 + Penalty 221.497382 = -189940.658688 nChanged 1970 SP:Iteration 1F (40.810432 sec): 3 clusters Score: Raw -191709.481449 + Penalty 227.815227 = -191481.666222 nChanged 337 SP:Iteration 2F (40.818184 sec): 3 clusters Score: Raw -191899.004174 + Penalty 236.432681 = -191662.571493 nChanged 309 SP:Iteration 3F (40.826042 sec): 3 clusters Score: Raw -192105.290769 + Penalty 242.240269 = -191863.050500 nChanged 245 SP:Iteration 4F (40.834038 sec): 3 clusters Score: Raw -192266.589511 + Penalty 250.053519 = -192016.535993 nChanged 177 SP:Iteration 5Q (40.841663 sec): 3 clusters Score: Raw -192401.687548 + Penalty 261.881629 = -192139.805919 nChanged 162 SP:Iteration 6Q (40.849179 sec): 3 clusters Score: Raw -192544.169003 + Penalty 271.713140 = -192272.455863 nChanged 134 SP:Iteration 7Q (40.856609 sec): 3 clusters Score: Raw -192662.804790 + Penalty 269.747663 = -192393.057127 nChanged 107 SP:Iteration 8Q (40.863934 sec): 3 clusters Score: Raw -192767.851890 + Penalty 244.129731 = -192523.722159 nChanged 62 SP:Iteration 9Q (40.871161 sec): 3 clusters Score: Raw -192839.263183 + Penalty 186.830265 = -192652.432918 nChanged 20 SP:Iteration 10F (40.878477 sec): 3 clusters Score: Raw -192877.382862 + Penalty 190.078779 = -192687.304082 nChanged 5 SP:Iteration 11Q (40.884655 sec): 3 clusters Score: Raw -192887.269441 + Penalty 184.458997 = -192702.810445 nChanged 4 SP:Iteration 12Q (40.890982 sec): 3 clusters Score: Raw -192889.273655 + Penalty 183.048519 = -192706.225136 nChanged 2 SP:Iteration 13Q (40.897171 sec): 3 clusters Score: Raw -192889.774052 + Penalty 182.355685 = -192707.418367 nChanged 1 SP:Iteration 14Q (40.903358 sec): 3 clusters Score: Raw -192890.138739 + Penalty 181.118677 = -192709.020062 nChanged 1 SP:Iteration 15Q (40.909584 sec): 3 clusters Score: Raw -192890.436316 + Penalty 181.118677 = -192709.317640 nChanged 0 SP:Iteration 16F (40.917208 sec): 3 clusters Score: Raw -192891.750529 + Penalty 180.702830 = -192711.047699 nChanged 1 SP:Iteration 17Q (40.923398 sec): 3 clusters Score: Raw -192892.379162 + Penalty 181.374583 = -192711.004579 nChanged 1 SP:Iteration 18F (40.931309 sec): 3 clusters Score: Raw -192892.571681 + Penalty 181.374583 = -192711.197099 nChanged 0 Memory request: 0.03 GB would take us to total of 0.25 GB. Trying to split cluster 5 (5147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.958693 sec): 2 clusters Score: Raw -223086.213372 + Penalty 173.330981 = -222912.882391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.968190 sec): 3 clusters Score: Raw -219671.416523 + Penalty 346.566281 = -219324.850241 nChanged 2382 SP:Iteration 1F (40.977435 sec): 3 clusters Score: Raw -220791.124321 + Penalty 345.011913 = -220446.112408 nChanged 732 SP:Iteration 2F (40.986648 sec): 3 clusters Score: Raw -221167.579438 + Penalty 341.160637 = -220826.418801 nChanged 429 SP:Iteration 3F (40.995882 sec): 3 clusters Score: Raw -221507.732953 + Penalty 332.226401 = -221175.506552 nChanged 451 SP:Iteration 4F (41.005057 sec): 3 clusters Score: Raw -221892.054603 + Penalty 315.740732 = -221576.313871 nChanged 461 SP:Iteration 5F (41.014189 sec): 3 clusters Score: Raw -222383.610294 + Penalty 294.097406 = -222089.512888 nChanged 359 SP:Iteration 6F (41.023299 sec): 3 clusters Score: Raw -222841.781243 + Penalty 278.182795 = -222563.598448 nChanged 183 SP:Iteration 7Q (41.032558 sec): 3 clusters Score: Raw -223261.697931 + Penalty 277.535254 = -222984.162676 nChanged 73 SP:Iteration 8Q (41.040389 sec): 3 clusters Score: Raw -223460.957358 + Penalty 278.104160 = -223182.853198 nChanged 35 SP:Iteration 9Q (41.047983 sec): 3 clusters Score: Raw -223466.677015 + Penalty 278.630470 = -223188.046546 nChanged 7 SP:Iteration 10F (41.057087 sec): 3 clusters Score: Raw -223467.044146 + Penalty 279.178319 = -223187.865827 nChanged 5 SP:Iteration 11F (41.066207 sec): 3 clusters Score: Raw -223467.238706 + Penalty 279.178319 = -223188.060387 nChanged 0 Score: Raw -1029448.018541 + Penalty 66616.144567 = -962831.873974 Splitting cluster 5 changes total score from -944956.136469 to -962831.873974 So it's getting split into cluster 23. Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 6 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.040443 sec): 2 clusters Score: Raw -31415.213441 + Penalty 363.044626 = -31052.168814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.041770 sec): 3 clusters Score: Raw -31100.457106 + Penalty 733.895878 = -30366.561229 nChanged 232 SP:Iteration 1F (42.043116 sec): 3 clusters Score: Raw -31296.020571 + Penalty 748.486101 = -30547.534471 nChanged 66 SP:Iteration 2F (42.044444 sec): 3 clusters Score: Raw -31355.961758 + Penalty 767.879111 = -30588.082647 nChanged 44 SP:Iteration 3F (42.045775 sec): 3 clusters Score: Raw -31405.119185 + Penalty 792.822814 = -30612.296372 nChanged 34 SP:Iteration 4F (42.047126 sec): 3 clusters Score: Raw -31444.631867 + Penalty 818.086032 = -30626.545835 nChanged 26 SP:Iteration 5Q (42.048450 sec): 3 clusters Score: Raw -31471.357623 + Penalty 830.586689 = -30640.770934 nChanged 12 SP:Iteration 6Q (42.049760 sec): 3 clusters Score: Raw -31484.078592 + Penalty 840.769503 = -30643.309089 nChanged 7 SP:Iteration 7Q (42.051076 sec): 3 clusters Score: Raw -31489.375582 + Penalty 851.773546 = -30637.602036 nChanged 5 SP:Iteration 8F (42.052416 sec): 3 clusters Score: Raw -31493.040390 + Penalty 862.774664 = -30630.265726 nChanged 7 SP:Iteration 9F (42.053755 sec): 3 clusters Score: Raw -31497.845539 + Penalty 873.017129 = -30624.828410 nChanged 6 SP:Iteration 10F (42.055144 sec): 3 clusters Score: Raw -31503.091531 + Penalty 879.803415 = -30623.288117 nChanged 4 SP:Iteration 11F (42.056554 sec): 3 clusters Score: Raw -31506.771034 + Penalty 887.933035 = -30618.837999 nChanged 4 SP:Iteration 12F (42.057962 sec): 3 clusters Score: Raw -31508.757465 + Penalty 887.933035 = -30620.824430 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 7 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.062282 sec): 2 clusters Score: Raw -34876.650286 + Penalty 331.446109 = -34545.204178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.063772 sec): 3 clusters Score: Raw -34478.938332 + Penalty 650.729359 = -33828.208973 nChanged 278 SP:Iteration 1F (42.065283 sec): 3 clusters Score: Raw -34669.384656 + Penalty 647.646011 = -34021.738646 nChanged 91 SP:Iteration 2F (42.066770 sec): 3 clusters Score: Raw -34755.712650 + Penalty 655.041223 = -34100.671428 nChanged 56 SP:Iteration 3F (42.068245 sec): 3 clusters Score: Raw -34815.427162 + Penalty 659.542012 = -34155.885150 nChanged 48 SP:Iteration 4F (42.069705 sec): 3 clusters Score: Raw -34874.151406 + Penalty 648.914613 = -34225.236793 nChanged 24 SP:Iteration 5Q (42.071217 sec): 3 clusters Score: Raw -34894.124480 + Penalty 662.355023 = -34231.769458 nChanged 6 SP:Iteration 6Q (42.072656 sec): 3 clusters Score: Raw -34899.975483 + Penalty 659.465705 = -34240.509779 nChanged 4 SP:Iteration 7Q (42.074062 sec): 3 clusters Score: Raw -34904.988368 + Penalty 659.388170 = -34245.600198 nChanged 3 SP:Iteration 8Q (42.075463 sec): 3 clusters Score: Raw -34906.763259 + Penalty 662.278289 = -34244.484970 nChanged 1 SP:Iteration 9F (42.076952 sec): 3 clusters Score: Raw -34907.682399 + Penalty 663.452991 = -34244.229408 nChanged 1 SP:Iteration 10F (42.078439 sec): 3 clusters Score: Raw -34907.883679 + Penalty 663.452991 = -34244.430688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 8 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.080725 sec): 2 clusters Score: Raw -1385.129281 + Penalty 251.412102 = -1133.717178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.081012 sec): 3 clusters Score: Raw -1412.420319 + Penalty 501.391705 = -911.028614 nChanged 1 SP:Iteration 1Q (42.081270 sec): 3 clusters Score: Raw -1418.852732 + Penalty 501.391705 = -917.461027 nChanged 0 SP:Iteration 2F (42.081529 sec): 3 clusters Score: Raw -1418.852732 + Penalty 501.391705 = -917.461027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.082124 sec): 2 clusters Score: Raw -1759.766688 + Penalty 598.922373 = -1160.844315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.082416 sec): 3 clusters Score: Raw -1957.882724 + Penalty 1197.844746 = -760.037979 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 10 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.086357 sec): 2 clusters Score: Raw -48383.005050 + Penalty 170.338177 = -48212.666873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.088464 sec): 3 clusters Score: Raw -47730.569710 + Penalty 337.885441 = -47392.684269 nChanged 459 SP:Iteration 1F (42.090501 sec): 3 clusters Score: Raw -48049.747694 + Penalty 343.669523 = -47706.078171 nChanged 145 SP:Iteration 2F (42.092519 sec): 3 clusters Score: Raw -48131.898318 + Penalty 346.435083 = -47785.463235 nChanged 60 SP:Iteration 3F (42.094532 sec): 3 clusters Score: Raw -48159.510136 + Penalty 346.714930 = -47812.795207 nChanged 33 SP:Iteration 4Q (42.096530 sec): 3 clusters Score: Raw -48170.641435 + Penalty 348.819601 = -47821.821833 nChanged 31 SP:Iteration 5Q (42.098526 sec): 3 clusters Score: Raw -48176.863990 + Penalty 350.275249 = -47826.588742 nChanged 10 SP:Iteration 6Q (42.100521 sec): 3 clusters Score: Raw -48178.055445 + Penalty 350.426307 = -47827.629138 nChanged 6 SP:Iteration 7Q (42.102517 sec): 3 clusters Score: Raw -48178.505276 + Penalty 350.888558 = -47827.616718 nChanged 4 SP:Iteration 8F (42.104531 sec): 3 clusters Score: Raw -48178.853812 + Penalty 351.513738 = -47827.340074 nChanged 3 SP:Iteration 9F (42.106544 sec): 3 clusters Score: Raw -48179.029447 + Penalty 352.213684 = -47826.815764 nChanged 3 SP:Iteration 10F (42.108555 sec): 3 clusters Score: Raw -48179.223447 + Penalty 353.153249 = -47826.070198 nChanged 4 SP:Iteration 11F (42.110590 sec): 3 clusters Score: Raw -48179.568134 + Penalty 353.655933 = -47825.912201 nChanged 2 SP:Iteration 12F (42.112607 sec): 3 clusters Score: Raw -48179.900059 + Penalty 354.557923 = -47825.342136 nChanged 4 SP:Iteration 13F (42.114620 sec): 3 clusters Score: Raw -48180.742600 + Penalty 356.394309 = -47824.348291 nChanged 9 SP:Iteration 14F (42.116633 sec): 3 clusters Score: Raw -48181.857524 + Penalty 357.276628 = -47824.580896 nChanged 4 SP:Iteration 15Q (42.118636 sec): 3 clusters Score: Raw -48182.229623 + Penalty 358.047803 = -47824.181820 nChanged 3 SP:Iteration 16F (42.120653 sec): 3 clusters Score: Raw -48182.614991 + Penalty 359.662196 = -47822.952795 nChanged 7 SP:Iteration 17F (42.122670 sec): 3 clusters Score: Raw -48183.658403 + Penalty 362.067382 = -47821.591020 nChanged 10 SP:Iteration 18F (42.124686 sec): 3 clusters Score: Raw -48185.779773 + Penalty 364.945560 = -47820.834213 nChanged 13 SP:Iteration 19F (42.126702 sec): 3 clusters Score: Raw -48189.056126 + Penalty 368.526657 = -47820.529469 nChanged 14 SP:Iteration 20F (42.128718 sec): 3 clusters Score: Raw -48192.719909 + Penalty 375.131183 = -47817.588726 nChanged 21 SP:Iteration 21F (42.130740 sec): 3 clusters Score: Raw -48201.879854 + Penalty 383.314866 = -47818.564988 nChanged 29 SP:Iteration 22Q (42.132761 sec): 3 clusters Score: Raw -48217.278875 + Penalty 393.617985 = -47823.660890 nChanged 31 SP:Iteration 23Q (42.134783 sec): 3 clusters Score: Raw -48235.259201 + Penalty 404.577891 = -47830.681311 nChanged 38 SP:Iteration 24Q (42.136829 sec): 3 clusters Score: Raw -48254.401506 + Penalty 415.760424 = -47838.641082 nChanged 28 SP:Iteration 25Q (42.138860 sec): 3 clusters Score: Raw -48272.658993 + Penalty 432.102848 = -47840.556145 nChanged 36 SP:Iteration 26Q (42.140892 sec): 3 clusters Score: Raw -48298.146206 + Penalty 446.917486 = -47851.228720 nChanged 35 SP:Iteration 27Q (42.142928 sec): 3 clusters Score: Raw -48321.826623 + Penalty 466.385953 = -47855.440671 nChanged 29 SP:Iteration 28Q (42.144956 sec): 3 clusters Score: Raw -48338.713848 + Penalty 481.559126 = -47857.154722 nChanged 23 SP:Iteration 29Q (42.147007 sec): 3 clusters Score: Raw -48351.328056 + Penalty 492.532986 = -47858.795070 nChanged 15 SP:Iteration 30F (42.149046 sec): 3 clusters Score: Raw -48357.595515 + Penalty 505.627921 = -47851.967594 nChanged 15 SP:Iteration 31F (42.151089 sec): 3 clusters Score: Raw -48367.304908 + Penalty 523.990364 = -47843.314544 nChanged 14 SP:Iteration 32F (42.153160 sec): 3 clusters Score: Raw -48379.933879 + Penalty 527.364589 = -47852.569290 nChanged 11 SP:Iteration 33Q (42.155072 sec): 3 clusters Score: Raw -48388.661815 + Penalty 532.436788 = -47856.225026 nChanged 8 SP:Iteration 34Q (42.156915 sec): 3 clusters Score: Raw -48393.724428 + Penalty 541.410433 = -47852.313996 nChanged 4 SP:Iteration 35F (42.159157 sec): 3 clusters Score: Raw -48395.688080 + Penalty 547.036974 = -47848.651106 nChanged 3 SP:Iteration 36F (42.161367 sec): 3 clusters Score: Raw -48397.249249 + Penalty 547.212551 = -47850.036697 nChanged 4 SP:Iteration 37Q (42.163164 sec): 3 clusters Score: Raw -48398.702884 + Penalty 551.125595 = -47847.577289 nChanged 2 SP:Iteration 38F (42.165208 sec): 3 clusters Score: Raw -48398.981279 + Penalty 551.981075 = -47847.000204 nChanged 1 SP:Iteration 39F (42.167250 sec): 3 clusters Score: Raw -48399.770750 + Penalty 551.916530 = -47847.854220 nChanged 2 SP:Iteration 40F (42.169301 sec): 3 clusters Score: Raw -48401.103070 + Penalty 556.296278 = -47844.806792 nChanged 1 SP:Iteration 41F (42.171342 sec): 3 clusters Score: Raw -48401.289608 + Penalty 556.296278 = -47844.993330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.172922 sec): 2 clusters Score: Raw -12572.626419 + Penalty 680.311430 = -11892.314989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.173566 sec): 3 clusters Score: Raw -12560.299026 + Penalty 1359.570530 = -11200.728496 nChanged 40 SP:Iteration 1F (42.174198 sec): 3 clusters Score: Raw -12609.630956 + Penalty 1359.104964 = -11250.525992 nChanged 4 SP:Iteration 2Q (42.174818 sec): 3 clusters Score: Raw -12616.781892 + Penalty 1359.099331 = -11257.682561 nChanged 3 SP:Iteration 3Q (42.175436 sec): 3 clusters Score: Raw -12622.432004 + Penalty 1358.752974 = -11263.679030 nChanged 2 SP:Iteration 4Q (42.176054 sec): 3 clusters Score: Raw -12623.139324 + Penalty 1358.661754 = -11264.477570 nChanged 1 SP:Iteration 5Q (42.176672 sec): 3 clusters Score: Raw -12624.182007 + Penalty 1358.808694 = -11265.373313 nChanged 1 SP:Iteration 6Q (42.177288 sec): 3 clusters Score: Raw -12624.959482 + Penalty 1358.808694 = -11266.150788 nChanged 0 SP:Iteration 7F (42.177919 sec): 3 clusters Score: Raw -12624.959482 + Penalty 1358.808694 = -11266.150788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 12 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.178559 sec): 2 clusters Score: Raw -2563.819601 + Penalty 193.076451 = -2370.743150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.178877 sec): 3 clusters Score: Raw -2557.768665 + Penalty 382.413192 = -2175.355473 nChanged 7 SP:Iteration 1F (42.179189 sec): 3 clusters Score: Raw -2569.321073 + Penalty 378.968543 = -2190.352530 nChanged 3 SP:Iteration 2Q (42.179497 sec): 3 clusters Score: Raw -2578.778207 + Penalty 377.772490 = -2201.005717 nChanged 2 SP:Iteration 3Q (42.179805 sec): 3 clusters Score: Raw -2585.739361 + Penalty 377.772490 = -2207.966871 nChanged 0 SP:Iteration 4F (42.180125 sec): 3 clusters Score: Raw -2585.739361 + Penalty 377.772490 = -2207.966871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 