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> ### > attach(NULL, name = "CheckExEnv") > assign(".CheckExEnv", as.environment(2), pos = length(search())) # base > ## add some hooks to label plot pages for base and grid graphics > setHook("plot.new", ".newplot.hook") > setHook("persp", ".newplot.hook") > setHook("grid.newpage", ".gridplot.hook") > > assign("cleanEx", + function(env = .GlobalEnv) { + rm(list = ls(envir = env, all.names = TRUE), envir = env) + RNGkind("default", "default") + set.seed(1) + options(warn = 1) + delayedAssign("T", stop("T used instead of TRUE"), + assign.env = .CheckExEnv) + delayedAssign("F", stop("F used instead of FALSE"), + assign.env = .CheckExEnv) + sch <- search() + newitems <- sch[! sch %in% .oldSearch] + for(item in rev(newitems)) + eval(substitute(detach(item), list(item=item))) + missitems <- .oldSearch[! .oldSearch %in% sch] + if(length(missitems)) + warning("items ", paste(missitems, collapse=", "), + " have been removed from the search path") + }, + env = .CheckExEnv) > assign("..nameEx", "__{must remake R-ex/*.R}__", env = .CheckExEnv) # for now > assign("ptime", proc.time(), env = .CheckExEnv) > grDevices::postscript("papply-Examples.ps") > assign("par.postscript", graphics::par(no.readonly = TRUE), env = .CheckExEnv) > options(contrasts = c(unordered = "contr.treatment", ordered = "contr.poly")) > options(warn = 1) > library('papply') > > assign(".oldSearch", search(), env = .CheckExEnv) > assign(".oldNS", loadedNamespaces(), env = .CheckExEnv) > cleanEx(); ..nameEx <- "papply" > > ### * papply > > flush(stderr()); flush(stdout()) > > ### Name: papply > ### Title: papply > ### Aliases: papply > ### Keywords: utilities > > ### ** Examples > > # A couple trivial examples > library(papply) > > number_lists <- list(1:10,4:40,2:27) > results <- papply(number_lists,sum) Warning in library(package, character.only = TRUE, logical = TRUE, warn.conflicts = warn.conflicts, : there is no package called 'Rmpi' [1] "Running serial version of papply\n" > results [[1]] [1] 55 [[2]] [1] 814 [[3]] [1] 377 > > biased_sum <- function(number_list) { + return(sum(number_list+bias)) + } > results <- papply(number_lists,biased_sum,list(bias=2)) Warning in library(package, character.only = TRUE, logical = TRUE, warn.conflicts = warn.conflicts, : there is no package called 'Rmpi' [1] "Running serial version of papply\n" > results [[1]] [1] 75 [[2]] [1] 888 [[3]] [1] 429 > > # A slightly larger example - training of a neural net over a parameter space. > # Produces information on best rss result for each set of parameters. > # Maintains static random seeds in order to provide reproducible results. > # (This isn't ideal. e.g. RSS not the best measure given variation in > # sizes of test sets. But, it should show closely how papply is really used) > > # Read in libaries and Boston Housing Data > library(papply) > library(MASS) > data(Boston) > > # Generate list of parameter sets > decays <- c(0.2,0.1,0.01) > n_hidden <- c(2,4,6) > parameters <- expand.grid(decays,n_hidden) > > # Set random seeds in order to have reproduceable runs. > # 100 is seed for main process which generates folds. Each task will > # have a random seed of the task number > main_seed <- 100 > seeds <- c(1:nrow(parameters)) > > # Create list of argument sets. Each argument is actually a list of > # decay rate, number of hidden nodes, and random seed > arguments <- list() > for (i in 1:nrow(parameters)) { + arguments[[i]] <- list(decay=parameters[i,1], + hidden=parameters[i,2], + seed=seeds[i]) + } > > # Need to set random seed before generating folds > # Generate random fold labels > set.seed(main_seed) > folds <- sample(rep(1:10,length=nrow(Boston))) > > # Make a list of all shared data that should exist in all slaves in the > # cluster > shared_data <- list(folds=folds,Boston=Boston) > > > # Create function to run on the slave nodes. > # arg is a list with decay, hidden, and seed elements > try_networks <- function(arg) { + # Make sure nnet library is loaded. + # NOTE: notice that nnet is not loaded above for the master - it doesn't + # need it. It is loaded here because the slaves need it to be + # loaded. The is.loaded function is used to test if the nnet + # function has been loaded. If not, it loads the nnet library. + if (!is.loaded("nnet")) { + library("nnet") + } + + # Set the random seed to the provided value + set.seed(arg$seed) + + # Set up a matrix to store the rss values from produced nets + rss_values <- array(0,dim=c(10,5)) + + # For each train/test combination + for (i in 1:10) { + # Try 5 times + for (j in 1:5) { + # Build a net to predict home value based on other 13 values. + trained_net <- nnet(Boston[folds!=i,1:13], Boston[folds!=i,14], + size=arg$hidden, decay=arg$hidden, + linout=TRUE) + # Try building predictions based on the net generated. + test <- predict(trained_net, Boston[folds==i,1:13],type="raw") + # Compute and store the rss values. + rss <- sqrt(sum((Boston[folds==i,14] - test)^2)) + rss_values[i,j] <- rss + } + } + + # Return the rss value of the neural net which had the lowest + # rss value against predictions on the test set. + return(min(rss_values)) + } > > # Call the above function for all sets of parameters > results <- papply(arguments, try_networks, shared_data) Warning in library(package, character.only = TRUE, logical = TRUE, warn.conflicts = warn.conflicts, : there is no package called 'Rmpi' [1] "Running serial version of papply\n" # weights: 31 initial value 266606.564238 iter 10 value 40446.221057 iter 20 value 39608.728143 iter 30 value 35030.363585 iter 40 value 33365.785474 iter 50 value 31988.847656 iter 60 value 30346.096091 iter 70 value 28989.878578 iter 80 value 22939.489945 iter 90 value 20485.144663 iter 100 value 18514.996368 final value 18514.996368 stopped after 100 iterations # weights: 31 initial value 266709.268949 iter 10 value 40000.086055 iter 20 value 32285.703584 iter 30 value 29916.608203 iter 40 value 23012.769942 iter 50 value 14659.412781 iter 60 value 11971.360209 iter 70 value 10796.700343 iter 80 value 10709.449501 iter 90 value 10696.825828 iter 100 value 10380.958580 final value 10380.958580 stopped after 100 iterations # weights: 31 initial value 282664.585072 iter 10 value 39696.253332 iter 20 value 39496.398596 iter 30 value 33103.600384 iter 40 value 27083.949413 iter 50 value 23467.984911 iter 60 value 22671.987028 iter 70 value 21991.013747 iter 80 value 19263.826178 iter 90 value 17179.835938 iter 100 value 15361.588642 final value 15361.588642 stopped after 100 iterations # weights: 31 initial value 276479.363369 iter 10 value 46618.264974 iter 20 value 32445.588855 iter 30 value 31339.049276 iter 40 value 30841.365296 iter 50 value 29930.784611 iter 60 value 26492.802075 iter 70 value 22925.680395 iter 80 value 20215.236333 iter 90 value 17913.660232 iter 100 value 16004.329722 final value 16004.329722 stopped after 100 iterations # weights: 31 initial value 282294.656167 iter 10 value 40846.249889 iter 20 value 29312.483924 iter 30 value 23039.582769 iter 40 value 20790.530409 iter 50 value 15725.331780 iter 60 value 14142.163832 iter 70 value 12422.612434 iter 80 value 11497.066465 iter 90 value 8390.123481 iter 100 value 8009.504253 final value 8009.504253 stopped after 100 iterations # weights: 31 initial value 284241.399114 iter 10 value 42683.321540 iter 20 value 40995.024897 iter 30 value 33658.544369 iter 40 value 29798.075740 iter 50 value 22477.052209 iter 60 value 18956.640042 iter 70 value 18403.509210 iter 80 value 16937.453902 iter 90 value 14751.054961 iter 100 value 13651.371837 final value 13651.371837 stopped after 100 iterations # weights: 31 initial value 263235.125373 iter 10 value 41361.323764 iter 20 value 41354.673358 iter 30 value 34975.639326 iter 40 value 27714.874736 iter 50 value 22157.701178 iter 60 value 19307.520898 iter 70 value 17540.987993 iter 80 value 16783.496333 iter 90 value 15266.924154 iter 100 value 13438.952158 final value 13438.952158 stopped after 100 iterations # weights: 31 initial value 286499.633091 iter 10 value 40184.854346 iter 20 value 34476.464357 iter 30 value 32782.496614 iter 40 value 28275.089476 iter 50 value 25572.060775 iter 60 value 20933.885311 iter 70 value 19985.970334 iter 80 value 18399.270897 iter 90 value 16385.952667 iter 100 value 14853.701297 final value 14853.701297 stopped after 100 iterations # weights: 31 initial value 283805.673392 iter 10 value 44161.740028 iter 20 value 35329.131187 iter 30 value 33660.957159 iter 40 value 30710.180449 iter 50 value 24739.108500 iter 60 value 23913.518328 iter 70 value 23174.085442 iter 80 value 21059.779548 iter 90 value 19601.782781 iter 100 value 16968.390400 final value 16968.390400 stopped after 100 iterations # weights: 31 initial value 270402.612297 iter 10 value 42410.913873 iter 20 value 41880.072933 iter 30 value 39230.199271 iter 40 value 37167.342800 iter 50 value 33138.370083 iter 60 value 28868.821616 iter 70 value 27177.306576 iter 80 value 23793.450884 iter 90 value 17199.955068 iter 100 value 14765.166892 final value 14765.166892 stopped after 100 iterations # weights: 31 initial value 252415.436464 iter 10 value 40585.894161 iter 20 value 38242.409515 iter 30 value 38055.017206 iter 40 value 38052.829901 iter 50 value 30782.991505 iter 60 value 27664.314533 iter 70 value 24692.235893 iter 80 value 23547.463794 iter 90 value 21652.241853 iter 100 value 19454.543214 final value 19454.543214 stopped after 100 iterations # weights: 31 initial value 265312.295969 iter 10 value 38058.378411 iter 20 value 38052.828339 iter 30 value 31580.024256 iter 40 value 30729.134740 iter 50 value 25629.080767 iter 60 value 22118.033067 iter 70 value 21126.569127 iter 80 value 20281.426864 iter 90 value 17812.095419 iter 100 value 15168.856686 final value 15168.856686 stopped after 100 iterations # weights: 31 initial value 258609.857902 iter 10 value 38811.951087 iter 20 value 38061.123530 iter 30 value 33411.063863 iter 40 value 31101.731072 iter 50 value 30889.116233 iter 60 value 30406.761852 iter 70 value 27913.383453 iter 80 value 25056.671513 iter 90 value 24756.919259 iter 100 value 24502.569417 final value 24502.569417 stopped after 100 iterations # weights: 31 initial value 280879.851071 iter 10 value 37913.653296 iter 20 value 37886.302226 iter 30 value 33081.366746 iter 40 value 31199.436947 iter 50 value 29936.100224 iter 60 value 29373.877342 iter 70 value 28577.894702 iter 80 value 21846.966980 iter 90 value 19288.178685 iter 100 value 17655.900533 final value 17655.900533 stopped after 100 iterations # weights: 31 initial value 280834.681805 iter 10 value 38883.619233 iter 20 value 33891.072528 iter 30 value 31576.921496 iter 40 value 30436.798366 iter 50 value 29978.545010 iter 60 value 28813.900360 iter 70 value 28435.585517 iter 80 value 27738.265954 iter 90 value 23615.997657 iter 100 value 17280.241012 final value 17280.241012 stopped after 100 iterations # weights: 31 initial value 276549.892865 iter 10 value 40503.286122 iter 20 value 32335.703965 iter 30 value 29457.657336 iter 40 value 27079.114018 iter 50 value 24813.362048 iter 60 value 23141.415329 iter 70 value 22325.192781 iter 80 value 21553.582023 iter 90 value 20998.121358 iter 100 value 20381.861108 final value 20381.861108 stopped after 100 iterations # weights: 31 initial value 249641.741490 iter 10 value 39167.026491 iter 20 value 34461.739112 iter 30 value 34273.511436 iter 40 value 25896.440767 iter 50 value 23817.091978 iter 60 value 20932.332720 iter 70 value 15919.863962 iter 80 value 12849.502283 iter 90 value 10342.559645 iter 100 value 10293.046644 final value 10293.046644 stopped after 100 iterations # weights: 31 initial value 284193.498336 iter 10 value 38146.148054 iter 20 value 27496.319878 iter 30 value 22604.586637 iter 40 value 17050.540631 iter 50 value 16026.534450 iter 60 value 13787.677689 iter 70 value 11296.472677 iter 80 value 9271.942119 iter 90 value 8240.425710 iter 100 value 8069.987743 final value 8069.987743 stopped after 100 iterations # weights: 31 initial value 265005.931235 iter 10 value 37638.541497 iter 20 value 37630.587528 iter 30 value 33793.571643 iter 40 value 29523.220041 iter 50 value 29168.058750 iter 60 value 25117.582123 iter 70 value 22713.319647 iter 80 value 20468.647505 iter 90 value 19739.800177 iter 100 value 18015.406471 final value 18015.406471 stopped after 100 iterations # weights: 31 initial value 277095.477764 iter 10 value 34982.213342 iter 20 value 30743.069859 iter 30 value 29861.709062 iter 40 value 29165.838680 iter 50 value 27294.847542 iter 60 value 26160.798937 iter 70 value 22009.469565 iter 80 value 17815.577415 iter 90 value 14178.305755 iter 100 value 13114.338054 final value 13114.338054 stopped after 100 iterations # weights: 31 initial value 250257.393895 iter 10 value 39351.285680 iter 20 value 29855.280814 iter 30 value 28925.602054 iter 40 value 26776.389494 iter 50 value 25604.933174 iter 60 value 24069.747865 iter 70 value 20510.509329 iter 80 value 19478.199793 iter 90 value 17380.383752 iter 100 value 16654.453477 final value 16654.453477 stopped after 100 iterations # weights: 31 initial value 266815.067082 iter 10 value 38415.061951 iter 20 value 34117.875453 iter 30 value 29951.819489 iter 40 value 29595.790383 iter 50 value 24442.973894 iter 60 value 21691.699337 iter 70 value 20508.928314 iter 80 value 18943.302365 iter 90 value 18063.862131 iter 100 value 17505.148846 final value 17505.148846 stopped after 100 iterations # weights: 31 initial value 273185.418094 iter 10 value 43043.762501 iter 20 value 33009.964564 iter 30 value 28308.080475 iter 40 value 22502.276361 iter 50 value 18187.831696 iter 60 value 16511.325492 iter 70 value 13405.408853 iter 80 value 12275.700205 iter 90 value 11022.103874 iter 100 value 9943.411741 final value 9943.411741 stopped after 100 iterations # weights: 31 initial value 265133.270486 iter 10 value 40254.387742 iter 20 value 33818.639935 iter 30 value 30238.790880 iter 40 value 19867.601295 iter 50 value 12947.421570 iter 60 value 10483.371310 iter 70 value 10441.401188 iter 80 value 10414.854437 iter 90 value 10408.222409 iter 100 value 10408.144055 final value 10408.144055 stopped after 100 iterations # 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weights: 31 initial value 258874.874892 iter 10 value 39505.829853 iter 20 value 39495.846667 iter 30 value 35518.116775 iter 40 value 27946.811000 iter 50 value 24253.860443 iter 60 value 17275.931821 iter 70 value 15388.146237 iter 80 value 13716.427386 iter 90 value 12513.093798 iter 100 value 12393.889026 final value 12393.889026 stopped after 100 iterations # weights: 31 initial value 265655.952091 iter 10 value 39501.936278 iter 20 value 39495.801727 iter 30 value 36313.859564 iter 40 value 34857.342995 iter 50 value 26959.543985 iter 60 value 18580.609876 iter 70 value 16688.296614 iter 80 value 14431.822013 iter 90 value 13635.242222 iter 100 value 11049.323155 final value 11049.323155 stopped after 100 iterations # weights: 31 initial value 269444.164033 iter 10 value 40231.990047 iter 20 value 33979.910038 iter 30 value 31270.248542 iter 40 value 30845.261363 iter 50 value 29612.072449 iter 60 value 26679.831285 iter 70 value 24338.667334 iter 80 value 18740.070652 iter 90 value 15802.532082 iter 100 value 12765.391127 final value 12765.391127 stopped after 100 iterations # weights: 31 initial value 264695.771918 iter 10 value 35759.161180 iter 20 value 32196.935015 iter 30 value 30102.296191 iter 40 value 24539.277970 iter 50 value 21493.359262 iter 60 value 19842.647383 iter 70 value 17652.263421 iter 80 value 15134.346302 iter 90 value 13644.251335 iter 100 value 11471.655950 final value 11471.655950 stopped after 100 iterations # weights: 31 initial value 269843.228126 iter 10 value 43637.461899 iter 20 value 27407.428013 iter 30 value 24309.845457 iter 40 value 23534.136288 iter 50 value 22527.433296 iter 60 value 20807.337336 iter 70 value 18897.545466 iter 80 value 17999.475262 iter 90 value 13687.681923 iter 100 value 9839.273802 final value 9839.273802 stopped after 100 iterations # weights: 31 initial value 267589.721645 iter 10 value 41364.804995 iter 20 value 41354.713407 iter 30 value 36488.531470 iter 40 value 31728.108046 iter 50 value 26796.983313 iter 60 value 24179.767533 iter 70 value 23209.078138 iter 80 value 22161.915105 iter 90 value 20178.544588 iter 100 value 19360.856016 final value 19360.856016 stopped after 100 iterations # weights: 31 initial value 267992.731586 iter 10 value 33609.775834 iter 20 value 32432.615897 iter 30 value 29670.486696 iter 40 value 27392.765876 iter 50 value 27015.028004 iter 60 value 22476.039271 iter 70 value 20828.020396 iter 80 value 19263.806812 iter 90 value 18134.300009 iter 100 value 17440.094910 final value 17440.094910 stopped after 100 iterations # weights: 31 initial value 275092.830450 iter 10 value 42054.229564 iter 20 value 37282.649484 iter 30 value 33847.178966 iter 40 value 32321.412798 iter 50 value 26359.300023 iter 60 value 25063.926141 iter 70 value 24624.618060 iter 80 value 21955.071921 iter 90 value 21378.811376 iter 100 value 19649.220992 final value 19649.220992 stopped after 100 iterations # weights: 31 initial value 275418.344881 iter 10 value 47576.280742 iter 20 value 36898.250780 iter 30 value 32756.764191 iter 40 value 31713.721798 iter 50 value 30652.410551 iter 60 value 30283.414428 iter 70 value 29633.162222 iter 80 value 27017.291735 iter 90 value 22415.233220 iter 100 value 19091.864609 final value 19091.864609 stopped after 100 iterations # weights: 31 initial value 256036.270849 iter 10 value 38888.207690 iter 20 value 31760.702427 iter 30 value 27365.706108 iter 40 value 23934.921852 iter 50 value 20217.780696 iter 60 value 18487.922208 iter 70 value 17507.025372 iter 80 value 16805.431643 iter 90 value 15551.688871 iter 100 value 15012.399973 final value 15012.399973 stopped after 100 iterations # weights: 31 initial value 268613.660118 iter 10 value 38437.400447 iter 20 value 28822.706650 iter 30 value 23603.288911 iter 40 value 17318.163958 iter 50 value 14779.443458 iter 60 value 13374.148238 iter 70 value 12806.150632 iter 80 value 12500.284403 iter 90 value 12188.167034 iter 100 value 11740.138742 final value 11740.138742 stopped after 100 iterations # weights: 31 initial value 262726.738867 iter 10 value 38380.094376 iter 20 value 33672.866691 iter 30 value 31119.240362 iter 40 value 30315.082310 iter 50 value 29956.673914 iter 60 value 26611.715417 iter 70 value 25605.342039 iter 80 value 22806.136335 iter 90 value 20931.421614 iter 100 value 19136.729178 final value 19136.729178 stopped after 100 iterations # weights: 31 initial value 254479.434045 iter 10 value 34609.763443 iter 20 value 28469.736150 iter 30 value 26900.517499 iter 40 value 21987.604095 iter 50 value 19947.300399 iter 60 value 18667.449206 iter 70 value 16600.728699 iter 80 value 15109.308939 iter 90 value 14018.687910 iter 100 value 10746.667033 final value 10746.667033 stopped after 100 iterations # weights: 31 initial value 287004.883940 iter 10 value 38075.959227 iter 20 value 34073.534065 iter 30 value 30670.271988 iter 40 value 29605.389882 iter 50 value 24633.274787 iter 60 value 23568.348239 iter 70 value 21251.629974 iter 80 value 19934.660647 iter 90 value 19284.354158 iter 100 value 18594.168253 final value 18594.168253 stopped after 100 iterations # weights: 31 initial value 259986.807233 iter 10 value 38404.473878 iter 20 value 32529.553047 iter 30 value 29473.565218 iter 40 value 23659.054115 iter 50 value 21804.364543 iter 60 value 21186.161430 iter 70 value 20137.975867 iter 80 value 18990.747109 iter 90 value 18026.226292 iter 100 value 17135.473822 final value 17135.473822 stopped after 100 iterations # weights: 31 initial value 296768.454095 iter 10 value 39866.114714 iter 20 value 32193.182017 iter 30 value 29334.459601 iter 40 value 25343.231725 iter 50 value 23457.970363 iter 60 value 19848.456347 iter 70 value 18300.165643 iter 80 value 16115.230419 iter 90 value 13037.412149 iter 100 value 11291.221850 