FileBase PeterP-2013-09-04_dataset1 ElecNo 23 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 0.09 and 0.14 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 9671 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 9671 points ------ Starting initial clusters from distinct float masks Not enough masks (95) to generate starting clusters (300), so starting with (96) clusters instead. Assigned 96 initial classes from 95 unique masks. Deleting Class 82 (1 points): Lose 4.931942 but Gain 1424.532037 Iteration 0F (0.676656 sec): 95 clusters Score: Raw -645135.878209 + Penalty 80319.802936 = -564816.075273 nChanged 2936 Deleting Class 60 (1 points): Lose 18.047455 but Gain 1432.706896 Iteration 1F (1.061980 sec): 90 clusters Score: Raw -648227.450084 + Penalty 78046.908199 = -570180.541884 nChanged 848 Deleting Class 40 (1 points): Lose 9.698352 but Gain 1413.824851 Iteration 2F (1.460388 sec): 87 clusters Score: Raw -649220.412478 + Penalty 76082.367008 = -573138.045470 nChanged 517 Deleting Class 52 (1 points): Lose 5.865583 but Gain 1398.968346 Iteration 3F (1.823466 sec): 85 clusters Score: Raw -649602.811520 + Penalty 74041.858534 = -575560.952986 nChanged 385 Deleting Class 47 (1 points): Lose 1.049749 but Gain 1368.746303 Iteration 4Q (1.873485 sec): 83 clusters Score: Raw -649841.829902 + Penalty 70391.414024 = -579450.415877 nChanged 303 Deleting Class 92 (1 points): Lose 6.128599 but Gain 1360.333037 Iteration 5Q (1.919615 sec): 80 clusters Score: Raw -650027.863054 + Penalty 69080.654599 = -580947.208455 nChanged 247 Deleting Class 70 (1 points): Lose 7.981463 but Gain 1357.017662 Iteration 6Q (1.964172 sec): 79 clusters Score: Raw -650186.638021 + Penalty 67779.164596 = -582407.473425 nChanged 214 Deleting Class 79 (1 points): Lose 2.530344 but Gain 1318.926276 Iteration 7Q (2.007141 sec): 78 clusters Score: Raw -650303.157897 + Penalty 66541.790220 = -583761.367676 nChanged 183 Deleting Class 68 (1 points): Lose 8.305640 but Gain 1304.371317 Iteration 8Q (2.047496 sec): 77 clusters Score: Raw -650410.899255 + Penalty 65442.698214 = -584968.201041 nChanged 151 Deleting Class 59 (1 points): Lose 3.374978 but Gain 1290.637624 Iteration 9Q (2.086865 sec): 76 clusters Score: Raw -650487.152126 + Penalty 64167.141716 = -586320.010410 nChanged 144 Deleting Class 44 (4 points): Lose 49.717779 but Gain 1304.118953 Iteration 10F (2.412316 sec): 75 clusters Score: Raw -650503.498472 + Penalty 62882.818192 = -587620.680280 nChanged 127 Deleting Class 65 (1 points): Lose 1.495897 but Gain 1247.641841 Iteration 11Q (2.455279 sec): 74 clusters Score: Raw -650575.891250 + Penalty 61642.381161 = -588933.510090 nChanged 128 Deleting Class 69 (1 points): Lose 2.499409 but Gain 1247.925356 Iteration 12Q (2.499718 sec): 73 clusters Score: Raw -650632.910486 + Penalty 60408.731912 = -590224.178574 nChanged 115 Deleting Class 63 (3 points): Lose 42.651075 but Gain 1283.690899 Iteration 13Q (2.541691 sec): 72 clusters Score: Raw -650629.562757 + Penalty 59345.698102 = -591283.864655 nChanged 102 Deleting Class 8 (15 points): Lose 165.714345 but Gain 1384.659372 Iteration 14Q (2.582767 sec): 71 clusters Score: Raw -650521.130234 + Penalty 57990.030991 = -592531.099243 nChanged 107 Deleting Class 57 (2 points): Lose 15.084397 but Gain 1224.367558 Iteration 15Q (2.623740 sec): 70 clusters Score: Raw -650573.238763 + Penalty 56785.812185 = -593787.426578 nChanged 83 Deleting Class 29 (12 points): Lose 192.776920 but Gain 1379.855192 Iteration 16Q (2.663989 sec): 69 clusters Score: Raw -650417.488207 + Penalty 55442.227166 = -594975.261042 nChanged 86 Deleting Class 39 (23 points): Lose 136.937372 but Gain 1294.971889 Iteration 17Q (2.703955 sec): 68 clusters Score: Raw -650365.510503 + Penalty 54180.873547 = -596184.636955 nChanged 97 Deleting Class 88 (1 points): Lose 7.510130 but Gain 1151.436307 Iteration 18Q (2.744116 sec): 67 clusters Score: Raw -650454.147422 + Penalty 53049.136951 = -597405.010470 nChanged 72 Deleting Class 75 (1 points): Lose 4.410541 but Gain 1144.202936 Iteration 19Q (2.786513 sec): 66 clusters Score: Raw -650474.691704 + Penalty 51959.257369 = -598515.434335 nChanged 73 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.09 GB. Compute initial score before splitting: Score: Raw -650474.691704 + Penalty 51959.257369 = -598515.434335Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 1 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.832481 sec): 2 clusters Score: Raw -120448.146716 + Penalty 498.471479 = -119949.675237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.836032 sec): 3 clusters Score: Raw -119454.937703 + Penalty 996.847929 = -118458.089774 nChanged 669 SP:Iteration 1F (2.839547 sec): 3 clusters Score: Raw -119789.822301 + Penalty 996.577053 = -118793.245248 nChanged 190 SP:Iteration 2F (2.843096 sec): 3 clusters Score: Raw -119921.898004 + Penalty 996.148114 = -118925.749889 nChanged 155 SP:Iteration 3F (2.846596 sec): 3 clusters Score: Raw -120050.520373 + Penalty 996.383722 = -119054.136651 nChanged 111 SP:Iteration 4F (2.850101 sec): 3 clusters Score: Raw -120130.844808 + Penalty 996.441089 = -119134.403719 nChanged 103 SP:Iteration 5F (2.853605 sec): 3 clusters Score: Raw -120193.408755 + Penalty 996.714425 = -119196.694330 nChanged 47 SP:Iteration 6Q (2.857071 sec): 3 clusters Score: Raw -120219.806977 + Penalty 997.197866 = -119222.609111 nChanged 38 SP:Iteration 7Q (2.860525 sec): 3 clusters Score: Raw -120238.597514 + Penalty 997.709412 = -119240.888102 nChanged 34 SP:Iteration 8Q (2.864067 sec): 3 clusters Score: Raw -120249.856121 + Penalty 997.964969 = -119251.891152 nChanged 17 SP:Iteration 9Q (2.867502 sec): 3 clusters Score: Raw -120254.033531 + Penalty 997.980648 = -119256.052884 nChanged 11 SP:Iteration 10F (2.871109 sec): 3 clusters Score: Raw -120256.425918 + Penalty 998.074695 = -119258.351223 nChanged 14 SP:Iteration 11Q (2.874656 sec): 3 clusters Score: Raw -120259.797352 + Penalty 998.052069 = -119261.745283 nChanged 12 SP:Iteration 12Q (2.878078 sec): 3 clusters Score: Raw -120262.406248 + Penalty 998.033008 = -119264.373240 nChanged 8 SP:Iteration 13Q (2.881495 sec): 3 clusters Score: Raw -120264.128723 + Penalty 998.072261 = -119266.056462 nChanged 11 SP:Iteration 14Q (2.885010 sec): 3 clusters Score: Raw -120266.139683 + Penalty 997.998964 = -119268.140719 nChanged 6 SP:Iteration 15Q (2.888424 sec): 3 clusters Score: Raw -120267.464300 + Penalty 998.000786 = -119269.463514 nChanged 7 SP:Iteration 16Q (2.891870 sec): 3 clusters Score: Raw -120268.920080 + Penalty 998.222237 = -119270.697843 nChanged 10 SP:Iteration 17Q (2.895437 sec): 3 clusters Score: Raw -120271.213663 + Penalty 998.226884 = -119272.986779 nChanged 6 SP:Iteration 18Q (2.898914 sec): 3 clusters Score: Raw -120272.137445 + Penalty 998.259868 = -119273.877577 nChanged 4 SP:Iteration 19Q (2.902339 sec): 3 clusters Score: Raw -120272.885959 + Penalty 998.305156 = -119274.580804 nChanged 4 SP:Iteration 20F (2.906087 sec): 3 clusters Score: Raw -120273.869354 + Penalty 998.300643 = -119275.568711 nChanged 8 SP:Iteration 21Q (2.909623 sec): 3 clusters Score: Raw -120276.499061 + Penalty 998.297920 = -119278.201140 nChanged 12 SP:Iteration 22Q (2.913036 sec): 3 clusters Score: Raw -120281.004819 + Penalty 998.754840 = -119282.249980 nChanged 23 SP:Iteration 23Q (2.916448 sec): 3 clusters Score: Raw -120290.903323 + Penalty 998.915091 = -119291.988232 nChanged 19 SP:Iteration 24Q (2.919852 sec): 3 clusters Score: Raw -120299.410893 + Penalty 999.059220 = -119300.351674 nChanged 20 SP:Iteration 25Q (2.923252 sec): 3 clusters Score: Raw -120307.414845 + Penalty 999.187097 = -119308.227748 nChanged 22 SP:Iteration 26Q (2.926802 sec): 3 clusters Score: Raw -120318.456227 + Penalty 999.632009 = -119318.824218 nChanged 28 SP:Iteration 27Q (2.930263 sec): 3 clusters Score: Raw -120329.211296 + Penalty 999.947329 = -119329.263967 nChanged 16 SP:Iteration 28Q (2.933655 sec): 3 clusters Score: Raw -120333.833667 + Penalty 1000.060233 = -119333.773433 nChanged 12 SP:Iteration 29Q (2.937015 sec): 3 clusters Score: Raw -120336.518956 + Penalty 999.963986 = -119336.554970 nChanged 12 SP:Iteration 30F (2.940528 sec): 3 clusters Score: Raw -120341.712325 + Penalty 999.365743 = -119342.346582 nChanged 10 SP:Iteration 31Q (2.943933 sec): 3 clusters Score: Raw -120344.485214 + Penalty 999.197164 = -119345.288051 nChanged 7 SP:Iteration 32Q (2.947416 sec): 3 clusters Score: Raw -120346.199683 + Penalty 999.077937 = -119347.121746 nChanged 7 SP:Iteration 33Q (2.951017 sec): 3 clusters Score: Raw -120347.333236 + Penalty 999.250069 = -119348.083168 nChanged 9 SP:Iteration 34Q (2.954589 sec): 3 clusters Score: Raw -120349.492180 + Penalty 999.178503 = -119350.313678 nChanged 6 SP:Iteration 35Q (2.958150 sec): 3 clusters Score: Raw -120351.490983 + Penalty 999.277842 = -119352.213142 nChanged 6 SP:Iteration 36Q (2.961705 sec): 3 clusters Score: Raw -120353.197292 + Penalty 999.250935 = -119353.946357 nChanged 2 SP:Iteration 37Q (2.965082 sec): 3 clusters Score: Raw -120353.967709 + Penalty 999.250935 = -119354.716774 nChanged 0 SP:Iteration 38F (2.968730 sec): 3 clusters Score: Raw -120353.967709 + Penalty 999.250935 = -119354.716774 nChanged 0 Memory request: 0.03 GB would take us to total of 0.12 GB. Trying to split cluster 2 (5087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.993633 sec): 2 clusters Score: Raw -352840.227783 + Penalty 360.440408 = -352479.787375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.003642 sec): 3 clusters Score: Raw -349517.962918 + Penalty 724.637484 = -348793.325434 nChanged 2365 SP:Iteration 1F (3.013762 sec): 3 clusters Score: Raw -351249.631687 + Penalty 734.799497 = -350514.832190 nChanged 555 SP:Iteration 2F (3.023280 sec): 3 clusters Score: Raw -351780.254090 + Penalty 739.741834 = -351040.512255 nChanged 254 SP:Iteration 3Q (3.032730 sec): 3 clusters Score: Raw -351970.125604 + Penalty 744.906299 = -351225.219305 nChanged 191 SP:Iteration 4Q (3.041839 sec): 3 clusters Score: Raw -352056.968368 + Penalty 750.812890 = -351306.155478 nChanged 158 SP:Iteration 5Q (3.051316 sec): 3 clusters Score: Raw -352128.479754 + Penalty 757.488639 = -351370.991116 nChanged 141 SP:Iteration 6Q (3.060186 sec): 3 clusters Score: Raw -352191.377087 + Penalty 765.131630 = -351426.245457 nChanged 149 SP:Iteration 7Q (3.068925 sec): 3 clusters Score: Raw -352262.762192 + Penalty 772.009322 = -351490.752870 nChanged 157 SP:Iteration 8Q (3.077510 sec): 3 clusters Score: Raw -352358.984973 + Penalty 789.470366 = -351569.514608 nChanged 173 SP:Iteration 9Q (3.085925 sec): 3 clusters Score: Raw -352479.897739 + Penalty 805.115930 = -351674.781809 nChanged 143 SP:Iteration 10F (3.095226 sec): 3 clusters Score: Raw -352591.221420 + Penalty 824.343395 = -351766.878026 nChanged 120 SP:Iteration 11Q (3.103383 sec): 3 clusters Score: Raw -352687.600372 + Penalty 829.576330 = -351858.024043 nChanged 86 SP:Iteration 12Q (3.111611 sec): 3 clusters Score: Raw -352751.729739 + Penalty 831.746934 = -351919.982804 nChanged 62 SP:Iteration 13Q (3.119207 sec): 3 clusters Score: Raw -352798.606658 + Penalty 841.660726 = -351956.945932 nChanged 41 SP:Iteration 14Q (3.126625 sec): 3 clusters Score: Raw -352825.340349 + Penalty 845.692600 = -351979.647750 nChanged 24 SP:Iteration 15Q (3.133934 sec): 3 clusters Score: Raw -352843.160806 + Penalty 842.967066 = -352000.193740 nChanged 18 SP:Iteration 16Q (3.141194 sec): 3 clusters Score: Raw -352854.203783 + Penalty 836.053439 = -352018.150344 nChanged 10 SP:Iteration 17Q (3.148523 sec): 3 clusters Score: Raw -352857.304649 + Penalty 837.174075 = -352020.130574 nChanged 4 SP:Iteration 18Q (3.155825 sec): 3 clusters Score: Raw -352858.642481 + Penalty 836.473571 = -352022.168909 nChanged 2 SP:Iteration 19Q (3.163007 sec): 3 clusters Score: Raw -352859.162222 + Penalty 835.809601 = -352023.352621 nChanged 2 SP:Iteration 20F (3.172140 sec): 3 clusters Score: Raw -352859.637098 + Penalty 836.660172 = -352022.976926 nChanged 3 SP:Iteration 21F (3.181445 sec): 3 clusters Score: Raw -352860.970166 + Penalty 837.717545 = -352023.252621 nChanged 1 SP:Iteration 22Q (3.188909 sec): 3 clusters Score: Raw -352861.137494 + Penalty 838.346217 = -352022.791277 nChanged 1 SP:Iteration 23F (3.198299 sec): 3 clusters Score: Raw -352861.282154 + Penalty 838.346217 = -352022.935937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 3 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.201901 sec): 2 clusters Score: Raw -15102.213931 + Penalty 384.484534 = -14717.729397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.202519 sec): 3 clusters Score: Raw -15015.922979 + Penalty 771.373362 = -14244.549617 nChanged 47 SP:Iteration 1F (3.203142 sec): 3 clusters Score: Raw -15055.722471 + Penalty 771.589787 = -14284.132684 nChanged 14 SP:Iteration 2F (3.203747 sec): 3 clusters Score: Raw -15069.322709 + Penalty 771.272532 = -14298.050177 nChanged 10 SP:Iteration 3Q (3.204352 sec): 3 clusters Score: Raw -15080.816163 + Penalty 770.017346 = -14310.798817 nChanged 6 SP:Iteration 4Q (3.204956 sec): 3 clusters Score: Raw -15085.984481 + Penalty 769.012440 = -14316.972041 nChanged 4 SP:Iteration 5Q (3.205561 sec): 3 clusters Score: Raw -15090.148432 + Penalty 768.504263 = -14321.644170 nChanged 1 SP:Iteration 6Q (3.206185 sec): 3 clusters Score: Raw -15093.827313 + Penalty 767.499017 = -14326.328297 nChanged 2 SP:Iteration 7Q (3.206806 sec): 3 clusters Score: Raw -15096.158852 + Penalty 766.911106 = -14329.247747 nChanged 2 SP:Iteration 8Q (3.207442 sec): 3 clusters Score: Raw -15098.964845 + Penalty 767.453686 = -14331.511159 nChanged 1 SP:Iteration 9Q (3.208061 sec): 3 clusters Score: Raw -15099.573695 + Penalty 767.453686 = -14332.120009 nChanged 0 SP:Iteration 10F (3.208669 sec): 3 clusters Score: Raw -15099.573695 + Penalty 767.453686 = -14332.120009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 4 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.209501 sec): 2 clusters Score: Raw -8845.606291 + Penalty 234.266992 = -8611.339299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.209970 sec): 3 clusters Score: Raw -8798.532431 + Penalty 466.987743 = -8331.544688 nChanged 37 SP:Iteration 1F (3.210430 sec): 3 clusters Score: Raw -8852.789104 + Penalty 468.534716 = -8384.254388 nChanged 12 SP:Iteration 2F (3.210911 sec): 3 clusters Score: Raw -8878.551657 + Penalty 469.059406 = -8409.492251 nChanged 5 SP:Iteration 3Q (3.211370 sec): 3 clusters Score: Raw -8889.638088 + Penalty 470.801509 = -8418.836578 nChanged 6 SP:Iteration 4Q (3.211823 sec): 3 clusters Score: Raw -8913.898952 + Penalty 469.918656 = -8443.980296 nChanged 4 SP:Iteration 5Q (3.212262 sec): 3 clusters Score: Raw -8931.116706 + Penalty 469.352585 = -8461.764120 nChanged 1 SP:Iteration 6Q (3.212716 sec): 3 clusters Score: Raw -8932.297020 + Penalty 469.352585 = -8462.944435 nChanged 0 SP:Iteration 7F (3.213187 sec): 3 clusters Score: Raw -8932.297020 + Penalty 469.352585 = -8462.944435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.213669 sec): 2 clusters Score: Raw -935.569129 + Penalty 116.461343 = -819.107787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.213903 sec): 3 clusters Score: Raw -942.376475 + Penalty 229.614852 = -712.761623 nChanged 1 SP:Iteration 1F (3.214134 sec): 3 clusters Score: Raw -942.783635 + Penalty 230.555366 = -712.228269 nChanged 1 SP:Iteration 2F (3.214363 sec): 3 clusters Score: Raw -943.773186 + Penalty 230.555366 = -713.217820 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 6 (1347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.218883 sec): 2 clusters Score: Raw -97256.303011 + Penalty 659.266875 = -96597.036136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.221616 sec): 3 clusters Score: Raw -96588.591878 + Penalty 1317.377168 = -95271.214710 nChanged 478 SP:Iteration 1F (3.224271 sec): 3 clusters Score: Raw -96901.055035 + Penalty 1318.263610 = -95582.791426 nChanged 116 SP:Iteration 2F (3.226926 sec): 3 clusters Score: Raw -97002.651388 + Penalty 1319.609265 = -95683.042123 nChanged 101 SP:Iteration 3F (3.229576 sec): 3 clusters Score: Raw -97074.302734 + Penalty 1322.443594 = -95751.859140 nChanged 61 SP:Iteration 4Q (3.232221 sec): 3 clusters Score: Raw -97115.846451 + Penalty 1323.062672 = -95792.783779 nChanged 39 SP:Iteration 5Q (3.234864 sec): 3 clusters Score: Raw -97132.155400 + Penalty 1324.374397 = -95807.781002 nChanged 32 SP:Iteration 6Q (3.237491 sec): 3 clusters Score: Raw -97148.724944 + Penalty 1325.371187 = -95823.353757 nChanged 22 SP:Iteration 7Q (3.240113 sec): 3 clusters Score: Raw -97159.900792 + Penalty 1326.308097 = -95833.592695 nChanged 18 SP:Iteration 8Q (3.242741 sec): 3 clusters Score: Raw -97169.582839 + Penalty 1326.822818 = -95842.760022 nChanged 17 SP:Iteration 9Q (3.245352 sec): 3 clusters Score: Raw -97177.885269 + Penalty 1327.355499 = -95850.529770 nChanged 18 SP:Iteration 10F (3.248022 sec): 3 clusters Score: Raw -97187.393081 + Penalty 1328.302828 = -95859.090253 nChanged 17 SP:Iteration 11Q (3.250697 sec): 3 clusters Score: Raw -97192.547234 + Penalty 1329.038678 = -95863.508556 nChanged 6 SP:Iteration 12Q (3.253350 sec): 3 clusters Score: Raw -97194.314687 + Penalty 1329.411818 = -95864.902870 nChanged 2 SP:Iteration 13Q (3.255952 sec): 3 clusters Score: Raw -97194.613575 + Penalty 1329.708789 = -95864.904786 nChanged 2 SP:Iteration 14Q (3.258569 sec): 3 clusters Score: Raw -97194.908708 + Penalty 1329.867094 = -95865.041615 nChanged 1 SP:Iteration 15Q (3.261175 sec): 3 clusters Score: Raw -97195.082174 + Penalty 1329.867094 = -95865.215081 nChanged 0 SP:Iteration 16F (3.263841 