13 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.181679 sec): 2 clusters Score: Raw -19246.173137 + Penalty 459.776334 = -18786.396804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.182619 sec): 3 clusters Score: Raw -19062.735125 + Penalty 921.897094 = -18140.838031 nChanged 121 SP:Iteration 1F (42.183590 sec): 3 clusters Score: Raw -19156.168507 + Penalty 922.965012 = -18233.203495 nChanged 34 SP:Iteration 2F (42.184476 sec): 3 clusters Score: Raw -19186.750480 + Penalty 925.394072 = -18261.356408 nChanged 23 SP:Iteration 3F (42.185366 sec): 3 clusters Score: Raw -19222.880096 + Penalty 928.254350 = -18294.625746 nChanged 19 SP:Iteration 4Q (42.186236 sec): 3 clusters Score: Raw -19237.237784 + Penalty 927.598736 = -18309.639048 nChanged 4 SP:Iteration 5Q (42.187113 sec): 3 clusters Score: Raw -19239.313804 + Penalty 927.053211 = -18312.260593 nChanged 1 SP:Iteration 6Q (42.187978 sec): 3 clusters Score: Raw -19239.715212 + Penalty 926.700435 = -18313.014777 nChanged 1 SP:Iteration 7Q (42.188850 sec): 3 clusters Score: Raw -19240.065492 + Penalty 926.700435 = -18313.365056 nChanged 0 SP:Iteration 8F (42.189734 sec): 3 clusters Score: Raw -19240.065492 + Penalty 926.700435 = -18313.365056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 14 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.190309 sec): 2 clusters Score: Raw -1623.649701 + Penalty 236.380282 = -1387.269418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.190609 sec): 3 clusters Score: Raw -1649.158876 + Penalty 474.838171 = -1174.320704 nChanged 2 SP:Iteration 1F (42.190884 sec): 3 clusters Score: Raw -1653.946417 + Penalty 474.838171 = -1179.108246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 15 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.193166 sec): 2 clusters Score: Raw -30628.688309 + Penalty 515.160171 = -30113.528137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.194543 sec): 3 clusters Score: Raw -30308.660111 + Penalty 1031.618144 = -29277.041967 nChanged 208 SP:Iteration 1F (42.195874 sec): 3 clusters Score: Raw -30455.978974 + Penalty 1043.387624 = -29412.591349 nChanged 82 SP:Iteration 2F (42.197181 sec): 3 clusters Score: Raw -30547.299815 + Penalty 1057.859969 = -29489.439846 nChanged 53 SP:Iteration 3F (42.198466 sec): 3 clusters Score: Raw -30602.837482 + Penalty 1070.168609 = -29532.668874 nChanged 30 SP:Iteration 4Q (42.199738 sec): 3 clusters Score: Raw -30633.479961 + Penalty 1085.720173 = -29547.759788 nChanged 22 SP:Iteration 5Q (42.201015 sec): 3 clusters Score: Raw -30658.186151 + Penalty 1104.463140 = -29553.723011 nChanged 23 SP:Iteration 6Q (42.202270 sec): 3 clusters Score: Raw -30689.202345 + Penalty 1115.142677 = -29574.059668 nChanged 19 SP:Iteration 7Q (42.203506 sec): 3 clusters Score: Raw -30706.416367 + Penalty 1123.723472 = -29582.692895 nChanged 12 SP:Iteration 8Q (42.204732 sec): 3 clusters Score: Raw -30718.656236 + Penalty 1130.309250 = -29588.346986 nChanged 10 SP:Iteration 9Q (42.205946 sec): 3 clusters Score: Raw -30726.029300 + Penalty 1136.222575 = -29589.806725 nChanged 7 SP:Iteration 10F (42.207230 sec): 3 clusters Score: Raw -30730.421432 + Penalty 1136.329788 = -29594.091644 nChanged 5 SP:Iteration 11Q (42.208430 sec): 3 clusters Score: Raw -30736.042959 + Penalty 1136.728944 = -29599.314015 nChanged 4 SP:Iteration 12Q (42.209641 sec): 3 clusters Score: Raw -30738.412745 + Penalty 1139.493603 = -29598.919142 nChanged 4 SP:Iteration 13F (42.210940 sec): 3 clusters Score: Raw -30744.855800 + Penalty 1140.593718 = -29604.262082 nChanged 6 SP:Iteration 14Q (42.212130 sec): 3 clusters Score: Raw -30749.810416 + Penalty 1139.450883 = -29610.359533 nChanged 4 SP:Iteration 15Q (42.213331 sec): 3 clusters Score: Raw -30754.463638 + Penalty 1134.425365 = -29620.038274 nChanged 7 SP:Iteration 16Q (42.214520 sec): 3 clusters Score: Raw -30763.618749 + Penalty 1133.587483 = -29630.031266 nChanged 5 SP:Iteration 17Q (42.215704 sec): 3 clusters Score: Raw -30767.867256 + Penalty 1134.560717 = -29633.306539 nChanged 8 SP:Iteration 18Q (42.216884 sec): 3 clusters Score: Raw -30777.690219 + Penalty 1139.773381 = -29637.916839 nChanged 10 SP:Iteration 19Q (42.218088 sec): 3 clusters Score: Raw -30788.264417 + Penalty 1142.468836 = -29645.795581 nChanged 7 SP:Iteration 20F (42.219373 sec): 3 clusters Score: Raw -30793.613523 + Penalty 1144.742007 = -29648.871517 nChanged 3 SP:Iteration 21Q (42.220543 sec): 3 clusters Score: Raw -30795.761735 + Penalty 1145.856539 = -29649.905196 nChanged 1 SP:Iteration 22Q (42.221709 sec): 3 clusters Score: Raw -30796.623156 + Penalty 1144.538050 = -29652.085106 nChanged 1 SP:Iteration 23Q (42.222880 sec): 3 clusters Score: Raw -30796.837057 + Penalty 1144.538050 = -29652.299007 nChanged 0 SP:Iteration 24F (42.224166 sec): 3 clusters Score: Raw -30796.837057 + Penalty 1144.538050 = -29652.299007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.224662 sec): 2 clusters Score: Raw -239.127161 + Penalty 123.284820 = -115.842341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.224883 sec): 3 clusters Score: Raw -237.955202 + Penalty 249.559768 = 11.604566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.225411 sec): 2 clusters Score: Raw -1177.446903 + Penalty 119.605409 = -1057.841494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.225667 sec): 3 clusters Score: Raw -1176.193900 + Penalty 239.210818 = -936.983083 nChanged 1 SP:Iteration 1Q (42.225917 sec): 3 clusters Score: Raw -1178.423257 + Penalty 240.023743 = -938.399514 nChanged 1 SP:Iteration 2Q (42.226165 sec): 3 clusters Score: Raw -1180.272992 + Penalty 242.323285 = -937.949707 nChanged 1 SP:Iteration 3F (42.226416 sec): 3 clusters Score: Raw -1182.576443 + Penalty 242.323285 = -940.253157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.226915 sec): 2 clusters Score: Raw -792.000718 + Penalty 101.584222 = -690.416496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.227157 sec): 3 clusters Score: Raw -797.609597 + Penalty 200.126762 = -597.482835 nChanged 1 SP:Iteration 1F (42.227394 sec): 3 clusters Score: Raw -801.516841 + Penalty 200.126762 = -601.390079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.227866 sec): 2 clusters Score: Raw -450.356471 + Penalty 184.232413 = -266.124057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.228086 sec): 3 clusters Score: Raw -442.990323 + Penalty 368.464827 = -74.525497 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 21 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.230418 sec): 2 clusters Score: Raw -32637.668025 + Penalty 204.875753 = -32432.792273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.231842 sec): 3 clusters Score: Raw -32276.779283 + Penalty 419.609576 = -31857.169707 nChanged 294 SP:Iteration 1F (42.233292 sec): 3 clusters Score: Raw -32535.303987 + Penalty 421.931035 = -32113.372952 nChanged 70 SP:Iteration 2F (42.234717 sec): 3 clusters Score: Raw -32578.958314 + Penalty 422.511242 = -32156.447071 nChanged 32 SP:Iteration 3Q (42.236128 sec): 3 clusters Score: Raw -32601.289705 + Penalty 424.819916 = -32176.469789 nChanged 21 SP:Iteration 4Q (42.237528 sec): 3 clusters Score: Raw -32620.091995 + Penalty 428.377882 = -32191.714114 nChanged 16 SP:Iteration 5Q (42.238961 sec): 3 clusters Score: Raw -32630.619313 + Penalty 428.933454 = -32201.685859 nChanged 12 SP:Iteration 6Q (42.240382 sec): 3 clusters Score: Raw -32638.260153 + Penalty 431.380842 = -32206.879310 nChanged 10 SP:Iteration 7Q (42.241838 sec): 3 clusters Score: Raw -32643.048467 + Penalty 432.621690 = -32210.426777 nChanged 6 SP:Iteration 8Q (42.243285 sec): 3 clusters Score: Raw -32646.046982 + Penalty 433.034871 = -32213.012111 nChanged 6 SP:Iteration 9Q (42.244703 sec): 3 clusters Score: Raw -32649.369662 + Penalty 433.741130 = -32215.628532 nChanged 4 SP:Iteration 10F (42.246117 sec): 3 clusters Score: Raw -32652.041498 + Penalty 436.651015 = -32215.390483 nChanged 5 SP:Iteration 11F (42.247518 sec): 3 clusters Score: Raw -32656.210418 + Penalty 437.248078 = -32218.962340 nChanged 6 SP:Iteration 12Q (42.248927 sec): 3 clusters Score: Raw -32657.878232 + Penalty 439.603988 = -32218.274244 nChanged 3 SP:Iteration 13F (42.250358 sec): 3 clusters Score: Raw -32658.755425 + Penalty 441.430227 = -32217.325198 nChanged 4 SP:Iteration 14F (42.251783 sec): 3 clusters Score: Raw -32659.386288 + Penalty 443.537804 = -32215.848485 nChanged 3 SP:Iteration 15F (42.253229 sec): 3 clusters Score: Raw -32660.630542 + Penalty 444.709919 = -32215.920623 nChanged 1 SP:Iteration 16Q (42.254619 sec): 3 clusters Score: Raw -32661.084590 + Penalty 445.482832 = -32215.601758 nChanged 3 SP:Iteration 17F (42.256045 sec): 3 clusters Score: Raw -32663.356423 + Penalty 446.600042 = -32216.756381 nChanged 1 SP:Iteration 18Q (42.257412 sec): 3 clusters Score: Raw -32663.597314 + Penalty 446.600042 = -32216.997272 nChanged 0 SP:Iteration 19F (42.258843 sec): 3 clusters Score: Raw -32663.597314 + Penalty 446.600042 = -32216.997272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.259655 sec): 2 clusters Score: Raw -3481.715657 + Penalty 304.060612 = -3177.655045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.260006 sec): 3 clusters Score: Raw -3483.093631 + Penalty 613.821484 = -2869.272148 nChanged 7 SP:Iteration 1F (42.260352 sec): 3 clusters Score: Raw -3498.095599 + Penalty 611.239061 = -2886.856537 nChanged 2 SP:Iteration 2Q (42.260687 sec): 3 clusters Score: Raw -3500.376520 + Penalty 609.608485 = -2890.768035 nChanged 1 SP:Iteration 3Q (42.261024 sec): 3 clusters Score: Raw -3500.998799 + Penalty 608.121223 = -2892.877575 nChanged 1 SP:Iteration 4Q (42.261358 sec): 3 clusters Score: Raw -3502.220325 + Penalty 608.121223 = -2894.099102 nChanged 0 SP:Iteration 5F (42.261699 sec): 3 clusters Score: Raw -3502.220325 + Penalty 608.121223 = -2894.099102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.264480 sec): 2 clusters Score: Raw -4881.952670 + Penalty 617.737030 = -4264.215639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.264906 sec): 3 clusters Score: Raw -4945.431068 + Penalty 1238.355526 = -3707.075542 nChanged 9 SP:Iteration 1F (42.265322 sec): 3 clusters Score: Raw -4977.921634 + Penalty 1242.398977 = -3735.522657 nChanged 5 SP:Iteration 2Q (42.265715 sec): 3 clusters Score: Raw -4994.008945 + Penalty 1242.377050 = -3751.631895 nChanged 1 SP:Iteration 3Q (42.266104 sec): 3 clusters Score: Raw -4996.447103 + Penalty 1242.377050 = -3754.070053 nChanged 0 SP:Iteration 4F (42.266520 sec): 3 clusters Score: Raw -4996.447103 + Penalty 1242.377050 = -3754.070053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 27 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.267176 sec): 2 clusters Score: Raw -1364.405008 + Penalty 282.241051 = -1082.163956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.267439 sec): 3 clusters Score: Raw -1387.497755 + Penalty 565.563403 = -821.934353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.268001 sec): 2 clusters Score: Raw -1977.779151 + Penalty 411.877484 = -1565.901667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.268315 sec): 3 clusters Score: Raw -2029.513950 + Penalty 827.646761 = -1201.867189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.268961 sec): 2 clusters Score: Raw -3052.370239 + Penalty 260.010413 = -2792.359826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.269291 sec): 3 clusters Score: Raw -3054.103023 + Penalty 519.562782 = -2534.540241 nChanged 5 SP:Iteration 1F (42.269613 sec): 3 clusters Score: Raw -3057.732039 + Penalty 520.334831 = -2537.397208 nChanged 3 SP:Iteration 2Q (42.269933 sec): 3 clusters Score: Raw -3061.282077 + Penalty 521.998535 = -2539.283542 nChanged 2 SP:Iteration 3Q (42.270253 sec): 3 clusters Score: Raw -3063.889066 + Penalty 529.289214 = -2534.599852 nChanged 4 SP:Iteration 4F (42.270576 sec): 3 clusters Score: Raw -3068.747498 + Penalty 539.921603 = -2528.825894 nChanged 4 SP:Iteration 5F (42.270897 sec): 3 clusters Score: Raw -3072.156622 + Penalty 547.150847 = -2525.005775 nChanged 2 SP:Iteration 6F (42.271218 sec): 3 clusters Score: Raw -3076.368740 + Penalty 547.150847 = -2529.217892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.272963 sec): 2 clusters Score: Raw -14111.725679 + Penalty 834.949989 = -13276.775690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.273684 sec): 3 clusters Score: Raw -14084.431892 + Penalty 1669.465013 = -12414.966879 nChanged 50 SP:Iteration 1F (42.274405 sec): 3 clusters Score: Raw -14173.445837 + Penalty 1669.475096 = -12503.970741 nChanged 15 SP:Iteration 2F (42.275110 sec): 3 clusters Score: Raw -14205.212648 + Penalty 1669.693024 = -12535.519624 nChanged 3 SP:Iteration 3Q (42.275791 sec): 3 clusters Score: Raw -14208.887581 + Penalty 1669.693024 = -12539.194557 nChanged 0 SP:Iteration 4F (42.276496 sec): 3 clusters Score: Raw -14208.887581 + Penalty 1669.693024 = -12539.194557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.277169 sec): 2 clusters Score: Raw -1522.894038 + Penalty 76.154012 = -1446.740026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.277440 sec): 3 clusters Score: Raw -1506.700268 + Penalty 166.366258 = -1340.334011 nChanged 7 SP:Iteration 1F (42.277702 sec): 3 clusters Score: Raw -1515.555236 + Penalty 186.951682 = -1328.603554 nChanged 2 SP:Iteration 2F (42.277962 sec): 3 clusters Score: Raw -1516.796959 + Penalty 221.925146 = -1294.871814 nChanged 2 SP:Iteration 3F (42.278223 sec): 3 clusters Score: Raw -1518.555977 + Penalty 266.956410 = -1251.599567 nChanged 1 SP:Iteration 4F (42.278482 sec): 3 clusters Score: Raw -1519.234041 + Penalty 165.768262 = -1353.465779 nChanged 1 SP:Iteration 5Q (42.278721 sec): 3 clusters Score: Raw -1519.802288 + Penalty 76.154012 = -1443.648277 nChanged 1 SP:Iteration 6Q (42.278950 sec): 2 clusters Score: Raw -1522.894038 + Penalty 76.154012 = -1446.740026 nChanged 0 SP:Iteration 7F (42.279178 sec): 2 clusters Score: Raw -1522.894038 + Penalty 76.154012 = -1446.740026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.280023 sec): 2 clusters Score: Raw -7486.736799 + Penalty 288.989550 = -7197.747249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.280512 sec): 3 clusters Score: Raw -7431.288437 + Penalty 578.124592 = -6853.163844 nChanged 31 SP:Iteration 1F (42.280993 sec): 3 clusters Score: Raw -7453.018711 + Penalty 577.736210 = -6875.282501 nChanged 3 SP:Iteration 2Q (42.281473 sec): 3 clusters Score: Raw -7457.632697 + Penalty 577.736210 = -6879.896487 nChanged 0 SP:Iteration 3F (42.281982 sec): 3 clusters Score: Raw -7457.632697 + Penalty 577.736210 = -6879.896487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.282611 sec): 2 clusters Score: Raw -2767.043078 + Penalty 468.738200 = -2298.304878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.282935 sec): 3 clusters Score: Raw -2815.760177 + Penalty 937.476401 = -1878.283777 nChanged 4 SP:Iteration 1F (42.283254 sec): 3 clusters Score: Raw -2833.019697 + Penalty 937.476401 = -1895.543296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.283741 sec): 2 clusters Score: Raw -615.284159 + Penalty 204.931118 = -410.353040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.283972 sec): 3 clusters Score: Raw -628.005793 + Penalty 395.599699 = -232.406094 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 37 