final value 11291.221850 stopped after 100 iterations # weights: 31 initial value 269335.762347 iter 10 value 39231.621550 iter 20 value 37650.131721 iter 30 value 32641.492038 iter 40 value 29582.287415 iter 50 value 21506.814309 iter 60 value 15831.378990 iter 70 value 11593.908470 iter 80 value 10461.553677 iter 90 value 9365.872091 iter 100 value 8800.390171 final value 8800.390171 stopped after 100 iterations # weights: 31 initial value 268226.622640 iter 10 value 37522.359044 iter 20 value 37465.132940 iter 30 value 31517.760676 iter 40 value 31488.422980 iter 50 value 30938.833820 iter 60 value 30358.891957 iter 70 value 28406.319060 iter 80 value 24145.593768 iter 90 value 17502.849113 iter 100 value 14814.560235 final value 14814.560235 stopped after 100 iterations # weights: 31 initial value 261432.185398 iter 10 value 37996.263116 iter 20 value 33120.912861 iter 30 value 32139.841664 iter 40 value 31240.974456 iter 50 value 19854.278346 iter 60 value 15299.687718 iter 70 value 13931.143126 iter 80 value 12354.447994 iter 90 value 11936.412065 iter 100 value 10923.593070 final value 10923.593070 stopped after 100 iterations # weights: 31 initial value 267933.099284 iter 10 value 37789.396533 iter 20 value 37771.717686 iter 30 value 32930.415121 iter 40 value 30866.949701 iter 50 value 28126.740443 iter 60 value 20867.720823 iter 70 value 18956.084827 iter 80 value 16807.823036 iter 90 value 15624.100837 iter 100 value 14348.611829 final value 14348.611829 stopped after 100 iterations # weights: 31 initial value 284658.613412 iter 10 value 30248.881474 iter 20 value 26924.160109 iter 30 value 25770.378228 iter 40 value 20264.190875 iter 50 value 19337.688942 iter 60 value 17326.435608 iter 70 value 16811.169008 iter 80 value 13363.430722 iter 90 value 9747.190389 iter 100 value 9027.990068 final value 9027.990068 stopped after 100 iterations # weights: 31 initial value 274877.903000 iter 10 value 30270.208963 iter 20 value 26632.612648 iter 30 value 21693.999598 iter 40 value 19774.766969 iter 50 value 18974.882254 iter 60 value 17762.614703 iter 70 value 16892.311684 iter 80 value 14398.634180 iter 90 value 12835.036627 iter 100 value 9561.410374 final value 9561.410374 stopped after 100 iterations # weights: 31 initial value 257950.979050 iter 10 value 39771.488411 iter 20 value 36684.335116 iter 30 value 28864.842480 iter 40 value 25886.421989 iter 50 value 23141.035570 iter 60 value 21453.539044 iter 70 value 19523.346614 iter 80 value 17964.968054 iter 90 value 16811.323691 iter 100 value 16227.875231 final value 16227.875231 stopped after 100 iterations # weights: 31 initial value 270763.880588 iter 10 value 39150.728256 iter 20 value 34177.036981 iter 30 value 30898.846211 iter 40 value 19717.365576 iter 50 value 15658.602993 iter 60 value 14706.844170 iter 70 value 13767.100885 iter 80 value 10514.798637 iter 90 value 8263.667427 iter 100 value 7702.501287 final value 7702.501287 stopped after 100 iterations # weights: 31 initial value 263711.124830 iter 10 value 32504.972608 iter 20 value 25043.431293 iter 30 value 20246.103167 iter 40 value 19254.020073 iter 50 value 16922.463006 iter 60 value 13090.535613 iter 70 value 11583.340498 iter 80 value 9219.854707 iter 90 value 8126.665370 iter 100 value 7870.397228 final value 7870.397228 stopped after 100 iterations # weights: 31 initial value 275024.307575 iter 10 value 34892.130083 iter 20 value 28699.047082 iter 30 value 26740.439507 iter 40 value 26216.054159 iter 50 value 25756.824695 iter 60 value 25398.292114 iter 70 value 24810.588471 iter 80 value 22716.793843 iter 90 value 18871.784277 iter 100 value 16017.935997 final value 16017.935997 stopped after 100 iterations # weights: 31 initial value 246501.388961 iter 10 value 39701.830256 iter 20 value 38683.426821 iter 30 value 34320.786162 iter 40 value 30668.815470 iter 50 value 27177.958503 iter 60 value 25670.226366 iter 70 value 23464.604546 iter 80 value 20039.483244 iter 90 value 19028.015173 iter 100 value 17616.729970 final value 17616.729970 stopped after 100 iterations # weights: 31 initial value 276878.689104 iter 10 value 37411.552767 iter 20 value 28594.788041 iter 30 value 22376.945175 iter 40 value 18197.019157 iter 50 value 17044.836607 iter 60 value 13744.963482 iter 70 value 10818.346760 iter 80 value 9531.836419 iter 90 value 9467.507518 iter 100 value 9447.624123 final value 9447.624123 stopped after 100 iterations # weights: 31 initial value 274522.064266 iter 10 value 40660.375582 iter 20 value 39232.871401 iter 30 value 28315.789173 iter 40 value 25023.350408 iter 50 value 22968.877428 iter 60 value 20513.767359 iter 70 value 19035.294960 iter 80 value 17865.476874 iter 90 value 16673.840848 iter 100 value 15886.874846 final value 15886.874846 stopped after 100 iterations # weights: 31 initial value 288570.912878 iter 10 value 39484.955666 iter 20 value 39475.301138 iter 30 value 34300.675792 iter 40 value 31996.515742 iter 50 value 29906.093594 iter 60 value 28565.220282 iter 70 value 26114.283919 iter 80 value 25840.791211 iter 90 value 25053.788666 iter 100 value 20373.354168 final value 20373.354168 stopped after 100 iterations # weights: 31 initial value 260448.858633 iter 10 value 35849.853168 iter 20 value 33986.966045 iter 30 value 31876.873378 iter 40 value 27813.654041 iter 50 value 23194.703461 iter 60 value 21618.190982 iter 70 value 18627.609055 iter 80 value 16038.238775 iter 90 value 14657.011769 iter 100 value 14139.461334 final value 14139.461334 stopped after 100 iterations # weights: 31 initial value 281364.074291 iter 10 value 39569.359943 iter 20 value 29399.267707 iter 30 value 23740.940740 iter 40 value 21579.913659 iter 50 value 19061.521016 iter 60 value 16879.301856 iter 70 value 15421.053201 iter 80 value 14562.774747 iter 90 value 13782.868583 iter 100 value 12472.163684 final value 12472.163684 stopped after 100 iterations # weights: 31 initial value 258863.104984 iter 10 value 39333.619273 iter 20 value 39306.458027 iter 30 value 35416.154253 iter 40 value 32505.811740 iter 50 value 30008.454258 iter 60 value 25856.739282 iter 70 value 25378.033625 iter 80 value 24795.652394 iter 90 value 24536.151393 iter 100 value 21537.118085 final value 21537.118085 stopped after 100 iterations # weights: 31 initial value 287365.550824 iter 10 value 39341.073673 iter 20 value 39306.531770 iter 30 value 32594.584872 iter 40 value 25150.153969 iter 50 value 21943.949708 iter 60 value 21176.511485 iter 70 value 17521.382156 iter 80 value 14498.977293 iter 90 value 12480.154149 iter 100 value 9756.808606 final value 9756.808606 stopped after 100 iterations # weights: 31 initial value 286140.456094 iter 10 value 43481.835742 iter 20 value 39342.596312 iter 30 value 31377.027594 iter 40 value 30796.076722 iter 50 value 29544.553632 iter 60 value 24467.419246 iter 70 value 22272.423975 iter 80 value 17266.653831 iter 90 value 16455.314196 iter 100 value 15347.309227 final value 15347.309227 stopped after 100 iterations # weights: 31 initial value 271592.134844 iter 10 value 40323.020419 iter 20 value 40312.943702 iter 30 value 36666.766986 iter 40 value 31315.939119 iter 50 value 28940.601845 iter 60 value 27255.150891 iter 70 value 24588.213825 iter 80 value 24054.581657 iter 90 value 23624.028893 iter 100 value 23024.160595 final value 23024.160595 stopped after 100 iterations # weights: 31 initial value 281294.992241 iter 10 value 36977.042787 iter 20 value 36638.063553 iter 30 value 36586.017873 iter 40 value 27845.494636 iter 50 value 27280.841606 iter 60 value 26093.633588 iter 70 value 25611.319209 iter 80 value 25290.585514 iter 90 value 25134.632167 iter 100 value 22635.867652 final value 22635.867652 stopped after 100 iterations # weights: 31 initial value 278433.689611 iter 10 value 41742.158728 iter 20 value 36929.641905 iter 30 value 36880.098657 iter 40 value 35691.485324 iter 50 value 29534.627447 iter 60 value 25393.906625 iter 70 value 16858.949164 iter 80 value 14098.669017 iter 90 value 12098.708053 iter 100 value 11320.980648 final value 11320.980648 stopped after 100 iterations # weights: 31 initial value 264242.188833 iter 10 value 40442.937966 iter 20 value 40316.687130 iter 30 value 33241.608697 iter 40 value 27096.027802 iter 50 value 25225.571365 iter 60 value 20852.535817 iter 70 value 19639.494150 iter 80 value 18346.362834 iter 90 value 17106.966639 iter 100 value 15982.167609 final value 15982.167609 stopped after 100 iterations # weights: 31 initial value 272653.760183 iter 10 value 43553.172982 iter 20 value 42226.187116 iter 30 value 33127.977486 iter 40 value 32094.945670 iter 50 value 30893.924143 iter 60 value 29944.450755 iter 70 value 28563.123973 iter 80 value 25483.238068 iter 90 value 22749.163247 iter 100 value 21042.124294 final value 21042.124294 stopped after 100 iterations # weights: 31 initial value 270760.790995 iter 10 value 35902.361983 iter 20 value 31736.501784 iter 30 value 25110.530833 iter 40 value 18324.756013 iter 50 value 16035.780343 iter 60 value 13467.800115 iter 70 value 13010.366702 iter 80 value 12281.620960 iter 90 value 11390.304427 iter 100 value 10175.187368 final value 10175.187368 stopped after 100 iterations # weights: 31 initial value 271008.556020 iter 10 value 40347.918763 iter 20 value 40132.020164 iter 30 value 36109.853676 iter 40 value 34530.999240 iter 50 value 34489.199189 iter 60 value 33985.263110 iter 70 value 30327.509443 iter 80 value 23843.590332 iter 90 value 19055.996559 iter 100 value 18275.653295 final value 18275.653295 stopped after 100 iterations # weights: 31 initial value 276076.242736 iter 10 value 39731.136781 iter 20 value 35621.573917 iter 30 value 30637.222993 iter 40 value 27364.803610 iter 50 value 25752.179691 iter 60 value 23744.865916 iter 70 value 20023.782348 iter 80 value 19138.581496 iter 90 value 16739.098588 iter 100 value 14959.729913 final value 14959.729913 stopped after 100 iterations # weights: 31 initial value 282552.458327 iter 10 value 39232.239086 iter 20 value 25116.049989 iter 30 value 24560.760054 iter 40 value 23938.546282 iter 50 value 22378.695221 iter 60 value 19702.773608 iter 70 value 15843.628692 iter 80 value 15272.461935 iter 90 value 14645.150955 iter 100 value 14031.032783 final value 14031.032783 stopped after 100 iterations # weights: 31 initial value 240660.791823 iter 10 value 33270.764722 iter 20 value 32630.689530 iter 30 value 32198.296576 iter 40 value 29187.696091 iter 50 value 24483.998713 iter 60 value 23890.675311 iter 70 value 23724.532562 iter 80 value 20867.407276 iter 90 value 18655.111485 iter 100 value 17849.191528 final value 17849.191528 stopped after 100 iterations # weights: 31 initial value 277885.841378 iter 10 value 36552.284774 iter 20 value 36516.918509 iter 30 value 32479.427216 iter 40 value 30037.762947 iter 50 value 29510.704066 iter 60 value 29175.653343 iter 70 value 28205.583777 iter 80 value 22738.270891 iter 90 value 20401.133274 iter 100 value 16652.958935 final value 16652.958935 stopped after 100 iterations # weights: 31 initial value 260644.628638 iter 10 value 36954.697422 iter 20 value 33328.243328 iter 30 value 31165.669697 iter 40 value 24655.067529 iter 50 value 22873.494125 iter 60 value 22578.546326 iter 70 value 22194.436566 iter 80 value 21792.010135 iter 90 value 21154.604869 iter 100 value 20328.799699 final value 20328.799699 stopped after 100 iterations # weights: 31 initial value 277349.371538 iter 10 value 36686.685730 iter 20 value 32720.655564 iter 30 value 28108.398402 iter 40 value 20186.639724 iter 50 value 18127.971338 iter 60 value 14358.467582 iter 70 value 12926.999219 iter 80 value 10449.238116 iter 90 value 9773.920284 iter 100 value 9596.452714 final value 9596.452714 stopped after 100 iterations # weights: 31 initial value 275391.804982 iter 10 value 33308.882317 iter 20 value 28511.067823 iter 30 value 24359.199309 iter 40 value 20773.586608 iter 50 value 18768.088571 iter 60 value 18107.458573 iter 70 value 15745.379158 iter 80 value 14898.072100 iter 90 value 14253.645278 iter 100 value 14097.098303 final value 14097.098303 stopped after 100 iterations # weights: 31 initial value 270183.497095 iter 10 value 47414.227109 iter 20 value 42375.928264 iter 30 value 41995.545148 iter 40 value 39350.478561 iter 50 value 39340.177410 iter 60 value 34674.375836 iter 70 value 31198.323350 iter 80 value 27424.619849 iter 90 value 21748.410039 iter 100 value 14728.290714 final value 14728.290714 stopped after 100 iterations # weights: 31 initial value 283775.359620 iter 10 value 38813.378089 iter 20 value 33658.761999 iter 30 value 33331.599467 iter 40 value 32928.886777 iter 50 value 32674.306273 iter 60 value 29560.249800 iter 70 value 26843.823720 iter 80 value 20317.695130 iter 90 value 16622.830301 iter 100 value 14880.140834 final value 14880.140834 stopped after 100 iterations # weights: 31 initial value 297381.929644 iter 10 value 45990.901428 iter 20 value 37183.218374 iter 30 value 33851.696920 iter 40 value 31714.340289 iter 50 value 30233.507486 iter 60 value 27817.643964 iter 70 value 20944.006143 iter 80 value 19129.878684 iter 90 value 17739.443336 iter 100 value 16615.788002 final value 16615.788002 stopped after 100 iterations # weights: 31 initial value 268291.921254 iter 10 value 39561.492144 iter 20 value 39340.350796 iter 30 value 36385.143854 iter 40 value 32914.172880 iter 50 value 31962.621683 iter 60 value 31151.884906 iter 70 value 21016.004585 iter 80 value 16510.624077 iter 90 value 14215.031923 iter 100 value 12597.950226 final value 12597.950226 stopped after 100 iterations # weights: 31 initial value 261659.760406 iter 10 value 34090.660851 iter 20 value 29097.598523 iter 30 value 28706.110316 iter 40 value 24188.995235 iter 50 value 22597.383127 iter 60 value 22035.657503 iter 70 value 21403.360170 iter 80 value 18562.310536 iter 90 value 16915.449643 iter 100 value 14957.436617 final value 14957.436617 stopped after 100 iterations # weights: 31 initial value 290240.222488 iter 10 value 35709.928188 iter 20 value 31313.004493 iter 30 value 30494.696203 iter 40 value 22988.941640 iter 50 value 18571.791195 iter 60 value 18256.823263 iter 70 value 17008.127038 iter 80 value 16275.452582 iter 90 value 14896.469694 iter 100 value 12264.219194 final value 12264.219194 stopped after 100 iterations # weights: 31 initial value 283936.158868 iter 10 value 41184.183621 iter 20 value 34394.265936 iter 30 value 30978.408024 iter 40 value 25648.962328 iter 50 value 13357.192276 iter 60 value 11936.679390 iter 70 value 10486.977251 iter 80 value 10135.427236 iter 90 value 8957.586439 iter 100 value 8393.854318 final value 8393.854318 stopped after 100 iterations # weights: 31 initial value 280043.869770 iter 10 value 42374.198169 iter 20 value 36579.472668 iter 30 value 33329.414163 iter 40 value 29297.316644 iter 50 value 25645.657105 iter 60 value 18259.770672 iter 70 value 14341.406791 iter 80 value 13758.612788 iter 90 value 12957.634691 iter 100 value 12421.584941 final value 12421.584941 stopped after 100 iterations # weights: 31 initial value 306991.743805 iter 10 value 41514.250142 iter 20 value 41486.023933 iter 30 value 32613.942427 iter 40 value 32050.860779 iter 50 value 31734.859149 iter 60 value 29763.123207 iter 70 value 26659.661648 iter 80 value 22131.351606 iter 90 value 19761.765519 iter 100 value 17976.846565 final value 17976.846565 stopped after 100 iterations # weights: 31 initial value 251537.513591 iter 10 value 35038.743008 iter 20 value 34330.268073 iter 30 value 32246.276054 iter 40 value 31865.180155 iter 50 value 29291.599960 iter 60 value 28123.613268 iter 70 value 22327.856499 iter 80 value 20706.707574 iter 90 value 18762.499850 iter 100 value 17638.905929 final value 17638.905929 stopped after 100 iterations # weights: 31 initial value 262693.361231 iter 10 value 39929.734685 iter 20 value 33388.372240 iter 30 value 19334.611744 iter 40 value 15035.716394 iter 50 value 14081.395638 iter 60 value 12403.821782 iter 70 value 11207.090322 iter 80 value 8604.108875 iter 90 value 7678.044215 iter 100 value 7535.955430 final value 7535.955430 stopped after 100 iterations # weights: 31 initial value 276896.888028 iter 10 value 41863.967855 iter 20 value 31529.057397 iter 30 value 29637.484067 iter 40 value 27502.780775 iter 50 value 25148.380804 iter 60 value 24597.861436 iter 70 value 22974.444200 iter 80 value 21444.526849 iter 90 value 18543.401759 iter 100 value 16887.080436 final value 16887.080436 stopped after 100 iterations # weights: 31 initial value 274533.018404 iter 10 value 38192.974720 iter 20 value 38053.871553 iter 30 value 38052.800247 iter 40 value 30370.409848 iter 50 value 29182.789252 iter 60 value 26976.950725 iter 70 value 26405.488964 iter 80 value 25331.121731 iter 90 value 23097.270765 iter 100 value 21193.674239 final value 21193.674239 stopped after 100 iterations # weights: 31 initial value 274253.246354 iter 10 value 38080.667269 iter 20 value 38068.919328 iter 30 value 33296.215930 iter 40 value 25492.693258 iter 50 value 24500.865502 iter 60 value 23258.177738 iter 70 value 22412.271558 iter 80 value 21635.213625 iter 90 value 19912.232641 iter 100 value 16847.520717 final value 16847.520717 stopped after 100 iterations # weights: 31 initial value 271107.852082 iter 10 value 39001.102369 iter 20 value 38063.754150 iter 30 value 32781.631719 iter 40 value 30141.636332 iter 50 value 26431.354856 iter 60 value 21174.364609 iter 70 value 17690.537584 iter 80 value 13087.628173 iter 90 value 10366.964311 iter 100 value 9410.161449 final value 9410.161449 stopped after 100 iterations # weights: 31 initial value 261907.842126 iter 10 value 37599.265839 iter 20 value 37511.215740 iter 30 value 37491.253742 iter 40 value 30937.448769 iter 50 value 30571.420662 iter 60 value 28340.039728 iter 70 value 27109.944469 iter 80 value 25466.076784 iter 90 value 21246.099308 iter 100 value 14576.687440 final value 14576.687440 stopped after 100 iterations # weights: 31 initial value 284240.278170 iter 10 value 47183.061401 iter 20 value 38131.795340 iter 30 value 30884.403852 iter 40 value 29766.585665 iter 50 value 28107.253201 iter 60 value 26437.351890 iter 70 value 22073.942447 iter 80 value 13599.948276 iter 90 value 12220.558824 iter 100 value 10242.285082 final value 10242.285082 stopped after 100 iterations # weights: 31 initial value 247835.848287 iter 10 value 38668.064516 iter 20 value 32867.652599 iter 30 value 28491.346171 iter 40 value 22976.327461 iter 50 value 21265.060452 iter 60 value 18718.598331 iter 70 value 13868.519316 iter 80 value 11352.309072 iter 90 value 9513.463229 iter 100 value 8328.416636 final value 8328.416636 stopped after 100 iterations # weights: 31 initial value 258421.035717 iter 10 value 34711.540449 iter 20 value 33079.992223 iter 30 value 31734.380439 iter 40 value 30505.976721 iter 50 value 24802.557907 iter 60 value 23846.035362 iter 70 value 22734.316373 iter 80 value 19371.216552 iter 90 value 18695.993384 iter 100 value 15993.660670 final value 15993.660670 stopped after 100 iterations # weights: 31 initial value 265643.850862 iter 10 value 39264.993740 iter 20 value 34035.717505 iter 30 value 28240.284393 iter 40 value 25358.839557 iter 50 value 25063.069745 iter 60 value 24848.137443 iter 70 value 23823.718316 iter 80 value 22800.726860 iter 90 value 21779.133437 iter 100 value 21299.534463 final value 21299.534463 stopped after 100 iterations # weights: 31 initial value 254503.715068 iter 10 value 38294.531997 iter 20 value 35358.271197 iter 30 value 32139.350442 iter 40 value 30385.522977 iter 50 value 29797.694843 iter 60 value 25493.310219 iter 70 value 20356.708229 iter 80 value 17435.778337 iter 90 value 16675.842842 iter 100 value 15609.765440 final value 15609.765440 stopped after 100 iterations # weights: 31 initial value 253374.000223 iter 10 value 37881.460746 iter 20 value 37832.861010 iter 30 value 31420.533503 iter 40 value 30184.809924 iter 50 value 27239.066486 iter 60 value 24934.785076 iter 70 value 22149.487836 iter 80 value 18577.776598 iter 90 value 16234.582101 iter 100 value 