Reading/Plotting the 'Model_out.txt' output file of hydroPSO

This function reads the values of the objective function/model output for each particle and iteration with optional plot

Usage

read_out(file="Model_out.txt", modelout.cols=NULL, nsim=NULL, obs, obs.tzone=NULL,
     MinMax=NULL, beh.thr=NA,verbose=TRUE,plot=TRUE,
     ptype=c("corr","ts","ecdf","quant2ecdf"), ftype="dm", FUN=mean, weights=NULL, 
     byrow=TRUE, quantiles.desired= c(0.05,0.5,0.95), 
     quantiles.labels= c("Q5", "Q50", "Q95"), main=NULL, ylab="Probability", 
     col="blue", leg.cex=1.2, leg.pos="bottomright", 
     cex.axis=1.2, cex.main=1.2, cex.lab=1.2, do.png=FALSE, png.width=1500, 
     png.height=900, png.res=90, png.fname="ModelOut_vs_Obs.png")

plot_out(sim, obs, dates=NULL, ptype=c("corr","ts","ecdf","quant2ecdf"), 
     MinMax=NULL, ftype="o", FUN=mean, verbose=TRUE, weights=NULL, byrow=TRUE, 
     quantiles.desired= c(0.05,0.5,0.95), quantiles.labels=c("Q5","Q50","Q95"), 
     main=NULL, ylab="Probability", col="blue", leg.cex=1.2, 
     leg.pos="bottomright", cex.axis=1.2, cex.main=1.2, cex.lab=1.2, 
     do.png=FALSE, png.width=1500, png.height=900, png.res=90, 
     png.fname="ModelOut_vs_Obs.png")

Arguments

file

character, name (including path) of the output file with the values of the model / objective function for each particle and iteration

modelout.cols

numeric, column number in file that store the outputs that have to be read/plotted, without counting the first three that correspond to iteration, particle and goodness-of-fit value. If modelout.cols=NULL, all the columns in will be read, but the first three that contains the iteration number, the particle number and the corresponding goodness-of-fit.

nsim

OPTIONAL. number simulated equivalent values of the model / objective function to be compared against observations.
It is only useful when the model to be calibrated returns NA instead of the simulated values for some parameter set(s) (e.g., MODFLOW). It is used to force read_out to read the columns 4 up to 4+nsim-1 of file

sim

numeric or zoo vector, simulated equivalent values of the model / objective function to be compared against observations

obs

OPTIONAL. numeric or zoo vector, observations to be compared against the best simulated value. If obs is not provided, its values are read from the output ‘Observations.txt’ file in the results directory (by default ‘PSO.out’)

obs.tzone

OPTIONAL, only relevant for sub-daily observations. Time zone used for reading the observations from the ‘Observations.txt’ file in the results directory (by default ‘PSO.out’). If obs.tzone is not provided, its values are read from the output ‘Observations.txt’ file using the local time zone.

dates

OPTIONAL. character or Date object used to assign time stamps to each element of sim and obs. If sim and/or obs already have a time stamp, it is over-written by dates
It must have the same length of sim and obs numeric or zoo vectors

MinMax

OPTIONAL. character, indicates whether the optimum value corresponds to the minimum or maximum of the the objective function. It is used to filter out model outputs with a non-acceptable performance
Valid values are in: c('min', 'max')

beh.thr

OPTIONAL. numeric, used for selecting only the behavioural parameter sets, i.e. those with a goodness-of-fit value larger/lower than beh.th, depending on the value of MinMax
It is used for drawing a horizontal line used for separating behavioural from non behavioural parameter sets

verbose

logical, if TRUE, progress messages are printed

plot

logical, indicates if a plot with the convergence measures has to be produced

ptype

character, type of plot. Valid values are:

-) corr: Scatterplot between the observed values and its best simulated counterpart.

-) ts: Only possible for observed values of zoo type. A graphical comparison between observed values and its best simulated counterpart along time. It requires the hydroGOF package. See ggof.

-) ecdf: Empirical CDFs computed and plotted for each column of sim.