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.286500 sec): 2 clusters Score: Raw -38800.846083 + Penalty 487.159747 = -38313.686336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.288039 sec): 3 clusters Score: Raw -38478.751062 + Penalty 971.461890 = -37507.289172 nChanged 267 SP:Iteration 1F (42.289581 sec): 3 clusters Score: Raw -38656.690404 + Penalty 970.411013 = -37686.279391 nChanged 63 SP:Iteration 2F (42.291143 sec): 3 clusters Score: Raw -38707.944277 + Penalty 978.691576 = -37729.252701 nChanged 54 SP:Iteration 3F (42.292728 sec): 3 clusters Score: Raw -38774.722046 + Penalty 992.502554 = -37782.219492 nChanged 61 SP:Iteration 4F (42.294287 sec): 3 clusters Score: Raw -38850.594042 + Penalty 1010.218238 = -37840.375804 nChanged 33 SP:Iteration 5Q (42.295834 sec): 3 clusters Score: Raw -38893.119292 + Penalty 1037.259522 = -37855.859771 nChanged 30 SP:Iteration 6Q (42.297372 sec): 3 clusters Score: Raw -38932.427063 + Penalty 1044.700154 = -37887.726909 nChanged 10 SP:Iteration 7Q (42.298895 sec): 3 clusters Score: Raw -38945.599423 + Penalty 1049.154764 = -37896.444659 nChanged 2 SP:Iteration 8Q (42.300388 sec): 3 clusters Score: Raw -38948.501192 + Penalty 1051.238495 = -37897.262697 nChanged 2 SP:Iteration 9Q (42.301871 sec): 3 clusters Score: Raw -38949.471780 + Penalty 1053.015214 = -37896.456566 nChanged 1 SP:Iteration 10F (42.303442 sec): 3 clusters Score: Raw -38949.608291 + Penalty 1053.015214 = -37896.593077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.304223 sec): 2 clusters Score: Raw -5123.051912 + Penalty 543.392137 = -4579.659775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.304631 sec): 3 clusters Score: Raw -5167.571475 + Penalty 1089.246225 = -4078.325249 nChanged 15 SP:Iteration 1F (42.305031 sec): 3 clusters Score: Raw -5206.424719 + Penalty 1091.576598 = -4114.848121 nChanged 2 SP:Iteration 2Q (42.305412 sec): 3 clusters Score: Raw -5217.581946 + Penalty 1093.020358 = -4124.561588 nChanged 1 SP:Iteration 3Q (42.305787 sec): 3 clusters Score: Raw -5225.204628 + Penalty 1093.020358 = -4132.184270 nChanged 0 SP:Iteration 4F (42.306186 sec): 3 clusters Score: Raw -5225.204628 + Penalty 1093.020358 = -4132.184270 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 41 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.308239 sec): 2 clusters Score: Raw -26947.863526 + Penalty 384.250588 = -26563.612938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.309498 sec): 3 clusters Score: Raw -26655.119200 + Penalty 767.006159 = -25888.113041 nChanged 215 SP:Iteration 1F (42.310742 sec): 3 clusters Score: Raw -26832.868179 + Penalty 761.992253 = -26070.875926 nChanged 65 SP:Iteration 2F (42.312016 sec): 3 clusters Score: Raw -26880.256525 + Penalty 760.190953 = -26120.065572 nChanged 33 SP:Iteration 3F (42.313260 sec): 3 clusters Score: Raw -26898.685794 + Penalty 761.327630 = -26137.358164 nChanged 20 SP:Iteration 4Q (42.314488 sec): 3 clusters Score: Raw -26912.231234 + Penalty 761.259425 = -26150.971809 nChanged 6 SP:Iteration 5Q (42.315696 sec): 3 clusters Score: Raw -26915.831009 + Penalty 760.078428 = -26155.752581 nChanged 6 SP:Iteration 6Q (42.316938 sec): 3 clusters Score: Raw -26918.919074 + Penalty 760.186326 = -26158.732749 nChanged 3 SP:Iteration 7Q (42.318163 sec): 3 clusters Score: Raw -26920.120258 + Penalty 760.611008 = -26159.509250 nChanged 3 SP:Iteration 8Q (42.319388 sec): 3 clusters Score: Raw -26921.640508 + Penalty 760.916594 = -26160.723914 nChanged 5 SP:Iteration 9Q (42.320615 sec): 3 clusters Score: Raw -26924.111617 + Penalty 759.937739 = -26164.173878 nChanged 4 SP:Iteration 10F (42.321855 sec): 3 clusters Score: Raw -26925.532872 + Penalty 760.654778 = -26164.878094 nChanged 3 SP:Iteration 11Q (42.323085 sec): 3 clusters Score: Raw -26926.425877 + Penalty 761.126708 = -26165.299169 nChanged 4 SP:Iteration 12Q (42.324313 sec): 3 clusters Score: Raw -26927.344110 + Penalty 762.067650 = -26165.276460 nChanged 4 SP:Iteration 13F (42.325554 sec): 3 clusters Score: Raw -26929.000382 + Penalty 762.893597 = -26166.106785 nChanged 6 SP:Iteration 14Q (42.326784 sec): 3 clusters Score: Raw -26931.958000 + Penalty 763.469787 = -26168.488213 nChanged 5 SP:Iteration 15Q (42.328011 sec): 3 clusters Score: Raw -26933.702954 + Penalty 764.319526 = -26169.383429 nChanged 3 SP:Iteration 16Q (42.329239 sec): 3 clusters Score: Raw -26935.235763 + Penalty 764.843692 = -26170.392072 nChanged 4 SP:Iteration 17Q (42.330447 sec): 3 clusters Score: Raw -26937.068803 + Penalty 765.110277 = -26171.958526 nChanged 5 SP:Iteration 18Q (42.331659 sec): 3 clusters Score: Raw -26938.227777 + Penalty 765.302259 = -26172.925519 nChanged 4 SP:Iteration 19Q (42.332909 sec): 3 clusters Score: Raw -26939.388977 + Penalty 763.858200 = -26175.530777 nChanged 4 SP:Iteration 20F (42.334154 sec): 3 clusters Score: Raw -26941.128497 + Penalty 763.852045 = -26177.276452 nChanged 4 SP:Iteration 21Q (42.335388 sec): 3 clusters Score: Raw -26942.382938 + Penalty 765.044771 = -26177.338167 nChanged 6 SP:Iteration 22Q (42.336623 sec): 3 clusters Score: Raw -26946.548115 + Penalty 766.494373 = -26180.053742 nChanged 6 SP:Iteration 23Q (42.337860 sec): 3 clusters Score: Raw -26950.355720 + Penalty 770.328086 = -26180.027634 nChanged 8 SP:Iteration 24F (42.339107 sec): 3 clusters Score: Raw -26954.200585 + Penalty 772.942576 = -26181.258008 nChanged 8 SP:Iteration 25Q (42.340346 sec): 3 clusters Score: Raw -26957.564398 + Penalty 775.142752 = -26182.421646 nChanged 8 SP:Iteration 26Q (42.341594 sec): 3 clusters Score: Raw -26962.746588 + Penalty 777.944410 = -26184.802178 nChanged 9 SP:Iteration 27Q (42.342850 sec): 3 clusters Score: Raw -26968.646814 + Penalty 776.749655 = -26191.897159 nChanged 10 SP:Iteration 28Q (42.344092 sec): 3 clusters Score: Raw -26976.550935 + Penalty 783.367728 = -26193.183207 nChanged 7 SP:Iteration 29Q (42.345338 sec): 3 clusters Score: Raw -26980.631202 + Penalty 789.888583 = -26190.742619 nChanged 4 SP:Iteration 30F (42.346590 sec): 3 clusters Score: Raw -26982.699972 + Penalty 794.501695 = -26188.198277 nChanged 3 SP:Iteration 31F (42.347843 sec): 3 clusters Score: Raw -26983.674274 + Penalty 797.289441 = -26186.384833 nChanged 2 SP:Iteration 32F (42.349093 sec): 3 clusters Score: Raw -26983.996775 + Penalty 796.163495 = -26187.833280 nChanged 1 SP:Iteration 33Q (42.350341 sec): 3 clusters Score: Raw -26984.187539 + Penalty 793.867637 = -26190.319902 nChanged 2 SP:Iteration 34Q (42.351600 sec): 3 clusters Score: Raw -26985.331729 + Penalty 793.867637 = -26191.464092 nChanged 0 SP:Iteration 35F (42.352866 sec): 3 clusters Score: Raw -26985.331729 + Penalty 793.867637 = -26191.464092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 42 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.353507 sec): 2 clusters Score: Raw -2593.276972 + Penalty 266.865732 = -2326.411240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.353822 sec): 3 clusters Score: Raw -2593.344585 + Penalty 535.687565 = -2057.657020 nChanged 5 SP:Iteration 1F (42.354131 sec): 3 clusters Score: Raw -2601.638824 + Penalty 536.726813 = -2064.912011 nChanged 1 SP:Iteration 2Q (42.354430 sec): 3 clusters Score: Raw -2603.909697 + Penalty 536.726813 = -2067.182884 nChanged 0 SP:Iteration 3F (42.354734 sec): 3 clusters Score: Raw -2603.909697 + Penalty 536.726813 = -2067.182884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.355259 sec): 2 clusters Score: Raw -1103.967852 + Penalty 294.148682 = -809.819170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.355513 sec): 3 clusters Score: Raw -1137.116163 + Penalty 589.655409 = -547.460754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.356159 sec): 2 clusters Score: Raw -3201.718236 + Penalty 252.793011 = -2948.925224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.356502 sec): 3 clusters Score: Raw -3200.342786 + Penalty 547.301177 = -2653.041609 nChanged 17 SP:Iteration 1F (42.356838 sec): 3 clusters Score: Raw -3232.815490 + Penalty 572.454609 = -2660.360880 nChanged 4 SP:Iteration 2F (42.357174 sec): 3 clusters Score: Raw -3241.908470 + Penalty 579.966269 = -2661.942202 nChanged 1 SP:Iteration 3Q (42.357501 sec): 3 clusters Score: Raw -3242.695242 + Penalty 575.894261 = -2666.800981 nChanged 1 SP:Iteration 4Q (42.357822 sec): 3 clusters Score: Raw -3246.769486 + Penalty 575.894261 = -2670.875225 nChanged 0 SP:Iteration 5F (42.358156 sec): 3 clusters Score: Raw -3246.769486 + Penalty 575.894261 = -2670.875225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.359306 sec): 2 clusters Score: Raw -12571.257884 + Penalty 576.958549 = -11994.299335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.359983 sec): 3 clusters Score: Raw -12511.463243 + Penalty 1150.451504 = -11361.011739 nChanged 78 SP:Iteration 1F (42.360645 sec): 3 clusters Score: Raw -12589.985583 + Penalty 1147.565370 = -11442.420213 nChanged 12 SP:Iteration 2Q (42.361289 sec): 3 clusters Score: Raw -12608.095728 + Penalty 1148.809169 = -11459.286559 nChanged 8 SP:Iteration 3Q (42.361931 sec): 3 clusters Score: Raw -12626.338725 + Penalty 1148.848353 = -11477.490372 nChanged 6 SP:Iteration 4Q (42.362604 sec): 3 clusters Score: Raw -12638.080425 + Penalty 1150.419092 = -11487.661332 nChanged 4 SP:Iteration 5Q (42.363263 sec): 3 clusters Score: Raw -12644.764247 + Penalty 1151.454684 = -11493.309563 nChanged 3 SP:Iteration 6Q (42.363918 sec): 3 clusters Score: Raw -12647.470134 + Penalty 1151.266928 = -11496.203206 nChanged 2 SP:Iteration 7Q (42.364571 sec): 3 clusters Score: Raw -12649.233280 + Penalty 1151.266928 = -11497.966351 nChanged 0 SP:Iteration 8F (42.365247 sec): 3 clusters Score: Raw -12649.233280 + Penalty 1151.266928 = -11497.966351 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 48 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.367661 sec): 2 clusters Score: Raw -32221.950191 + Penalty 323.080428 = -31898.869762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.369127 sec): 3 clusters Score: Raw -31912.019335 + Penalty 646.749278 = -31265.270057 nChanged 262 SP:Iteration 1F (42.370560 sec): 3 clusters Score: Raw -32216.649819 + Penalty 648.530450 = -31568.119369 nChanged 75 SP:Iteration 2F (42.372023 sec): 3 clusters Score: Raw -32325.100958 + Penalty 646.915047 = -31678.185911 nChanged 31 SP:Iteration 3Q (42.373415 sec): 3 clusters Score: Raw -32366.153143 + Penalty 647.408012 = -31718.745131 nChanged 27 SP:Iteration 4Q (42.374755 sec): 3 clusters Score: Raw -32394.938251 + Penalty 648.311380 = -31746.626871 nChanged 22 SP:Iteration 5Q (42.376067 sec): 3 clusters Score: Raw -32432.991548 + Penalty 644.490712 = -31788.500836 nChanged 21 SP:Iteration 6Q (42.377356 sec): 3 clusters Score: Raw -32475.519457 + Penalty 638.566828 = -31836.952628 nChanged 35 SP:Iteration 7F (42.378796 sec): 3 clusters Score: Raw -32558.033909 + Penalty 637.444787 = -31920.589122 nChanged 45 SP:Iteration 8F (42.380225 sec): 3 clusters Score: Raw -32677.588127 + Penalty 640.203881 = -32037.384246 nChanged 24 SP:Iteration 9Q (42.381454 sec): 3 clusters Score: Raw -32723.433739 + Penalty 641.495986 = -32081.937753 nChanged 8 SP:Iteration 10F (42.382884 sec): 3 clusters Score: Raw -32733.339923 + Penalty 642.003992 = -32091.335930 nChanged 3 SP:Iteration 11Q (42.384067 sec): 3 clusters Score: Raw -32735.642991 + Penalty 642.222263 = -32093.420728 nChanged 1 SP:Iteration 12Q (42.385246 sec): 3 clusters Score: Raw -32736.788669 + Penalty 642.455040 = -32094.333629 nChanged 1 SP:Iteration 13Q (42.386424 sec): 3 clusters Score: Raw -32738.542422 + Penalty 642.647117 = -32095.895306 nChanged 1 SP:Iteration 14Q (42.387600 sec): 3 clusters Score: Raw -32738.923067 + Penalty 643.057968 = -32095.865098 nChanged 2 SP:Iteration 15F (42.389023 sec): 3 clusters Score: Raw -32739.702051 + Penalty 643.057968 = -32096.644083 nChanged 0 Score: Raw -1029965.770476 + Penalty 67109.672107 = -962856.098369 Splitting cluster 48 changes total score from -944956.136469 to -962856.098369 So it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 50 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.354925 sec): 2 clusters Score: Raw -1954.020383 + Penalty 312.408566 = -1641.611818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.355224 sec): 3 clusters Score: Raw -1981.816060 + Penalty 650.049986 = -1331.766074 nChanged 3 SP:Iteration 1F (43.355509 sec): 3 clusters Score: Raw -1999.509667 + Penalty 650.049986 = -1349.459681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 51 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.356113 sec): 2 clusters Score: Raw -2788.427706 + Penalty 422.574112 = -2365.853595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.356423 sec): 3 clusters Score: Raw -2802.326425 + Penalty 846.667220 = -1955.659205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.357111 sec): 2 clusters Score: Raw -4402.145169 + Penalty 459.358914 = -3942.786255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.357477 sec): 3 clusters Score: Raw -4431.000045 + Penalty 918.717829 = -3512.282216 nChanged 5 SP:Iteration 1F (43.357835 sec): 3 clusters Score: Raw -4446.189414 + Penalty 920.226169 = -3525.963245 nChanged 3 SP:Iteration 2Q (43.358184 sec): 3 clusters Score: Raw -4450.671069 + Penalty 920.226169 = -3530.444900 nChanged 0 SP:Iteration 3F (43.358542 sec): 3 clusters Score: Raw -4450.671069 + Penalty 920.226169 = -3530.444900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 55 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.359051 sec): 2 clusters Score: Raw -1128.091817 + Penalty 279.946247 = -848.145571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.359299 sec): 3 clusters Score: Raw -1148.083527 + Penalty 560.363864 = -587.719662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.359871 sec): 2 clusters Score: Raw -1610.018170 + Penalty 338.850349 = -1271.167821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.360142 sec): 3 clusters Score: Raw -1636.944987 + Penalty 674.075295 = -962.869692 nChanged 2 SP:Iteration 1F (43.360407 sec): 3 clusters Score: Raw -1651.237304 + Penalty 693.414307 = -957.822997 nChanged 2 SP:Iteration 2F (43.360672 sec): 3 clusters Score: Raw -1668.513909 + Penalty 693.414307 = -975.099602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.361140 sec): 2 clusters Score: Raw -314.513762 + Penalty 151.556322 = -162.957440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.361359 sec): 3 clusters Score: Raw -310.616926 + Penalty 303.112645 = -7.504281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 61 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.361930 sec): 2 clusters Score: Raw -2196.612608 + Penalty 439.007060 = -1757.605548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.362225 sec): 3 clusters Score: Raw -2263.249403 + Penalty 877.554589 = -1385.694814 nChanged 1 SP:Iteration 1Q (43.362501 sec): 3 clusters Score: Raw -2268.916689 + Penalty 877.554589 = -1391.362100 nChanged 0 SP:Iteration 2F (43.362794 sec): 3 clusters Score: Raw -2268.916689 + Penalty 877.554589 = -1391.362100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.363435 sec): 2 clusters Score: Raw -3780.267235 + Penalty 125.212926 = -3655.054310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.363785 sec): 3 clusters Score: Raw -3757.638158 + Penalty 250.965842 = -3506.672316 nChanged 16 SP:Iteration 1F (43.364129 sec): 3 clusters Score: Raw -3775.254850 + Penalty 251.525594 = -3523.729255 nChanged 5 SP:Iteration 2F (43.364470 sec): 3 clusters Score: Raw -3781.730944 + Penalty 251.576232 = -3530.154712 nChanged 2 SP:Iteration 3Q (43.364810 sec): 3 clusters Score: Raw -3784.042721 + Penalty 251.576232 = -3532.466488 nChanged 0 SP:Iteration 4F (43.365151 sec): 3 clusters Score: Raw -3784.042721 + Penalty 251.576232 = -3532.466488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.365619 sec): 2 clusters Score: Raw -258.289255 + Penalty 128.179457 = -130.109798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.365834 sec): 3 clusters Score: Raw -255.698748 + Penalty 253.431934 = -2.266815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.366299 sec): 2 clusters Score: Raw -262.086482 + Penalty 128.685192 = -133.401290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.366511 sec): 3 clusters Score: Raw -257.576649 + Penalty 236.474822 = -21.101826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.367038 sec): 2 clusters Score: Raw -1473.621006 + Penalty 322.413955 = -1151.207051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.367302 sec): 3 clusters Score: Raw -1499.010027 + Penalty 644.827910 = -854.182118 nChanged 1 SP:Iteration 1Q (43.367555 sec): 3 clusters Score: Raw -1502.553801 + Penalty 644.827910 = -857.725892 nChanged 0 SP:Iteration 2F (43.367815 sec): 3 clusters Score: Raw -1502.553801 + Penalty 644.827910 = -857.725892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 66 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.368338 sec): 2 clusters Score: Raw -962.450351 + Penalty 271.270882 = -691.179468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.368583 sec): 3 clusters Score: Raw -1000.323861 + Penalty 540.587651 = -459.736210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 67 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.369105 sec): 2 clusters Score: Raw -1299.798918 + Penalty 320.440546 = -979.358372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.369361 sec): 3 clusters Score: Raw -1331.799662 + Penalty 640.132251 = -691.667410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.369837 sec): 2 clusters Score: Raw -456.753731 + Penalty 185.615446 = -271.138284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.370060 sec): 3 clusters Score: Raw -465.669237 + Penalty 372.925459 = -92.743778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.370633 sec): 2 clusters Score: Raw -2372.780163 + Penalty 315.969967 = -2056.810196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.370925 sec): 3 clusters Score: Raw -2383.750007 + Penalty 634.494025 = -1749.255982 nChanged 1 SP:Iteration 1Q (43.371208 sec): 3 clusters Score: Raw -2386.381516 + Penalty 634.494025 = -1751.887491 nChanged 0 SP:Iteration 2F (43.371495 sec): 3 clusters Score: Raw -2386.381516 + Penalty 634.494025 = -1751.887491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.372008 sec): 2 clusters Score: Raw -1091.644860 + Penalty 333.579431 = -758.065428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.372259 sec): 3 clusters Score: Raw -1132.992040 + Penalty 674.709320 = -458.282721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.372775 sec): 2 clusters Score: Raw -1227.586672 + Penalty 316.299647 = -911.287024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.373026 sec): 3 clusters Score: Raw -1255.451994 + Penalty 631.372341 = -624.079653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.373507 sec): 2 clusters Score: Raw -583.634168 + Penalty 193.842279 = -389.791889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.373735 sec): 3 clusters Score: Raw -581.489184 + Penalty 386.823758 = -194.665425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.374200 sec): 2 clusters Score: Raw -321.452315 + Penalty 158.829094 = -162.623221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.374414 sec): 3 clusters Score: Raw -319.944543 + Penalty 298.681840 = -21.262703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 76 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.374870 sec): 2 clusters Score: Raw -98.598897 + Penalty 39.671788 = -58.927109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.375063 sec): 2 clusters Score: Raw -98.598897 + Penalty 39.671788 = -58.927109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 77 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.375534 sec): 2 clusters Score: Raw -394.479249 + Penalty 193.504022 = -200.975227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.375771 sec): 3 clusters Score: Raw -406.423409 + Penalty 387.008043 = -19.415366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 79 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.376253 sec): 2 clusters Score: Raw -620.485443 + Penalty 215.243352 = -405.242091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.376480 sec): 3 clusters Score: Raw -629.984013 + Penalty 436.808536 = -193.175478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 80 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.376991 sec): 2 clusters Score: Raw -1124.964829 + Penalty 273.968991 = -850.995838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.377241 sec): 3 clusters Score: Raw -1167.274953 + Penalty 549.613843 = -617.661110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.377705 sec): 2 clusters Score: Raw -257.023441 + Penalty 147.784610 = -109.238831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.377922 sec): 3 clusters Score: Raw -253.851417 + Penalty 298.629886 = 44.778469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.378434 sec): 2 clusters Score: Raw -1175.936203 + Penalty 305.137034 = -870.799169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.378688 sec): 3 clusters Score: Raw -1208.029865 + Penalty 611.289274 = -596.740591 nChanged 1 SP:Iteration 1Q (43.378930 sec): 3 clusters Score: Raw -1211.967718 + Penalty 610.092639 = -601.875080 nChanged 1 SP:Iteration 2Q (43.379171 sec): 3 clusters Score: Raw -1217.331841 + Penalty 610.092639 = -607.239202 nChanged 0 SP:Iteration 3F (43.379420 sec): 3 clusters Score: Raw -1217.331841 + Penalty 610.092639 = -607.239202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 90 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.379891 sec): 2 clusters Score: Raw -392.243560 + Penalty 158.057365 = -234.186195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.380111 sec): 3 clusters Score: Raw -397.309688 + Penalty 316.114730 = -81.194958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.380576 sec): 2 clusters Score: Raw -260.807666 + Penalty 139.371793 = -121.435873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.380788 sec): 3 clusters Score: Raw -257.173169 + Penalty 261.547001 = 4.373832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 93 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.381295 sec): 2 clusters Score: Raw -886.585967 + Penalty 284.686788 = -601.899179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.381538 sec): 3 clusters Score: Raw -917.097460 + Penalty 571.199159 = -345.898300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.382235 sec): 2 clusters Score: Raw -4135.009829 + Penalty 122.830431 = -4012.179398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.382618 sec): 3 clusters Score: Raw -4099.307880 + Penalty 267.351580 = -3831.956300 nChanged 25 SP:Iteration 1F (43.383000 sec): 3 clusters Score: Raw -4140.525870 + Penalty 283.914550 = -3856.611320 nChanged 11 SP:Iteration 2F (43.383375 sec): 3 clusters Score: Raw -4157.357602 + Penalty 288.962969 = -3868.394633 nChanged 3 SP:Iteration 3Q (43.383763 sec): 3 clusters Score: Raw -4161.233906 + Penalty 288.962969 = -3872.270937 nChanged 0 SP:Iteration 4F (43.384138 sec): 3 clusters Score: Raw -4161.233906 + Penalty 288.962969 = -3872.270937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.384615 sec): 2 clusters Score: Raw -426.066151 + Penalty 196.774837 = -229.291314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.384836 sec): 3 clusters Score: Raw -430.137701 + Penalty 385.455152 = -44.682550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 114 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.385324 sec): 2 clusters Score: Raw -636.303115 + Penalty 181.397674 = -454.905441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.385556 sec): 3 clusters Score: Raw -654.281536 + Penalty 335.001522 = -319.280014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 120 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.386300 sec): 2 clusters Score: Raw -4228.022865 + Penalty 154.381858 = -4073.641007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.386703 sec): 3 clusters Score: Raw -4202.314777 + Penalty 307.332047 = -3894.982730 nChanged 34 SP:Iteration 1F (43.387101 sec): 3 clusters Score: Raw -4228.495268 + Penalty 308.249218 = -3920.246050 nChanged 5 SP:Iteration 2Q (43.387493 sec): 3 clusters Score: Raw -4235.361004 + Penalty 308.770856 = -3926.590147 nChanged 4 SP:Iteration 3Q (43.387887 sec): 3 clusters Score: Raw -4240.137730 + Penalty 311.600451 = -3928.537279 nChanged 4 SP:Iteration 4Q (43.388277 sec): 3 clusters Score: Raw -4243.005030 + Penalty 313.376270 = -3929.628760 nChanged 2 SP:Iteration 5Q (43.388662 sec): 3 clusters Score: Raw -4243.814731 + Penalty 314.053239 = -3929.761492 nChanged 1 SP:Iteration 6Q (43.389048 sec): 3 clusters Score: Raw -4244.160256 + Penalty 312.652839 = -3931.507417 nChanged 1 SP:Iteration 7Q (43.389435 sec): 3 clusters Score: Raw -4245.470399 + Penalty 312.652839 = -3932.817559 nChanged 0 SP:Iteration 8F (43.389830 sec): 3 clusters Score: Raw -4245.470399 + Penalty 312.652839 = -3932.817559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.390291 sec): 2 clusters Score: Raw -105.194973 + Penalty 58.557030 = -46.637943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.390496 sec): 3 clusters Score: Raw -97.691767 + Penalty 117.114060 = 19.422293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 122 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.390968 sec): 2 clusters Score: Raw -422.807907 + Penalty 181.664757 = -241.143151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.391188 sec): 3 clusters Score: Raw -420.689680 + Penalty 363.329513 = -57.360167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.391653 sec): 2 clusters Score: Raw -259.697730 + Penalty 100.701693 = -158.996036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.391862 sec): 3 clusters Score: Raw -255.764702 + Penalty 180.819108 = -74.945594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.392318 sec): 2 clusters Score: Raw -104.354470 + Penalty 55.795778 = -48.558692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.392524 sec): 3 clusters Score: Raw -96.974995 + Penalty 111.591556 = 14.616561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.393021 sec): 2 clusters Score: Raw -470.482579 + Penalty 168.723556 = -301.759023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.393244 sec): 3 clusters Score: Raw -474.403489 + Penalty 340.801152 = -133.602337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 136 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.393721 sec): 2 clusters Score: Raw -461.409982 + Penalty 175.989599 = -285.420383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.393947 sec): 3 clusters Score: Raw -477.391712 + Penalty 351.979197 = -125.412515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.394408 sec): 2 clusters Score: Raw -158.643003 + Penalty 81.833411 = -76.809593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.394617 sec): 3 clusters Score: Raw -150.794143 + Penalty 172.483373 = 21.689230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.395065 sec): 2 clusters Score: Raw -45.077708 + Penalty 0.000000 = -45.077708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.395250 sec): 2 clusters Score: Raw -45.077708 + Penalty 0.000000 = -45.077708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 141 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.395713 sec): 2 clusters Score: Raw -269.533743 + Penalty 143.825387 = -125.708356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.395928 sec): 3 clusters Score: Raw -263.422255 + Penalty 287.237290 = 23.815035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 153 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.396435 sec): 2 clusters Score: Raw -360.333914 + Penalty 162.082337 = -198.251577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.396672 sec): 3 clusters Score: Raw -365.678378 + Penalty 324.684490 = -40.993888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 154 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.397171 sec): 2 clusters Score: Raw -413.508952 + Penalty 182.640888 = -230.868064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.397394 sec): 3 clusters Score: Raw -423.312240 + Penalty 374.088563 = -49.223677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 155 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.397965 sec): 2 clusters Score: Raw -1909.472508 + Penalty 74.934990 = -1834.537518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.398257 sec): 3 clusters Score: Raw -1903.682000 + Penalty 171.024848 = -1732.657152 nChanged 14 SP:Iteration 1F (43.398542 sec): 3 clusters Score: Raw -1918.403440 + Penalty 174.098511 = -1744.304929 nChanged 2 SP:Iteration 2Q (43.398824 sec): 3 clusters Score: Raw -1921.015389 + Penalty 183.548761 = -1737.466628 nChanged 2 SP:Iteration 3F (43.399109 sec): 3 clusters Score: Raw -1925.739256 + Penalty 183.548761 = -1742.190495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.399566 sec): 2 clusters Score: Raw -107.780364 + Penalty 60.886717 = -46.893647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.399773 sec): 3 clusters Score: Raw -99.188591 + Penalty 121.773434 = 22.584843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.400240 sec): 2 clusters Score: Raw -50.062357 + Penalty 0.000000 = -50.062357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.400428 sec): 2 clusters Score: Raw -50.062357 + Penalty 0.000000 = -50.062357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 177 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.400879 sec): 2 clusters Score: Raw -50.056766 + Penalty 0.000000 = -50.056766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.401068 sec): 2 clusters Score: Raw -50.056766 + Penalty 0.000000 = -50.056766 nChanged 0 Deleting Class 109 (8 points): Lose 53.864248 but Gain 954.264894 Iteration 119Q (43.720692 sec): 88 clusters Score: Raw -1012390.481548 + Penalty 66140.872692 = -946249.608855 nChanged 118 Deleting Class 73 (25 points): Lose 91.495206 but Gain 990.924544 Iteration 120F (44.685797 sec): 87 clusters Score: Raw -1012369.002794 + Penalty 65212.835600 = -947156.167195 nChanged 85 Deleting Class 82 (5 points): Lose 27.304445 but Gain 925.978883 Iteration 121Q (44.784522 sec): 86 clusters Score: Raw -1012421.210140 + Penalty 64345.655873 = -948075.554267 nChanged 55 Deleting Class 77 (8 points): Lose 41.820236 but Gain 938.402985 Iteration 122Q (44.881756 sec): 85 clusters Score: Raw -1012419.199279 + Penalty 63454.468479 = -948964.730799 nChanged 54 Deleting Class 158 (2 points): Lose 6.717051 but Gain 885.815341 Iteration 123Q (44.977398 sec): 84 clusters Score: Raw -1012444.077256 + Penalty 62577.709806 = -949866.367450 nChanged 