14942.642377 final value 14942.642377 stopped after 100 iterations # weights: 31 initial value 275025.174548 iter 10 value 37792.729643 iter 20 value 37771.756114 iter 30 value 26632.593426 iter 40 value 22693.784821 iter 50 value 20399.113259 iter 60 value 17972.758575 iter 70 value 16177.655450 iter 80 value 14645.373415 iter 90 value 14175.162498 iter 100 value 11780.105951 final value 11780.105951 stopped after 100 iterations # weights: 31 initial value 268130.915586 iter 10 value 67138.804518 iter 20 value 38123.364400 iter 30 value 34722.289847 iter 40 value 30922.781304 iter 50 value 22006.187325 iter 60 value 14505.496745 iter 70 value 13665.282274 iter 80 value 12650.037714 iter 90 value 11527.752925 iter 100 value 10811.827594 final value 10811.827594 stopped after 100 iterations # weights: 31 initial value 275731.746031 iter 10 value 59846.056464 iter 20 value 35598.032830 iter 30 value 27939.543560 iter 40 value 24108.874152 iter 50 value 21354.308147 iter 60 value 19317.401560 iter 70 value 18382.936948 iter 80 value 17395.609764 iter 90 value 15451.078821 iter 100 value 13843.405615 final value 13843.405615 stopped after 100 iterations # weights: 31 initial value 264533.804520 iter 10 value 40609.757744 iter 20 value 39712.990399 iter 30 value 34343.853734 iter 40 value 33064.402920 iter 50 value 32337.744158 iter 60 value 32021.000747 iter 70 value 28054.176466 iter 80 value 20141.973469 iter 90 value 18145.619836 iter 100 value 11519.277982 final value 11519.277982 stopped after 100 iterations # weights: 31 initial value 282469.286349 iter 10 value 39676.045657 iter 20 value 37845.165320 iter 30 value 31483.036561 iter 40 value 30003.938429 iter 50 value 28748.618229 iter 60 value 28078.670909 iter 70 value 27402.484152 iter 80 value 21468.592725 iter 90 value 17172.943082 iter 100 value 16267.555807 final value 16267.555807 stopped after 100 iterations # weights: 31 initial value 264009.998160 iter 10 value 39640.748935 iter 20 value 31793.491495 iter 30 value 31677.606230 iter 40 value 31256.874437 iter 50 value 30483.170530 iter 60 value 26306.148059 iter 70 value 19097.168832 iter 80 value 15532.491098 iter 90 value 14947.287274 iter 100 value 13792.835336 final value 13792.835336 stopped after 100 iterations # weights: 31 initial value 258995.608344 iter 10 value 41251.836735 iter 20 value 39150.592822 iter 30 value 34604.064903 iter 40 value 27701.480524 iter 50 value 23065.490435 iter 60 value 22009.829759 iter 70 value 18946.634008 iter 80 value 17703.414032 iter 90 value 15596.127171 iter 100 value 14976.376857 final value 14976.376857 stopped after 100 iterations # weights: 31 initial value 272036.038145 iter 10 value 39059.671930 iter 20 value 39033.813485 iter 30 value 33213.720348 iter 40 value 30226.828312 iter 50 value 21719.037343 iter 60 value 13861.582727 iter 70 value 11351.512356 iter 80 value 10302.094817 iter 90 value 10153.278337 iter 100 value 10141.314184 final value 10141.314184 stopped after 100 iterations # weights: 31 initial value 271430.704149 iter 10 value 39483.552931 iter 20 value 39436.594359 iter 30 value 31571.475411 iter 40 value 24775.655399 iter 50 value 22869.481429 iter 60 value 22213.925202 iter 70 value 20105.699767 iter 80 value 17645.397161 iter 90 value 15519.879422 iter 100 value 14591.190927 final value 14591.190927 stopped after 100 iterations # weights: 31 initial value 259476.728506 iter 10 value 39484.218196 iter 20 value 35336.296040 iter 30 value 32459.304028 iter 40 value 31275.374958 iter 50 value 24787.300021 iter 60 value 21840.499982 iter 70 value 19979.344693 iter 80 value 17447.681720 iter 90 value 15664.472625 iter 100 value 13362.608989 final value 13362.608989 stopped after 100 iterations # weights: 31 initial value 269691.463857 iter 10 value 37288.720622 iter 20 value 32326.002531 iter 30 value 28907.954834 iter 40 value 24385.849758 iter 50 value 23827.441628 iter 60 value 19868.738400 iter 70 value 18782.070400 iter 80 value 16429.724868 iter 90 value 13826.337579 iter 100 value 12265.333136 final value 12265.333136 stopped after 100 iterations # weights: 31 initial value 265178.325248 iter 10 value 39949.059131 iter 20 value 39734.617459 iter 30 value 37343.553618 iter 40 value 33243.141154 iter 50 value 30548.835556 iter 60 value 30191.262712 iter 70 value 29536.395910 iter 80 value 26175.420305 iter 90 value 24028.153414 iter 100 value 21973.473518 final value 21973.473518 stopped after 100 iterations # weights: 31 initial value 260703.843351 iter 10 value 39923.755177 iter 20 value 32144.037374 iter 30 value 30941.486314 iter 40 value 30810.436612 iter 50 value 26589.707746 iter 60 value 23285.968236 iter 70 value 22147.852528 iter 80 value 20920.710102 iter 90 value 16079.971047 iter 100 value 14913.360239 final value 14913.360239 stopped after 100 iterations # weights: 31 initial value 277800.858158 iter 10 value 40159.982911 iter 20 value 40144.245143 iter 30 value 36645.613687 iter 40 value 32657.136215 iter 50 value 26161.741473 iter 60 value 24770.175651 iter 70 value 18049.611786 iter 80 value 16543.257404 iter 90 value 14648.571123 iter 100 value 14216.518798 final value 14216.518798 stopped after 100 iterations # weights: 31 initial value 274439.053722 iter 10 value 37872.382468 iter 20 value 35667.466015 iter 30 value 32598.214127 iter 40 value 32367.259189 iter 50 value 30317.896012 iter 60 value 28003.661258 iter 70 value 25662.768512 iter 80 value 23600.222792 iter 90 value 22402.478749 iter 100 value 21091.884303 final value 21091.884303 stopped after 100 iterations # weights: 31 initial value 283223.934871 iter 10 value 40317.902390 iter 20 value 40312.692251 iter 30 value 33219.938836 iter 40 value 29104.672440 iter 50 value 26813.388555 iter 60 value 21824.317249 iter 70 value 19672.991904 iter 80 value 15754.202214 iter 90 value 13294.841517 iter 100 value 10661.549704 final value 10661.549704 stopped after 100 iterations # weights: 31 initial value 259677.496227 iter 10 value 41499.571444 iter 20 value 37171.852424 iter 30 value 34473.195099 iter 40 value 32631.409002 iter 50 value 25897.499525 iter 60 value 22088.232904 iter 70 value 18501.238284 iter 80 value 17290.859687 iter 90 value 15094.403180 iter 100 value 14476.995953 final value 14476.995953 stopped after 100 iterations # weights: 31 initial value 258473.610653 iter 10 value 37419.351015 iter 20 value 29642.211979 iter 30 value 28053.510082 iter 40 value 27239.689013 iter 50 value 23849.665553 iter 60 value 22669.344059 iter 70 value 21807.415778 iter 80 value 18032.267322 iter 90 value 16088.708363 iter 100 value 14061.631924 final value 14061.631924 stopped after 100 iterations # weights: 31 initial value 269595.381862 iter 10 value 42701.323289 iter 20 value 39682.129461 iter 30 value 34421.907487 iter 40 value 34035.135423 iter 50 value 31878.057249 iter 60 value 31837.102948 iter 70 value 30856.305353 iter 80 value 30404.768319 iter 90 value 29107.023588 iter 100 value 28598.243210 final value 28598.243210 stopped after 100 iterations # weights: 31 initial value 261713.276325 iter 10 value 51076.593483 iter 20 value 33609.134190 iter 30 value 31965.808646 iter 40 value 30433.198378 iter 50 value 29888.117773 iter 60 value 18249.652081 iter 70 value 12222.725730 iter 80 value 11668.754819 iter 90 value 10658.404682 iter 100 value 10488.183332 final value 10488.183332 stopped after 100 iterations # weights: 31 initial value 261429.338259 iter 10 value 39419.297844 iter 20 value 28375.874434 iter 30 value 25321.391814 iter 40 value 21866.981443 iter 50 value 20190.725751 iter 60 value 18717.946432 iter 70 value 16814.944869 iter 80 value 14570.399697 iter 90 value 13609.142180 iter 100 value 12779.137978 final value 12779.137978 stopped after 100 iterations # weights: 31 initial value 296499.586857 iter 10 value 42932.743891 iter 20 value 38173.259359 iter 30 value 34445.739843 iter 40 value 30913.088710 iter 50 value 28457.518573 iter 60 value 22591.983476 iter 70 value 19988.412201 iter 80 value 19096.667441 iter 90 value 17621.475305 iter 100 value 16723.857787 final value 16723.857787 stopped after 100 iterations # weights: 31 initial value 275763.086930 iter 10 value 39646.262796 iter 20 value 34131.488969 iter 30 value 31876.419180 iter 40 value 20200.783432 iter 50 value 14516.721973 iter 60 value 11801.911147 iter 70 value 10624.346272 iter 80 value 10333.609394 iter 90 value 10287.581994 iter 100 value 10194.604048 final value 10194.604048 stopped after 100 iterations # weights: 31 initial value 257367.610003 iter 10 value 36687.560756 iter 20 value 32962.242128 iter 30 value 30119.407499 iter 40 value 24986.854067 iter 50 value 24826.039526 iter 60 value 22275.180126 iter 70 value 21019.480072 iter 80 value 18614.524835 iter 90 value 17639.485304 iter 100 value 16130.417706 final value 16130.417706 stopped after 100 iterations # weights: 31 initial value 275173.161903 iter 10 value 39895.547763 iter 20 value 38475.774856 iter 30 value 38252.987291 iter 40 value 26030.735170 iter 50 value 20633.499307 iter 60 value 17652.229415 iter 70 value 15396.329990 iter 80 value 11422.284989 iter 90 value 11206.852140 iter 100 value 10574.855614 final value 10574.855614 stopped after 100 iterations # weights: 31 initial value 257666.647998 iter 10 value 37079.196659 iter 20 value 32154.453163 iter 30 value 29918.477405 iter 40 value 22627.860505 iter 50 value 21632.765800 iter 60 value 20791.822994 iter 70 value 17023.854132 iter 80 value 16209.079023 iter 90 value 12655.295940 iter 100 value 11858.754948 final value 11858.754948 stopped after 100 iterations # weights: 31 initial value 253834.289843 iter 10 value 39428.263640 iter 20 value 31648.885902 iter 30 value 28550.078837 iter 40 value 22342.315933 iter 50 value 17900.365461 iter 60 value 16003.931783 iter 70 value 14486.174439 iter 80 value 12936.817590 iter 90 value 11051.768944 iter 100 value 9286.770069 final value 9286.770069 stopped after 100 iterations # weights: 31 initial value 276943.421368 iter 10 value 33627.639104 iter 20 value 31007.184679 iter 30 value 22752.693982 iter 40 value 20502.298135 iter 50 value 17972.236642 iter 60 value 15587.339464 iter 70 value 14743.762087 iter 80 value 14070.443807 iter 90 value 13460.130720 iter 100 value 10517.361169 final value 10517.361169 stopped after 100 iterations # weights: 61 initial value 267495.261004 iter 10 value 39882.589217 iter 20 value 36652.184924 iter 30 value 35421.904398 iter 40 value 27257.756843 iter 50 value 24413.121544 iter 60 value 23822.779225 iter 70 value 20845.649515 iter 80 value 19737.964809 iter 90 value 18124.020158 iter 100 value 16248.341435 final value 16248.341435 stopped after 100 iterations # weights: 61 initial value 279333.988794 iter 10 value 43518.431644 iter 20 value 34659.683532 iter 30 value 30827.950929 iter 40 value 29153.039172 iter 50 value 23048.285723 iter 60 value 20912.653998 iter 70 value 20145.435631 iter 80 value 17462.273100 iter 90 value 16868.585640 iter 100 value 15565.919755 final value 15565.919755 stopped after 100 iterations # weights: 61 initial value 281415.637748 iter 10 value 40155.058291 iter 20 value 37346.085703 iter 30 value 33256.084775 iter 40 value 29842.805640 iter 50 value 28795.155468 iter 60 value 27836.273959 iter 70 value 27272.260228 iter 80 value 26361.582225 iter 90 value 25269.239404 iter 100 value 20953.897181 final value 20953.897181 stopped after 100 iterations # weights: 61 initial value 284396.952782 iter 10 value 55919.996812 iter 20 value 41878.345233 iter 30 value 34586.320814 iter 40 value 27974.198105 iter 50 value 25478.632468 iter 60 value 21455.863732 iter 70 value 19760.557494 iter 80 value 16865.572209 iter 90 value 15475.160899 iter 100 value 13219.756493 final value 13219.756493 stopped after 100 iterations # weights: 61 initial value 265417.963933 iter 10 value 39816.165741 iter 20 value 35231.161473 iter 30 value 31254.838636 iter 40 value 20455.241361 iter 50 value 18060.471279 iter 60 value 16911.419569 iter 70 value 14743.331901 iter 80 value 14113.594796 iter 90 value 13733.109031 iter 100 value 13332.548198 final value 13332.548198 stopped after 100 iterations # weights: 61 initial value 284133.100265 iter 10 value 41497.728591 iter 20 value 41426.318289 iter 30 value 35283.670538 iter 40 value 33008.568918 iter 50 value 31204.957739 iter 60 value 25333.782321 iter 70 value 20926.454155 iter 80 value 20018.374337 iter 90 value 19219.797732 iter 100 value 17568.866860 final value 17568.866860 stopped after 100 iterations # weights: 61 initial value 271963.931972 iter 10 value 44729.455274 iter 20 value 35562.504968 iter 30 value 30439.639500 iter 40 value 24603.510510 iter 50 value 22144.858316 iter 60 value 19196.646844 iter 70 value 16649.380989 iter 80 value 15171.044714 iter 90 value 14022.028337 iter 100 value 13260.927866 final value 13260.927866 stopped after 100 iterations # weights: 61 initial value 256644.731476 iter 10 value 39396.677742 iter 20 value 33615.451895 iter 30 value 30072.912707 iter 40 value 25605.688157 iter 50 value 21660.878761 iter 60 value 21509.555395 iter 70 value 17625.961074 iter 80 value 15423.237169 iter 90 value 14535.529042 iter 100 value 13740.517323 final value 13740.517323 stopped after 100 iterations # weights: 61 initial value 301050.063474 iter 10 value 41491.975016 iter 20 value 41355.592118 iter 30 value 34378.855254 iter 40 value 32560.366004 iter 50 value 29339.555645 iter 60 value 25715.623737 iter 70 value 18875.864687 iter 80 value 14126.891941 iter 90 value 11951.365388 iter 100 value 10908.397837 final value 10908.397837 stopped after 100 iterations # weights: 61 initial value 303973.902724 iter 10 value 34111.725794 iter 20 value 31180.182580 iter 30 value 27961.234213 iter 40 value 27133.505345 iter 50 value 25456.688717 iter 60 value 23945.443693 iter 70 value 19765.447271 iter 80 value 13469.746699 iter 90 value 12375.049338 iter 100 value 11411.829096 final value 11411.829096 stopped after 100 iterations # weights: 61 initial value 274648.043488 iter 10 value 31519.756119 iter 20 value 28653.611445 iter 30 value 28068.310643 iter 40 value 27329.569467 iter 50 value 26544.574268 iter 60 value 25026.304277 iter 70 value 23582.683213 iter 80 value 22151.566200 iter 90 value 18783.799651 iter 100 value 17583.109221 final value 17583.109221 stopped after 100 iterations # weights: 61 initial value 291989.881040 iter 10 value 38901.892671 iter 20 value 31417.358485 iter 30 value 30012.269157 iter 40 value 28894.826096 iter 50 value 27640.983864 iter 60 value 25969.708704 iter 70 value 24739.858847 iter 80 value 23814.802919 iter 90 value 17374.482208 iter 100 value 14215.779962 final value 14215.779962 stopped after 100 iterations # weights: 61 initial value 273344.076930 iter 10 value 162463.630438 iter 20 value 34197.059220 iter 30 value 33319.775595 iter 40 value 32017.215182 iter 50 value 30787.756744 iter 60 value 28785.701548 iter 70 value 26785.910035 iter 80 value 24042.874484 iter 90 value 18999.187516 iter 100 value 18419.643982 final value 18419.643982 stopped after 100 iterations # weights: 61 initial value 277586.602110 iter 10 value 30913.972737 iter 20 value 27769.111926 iter 30 value 21352.135311 iter 40 value 20306.585869 iter 50 value 17793.797761 iter 60 value 16949.050652 iter 70 value 16300.043773 iter 80 value 15788.470545 iter 90 value 15502.269581 iter 100 value 15032.623971 final value 15032.623971 stopped after 100 iterations # weights: 61 initial value 272004.270987 iter 10 value 41793.661782 iter 20 value 30612.660829 iter 30 value 25136.327727 iter 40 value 22965.376516 iter 50 value 21761.649512 iter 60 value 20520.106462 iter 70 value 19952.096475 iter 80 value 19771.996143 iter 90 value 19201.264604 iter 100 value 18457.405732 final value 18457.405732 stopped after 100 iterations # weights: 61 initial value 261209.907445 iter 10 value 38608.224269 iter 20 value 32078.962626 iter 30 value 30597.297942 iter 40 value 29731.536849 iter 50 value 28954.449558 iter 60 value 26014.800401 iter 70 value 23231.846525 iter 80 value 19997.418763 iter 90 value 16367.891499 iter 100 value 14034.550822 final value 14034.550822 stopped after 100 iterations # weights: 61 initial value 268830.203842 iter 10 value 49634.404065 iter 20 value 43723.481572 iter 30 value 28758.248804 iter 40 value 26824.263877 iter 50 value 24889.102151 iter 60 value 23710.188680 iter 70 value 20872.777341 iter 80 value 17943.085444 iter 90 value 16677.911819 iter 100 value 15285.262242 final value 15285.262242 stopped after 100 iterations # weights: 61 initial value 271645.433629 iter 10 value 38366.188499 iter 20 value 30702.294691 iter 30 value 26586.184896 iter 40 value 23890.738187 iter 50 value 22782.640437 iter 60 value 21495.246179 iter 70 value 20482.958977 iter 80 value 18707.927642 iter 90 value 16039.613044 iter 100 value 14625.066123 final value 14625.066123 stopped after 100 iterations # weights: 61 initial value 263664.741649 iter 10 value 38032.381406 iter 20 value 33915.415222 iter 30 value 28274.252375 iter 40 value 23294.958071 iter 50 value 14448.256474 iter 60 value 12002.945679 iter 70 value 11867.988578 iter 80 value 10637.904097 iter 90 value 10097.705960 iter 100 value 9809.328020 final value 9809.328020 stopped after 100 iterations # weights: 61 initial value 300794.934447 iter 10 value 37822.468501 iter 20 value 37634.629199 iter 30 value 33381.545723 iter 40 value 31198.103243 iter 50 value 30323.956976 iter 60 value 29255.015687 iter 70 value 21791.515988 iter 80 value 19101.860040 iter 90 value 17758.542743 iter 100 value 14731.764200 final value 14731.764200 stopped after 100 iterations # weights: 61 initial value 272728.378875 iter 10 value 34044.592631 iter 20 value 24314.229106 iter 30 value 19778.645292 iter 40 value 18296.586129 iter 50 value 16756.616645 iter 60 value 15808.573818 iter 70 value 14614.393284 iter 80 value 13015.454579 iter 90 value 11806.755256 iter 100 value 10431.325274 final value 10431.325274 stopped after 100 iterations # weights: 61 initial value 257426.919735 iter 10 value 43668.119980 iter 20 value 33947.923854 iter 30 value 31378.514712 iter 40 value 23558.813915 iter 50 value 21237.729516 iter 60 value 16210.046168 iter 70 value 14534.978698 iter 80 value 13306.983024 iter 90 value 12206.504407 iter 100 value 10450.590124 final value 10450.590124 stopped after 100 iterations # weights: 61 initial value 260297.070461 iter 10 value 33956.191194 iter 20 value 30730.832713 iter 30 value 26351.897403 iter 40 value 23515.640727 iter 50 value 20956.771669 iter 60 value 18602.059472 iter 70 value 16430.190615 iter 80 value 14164.752724 iter 90 value 13660.484946 iter 100 value 13392.420017 final value 13392.420017 stopped after 100 iterations # weights: 61 initial value 272316.018333 iter 10 value 40526.311376 iter 20 value 36381.988940 iter 30 value 29852.222003 iter 40 value 27969.569609 iter 50 value 26676.669467 iter 60 value 25145.465281 iter 70 value 22161.373559 iter 80 value 18987.284424 iter 90 value 18612.443322 iter 100 value 18083.026185 final value 18083.026185 stopped after 100 iterations # weights: 61 initial value 287735.284274 iter 10 value 31151.248598 iter 20 value 29347.692149 iter 30 value 28881.821362 iter 40 value 26272.976581 iter 50 value 21786.862420 iter 60 value 20434.582132 iter 70 value 19937.980201 iter 80 value 18574.393047 iter 90 value 16280.935376 iter 100 value 15018.658591 final value 15018.658591 stopped after 100 iterations # weights: 61 initial value 268406.049857 iter 10 value 39825.276857 iter 20 value 39172.684491 iter 30 value 32812.675768 iter 40 value 27166.961141 iter 50 value 26163.389390 iter 60 value 23328.446295 iter 70 value 21549.581379 iter 80 value 17038.883476 iter 90 value 16228.492447 iter 100 value 15282.197468 final value 15282.197468 stopped after 100 iterations # weights: 61 initial value 265281.422296 iter 10 value 41572.934207 iter 20 value 36958.436597 iter 30 value 32952.449603 iter 40 value 28582.755871 iter 50 value 24231.448231 iter 60 value 21804.398004 iter 70 value 20925.186740 iter 80 value 17824.742297 iter 