sec): 3 clusters Score: Raw -97195.082174 + Penalty 1329.867094 = -95865.215081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 7 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.264449 sec): 2 clusters Score: Raw -2705.738186 + Penalty 387.541911 = -2318.196276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.264737 sec): 3 clusters Score: Raw -2736.923335 + Penalty 775.083821 = -1961.839514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.265283 sec): 2 clusters Score: Raw -2575.844799 + Penalty 263.269752 = -2312.575047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.265560 sec): 3 clusters Score: Raw -2586.268531 + Penalty 526.403160 = -2059.865371 nChanged 2 SP:Iteration 1F (3.265832 sec): 3 clusters Score: Raw -2589.512467 + Penalty 526.909956 = -2062.602511 nChanged 1 SP:Iteration 2Q (3.266134 sec): 3 clusters Score: Raw -2591.850917 + Penalty 526.909956 = -2064.940961 nChanged 0 SP:Iteration 3F (3.266410 sec): 3 clusters Score: Raw -2591.850917 + Penalty 526.909956 = -2064.940961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 10 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.266883 sec): 2 clusters Score: Raw -892.055220 + Penalty 242.569563 = -649.485657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.267112 sec): 3 clusters Score: Raw -894.296051 + Penalty 477.161994 = -417.134057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 11 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.267589 sec): 2 clusters Score: Raw -1108.636752 + Penalty 230.162056 = -878.474697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.267829 sec): 3 clusters Score: Raw -1118.468019 + Penalty 464.169808 = -654.298211 nChanged 1 SP:Iteration 1F (3.268062 sec): 3 clusters Score: Raw -1122.676127 + Penalty 464.169808 = -658.506318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 12 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.268980 sec): 2 clusters Score: Raw -10771.196578 + Penalty 235.313605 = -10535.882972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.269508 sec): 3 clusters Score: Raw -10693.591590 + Penalty 476.267762 = -10217.323829 nChanged 41 SP:Iteration 1F (3.270032 sec): 3 clusters Score: Raw -10739.918610 + Penalty 484.061187 = -10255.857423 nChanged 19 SP:Iteration 2F (3.270551 sec): 3 clusters Score: Raw -10761.402524 + Penalty 488.941941 = -10272.460583 nChanged 7 SP:Iteration 3Q (3.271065 sec): 3 clusters Score: Raw -10770.925206 + Penalty 487.742799 = -10283.182406 nChanged 6 SP:Iteration 4Q (3.271572 sec): 3 clusters Score: Raw -10781.615033 + Penalty 484.364253 = -10297.250779 nChanged 5 SP:Iteration 5Q (3.272075 sec): 3 clusters Score: Raw -10788.494698 + Penalty 483.200711 = -10305.293988 nChanged 3 SP:Iteration 6Q (3.272576 sec): 3 clusters Score: Raw -10793.642552 + Penalty 483.257751 = -10310.384801 nChanged 3 SP:Iteration 7Q (3.273076 sec): 3 clusters Score: Raw -10797.679805 + Penalty 482.800656 = -10314.879149 nChanged 2 SP:Iteration 8Q (3.273574 sec): 3 clusters Score: Raw -10800.037976 + Penalty 482.800656 = -10317.237320 nChanged 0 SP:Iteration 9F (3.274091 sec): 3 clusters Score: Raw -10800.037976 + Penalty 482.800656 = -10317.237320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 13 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.274669 sec): 2 clusters Score: Raw -3974.398224 + Penalty 541.275168 = -3433.123056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.274977 sec): 3 clusters Score: Raw -4076.665187 + Penalty 1075.931844 = -3000.733343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 14 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.276107 sec): 2 clusters Score: Raw -17156.594417 + Penalty 668.801355 = -16487.793062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.276788 sec): 3 clusters Score: Raw -17133.673562 + Penalty 1337.884022 = -15795.789540 nChanged 37 SP:Iteration 1F (3.277454 sec): 3 clusters Score: Raw -17192.744390 + Penalty 1339.074028 = -15853.670363 nChanged 7 SP:Iteration 2Q (3.278103 sec): 3 clusters Score: Raw -17207.529367 + Penalty 1339.525462 = -15868.003905 nChanged 2 SP:Iteration 3Q (3.278749 sec): 3 clusters Score: Raw -17211.762607 + Penalty 1339.044487 = -15872.718121 nChanged 2 SP:Iteration 4Q (3.279421 sec): 3 clusters Score: Raw -17214.586421 + Penalty 1339.271091 = -15875.315331 nChanged 1 SP:Iteration 5Q (3.280091 sec): 3 clusters Score: Raw -17217.568806 + Penalty 1339.513303 = -15878.055503 nChanged 2 SP:Iteration 6Q (3.280782 sec): 3 clusters Score: Raw -17222.732228 + Penalty 1339.461903 = -15883.270325 nChanged 1 SP:Iteration 7Q (3.281447 sec): 3 clusters Score: Raw -17226.024729 + Penalty 1339.461903 = -15886.562826 nChanged 0 SP:Iteration 8F (3.282128 sec): 3 clusters Score: Raw -17226.024729 + Penalty 1339.461903 = -15886.562826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 15 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.282686 sec): 2 clusters Score: Raw -3429.533575 + Penalty 531.831823 = -2897.701752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.282978 sec): 3 clusters Score: Raw -3520.282642 + Penalty 1063.790451 = -2456.492190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 16 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.283457 sec): 2 clusters Score: Raw -923.224545 + Penalty 99.895645 = -823.328900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.283691 sec): 3 clusters Score: Raw -923.052349 + Penalty 193.004439 = -730.047910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 17 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.284160 sec): 2 clusters Score: Raw -826.859681 + Penalty 231.664184 = -595.195497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.284391 sec): 3 clusters Score: Raw -831.572895 + Penalty 464.594065 = -366.978829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 20 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.284917 sec): 2 clusters Score: Raw -2687.100001 + Penalty 549.060335 = -2138.039666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.285193 sec): 3 clusters Score: Raw -2801.463066 + Penalty 1098.120670 = -1703.342396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 21 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.285642 sec): 2 clusters Score: Raw -213.076705 + Penalty 75.339210 = -137.737495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.285854 sec): 3 clusters Score: Raw -209.809439 + Penalty 161.669030 = -48.140409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 22 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.286310 sec): 2 clusters Score: Raw -440.511086 + Penalty 126.125191 = -314.385895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.286529 sec): 3 clusters Score: Raw -437.843698 + Penalty 252.250382 = -185.593316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 23 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.287019 sec): 2 clusters Score: Raw -1349.936117 + Penalty 502.294399 = -847.641718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.287269 sec): 3 clusters Score: Raw -1484.345716 + Penalty 1004.588797 = -479.756919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.287763 sec): 2 clusters Score: Raw -1642.261494 + Penalty 393.458095 = -1248.803399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.288014 sec): 3 clusters Score: Raw -1693.290325 + Penalty 788.266103 = -905.024222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 25 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.288846 sec): 2 clusters Score: Raw -9633.707887 + Penalty 133.944369 = -9499.763518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.289340 sec): 3 clusters Score: Raw -9569.294068 + Penalty 272.802575 = -9296.491492 nChanged 48 SP:Iteration 1F (3.289834 sec): 3 clusters Score: Raw -9613.446448 + Penalty 274.912358 = -9338.534090 nChanged 14 SP:Iteration 2F (3.290305 sec): 3 clusters Score: Raw -9626.771967 + Penalty 287.793003 = -9338.978965 nChanged 5 SP:Iteration 3Q (3.290798 sec): 3 clusters Score: Raw -9633.787651 + Penalty 307.341094 = -9326.446557 nChanged 5 SP:Iteration 4F (3.291299 sec): 3 clusters Score: Raw -9639.470565 + Penalty 323.414522 = -9316.056043 nChanged 1 SP:Iteration 5F (3.291798 sec): 3 clusters Score: Raw -9641.064565 + Penalty 354.138984 = -9286.925580 nChanged 2 SP:Iteration 6F (3.292299 sec): 3 clusters Score: Raw -9643.523146 + Penalty 354.138984 = -9289.384161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 26 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.292768 sec): 2 clusters Score: Raw -767.745487 + Penalty 226.317601 = -541.427886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.292995 sec): 3 clusters Score: Raw -770.471656 + Penalty 450.597461 = -319.874194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.293504 sec): 2 clusters Score: Raw -2087.493939 + Penalty 390.009909 = -1697.484029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.293762 sec): 3 clusters Score: Raw -2138.893462 + Penalty 780.009860 = -1358.883602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 28 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.294207 sec): 2 clusters Score: Raw -143.057318 + Penalty 43.979274 = -99.078044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.294415 sec): 3 clusters Score: Raw -136.728201 + Penalty 87.958549 = -48.769652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 30 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.294870 sec): 2 clusters Score: Raw -442.532355 + Penalty 125.611526 = -316.920829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.295085 sec): 3 clusters Score: Raw -440.518660 + Penalty 250.749105 = -189.769555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 31 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.295546 sec): 2 clusters Score: Raw -662.201772 + Penalty 200.846647 = -461.355125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.295769 sec): 3 clusters Score: Raw -664.191885 + Penalty 406.843033 = -257.348853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 32 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.296221 sec): 2 clusters Score: Raw -373.167798 + Penalty 139.882368 = -233.285430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.296437 sec): 3 clusters Score: Raw -368.232468 + Penalty 274.868240 = -93.364228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 33 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.296884 sec): 2 clusters Score: Raw -219.788264 + Penalty 87.786821 = -132.001443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.297080 sec): 2 clusters Score: Raw -219.788264 + Penalty 87.786821 = -132.001443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 34 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.297555 sec): 2 clusters Score: Raw -1161.390272 + Penalty 340.460437 = -820.929835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.297790 sec): 3 clusters Score: Raw -1194.935044 + Penalty 681.796731 = -513.138313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 35 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.298328 sec): 2 clusters Score: Raw -2430.512372 + Penalty 336.068706 = -2094.443666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.298602 sec): 3 clusters Score: Raw -2458.648004 + Penalty 672.919725 = -1785.728280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 37 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.299057 sec): 2 clusters Score: Raw -333.624948 + Penalty 74.052478 = -259.572469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.299274 sec): 3 clusters Score: Raw -336.825170 + Penalty 148.218815 = -188.606355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 38 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.299726 sec): 2 clusters Score: Raw -278.693901 + Penalty 117.643801 = -161.050100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.299936 sec): 3 clusters Score: Raw -279.084929 + Penalty 220.095152 = -58.989777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 41 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.300399 sec): 2 clusters Score: Raw -676.323825 + Penalty 227.249712 = -449.074113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.300623 sec): 3 clusters Score: Raw -683.824370 + Penalty 456.162144 = -227.662226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.301077 sec): 2 clusters Score: Raw -427.385950 + Penalty 134.990597 = -292.395353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.301293 sec): 3 clusters Score: Raw -422.525802 + Penalty 269.084749 = -153.441053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.301745 sec): 2 clusters Score: Raw -366.504156 + Penalty 129.428339 = -237.075816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.301960 sec): 3 clusters Score: Raw -362.919985 + Penalty 261.260002 = -101.659983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 45 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.302415 sec): 2 clusters Score: Raw -461.516962 + Penalty 199.952952 = -261.564009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.302635 sec): 3 clusters Score: Raw -460.520840 + Penalty 399.905905 = -60.614935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 46 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.303085 sec): 2 clusters Score: Raw -366.135401 + Penalty 130.243935 = -235.891466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.303300 sec): 3 clusters Score: Raw -360.174696 + Penalty 264.409865 = -95.764831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 48 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.303756 sec): 2 clusters Score: Raw -459.895563 + Penalty 193.712315 = -266.183248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.303972 sec): 3 clusters Score: Raw -454.418589 + Penalty 390.997232 = -63.421357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.304418 sec): 2 clusters Score: Raw -224.882402 + Penalty 93.772496 = -131.109906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.304628 sec): 3 clusters Score: Raw -216.645804 + Penalty 195.797328 = -20.848476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 50 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.305082 sec): 2 clusters Score: Raw -70.202171 + Penalty 0.000000 = -70.202171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.305274 sec): 2 clusters Score: Raw -70.202171 + Penalty 0.000000 = -70.202171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.305716 sec): 2 clusters Score: Raw -147.848424 + Penalty 68.751984 = -79.096441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.305909 sec): 2 clusters Score: Raw -147.848424 + Penalty 68.751984 = -79.096441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.306352 sec): 2 clusters Score: Raw -152.753971 + Penalty 83.272803 = -69.481168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.306560 sec): 3 clusters Score: Raw -142.740156 + Penalty 166.545605 = 23.805449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.306998 sec): 2 clusters Score: Raw -70.490428 + Penalty 0.000000 = -70.490428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.307189 sec): 2 clusters Score: Raw -70.490428 + Penalty 0.000000 = -70.490428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.307632 sec): 2 clusters Score: Raw -146.592201 + Penalty 72.969471 = -73.622730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.307824 sec): 2 clusters Score: Raw -146.592201 + Penalty 72.969471 = -73.622730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.308275 sec): 2 clusters Score: Raw -375.155615 + Penalty 113.872703 = -261.282912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.308492 sec): 3 clusters Score: Raw -367.670717 + Penalty 229.104960 = -138.565757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 61 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.308935 sec): 2 clusters Score: Raw -134.206630 + Penalty 20.686334 = -113.520296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.309128 sec): 2 clusters Score: Raw -134.206630 + Penalty 20.686334 = -113.520296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 62 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.309570 sec): 2 clusters Score: Raw -148.077494 + Penalty 66.371452 = -81.706042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.309765 sec): 2 clusters Score: Raw -148.077494 + Penalty 66.371452 = -81.706042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.310213 sec): 2 clusters Score: Raw -305.137606 + Penalty 113.092243 = -192.045363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.310426 sec): 3 clusters Score: Raw -295.337489 + Penalty 232.563951 = -62.773538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.310868 sec): 2 clusters Score: Raw -140.948464 + Penalty 48.389351 = -92.559113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.311076 sec): 3 clusters Score: Raw -136.110700 + Penalty 96.778702 = -39.331999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.311537 sec): 2 clusters Score: Raw -223.575782 + Penalty 81.437426 = -142.138356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.311745 sec): 3 clusters Score: Raw -215.043815 + Penalty 162.251694 = -52.792121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.312183 sec): 2 clusters Score: Raw -70.942756 + Penalty 0.000000 = -70.942756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.312373 sec): 2 clusters Score: Raw -70.942756 + Penalty 0.000000 = -70.942756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.312818 sec): 2 clusters Score: Raw -215.095670 + Penalty 112.032681 = -103.062990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.313030 sec): 3 clusters Score: Raw -210.923836 + Penalty 