33 Deleting Class 61 (47 points): Lose 278.560905 but Gain 1152.994275 Iteration 124Q (45.068640 sec): 83 clusters Score: Raw -1012179.154462 + Penalty 61641.728408 = -950537.426054 nChanged 69 Deleting Class 43 (21 points): Lose 101.724165 but Gain 974.302527 Iteration 125Q (45.161443 sec): 82 clusters Score: Raw -1012247.891110 + Penalty 60723.693470 = -951524.197640 nChanged 55 Deleting Class 59 (33 points): Lose 104.374037 but Gain 977.281249 Iteration 126Q (45.253716 sec): 81 clusters Score: Raw -1012230.008367 + Penalty 59845.459038 = -952384.549329 nChanged 59 Deleting Class 93 (22 points): Lose 129.005226 but Gain 1005.110567 Iteration 127Q (45.344951 sec): 80 clusters Score: Raw -1012187.592307 + Penalty 59018.172239 = -953169.420068 nChanged 51 Deleting Class 141 (5 points): Lose 30.594088 but Gain 901.171449 Iteration 128Q (45.435707 sec): 79 clusters Score: Raw -1012245.615505 + Penalty 58167.377886 = -954078.237618 nChanged 28 Deleting Class 51 (59 points): Lose 236.157490 but Gain 1098.189229 Iteration 129Q (45.525388 sec): 78 clusters Score: Raw -1012045.757905 + Penalty 57247.719901 = -954798.038004 nChanged 71 Deleting Class 89 (26 points): Lose 163.622410 but Gain 1026.051945 Iteration 130F (46.389216 sec): 77 clusters Score: Raw -1011996.653543 + Penalty 56316.433423 = -955680.220120 nChanged 54 Deleting Class 75 (6 points): Lose 35.374287 but Gain 893.915464 Iteration 131Q (46.479277 sec): 76 clusters Score: Raw -1012069.355181 + Penalty 55483.847184 = -956585.507997 nChanged 24 Deleting Class 72 (27 points): Lose 242.550782 but Gain 1098.172636 Iteration 132Q (46.568298 sec): 75 clusters Score: Raw -1011868.546292 + Penalty 54454.985808 = -957413.560484 nChanged 38 Deleting Class 121 (2 points): Lose 5.704602 but Gain 851.921701 Iteration 133Q (46.656388 sec): 74 clusters Score: Raw -1012010.048094 + Penalty 53609.236609 = -958400.811485 nChanged 13 Deleting Class 65 (30 points): Lose 111.538190 but Gain 952.266916 Iteration 134Q (46.744968 sec): 73 clusters Score: Raw -1011912.351299 + Penalty 52697.579765 = -959214.771534 nChanged 35 Deleting Class 68 (8 points): Lose 41.345542 but Gain 881.881524 Iteration 135Q (46.833230 sec): 72 clusters Score: Raw -1011929.071978 + Penalty 51839.690573 = -960089.381405 nChanged 12 Deleting Class 91 (5 points): Lose 34.315407 but Gain 873.266420 Iteration 136Q (46.921337 sec): 71 clusters Score: Raw -1011917.233310 + Penalty 50976.909131 = -960940.324179 nChanged 8 Deleting Class 154 (8 points): Lose 55.588391 but Gain 885.721924 Iteration 137Q (47.008077 sec): 70 clusters Score: Raw -1011871.989022 + Penalty 50128.672462 = -961743.316560 nChanged 11 Deleting Class 177 (1 points): Lose 21.884070 but Gain 851.764153 Iteration 138Q (47.095182 sec): 69 clusters Score: Raw -1011874.775469 + Penalty 49298.355794 = -962576.419675 nChanged 3 Deleting Class 60 (6 points): Lose 23.654145 but Gain 852.983148 Iteration 139Q (47.181077 sec): 68 clusters Score: Raw -1011864.571168 + Penalty 48446.149223 = -963418.421945 nChanged 6 Deleting Class 165 (1 points): Lose 0.930995 but Gain 829.330648 Iteration 140F (47.945690 sec): 67 clusters Score: Raw -1011870.953417 + Penalty 47622.275011 = -964248.678406 nChanged 2 Deleting Class 122 (9 points): Lose 61.811401 but Gain 889.897481 Iteration 141Q (48.031636 sec): 66 clusters Score: Raw -1011815.713176 + Penalty 46761.449465 = -965054.263711 nChanged 10 Deleting Class 19 (8 points): Lose 65.569543 but Gain 893.440070 Iteration 142Q (48.117794 sec): 65 clusters Score: Raw -1011767.707709 + Penalty 45857.691341 = -965910.016369 nChanged 8 Deleting Class 35 (58 points): Lose 327.799081 but Gain 1131.648774 Iteration 143Q (48.202375 sec): 64 clusters Score: Raw -1011452.012244 + Penalty 44766.107815 = -966685.904429 nChanged 61 Deleting Class 153 (7 points): Lose 36.567874 but Gain 839.960780 Iteration 144Q (48.287689 sec): 63 clusters Score: Raw -1011589.512424 + Penalty 42746.851110 = -968842.661314 nChanged 21 Deleting Class 67 (27 points): Lose 180.332807 but Gain 980.455432 Iteration 145Q (48.371347 sec): 62 clusters Score: Raw -1011439.056588 + Penalty 41791.692088 = -969647.364500 nChanged 35 Deleting Class 132 (2 points): Lose 14.861410 but Gain 811.749402 Iteration 146Q (48.455862 sec): 61 clusters Score: Raw -1011490.621355 + Penalty 40967.341996 = -970523.279360 nChanged 14 Deleting Class 79 (12 points): Lose 83.137486 but Gain 873.505754 Iteration 147Q (48.540961 sec): 60 clusters Score: Raw -1011422.247265 + Penalty 40120.907390 = -971301.339876 nChanged 20 Deleting Class 74 (11 points): Lose 24.932841 but Gain 815.200424 Iteration 148Q (48.623862 sec): 59 clusters Score: Raw -1011432.410096 + Penalty 39316.954747 = -972115.455349 nChanged 22 Deleting Class 64 (5 points): Lose 25.296309 but Gain 806.307031 Iteration 149Q (48.705443 sec): 58 clusters Score: Raw -1011424.666819 + Penalty 38534.991190 = -972889.675628 nChanged 17 Deleting Class 63 (5 points): Lose 24.969166 but Gain 803.138233 Iteration 150F (49.356380 sec): 57 clusters Score: Raw -1011414.250617 + Penalty 37732.379335 = -973681.871282 nChanged 15 Deleting Class 55 (26 points): Lose 111.577739 but Gain 890.120802 Iteration 151Q (49.437953 sec): 56 clusters Score: Raw -1011311.940525 + Penalty 36868.957275 = -974442.983250 nChanged 31 Deleting Class 28 (48 points): Lose 410.238848 but Gain 1181.893733 Iteration 152Q (49.519214 sec): 55 clusters Score: Raw -1010938.958107 + Penalty 35810.660017 = -975128.298090 nChanged 59 Deleting Class 36 (20 points): Lose 92.563772 but Gain 856.434497 Iteration 153Q (49.602254 sec): 54 clusters Score: Raw -1011044.271411 + Penalty 35028.837415 = -976015.433996 nChanged 42 Deleting Class 80 (22 points): Lose 138.223625 but Gain 889.147858 Iteration 154Q (49.683869 sec): 53 clusters Score: Raw -1010997.720573 + Penalty 34161.738109 = -976835.982464 nChanged 34 Deleting Class 90 (9 points): Lose 44.466934 but Gain 792.657059 Iteration 155Q (49.764253 sec): 52 clusters Score: Raw -1011003.653234 + Penalty 33358.601880 = -977645.051354 nChanged 21 Deleting Class 16 (5 points): Lose 27.009768 but Gain 772.469746 Iteration 156Q (49.843605 sec): 51 clusters Score: Raw -1010997.787954 + Penalty 32597.771920 = -978400.016034 nChanged 8 Deleting Class 138 (3 points): Lose 17.295550 but Gain 751.159736 Iteration 157Q (49.922647 sec): 50 clusters Score: Raw -1010993.209941 + Penalty 31872.918025 = -979120.291916 nChanged 12 Deleting Class 134 (10 points): Lose 60.686638 but Gain 779.864226 Iteration 158Q (50.001411 sec): 49 clusters Score: Raw -1010942.684306 + Penalty 31121.982606 = -979820.701700 nChanged 20 Deleting Class 70 (47 points): Lose 140.816663 but Gain 847.848283 Iteration 159Q (50.079922 sec): 48 clusters Score: Raw -1010825.846928 + Penalty 30304.890390 = -980520.956538 nChanged 55 Deleting Class 27 (38 points): Lose 172.945967 but Gain 879.632714 Iteration 160F (50.626450 sec): 47 clusters Score: Raw -1010725.734039 + Penalty 29487.237351 = -981238.496688 nChanged 56 Deleting Class 53 (87 points): Lose 351.868272 but Gain 1049.793268 Iteration 161Q (50.705651 sec): 46 clusters Score: Raw -1010472.740509 + Penalty 28506.390990 = -981966.349519 nChanged 117 Deleting Class 40 (127 points): Lose 495.788398 but Gain 1157.615229 Iteration 162Q (50.785508 sec): 45 clusters Score: Raw -1010213.373542 + Penalty 27477.700576 = -982735.672967 nChanged 160 Deleting Class 136 (14 points): Lose 100.749632 but Gain 742.631600 Iteration 163Q (50.865433 sec): 44 clusters Score: Raw -1010437.769756 + Penalty 26710.687431 = -983727.082325 nChanged 43 Deleting Class 114 (14 points): Lose 60.173748 but Gain 693.152813 Iteration 164Q (50.941558 sec): 43 clusters Score: Raw -1010435.575875 + Penalty 26004.376628 = -984431.199247 nChanged 34 Deleting Class 129 (5 points): Lose 8.373218 but Gain 630.969907 Iteration 165Q (51.017687 sec): 42 clusters Score: Raw -1010468.149555 + Penalty 25376.854448 = -985091.295107 nChanged 23 Deleting Class 66 (40 points): Lose 396.842629 but Gain 1000.847359 Iteration 166Q (51.092383 sec): 41 clusters Score: Raw -1010092.414869 + Penalty 24420.754819 = -985671.660050 nChanged 51 Deleting Class 9 (38 points): Lose 1011.517139 but Gain 1613.675269 Iteration 167Q (51.167122 sec): 40 clusters Score: Raw -1009273.896788 + Penalty 24493.937715 = -984779.959073 nChanged 60 Deleting Class 76 (2 points): Lose 2.895450 but Gain 577.168232 Iteration 168F (51.617933 sec): 39 clusters Score: Raw -1009450.693312 + Penalty 23959.184173 = -985491.509139 nChanged 19 Deleting Class 22 (99 points): Lose 272.887137 but Gain 842.660019 Iteration 169Q (51.692592 sec): 38 clusters Score: Raw -1009215.171629 + Penalty 23216.802277 = -985998.369352 nChanged 111 Deleting Class 50 (88 points): Lose 519.565364 but Gain 1086.785775 Iteration 170F (52.122168 sec): 37 clusters Score: Raw -1008866.401880 + Penalty 22289.681083 = -986576.720797 nChanged 104 Deleting Class 8 (33 points): Lose 175.120655 but Gain 740.986457 Iteration 171Q (52.196388 sec): 36 clusters Score: Raw -1009014.140589 + Penalty 21593.964828 = -987420.175761 nChanged 69 Deleting Class 14 (47 points): Lose 168.298794 but Gain 719.656163 Iteration 172Q (52.268758 sec): 35 clusters Score: Raw -1009010.354285 + Penalty 20911.260067 = -988099.094218 nChanged 90 Deleting Class 42 (131 points): Lose 406.699203 but Gain 902.664646 Iteration 173Q (52.341610 sec): 34 clusters Score: Raw -1008745.252638 + Penalty 20140.013315 = -988605.239323 nChanged 160 Deleting Class 18 (57 points): Lose 287.165908 but Gain 781.275824 Iteration 174Q (52.414803 sec): 33 clusters Score: Raw -1008672.076053 + Penalty 19353.077829 = -989318.998224 nChanged 99 Deleting Class 12 (64 points): Lose 199.915812 but Gain 626.881640 Iteration 175Q (52.486974 sec): 32 clusters Score: Raw -1008632.708446 + Penalty 18722.308220 = -989910.400226 nChanged 112 Deleting Class 1 (91 points): Lose 540.707325 but Gain 910.483709 Iteration 176Q (52.557573 sec): 31 clusters Score: Raw -1008247.458260 + Penalty 17964.895578 = -990282.562682 nChanged 143 Deleting Class 17 (24 points): Lose 163.419968 but Gain 608.233638 Iteration 177Q (52.628501 sec): 30 clusters Score: Raw -1008384.504704 + Penalty 17432.109780 = -990952.394924 nChanged 79 Deleting Class 30 (79 points): Lose 378.260500 but Gain 663.834219 Iteration 178Q (52.697732 sec): 29 clusters Score: Raw -1008087.862133 + Penalty 16780.317821 = -991307.544311 nChanged 116 Deleting Class 140 (1 points): Lose 7.207639 but Gain 275.476266 Iteration 179Q (52.767112 sec): 28 clusters Score: Raw -1008309.607404 + Penalty 16524.304234 = -991785.303170 nChanged 68 Deleting Class 33 (28 points): Lose 50.169437 but Gain 247.551312 Iteration 180F (53.092378 sec): 27 clusters Score: Raw -1008342.025417 + Penalty 16314.701416 = -992027.324001 nChanged 88 Deleting Class 155 (82 points): Lose 287.509484 but Gain 330.048202 Iteration 181Q (53.162654 sec): 26 clusters Score: Raw -1008134.441728 + Penalty 16010.018055 = -992124.423672 nChanged 125 Iteration 182Q (53.231432 sec): 26 clusters Score: Raw -1008296.785668 + Penalty 16033.784748 = -992263.000920 nChanged 71 Iteration 183Q (53.299976 sec): 26 clusters Score: Raw -1008326.455636 + Penalty 16026.180272 = -992300.275364 nChanged 44 Iteration 184Q (53.369088 sec): 26 clusters Score: Raw -1008339.234569 + Penalty 16025.141921 = -992314.092648 nChanged 32 Iteration 185Q (53.437882 sec): 26 clusters Score: Raw -1008348.383039 + Penalty 16030.670927 = -992317.712112 nChanged 27 Iteration 186Q (53.506433 sec): 26 clusters Score: Raw -1008356.112719 + Penalty 16033.971532 = -992322.141186 nChanged 25 Iteration 187Q (53.575413 sec): 26 clusters Score: Raw -1008363.351592 + Penalty 16040.404987 = -992322.946605 nChanged 20 Iteration 188Q (53.645084 sec): 26 clusters Score: Raw -1008369.836332 + Penalty 16041.994605 = -992327.841727 nChanged 23 Iteration 189Q (53.713633 sec): 26 clusters Score: Raw -1008376.645688 + Penalty 16044.652941 = -992331.992747 nChanged 16 Iteration 190F (54.018661 sec): 26 clusters Score: Raw -1008382.656617 + Penalty 16047.310873 = -992335.345744 nChanged 17 Iteration 191Q (54.088492 sec): 26 clusters Score: Raw -1008388.388609 + Penalty 16048.784984 = -992339.603625 nChanged 15 Iteration 192Q (54.158213 sec): 26 clusters Score: Raw -1008392.381743 + Penalty 16052.369504 = -992340.012239 nChanged 16 Iteration 193Q (54.227514 sec): 26 clusters Score: Raw -1008396.853139 + Penalty 16050.282474 = -992346.570665 nChanged 13 Iteration 194Q (54.297321 sec): 26 clusters Score: Raw -1008398.827039 + Penalty 16045.659057 = -992353.167983 nChanged 16 Iteration 195Q (54.366950 sec): 26 clusters Score: Raw -1008402.271765 + Penalty 16041.207566 = -992361.064199 nChanged 6 Iteration 196Q (54.436104 sec): 26 clusters Score: Raw -1008405.951563 + Penalty 16039.293934 = -992366.657628 nChanged 6 Iteration 197Q (54.505801 sec): 26 clusters Score: Raw -1008408.534485 + Penalty 16038.522086 = -992370.012400 nChanged 6 Iteration 198Q (54.575214 sec): 26 clusters Score: Raw -1008411.081380 + Penalty 16035.586320 = -992375.495061 nChanged 5 Iteration 199Q (54.644974 sec): 26 clusters Score: Raw -1008416.068970 + Penalty 16034.455384 = -992381.613586 nChanged 5 Iteration 200F (54.951437 sec): 26 clusters Score: Raw -1008417.990444 + Penalty 16033.467739 = -992384.522705 nChanged 6 Iteration 201Q (55.022358 sec): 26 clusters Score: Raw -1008419.210038 + Penalty 16032.754590 = -992386.455448 nChanged 6 Iteration 202Q (55.092553 sec): 26 clusters Score: Raw -1008420.134148 + Penalty 16032.317702 = -992387.816446 nChanged 4 Iteration 203Q (55.162725 sec): 26 clusters Score: Raw -1008420.952737 + Penalty 16034.319479 = -992386.633259 nChanged 4 Iteration 204F (55.469072 sec): 26 clusters Score: Raw -1008422.865996 + Penalty 16034.722548 = -992388.143448 nChanged 2 Iteration 205Q (55.538640 sec): 26 clusters Score: Raw -1008423.572841 + Penalty 16036.123637 = -992387.449205 nChanged 2 Iteration 206F (55.846327 sec): 26 clusters Score: Raw -1008424.034425 + Penalty 16037.305803 = -992386.728623 nChanged 2 Iteration 207F (56.151819 sec): 26 clusters Score: Raw -1008424.508944 + Penalty 16037.305803 = -992387.203142 nChanged 0 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.22 GB. Compute initial score before splitting: Score: Raw -1008424.508944 + Penalty 16037.305803 = -992387.203142Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 2 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.200498 sec): 2 clusters Score: Raw -28251.191364 + Penalty 98.100001 = -28153.091363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.201867 sec): 3 clusters Score: Raw -27859.500580 + Penalty 209.361235 = -27650.139345 nChanged 272 SP:Iteration 1F (56.203176 sec): 3 clusters Score: Raw -28063.265957 + Penalty 212.925525 = -27850.340432 nChanged 70 SP:Iteration 2F (56.204481 sec): 3 clusters Score: Raw -28105.781441 + Penalty 228.227961 = -27877.553480 nChanged 39 SP:Iteration 3F (56.205781 sec): 3 clusters Score: Raw -28136.973093 + Penalty 249.249568 = -27887.723525 nChanged 41 SP:Iteration 4F (56.207131 sec): 3 clusters Score: Raw -28175.209376 + Penalty 285.884775 = -27889.324601 nChanged 32 SP:Iteration 5F (56.208432 sec): 3 clusters Score: Raw -28209.165271 + Penalty 312.171881 = -27896.993391 nChanged 20 SP:Iteration 6Q (56.209740 sec): 3 clusters