90 value 16298.858374 iter 100 value 14379.947873 final value 14379.947873 stopped after 100 iterations # weights: 61 initial value 255933.485287 iter 10 value 34026.653740 iter 20 value 30241.270710 iter 30 value 23229.566835 iter 40 value 15557.222312 iter 50 value 14156.365597 iter 60 value 13107.213162 iter 70 value 12499.348381 iter 80 value 12012.564717 iter 90 value 11747.218546 iter 100 value 11472.969067 final value 11472.969067 stopped after 100 iterations # weights: 61 initial value 274367.662868 iter 10 value 45599.186150 iter 20 value 43133.426188 iter 30 value 37536.912968 iter 40 value 21442.331579 iter 50 value 15913.199390 iter 60 value 14007.020829 iter 70 value 12738.630377 iter 80 value 12016.561968 iter 90 value 11470.953553 iter 100 value 10656.213268 final value 10656.213268 stopped after 100 iterations # weights: 61 initial value 255706.063499 iter 10 value 32145.538679 iter 20 value 29977.632648 iter 30 value 27928.047016 iter 40 value 27469.188016 iter 50 value 27066.776778 iter 60 value 24604.357891 iter 70 value 22698.332258 iter 80 value 21541.107121 iter 90 value 20901.958176 iter 100 value 20031.603477 final value 20031.603477 stopped after 100 iterations # weights: 61 initial value 302406.076257 iter 10 value 58941.757378 iter 20 value 49741.163160 iter 30 value 30644.317601 iter 40 value 17560.152290 iter 50 value 16522.502245 iter 60 value 15688.653033 iter 70 value 14751.077462 iter 80 value 14004.922851 iter 90 value 12702.952000 iter 100 value 11405.204433 final value 11405.204433 stopped after 100 iterations # weights: 61 initial value 288872.992577 iter 10 value 33934.680539 iter 20 value 26732.023443 iter 30 value 21085.354159 iter 40 value 18292.554800 iter 50 value 17551.906915 iter 60 value 16854.393694 iter 70 value 16289.122381 iter 80 value 15563.255778 iter 90 value 14096.020986 iter 100 value 12468.153320 final value 12468.153320 stopped after 100 iterations # weights: 61 initial value 290023.469893 iter 10 value 39966.392248 iter 20 value 27053.597599 iter 30 value 25499.237565 iter 40 value 20011.887808 iter 50 value 18545.211129 iter 60 value 17785.462270 iter 70 value 14781.200959 iter 80 value 13631.193171 iter 90 value 12087.222734 iter 100 value 10957.129296 final value 10957.129296 stopped after 100 iterations # weights: 61 initial value 264561.114490 iter 10 value 33191.307197 iter 20 value 31208.013732 iter 30 value 26758.138566 iter 40 value 23378.546605 iter 50 value 21371.862192 iter 60 value 20132.964999 iter 70 value 18284.743651 iter 80 value 17393.161878 iter 90 value 16412.770534 iter 100 value 16101.999127 final value 16101.999127 stopped after 100 iterations # weights: 61 initial value 278801.705332 iter 10 value 39374.505729 iter 20 value 31674.857821 iter 30 value 29736.743332 iter 40 value 26326.552530 iter 50 value 24468.041361 iter 60 value 20816.461911 iter 70 value 18716.882870 iter 80 value 18030.455852 iter 90 value 15493.800341 iter 100 value 14385.274327 final value 14385.274327 stopped after 100 iterations # weights: 61 initial value 266287.791858 iter 10 value 46348.822142 iter 20 value 34754.872713 iter 30 value 32097.890435 iter 40 value 31775.276748 iter 50 value 29143.707200 iter 60 value 25714.166107 iter 70 value 22595.336551 iter 80 value 20193.298015 iter 90 value 19814.751602 iter 100 value 19155.228865 final value 19155.228865 stopped after 100 iterations # weights: 61 initial value 277993.997704 iter 10 value 44487.904452 iter 20 value 42677.856565 iter 30 value 35190.734514 iter 40 value 33932.896865 iter 50 value 32668.381132 iter 60 value 28804.750954 iter 70 value 26731.864290 iter 80 value 24875.703737 iter 90 value 22662.966416 iter 100 value 21533.233544 final value 21533.233544 stopped after 100 iterations # weights: 61 initial value 253562.639966 iter 10 value 36690.844802 iter 20 value 30036.093959 iter 30 value 29005.123431 iter 40 value 28053.461652 iter 50 value 27293.165764 iter 60 value 22954.372705 iter 70 value 22688.721451 iter 80 value 21883.883556 iter 90 value 20418.965074 iter 100 value 19182.700768 final value 19182.700768 stopped after 100 iterations # weights: 61 initial value 278933.325548 iter 10 value 50626.429735 iter 20 value 40652.146556 iter 30 value 33904.932022 iter 40 value 33328.430455 iter 50 value 31923.742134 iter 60 value 24592.264176 iter 70 value 20010.799594 iter 80 value 18203.525369 iter 90 value 16191.350563 iter 100 value 15037.159608 final value 15037.159608 stopped after 100 iterations # weights: 61 initial value 261718.784718 iter 10 value 40847.794606 iter 20 value 35000.480995 iter 30 value 33410.238830 iter 40 value 30317.066623 iter 50 value 27058.037121 iter 60 value 26063.610296 iter 70 value 23657.331287 iter 80 value 22193.925263 iter 90 value 19763.710171 iter 100 value 18884.742160 final value 18884.742160 stopped after 100 iterations # weights: 61 initial value 256542.078340 iter 10 value 42240.275299 iter 20 value 39842.772115 iter 30 value 33806.396065 iter 40 value 29582.482736 iter 50 value 18602.006785 iter 60 value 15228.064887 iter 70 value 12974.524223 iter 80 value 12290.875580 iter 90 value 11681.355275 iter 100 value 10583.029565 final value 10583.029565 stopped after 100 iterations # weights: 61 initial value 277997.280635 iter 10 value 39670.393778 iter 20 value 34255.057807 iter 30 value 28982.710833 iter 40 value 22331.146721 iter 50 value 21050.571706 iter 60 value 20340.473339 iter 70 value 18210.073653 iter 80 value 16871.821565 iter 90 value 15211.599049 iter 100 value 14361.402655 final value 14361.402655 stopped after 100 iterations # weights: 61 initial value 261757.106012 iter 10 value 39907.653186 iter 20 value 32402.773059 iter 30 value 29708.750503 iter 40 value 26611.095401 iter 50 value 23741.940704 iter 60 value 19383.549392 iter 70 value 17347.135679 iter 80 value 15638.753060 iter 90 value 14390.495444 iter 100 value 13716.151495 final value 13716.151495 stopped after 100 iterations # weights: 61 initial value 269326.717853 iter 10 value 48037.925896 iter 20 value 33459.710537 iter 30 value 32019.348268 iter 40 value 30716.364310 iter 50 value 30319.942317 iter 60 value 29467.742328 iter 70 value 27463.157315 iter 80 value 23324.795235 iter 90 value 17565.868828 iter 100 value 14974.594116 final value 14974.594116 stopped after 100 iterations # weights: 61 initial value 289741.135722 iter 10 value 38510.725179 iter 20 value 31750.818869 iter 30 value 27890.592895 iter 40 value 23259.487927 iter 50 value 19109.051492 iter 60 value 14350.409748 iter 70 value 13374.125698 iter 80 value 12228.227939 iter 90 value 11503.602839 iter 100 value 10744.858718 final value 10744.858718 stopped after 100 iterations # weights: 61 initial value 262114.002513 iter 10 value 37179.847896 iter 20 value 31200.453700 iter 30 value 26232.572147 iter 40 value 19369.866117 iter 50 value 15774.094125 iter 60 value 14468.031497 iter 70 value 13445.353190 iter 80 value 12242.866804 iter 90 value 11443.633511 iter 100 value 10879.389675 final value 10879.389675 stopped after 100 iterations # weights: 61 initial value 265842.486335 iter 10 value 33909.036323 iter 20 value 33474.464462 iter 30 value 29435.736480 iter 40 value 28748.623786 iter 50 value 27312.991114 iter 60 value 26677.973753 iter 70 value 19067.009959 iter 80 value 18241.466687 iter 90 value 15650.278203 iter 100 value 13862.063579 final value 13862.063579 stopped after 100 iterations # weights: 61 initial value 279852.338072 iter 10 value 39345.100200 iter 20 value 37207.793523 iter 30 value 31689.927679 iter 40 value 29856.096486 iter 50 value 26783.864273 iter 60 value 20654.914951 iter 70 value 18391.565150 iter 80 value 16033.348771 iter 90 value 14646.455613 iter 100 value 13385.220836 final value 13385.220836 stopped after 100 iterations # weights: 61 initial value 269604.508136 iter 10 value 36942.772178 iter 20 value 31884.289174 iter 30 value 28947.511837 iter 40 value 26576.150017 iter 50 value 25408.724526 iter 60 value 23616.276049 iter 70 value 21444.205735 iter 80 value 20950.650443 iter 90 value 20579.488527 iter 100 value 18639.042468 final value 18639.042468 stopped after 100 iterations # weights: 61 initial value 255216.378787 iter 10 value 41431.297595 iter 20 value 37069.860233 iter 30 value 29054.863615 iter 40 value 28803.935123 iter 50 value 26059.760978 iter 60 value 23824.703160 iter 70 value 21832.419522 iter 80 value 20204.538164 iter 90 value 19771.471831 iter 100 value 18793.092502 final value 18793.092502 stopped after 100 iterations # weights: 61 initial value 289712.356579 iter 10 value 33594.656333 iter 20 value 26877.024082 iter 30 value 26679.326987 iter 40 value 26101.095043 iter 50 value 21835.380244 iter 60 value 19516.077156 iter 70 value 19049.511669 iter 80 value 18919.856813 iter 90 value 16859.748386 iter 100 value 16059.909569 final value 16059.909569 stopped after 100 iterations # weights: 61 initial value 297262.240759 iter 10 value 43042.076833 iter 20 value 35735.692706 iter 30 value 29585.877588 iter 40 value 26100.362524 iter 50 value 23330.277584 iter 60 value 19637.700445 iter 70 value 15534.736440 iter 80 value 15134.349526 iter 90 value 14392.934727 iter 100 value 12677.604670 final value 12677.604670 stopped after 100 iterations # weights: 61 initial value 272222.483111 iter 10 value 40166.329232 iter 20 value 36971.125813 iter 30 value 35012.751225 iter 40 value 33159.126122 iter 50 value 32501.613704 iter 60 value 30554.807573 iter 70 value 30344.508510 iter 80 value 29871.726017 iter 90 value 29340.944306 iter 100 value 27014.926236 final value 27014.926236 stopped after 100 iterations # weights: 61 initial value 255865.486007 iter 10 value 43531.299350 iter 20 value 33882.608680 iter 30 value 31557.435150 iter 40 value 30908.118859 iter 50 value 24513.800927 iter 60 value 20398.477465 iter 70 value 16671.665996 iter 80 value 16275.695571 iter 90 value 15345.958278 iter 100 value 14389.435570 final value 14389.435570 stopped after 100 iterations # weights: 61 initial value 269385.066369 iter 10 value 33388.612209 iter 20 value 32433.647686 iter 30 value 30247.446129 iter 40 value 29234.942489 iter 50 value 26895.575698 iter 60 value 26018.893802 iter 70 value 24677.520391 iter 80 value 21798.906810 iter 90 value 14930.771803 iter 100 value 13156.767155 final value 13156.767155 stopped after 100 iterations # weights: 61 initial value 272267.250372 iter 10 value 42427.467371 iter 20 value 40726.615177 iter 30 value 32512.525598 iter 40 value 31632.507914 iter 50 value 29953.718448 iter 60 value 23720.872368 iter 70 value 22481.038926 iter 80 value 20066.392954 iter 90 value 17828.155951 iter 100 value 16893.820904 final value 16893.820904 stopped after 100 iterations # weights: 61 initial value 272986.949597 iter 10 value 41953.757089 iter 20 value 34708.122393 iter 30 value 34028.302706 iter 40 value 33644.129804 iter 50 value 31870.600458 iter 60 value 30600.762771 iter 70 value 30190.158332 iter 80 value 28797.479495 iter 90 value 20738.446271 iter 100 value 16940.092953 final value 16940.092953 stopped after 100 iterations # weights: 61 initial value 254627.413372 iter 10 value 41817.971830 iter 20 value 36468.146393 iter 30 value 32896.969160 iter 40 value 29806.853562 iter 50 value 28971.368999 iter 60 value 21438.031476 iter 70 value 17207.430454 iter 80 value 15550.497573 iter 90 value 14570.621217 iter 100 value 13673.293846 final value 13673.293846 stopped after 100 iterations # weights: 61 initial value 283006.316767 iter 10 value 37344.958491 iter 20 value 34140.681366 iter 30 value 32193.582196 iter 40 value 31518.526712 iter 50 value 27640.228856 iter 60 value 25458.807655 iter 70 value 22292.881316 iter 80 value 19789.889576 iter 90 value 18103.306781 iter 100 value 16753.139948 final value 16753.139948 stopped after 100 iterations # weights: 61 initial value 273858.757783 iter 10 value 43467.576507 iter 20 value 34458.383644 iter 30 value 33343.508907 iter 40 value 31367.107397 iter 50 value 30230.870115 iter 60 value 29573.411613 iter 70 value 29128.132752 iter 80 value 25754.414316 iter 90 value 23776.812981 iter 100 value 20933.774489 final value 20933.774489 stopped after 100 iterations # weights: 61 initial value 275413.577825 iter 10 value 39398.970135 iter 20 value 36170.238940 iter 30 value 32255.138664 iter 40 value 30008.122625 iter 50 value 26890.457942 iter 60 value 25671.733951 iter 70 value 23733.236910 iter 80 value 17807.513456 iter 90 value 15297.891887 iter 100 value 14059.191080 final value 14059.191080 stopped after 100 iterations # weights: 61 initial value 265866.435083 iter 10 value 38759.958972 iter 20 value 35635.689996 iter 30 value 33678.527187 iter 40 value 20401.212288 iter 50 value 17840.834097 iter 60 value 15755.423451 iter 70 value 14120.792960 iter 80 value 12584.607547 iter 90 value 10848.112326 iter 100 value 10070.963127 final value 10070.963127 stopped after 100 iterations # weights: 61 initial value 290994.255788 iter 10 value 39948.152077 iter 20 value 34680.130484 iter 30 value 29399.395416 iter 40 value 23685.931494 iter 50 value 19899.504724 iter 60 value 14431.870811 iter 70 value 12417.339109 iter 80 value 11231.276646 iter 90 value 10664.622412 iter 100 value 10395.061387 final value 10395.061387 stopped after 100 iterations # weights: 61 initial value 253696.643297 iter 10 value 34246.451045 iter 20 value 23284.929667 iter 30 value 18239.260797 iter 40 value 16448.908561 iter 50 value 15150.007718 iter 60 value 14093.910566 iter 70 value 13378.870745 iter 80 value 12712.082465 iter 90 value 12058.098572 iter 100 value 11703.045983 final value 11703.045983 stopped after 100 iterations # weights: 61 initial value 283227.041967 iter 10 value 35162.203537 iter 20 value 30896.088217 iter 30 value 30311.161079 iter 40 value 28910.290636 iter 50 value 28189.245892 iter 60 value 23357.430938 iter 70 value 19523.150197 iter 80 value 17606.287721 iter 90 value 16735.835034 iter 100 value 15959.447047 final value 15959.447047 stopped after 100 iterations # weights: 61 initial value 288848.513846 iter 10 value 29253.125303 iter 20 value 28564.472670 iter 30 value 27826.904582 iter 40 value 25259.109989 iter 50 value 20963.768543 iter 60 value 20278.974659 iter 70 value 19918.117276 iter 80 value 19391.996576 iter 90 value 16938.335862 iter 100 value 14548.513762 final value 14548.513762 stopped after 100 iterations # weights: 61 initial value 258965.904316 iter 10 value 38082.897188 iter 20 value 32309.396410 iter 30 value 31714.443367 iter 40 value 29401.361210 iter 50 value 26425.817371 iter 60 value 23414.889751 iter 70 value 18136.294157 iter 80 value 14118.757784 iter 90 value 13246.935444 iter 100 value 12638.960929 final value 12638.960929 stopped after 100 iterations # weights: 61 initial value 244775.818457 iter 10 value 37958.014953 iter 20 value 33274.594180 iter 30 value 32170.725074 iter 40 value 29271.092599 iter 50 value 27013.343453 iter 60 value 22968.473982 iter 70 value 17799.237374 iter 80 value 14343.878760 iter 90 value 13719.536873 iter 100 value 12404.733494 final value 12404.733494 stopped after 100 iterations # weights: 61 initial value 257703.494039 iter 10 value 33350.513603 iter 20 value 27939.037593 iter 30 value 23564.587552 iter 40 value 21760.402627 iter 50 value 21174.502764 iter 60 value 17696.315467 iter 70 value 16152.302439 iter 80 value 15109.760717 iter 90 value 13432.760298 iter 100 value 11823.381533 final value 11823.381533 stopped after 100 iterations # weights: 61 initial value 268574.056176 iter 10 value 34486.463040 iter 20 value 30856.986978 iter 30 value 29296.690496 iter 40 value 28729.557892 iter 50 value 27575.531734 iter 60 value 24544.329167 iter 70 value 22612.809891 iter 80 value 21729.013857 iter 90 value 20922.418122 iter 100 value 18297.660908 final value 18297.660908 stopped after 100 iterations # weights: 61 initial value 286144.865729 iter 10 value 35412.958343 iter 20 value 26965.679452 iter 30 value 24130.799414 iter 40 value 23260.375768 iter 50 value 21606.781411 iter 60 value 15648.154420 iter 70 value 10089.157513 iter 80 value 9170.799106 iter 90 value 8820.494386 iter 100 value 8575.595163 final value 8575.595163 stopped after 100 iterations # weights: 61 initial value 272718.938670 iter 10 value 38110.213986 iter 20 value 37938.463400 iter 30 value 36907.894257 iter 40 value 30967.191231 iter 50 value 28218.910743 iter 60 value 22874.935238 iter 70 value 21197.450850 iter 80 value 20733.221346 iter 90 value 19422.085145 iter 100 value 18670.915949 final value 18670.915949 stopped after 100 iterations # weights: 61 initial value 240419.205200 iter 10 value 38177.001544 iter 20 value 32312.373989 iter 30 value 31255.814131 iter 40 value 30141.291051 iter 50 value 29319.515206 iter 60 value 27518.479778 iter 70 value 20876.638823 iter 80 value 18846.166861 iter 90 value 17427.221532 iter 100 value 16106.676786 final value 16106.676786 stopped after 100 iterations # weights: 61 initial value 266246.301665 iter 10 value 38172.950405 iter 20 value 35644.501191 iter 30 value 30785.853824 iter 40 value 29983.404269 iter 50 value 28248.037501 iter 60 value 26529.831835 iter 70 value 23607.944598 iter 80 value 21599.503042 iter 90 value 19413.162186 iter 100 value 14382.539169 final value 14382.539169 stopped after 100 iterations # weights: 61 initial value 261969.823525 iter 10 value 38268.725659 iter 20 value 30564.744655 iter 30 value 30286.741945 iter 40 value 29513.376300 iter 50 value 27147.916631 iter 60 value 25612.115361 iter 70 value 25436.998910 iter 80 value 23190.605291 iter 90 value 20948.572328 iter 100 value 20192.074545 final value 20192.074545 stopped after 100 iterations # weights: 61 initial value 284795.203805 iter 10 value 40106.571970 iter 20 value 33685.803185 iter 30 value 30507.273524 iter 40 value 30143.380132 iter 50 value 29845.368372 iter 60 value 29263.481015 iter 70 value 27369.555087 iter 80 value 24262.427377 iter 90 value 16556.041483 iter 100 value 15737.471254 final value 15737.471254 stopped after 100 iterations # weights: 61 initial value 240097.858922 iter 10 value 33789.586296 iter 20 value 31375.220071 iter 30 value 30697.964155 iter 40 value 26970.237514 iter 50 value 19536.154586 iter 60 value 14553.662509 iter 70 value 13290.161004 iter 80 value 12629.352430 iter 90 value 12225.454603 iter 100 value 11663.076005 final value 11663.076005 stopped after 100 iterations # weights: 61 initial value 292470.628719 iter 10 value 39375.227479 iter 20 value 39328.430051 iter 30 value 36412.999407 iter 40 value 33830.274220 iter 50 value 31992.639935 iter 60 value 26308.319967 iter 70 value 25241.413522 iter 80 value 24416.714990 iter 90 value 17842.233796 iter 100 value 15919.388374 final value 15919.388374 stopped after 100 iterations # weights: 61 initial value 282319.005635 iter 10 value 39895.685240 iter 20 value 33192.944895 iter 30 value 31364.431777 iter 40 value 25916.360171 iter 50 value 21212.929640 iter 60 value 16599.099885 iter 70 value 15715.674207 iter 80 value 13513.870541 iter 90 value 12213.070197 iter 100 value 11796.112606 final value 11796.112606 stopped after 100 iterations # weights: 61 initial value 265335.657138 iter 10 value 40424.424453 iter 20 value 34782.986255 iter 30 value 25617.565596 iter 40 value 22000.080313 iter 50 value 16761.457813 iter 60 value 14614.931770 iter 70 value 10944.653151 iter 80 value 9899.432190 iter 90 value 8563.205486 iter 100 value 8303.198615 final value 8303.198615 stopped after 100 iterations # weights: 61 initial value 274538.057505 iter 10 value 54783.069016 iter 20 value 38941.429405 iter 30 value 35437.134356 iter 40 value 32603.146523 iter 50 value 28721.450258 iter 60 value 27100.162182 iter 70 value 26284.036942 iter 80 value 24314.475939 iter 90 value 22643.261363 iter 100 value 19782.602495 final value 19782.602495 stopped after 100 iterations # weights: 61 initial value 253350.228277 iter 10 value 39966.819361 iter 20 value 34252.226973 iter 30 value 30862.585885 iter 40 value 29613.688777 iter 50 value 25566.538035 iter 60 value 24605.708739 iter 70 value 19944.041916 