253.807373 = 42.883537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 73 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.313472 sec): 2 clusters Score: Raw -70.165112 + Penalty 0.000000 = -70.165112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.313663 sec): 2 clusters Score: Raw -70.165112 + Penalty 0.000000 = -70.165112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 74 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.314109 sec): 2 clusters Score: Raw -148.657622 + Penalty 66.595082 = -82.062540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.314302 sec): 2 clusters Score: Raw -148.657622 + Penalty 66.595082 = -82.062540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.314754 sec): 2 clusters Score: Raw -283.775849 + Penalty 87.417537 = -196.358312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.314950 sec): 2 clusters Score: Raw -283.775849 + Penalty 87.417537 = -196.358312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 77 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.315397 sec): 2 clusters Score: Raw -229.272770 + Penalty 122.261864 = -107.010906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.315592 sec): 2 clusters Score: Raw -229.272770 + Penalty 122.261864 = -107.010906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.316036 sec): 2 clusters Score: Raw -193.759253 + Penalty 22.142458 = -171.616795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.316235 sec): 3 clusters Score: Raw -192.118932 + Penalty 48.698569 = -143.420363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 83 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.316677 sec): 2 clusters Score: Raw -148.745730 + Penalty 68.686082 = -80.059648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.316885 sec): 3 clusters Score: Raw -141.007873 + Penalty 137.372164 = -3.635709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 84 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.317385 sec): 2 clusters Score: Raw -1606.287703 + Penalty 80.897412 = -1525.390291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.317637 sec): 3 clusters Score: Raw -1598.434995 + Penalty 179.434939 = -1419.000057 nChanged 6 SP:Iteration 1F (3.317886 sec): 3 clusters Score: Raw -1608.524530 + Penalty 185.187893 = -1423.336637 nChanged 2 SP:Iteration 2F (3.318147 sec): 3 clusters Score: Raw -1610.829139 + Penalty 185.187893 = -1425.641246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 87 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.318925 sec): 2 clusters Score: Raw -7304.021097 + Penalty 151.879069 = -7152.142028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.319352 sec): 3 clusters Score: Raw -7260.507842 + Penalty 303.867830 = -6956.640012 nChanged 35 SP:Iteration 1F (3.319775 sec): 3 clusters Score: Raw -7287.752746 + Penalty 307.659952 = -6980.092794 nChanged 13 SP:Iteration 2F (3.320197 sec): 3 clusters Score: Raw -7299.313494 + Penalty 319.416327 = -6979.897167 nChanged 9 SP:Iteration 3F (3.320621 sec): 3 clusters Score: Raw -7308.943707 + Penalty 336.891246 = -6972.052461 nChanged 9 SP:Iteration 4F (3.321029 sec): 3 clusters Score: Raw -7317.654441 + Penalty 343.721755 = -6973.932686 nChanged 4 SP:Iteration 5Q (3.321432 sec): 3 clusters Score: Raw -7321.093822 + Penalty 344.644659 = -6976.449163 nChanged 1 SP:Iteration 6Q (3.321834 sec): 3 clusters Score: Raw -7322.061262 + Penalty 344.644659 = -6977.416603 nChanged 0 SP:Iteration 7F (3.322242 sec): 3 clusters Score: Raw -7322.061262 + Penalty 344.644659 = -6977.416603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 89 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.322688 sec): 2 clusters Score: Raw -71.430561 + Penalty 0.000000 = -71.430561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.322879 sec): 2 clusters Score: Raw -71.430561 + Penalty 0.000000 = -71.430561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.323318 sec): 2 clusters Score: Raw -70.717649 + Penalty 0.000000 = -70.717649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.323508 sec): 2 clusters Score: Raw -70.717649 + Penalty 0.000000 = -70.717649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.323951 sec): 2 clusters Score: Raw -144.132110 + Penalty 75.874116 = -68.257993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.324158 sec): 3 clusters Score: Raw -137.866041 + Penalty 151.748233 = 13.882192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.324600 sec): 2 clusters Score: Raw -141.433857 + Penalty 81.312271 = -60.121586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.324806 sec): 3 clusters Score: Raw -136.465534 + Penalty 162.624541 = 26.159007 nChanged 0 Deleting Class 20 (36 points): Lose 261.402367 but Gain 1406.066142 Iteration 20F (3.612607 sec): 65 clusters Score: Raw -650249.087562 + Penalty 50754.844704 = -599494.242858 nChanged 106 Deleting Class 95 (3 points): Lose 46.770843 but Gain 1214.767839 Iteration 21Q (3.649896 sec): 64 clusters Score: Raw -650353.019921 + Penalty 49550.855753 = -600802.164167 nChanged 95 Deleting Class 71 (1 points): Lose 7.520451 but Gain 1145.914123 Iteration 22Q (3.685879 sec): 63 clusters Score: Raw -650448.194241 + Penalty 48588.302155 = -601859.892085 nChanged 71 Deleting Class 34 (15 points): Lose 55.081494 but Gain 1153.733028 Iteration 23Q (3.720779 sec): 62 clusters Score: Raw -650433.726589 + Penalty 47444.631844 = -602989.094745 nChanged 57 Deleting Class 15 (45 points): Lose 184.097243 but Gain 1278.253323 Iteration 24Q (3.756341 sec): 61 clusters Score: Raw -650283.481125 + Penalty 46181.711277 = -604101.769849 nChanged 85 Deleting Class 53 (2 points): Lose 20.381965 but Gain 1102.486052 Iteration 25Q (3.791079 sec): 60 clusters Score: Raw -650365.924154 + Penalty 45144.795595 = -605221.128559 nChanged 47 Deleting Class 24 (23 points): Lose 92.357581 but Gain 1161.152832 Iteration 26Q (3.825378 sec): 59 clusters Score: Raw -650301.073654 + Penalty 44049.841083 = -606251.232571 nChanged 58 Deleting Class 13 (52 points): Lose 225.302661 but Gain 1256.650200 Iteration 27Q (3.859241 sec): 58 clusters Score: Raw -650129.008121 + Penalty 42857.820426 = -607271.187695 nChanged 76 Deleting Class 77 (3 points): Lose 27.795355 but Gain 1021.273222 Iteration 28Q (3.893460 sec): 57 clusters Score: Raw -650230.023468 + Penalty 41930.533982 = -608299.489486 nChanged 37 Deleting Class 93 (2 points): Lose 12.610086 but Gain 1004.531521 Iteration 29Q (3.926791 sec): 56 clusters Score: Raw -650239.875380 + Penalty 40947.518078 = -609292.357302 nChanged 31 Deleting Class 45 (5 points): Lose 24.551479 but Gain 1014.980008 Iteration 30F (4.168503 sec): 55 clusters Score: Raw -650233.936913 + Penalty 39950.541744 = -610283.395169 nChanged 38 Deleting Class 73 (2 points): Lose 19.287786 but Gain 989.931891 Iteration 31Q (4.201370 sec): 54 clusters Score: Raw -650247.013764 + Penalty 39102.124351 = -611144.889413 nChanged 39 Deleting Class 48 (7 points): Lose 45.742812 but Gain 1014.286991 Iteration 32Q (4.235041 sec): 53 clusters Score: Raw -650221.192211 + Penalty 38111.956253 = -612109.235959 nChanged 43 Deleting Class 56 (2 points): Lose 11.828464 but Gain 966.075615 Iteration 33Q (4.267442 sec): 52 clusters Score: Raw -650236.793623 + Penalty 37203.148472 = -613033.645152 nChanged 29 Deleting Class 54 (1 points): Lose 0.805273 but Gain 952.801094 Iteration 34Q (4.299741 sec): 51 clusters Score: Raw -650250.829520 + Penalty 36261.842638 = -613988.986881 nChanged 25 Deleting Class 27 (38 points): Lose 190.257781 but Gain 1117.220385 Iteration 35Q (4.331420 sec): 50 clusters Score: Raw -650068.253193 + Penalty 35243.316275 = -614824.936917 nChanged 64 Deleting Class 89 (1 points): Lose 8.081899 but Gain 916.430671 Iteration 36Q (4.364428 sec): 49 clusters Score: Raw -650142.212070 + Penalty 34334.443796 = -615807.768275 nChanged 25 Deleting Class 41 (10 points): Lose 56.253314 but Gain 962.469004 Iteration 37Q (4.396732 sec): 48 clusters Score: Raw -650094.105274 + Penalty 33382.692610 = -616711.412663 nChanged 38 Deleting Class 51 (2 points): Lose 6.430616 but Gain 910.238407 Iteration 38Q (4.429241 sec): 47 clusters Score: Raw -650112.207726 + Penalty 32484.826402 = -617627.381324 nChanged 33 Deleting Class 72 (3 points): Lose 34.789275 but Gain 935.827191 Iteration 39Q (4.460891 sec): 46 clusters Score: Raw -650085.554475 + Penalty 31558.060171 = -618527.494304 nChanged 21 Deleting Class 83 (2 points): Lose 16.410467 but Gain 909.365906 Iteration 40F (4.660880 sec): 45 clusters Score: Raw -650080.079759 + Penalty 30671.179788 = -619408.899971 nChanged 26 Deleting Class 26 (8 points): Lose 27.746651 but Gain 902.681749 Iteration 41Q (4.692134 sec): 44 clusters Score: Raw -650063.674632 + Penalty 29771.935261 = -620291.739371 nChanged 33 Deleting Class 7 (41 points): Lose 161.457455 but Gain 