Score: Raw -28225.934574 + Penalty 338.745277 = -27887.189297 nChanged 17 SP:Iteration 7F (56.211035 sec): 3 clusters Score: Raw -28244.408724 + Penalty 356.918969 = -27887.489755 nChanged 7 SP:Iteration 8Q (56.212325 sec): 3 clusters Score: Raw -28251.723650 + Penalty 371.271700 = -27880.451950 nChanged 5 SP:Iteration 9F (56.213626 sec): 3 clusters Score: Raw -28257.814868 + Penalty 381.271451 = -27876.543418 nChanged 3 SP:Iteration 10F (56.214939 sec): 3 clusters Score: Raw -28263.946825 + Penalty 396.361751 = -27867.585074 nChanged 2 SP:Iteration 11F (56.216236 sec): 3 clusters Score: Raw -28271.070295 + Penalty 396.248244 = -27874.822051 nChanged 1 SP:Iteration 12Q (56.217314 sec): 3 clusters Score: Raw -28273.881125 + Penalty 396.248244 = -27877.632881 nChanged 0 SP:Iteration 13F (56.218611 sec): 3 clusters Score: Raw -28273.881125 + Penalty 396.248244 = -27877.632881 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 3 (1944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.227938 sec): 2 clusters Score: Raw -89126.890543 + Penalty 129.062789 = -88997.827754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.231532 sec): 3 clusters Score: Raw -87879.438365 + Penalty 262.470984 = -87616.967381 nChanged 919 SP:Iteration 1F (56.235060 sec): 3 clusters Score: Raw -88603.027367 + Penalty 265.573748 = -88337.453620 nChanged 231 SP:Iteration 2F (56.238582 sec): 3 clusters Score: Raw -88733.322123 + Penalty 268.838870 = -88464.483253 nChanged 140 SP:Iteration 3F (56.242103 sec): 3 clusters Score: Raw -88807.581882 + Penalty 272.789947 = -88534.791935 nChanged 98 SP:Iteration 4F (56.245641 sec): 3 clusters Score: Raw -88844.518063 + Penalty 277.153085 = -88567.364978 nChanged 61 SP:Iteration 5Q (56.249045 sec): 3 clusters Score: Raw -88862.378315 + Penalty 281.789117 = -88580.589198 nChanged 42 SP:Iteration 6Q (56.252428 sec): 3 clusters Score: Raw -88875.204256 + Penalty 286.785192 = -88588.419064 nChanged 40 SP:Iteration 7Q (56.255792 sec): 3 clusters Score: Raw -88888.643068 + Penalty 292.591546 = -88596.051522 nChanged 44 SP:Iteration 8Q (56.259162 sec): 3 clusters Score: Raw -88905.291183 + Penalty 300.125598 = -88605.165585 nChanged 51 SP:Iteration 9Q (56.262513 sec): 3 clusters Score: Raw -88926.934640 + Penalty 307.601716 = -88619.332924 nChanged 46 SP:Iteration 10F (56.266022 sec): 3 clusters Score: Raw -88947.784090 + Penalty 317.175378 = -88630.608712 nChanged 45 SP:Iteration 11Q (56.269315 sec): 3 clusters Score: Raw -88968.281326 + Penalty 328.443850 = -88639.837476 nChanged 48 SP:Iteration 12Q (56.272562 sec): 3 clusters Score: Raw -88994.438681 + Penalty 343.049691 = -88651.388990 nChanged 49 SP:Iteration 13Q (56.275787 sec): 3 clusters Score: Raw -89025.442972 + Penalty 360.186491 = -88665.256481 nChanged 52 SP:Iteration 14Q (56.278980 sec): 3 clusters Score: Raw -89051.331370 + Penalty 370.855375 = -88680.475995 nChanged 37 SP:Iteration 15Q (56.282124 sec): 3 clusters Score: Raw -89069.952343 + Penalty 381.106691 = -88688.845652 nChanged 24 SP:Iteration 16Q (56.285259 sec): 3 clusters Score: Raw -89079.568691 + Penalty 393.592267 = -88685.976424 nChanged 22 SP:Iteration 17F (56.288844 sec): 3 clusters Score: Raw -89090.341778 + Penalty 408.705750 = -88681.636028 nChanged 25 SP:Iteration 18F (56.292696 sec): 3 clusters Score: Raw -89102.059310 + Penalty 418.682380 = -88683.376931 nChanged 20 SP:Iteration 19Q (56.295794 sec): 3 clusters Score: Raw -89112.408970 + Penalty 429.886037 = -88682.522933 nChanged 22 SP:Iteration 20F (56.299310 sec): 3 clusters Score: Raw -89123.826327 + Penalty 438.814691 = -88685.011636 nChanged 18 SP:Iteration 21Q (56.302297 sec): 3 clusters Score: Raw -89132.062231 + Penalty 446.464529 = -88685.597701 nChanged 15 SP:Iteration 22Q (56.305270 sec): 3 clusters Score: Raw -89138.294703 + Penalty 455.061378 = -88683.233325 nChanged 10 SP:Iteration 23F (56.308765 sec): 3 clusters Score: Raw -89142.586200 + Penalty 459.836438 = -88682.749762 nChanged 7 SP:Iteration 24F (56.312286 sec): 3 clusters Score: Raw -89146.660642 + Penalty 466.595517 = -88680.065125 nChanged 7 SP:Iteration 25F (56.315789 sec): 3 clusters Score: Raw -89148.812602 + Penalty 471.578384 = -88677.234218 nChanged 4 SP:Iteration 26F (56.319283 sec): 3 clusters Score: Raw -89150.825328 + Penalty 481.002031 = -88669.823297 nChanged 8 SP:Iteration 27F (56.322779 sec): 3 clusters Score: Raw -89155.433311 + Penalty 487.158073 = -88668.275238 nChanged 9 SP:Iteration 28F (56.326320 sec): 3 clusters Score: Raw -89161.786198 + Penalty 490.445864 = -88671.340334 nChanged 3 SP:Iteration 29Q (56.329202 sec): 3 clusters Score: Raw -89165.205548 + Penalty 491.619213 = -88673.586335 nChanged 4 SP:Iteration 30F (56.332717 sec): 3 clusters Score: Raw -89166.305629 + Penalty 491.619213 = -88674.686416 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 4 (4254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.352124 sec): 2 clusters Score: Raw -193664.837879 + Penalty 106.180139 = -193558.657740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.359807 sec): 3 clusters Score: Raw -190918.312763 + Penalty 228.106219 = -190690.206544 nChanged 2003 SP:Iteration 1F (56.367330 sec): 3 clusters Score: Raw -192686.388642 + Penalty 233.888639 = -192452.500003 nChanged 359 SP:Iteration 2F (56.374823 sec): 3 clusters Score: Raw -192989.513241 + Penalty 239.025977 = -192750.487263 nChanged 251 SP:Iteration 3F (56.382280 sec): 3 clusters Score: Raw -193245.805026 + Penalty 233.744076 = -193012.060950 nChanged 198 SP:Iteration 4Q (56.389827 sec): 3 clusters Score: Raw -193461.507497 + Penalty 220.734433 = -193240.773064 nChanged 123 SP:Iteration 5Q (56.397662 sec): 3 clusters Score: Raw -193590.657129 + Penalty 209.033970 = -193381.623159 nChanged 58 SP:Iteration 6Q (56.405169 sec): 3 clusters Score: Raw -193640.281968 + Penalty 205.942756 = -193434.339211 nChanged 23 SP:Iteration 7Q (56.412516 sec): 3 clusters Score: Raw -193659.087081 + Penalty 200.048454 = -193459.038627 nChanged 11 SP:Iteration 8Q (56.419189 sec): 3 clusters Score: Raw -193674.200714 + Penalty 199.988795 = -193474.211920 nChanged 6 SP:Iteration 9Q (56.425400 sec): 3 clusters Score: Raw -193679.800170 + Penalty 201.245077 = -193478.555093 nChanged 4 SP:Iteration 10F (56.432921 sec): 3 clusters Score: Raw -193682.512931 + Penalty 203.132828 = -193479.380104 nChanged 4 SP:Iteration 11Q (56.438939 sec): 3 clusters Score: Raw -193686.154943 + Penalty 206.724320 = -193479.430623 nChanged 3 SP:Iteration 12Q (56.444966 sec): 3 clusters Score: Raw -193688.097135 + Penalty 205.644462 = -193482.452673 nChanged 3 SP:Iteration 13Q (56.450932 sec): 3 clusters Score: Raw -193690.034936 + Penalty 199.642728 = -193490.392208 nChanged 4 SP:Iteration 14Q (56.456883 sec): 3 clusters Score: Raw -193694.975241 + Penalty 200.411393 = -193494.563848 nChanged 1 SP:Iteration 15Q (56.462786 sec): 3 clusters Score: Raw -193695.751796 + Penalty 202.144017 = -193493.607780 nChanged 2 SP:Iteration 16F (56.470068 sec): 3 clusters Score: Raw -193696.463114 + Penalty 202.144017 = -193494.319097 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 5 (4694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.495521 sec): 2 clusters Score: Raw -204286.039153 + Penalty 215.471536 = -204070.567617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.504234 sec): 3 clusters Score: Raw -201172.269789 + Penalty 437.158922 = -200735.110867 nChanged 2072 SP:Iteration 1F (56.512615 sec): 3 clusters Score: Raw -202138.263880 + Penalty 475.542475 = -201662.721405 nChanged 979 SP:Iteration 2F (56.521137 sec): 3 clusters Score: Raw -203066.969922 + Penalty 554.009396 = -202512.960526 nChanged 624 SP:Iteration 3F (56.529672 sec): 3 clusters Score: Raw -203683.713559 + Penalty 628.619231 = -203055.094329 nChanged 318 SP:Iteration 4F (56.538062 sec): 3 clusters Score: Raw -203984.460284 + Penalty 710.213771 = -203274.246513 nChanged 198 SP:Iteration 5Q (56.546327 sec): 3 clusters Score: Raw -204193.811223 + Penalty 774.526351 = -203419.284872 nChanged 115 SP:Iteration 6Q (56.553866 sec): 3 clusters Score: Raw -204292.200517 + Penalty 815.473550 = -203476.726967 nChanged 71 SP:Iteration 7Q (56.561054 sec): 3 clusters Score: Raw -204343.827369 + Penalty 850.618052 = -203493.209318 nChanged 44 SP:Iteration 8Q (56.568069 sec): 3 clusters Score: Raw -204370.107163 + Penalty 866.987705 = -203503.119458 nChanged 25 SP:Iteration 9Q (56.575105 sec): 3 clusters Score: Raw -204384.135507 + Penalty 869.428492 = -203514.707015 nChanged 12 SP:Iteration 10F (56.583416 sec): 3 clusters Score: Raw -204392.113999 + Penalty 872.153916 = -203519.960083 nChanged 5 SP:Iteration 11Q (56.590192 sec): 3 clusters Score: Raw -204394.316466 + Penalty 873.765429 = -203520.551037 nChanged 2 SP:Iteration 12Q (56.597114 sec): 3 clusters Score: Raw -204394.652818 + Penalty 875.257963 = -203519.394856 nChanged 2 SP:Iteration 13F (56.605524 sec): 3 clusters Score: Raw -204394.869270 + Penalty 876.460821 = -203518.408448 nChanged 1 SP:Iteration 14F (56.613834 sec): 3 clusters Score: Raw -204394.966132 + Penalty 876.460821 = -203518.505310 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 6 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.621727 sec): 2 clusters Score: Raw -32917.374258 + Penalty 375.883599 = -32541.490659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.623120 sec): 3 clusters Score: Raw -32572.663221 + Penalty 763.043015 = -31809.620206 nChanged 260 SP:Iteration 1F (56.624473 sec): 3 clusters Score: Raw -32782.285271 + Penalty 780.921317 = -32001.363955 nChanged 90 SP:Iteration 2F (56.625855 sec): 3 clusters Score: Raw -32860.851659 + Penalty 802.635689 = -32058.215970 nChanged 47 SP:Iteration 3F (56.627230 sec): 3 clusters Score: Raw -32916.970453 + Penalty 826.688943 = -32090.281509 nChanged 35 SP:Iteration 4F (56.628595 sec): 3 clusters Score: Raw -32964.344813 + Penalty 856.348612 = -32107.996201 nChanged 27 SP:Iteration 5Q (56.629935 sec): 3 clusters Score: Raw -32998.379126 + Penalty 874.013986 = -32124.365140 nChanged 18 SP:Iteration 6Q (56.631277 sec): 3 clusters Score: Raw -33017.891046 + Penalty 883.161778 = -32134.729268 nChanged 10 SP:Iteration 7Q (56.632612 sec): 3 clusters Score: Raw -33025.552202 + Penalty 890.416422 = -32135.135780 nChanged 6 SP:Iteration 8Q (56.633914 sec): 3 clusters Score: Raw -33034.705730 + Penalty 900.972848 = -32133.732883 nChanged 5 SP:Iteration 9F (56.635257 sec): 3 clusters Score: Raw -33039.898934 + Penalty 908.368519 = -32131.530415 nChanged 4 SP:Iteration 10F (56.636603 sec): 3 clusters Score: Raw -33043.163531 + Penalty 910.792633 = -32132.370898 nChanged 2 SP:Iteration 11Q (56.637843 sec): 3 clusters Score: Raw -33043.776594 + Penalty 914.968747 = -32128.807847 nChanged 2 SP:Iteration 12F (56.639271 sec): 3 clusters Score: Raw -33044.386468 + Penalty 917.669626 = -32126.716841 nChanged 1 SP:Iteration 13F (56.640676 sec): 3 clusters Score: Raw -33044.869820 + Penalty 917.669626 = -32127.200194 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 7 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.646466 sec): 2 clusters Score: Raw -36284.581291 + Penalty 355.708324 = -35928.872967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.648003 sec): 3 clusters Score: Raw -35866.070599 + Penalty 706.968133 = -35159.102466 nChanged 283 SP:Iteration 1F (56.649513 sec): 3 clusters Score: Raw -36047.528608 + Penalty 702.178752 = -35345.349856 nChanged 85 SP:Iteration 2F (56.651059 sec): 3 clusters Score: Raw -36097.807680 + Penalty 698.654074 = -35399.153606 nChanged 44 SP:Iteration 3F (56.652590 sec): 3 clusters Score: Raw -36124.663633 + Penalty 697.156703 = -35427.506930 nChanged 36 SP:Iteration 4Q (56.654111 sec): 3 clusters Score: Raw -36141.735240 + Penalty 695.804340 = -35445.930900 nChanged 31 SP:Iteration 5Q (56.655619 sec): 3 clusters Score: Raw -36162.057697 + Penalty 693.522606 = -35468.535091 nChanged 28 SP:Iteration 6Q (56.657170 sec): 3 clusters Score: Raw -36178.278839 + Penalty 688.062425 = -35490.216414 nChanged 24 SP:Iteration 7Q (56.658705 sec): 3 clusters Score: Raw -36194.584938 + Penalty 694.905710 = -35499.679228 nChanged 25 SP:Iteration 8Q (56.660226 sec): 3 clusters Score: Raw -36223.878124 + Penalty 714.136834 = -35509.741291 nChanged 31 SP:Iteration 9Q (56.661732 sec): 3 clusters Score: Raw -36264.975817 + Penalty 773.639873 = -35491.335943 nChanged 39 SP:Iteration 10F (56.663287 sec): 3 clusters Score: Raw -36321.999819 + Penalty 855.244589 = -35466.755229 nChanged 20 SP:Iteration 11F (56.664819 sec): 3 clusters Score: Raw -36353.386925 + Penalty 905.830504 = -35447.556420 nChanged 9 SP:Iteration 12F (56.666332 sec): 3 clusters Score: Raw -36379.198769 + Penalty 915.878254 = -35463.320515 nChanged 4 SP:Iteration 13Q (56.667622 sec): 3 clusters Score: Raw -36388.612779 + Penalty 920.347232 = -35468.265547 nChanged 2 SP:Iteration 14Q (56.668934 sec): 3 clusters Score: Raw -36393.338147 + Penalty 923.960909 = -35469.377237 nChanged 1 SP:Iteration 15Q (56.670227 sec): 3 clusters Score: Raw -36394.589970 + Penalty 925.322273 = -35469.267697 nChanged 1 SP:Iteration 16F (56.671764 sec): 3 clusters Score: Raw -36396.817972 + Penalty 925.322273 = -35471.495698 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 10 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.678408 sec): 2 clusters Score: Raw -43379.157531 + Penalty 142.692984 = -43236.464547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.680227 sec): 3 clusters Score: Raw -42791.152314 + Penalty 286.092723 = -42505.059590 nChanged 416 SP:Iteration 1F (56.682017 sec): 3 clusters Score: Raw -42960.876068 + Penalty 285.724632 = -42675.151436 nChanged 122 SP:Iteration 2F (56.683843 sec): 3 clusters Score: Raw -43027.882233 + Penalty 284.730696 = -42743.151537 nChanged 109 SP:Iteration 3F (56.685667 sec): 3 clusters Score: Raw -43099.616613 + Penalty 283.775641 = -42815.840973 nChanged 90 SP:Iteration 4F (56.687448 sec): 3 clusters Score: Raw -43181.162682 + Penalty 283.085528 = -42898.077154 nChanged 74 SP:Iteration 5F (56.689228 sec): 3 clusters Score: Raw -43263.800359 + Penalty 283.766350 = -42980.034009 nChanged 53 SP:Iteration 6F (56.691013 sec): 3 clusters Score: Raw -43306.512369 + Penalty 284.316377 = -43022.195992 nChanged 26 SP:Iteration 7Q (56.692733 sec): 3 clusters Score: Raw -43325.793140 + Penalty 284.603792 = -43041.189348 nChanged 22 SP:Iteration 8Q (56.694477 sec): 3 clusters Score: Raw -43333.633972 + Penalty 284.799772 = -43048.834200 nChanged 13 SP:Iteration 9Q (56.696183 sec): 3 clusters Score: Raw -43337.149781 + Penalty 284.944323 = -43052.205458 nChanged 6 SP:Iteration 10F (56.697986 sec): 3 clusters Score: Raw -43339.565061 + Penalty 285.221278 = -43054.343782 nChanged 11 SP:Iteration 11Q (56.699855 sec): 3 clusters Score: Raw -43343.923550 + Penalty 285.395389 = -43058.528161 nChanged 9 SP:Iteration 12Q (56.701697 sec): 3 clusters Score: Raw -43346.537674 + Penalty 285.561731 = -43060.975943 nChanged 10 SP:Iteration 13Q (56.703571 sec): 3 clusters Score: Raw -43349.138202 + Penalty 285.695307 = -43063.442896 nChanged 7 SP:Iteration 14Q (56.705297 sec): 3 clusters Score: Raw -43350.446389 + Penalty 285.816481 = -43064.629907 nChanged 6 SP:Iteration 15Q (56.706996 sec): 3 clusters Score: Raw -43351.197747 + Penalty 285.885703 = -43065.312044 nChanged 2 SP:Iteration 16Q (56.708684 sec): 3 