iter 80 value 18591.650235 iter 90 value 16110.862112 iter 100 value 14810.312025 final value 14810.312025 stopped after 100 iterations # weights: 61 initial value 270110.495878 iter 10 value 47772.362857 iter 20 value 37365.047738 iter 30 value 34581.967580 iter 40 value 34230.078343 iter 50 value 32820.279901 iter 60 value 30574.549572 iter 70 value 24539.945480 iter 80 value 21718.814601 iter 90 value 16530.987263 iter 100 value 15282.932582 final value 15282.932582 stopped after 100 iterations # weights: 61 initial value 255147.317964 iter 10 value 40258.259431 iter 20 value 36994.559714 iter 30 value 35021.868308 iter 40 value 30671.293035 iter 50 value 26476.331642 iter 60 value 21734.268003 iter 70 value 21485.942282 iter 80 value 19796.042979 iter 90 value 18595.653685 iter 100 value 16611.684232 final value 16611.684232 stopped after 100 iterations # weights: 61 initial value 288134.354317 iter 10 value 40309.701183 iter 20 value 35058.431502 iter 30 value 25648.580652 iter 40 value 22135.476750 iter 50 value 20366.292304 iter 60 value 17124.799774 iter 70 value 15151.183574 iter 80 value 14273.496139 iter 90 value 13422.610818 iter 100 value 12998.466159 final value 12998.466159 stopped after 100 iterations # weights: 61 initial value 268715.737160 iter 10 value 40510.325126 iter 20 value 33622.831572 iter 30 value 32841.345226 iter 40 value 32205.292943 iter 50 value 28965.636068 iter 60 value 18312.685874 iter 70 value 17489.964506 iter 80 value 15275.651642 iter 90 value 12464.348780 iter 100 value 11571.903583 final value 11571.903583 stopped after 100 iterations # weights: 61 initial value 270408.979798 iter 10 value 41308.639795 iter 20 value 36911.301029 iter 30 value 35189.212106 iter 40 value 34383.340093 iter 50 value 31997.331163 iter 60 value 30185.672703 iter 70 value 27064.440173 iter 80 value 16885.866357 iter 90 value 14852.237581 iter 100 value 13442.815386 final value 13442.815386 stopped after 100 iterations # weights: 61 initial value 277802.405361 iter 10 value 41041.592817 iter 20 value 32356.597733 iter 30 value 26200.999755 iter 40 value 25252.477037 iter 50 value 24351.362342 iter 60 value 21457.113839 iter 70 value 20085.914226 iter 80 value 18356.804723 iter 90 value 15918.103979 iter 100 value 14285.514979 final value 14285.514979 stopped after 100 iterations # weights: 61 initial value 270813.536988 iter 10 value 40404.700113 iter 20 value 34613.771150 iter 30 value 31710.740823 iter 40 value 28024.124803 iter 50 value 23359.854821 iter 60 value 22426.148084 iter 70 value 21062.421692 iter 80 value 20173.112613 iter 90 value 18108.820956 iter 100 value 16199.626988 final value 16199.626988 stopped after 100 iterations # weights: 61 initial value 263818.301121 iter 10 value 43241.774339 iter 20 value 34515.583299 iter 30 value 33716.482397 iter 40 value 32568.865334 iter 50 value 30191.922196 iter 60 value 21719.368367 iter 70 value 20111.185647 iter 80 value 18265.411965 iter 90 value 17618.994742 iter 100 value 17261.213720 final value 17261.213720 stopped after 100 iterations # weights: 61 initial value 253535.311479 iter 10 value 37966.167996 iter 20 value 30559.698617 iter 30 value 24866.697217 iter 40 value 23501.340842 iter 50 value 19589.986988 iter 60 value 19200.011409 iter 70 value 17864.626730 iter 80 value 17243.209438 iter 90 value 15555.732635 iter 100 value 13842.866715 final value 13842.866715 stopped after 100 iterations # weights: 61 initial value 269232.584188 iter 10 value 40866.398068 iter 20 value 36944.221918 iter 30 value 31752.115582 iter 40 value 26944.928056 iter 50 value 23561.164039 iter 60 value 21265.880446 iter 70 value 17938.841666 iter 80 value 15964.702618 iter 90 value 14859.335216 iter 100 value 13684.738867 final value 13684.738867 stopped after 100 iterations # weights: 61 initial value 269049.011414 iter 10 value 39166.561890 iter 20 value 33089.214133 iter 30 value 29683.835665 iter 40 value 22375.741817 iter 50 value 19308.465633 iter 60 value 15670.864340 iter 70 value 14994.539100 iter 80 value 14532.336661 iter 90 value 13332.466388 iter 100 value 12997.975855 final value 12997.975855 stopped after 100 iterations # weights: 61 initial value 275613.354226 iter 10 value 39606.806516 iter 20 value 34262.700589 iter 30 value 31551.610106 iter 40 value 29537.605863 iter 50 value 24028.044018 iter 60 value 23160.601859 iter 70 value 22414.880979 iter 80 value 21672.801279 iter 90 value 19710.622335 iter 100 value 18805.266427 final value 18805.266427 stopped after 100 iterations # weights: 61 initial value 240869.593235 iter 10 value 36266.493053 iter 20 value 33729.864018 iter 30 value 28630.166535 iter 40 value 23394.574555 iter 50 value 20220.649859 iter 60 value 18909.646688 iter 70 value 17634.152904 iter 80 value 16296.360765 iter 90 value 14539.482216 iter 100 value 13667.821891 final value 13667.821891 stopped after 100 iterations # weights: 61 initial value 282452.229563 iter 10 value 33201.233811 iter 20 value 30454.701354 iter 30 value 26672.866048 iter 40 value 22857.815982 iter 50 value 21023.334407 iter 60 value 19266.989810 iter 70 value 16023.806315 iter 80 value 14243.846844 iter 90 value 13395.405951 iter 100 value 11667.488960 final value 11667.488960 stopped after 100 iterations # weights: 61 initial value 272533.602035 iter 10 value 37178.669068 iter 20 value 30335.641161 iter 30 value 25410.879623 iter 40 value 21216.446372 iter 50 value 18948.106273 iter 60 value 17888.338396 iter 70 value 16665.260488 iter 80 value 13281.207430 iter 90 value 10438.245075 iter 100 value 10007.931626 final value 10007.931626 stopped after 100 iterations # weights: 61 initial value 271559.106617 iter 10 value 36189.504279 iter 20 value 32945.112118 iter 30 value 31182.923615 iter 40 value 27803.893570 iter 50 value 26123.381542 iter 60 value 25380.176585 iter 70 value 23830.468516 iter 80 value 22446.892434 iter 90 value 18857.936322 iter 100 value 17895.459845 final value 17895.459845 stopped after 100 iterations # weights: 61 initial value 257296.868881 iter 10 value 28536.178924 iter 20 value 28156.275221 iter 30 value 25611.552728 iter 40 value 25001.670990 iter 50 value 22553.452176 iter 60 value 21914.388421 iter 70 value 20787.810019 iter 80 value 18052.773591 iter 90 value 15211.732559 iter 100 value 14658.797172 final value 14658.797172 stopped after 100 iterations # weights: 61 initial value 243448.448409 iter 10 value 34734.332954 iter 20 value 29592.323702 iter 30 value 26010.877508 iter 40 value 22436.298532 iter 50 value 17606.206453 iter 60 value 15723.968596 iter 70 value 14440.098006 iter 80 value 13952.070785 iter 90 value 13276.835021 iter 100 value 12425.354595 final value 12425.354595 stopped after 100 iterations # weights: 61 initial value 285676.115950 iter 10 value 39847.635782 iter 20 value 34654.622593 iter 30 value 30421.727946 iter 40 value 24010.149598 iter 50 value 17208.656925 iter 60 value 14754.049764 iter 70 value 13247.977119 iter 80 value 12579.471595 iter 90 value 11786.697823 iter 100 value 11121.319395 final value 11121.319395 stopped after 100 iterations # weights: 61 initial value 275293.231345 iter 10 value 38105.833532 iter 20 value 36773.979836 iter 30 value 32342.078699 iter 40 value 28343.720343 iter 50 value 19830.316086 iter 60 value 16766.060322 iter 70 value 14403.052830 iter 80 value 13182.234748 iter 90 value 12261.843691 iter 100 value 10657.037741 final value 10657.037741 stopped after 100 iterations # weights: 61 initial value 295207.443821 iter 10 value 40013.197935 iter 20 value 32833.661430 iter 30 value 23163.045250 iter 40 value 22153.632308 iter 50 value 21613.511204 iter 60 value 19805.829931 iter 70 value 15869.363950 iter 80 value 14417.358534 iter 90 value 14077.604738 iter 100 value 13468.308820 final value 13468.308820 stopped after 100 iterations # weights: 61 initial value 284505.146563 iter 10 value 33443.165629 iter 20 value 32100.124286 iter 30 value 27587.307337 iter 40 value 21803.532024 iter 50 value 19432.294824 iter 60 value 17163.646311 iter 70 value 15065.748129 iter 80 value 12970.628330 iter 90 value 11981.300027 iter 100 value 10744.239076 final value 10744.239076 stopped after 100 iterations # weights: 61 initial value 308845.250648 iter 10 value 39393.599141 iter 20 value 33969.522083 iter 30 value 29161.662788 iter 40 value 25308.530859 iter 50 value 20708.812225 iter 60 value 17285.230906 iter 70 value 15609.324026 iter 80 value 13850.084553 iter 90 value 13043.188676 iter 100 value 12593.531462 final value 12593.531462 stopped after 100 iterations # weights: 61 initial value 245690.177604 iter 10 value 38642.889392 iter 20 value 34375.014979 iter 30 value 33319.718043 iter 40 value 28139.170581 iter 50 value 24508.791009 iter 60 value 18135.368187 iter 70 value 17319.156772 iter 80 value 14825.309877 iter 90 value 14414.167619 iter 100 value 13851.755255 final value 13851.755255 stopped after 100 iterations # weights: 61 initial value 271358.367703 iter 10 value 46443.806056 iter 20 value 36559.537706 iter 30 value 31321.393782 iter 40 value 25900.954264 iter 50 value 23836.886000 iter 60 value 22208.919005 iter 70 value 21097.011212 iter 80 value 20287.557844 iter 90 value 18630.599493 iter 100 value 17554.115805 final value 17554.115805 stopped after 100 iterations # weights: 61 initial value 265001.626273 iter 10 value 34615.904480 iter 20 value 32763.752202 iter 30 value 29054.984090 iter 40 value 25902.894258 iter 50 value 22361.817823 iter 60 value 20344.507833 iter 70 value 17397.472340 iter 80 value 15999.967607 iter 90 value 15133.721965 iter 100 value 14390.958515 final value 14390.958515 stopped after 100 iterations # weights: 61 initial value 269411.211534 iter 10 value 41736.242516 iter 20 value 32599.109861 iter 30 value 30516.960745 iter 40 value 29933.167949 iter 50 value 25113.445887 iter 60 value 19485.576535 iter 70 value 17823.145922 iter 80 value 17096.156736 iter 90 value 14935.926002 iter 100 value 13177.262818 final value 13177.262818 stopped after 100 iterations # weights: 61 initial value 274094.319237 iter 10 value 44951.962643 iter 20 value 38224.524987 iter 30 value 28368.861918 iter 40 value 24402.224038 iter 50 value 21279.674802 iter 60 value 19634.439542 iter 70 value 14800.464240 iter 80 value 14085.986630 iter 90 value 13247.909453 iter 100 value 12815.182590 final value 12815.182590 stopped after 100 iterations # weights: 61 initial value 251001.565847 iter 10 value 36493.294532 iter 20 value 31911.042657 iter 30 value 30909.460564 iter 40 value 29655.733592 iter 50 value 28447.087058 iter 60 value 26347.838243 iter 70 value 22874.286376 iter 80 value 16932.199189 iter 90 value 15563.690384 iter 100 value 14233.704501 final value 14233.704501 stopped after 100 iterations # weights: 61 initial value 278690.422423 iter 10 value 49419.601375 iter 20 value 41536.322340 iter 30 value 30989.853198 iter 40 value 26798.594052 iter 50 value 21037.182798 iter 60 value 19336.425774 iter 70 value 14442.630941 iter 80 value 11181.255614 iter 90 value 10253.368591 iter 100 value 9914.532121 final value 9914.532121 stopped after 100 iterations # weights: 61 initial value 306802.242124 iter 10 value 39499.139549 iter 20 value 34449.030407 iter 30 value 29281.510633 iter 40 value 28763.359724 iter 50 value 28535.423593 iter 60 value 27795.764046 iter 70 value 24447.550801 iter 80 value 23268.599314 iter 90 value 21921.317805 iter 100 value 19137.661549 final value 19137.661549 stopped after 100 iterations # weights: 61 initial value 265542.524559 iter 10 value 39046.139961 iter 20 value 38691.233982 iter 30 value 36854.517397 iter 40 value 29520.331770 iter 50 value 26197.455811 iter 60 value 22912.195455 iter 70 value 20639.263173 iter 80 value 16563.742367 iter 90 value 15945.576018 iter 100 value 12199.300901 final value 12199.300901 stopped after 100 iterations # weights: 61 initial value 265868.042784 iter 10 value 41020.282166 iter 20 value 32535.172768 iter 30 value 30217.515013 iter 40 value 22581.695291 iter 50 value 20154.448340 iter 60 value 19164.079501 iter 70 value 18898.364669 iter 80 value 18091.825018 iter 90 value 17175.303263 iter 100 value 16537.483484 final value 16537.483484 stopped after 100 iterations # weights: 61 initial value 258184.332383 iter 10 value 31603.321449 iter 20 value 27333.309560 iter 30 value 24348.533444 iter 40 value 18332.740499 iter 50 value 17515.321024 iter 60 value 16679.828511 iter 70 value 15228.682689 iter 80 value 14106.451604 iter 90 value 13578.992396 iter 100 value 11797.556248 final value 11797.556248 stopped after 100 iterations # weights: 61 initial value 273933.465726 iter 10 value 39071.679605 iter 20 value 34454.114155 iter 30 value 32495.990384 iter 40 value 29108.208052 iter 50 value 22702.364980 iter 60 value 19687.594190 iter 70 value 17081.336920 iter 80 value 14709.579800 iter 90 value 13782.835199 iter 100 value 13036.303418 final value 13036.303418 stopped after 100 iterations # weights: 61 initial value 269714.928191 iter 10 value 37877.901330 iter 20 value 31986.916814 iter 30 value 28913.556776 iter 40 value 25927.143053 iter 50 value 24101.907972 iter 60 value 23345.604518 iter 70 value 18856.608633 iter 80 value 17302.891079 iter 90 value 17032.488319 iter 100 value 16245.832173 final value 16245.832173 stopped after 100 iterations # weights: 61 initial value 256188.980975 iter 10 value 38897.925482 iter 20 value 37993.109088 iter 30 value 35205.138384 iter 40 value 33940.263848 iter 50 value 30120.227686 iter 60 value 24501.358464 iter 70 value 21902.336471 iter 80 value 16638.251182 iter 90 value 14268.730357 iter 100 value 13856.664165 final value 13856.664165 stopped after 100 iterations # weights: 61 initial value 238870.891149 iter 10 value 43088.949247 iter 20 value 32167.284381 iter 30 value 31422.926847 iter 40 value 30137.130356 iter 50 value 28910.596087 iter 60 value 24396.177443 iter 70 value 21180.818856 iter 80 value 19408.996873 iter 90 value 17994.174193 iter 100 value 16301.172566 final value 16301.172566 stopped after 100 iterations # weights: 61 initial value 270595.313183 iter 10 value 34807.947184 iter 20 value 30642.008216 iter 30 value 28885.868567 iter 40 value 27082.208944 iter 50 value 25254.539943 iter 60 value 20439.577516 iter 70 value 20319.494902 iter 80 value 19848.027795 iter 90 value 18685.506716 iter 100 value 18161.879662 final value 18161.879662 stopped after 100 iterations # weights: 61 initial value 281687.806806 iter 10 value 39447.010959 iter 20 value 32439.723773 iter 30 value 30880.617079 iter 40 value 30489.445336 iter 50 value 28227.884571 iter 60 value 22273.329204 iter 70 value 20652.571826 iter 80 value 19467.464199 iter 90 value 16398.444122 iter 100 value 15572.823183 final value 15572.823183 stopped after 100 iterations # weights: 61 initial value 267010.580167 iter 10 value 39553.373112 iter 20 value 31425.441006 iter 30 value 28971.939923 iter 40 value 27918.806595 iter 50 value 24030.716219 iter 60 value 20808.132077 iter 70 value 18698.980525 iter 80 value 17899.093659 iter 90 value 15923.075923 iter 100 value 15529.834062 final value 15529.834062 stopped after 100 iterations # weights: 61 initial value 271113.403534 iter 10 value 38443.793719 iter 20 value 34268.185462 iter 30 value 29148.014542 iter 40 value 21445.453134 iter 50 value 15294.148046 iter 60 value 14018.124429 iter 70 value 11324.905995 iter 80 value 10529.515825 iter 90 value 9604.767323 iter 100 value 9070.583143 final value 9070.583143 stopped after 100 iterations # weights: 61 initial value 256885.307500 iter 10 value 38032.582277 iter 20 value 30729.411841 iter 30 value 30120.960213 iter 40 value 30037.229259 iter 50 value 29434.214443 iter 60 value 28062.415424 iter 70 value 26422.173376 iter 80 value 21627.891002 iter 90 value 19810.694585 iter 100 value 17289.772572 final value 17289.772572 stopped after 100 iterations # weights: 61 initial value 279106.501296 iter 10 value 40275.166445 iter 20 value 39823.180545 iter 30 value 32547.696511 iter 40 value 27947.371759 iter 50 value 14776.651725 iter 60 value 12393.190479 iter 70 value 12223.959574 iter 80 value 11970.581761 iter 90 value 11272.952148 iter 100 value 11248.718570 final value 11248.718570 stopped after 100 iterations # weights: 61 initial value 286344.081636 iter 10 value 29282.259551 iter 20 value 26609.646157 iter 30 value 26015.827981 iter 40 value 25649.429323 iter 50 value 25142.878451 iter 60 value 24668.421688 iter 70 value 22340.464126 iter 80 value 19845.141095 iter 90 value 14639.243729 iter 100 value 13509.931657 final value 13509.931657 stopped after 100 iterations # weights: 61 initial value 273701.247308 iter 10 value 37641.490535 iter 20 value 29930.110071 iter 30 value 27779.494348 iter 40 value 20575.796511 iter 50 value 17950.828153 iter 60 value 14579.931551 iter 70 value 13721.269183 iter 80 value 13080.867811 iter 90 value 12436.328349 iter 100 value 11430.210050 final value 11430.210050 stopped after 100 iterations # weights: 61 initial value 291970.648994 iter 10 value 44113.201795 iter 20 value 37179.930922 iter 30 value 34422.767750 iter 40 value 29156.328802 iter 50 value 22541.312860 iter 60 value 19750.409626 iter 70 value 18608.277424 iter 80 value 17707.541515 iter 90 value 16237.913504 iter 100 value 14129.456317 final value 14129.456317 stopped after 100 iterations # weights: 61 initial value 253416.133737 iter 10 value 37758.731740 iter 20 value 30550.460805 iter 30 value 24857.254024 iter 40 value 22388.565220 iter 50 value 20809.954174 iter 60 value 19234.590188 iter 70 value 18329.988386 iter 80 value 17728.479910 iter 90 value 16628.954421 iter 100 value 16082.648357 final value 16082.648357 stopped after 100 iterations # weights: 61 initial value 266657.438906 iter 10 value 38528.281899 iter 20 value 36051.610580 iter 30 value 33966.418666 iter 40 value 31966.884688 iter 50 value 31298.781168 iter 60 value 25935.078760 iter 70 value 20727.282103 iter 80 value 19053.352309 iter 90 value 17857.932229 iter 100 value 16494.179604 final value 16494.179604 stopped after 100 iterations # weights: 61 initial value 266068.652113 iter 10 value 40796.860352 iter 20 value 35520.720524 iter 30 value 30919.461563 iter 40 value 27842.156277 iter 50 value 23967.892890 iter 60 value 19492.625035 iter 70 value 16129.003671 iter 80 value 14869.552265 iter 90 value 14218.822004 iter 100 value 13672.288245 final value 13672.288245 stopped after 100 iterations # weights: 61 initial value 291956.587771 iter 10 value 40722.666438 iter 20 value 40299.771592 iter 30 value 34755.698245 iter 40 value 23927.961556 iter 50 value 22976.106281 iter 60 value 20992.075805 iter 70 value 16526.592864 iter 80 value 15522.981028 iter 90 value 14245.860890 iter 100 value 13487.031954 final value 13487.031954 stopped after 100 iterations # weights: 61 initial value 278959.259364 iter 10 value 36680.704756 iter 20 value 33456.006677 iter 30 value 32012.887461 iter 40 value 25787.607328 iter 50 value 23457.174786 iter 60 value 22223.462389 iter 70 value 20633.522386 iter 80 value 18518.439902 iter 90 value 17238.695433 iter 100 value 15333.378376 final value 15333.378376 stopped after 100 iterations # weights: 61 initial value 264814.308766 iter 10 value 34384.893862 iter 20 value 30982.886042 iter 30 value 29695.241654 iter 40 value 29499.488548 iter 50 value 26832.045740 iter 60 value 21353.797422 iter 70 value 19480.979460 iter 80 value 17773.381265 iter 90 value 17410.598530 iter 100 value 16713.000910 final value 16713.000910 stopped after 100 iterations # weights: 61 initial value 267860.361347 iter 10 value 35856.810880 iter 20 value 33604.025679 iter 30 value 32537.506019 iter 40 value 31729.918119 iter 50 value 29513.813241 iter 60 value 26137.445202 iter 70 value 23499.819294 iter 80 value 21573.231090 iter 90 value 19695.170408 iter 100 value 17059.007537 final value 17059.007537 stopped after 100 iterations # weights: 61 initial value 263366.126074 iter 10 value 40648.685501 iter 20 value 40552.490653 iter 30 value 32574.022069 iter 40 value 28310.989607 iter 50 value 26118.957656 iter 60 