1047.962028 Iteration 42Q (4.722814 sec): 43 clusters Score: Raw -649915.449074 + Penalty 29015.172942 = -620900.276131 nChanged 58 Deleting Class 74 (2 points): Lose 8.777335 but Gain 881.682220 Iteration 43Q (4.754329 sec): 42 clusters Score: Raw -649998.684860 + Penalty 28136.507410 = -621862.177449 nChanged 27 Deleting Class 62 (2 points): Lose 19.476348 but Gain 878.721472 Iteration 44Q (4.785357 sec): 41 clusters Score: Raw -649988.909878 + Penalty 27315.440715 = -622673.469162 nChanged 15 Deleting Class 10 (12 points): Lose 54.314973 but Gain 895.821769 Iteration 45Q (4.815622 sec): 40 clusters Score: Raw -649959.272736 + Penalty 26427.620240 = -623531.652496 nChanged 22 Deleting Class 17 (12 points): Lose 75.586445 but Gain 916.913475 Iteration 46Q (4.845250 sec): 39 clusters Score: Raw -649903.524411 + Penalty 25625.389699 = -624278.134711 nChanged 23 Deleting Class 90 (1 points): Lose 2.773506 but Gain 837.268108 Iteration 47Q (4.875320 sec): 38 clusters Score: Raw -649934.436798 + Penalty 24803.365171 = -625131.071627 nChanged 16 Deleting Class 50 (2 points): Lose 17.604376 but Gain 841.185671 Iteration 48Q (4.905265 sec): 37 clusters Score: Raw -649925.739957 + Penalty 23968.588033 = -625957.151924 nChanged 11 Deleting Class 38 (3 points): Lose 14.741507 but Gain 829.054489 Iteration 49Q (4.934940 sec): 36 clusters Score: Raw -649924.623170 + Penalty 23150.665437 = -626773.957733 nChanged 14 Deleting Class 31 (9 points): Lose 32.854829 but Gain 838.852342 Iteration 50F (5.092033 sec): 35 clusters Score: Raw -649902.599627 + Penalty 22328.649124 = -627573.950504 nChanged 20 Deleting Class 11 (23 points): Lose 119.858064 but Gain 923.940702 Iteration 51Q (5.123969 sec): 34 clusters Score: Raw -649801.092525 + Penalty 21539.785760 = -628261.306765 nChanged 36 Deleting Class 42 (7 points): Lose 30.134893 but Gain 836.067868 Iteration 52Q (5.153919 sec): 33 clusters Score: Raw -649843.830138 + Penalty 20789.015390 = -629054.814748 nChanged 25 Deleting Class 49 (3 points): Lose 6.183517 but Gain 783.296900 Iteration 53Q (5.184785 sec): 32 clusters Score: Raw -649868.263031 + Penalty 20026.404543 = -629841.858488 nChanged 22 Deleting Class 32 (5 points): Lose 20.992303 but Gain 797.598138 Iteration 54Q (5.213480 sec): 31 clusters Score: Raw -649860.855599 + Penalty 19244.310189 = -630616.545411 nChanged 22 Deleting Class 35 (33 points): Lose 116.661078 but Gain 883.676561 Iteration 55Q (5.242085 sec): 30 clusters Score: Raw -649763.027250 + Penalty 18371.280630 = -631391.746620 nChanged 51 Deleting Class 64 (5 points): Lose 37.055510 but Gain 781.051882 Iteration 56Q (5.271355 sec): 29 clusters Score: Raw -649781.634591 + Penalty 17606.190858 = -632175.443733 nChanged 29 Deleting Class 46 (6 points): Lose 40.837454 but Gain 777.813644 Iteration 57Q (5.299290 sec): 28 clusters Score: Raw -649756.087866 + Penalty 16836.120713 = -632919.967153 nChanged 21 Deleting Class 66 (1 points): Lose 9.378175 but Gain 746.232175 Iteration 58Q (5.326825 sec): 27 clusters Score: Raw -649765.442234 + Penalty 16091.641164 = -633673.801070 nChanged 15 Deleting Class 43 (5 points): Lose 13.040259 but Gain 737.990100 Iteration 59Q (5.354290 sec): 26 clusters Score: Raw -649764.974841 + Penalty 15361.951235 = -634403.023605 nChanged 22 Deleting Class 21 (4 points): Lose 21.362105 but Gain 742.627508 Iteration 60F (5.468270 sec): 25 clusters Score: Raw -649759.547610 + Penalty 14632.617623 = -635126.929987 nChanged 20 Deleting Class 33 (3 points): Lose 17.757573 but Gain 733.297583 Iteration 61Q (5.496250 sec): 24 clusters Score: Raw -649757.129996 + Penalty 13919.191294 = -635837.938702 nChanged 15 Deleting Class 58 (6 points): Lose 23.089831 but Gain 703.579108 Iteration 62Q (5.523187 sec): 23 clusters Score: Raw -649744.739907 + Penalty 13215.466490 = -636529.273416 nChanged 14 Deleting Class 28 (3 points): Lose 18.232947 but Gain 683.794300 Iteration 63Q (5.549876 sec): 22 clusters Score: Raw -649734.973990 + Penalty 12533.370216 = -637201.603773 nChanged 8 Deleting Class 67 (3 points): Lose 16.012615 but Gain 680.260053 Iteration 64Q (5.577392 sec): 21 clusters Score: Raw -649725.488117 + Penalty 11856.322547 = -637869.165570 nChanged 9 Deleting Class 30 (6 points): Lose 12.533395 but Gain 643.346835 Iteration 65Q (5.603324 sec): 20 clusters Score: Raw -649720.623209 + Penalty 11215.294668 = -638505.328541 nChanged 16 Deleting Class 9 (35 points): Lose 75.325215 but Gain 706.090413 Iteration 66Q (5.629936 sec): 19 clusters Score: Raw -649655.581081 + Penalty 10523.506284 = -639132.074797 nChanged 45 Deleting Class 22 (6 points): Lose 31.182746 but Gain 645.977680 Iteration 67Q (5.656129 sec): 18 clusters Score: Raw -649681.048534 + Penalty 9885.640104 = -639795.408430 nChanged 15 Deleting Class 5 (24 points): Lose 99.385349 but Gain 686.234579 Iteration 68Q (5.681867 sec): 17 clusters Score: Raw -649592.755076 + Penalty 9219.370213 = -640373.384863 nChanged 28 Deleting Class 76 (5 points): Lose 41.372251 but Gain 574.226182 Iteration 69Q (5.707516 sec): 16 clusters Score: Raw -649611.193078 + Penalty 8659.394794 = -640951.798284 nChanged 17 Deleting Class 37 (6 points): Lose 28.061527 but Gain 536.542070 Iteration 70F (5.781149 sec): 15 clusters Score: Raw -649621.066929 + Penalty 8118.378699 = -641502.688230 nChanged 19 Deleting Class 16 (17 points): Lose 23.761967 but Gain 331.903260 Iteration 71Q (5.806434 sec): 14 clusters Score: Raw -649613.997338 + Penalty 7789.851149 = -641824.146189 nChanged 25 Deleting Class 23 (19 points): Lose 1208.873093 but Gain 1491.244137 Iteration 72Q (5.831642 sec): 13 clusters Score: Raw -648433.860324 + Penalty 7784.608197 = -640649.252127 nChanged 33 Deleting Class 3 (170 points): Lose 511.002409 but Gain 792.507568 Iteration 73F (5.892014 sec): 12 clusters Score: Raw -647986.141534 + Penalty 7088.927905 = -640897.213629 nChanged 192 Deleting Class 61 (2 points): Lose 40.233599 but Gain 273.875671 Iteration 74Q (5.916436 sec): 11 clusters Score: Raw -648256.895730 + Penalty 6800.268512 = -641456.627218 nChanged 75 Deleting Class 78 (3 points): Lose 48.983239 but Gain 184.959554 Iteration 75Q (5.940324 sec): 10 clusters Score: Raw -648252.340528 + Penalty 6592.574850 = -641659.765678 nChanged 72 Deleting Class 84 (39 points): Lose 90.884353 but Gain 196.168886 Iteration 76Q (5.964379 sec): 9 clusters Score: Raw -648194.799388 + Penalty 6372.051532 = -641822.747855 nChanged 85 Iteration 77Q (5.989308 sec): 9 clusters Score: Raw -648261.428998 + Penalty 6366.586312 = -641894.842686 nChanged 49 Iteration 78Q (6.014313 sec): 9 clusters Score: Raw -648279.064038 + Penalty 6354.451820 = -641924.612218 nChanged 50 Iteration 79Q (6.038687 sec): 9 clusters Score: Raw -648293.355701 + Penalty 6351.656636 = -641941.699065 nChanged 28 Iteration 80F (6.083712 sec): 9 clusters Score: Raw -648298.617228 + Penalty 6354.294163 = -641944.323065 nChanged 22 Iteration 81Q (6.110046 sec): 9 clusters Score: Raw -648302.521609 + Penalty 6356.589470 = -641945.932139 nChanged 14 Iteration 82Q (6.136408 sec): 9 clusters Score: Raw -648304.370989 + Penalty 6356.609122 = -641947.761866 nChanged 9 Iteration 83Q (6.162725 sec): 9 clusters Score: Raw -648305.267726 + Penalty 6356.191232 = -641949.076494 nChanged 3 Iteration 84Q (6.189612 sec): 9 clusters Score: Raw -648305.535958 + Penalty 6354.788006 = -641950.747952 nChanged 1 Iteration 85Q (6.215843 sec): 9 clusters Score: Raw -648305.693294 + Penalty 6354.642131 = -641951.051162 nChanged 2 Iteration 86Q (6.241979 sec): 9 clusters Score: Raw -648306.188223 + Penalty 6354.857197 = -641951.331026 nChanged 1 Iteration 87Q (6.268403 sec): 9 clusters Score: Raw -648306.352199 + Penalty 6355.012049 = -641951.340150 nChanged 1 Iteration 88Q (6.295088 sec): 9 clusters Score: Raw -648306.471159 + Penalty 6355.125352 = -641951.345807 nChanged 2 Iteration 89Q (6.321279 sec): 9 clusters Score: Raw -648306.606591 + Penalty 6355.440965 = -641951.165626 nChanged 2 Iteration 90F (6.365797 sec): 9 clusters Score: Raw -648306.771555 + Penalty 6355.883278 = -641950.888277 nChanged 3 Iteration 91F (6.410819 sec): 9 clusters Score: Raw -648307.189566 + Penalty 6356.341153 = -641950.848413 nChanged 3 Iteration 92F (6.455271 sec): 9 clusters Score: Raw -648307.432279 + Penalty 6356.689540 = -641950.742739 nChanged 3 Iteration 93F (6.500411 sec): 9 clusters Score: Raw -648307.664910 + Penalty 6358.006732 = -641949.658178 nChanged 3 Iteration 94F (6.545031 sec): 9 clusters Score: Raw -648308.091469 + Penalty 6358.199217 = -641949.892253 nChanged 1 Iteration 95Q (6.571754 sec): 9 clusters Score: Raw -648308.191390 + Penalty 6358.347373 = -641949.844017 nChanged 1 Iteration 96F (6.616613 sec): 9 clusters Score: Raw -648308.214601 + Penalty 6358.532649 = -641949.681952 nChanged 2 Iteration 97F (6.661226 sec): 9 clusters Score: Raw -648308.303665 + Penalty 6358.721262 = -641949.582403 nChanged 1 Iteration 98F (6.706085 sec): 9 clusters Score: Raw -648308.341249 + Penalty 6358.957407 = -641949.383841 nChanged 1 Iteration 99F (6.750548 sec): 9 clusters Score: Raw -648308.581189 + Penalty 6358.957407 = -641949.623782 nChanged 0 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.09 GB. Compute initial score before splitting: Score: Raw -648308.581189 + Penalty 6358.957407 = -641949.623782Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 1 (1959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.778787 sec): 2 clusters Score: Raw -140683.264782 + Penalty 566.875186 = -140116.389596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.782405 sec): 3 clusters Score: Raw -139563.900354 + Penalty 1136.262683 = -138427.637671 nChanged 806 SP:Iteration 1F (6.785944 sec): 3 clusters Score: Raw -139997.733756 + Penalty 1139.248105 = -138858.485651 nChanged 175 SP:Iteration 2F (6.789476 sec): 3 clusters Score: Raw -140092.047193 + Penalty 1145.049474 = -138946.997719 nChanged 119 SP:Iteration 3F (6.793125 sec): 3 clusters Score: Raw -140163.392859 + Penalty 1150.844669 = -139012.548189 nChanged 107 SP:Iteration 4F (6.796930 sec): 3 clusters Score: Raw -140235.416633 + Penalty 1158.971689 = -139076.444944 nChanged 108 SP:Iteration 5F (6.800465 sec): 3 clusters Score: Raw -140315.046530 + Penalty 1172.979369 = -139142.067160 nChanged 107 SP:Iteration 6F (6.803992 sec): 3 clusters Score: Raw -140394.410754 + Penalty 1188.128652 = -139206.282102 nChanged 102 SP:Iteration 7F (6.807503 sec): 3 clusters Score: Raw -140484.455081 + Penalty 1219.796965 = -139264.658116 nChanged 92 SP:Iteration 8Q (6.811069 sec): 3 clusters Score: Raw -140580.099288 + Penalty 1267.103637 = -139312.995651 nChanged 64 SP:Iteration 9Q (6.814472 sec): 3 clusters Score: Raw -140647.675170 + Penalty 1288.728868 = -139358.946302 nChanged 34 SP:Iteration 10F (6.817981 sec): 3 clusters Score: Raw -140682.920659 + Penalty 1313.945765 = -139368.974895 nChanged 27 SP:Iteration 11Q (6.821137 sec): 3 clusters Score: Raw -140714.851449 + Penalty 1332.864070 = -139381.987379 nChanged 20 SP:Iteration 12Q (6.824268 sec): 3 clusters Score: Raw -140739.304718 + Penalty 1336.143628 = -139403.161090 nChanged 13 SP:Iteration 13Q (6.827306 sec): 3 clusters Score: Raw -140755.713667 + Penalty 1339.295887 = -139416.417780 nChanged 6 SP:Iteration 14Q (6.830265 sec): 3 clusters Score: Raw -140762.290595 + Penalty 1339.295887 = -139422.994708 nChanged 0 SP:Iteration 15F (6.833776 sec): 3 clusters Score: Raw -140762.290595 + Penalty 1339.295887 = -139422.994708 nChanged 0 Memory request: 0.03 GB would take us to total of 0.12 GB. Trying to split cluster 2 (5241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.858403 sec): 2 clusters Score: Raw -365294.215042 + Penalty 374.732467 = -364919.482575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.868019 sec): 3 clusters Score: Raw -361831.889718 + Penalty 752.567855 = -361079.321864 nChanged 2391 SP:Iteration 1F (6.877709 sec): 3 clusters Score: Raw -363225.945497 + Penalty 746.678337 = -362479.267160 nChanged 911 SP:Iteration 2F (6.887099 sec): 3 clusters Score: Raw -364049.793690 + Penalty 743.359016 = -363306.434674 nChanged 575 SP:Iteration 3F (6.897103 sec): 3 clusters Score: Raw -364584.829585 + Penalty 738.102557 = -363846.727028 nChanged 343 SP:Iteration 4F (6.906771 sec): 3 clusters Score: Raw -364845.442344 + Penalty 737.071110 = -364108.371234 nChanged 186 SP:Iteration 5Q (6.915271 sec): 3 clusters Score: Raw -364973.368545 + Penalty 737.254696 = -364236.113850 nChanged 124 SP:Iteration 6Q (6.923529 sec): 3 clusters Score: Raw -365052.934207 + Penalty 744.892698 = -364308.041509 nChanged 107 SP:Iteration 7Q (6.931650 sec): 3 clusters Score: Raw -365127.619860 + Penalty 745.785414 = -364381.834446 nChanged 85 SP:Iteration 8Q (6.939513 sec): 3 clusters Score: Raw -365189.499811 + Penalty 747.011888 = -364442.487924 nChanged 63 SP:Iteration 9Q (6.947204 sec): 3 clusters Score: Raw -365244.455518 + Penalty 770.958258 = -364473.497261 nChanged 50 SP:Iteration 10F (6.956566 sec): 3 clusters Score: Raw -365290.290224 + Penalty 804.151775 = -364486.138449 nChanged 25 SP:Iteration 11Q (6.964200 sec): 3 clusters Score: Raw -365316.750373 + Penalty 816.433181 = -364500.317191 nChanged 14 SP:Iteration 12Q (6.971694 sec): 3 clusters Score: Raw -365332.638650 + Penalty 837.052226 = -364495.586424 nChanged 15 SP:Iteration 13F (6.981106 sec): 3 clusters Score: Raw -365348.371650 + Penalty 848.558428 = -364499.813221 nChanged 8 SP:Iteration 14Q (6.988507 sec): 3 clusters Score: Raw -365356.556778 + Penalty 853.146016 = -364503.410762 nChanged 1 SP:Iteration 15Q (6.996173 sec): 3 clusters Score: Raw -365357.682967 + Penalty 855.785546 = -364501.897421 nChanged 2 SP:Iteration 16F (7.006003 sec): 3 clusters Score: Raw -365358.087572 + Penalty 855.785546 = -364502.302026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 4 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.010211 sec): 2 clusters Score: Raw -14267.687609 + Penalty 315.813134 = -13951.874475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.010853 sec): 3 clusters Score: Raw -14178.546162 + Penalty 631.323643 = -13547.222519 nChanged 67 SP:Iteration 1F (7.011454 sec): 3 clusters Score: Raw -14247.725494 + Penalty 631.000874 = -13616.724619 nChanged 20 SP:Iteration 2F (7.012052 sec): 3 clusters Score: Raw -14292.997686 + Penalty 629.238542 = -13663.759144 nChanged 12 SP:Iteration 3F (7.012651 sec): 3 clusters Score: Raw -14329.436077 + Penalty 624.598316 = -13704.837761 nChanged 14 SP:Iteration 4F (7.013251 sec): 3 clusters Score: Raw -14352.294755 + Penalty 618.711175 = -13733.583579 nChanged 8 SP:Iteration 5Q (7.013819 sec): 3 clusters Score: Raw -14362.745960 + Penalty 613.560941 = -13749.185019 nChanged 6 SP:Iteration 6Q (7.014383 sec): 3 clusters Score: Raw -14368.877690 + Penalty 613.022780 = -13755.854909 nChanged 4 SP:Iteration 7Q (7.014946 sec): 3 clusters Score: Raw -14371.294163 + Penalty 612.227513 = -13759.066651 nChanged 2 SP:Iteration 8Q (7.015509 sec): 3 clusters Score: Raw -14373.437131 + Penalty 608.955059 = -13764.482072 nChanged 3 SP:Iteration 9Q (7.016066 sec): 3 clusters Score: Raw -14378.454744 + Penalty 608.446310 = -13770.008434 nChanged 4 SP:Iteration 10F (7.016668 sec): 3 clusters Score: Raw -14386.196420 + Penalty 606.892906 = -13779.303514 nChanged 2 SP:Iteration 11Q (7.017225 sec): 3 clusters Score: Raw -14389.096458 + Penalty 602.923585 = -13786.172872 nChanged 2 SP:Iteration 12Q (7.017780 sec): 3 clusters Score: Raw -14395.011806 + Penalty 599.778410 = -13795.233396 nChanged 2 SP:Iteration 13Q (7.018309 sec): 3 clusters Score: Raw -14398.511091 + Penalty 598.740289 = -13799.770802 nChanged 1 SP:Iteration 14Q (7.018829 sec): 3 clusters Score: Raw -14399.718036 + Penalty 593.693433 = -13806.024603 nChanged 1 SP:Iteration 15Q (7.019346 sec): 3 clusters Score: Raw -14403.954066 + Penalty 593.693433 = -13810.260633 nChanged 0 SP:Iteration 16F (7.019940 sec): 3 clusters Score: Raw -14403.954066 + Penalty 593.693433 = -13810.260633 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 6 (1094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.024011 sec): 2 clusters Score: Raw -78666.332540 + Penalty 671.497454 = -77994.835085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.026171 sec): 3 clusters Score: Raw -78151.893188 + Penalty 1340.259978 = -76811.633210 nChanged 394 SP:Iteration 1F (7.028265 sec): 3 clusters Score: Raw -78401.731079 + Penalty 1336.632708 = -77065.098370 nChanged 95 SP:Iteration 2F (7.030315 sec): 3 clusters Score: Raw -78466.425353 + Penalty 1334.174705 = -77132.250648 nChanged 48 SP:Iteration 3Q (7.032365 sec): 3 clusters Score: Raw -78498.018088 + Penalty 1333.523883 = -77164.494206 nChanged 40 SP:Iteration 4Q (7.034416 sec): 3 clusters Score: Raw -78524.256597 + Penalty 1332.548719 = -77191.707878 nChanged 37 SP:Iteration 5Q (7.036464 sec): 3 clusters Score: Raw -78549.894892 + Penalty 1330.851516 = -77219.043377 nChanged 30 SP:Iteration 6Q (7.038518 sec): 3 clusters Score: Raw -78567.453490 + Penalty 1331.610922 = -77235.842569 nChanged 21 SP:Iteration 7Q (7.040594 sec): 3 clusters Score: Raw -78583.016106 + Penalty 1329.491646 = -77253.524460 nChanged 30 SP:Iteration 8Q (7.042636 sec): 3 clusters Score: Raw -78605.972609 + Penalty 1327.985184 = -77277.987425 nChanged 28 SP:Iteration 9Q (7.044675 sec): 3 clusters Score: Raw -78630.677847 + Penalty 1327.232248 = -77303.445599 nChanged 27 SP:Iteration 10F (7.046724 sec): 3 clusters Score: Raw -78645.166727 + Penalty 1327.137219 = -77318.029508 nChanged 16 SP:Iteration 11Q (7.048743 sec): 3 clusters Score: Raw -78652.377025 + Penalty 1326.506912 = -77325.870113 nChanged 14 SP:Iteration 12Q (7.050760 sec): 3 clusters