clusters Score: Raw -43351.280162 + Penalty 285.945556 = -43065.334606 nChanged 2 SP:Iteration 17Q (56.710371 sec): 3 clusters Score: Raw -43351.394902 + Penalty 286.016037 = -43065.378865 nChanged 3 SP:Iteration 18Q (56.712056 sec): 3 clusters Score: Raw -43351.600084 + Penalty 286.067261 = -43065.532823 nChanged 3 SP:Iteration 19Q (56.713739 sec): 3 clusters Score: Raw -43351.956713 + Penalty 286.149513 = -43065.807200 nChanged 4 SP:Iteration 20F (56.715578 sec): 3 clusters Score: Raw -43352.244382 + Penalty 286.163889 = -43066.080494 nChanged 1 SP:Iteration 21Q (56.717309 sec): 3 clusters Score: Raw -43352.394048 + Penalty 286.163889 = -43066.230160 nChanged 0 SP:Iteration 22F (56.719079 sec): 3 clusters Score: Raw -43352.394048 + Penalty 286.163889 = -43066.230160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.721043 sec): 2 clusters Score: Raw -13160.126270 + Penalty 682.586801 = -12477.539469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.721700 sec): 3 clusters Score: Raw -13116.112020 + Penalty 1366.587919 = -11749.524101 nChanged 49 SP:Iteration 1F (56.722347 sec): 3 clusters Score: Raw -13184.157298 + Penalty 1366.467297 = -11817.690001 nChanged 18 SP:Iteration 2F (56.722991 sec): 3 clusters Score: Raw -13204.385183 + Penalty 1366.170226 = -11838.214957 nChanged 3 SP:Iteration 3Q (56.723621 sec): 3 clusters Score: Raw -13210.228940 + Penalty 1366.197512 = -11844.031428 nChanged 2 SP:Iteration 4Q (56.724255 sec): 3 clusters Score: Raw -13215.302229 + Penalty 1366.455869 = -11848.846359 nChanged 3 SP:Iteration 5Q (56.724880 sec): 3 clusters Score: Raw -13223.846325 + Penalty 1366.152598 = -11857.693727 nChanged 1 SP:Iteration 6Q (56.725505 sec): 3 clusters Score: Raw -13226.393727 + Penalty 1366.498696 = -11859.895032 nChanged 1 SP:Iteration 7Q (56.726127 sec): 3 clusters Score: Raw -13229.628003 + Penalty 1367.167988 = -11862.460014 nChanged 2 SP:Iteration 8Q (56.726749 sec): 3 clusters Score: Raw -13236.307121 + Penalty 1368.226430 = -11868.080692 nChanged 3 SP:Iteration 9Q (56.727369 sec): 3 clusters Score: Raw -13239.733116 + Penalty 1368.518575 = -11871.214541 nChanged 1 SP:Iteration 10F (56.728011 sec): 3 clusters Score: Raw -13241.655030 + Penalty 1368.518575 = -11873.136455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 13 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.729741 sec): 2 clusters Score: Raw -21664.872080 + Penalty 499.614973 = -21165.257107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.730734 sec): 3 clusters Score: Raw -21472.507276 + Penalty 1005.497414 = -20467.009863 nChanged 131 SP:Iteration 1F (56.731702 sec): 3 clusters Score: Raw -21595.490321 + Penalty 1011.048603 = -20584.441718 nChanged 51 SP:Iteration 2F (56.732672 sec): 3 clusters Score: Raw -21647.237326 + Penalty 1023.762296 = -20623.475030 nChanged 33 SP:Iteration 3F (56.733636 sec): 3 clusters Score: Raw -21680.493004 + Penalty 1037.247585 = -20643.245419 nChanged 24 SP:Iteration 4F (56.734609 sec): 3 clusters Score: Raw -21698.810558 + Penalty 1048.438507 = -20650.372051 nChanged 15 SP:Iteration 5Q (56.735544 sec): 3 clusters Score: Raw -21713.448393 + Penalty 1063.941190 = -20649.507203 nChanged 18 SP:Iteration 6F (56.736512 sec): 3 clusters Score: Raw -21732.716495 + Penalty 1078.766077 = -20653.950418 nChanged 11 SP:Iteration 7Q (56.737427 sec): 3 clusters Score: Raw -21743.429584 + Penalty 1079.979626 = -20663.449958 nChanged 5 SP:Iteration 8Q (56.738360 sec): 3 clusters Score: Raw -21750.293544 + Penalty 1080.417848 = -20669.875696 nChanged 1 SP:Iteration 9Q (56.739241 sec): 3 clusters Score: Raw -21753.465237 + Penalty 1079.694038 = -20673.771199 nChanged 1 SP:Iteration 10F (56.740206 sec): 3 clusters Score: Raw -21753.864150 + Penalty 1079.694038 = -20674.170112 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 15 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.742768 sec): 2 clusters Score: Raw -35375.253417 + Penalty 612.279946 = -34762.973471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.744291 sec): 3 clusters Score: Raw -34993.144293 + Penalty 1221.415840 = -33771.728453 nChanged 230 SP:Iteration 1F (56.745782 sec): 3 clusters Score: Raw -35149.724481 + Penalty 1223.711589 = -33926.012893 nChanged 86 SP:Iteration 2F (56.747303 sec): 3 clusters Score: Raw -35234.141040 + Penalty 1231.484827 = -34002.656214 nChanged 68 SP:Iteration 3F (56.748800 sec): 3 clusters Score: Raw -35302.214630 + Penalty 1241.992146 = -34060.222484 nChanged 45 SP:Iteration 4F (56.750275 sec): 3 clusters Score: Raw -35350.303097 + Penalty 1261.702091 = -34088.601006 nChanged 37 SP:Iteration 5Q (56.751731 sec): 3 clusters Score: Raw -35398.852474 + Penalty 1278.827865 = -34120.024609 nChanged 24 SP:Iteration 6Q (56.753220 sec): 3 clusters Score: Raw -35426.806905 + Penalty 1286.071594 = -34140.735311 nChanged 10 SP:Iteration 7Q (56.754683 sec): 3 clusters Score: Raw -35436.455216 + Penalty 1293.762127 = -34142.693088 nChanged 8 SP:Iteration 8Q (56.756119 sec): 3 clusters Score: Raw -35444.692707 + Penalty 1301.301467 = -34143.391240 nChanged 6 SP:Iteration 9Q (56.757527 sec): 3 clusters Score: Raw -35448.617996 + Penalty 1305.573723 = -34143.044273 nChanged 5 SP:Iteration 10F (56.759029 sec): 3 clusters Score: Raw -35452.810993 + Penalty 1307.216411 = -34145.594583 nChanged 4 SP:Iteration 11Q (56.760444 sec): 3 clusters Score: Raw -35460.731646 + Penalty 1307.801748 = -34152.929898 nChanged 4 SP:Iteration 12Q (56.761843 sec): 3 clusters Score: Raw -35469.589381 + Penalty 1309.390260 = -34160.199121 nChanged 6 SP:Iteration 13Q (56.763243 sec): 3 clusters Score: Raw -35477.055678 + Penalty 1309.690074 = -34167.365604 nChanged 7 SP:Iteration 14Q (56.764624 sec): 3 clusters Score: Raw -35488.848219 + Penalty 1314.703495 = -34174.144724 nChanged 3 SP:Iteration 15Q (56.765986 sec): 3 clusters Score: Raw -35492.584022 + Penalty 1315.887158 = -34176.696864 nChanged 1 SP:Iteration 16Q (56.767329 sec): 3 clusters Score: Raw -35493.322758 + Penalty 1315.887158 = -34177.435600 nChanged 0 SP:Iteration 17F (56.768793 sec): 3 clusters Score: Raw -35493.322758 + Penalty 1315.887158 = -34177.435600 nChanged 0 Memory request: 0.02 GB would take us to total of 0.24 GB. Trying to split cluster 20 (3069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.783493 sec): 2 clusters Score: Raw -135751.803951 + Penalty 69.015653 = -135682.788299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.789061 sec): 3 clusters Score: Raw -133810.983125 + Penalty 151.079584 = -133659.903540 nChanged 1445 SP:Iteration 1F (56.794486 sec): 3 clusters Score: Raw -135017.824510 + Penalty 160.192598 = -134857.631913 nChanged 276 SP:Iteration 2F (56.799926 sec): 3 clusters Score: Raw -135264.169087 + Penalty 169.768747 = -135094.400339 nChanged 229 SP:Iteration 3F (56.805685 sec): 3 clusters Score: Raw -135513.713892 + Penalty 172.938741 = -135340.775151 nChanged 163 SP:Iteration 4F (56.811109 sec): 3 clusters Score: Raw -135681.884859 + Penalty 181.175534 = -135500.709324 nChanged 86 SP:Iteration 5Q (56.816541 sec): 3 clusters Score: Raw -135763.182067 + Penalty 189.133020 = -135574.049047 nChanged 42 SP:Iteration 6Q (56.821969 sec): 3 clusters Score: Raw -135792.534868 + Penalty 175.134830 = -135617.400038 nChanged 16 SP:Iteration 7Q (56.827459 sec): 3 clusters Score: Raw -135801.836777 + Penalty 173.588542 = -135628.248235 nChanged 9 SP:Iteration 8Q (56.832574 sec): 3 clusters Score: Raw -135806.543815 + Penalty 180.042237 = -135626.501578 nChanged 3 SP:Iteration 9F (56.837991 sec): 3 clusters Score: Raw -135807.281213 + Penalty 182.491495 = -135624.789717 nChanged 1 SP:Iteration 10F (56.843397 sec): 3 clusters Score: Raw -135807.454562 + Penalty 187.936390 = -135619.518172 nChanged 2 SP:Iteration 11F (56.848805 sec): 3 clusters Score: Raw -135807.739770 + Penalty 187.936390 = -135619.803380 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 21 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.852995 sec): 2 clusters Score: Raw -30798.782793 + Penalty 203.471006 = -30595.311787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.854394 sec): 3 clusters Score: Raw -30439.607583 + Penalty 408.929227 = -30030.678356 nChanged 282 SP:Iteration 1F (56.855762 sec): 3 clusters Score: Raw -30595.158928 + Penalty 409.362638 = -30185.796290 nChanged 89 SP:Iteration 2F (56.857157 sec): 3 clusters Score: Raw -30679.066382 + Penalty 410.679013 = -30268.387369 nChanged 81 SP:Iteration 3F (56.858532 sec): 3 clusters Score: Raw -30749.483884 + Penalty 411.677221 = -30337.806663 nChanged 34 SP:Iteration 4F (56.859899 sec): 3 clusters Score: Raw -30770.231852 + Penalty 411.309169 = -30358.922682 nChanged 16 SP:Iteration 5Q (56.861247 sec): 3 clusters Score: Raw -30778.385540 + Penalty 414.735415 = -30363.650125 nChanged 13 SP:Iteration 6Q (56.862596 sec): 3 clusters Score: Raw -30788.328035 + Penalty 412.156918 = -30376.171116 nChanged 9 SP:Iteration 7Q (56.863942 sec): 3 clusters Score: Raw -30793.364725 + Penalty 409.453057 = -30383.911668 nChanged 5 SP:Iteration 8Q (56.865293 sec): 3 clusters Score: Raw -30795.700975 + Penalty 403.921219 = -30391.779756 nChanged 7 SP:Iteration 9Q (56.866641 sec): 3 clusters Score: Raw -30799.576789 + Penalty 398.403296 = -30401.173493 nChanged 5 SP:Iteration 10F (56.867988 sec): 3 clusters Score: Raw -30802.612337 + Penalty 396.412959 = -30406.199378 nChanged 3 SP:Iteration 11Q (56.869334 sec): 3 clusters Score: Raw -30803.677338 + Penalty 396.658606 = -30407.018732 nChanged 2 SP:Iteration 12Q (56.870709 sec): 3 clusters Score: Raw -30804.052424 + Penalty 396.658606 = -30407.393818 nChanged 0 SP:Iteration 13F (56.872076 sec): 3 clusters Score: Raw -30804.052424 + Penalty 396.658606 = -30407.393818 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 23 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.876138 sec): 2 clusters Score: Raw -35441.590242 + Penalty 49.261723 = -35392.328519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.877707 sec): 3 clusters Score: Raw -34965.271131 + Penalty 102.550221 = -34862.720910 nChanged 349 SP:Iteration 1F (56.879276 sec): 3 clusters Score: Raw -35248.635560 + Penalty 93.396353 = -35155.239207 nChanged 71 SP:Iteration 2F (56.880822 sec): 3 clusters Score: Raw -35329.307211 + Penalty 94.685766 = -35234.621444 nChanged 53 SP:Iteration 3F (56.882362 sec): 3 clusters Score: Raw -35396.947638 + Penalty 101.756619 = -35295.191019 nChanged 21 SP:Iteration 4Q (56.883873 sec): 3 clusters Score: Raw -35431.333464 + Penalty 103.149651 = -35328.183813 nChanged 2 SP:Iteration 5Q (56.885144 sec): 3 clusters Score: Raw -35432.628964 + Penalty 107.797619 = -35324.831346 nChanged 3 SP:Iteration 6F (56.886684 sec): 3 clusters Score: Raw -35434.222570 + Penalty 110.300997 = -35323.921573 nChanged 2 SP:Iteration 7F (56.888210 sec): 3 clusters Score: Raw -35434.620068 + Penalty 116.457467 = -35318.162601 nChanged 2 SP:Iteration 8F (56.889725 sec): 3 clusters Score: Raw -35435.231927 + Penalty 124.412647 = -35310.819280 nChanged 3 SP:Iteration 9F (56.891281 sec): 3 clusters Score: Raw -35435.825560 + Penalty 103.292913 = -35332.532647 nChanged 3 SP:Iteration 10F (56.892681 sec): 3 clusters Score: Raw -35437.350001 + Penalty 49.261723 = -35388.088279 nChanged 3 SP:Iteration 11Q (56.893883 sec): 2 clusters Score: Raw -35441.590242 + Penalty 49.261723 = -35392.328519 nChanged 0 SP:Iteration 12F (56.895094 sec): 2 clusters Score: Raw -35441.590242 + Penalty 49.261723 = -35392.328519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 24 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.898453 sec): 2 clusters Score: Raw -16201.177394 + Penalty 259.188190 = -15941.989204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.899256 sec): 3 clusters Score: Raw -16070.199610 + Penalty 527.933963 = -15542.265647 nChanged 107 SP:Iteration 1F (56.900043 sec): 3 clusters Score: Raw -16242.655026 + Penalty 548.851168 = -15693.803857 nChanged 40 SP:Iteration 2F (56.900838 sec): 3 clusters Score: Raw -16306.815157 + Penalty 559.325417 = -15747.489740 nChanged 13 SP:Iteration 3Q (56.901624 sec): 3 clusters Score: Raw -16318.603596 + Penalty 559.448121 = -15759.155475 nChanged 4 SP:Iteration 4Q (56.902398 sec): 3 clusters Score: Raw -16322.941824 + Penalty 560.989562 = -15761.952262 nChanged 3 SP:Iteration 5Q (56.903171 sec): 3 clusters Score: Raw -16332.604792 + Penalty 562.219590 = -15770.385202 nChanged 3 SP:Iteration 6Q (56.903943 sec): 3 clusters Score: Raw -16340.110164 + Penalty 563.330971 = -15776.779193 nChanged 1 SP:Iteration 7Q (56.904721 sec): 3 clusters Score: Raw -16340.867172 + Penalty 565.154360 = -15775.712812 nChanged 2 SP:Iteration 8F (56.905504 sec): 3 clusters Score: Raw -16347.095450 + Penalty 568.885382 = -15778.210068 nChanged 2 SP:Iteration 9Q (56.906274 sec): 3 clusters Score: Raw -16351.828496 + Penalty 567.035130 = -15784.793366 nChanged 1 SP:Iteration 10F (56.907057 sec): 3 clusters Score: Raw -16352.912502 + Penalty 567.035130 = -15785.877372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.908292 sec): 2 clusters Score: Raw -10198.375444 + Penalty 689.267584 = -9509.107860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.908959 sec): 3 clusters Score: Raw -10203.395739 + Penalty 1379.135958 = -8824.259781 nChanged 42 SP:Iteration 1F (56.909613 sec): 3 clusters Score: Raw -10259.688739 + Penalty 1378.285133 = -8881.403606 nChanged 8 SP:Iteration 2Q (56.910247 sec): 3 clusters Score: Raw -10290.740109 + Penalty 1377.127130 = -8913.612978 nChanged 8 SP:Iteration 3Q (56.910876 sec): 3 clusters Score: Raw -10306.689687 + Penalty 1376.837383 = -8929.852304 nChanged 7 SP:Iteration 4Q (56.911499 sec): 3 clusters Score: Raw -10317.840477 + Penalty 1377.180054 = -8940.660423 nChanged 7 SP:Iteration 5Q (56.912127 sec): 3 clusters Score: Raw -10333.400541 + Penalty 1377.555589 = -8955.844952 nChanged 4 SP:Iteration 6Q (56.912754 sec): 3 clusters Score: Raw -10345.233620 + Penalty 1378.535168 = -8966.698452 nChanged 5 SP:Iteration 7Q (56.913372 sec): 3 clusters Score: Raw -10359.379038 + Penalty 1378.535168 = -8980.843870 nChanged 2 SP:Iteration 8Q (56.913986 sec): 3 clusters Score: Raw -10368.986820 + Penalty 1378.227318 = -8990.759502 nChanged 1 SP:Iteration 9Q (56.914601 sec): 3 clusters Score: Raw -10373.745964 + Penalty 1377.948811 = -8995.797153 nChanged 1 SP:Iteration 10F (56.915253 sec): 3 clusters Score: Raw -10375.382724 + Penalty 1377.699103 = -8997.683621 nChanged 1 SP:Iteration 11Q (56.915867 sec): 3 clusters Score: Raw -10376.595452 + Penalty 1377.441058 = -8999.154395 nChanged 1 SP:Iteration 12Q (56.916507 sec): 3 clusters Score: Raw -10377.594692 + Penalty 1377.441058 = -9000.153635 nChanged 0 SP:Iteration 13F (56.917184 sec): 3 clusters Score: Raw -10377.594692 + Penalty 1377.441058 = -9000.153635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 32 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.919272 sec): 2 clusters Score: Raw -16121.447799 + Penalty 835.583377 = -15285.864422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.920084 sec): 3 clusters Score: Raw -16087.827396 + Penalty 1670.770701 = -14417.056695 nChanged 71 SP:Iteration 1F (56.920877 sec): 3 clusters Score: Raw -16227.208821 + Penalty 1668.161183 = -14559.047638 nChanged 24 SP:Iteration 2F (56.921670 sec): 3 clusters Score: Raw -16269.765356 + Penalty 1667.538906 = -14602.226451 nChanged 