value 23233.880124 iter 70 value 21726.285710 iter 80 value 19867.070369 iter 90 value 18829.602925 iter 100 value 15478.806212 final value 15478.806212 stopped after 100 iterations # weights: 61 initial value 264675.710635 iter 10 value 40867.347941 iter 20 value 28248.405115 iter 30 value 27115.744480 iter 40 value 25003.954148 iter 50 value 21659.352631 iter 60 value 17005.841109 iter 70 value 16464.804053 iter 80 value 15283.036824 iter 90 value 14833.584502 iter 100 value 14414.646237 final value 14414.646237 stopped after 100 iterations # weights: 61 initial value 274362.376853 iter 10 value 40093.312287 iter 20 value 33348.327084 iter 30 value 32656.342972 iter 30 value 32656.342735 iter 40 value 32321.432328 iter 50 value 30990.867667 iter 60 value 28525.535226 iter 70 value 25900.337335 iter 80 value 22570.172687 iter 90 value 16559.151432 iter 100 value 15586.448521 final value 15586.448521 stopped after 100 iterations # weights: 61 initial value 277329.015318 iter 10 value 37363.196879 iter 20 value 36024.610084 iter 30 value 27939.831412 iter 40 value 23497.203191 iter 50 value 18862.360772 iter 60 value 17426.577439 iter 70 value 15792.660295 iter 80 value 14860.969946 iter 90 value 14046.084383 iter 100 value 13464.302063 final value 13464.302063 stopped after 100 iterations # weights: 61 initial value 250327.518225 iter 10 value 41582.363886 iter 20 value 36384.251350 iter 30 value 35833.224588 iter 40 value 24781.421978 iter 50 value 21868.536465 iter 60 value 21287.801926 iter 70 value 20238.272823 iter 80 value 18030.839294 iter 90 value 15023.473540 iter 100 value 13994.811459 final value 13994.811459 stopped after 100 iterations # weights: 61 initial value 258278.099385 iter 10 value 39768.922559 iter 20 value 36554.471590 iter 30 value 32969.994741 iter 40 value 31952.904962 iter 50 value 30714.983793 iter 60 value 26812.572411 iter 70 value 24065.903403 iter 80 value 22907.446507 iter 90 value 19991.309338 iter 100 value 19106.813762 final value 19106.813762 stopped after 100 iterations # weights: 61 initial value 266788.832744 iter 10 value 39522.683615 iter 20 value 39429.528162 iter 30 value 31922.126820 iter 40 value 28551.227231 iter 50 value 26985.439472 iter 60 value 25111.761847 iter 70 value 24165.706723 iter 80 value 21787.891452 iter 90 value 19050.827781 iter 100 value 18674.605614 final value 18674.605614 stopped after 100 iterations # weights: 61 initial value 240669.566337 iter 10 value 32553.537054 iter 20 value 31452.748806 iter 30 value 29980.106732 iter 40 value 29055.045600 iter 50 value 27766.713759 iter 60 value 26565.532508 iter 70 value 21760.427862 iter 80 value 20759.093327 iter 90 value 20291.295910 iter 100 value 20135.652982 final value 20135.652982 stopped after 100 iterations # weights: 61 initial value 303994.828800 iter 10 value 32631.175863 iter 20 value 31773.903036 iter 30 value 30821.771605 iter 40 value 27698.965055 iter 50 value 26402.528613 iter 60 value 22661.175877 iter 70 value 17902.565241 iter 80 value 15021.260271 iter 90 value 13766.772846 iter 100 value 12553.850433 final value 12553.850433 stopped after 100 iterations # weights: 61 initial value 259685.963745 iter 10 value 37106.356560 iter 20 value 30561.519050 iter 30 value 29669.875005 iter 40 value 29110.861834 iter 50 value 27560.373107 iter 60 value 26488.084814 iter 70 value 23832.430032 iter 80 value 22499.287005 iter 90 value 21008.042910 iter 100 value 18537.442926 final value 18537.442926 stopped after 100 iterations # weights: 61 initial value 259701.583585 iter 10 value 38433.350529 iter 20 value 31585.356410 iter 30 value 26202.644308 iter 40 value 18305.821351 iter 50 value 15617.297215 iter 60 value 14078.142031 iter 70 value 12432.312914 iter 80 value 12205.540925 iter 90 value 10881.910294 iter 100 value 10541.902241 final value 10541.902241 stopped after 100 iterations # weights: 61 initial value 252878.198509 iter 10 value 34785.015488 iter 20 value 31783.039529 iter 30 value 30334.371961 iter 40 value 30304.537686 iter 50 value 29632.065900 iter 60 value 29418.470978 iter 70 value 28276.742090 iter 80 value 21440.457899 iter 90 value 20450.556877 iter 100 value 17796.950955 final value 17796.950955 stopped after 100 iterations # weights: 61 initial value 273521.257637 iter 10 value 29931.114612 iter 20 value 27111.789557 iter 30 value 26462.728029 iter 40 value 23038.897125 iter 50 value 21165.407138 iter 60 value 20232.850183 iter 70 value 17096.951705 iter 80 value 16310.220720 iter 90 value 14425.074981 iter 100 value 13790.421454 final value 13790.421454 stopped after 100 iterations # weights: 61 initial value 282423.007521 iter 10 value 30073.276272 iter 20 value 27005.302717 iter 30 value 23025.888518 iter 40 value 21307.096448 iter 50 value 20166.997396 iter 60 value 18727.656758 iter 70 value 16751.852037 iter 80 value 15015.764137 iter 90 value 14130.996117 iter 100 value 13039.776563 final value 13039.776563 stopped after 100 iterations # weights: 91 initial value 298569.946436 iter 10 value 41304.906651 iter 20 value 33712.182843 iter 30 value 33216.605408 iter 40 value 32969.769260 iter 50 value 32566.814161 iter 60 value 32285.605456 iter 70 value 32089.711705 iter 80 value 31482.413664 iter 90 value 31346.410378 iter 100 value 30923.901206 final value 30923.901206 stopped after 100 iterations # weights: 91 initial value 247036.497716 iter 10 value 42715.558012 iter 20 value 32237.099580 iter 30 value 29420.015466 iter 40 value 24352.499772 iter 50 value 20092.512293 iter 60 value 18655.222537 iter 70 value 17532.794572 iter 80 value 15477.754363 iter 90 value 15020.879342 iter 100 value 14241.733063 final value 14241.733063 stopped after 100 iterations # weights: 91 initial value 268399.228492 iter 10 value 41823.236624 iter 20 value 35260.219758 iter 30 value 32089.754643 iter 40 value 24695.493143 iter 50 value 20844.998049 iter 60 value 19201.565488 iter 70 value 17667.725299 iter 80 value 16476.095144 iter 90 value 14871.150717 iter 100 value 14067.919320 final value 14067.919320 stopped after 100 iterations # weights: 91 initial value 251963.320019 iter 10 value 40064.221507 iter 20 value 35409.614786 iter 30 value 31256.116004 iter 40 value 28996.761738 iter 50 value 23480.746257 iter 60 value 19099.292140 iter 70 value 17447.330201 iter 80 value 15832.088677 iter 90 value 14532.974994 iter 100 value 14077.266745 final value 14077.266745 stopped after 100 iterations # weights: 91 initial value 300143.342288 iter 10 value 40106.047603 iter 20 value 32930.327484 iter 30 value 31737.127776 iter 40 value 25448.068349 iter 50 value 21560.636725 iter 60 value 18853.687248 iter 70 value 17834.783930 iter 80 value 16261.529937 iter 90 value 15675.603238 iter 100 value 15028.530067 final value 15028.530067 stopped after 100 iterations # weights: 91 initial value 265159.873022 iter 10 value 41423.221605 iter 20 value 37694.799198 iter 30 value 36133.656446 iter 40 value 32817.979472 iter 50 value 30652.928373 iter 60 value 29613.145241 iter 70 value 26244.915140 iter 80 value 25118.335921 iter 90 value 21890.828058 iter 100 value 17803.732082 final value 17803.732082 stopped after 100 iterations # weights: 91 initial value 274117.305347 iter 10 value 37928.224721 iter 20 value 30800.429627 iter 30 value 28305.761716 iter 40 value 23557.723489 iter 50 value 20032.029747 iter 60 value 17614.257065 iter 70 value 15510.496843 iter 80 value 14909.338762 iter 90 value 14012.839922 iter 100 value 13304.827018 final value 13304.827018 stopped after 100 iterations # weights: 91 initial value 262556.583860 iter 10 value 41183.936042 iter 20 value 33728.652988 iter 30 value 32201.708625 iter 40 value 31709.937588 iter 50 value 27233.759905 iter 60 value 23658.228184 iter 70 value 19428.772326 iter 80 value 16946.798620 iter 90 value 16441.576324 iter 100 value 15421.187280 final value 15421.187280 stopped after 100 iterations # weights: 91 initial value 261091.239296 iter 10 value 44242.169442 iter 20 value 34876.846453 iter 30 value 33766.279035 iter 40 value 32016.980709 iter 50 value 31813.967394 iter 60 value 31461.016793 iter 70 value 22892.622770 iter 80 value 20192.935583 iter 90 value 18375.655558 iter 100 value 16908.300724 final value 16908.300724 stopped after 100 iterations # weights: 91 initial value 248044.779904 iter 10 value 42050.651491 iter 20 value 33021.907810 iter 30 value 31900.011753 iter 40 value 26204.434161 iter 50 value 24151.781912 iter 60 value 22088.751881 iter 70 value 19467.777389 iter 80 value 16830.221983 iter 90 value 16192.620376 iter 100 value 15470.243446 final value 15470.243446 stopped after 100 iterations # weights: 91 initial value 237899.667569 iter 10 value 38728.142540 iter 20 value 33841.428070 iter 30 value 31753.342707 iter 40 value 26018.268776 iter 50 value 21345.487128 iter 60 value 21072.680473 iter 70 value 18912.833942 iter 80 value 16577.699046 iter 90 value 15694.459586 iter 100 value 14852.744883 final value 14852.744883 stopped after 100 iterations # weights: 91 initial value 253906.353199 iter 10 value 39209.111245 iter 20 value 38864.745824 iter 30 value 33103.994063 iter 40 value 28181.628653 iter 50 value 27930.607566 iter 60 value 26749.021794 iter 70 value 21098.702472 iter 80 value 19041.895986 iter 90 value 17809.403956 iter 100 value 16952.284343 final value 16952.284343 stopped after 100 iterations # weights: 91 initial value 270948.498135 iter 10 value 42949.580078 iter 20 value 33703.853168 iter 30 value 31107.984110 iter 40 value 27787.010515 iter 50 value 22094.616323 iter 60 value 19392.743783 iter 70 value 18008.957459 iter 80 value 17426.899935 iter 90 value 15052.614017 iter 100 value 13680.585989 final value 13680.585989 stopped after 100 iterations # weights: 91 initial value 272084.921829 iter 10 value 38856.632540 iter 20 value 38555.930185 iter 30 value 33167.751221 iter 40 value 29130.459315 iter 50 value 27466.526587 iter 60 value 24216.513717 iter 70 value 19681.862941 iter 80 value 17430.490873 iter 90 value 16525.133257 iter 100 value 15833.399743 final value 15833.399743 stopped after 100 iterations # weights: 91 initial value 286385.557999 iter 10 value 48252.380284 iter 20 value 35705.304013 iter 30 value 31989.400881 iter 40 value 27088.221208 iter 50 value 22953.065196 iter 60 value 19093.835334 iter 70 value 17802.343243 iter 80 value 16991.439041 iter 90 value 14956.367318 iter 100 value 14354.358005 final value 14354.358005 stopped after 100 iterations # weights: 91 initial value 265578.986750 iter 10 value 34337.644688 iter 20 value 30848.383596 iter 30 value 27983.290711 iter 40 value 26612.047161 iter 50 value 26076.452504 iter 60 value 25055.664426 iter 70 value 23958.264609 iter 80 value 20052.279893 iter 90 value 16095.116172 iter 100 value 14455.478026 final value 14455.478026 stopped after 100 iterations # weights: 91 initial value 288793.993643 iter 10 value 41366.407298 iter 20 value 31674.275183 iter 30 value 29806.965306 iter 40 value 28643.451427 iter 50 value 28307.048656 iter 60 value 25152.991094 iter 70 value 21872.316923 iter 80 value 17691.148719 iter 90 value 14604.220830 iter 100 value 14329.934562 final value 14329.934562 stopped after 100 iterations # weights: 91 initial value 245018.561439 iter 10 value 36549.041364 iter 20 value 31881.195140 iter 30 value 28521.856277 iter 40 value 19481.843039 iter 50 value 18795.901464 iter 60 value 16923.268574 iter 70 value 15914.649374 iter 80 value 14542.877228 iter 90 value 13283.176840 iter 100 value 11761.248030 final value 11761.248030 stopped after 100 iterations # weights: 91 initial value 269713.857159 iter 10 value 32594.865939 iter 20 value 24032.058451 iter 30 value 23124.119348 iter 40 value 20974.086683 iter 50 value 18570.770312 iter 60 value 16768.584051 iter 70 value 16200.849087 iter 80 value 14892.332046 iter 90 value 14736.532564 iter 100 value 13818.184751 final value 13818.184751 stopped after 100 iterations # weights: 91 initial value 304523.397304 iter 10 value 36239.799606 iter 20 value 33506.011989 iter 30 value 29416.020255 iter 40 value 27995.324404 iter 50 value 24396.194731 iter 60 value 23555.544581 iter 70 value 21717.206063 iter 80 value 19393.644697 iter 90 value 18140.958755 iter 100 value 17828.049044 final value 17828.049044 stopped after 100 iterations # weights: 91 initial value 269200.761670 iter 10 value 39014.508707 iter 20 value 30285.704020 iter 30 value 28870.937333 iter 40 value 27080.553541 iter 50 value 25704.263290 iter 60 value 22673.305055 iter 70 value 20547.777694 iter 80 value 19084.404411 iter 90 value 17668.995505 iter 100 value 15329.001181 final value 15329.001181 stopped after 100 iterations # weights: 91 initial value 248366.763678 iter 10 value 40439.964230 iter 20 value 35017.251039 iter 30 value 29405.178012 iter 40 value 24417.500122 iter 50 value 21692.286747 iter 60 value 17559.004866 iter 70 value 14723.096606 iter 80 value 13741.974688 iter 90 value 12979.716338 iter 100 value 12761.763211 final value 12761.763211 stopped after 100 iterations # weights: 91 initial value 277290.419578 iter 10 value 41895.540949 iter 20 value 30622.417510 iter 30 value 29778.794008 iter 40 value 27158.280866 iter 50 value 22198.640328 iter 60 value 17449.486940 iter 70 value 17005.661376 iter 80 value 16326.957419 iter 90 value 14889.575390 iter 100 value 13961.786053 final value 13961.786053 stopped after 100 iterations # weights: 91 initial value 270171.995972 iter 10 value 39471.734399 iter 20 value 30785.416354 iter 30 value 27701.177208 iter 40 value 21652.888368 iter 50 value 18765.232703 iter 60 value 17403.631229 iter 70 value 16627.725766 iter 80 value 14629.962575 iter 90 value 13364.275939 iter 100 value 12840.772521 final value 12840.772521 stopped after 100 iterations # weights: 91 initial value 252258.016431 iter 10 value 40564.957736 iter 20 value 31138.133341 iter 30 value 28856.322072 iter 40 value 26252.800765 iter 50 value 24573.261763 iter 60 value 24212.683042 iter 70 value 23848.123654 iter 80 value 21893.655126 iter 90 value 17118.637920 iter 100 value 15774.363368 final value 15774.363368 stopped after 100 iterations # weights: 91 initial value 280172.604090 iter 10 value 35199.208521 iter 20 value 30830.185156 iter 30 value 28622.167472 iter 40 value 26243.114862 iter 50 value 24937.403336 iter 60 value 24121.725868 iter 70 value 21677.228446 iter 80 value 19791.182854 iter 90 value 18695.674196 iter 100 value 16261.330561 final value 16261.330561 stopped after 100 iterations # weights: 91 initial value 264997.914184 iter 10 value 31994.953384 iter 20 value 30993.993346 iter 30 value 30420.432063 iter 40 value 29199.577680 iter 50 value 24519.746506 iter 60 value 21023.867186 iter 70 value 17956.981021 iter 80 value 16918.144900 iter 90 value 15230.030737 iter 100 value 14581.514872 final value 14581.514872 stopped after 100 iterations # weights: 91 initial value 247456.364583 iter 10 value 37195.196251 iter 20 value 33045.414098 iter 30 value 30961.404223 iter 40 value 29788.401635 iter 50 value 26014.257413 iter 60 value 21833.813592 iter 70 value 15290.587702 iter 80 value 14430.357647 iter 90 value 14088.378640 iter 100 value 13108.861478 final value 13108.861478 stopped after 100 iterations # weights: 91 initial value 280098.644472 iter 10 value 40175.864183 iter 20 value 38015.060512 iter 30 value 33780.699360 iter 40 value 31180.487655 iter 50 value 26495.304613 iter 60 value 23202.149386 iter 70 value 21397.858564 iter 80 value 17633.032715 iter 90 value 16464.706985 iter 100 value 15767.309468 final value 15767.309468 stopped after 100 iterations # weights: 91 initial value 273063.924294 iter 10 value 39898.778697 iter 20 value 32242.967847 iter 30 value 32032.562616 iter 40 value 30819.235867 iter 50 value 25373.920884 iter 60 value 21825.587783 iter 70 value 21645.142674 iter 80 value 16929.954027 iter 90 value 15429.593340 iter 100 value 13371.523604 final value 13371.523604 stopped after 100 iterations # weights: 91 initial value 295897.961773 iter 10 value 41190.272840 iter 20 value 38471.100835 iter 30 value 37438.545064 iter 40 value 31550.694446 iter 50 value 27492.936033 iter 60 value 23230.098299 iter 70 value 21526.213457 iter 80 value 19881.925153 iter 90 value 18219.466917 iter 100 value 17334.879973 final value 17334.879973 stopped after 100 iterations # weights: 91 initial value 285013.678875 iter 10 value 41142.642867 iter 20 value 36245.774404 iter 30 value 32694.980670 iter 40 value 30272.028997 iter 50 value 24224.500778 iter 60 value 22005.766974 iter 70 value 19388.390962 iter 80 value 17250.788604 iter 90 value 15439.920470 iter 100 value 14941.575071 final value 14941.575071 stopped after 100 iterations # weights: 91 initial value 277536.221212 iter 10 value 32611.473663 iter 20 value 30082.060875 iter 30 value 25676.804936 iter 40 value 23322.504463 iter 50 value 20092.038446 iter 60 value 17971.124675 iter 70 value 16460.712104 iter 80 value 15656.832721 iter 90 value 14643.342132 iter 100 value 13502.585517 final value 13502.585517 stopped after 100 iterations # weights: 91 initial value 283833.143861 iter 10 value 41380.840706 iter 20 value 31909.857403 iter 30 value 31190.104678 iter 40 value 28729.717978 iter 50 value 24093.812409 iter 60 value 20414.186693 iter 70 value 15062.949143 iter 80 value 12897.991277 iter 90 value 12197.684593 iter 100 value 11930.924479 final value 11930.924479 stopped after 100 iterations # weights: 91 initial value 264332.438735 iter 10 value 40417.121550 iter 20 value 31161.536770 iter 30 value 26885.734209 iter 40 value 21825.528993 iter 50 value 19832.820524 iter 60 value 17235.643795 iter 70 value 16389.927072 iter 80 value 15620.169576 iter 90 value 14144.456955 iter 100 value 13234.731057 final value 13234.731057 stopped after 100 iterations # weights: 91 initial value 256711.989059 iter 10 value 43357.611135 iter 20 value 33374.383277 iter 30 value 30324.756805 iter 40 value 29389.199119 iter 50 value 25935.102421 iter 60 value 20084.395429 iter 70 value 19352.561522 iter 80 value 17893.520573 iter 90 value 15170.999471 iter 100 value 13227.255033 final value 13227.255033 stopped after 100 iterations # weights: 91 initial value 299092.551431 iter 10 value 42066.325383 iter 20 value 40565.103225 iter 30 value 32215.268194 iter 40 value 25237.401065 iter 50 value 23743.293205 iter 60 value 19639.805048 iter 70 value 17611.488100 iter 80 value 17144.727212 iter 90 value 16413.284991 iter 100 value 15706.012795 final value 15706.012795 stopped after 100 iterations # weights: 91 initial value 282406.385334 iter 10 value 41956.840956 iter 20 value 40818.404442 iter 30 value 30602.230425 iter 40 value 26806.293525 iter 50 value 25440.270527 iter 60 value 17049.420405 iter 70 value 14541.882766 iter 80 value 12723.932009 iter 90 value 12113.011045 iter 100 value 11412.931872 final value 11412.931872 stopped after 100 iterations # weights: 91 initial value 286566.901964 iter 10 value 32457.081497 iter 20 value 28266.524503 iter 30 value 26363.266521 iter 40 value 24761.317354 iter 50 value 20474.220616 iter 60 value 17139.141241 iter 70 value 15884.265329 iter 80 value 15471.831324 iter 90 value 15163.805416 iter 100 value 14343.521491 final value 14343.521491 stopped after 100 iterations # weights: 91 initial value 273001.532995 iter 10 value 32854.355746 iter 20 value 30834.227878 iter 30 value 27254.906240 iter 40 value 21904.318006 iter 50 value 17875.170048 iter 60 value 17142.583033 iter 70 value 16617.078305 iter 80 value 15725.645505 iter 90 value 15531.483401 iter 100 value 14771.524117 final value 14771.524117 stopped after 100 iterations # weights: 91 initial value 265570.240749 iter 10 value 37106.384643 iter 20 value 34263.605444 iter 30 value 32346.154993 iter 40 value 30781.872561 iter 50 value 29783.853961 iter 60 value 28716.836392 iter 70 value 21084.331467 iter 80 value 19454.832012 iter 90 value 15111.212754 iter 100 value 13790.181921 final value 13790.181921 stopped after 100 iterations # weights: 91 initial value 293719.477536 iter 10 value 30657.977898 iter 20 value 30265.981863 iter 30 value 