Score: Raw -78660.241906 + Penalty 1328.196969 = -77332.044936 nChanged 11 SP:Iteration 13Q (7.052773 sec): 3 clusters Score: Raw -78665.784187 + Penalty 1328.725782 = -77337.058405 nChanged 4 SP:Iteration 14Q (7.054785 sec): 3 clusters Score: Raw -78667.573068 + Penalty 1329.063934 = -77338.509134 nChanged 1 SP:Iteration 15Q (7.056793 sec): 3 clusters Score: Raw -78668.086526 + Penalty 1329.063934 = -77339.022592 nChanged 0 SP:Iteration 16F (7.058837 sec): 3 clusters Score: Raw -78668.086526 + Penalty 1329.063934 = -77339.022592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 12 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.061123 sec): 2 clusters Score: Raw -18697.372064 + Penalty 308.724085 = -18388.647979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.061883 sec): 3 clusters Score: Raw -18569.620895 + Penalty 617.574396 = -17952.046500 nChanged 98 SP:Iteration 1F (7.062604 sec): 3 clusters Score: Raw -18650.872088 + Penalty 617.699010 = -18033.173078 nChanged 29 SP:Iteration 2F (7.063300 sec): 3 clusters Score: Raw -18682.052831 + Penalty 617.455543 = -18064.597288 nChanged 8 SP:Iteration 3Q (7.063988 sec): 3 clusters Score: Raw -18685.925136 + Penalty 617.997182 = -18067.927954 nChanged 7 SP:Iteration 4Q (7.064672 sec): 3 clusters Score: Raw -18690.937032 + Penalty 618.820010 = -18072.117023 nChanged 8 SP:Iteration 5Q (7.065354 sec): 3 clusters Score: Raw -18694.252707 + Penalty 620.750967 = -18073.501740 nChanged 5 SP:Iteration 6Q (7.066039 sec): 3 clusters Score: Raw -18697.095889 + Penalty 625.004938 = -18072.090951 nChanged 7 SP:Iteration 7F (7.066732 sec): 3 clusters Score: Raw -18700.270965 + Penalty 628.920630 = -18071.350334 nChanged 4 SP:Iteration 8F (7.067428 sec): 3 clusters Score: Raw -18702.232304 + Penalty 628.490630 = -18073.741674 nChanged 2 SP:Iteration 9Q (7.068114 sec): 3 clusters Score: Raw -18704.228390 + Penalty 628.546042 = -18075.682347 nChanged 1 SP:Iteration 10F (7.068805 sec): 3 clusters Score: Raw -18704.932303 + Penalty 627.324839 = -18077.607464 nChanged 1 SP:Iteration 11Q (7.069490 sec): 3 clusters Score: Raw -18706.257953 + Penalty 627.324839 = -18078.933115 nChanged 0 SP:Iteration 12F (7.070181 sec): 3 clusters Score: Raw -18706.257953 + Penalty 627.324839 = -18078.933115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 14 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.072575 sec): 2 clusters Score: Raw -22727.487587 + Penalty 772.446398 = -21955.041189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.073363 sec): 3 clusters Score: Raw -22683.980366 + Penalty 1545.402832 = -21138.577534 nChanged 47 SP:Iteration 1F (7.074135 sec): 3 clusters Score: Raw -22749.885167 + Penalty 1545.632333 = -21204.252834 nChanged 14 SP:Iteration 2Q (7.074892 sec): 3 clusters Score: Raw -22776.137720 + Penalty 1545.455805 = -21230.681915 nChanged 9 SP:Iteration 3Q (7.075646 sec): 3 clusters Score: Raw -22797.590562 + Penalty 1544.570479 = -21253.020083 nChanged 5 SP:Iteration 4Q (7.076398 sec): 3 clusters Score: Raw -22810.270905 + Penalty 1543.852247 = -21266.418658 nChanged 3 SP:Iteration 5Q (7.077149 sec): 3 clusters Score: Raw -22815.189784 + Penalty 1543.988096 = -21271.201688 nChanged 3 SP:Iteration 6Q (7.077929 sec): 3 clusters Score: Raw -22822.086534 + Penalty 1543.988096 = -21278.098437 nChanged 0 SP:Iteration 7F (7.078698 sec): 3 clusters Score: Raw -22822.086534 + Penalty 1543.988096 = -21278.098437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 25 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.081231 sec): 2 clusters Score: Raw -21642.840928 + Penalty 213.211101 = -21429.629827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.082019 sec): 3 clusters Score: Raw -21455.641170 + Penalty 429.430289 = -21026.210880 nChanged 121 SP:Iteration 1F (7.082794 sec): 3 clusters Score: Raw -21546.792110 + Penalty 436.325441 = -21110.466669 nChanged 31 SP:Iteration 2F (7.083572 sec): 3 clusters Score: Raw -21574.898666 + Penalty 442.253292 = -21132.645374 nChanged 15 SP:Iteration 3Q (7.084346 sec): 3 clusters Score: Raw -21595.219527 + Penalty 445.675575 = -21149.543951 nChanged 12 SP:Iteration 4Q (7.085111 sec): 3 clusters Score: Raw -21605.218376 + Penalty 452.221411 = -21152.996964 nChanged 10 SP:Iteration 5Q (7.085849 sec): 3 clusters Score: Raw -21612.430940 + Penalty 459.178757 = -21153.252183 nChanged 8 SP:Iteration 6Q (7.086583 sec): 3 clusters Score: Raw -21616.249193 + Penalty 465.489405 = -21150.759788 nChanged 5 SP:Iteration 7F (7.087354 sec): 3 clusters Score: Raw -21618.330817 + Penalty 471.241552 = -21147.089265 nChanged 5 SP:Iteration 8F (7.088128 sec): 3 clusters Score: Raw -21620.302968 + Penalty 478.499778 = -21141.803189 nChanged 5 SP:Iteration 9F (7.088898 sec): 3 clusters Score: Raw -21621.895332 + Penalty 484.411137 = -21137.484194 nChanged 4 SP:Iteration 10F (7.089668 sec): 3 clusters Score: Raw -21623.383894 + Penalty 490.818471 = -21132.565422 nChanged 5 SP:Iteration 11F (7.090439 sec): 3 clusters Score: Raw -21625.471287 + Penalty 496.304079 = -21129.167208 nChanged 3 SP:Iteration 12F (7.091229 sec): 3 clusters Score: Raw -21627.047787 + Penalty 502.133340 = -21124.914446 nChanged 3 SP:Iteration 13F (7.092000 sec): 3 clusters Score: Raw -21627.634541 + Penalty 505.370761 = -21122.263780 nChanged 2 SP:Iteration 14F (7.092771 sec): 3 clusters Score: Raw -21628.165819 + Penalty 511.554803 = -21116.611016 nChanged 4 SP:Iteration 15F (7.093544 sec): 3 clusters Score: Raw -21629.983530 + Penalty 532.103410 = -21097.880120 nChanged 8 SP:Iteration 16F (7.094315 sec): 3 clusters Score: Raw -21634.709286 + Penalty 560.838964 = -21073.870321 nChanged 9 SP:Iteration 17F (7.095086 sec): 3 clusters Score: Raw -21642.314645 + Penalty 603.765502 = -21038.549143 nChanged 13 SP:Iteration 18F (7.095858 sec): 3 clusters Score: Raw -21656.697325 + Penalty 662.335287 = -20994.362038 nChanged 13 SP:Iteration 19F (7.096628 sec): 3 clusters Score: Raw -21671.713009 + Penalty 703.280200 = -20968.432809 nChanged 6 SP:Iteration 20F (7.097421 sec): 3 clusters Score: Raw -21680.275574 + Penalty 729.150368 = -20951.125206 nChanged 3 SP:Iteration 21F (7.098194 sec): 3 clusters Score: Raw -21687.591356 + Penalty 737.892151 = -20949.699205 nChanged 2 SP:Iteration 22F (7.098966 sec): 3 clusters Score: Raw -21689.955509 + Penalty 739.817047 = -20950.138462 nChanged 1 SP:Iteration 23Q (7.099637 sec): 3 clusters Score: Raw -21690.611203 + Penalty 739.817047 = -20950.794156 nChanged 0 SP:Iteration 24F (7.100407 sec): 3 clusters Score: Raw -21690.611203 + Penalty 739.817047 = -20950.794156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.10 GB. Trying to split cluster 87 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.102000 sec): 2 clusters Score: Raw -12989.257602 + Penalty 172.167515 = -12817.090086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.102580 sec): 3 clusters Score: Raw -12894.965353 + Penalty 342.637726 = -12552.327627 nChanged 63 SP:Iteration 1F (7.103154 sec): 3 clusters Score: Raw -12933.004588 + Penalty 342.502140 = -12590.502448 nChanged 11 SP:Iteration 2F (7.103727 sec): 3 clusters Score: Raw -12953.888909 + Penalty 345.095910 = -12608.792999 nChanged 14 SP:Iteration 3F (7.104323 sec): 3 clusters Score: Raw -12968.040976 + Penalty 351.393493 = -12616.647482 nChanged 12 SP:Iteration 4F (7.104887 sec): 3 clusters Score: Raw -12977.729363 + Penalty 361.949261 = -12615.780102 nChanged 14 SP:Iteration 5F (7.105449 sec): 3 clusters Score: Raw -12992.703754 + Penalty 377.293518 = -12615.410236 nChanged 14 SP:Iteration 6F (7.106011 sec): 3 clusters Score: Raw -13003.679254 + Penalty 388.057521 = -12615.621733 nChanged 7 SP:Iteration 7Q (7.106545 sec): 3 clusters Score: Raw -13013.282838 + Penalty 393.583379 = -12619.699458 nChanged 4 SP:Iteration 8Q (7.107076 sec): 3 clusters Score: Raw -13015.897498 + Penalty 398.632377 = -12617.265121 nChanged 2 SP:Iteration 9F (7.107625 sec): 3 clusters Score: Raw -13018.705570 + Penalty 404.693619 = -12614.011951 nChanged 2 SP:Iteration 10F (7.108171 sec): 3 clusters Score: Raw -13021.424155 + Penalty 406.372859 = -12615.051296 nChanged 1 SP:Iteration 11Q (7.108692 sec): 3 clusters Score: Raw -13021.777444 + Penalty 406.372859 = -12615.404585 nChanged 0 SP:Iteration 12F (7.109239 sec): 3 clusters Score: Raw -13021.777444 + Penalty 406.372859 = -12615.404585 nChanged 0 Time taken for this iteration:6.847559 seconds. 300->9 Clusters: Score -641949.623782, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 100 (time per iteration =71.232800 ms) Total iterations: 496 (time per iteration =14.361452 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 853749375.000000 (time per metric unit =8.343526ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 21343734375.000000 (time per metric unit=333.741035ps) That took 7.123280 seconds.