13 SP:Iteration 3Q (56.922429 sec): 3 clusters Score: Raw -16294.136593 + Penalty 1668.147252 = -14625.989341 nChanged 8 SP:Iteration 4Q (56.923187 sec): 3 clusters Score: Raw -16322.243291 + Penalty 1667.518045 = -14654.725246 nChanged 5 SP:Iteration 5Q (56.923937 sec): 3 clusters Score: Raw -16330.915830 + Penalty 1666.969172 = -14663.946658 nChanged 2 SP:Iteration 6Q (56.924690 sec): 3 clusters Score: Raw -16334.794211 + Penalty 1666.640573 = -14668.153637 nChanged 2 SP:Iteration 7Q (56.925437 sec): 3 clusters Score: Raw -16337.008325 + Penalty 1666.682767 = -14670.325558 nChanged 1 SP:Iteration 8Q (56.926184 sec): 3 clusters Score: Raw -16339.284555 + Penalty 1666.682767 = -14672.601788 nChanged 0 SP:Iteration 9F (56.926975 sec): 3 clusters Score: Raw -16339.284555 + Penalty 1666.682767 = -14672.601788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.928029 sec): 2 clusters Score: Raw -9114.468947 + Penalty 297.308297 = -8817.160650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.928584 sec): 3 clusters Score: Raw -9036.477873 + Penalty 594.523150 = -8441.954723 nChanged 60 SP:Iteration 1F (56.929131 sec): 3 clusters Score: Raw -9115.403835 + Penalty 594.995091 = -8520.408744 nChanged 19 SP:Iteration 2F (56.929676 sec): 3 clusters Score: Raw -9166.052484 + Penalty 594.519588 = -8571.532896 nChanged 12 SP:Iteration 3F (56.930220 sec): 3 clusters Score: Raw -9196.820412 + Penalty 596.162747 = -8600.657665 nChanged 6 SP:Iteration 4Q (56.930753 sec): 3 clusters Score: Raw -9206.033922 + Penalty 595.153694 = -8610.880229 nChanged 5 SP:Iteration 5Q (56.931288 sec): 3 clusters Score: Raw -9210.328486 + Penalty 593.185905 = -8617.142581 nChanged 3 SP:Iteration 6Q (56.931819 sec): 3 clusters Score: Raw -9218.036543 + Penalty 595.307102 = -8622.729442 nChanged 4 SP:Iteration 7Q (56.932347 sec): 3 clusters Score: Raw -9225.689643 + Penalty 594.608855 = -8631.080787 nChanged 3 SP:Iteration 8Q (56.932876 sec): 3 clusters Score: Raw -9230.869193 + Penalty 595.935164 = -8634.934029 nChanged 1 SP:Iteration 9Q (56.933402 sec): 3 clusters Score: Raw -9231.826286 + Penalty 596.082295 = -8635.743991 nChanged 1 SP:Iteration 10F (56.933944 sec): 3 clusters Score: Raw -9233.138542 + Penalty 596.082295 = -8637.056247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 37 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.938075 sec): 2 clusters Score: Raw -41305.246456 + Penalty 492.450260 = -40812.796196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.939683 sec): 3 clusters Score: Raw -40937.295299 + Penalty 989.294716 = -39948.000584 nChanged 260 SP:Iteration 1F (56.941301 sec): 3 clusters Score: Raw -41137.923957 + Penalty 1003.445665 = -40134.478292 nChanged 105 SP:Iteration 2F (56.942898 sec): 3 clusters Score: Raw -41257.448930 + Penalty 1020.728443 = -40236.720487 nChanged 63 SP:Iteration 3F (56.944477 sec): 3 clusters Score: Raw -41308.601297 + Penalty 1031.235473 = -40277.365823 nChanged 34 SP:Iteration 4Q (56.946036 sec): 3 clusters Score: Raw -41335.103908 + Penalty 1041.392401 = -40293.711507 nChanged 23 SP:Iteration 5Q (56.947621 sec): 3 clusters Score: Raw -41353.063183 + Penalty 1047.886766 = -40305.176417 nChanged 18 SP:Iteration 6Q (56.949228 sec): 3 clusters Score: Raw -41367.358752 + Penalty 1056.041106 = -40311.317645 nChanged 17 SP:Iteration 7Q (56.950841 sec): 3 clusters Score: Raw -41379.900353 + Penalty 1063.724089 = -40316.176264 nChanged 15 SP:Iteration 8Q (56.952400 sec): 3 clusters Score: Raw -41394.245500 + Penalty 1067.309349 = -40326.936151 nChanged 11 SP:Iteration 9Q (56.953947 sec): 3 clusters Score: Raw -41404.110087 + Penalty 1072.581052 = -40331.529034 nChanged 9 SP:Iteration 10F (56.955657 sec): 3 clusters Score: Raw -41411.246192 + Penalty 1078.469819 = -40332.776373 nChanged 7 SP:Iteration 11Q (56.957317 sec): 3 clusters Score: Raw -41416.887200 + Penalty 1083.370733 = -40333.516467 nChanged 7 SP:Iteration 12Q (56.958962 sec): 3 clusters Score: Raw -41422.779985 + Penalty 1087.606931 = -40335.173054 nChanged 7 SP:Iteration 13Q (56.960612 sec): 3 clusters Score: Raw -41426.131360 + Penalty 1089.664207 = -40336.467153 nChanged 5 SP:Iteration 14Q (56.962185 sec): 3 clusters Score: Raw -41430.300824 + Penalty 1094.143443 = -40336.157381 nChanged 7 SP:Iteration 15F (56.963780 sec): 3 clusters Score: Raw -41435.753322 + Penalty 1095.562944 = -40340.190378 nChanged 4 SP:Iteration 16Q (56.965335 sec): 3 clusters Score: Raw -41437.824323 + Penalty 1096.578602 = -40341.245722 nChanged 3 SP:Iteration 17Q (56.966882 sec): 3 clusters Score: Raw -41439.334906 + Penalty 1096.529330 = -40342.805576 nChanged 1 SP:Iteration 18Q (56.968405 sec): 3 clusters Score: Raw -41439.816758 + Penalty 1096.242056 = -40343.574702 nChanged 1 SP:Iteration 19Q (56.969922 sec): 3 clusters Score: Raw -41440.368768 + Penalty 1095.973829 = -40344.394940 nChanged 3 SP:Iteration 20F (56.971488 sec): 3 clusters Score: Raw -41442.249100 + Penalty 1094.919428 = -40347.329672 nChanged 1 SP:Iteration 21Q (56.973051 sec): 3 clusters Score: Raw -41442.313371 + Penalty 1094.919428 = -40347.393943 nChanged 0 SP:Iteration 22F (56.974647 sec): 3 clusters Score: Raw -41442.313371 + Penalty 1094.919428 = -40347.393943 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 41 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.977797 sec): 2 clusters Score: Raw -30226.087248 + Penalty 422.437271 = -29803.649977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.979186 sec): 3 clusters Score: Raw -29881.889085 + Penalty 844.833432 = -29037.055653 nChanged 235 SP:Iteration 1F (56.980553 sec): 3 clusters Score: Raw -30023.319808 + Penalty 844.228281 = -29179.091527 nChanged 68 SP:Iteration 2F (56.981912 sec): 3 clusters Score: Raw -30084.878049 + Penalty 845.065561 = -29239.812488 nChanged 50 SP:Iteration 3F (56.983277 sec): 3 clusters Score: Raw -30131.484519 + Penalty 847.499678 = -29283.984841 nChanged 44 SP:Iteration 4F (56.984651 sec): 3 clusters Score: Raw -30166.388429 + Penalty 854.671337 = -29311.717092 nChanged 41 SP:Iteration 5F (56.986013 sec): 3 clusters Score: Raw -30204.711609 + Penalty 863.501598 = -29341.210010 nChanged 33 SP:Iteration 6Q (56.987370 sec): 3 clusters Score: Raw -30241.064645 + Penalty 869.744638 = -29371.320007 nChanged 23 SP:Iteration 7Q (56.988729 sec): 3 clusters Score: Raw -30274.136674 + Penalty 878.481086 = -29395.655589 nChanged 22 SP:Iteration 8Q (56.990080 sec): 3 clusters Score: Raw -30298.549526 + Penalty 886.309298 = -29412.240229 nChanged 22 SP:Iteration 9Q (56.991429 sec): 3 clusters Score: Raw -30314.484225 + Penalty 899.800071 = -29414.684154 nChanged 19 SP:Iteration 10F (56.992826 sec): 3 clusters Score: Raw -30334.111399 + Penalty 921.073546 = -29413.037853 nChanged 21 SP:Iteration 11F (56.994193 sec): 3 clusters Score: Raw -30354.294021 + Penalty 944.488544 = -29409.805477 nChanged 19 SP:Iteration 12F (56.995558 sec): 3 clusters Score: Raw -30373.186676 + Penalty 963.017803 = -29410.168873 nChanged 11 SP:Iteration 13Q (56.996915 sec): 3 clusters Score: Raw -30382.082145 + Penalty 968.794700 = -29413.287445 nChanged 2 SP:Iteration 14Q (56.998273 sec): 3 clusters Score: Raw -30382.888809 + Penalty 968.964589 = -29413.924221 nChanged 1 SP:Iteration 15Q (56.999625 sec): 3 clusters Score: Raw -30383.192408 + Penalty 967.542156 = -29415.650251 nChanged 1 SP:Iteration 16Q (57.001028 sec): 3 clusters Score: Raw -30383.861155 + Penalty 967.542156 = -29416.318999 nChanged 0 SP:Iteration 17F (57.002392 sec): 3 clusters Score: Raw -30383.861155 + Penalty 967.542156 = -29416.318999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.003499 sec): 2 clusters Score: Raw -9464.406108 + Penalty 528.296090 = -8936.110018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.004135 sec): 3 clusters Score: Raw -9417.029947 + Penalty 1055.661376 = -8361.368571 nChanged 55 SP:Iteration 1F (57.004744 sec): 3 clusters Score: Raw -9499.599722 + Penalty 1057.436724 = -8442.162998 nChanged 23 SP:Iteration 2F (57.005355 sec): 3 clusters Score: Raw -9547.874615 + Penalty 1063.299101 = -8484.575515 nChanged 11 SP:Iteration 3Q (57.005966 sec): 3 clusters Score: Raw -9566.868961 + Penalty 1065.767128 = -8501.101833 nChanged 5 SP:Iteration 4Q (57.006563 sec): 3 clusters Score: Raw -9581.784108 + Penalty 1070.381966 = -8511.402142 nChanged 5 SP:Iteration 5Q (57.007155 sec): 3 clusters Score: Raw -9594.697376 + Penalty 1073.318632 = -8521.378743 nChanged 3 SP:Iteration 6Q (57.007734 sec): 3 clusters Score: Raw -9601.997302 + Penalty 1075.277627 = -8526.719675 nChanged 3 SP:Iteration 7Q (57.008313 sec): 3 clusters Score: Raw -9605.562976 + Penalty 1075.277627 = -8530.285349 nChanged 0 SP:Iteration 8F (57.008932 sec): 3 clusters Score: Raw -9605.562976 + Penalty 1075.277627 = -8530.285349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.010102 sec): 2 clusters Score: Raw -12776.969320 + Penalty 588.868813 = -12188.100507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.010793 sec): 3 clusters Score: Raw -12719.091175 + Penalty 1174.850986 = -11544.240189 nChanged 71 SP:Iteration 1F (57.011472 sec): 3 clusters Score: Raw -12784.720063 + Penalty 1173.988333 = -11610.731730 nChanged 16 SP:Iteration 2F (57.012139 sec): 3 clusters Score: Raw -12819.444826 + Penalty 1173.247500 = -11646.197326 nChanged 8 SP:Iteration 3Q (57.012780 sec): 3 clusters Score: Raw -12836.562203 + Penalty 1174.026120 = -11662.536083 nChanged 4 SP:Iteration 4Q (57.013420 sec): 3 clusters Score: Raw -12845.130412 + Penalty 1174.790592 = -11670.339820 nChanged 2 SP:Iteration 5Q (57.014056 sec): 3 clusters Score: Raw -12849.141080 + Penalty 1174.437653 = -11674.703427 nChanged 3 SP:Iteration 6Q (57.014694 sec): 3 clusters Score: Raw -12851.212800 + Penalty 1174.970000 = -11676.242800 nChanged 1 SP:Iteration 7Q (57.015328 sec): 3 clusters Score: Raw -12851.725966 + Penalty 1174.970000 = -11676.755966 nChanged 0 SP:Iteration 8F (57.015983 sec): 3 clusters Score: Raw -12851.725966 + Penalty 1174.970000 = -11676.755966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.23 GB. Trying to split cluster 48 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.017745 sec): 2 clusters Score: Raw -23958.958720 + Penalty 308.749815 = -23650.208905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.018819 sec): 3 clusters Score: Raw -23737.856362 + Penalty 624.608241 = -23113.248121 nChanged 165 SP:Iteration 1F (57.019873 sec): 3 clusters Score: Raw -23857.465894 + Penalty 624.184238 = -23233.281656 nChanged 49 SP:Iteration 2F (57.020926 sec): 3 clusters Score: Raw -23923.675065 + Penalty 623.995426 = -23299.679639 nChanged 36 SP:Iteration 3F (57.021979 sec): 3 clusters Score: Raw -23973.733261 + Penalty 622.128939 = -23351.604322 nChanged 32 SP:Iteration 4F (57.023033 sec): 3 clusters Score: Raw -24047.893650 + Penalty 619.016788 = -23428.876862 nChanged 33 SP:Iteration 5F (57.024075 sec): 3 clusters Score: Raw -24103.384550 + Penalty 617.632558 = -23485.751992 nChanged 36 SP:Iteration 6F (57.025174 sec): 3 clusters Score: Raw -24163.858241 + Penalty 617.486186 = -23546.372055 nChanged 19 SP:Iteration 7Q (57.026163 sec): 3 clusters Score: Raw -24191.362520 + Penalty 617.540236 = -23573.822285 nChanged 12 SP:Iteration 8Q (57.027142 sec): 3 clusters Score: Raw -24223.290958 + Penalty 617.647305 = -23605.643654 nChanged 13 SP:Iteration 9Q (57.028117 sec): 3 clusters Score: Raw -24238.171600 + Penalty 617.847665 = -23620.323934 nChanged 5 SP:Iteration 10F (57.029168 sec): 3 clusters Score: Raw -24243.225176 + Penalty 617.857510 = -23625.367666 nChanged 5 SP:Iteration 11Q (57.030145 sec): 3 clusters Score: Raw -24245.455500 + Penalty 617.804698 = -23627.650802 nChanged 1 SP:Iteration 12Q (57.031121 sec): 3 clusters Score: Raw -24247.257381 + Penalty 617.731315 = -23629.526066 nChanged 2 SP:Iteration 13Q (57.032096 sec): 3 clusters Score: Raw -24248.784497 + Penalty 617.731315 = -23631.053182 nChanged 0 SP:Iteration 14F (57.033147 sec): 3 clusters Score: Raw -24248.784497 + Penalty 617.731315 = -23631.053182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.034022 sec): 2 clusters Score: Raw -4322.446238 + Penalty 132.370814 = -4190.075424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.034368 sec): 3 clusters Score: Raw -4304.891581 + Penalty 258.582775 = -4046.308806 nChanged 19 SP:Iteration 1F (57.034709 sec): 3 clusters Score: Raw -4344.305574 + Penalty 257.597319 = -4086.708255 nChanged 8 SP:Iteration 2F (57.035045 sec): 3 clusters Score: Raw -4360.876674 + Penalty 257.597319 = -4103.279355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.036234 sec): 2 clusters Score: Raw -4881.700717 + Penalty 203.567754 = -4678.132963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.036670 sec): 3 clusters Score: Raw -4853.529546 + Penalty 411.320215 = -4442.209331 nChanged 23 SP:Iteration 1F (57.037087 sec): 3 clusters Score: Raw -4876.141069 + Penalty 421.063841 = -4455.077228 nChanged 14 SP:Iteration 2F (57.037502 sec): 3 clusters Score: Raw -4903.865469 + Penalty 432.511488 = -4471.353981 nChanged 11 SP:Iteration 3F (57.037916 sec): 3 clusters Score: Raw -4929.384575 + Penalty 436.368218 = -4493.016357 nChanged 5 SP:Iteration 4Q (57.038339 sec): 3 clusters Score: Raw -4940.705553 + Penalty 436.140476 = -4504.565077 nChanged 3 SP:Iteration 5Q (57.038735 sec): 3 clusters Score: Raw -4951.792840 + Penalty 438.582864 = -4513.209975 nChanged 2 SP:Iteration 6Q (57.039129 sec): 3 clusters Score: Raw -4957.121024 + Penalty 442.225708 = -4514.895317 nChanged 1 SP:Iteration 7Q (57.039520 sec): 3 clusters Score: Raw -4962.092904 + Penalty 442.225708 = -4519.867196 nChanged 0 SP:Iteration 8F (57.039938 sec): 3 clusters Score: Raw -4962.092904 + Penalty 442.225708 = -4519.867196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 120 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.041194 sec): 2 clusters Score: Raw -10365.504248 + Penalty 285.488810 = -10080.015437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.041895 sec): 3 clusters Score: Raw -10275.372147 + Penalty 582.118852 = -9693.253295 nChanged 73 SP:Iteration 1F (57.042574 sec): 3 clusters Score: Raw -10360.505610 + Penalty 585.830751 = -9774.674859 nChanged 22 SP:Iteration 2F (57.043254 sec): 3 clusters Score: Raw -10395.104282 + Penalty 585.755365 = -9809.348917 nChanged 9 SP:Iteration 3Q (57.043917 sec): 3 clusters Score: Raw -10415.067050 + Penalty 584.013927 = -9831.053123 nChanged 5 SP:Iteration 4Q (57.044578 sec): 3 clusters Score: Raw -10421.952241 + Penalty 586.098426 = -9835.853815 nChanged 3 SP:Iteration 5Q (57.045234 sec): 3 clusters Score: Raw -10423.516518 + Penalty 586.968151 = -9836.548367 nChanged 1 SP:Iteration 6Q (57.045919 sec): 3 clusters Score: Raw -10423.744782 + Penalty 586.968151 = -9836.776631 nChanged 0 SP:Iteration 7F (57.046598 sec): 3 clusters Score: Raw -10423.744782 + Penalty 586.968151 = -9836.776631 nChanged 0 Time taken for this iteration:56.407524 seconds. 300->26 Clusters: Score -992387.203142, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 208 (time per iteration =274.401736 ms) Total iterations: 1797 (time per iteration =31.761581 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3929331250.000000 (time per metric unit =14.525515ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 98233281250.000000 (time per metric unit=581.020610ps) That took 57.075561 seconds.