29378.495670 iter 40 value 23829.524304 iter 50 value 21185.604223 iter 60 value 20140.412154 iter 70 value 19385.272925 iter 80 value 17759.299804 iter 90 value 16476.820053 iter 100 value 15981.186306 final value 15981.186306 stopped after 100 iterations # weights: 91 initial value 250241.971315 iter 10 value 40072.117069 iter 20 value 32280.019528 iter 30 value 29434.977097 iter 40 value 27254.464701 iter 50 value 25724.799824 iter 60 value 24186.744670 iter 70 value 22586.581819 iter 80 value 21221.672576 iter 90 value 19144.717644 iter 100 value 16973.851443 final value 16973.851443 stopped after 100 iterations # weights: 91 initial value 278927.893102 iter 10 value 39976.495154 iter 20 value 35503.350514 iter 30 value 31793.480522 iter 40 value 29926.412471 iter 50 value 28809.285443 iter 60 value 26871.623752 iter 70 value 24175.671307 iter 80 value 20833.694616 iter 90 value 15940.509614 iter 100 value 14133.296346 final value 14133.296346 stopped after 100 iterations # weights: 91 initial value 250311.636787 iter 10 value 41201.185865 iter 20 value 34088.206630 iter 30 value 29368.493489 iter 40 value 27290.295421 iter 50 value 25938.889778 iter 60 value 22131.235466 iter 70 value 19807.730921 iter 80 value 18708.058781 iter 90 value 17942.835053 iter 100 value 16065.598081 final value 16065.598081 stopped after 100 iterations # weights: 91 initial value 287502.737165 iter 10 value 37128.276589 iter 20 value 34029.416288 iter 30 value 27232.228970 iter 40 value 24956.673813 iter 50 value 22576.555942 iter 60 value 18830.706617 iter 70 value 17635.226036 iter 80 value 16459.973404 iter 90 value 13938.762335 iter 100 value 12874.834067 final value 12874.834067 stopped after 100 iterations # weights: 91 initial value 249091.977443 iter 10 value 42519.364007 iter 20 value 33460.468200 iter 30 value 26265.903010 iter 40 value 24345.768397 iter 50 value 23201.143908 iter 60 value 21956.604104 iter 70 value 20925.162278 iter 80 value 17502.491160 iter 90 value 17131.421483 iter 100 value 15817.775054 final value 15817.775054 stopped after 100 iterations # weights: 91 initial value 252524.221139 iter 10 value 37275.149254 iter 20 value 31467.769243 iter 30 value 29420.540681 iter 40 value 26215.877983 iter 50 value 23039.498452 iter 60 value 22647.859920 iter 70 value 21220.500634 iter 80 value 18739.751101 iter 90 value 16347.918060 iter 100 value 16046.659458 final value 16046.659458 stopped after 100 iterations # weights: 91 initial value 275632.502775 iter 10 value 34671.539669 iter 20 value 30346.951954 iter 30 value 29882.205286 iter 40 value 27457.490863 iter 50 value 26941.751391 iter 60 value 25625.308513 iter 70 value 23086.041336 iter 80 value 16397.373959 iter 90 value 14315.945630 iter 100 value 13636.693065 final value 13636.693065 stopped after 100 iterations # weights: 91 initial value 261822.673246 iter 10 value 32208.744122 iter 20 value 31805.897332 iter 30 value 29511.593519 iter 40 value 28555.817791 iter 50 value 26456.442420 iter 60 value 25963.910730 iter 70 value 22944.122420 iter 80 value 20713.997624 iter 90 value 20311.520841 iter 100 value 17809.454908 final value 17809.454908 stopped after 100 iterations # weights: 91 initial value 287158.789171 iter 10 value 49216.787178 iter 20 value 39219.892286 iter 30 value 34062.704862 iter 40 value 31568.494216 iter 50 value 30130.545022 iter 60 value 24612.404059 iter 70 value 22472.106478 iter 80 value 21022.600247 iter 90 value 20695.837214 iter 100 value 20326.258968 final value 20326.258968 stopped after 100 iterations # weights: 91 initial value 261294.630000 iter 10 value 32432.913090 iter 20 value 30589.885114 iter 30 value 27117.997011 iter 40 value 26032.666635 iter 50 value 20376.525798 iter 60 value 18093.660486 iter 70 value 15433.680666 iter 80 value 14631.913796 iter 90 value 13528.189042 iter 100 value 12257.624883 final value 12257.624883 stopped after 100 iterations # weights: 91 initial value 281662.916956 iter 10 value 35879.342107 iter 20 value 32227.365789 iter 30 value 29035.466265 iter 40 value 26136.140461 iter 50 value 23183.469693 iter 60 value 18727.066362 iter 70 value 17902.963766 iter 80 value 16751.593169 iter 90 value 16284.668837 iter 100 value 15541.372913 final value 15541.372913 stopped after 100 iterations # weights: 91 initial value 282223.522166 iter 10 value 40367.710339 iter 20 value 31343.472486 iter 30 value 29061.511874 iter 40 value 23956.428761 iter 50 value 15783.521373 iter 60 value 14383.838598 iter 70 value 13722.050830 iter 80 value 13368.233087 iter 90 value 12830.025143 iter 100 value 12471.196076 final value 12471.196076 stopped after 100 iterations # weights: 91 initial value 263617.038536 iter 10 value 43761.609203 iter 20 value 38564.684423 iter 30 value 35613.882288 iter 40 value 26610.725357 iter 50 value 25347.445174 iter 60 value 19280.368117 iter 70 value 18086.980136 iter 80 value 14517.247354 iter 90 value 12663.149044 iter 100 value 11494.630320 final value 11494.630320 stopped after 100 iterations # weights: 91 initial value 268965.184404 iter 10 value 40128.114292 iter 20 value 32275.815058 iter 30 value 30563.647658 iter 40 value 27446.476912 iter 50 value 26079.503388 iter 60 value 22564.393377 iter 70 value 20995.306280 iter 80 value 19102.235520 iter 90 value 18065.408022 iter 100 value 17418.878539 final value 17418.878539 stopped after 100 iterations # weights: 91 initial value 269353.808411 iter 10 value 35311.091047 iter 20 value 34151.189695 iter 30 value 27517.970177 iter 40 value 22105.039332 iter 50 value 20052.570511 iter 60 value 18715.850410 iter 70 value 16316.934716 iter 80 value 15067.544306 iter 90 value 14459.643668 iter 100 value 14151.680060 final value 14151.680060 stopped after 100 iterations # weights: 91 initial value 271572.926969 iter 10 value 42245.895929 iter 20 value 34924.144712 iter 30 value 33839.007432 iter 40 value 33288.809311 iter 50 value 32496.465911 iter 60 value 26147.302545 iter 70 value 22386.851184 iter 80 value 18238.811066 iter 90 value 17225.960510 iter 100 value 15511.488987 final value 15511.488987 stopped after 100 iterations # weights: 91 initial value 270695.364388 iter 10 value 43596.163024 iter 20 value 35961.716257 iter 30 value 34184.113584 iter 40 value 32754.801668 iter 50 value 30756.280320 iter 60 value 27928.768952 iter 70 value 25200.165105 iter 80 value 23259.339624 iter 90 value 19309.042576 iter 100 value 17838.226809 final value 17838.226809 stopped after 100 iterations # weights: 91 initial value 273175.054934 iter 10 value 41772.343412 iter 20 value 35560.024120 iter 30 value 33332.368273 iter 40 value 30002.453630 iter 50 value 28008.698984 iter 60 value 25797.656914 iter 70 value 25616.725124 iter 80 value 22694.521465 iter 90 value 19669.706704 iter 100 value 17583.261238 final value 17583.261238 stopped after 100 iterations # weights: 91 initial value 277587.603943 iter 10 value 38855.406233 iter 20 value 28904.541629 iter 30 value 23662.310630 iter 40 value 23115.772239 iter 50 value 22167.584450 iter 60 value 21342.973042 iter 70 value 20334.570594 iter 80 value 18041.364782 iter 90 value 16192.355247 iter 100 value 14994.690036 final value 14994.690036 stopped after 100 iterations # weights: 91 initial value 261378.121561 iter 10 value 31103.267535 iter 20 value 26222.234569 iter 30 value 22393.043008 iter 40 value 19722.409223 iter 50 value 18909.655478 iter 60 value 18366.167908 iter 70 value 15530.962519 iter 80 value 12814.275078 iter 90 value 11218.873598 iter 100 value 11045.202355 final value 11045.202355 stopped after 100 iterations # weights: 91 initial value 270824.367643 iter 10 value 38220.190065 iter 20 value 37982.799293 iter 30 value 35587.511517 iter 40 value 30972.949442 iter 50 value 24002.637826 iter 60 value 18304.033445 iter 70 value 12647.867643 iter 80 value 11848.698044 iter 90 value 11621.059692 iter 100 value 11336.702709 final value 11336.702709 stopped after 100 iterations # weights: 91 initial value 240577.937109 iter 10 value 60010.953684 iter 20 value 30985.496203 iter 30 value 29906.609581 iter 40 value 28685.741019 iter 50 value 24831.626522 iter 60 value 21981.911675 iter 70 value 19266.307138 iter 80 value 18095.958083 iter 90 value 17269.864966 iter 100 value 16649.579635 final value 16649.579635 stopped after 100 iterations # weights: 91 initial value 257519.970372 iter 10 value 38527.049268 iter 20 value 25931.194113 iter 30 value 24492.905961 iter 40 value 22257.613663 iter 50 value 20390.803486 iter 60 value 16884.601920 iter 70 value 16205.398428 iter 80 value 14452.974053 iter 90 value 13587.802877 iter 100 value 13254.090401 final value 13254.090401 stopped after 100 iterations # weights: 91 initial value 257632.485238 iter 10 value 39126.946677 iter 20 value 31983.332268 iter 30 value 29676.015496 iter 40 value 28064.875295 iter 50 value 26778.694102 iter 60 value 25335.514422 iter 70 value 23769.821714 iter 80 value 20619.809260 iter 90 value 17264.402869 iter 100 value 17037.588200 final value 17037.588200 stopped after 100 iterations # weights: 91 initial value 267336.240238 iter 10 value 37802.909854 iter 20 value 27996.246495 iter 30 value 20954.958335 iter 40 value 18135.410316 iter 50 value 17223.601450 iter 60 value 16726.312358 iter 70 value 16140.111787 iter 80 value 15473.271620 iter 90 value 14114.552093 iter 100 value 12031.253810 final value 12031.253810 stopped after 100 iterations # weights: 91 initial value 296737.363453 iter 10 value 31250.550522 iter 20 value 26902.959804 iter 30 value 25840.290499 iter 40 value 24484.953915 iter 50 value 23415.655973 iter 60 value 22300.894504 iter 70 value 20863.837651 iter 80 value 16658.682835 iter 90 value 14585.658228 iter 100 value 13378.813076 final value 13378.813076 stopped after 100 iterations # weights: 91 initial value 260199.150570 iter 10 value 30940.254866 iter 20 value 28853.699216 iter 30 value 27193.692288 iter 40 value 24424.457428 iter 50 value 22441.481354 iter 60 value 20513.157644 iter 70 value 18484.936434 iter 80 value 18178.132350 iter 90 value 16367.809403 iter 100 value 15510.517140 final value 15510.517140 stopped after 100 iterations # weights: 91 initial value 242620.643521 iter 10 value 37901.871027 iter 20 value 33196.486631 iter 30 value 32509.019264 iter 40 value 31627.863032 iter 50 value 26896.632461 iter 60 value 24930.254259 iter 70 value 22571.392466 iter 80 value 20585.073075 iter 90 value 16724.587642 iter 100 value 15479.204192 final value 15479.204192 stopped after 100 iterations # weights: 91 initial value 266801.110325 iter 10 value 32811.268358 iter 20 value 28655.874388 iter 30 value 25445.211637 iter 40 value 21022.444565 iter 50 value 19787.907828 iter 60 value 18777.968314 iter 70 value 17393.906400 iter 80 value 15499.173688 iter 90 value 14701.809095 iter 100 value 13299.828003 final value 13299.828003 stopped after 100 iterations # weights: 91 initial value 235393.515559 iter 10 value 31143.446105 iter 20 value 30505.915793 iter 30 value 20225.999649 iter 40 value 17137.278572 iter 50 value 15475.809451 iter 60 value 14020.869990 iter 70 value 13080.034535 iter 80 value 12207.079996 iter 90 value 10915.753538 iter 100 value 9904.269281 final value 9904.269281 stopped after 100 iterations # weights: 91 initial value 258086.926396 iter 10 value 40097.867968 iter 20 value 33611.602153 iter 30 value 29413.272422 iter 40 value 23446.592943 iter 50 value 22659.616118 iter 60 value 21439.321887 iter 70 value 20017.411149 iter 80 value 17228.080785 iter 90 value 14138.495788 iter 100 value 11694.243753 final value 11694.243753 stopped after 100 iterations # weights: 91 initial value 244653.136319 iter 10 value 35435.951917 iter 20 value 31122.350937 iter 30 value 30076.923762 iter 40 value 25953.403044 iter 50 value 20907.631453 iter 60 value 19271.338518 iter 70 value 18666.676346 iter 80 value 17113.616374 iter 90 value 15907.582948 iter 100 value 14526.696294 final value 14526.696294 stopped after 100 iterations # weights: 91 initial value 277711.281544 iter 10 value 34505.067923 iter 20 value 30956.029841 iter 30 value 28047.922083 iter 40 value 27107.864564 iter 50 value 26601.675175 iter 60 value 25460.150787 iter 70 value 22881.951242 iter 80 value 19856.736458 iter 90 value 17314.882561 iter 100 value 16080.800478 final value 16080.800478 stopped after 100 iterations # weights: 91 initial value 259066.902202 iter 10 value 46223.117363 iter 20 value 39446.588858 iter 30 value 37855.133259 iter 40 value 21044.031005 iter 50 value 17777.780138 iter 60 value 17028.052867 iter 70 value 15901.311059 iter 80 value 14588.565111 iter 90 value 13811.017342 iter 100 value 13006.999773 final value 13006.999773 stopped after 100 iterations # weights: 91 initial value 265707.254007 iter 10 value 30583.182290 iter 20 value 22208.490774 iter 30 value 19863.541343 iter 40 value 18370.142224 iter 50 value 17738.180473 iter 60 value 17039.820822 iter 70 value 14750.852790 iter 80 value 13848.232722 iter 90 value 13406.239009 iter 100 value 12157.161146 final value 12157.161146 stopped after 100 iterations # weights: 91 initial value 241046.487062 iter 10 value 43921.437022 iter 20 value 36809.768387 iter 30 value 31407.606418 iter 40 value 29482.915906 iter 50 value 28466.644981 iter 60 value 25086.436001 iter 70 value 21478.573743 iter 80 value 15278.488058 iter 90 value 13805.215312 iter 100 value 13606.775624 final value 13606.775624 stopped after 100 iterations # weights: 91 initial value 260160.568440 iter 10 value 35851.430992 iter 20 value 28645.123494 iter 30 value 27990.286594 iter 40 value 23479.328129 iter 50 value 22892.937932 iter 60 value 22805.537540 iter 70 value 21848.737043 iter 80 value 19389.804810 iter 90 value 18996.481248 iter 100 value 18005.594988 final value 18005.594988 stopped after 100 iterations # weights: 91 initial value 259042.199425 iter 10 value 39981.268570 iter 20 value 32528.580000 iter 30 value 29847.673468 iter 40 value 28793.831029 iter 50 value 26141.550524 iter 60 value 25444.065911 iter 70 value 23346.225537 iter 80 value 20664.317420 iter 90 value 18456.933683 iter 100 value 16534.488533 final value 16534.488533 stopped after 100 iterations # weights: 91 initial value 293137.624593 iter 10 value 34414.742179 iter 20 value 31007.620997 iter 30 value 22516.503680 iter 40 value 21553.131822 iter 50 value 20465.314334 iter 60 value 18737.505315 iter 70 value 18158.588877 iter 80 value 16970.168424 iter 90 value 15106.634670 iter 100 value 13704.239283 final value 13704.239283 stopped after 100 iterations # weights: 91 initial value 268422.128653 iter 10 value 38280.902823 iter 20 value 33748.379122 iter 30 value 31476.810923 iter 40 value 28953.332359 iter 50 value 27111.367094 iter 60 value 22573.400947 iter 70 value 19507.730438 iter 80 value 15531.404619 iter 90 value 14594.772805 iter 100 value 13650.608850 final value 13650.608850 stopped after 100 iterations # weights: 91 initial value 283113.462180 iter 10 value 42520.175527 iter 20 value 33722.514156 iter 30 value 33337.170311 iter 40 value 26561.847179 iter 50 value 21184.549697 iter 60 value 19179.167246 iter 70 value 17533.388298 iter 80 value 16078.599267 iter 90 value 14918.003736 iter 100 value 14321.426030 final value 14321.426030 stopped after 100 iterations # weights: 91 initial value 273478.048577 iter 10 value 41064.190274 iter 20 value 35531.401502 iter 30 value 28010.069034 iter 40 value 22832.023691 iter 50 value 18848.547804 iter 60 value 15764.663521 iter 70 value 12398.061309 iter 80 value 11680.852333 iter 90 value 10897.266594 iter 100 value 10423.903272 final value 10423.903272 stopped after 100 iterations # weights: 91 initial value 265569.570931 iter 10 value 40422.206826 iter 20 value 39899.009239 iter 30 value 32663.723776 iter 40 value 32112.250268 iter 50 value 31580.907990 iter 60 value 30703.687504 iter 70 value 27378.453908 iter 80 value 24319.461274 iter 90 value 19756.393046 iter 100 value 15649.190710 final value 15649.190710 stopped after 100 iterations # weights: 91 initial value 282840.589205 iter 10 value 36179.675834 iter 20 value 34178.576807 iter 30 value 33467.583313 iter 40 value 30676.094200 iter 50 value 23041.445264 iter 60 value 20289.693139 iter 70 value 17084.461707 iter 80 value 16377.203843 iter 90 value 15695.537531 iter 100 value 14630.480655 final value 14630.480655 stopped after 100 iterations # weights: 91 initial value 272540.580591 iter 10 value 41024.340903 iter 20 value 35110.466084 iter 30 value 32706.214215 iter 40 value 24848.844078 iter 50 value 20006.007886 iter 60 value 18217.263413 iter 70 value 15053.081948 iter 80 value 13581.029681 iter 90 value 12688.175414 iter 100 value 11778.289064 final value 11778.289064 stopped after 100 iterations # weights: 91 initial value 273010.378442 iter 10 value 33171.983677 iter 20 value 26032.033347 iter 30 value 22497.473203 iter 40 value 20918.714888 iter 50 value 17216.454107 iter 60 value 15779.874450 iter 70 value 14167.402923 iter 80 value 13403.868656 iter 90 value 12502.955077 iter 100 value 12082.403099 final value 12082.403099 stopped after 100 iterations # weights: 91 initial value 292352.944822 iter 10 value 41661.717340 iter 20 value 40312.083871 iter 30 value 31395.866175 iter 40 value 28784.288276 iter 50 value 26014.817773 iter 60 value 25459.433460 iter 70 value 22960.885948 iter 80 value 19543.018219 iter 90 value 15869.514658 iter 100 value 13162.934438 final value 13162.934438 stopped after 100 iterations # weights: 91 initial value 298566.268564 iter 10 value 40987.297222 iter 20 value 35585.991940 iter 30 value 33845.942462 iter 40 value 32935.003984 iter 50 value 31193.476912 iter 60 value 27625.060389 iter 70 value 22508.763226 iter 80 value 16848.974282 iter 90 value 15207.770682 iter 100 value 14342.730311 final value 14342.730311 stopped after 100 iterations # weights: 91 initial value 287699.892373 iter 10 value 43861.259773 iter 20 value 33604.694238 iter 30 value 27378.645463 iter 40 value 23910.514586 iter 50 value 22215.418603 iter 60 value 18632.324659 iter 70 value 16676.723155 iter 80 value 15665.262146 iter 90 value 14522.978419 iter 100 value 14166.931070 final value 14166.931070 stopped after 100 iterations # weights: 91 initial value 282059.131309 iter 10 value 38415.517930 iter 20 value 33542.042115 iter 30 value 32266.625423 iter 40 value 25803.629101 iter 50 value 24289.643822 iter 60 value 23857.600629 iter 70 value 22989.703557 iter 80 value 21129.601900 iter 90 value 20208.686575 iter 100 value 18412.991953 final value 18412.991953 stopped after 100 iterations # weights: 91 initial value 238193.065790 iter 10 value 33310.023996 iter 20 value 31656.312129 iter 30 value 31366.748669 iter 40 value 30454.152622 iter 50 value 26781.746677 iter 60 value 23346.793245 iter 70 value 20350.301807 iter 80 value 19722.256178 iter 90 value 18059.153403 iter 100 value 17402.025698 final value 17402.025698 stopped after 100 iterations # weights: 91 initial value 258591.817502 iter 10 value 45515.856369 iter 20 value 37307.941901 iter 30 value 32492.436668 iter 40 value 30968.986944 iter 50 value 25103.907966 iter 60 value 24247.733467 iter 70 value 21539.779564 iter 80 value 21130.216197 iter 90 value 20602.831386 iter 100 value 19542.897163 final value 19542.897163 stopped after 100 iterations # weights: 91 initial value 256686.706549 iter 10 value 40077.243990 iter 20 value 34210.714310 iter 30 value 31935.513889 iter 40 value 29308.529519 iter 50 value 27407.522685 iter 60 value 23579.903265 iter 70 value 21271.375735 iter 80 value 19793.032283 iter 90 value 16534.401507 iter 100 value 14611.948866 final value 14611.948866 stopped after 100 iterations # weights: 91 initial value 264441.814615 iter 10 value 40635.479592 iter 20 value 31934.887299 iter 30 value 28514.939875 iter 40 value 24726.518466 iter 50 value 18208.514744 iter 60 value 17106.404567 iter 70 value 16561.277080 iter 80 value 15519.714721 iter 90 value 14536.059654 iter 100 value 14095.184683 final value 14095.184683 stopped after 100 iterations # weights: 91 initial value 255651.328039 iter 10 value 37895.857385 iter 20 value 37062.790719 iter 30 value 30557.305568 iter 40 value 27543.756106 iter 50 value 26442.852635 iter 60 value 25389.933491 iter 70 value 22564.635657 iter 80 value 20205.021513 iter 90 value 16353.072526 iter 100 value 14675.205210 final value 14675.205210 stopped after 100 iterations # weights: 91 initial value 262970.811368 iter 10 value 45239.184270 iter 20 value 34653.894060 iter 30 value 30841.677785 iter 40 value 30168.731640 iter 50 value 27587.498666 iter 60 value 26394.240826 iter 70 value 25129.184562 iter 80 value 18890.293475 iter 90 value 16646.935703 iter 100 value 15785.453076 final value 15785.453076 stopped after 100 iterations # weights: 91 initial value 262239.990768 iter 10 value 33981.344047 iter 20 value 32490.218346 iter 30 value 24448.940800 iter 40 value 21934.394766 iter 50 value 19913.753587 iter 60 value 18619.593839 iter 70 value 17861.836663 iter 80 value 16814.721773 iter 90 value 16536.444547 iter 100 value 15367.019948 final value 15367.019948 stopped after 100 iterations # weights: 91 initial value 279497.707842 iter 10 value 38101.390690 iter 20 value 30947.493770 iter 30 value 29472.426816 iter 40 value 28180.159703 iter 50 value 26076.026791 iter 60 value 22646.114871 iter 70 value 22005.675924 iter 80 value 17862.880946 iter 90 value 15583.397444 iter 100 value 14507.783605 final value 14507.783605 stopped after 100 iterations # weights: 91 initial value 288789.238911 iter 10 value 59491.593773 iter 20 value 41561.739576 iter 30 value 39699.819002 iter 40 value 37173.077394 iter 50 value 31998.301085 iter 60 value 26909.925974 iter 70 value 26186.504590 iter 80 value 24672.605345 iter 90 value 22952.849696 iter 100 value 22670.926652 final value 22670.926652 stopped after 100 iterations # weights: 91 initial value 288258.088431 iter 10 value 60132.329500 iter 20 value 43738.939503 iter 30 value 38307.478397 iter 40 value 28270.471218 iter 50 value 25459.016449 iter 60 value 22423.203685 iter 70 value 19390.434210 iter 80 value 17786.566314 iter 90 value 16597.411159 iter 100 value 15576.471660 final value 15576.471660 stopped after 100 iterations # weights: 91 initial value 307589.190402 iter 10 value 40791.904145 iter 20 value 36248.221819 iter 30 value 31011.467909 iter 40 value 24442.443043 iter 50 value 23144.204996 iter 60 value 21654.949518 iter 70 value 19711.101941 iter 80 value 17544.602919 iter 90 value 17118.867586 iter 100 value 15333.086744 final value 15333.086744 stopped after 100 iterations # weights: 91 initial value 265434.556354 iter 10 value 41250.471580 iter 20 value 32830.999135 iter 30 value 31632.098649 iter 40 value 30932.535197 iter 50 value 25600.847116 iter 60 value 22241.431107 iter 70 value 20996.945737 iter 80 value 19602.674069 iter 90 value 19311.907486 iter 100 value 18976.248810 final value 18976.248810 stopped after 100 iterations # weights: 91 initial value 280575.721600 iter 10 value 40411.048820 iter 20 value 34126.865042 iter 30 value 32751.931242 iter 40 value 29324.844207 iter 50 value 23373.320423 iter 60 value 18464.982789 iter 70 value 16220.369770 iter 80 value 15400.957314 iter 90 value 14207.101823 iter 100 value 13741.176080 final value 13741.176080 stopped after 100 iterations # weights: 91 initial value 276558.560232 iter 10 value 44536.933655 iter 20 value 38295.937304 iter 30 value 28589.077692 iter 40 value 26132.483757 iter 50 value 23881.274767 iter 60 value 21886.941190 iter 70 value 19327.764611 iter 80 value 18507.340388 iter 90 value 15992.571487 iter 100 value 15670.449149 final value 15670.449149 stopped after 100 iterations # weights: 91 initial value 268291.851810 iter 10 value 40849.809615 iter 20 value 32945.689943 iter 30 value 30689.333349 iter 40 value 28195.088243 iter 50 value 27236.024595 iter 60 value 23216.156701 iter 70 value 18663.624398 iter 80 value 16746.678459 iter 90 value 15738.912833 iter 100 value 13319.376620 final value 13319.376620 stopped after 100 iterations # weights: 91 initial value 283688.600491 iter 10 value 35148.071596 iter 20 value 33051.261992 iter 30 value 30946.677467 iter 40 value 20417.257105 iter 50 value 17209.627229 iter 60 value 16754.726988 iter 70 value 15495.782737 iter 80 value 14538.041532 iter 90 value 12916.627519 iter 100 value 12116.098963 final value 12116.098963 stopped after 100 iterations # weights: 91 initial value 285244.949515 iter 10 value 37026.050702 iter 20 value 36408.363210 iter 30 value 27958.867260 iter 40 value 26530.200089 iter 50 value 23432.488777 iter 60 value 22069.261861 iter 70 value 21389.040028 iter 80 value 20944.453800 iter 90 value 20063.889839 iter 100 value 17544.363593 final value 17544.363593 stopped after 100 iterations # weights: 91 initial value 302573.320523 iter 10 value 36618.871364 iter 20 value 35842.700503 iter 30 value 31990.366541 iter 40 value 28135.966479 iter 50 value 21081.429751 iter 60 value 18473.294698 iter 70 value 16336.234033 iter 80 value 15366.088958 iter 90 value 14558.672558 iter 100 value 11533.931869 final value 11533.931869 stopped after 100 iterations # weights: 91 initial value 286644.800955 iter 10 value 38414.386624 iter 20 value 31903.310390 iter 30 value 29855.528797 iter 40 value 28970.096730 iter 50 value 27741.380867 iter 60 value 24003.785487 iter 70 value 17615.641057 iter 80 value 14961.259512 iter 90 value 12457.868465 iter 100 value 11824.081014 final value 11824.081014 stopped after 100 iterations # weights: 91 initial value 274515.787219 iter 10 value 29797.039763 iter 20 value 26313.536228 iter 30 value 21382.982556 iter 40 value 19392.946478 iter 50 value 19192.009735 iter 60 value 18648.236569 iter 70 value 18048.607099 iter 80 value 17415.149817 iter 90 value 16508.786500 iter 100 value 15396.781023 final value 15396.781023 stopped after 100 iterations # weights: 91 initial value 271242.123266 iter 10 value 36320.966177 iter 20 value 28976.752380 iter 30 value 26991.930531 iter 40 value 24880.155787 iter 50 value 22738.300700 iter 60 value 17832.875090 iter 70 value 15818.106962 iter 80 value 14225.647155 iter 90 value 13601.345730 iter 100 value 12654.386416 final value 12654.386416 stopped after 100 iterations # weights: 91 initial value 257706.297285 iter 10 value 38179.765399 iter 20 value 33380.843565 iter 30 value 30529.321337 iter 40 value 29388.062962 iter 50 value 28476.458666 iter 60 value 24751.664223 iter 70 value 19372.144083 iter 80 value 18454.756040 iter 90 value 18219.448342 iter 100 value 16952.340014 final value 16952.340014 stopped after 100 iterations # weights: 91 initial value 245256.587316 iter 10 value 52463.125653 iter 20 value 39135.375003 iter 30 value 32059.202451 iter 40 value 31429.699730 iter 50 value 30630.179176 iter 60 value 26973.547024 iter 70 value 23225.878155 iter 80 value 18049.858237 iter 90 value 13414.213256 iter 100 value 11869.509093 final value 11869.509093 stopped after 100 iterations # weights: 91 initial value 264261.619736 iter 10 value 32992.449208 iter 20 value 27124.416491 iter 30 value 24662.186596 iter 40 value 22434.349446 iter 50 value 21260.260202 iter 60 value 19730.844291 iter 70 value 16277.829277 iter 80 value 13517.636317 iter 90 value 13012.330841 iter 100 value 12382.853182 final value 12382.853182 stopped after 100 iterations # weights: 91 initial value 273379.289313 iter 10 value 31161.166774 iter 20 value 25968.414179 iter 30 value 20310.833264 iter 40 value 18736.431612 iter 50 value 16499.546022 iter 60 value 15411.229227 iter 70 value 13361.515365 iter 80 value 11928.450430 iter 90 value 11074.922948 iter 100 value 10613.405096 final value 10613.405096 stopped after 100 iterations # weights: 91 initial value 266668.425989 iter 10 value 35986.561920 iter 20 value 32838.858659 iter 30 value 32184.290632 iter 40 value 29829.763824 iter 50 value 26787.931328 iter 60 value 24925.315885 iter 70 value 18443.295748 iter 80 value 16139.154066 iter 90 value 14352.374984 iter 100 value 13262.594386 final value 13262.594386 stopped after 100 iterations # weights: 91 initial value 264958.872311 iter 10 value 33165.366010 iter 20 value 29806.503234 iter 30 value 27141.733071 iter 40 value 21529.342024 iter 50 value 18703.966918 iter 60 value 17660.570431 iter 70 value 15060.756711 iter 80 value 12706.959917 iter 90 value 11456.778339 iter 100 value 10955.180732 final value 10955.180732 stopped after 100 iterations # weights: 91 initial value 271737.004151 iter 10 value 31608.639816 iter 20 value 28899.944495 iter 30 value 28023.986743 iter 40 value 26436.341789 iter 50 value 25328.302477 iter 60 value 24094.177096 iter 70 value 22138.950357 iter 80 value 19736.628624 iter 90 value 16775.175892 iter 100 value 14049.954544 final value 14049.954544 stopped after 100 iterations # weights: 91 initial value 259904.047923 iter 10 value 31933.423926 iter 20 value 31006.188253 iter 30 value 30597.666899 iter 40 value 29256.515486 iter 50 value 27358.213445 iter 60 value 24807.589879 iter 70 value 18894.956037 iter 80 value 17611.188514 iter 90 value 16101.930736 iter 100 value 14796.090382 final value 14796.090382 stopped after 100 iterations # weights: 91 initial value 278083.922713 iter 10 value 34171.530833 iter 20 value 33935.477939 iter 30 value 30117.036205 iter 40 value 25580.664429 iter 50 value 23164.885799 iter 60 value 20458.556415 iter 70 value 17892.735749 iter 80 value 15868.070745 iter 90 value 15342.306744 iter 100 value 14407.222883 final value 14407.222883 stopped after 100 iterations # weights: 91 initial value 268380.795942 iter 10 value 43125.814534 iter 20 value 30946.411475 iter 30 value 25209.834736 iter 40 value 22151.528533 iter 50 value 16920.467510 iter 60 value 14965.151380 iter 70 value 14450.007026 iter 80 value 14185.997754 iter 90 value 13993.202121 iter 100 value 12978.519919 final value 12978.519919 stopped after 100 iterations # weights: 91 initial value 248150.557224 iter 10 value 38472.915004 iter 20 value 29101.766352 iter 30 value 26632.081459 iter 40 value 20791.358552 iter 50 value 18447.534632 iter 60 value 16938.883839 iter 70 value 16151.177500 iter 80 value 15093.351133 iter 90 value 14242.277853 iter 100 value 13016.557201 final value 13016.557201 stopped after 100 iterations # weights: 91 initial value 276132.374028 iter 10 value 34911.466980 iter 20 value 27673.570498 iter 30 value 20901.212568 iter 40 value 19091.462239 iter 50 value 17185.691103 iter 60 value 16696.175880 iter 70 value 15770.396615 iter 80 value 14802.731746 iter 90 value 12932.532788 iter 100 value 11722.308262 final value 11722.308262 stopped after 100 iterations # weights: 91 initial value 272675.145687 iter 10 value 39829.866775 iter 20 value 32636.458287 iter 30 value 32437.521502 iter 40 value 30739.982938 iter 50 value 29338.655406 iter 60 value 26810.713944 iter 70 value 24643.374142 iter 80 value 24252.703096 iter 90 value 23408.088736 iter 100 value 20746.181178 final value 20746.181178 stopped after 100 iterations # weights: 91 initial value 264422.746644 iter 10 value 39557.321738 iter 20 value 30056.674767 iter 30 value 27807.110514 iter 40 value 24948.179680 iter 50 value 16028.888597 iter 60 value 15045.569735 iter 70 value 14747.159978 iter 80 value 14167.112111 iter 90 value 13744.999177 iter 100 value 12651.249873 final value 12651.249873 stopped after 100 iterations # weights: 91 initial value 264682.991042 iter 10 value 40726.349210 iter 20 value 31488.521824 iter 30 value 25738.564807 iter 40 value 22307.264364 iter 50 value 19679.034505 iter 60 value 16909.978557 iter 70 value 15457.558763 iter 80 value 14695.028197 iter 90 value 13063.478085 iter 100 value 12715.591233 final value 12715.591233 stopped after 100 iterations # weights: 91 initial value 278802.418564 iter 10 value 41492.491878 iter 20 value 35737.814578 iter 30 value 33016.224064 iter 40 value 32149.785302 iter 50 value 29283.290983 iter 60 value 25301.277447 iter 70 value 23205.669471 iter 80 value 21206.201499 iter 90 value 19568.214976 iter 100 value 16024.429858 final value 16024.429858 stopped after 100 iterations # weights: 91 initial value 260731.868695 iter 10 value 40689.321907 iter 20 value 35601.339611 iter 30 value 33091.400602 iter 40 value 29167.387858 iter 50 value 28007.634432 iter 60 value 25661.032849 iter 70 value 18930.394990 iter 80 value 14969.411267 iter 90 value 13450.368959 iter 100 value 12991.937751 final value 12991.937751 stopped after 100 iterations # weights: 91 initial value 282710.344514 iter 10 value 35163.363131 iter 20 value 27531.628255 iter 30 value 21487.228048 iter 40 value 20021.026378 iter 50 value 17723.513124 iter 60 value 15625.045138 iter 70 value 14293.805006 iter 80 value 12093.527101 iter 90 value 11432.201426 iter 100 value 11062.892060 final value 11062.892060 stopped after 100 iterations # weights: 91 initial value 252509.508691 iter 10 value 38112.291691 iter 20 value 31167.654548 iter 30 value 28596.184910 iter 40 value 27121.215992 iter 50 value 26663.638202 iter 60 value 23505.844958 iter 70 value 20890.308503 iter 80 value 19294.117593 iter 90 value 18025.110989 iter 100 value 17020.158974 final value 17020.158974 stopped after 100 iterations # weights: 91 initial value 269213.214973 iter 10 value 35769.472353 iter 20 value 32017.533063 iter 30 value 28278.992805 iter 40 value 20486.538816 iter 50 value 18936.715479 iter 60 value 16409.041719 iter 70 value 15660.892008 iter 80 value 14379.909017 iter 90 value 13281.898687 iter 100 value 12773.887620 final value 12773.887620 stopped after 100 iterations # weights: 91 initial value 249207.845676 iter 10 value 48398.809616 iter 20 value 44439.412803 iter 30 value 28668.147706 iter 40 value 22541.241141 iter 50 value 15209.054287 iter 60 value 13839.630569 iter 70 value 12887.048205 iter 80 value 11273.712147 iter 90 value 10746.269948 iter 100 value 10504.130547 final value 10504.130547 stopped after 100 iterations # weights: 91 initial value 251384.614881 iter 10 value 42094.008986 iter 20 value 34175.840677 iter 30 value 29431.778855 iter 40 value 21793.223716 iter 50 value 18404.011778 iter 60 value 17336.017225 iter 70 value 14085.729601 iter 80 value 12732.186739 iter 90 value 11979.142862 iter 100 value 11778.076659 final value 11778.076659 stopped after 100 iterations # weights: 91 initial value 297325.001015 iter 10 value 43973.096978 iter 20 value 30085.472078 iter 30 value 26161.626917 iter 40 value 21058.751711 iter 50 value 19208.195766 iter 60 value 17578.089822 iter 70 value 15604.848638 iter 80 value 14118.538651 iter 90 value 13146.814744 iter 100 value 12811.297558 final value 12811.297558 stopped after 100 iterations # weights: 91 initial value 282171.529122 iter 10 value 45358.381864 iter 20 value 31248.776503 iter 30 value 30911.089762 iter 40 value 30307.162552 iter 50 value 29957.803481 iter 60 value 27687.939246 iter 70 value 26048.962150 iter 80 value 25793.838980 iter 90 value 23722.173748 iter 100 value 21102.272916 final value 21102.272916 stopped after 100 iterations # weights: 91 initial value 260730.916449 iter 10 value 41515.568712 iter 20 value 33506.342295 iter 30 value 29864.859090 iter 40 value 24353.219777 iter 50 value 20150.560384 iter 60 value 18795.657150 iter 70 value 17895.546683 iter 80 value 17511.959812 iter 90 value 16926.111703 iter 100 value 14661.074890 final value 14661.074890 stopped after 100 iterations # weights: 91 initial value 278502.574099 iter 10 value 37763.200467 iter 20 value 34147.075336 iter 30 value 33270.018468 iter 40 value 31669.528675 iter 50 value 23019.260742 iter 60 value 21917.565950 iter 70 value 21026.078056 iter 80 value 19587.210354 iter 90 value 16093.034240 iter 100 value 14869.186069 final value 14869.186069 stopped after 100 iterations # weights: 91 initial value 260374.751052 iter 10 value 40388.774113 iter 20 value 33421.453769 iter 30 value 32693.228600 iter 40 value 32466.037979 iter 50 value 31769.189212 iter 60 value 30015.751756 iter 70 value 24260.757884 iter 80 value 21750.699342 iter 90 value 19324.885948 iter 100 value 17711.982248 final value 17711.982248 stopped after 100 iterations # weights: 91 initial value 285796.476032 iter 10 value 39358.606001 iter 20 value 36171.892089 iter 30 value 35662.156068 iter 40 value 35453.112363 iter 50 value 35395.221569 iter 60 value 35073.783737 iter 70 value 33081.439164 iter 80 value 30912.738965 iter 90 value 21158.002033 iter 100 value 16337.301814 final value 16337.301814 stopped after 100 iterations # weights: 91 initial value 258834.918438 iter 10 value 38143.131669 iter 20 value 36254.811291 iter 30 value 32264.257680 iter 40 value 31421.497202 iter 50 value 27391.708086 iter 60 value 24573.708612 iter 70 value 21894.034900 iter 80 value 15444.020646 iter 90 value 15291.334677 iter 100 value 14961.552586 final value 14961.552586 stopped after 100 iterations # weights: 91 initial value 273690.878881 iter 10 value 36489.004001 iter 20 value 35062.261655 iter 30 value 29522.987282 iter 40 value 24369.561637 iter 50 value 21601.948923 iter 60 value 18104.679254 iter 70 value 16457.817387 iter 80 value 15549.042015 iter 90 value 14720.040801 iter 100 value 14072.152657 final value 14072.152657 stopped after 100 iterations # weights: 91 initial value 238835.414794 iter 10 value 45861.481650 iter 20 value 34798.906289 iter 30 value 26112.659556 iter 40 value 23834.960820 iter 50 value 21623.879190 iter 60 value 19957.430831 iter 70 value 17274.459173 iter 80 value 15224.914611 iter 90 value 13999.720216 iter 100 value 13004.779698 final value 13004.779698 stopped after 100 iterations # weights: 91 initial value 248735.067910 iter 10 value 34205.208212 iter 20 value 24968.636040 iter 30 value 22865.908035 iter 40 value 21500.185542 iter 50 value 19284.997349 iter 60 value 17200.931673 iter 70 value 16784.580037 iter 80 value 16215.020608 iter 90 value 15809.076175 iter 100 value 14871.003445 final value 14871.003445 stopped after 100 iterations # weights: 91 initial value 265846.160736 iter 10 value 37567.570236 iter 10 value 37567.570079 iter 20 value 27442.348489 iter 30 value 22315.408007 iter 40 value 20461.954651 iter 50 value 16062.938800 iter 60 value 14116.382316 iter 70 value 11457.562900 iter 80 value 10737.416406 iter 90 value 10496.490189 iter 100 value 10058.239028 final value 10058.239028 stopped after 100 iterations # weights: 91 initial value 264237.599135 iter 10 value 32279.941780 iter 20 value 27706.941179 iter 30 value 27121.369538 iter 40 value 25668.182577 iter 50 value 22172.418967 iter 60 value 18552.390302 iter 70 value 16685.993330 iter 80 value 15973.756010 iter 90 value 15161.926082 iter 100 value 13862.799719 final value 13862.799719 stopped after 100 iterations # weights: 91 initial value 271608.403440 iter 10 value 30999.444900 iter 20 value 29090.402278 iter 30 value 25365.400832 iter 40 value 21461.736302 iter 50 value 20726.379981 iter 60 value 18196.315763 iter 70 value 16813.060892 iter 80 value 15394.452850 iter 90 value 13308.180390 iter 100 value 12550.190722 final value 12550.190722 stopped after 100 iterations # weights: 91 initial value 251456.545375 iter 10 value 38793.487309 iter 20 value 28965.965420 iter 30 value 27518.639175 iter 40 value 23931.480280 iter 50 value 20603.157171 iter 60 value 19473.794576 iter 70 value 16979.324433 iter 80 value 16440.906043 iter 90 value 16176.754223 iter 100 value 15765.443634 final value 15765.443634 stopped after 100 iterations # weights: 91 initial value 245619.460867 iter 10 value 30679.710433 iter 20 value 28066.797373 iter 30 value 24752.126831 iter 40 value 22467.566141 iter 50 value 19507.578782 iter 60 value 18808.450010 iter 70 value 17709.470845 iter 80 value 16736.434091 iter 90 value 15615.899133 iter 100 value 14274.765707 final value 14274.765707 stopped after 100 iterations > > # Output a list of parameter vs. minimum rss values > df <- data.frame(decay=parameters[,1],hidden=parameters[,2], + rss=sapply(results,function(x) {return(x)}) + ) > df decay hidden rss 1 0.20 2 23.16338 2 0.10 2 21.65033 3 0.01 2 26.25619 4 0.20 4 24.72400 5 0.10 4 27.87356 6 0.01 4 25.62629 7 0.20 6 26.84434 8 0.10 6 26.33192 9 0.01 6 27.84277 > > > > > ### *