-) quant2ecdf: For each model output corresponding to a different parameter set (in rows or columns of sim, according to the value of byrow), different quantiles are computed (as many as indicated in quantiles.desired, and then Empirical CDFs are computed and plotted for each one of the previous quantiles).

ftype

OPTIONAL. Only used when plot=TRUE and ptype=="ts".See ggof

FUN

OPTIONAL. Only used when plot=TRUE and ptype=="ts".See ggof

weights

numeric vector, values of the weights to be used for computing the quantiles. See quant2ecdf
Omitting the weights argument or specifying NULL or a zero-length vector will result in the usual un-weighted estimates

byrow

logical, indicates whether the computations have to be made for each column or for each row of x. See quant2ecdf When the simulated equivalents are stored in columns, byrow must be TRUE
When the simulated equivalents are stored in rows, byrow must be FALSE

quantiles.desired

numeric vector, quantiles to be computed for model outputs. Default values are c(.025, .5, .975) ( => 2.5%, 50%, 97.5% ). See quant2ecdf

quantiles.labels

OPTIONAL. Only used when plot=TRUE
character vector, names to quantiles.desired. Default value is c("Q5", "Q50", "Q95"). See quant2ecdf

main

OPTIONAL. Only used when plot=TRUE
title for the plot

ylab

OPTIONAL. Only used when plot=TRUE
title for the y axis. See plot

col

OPTIONAL. Only used when plot=TRUE
specification for the default plotting colour. See par

leg.cex

OPTIONAL. Only used when plot=TRUE
character expansion factor *relative* to current 'par("cex")'. Used for text, and provides the default for 'pt.cex' and 'title.cex' Default value = 1.2

leg.pos

OPTIONAL. Only used when plot=TRUE
keyword to be used to position the legend. See legend

cex.axis

OPTIONAL. Only used when plot=TRUE
numeric, magnification to be used for the axis annotation relative to 'cex'. See par

cex.main

OPTIONAL. Only used when plot=TRUE
numeric, representing the magnification to be used for main titles relative to the current setting of cex

cex.lab

OPTIONAL. Only used when plot=TRUE
numeric, representing the magnification to be used for x and y labels relative to the current setting of 'cex'. See par

do.png

logical, indicates if the plot with the comparison between model outputs and observations has to be saved into a PNG file instead of the screen device

png.width

OPTIONAL. Only used when do.png=TRUE
numeric, width of the device. See png

png.height

OPTIONAL. Only used when do.png=TRUE
numeric, height of the device. See png

png.res

OPTIONAL. Only used when do.png=TRUE
numeric, nominal resolution in ppi which will be recorded in the PNG file, if a positive integer of the device. See png

png.fname

OPTIONAL. Only used when do.png=TRUE
character, name of the output PNG file. See png

Value

list with four elements:

model.values: matrix/data.frame (or numeric) with the values of the model / objective function for each particle and iteration

model.gofs: numeric vector with the goodness-of-fit value for each row (or value) in ‘model.values’

model.best: numeric with the best model / objective function value. In order to be computed, the user has to provide a valid value for MinMax

model.obs: numeric with the observed values used during the optimisation. See obs

Author

Mauricio Zambrano-Bigiarini, mzb.devel@gmail.com

Examples

# \donttest{
local({
  
# Setting the user temporal directory as working directory
oldwd <- getwd()      
on.exit(setwd(oldwd), add = TRUE) 
setwd(tempdir())

# Number of dimensions to be optimised
D <- 5

# Boundaries of the search space (Sphere test function)
lower <- rep(-100, D)
upper <- rep(100, D)

# Setting the seed
set.seed(100)

# Runing PSO with the 'Sphere' test function, writting the results to text files
hydroPSO(fn=sphere, lower=lower, upper=upper,
        control=list(maxit=100, topology="gbest", write2disk=TRUE, plot=TRUE)  
        )

# Reading the convergence measures got by running hydroPSO
read_out(file="./PSO.out/Model_out.txt", MinMax="min") # each particle in a different pannel

}) # local END
#>                                                                                 
#> ================================================================================
#> [                                Initialising  ...                             ]
#> ================================================================================
#>                                                                                 
#> [npart=40 ; maxit=100 ; method=spso2011 ; topology=gbest ; boundary.wall=absorbing2011]
#>          
#> [ user-definitions in control: maxit=100 ; topology=gbest ; write2disk=TRUE ; plot=TRUE ]
#>          
#>                                                                                 
#> ================================================================================
#> [ Writing the 'PSO_logfile.txt' file ...                                       ]
#> ================================================================================
#>                                                                                 
#> ================================================================================
#> [                                 Running  PSO ...                             ]
#> ================================================================================
#>                                                                                 





























































































#>                            
#> [ Writing output files... ]
#>                            
#>                                     |                                           
#> ================================================================================
#> [                          Creating the R output ...                           ]
#> ================================================================================
#>                                                      
#> [ Reading the file 'Model_out.txt' ... ]
#> [ Total number of parameter sets: 3720 ]
#> [ Number of model outputs for each parameter set ('nsim'): 1 ]
#> $model.values
#>    [1] 7.089210e+03 8.724280e+03 1.028431e+04 2.634845e+04 1.663166e+04
#>    [6] 1.370138e+04 2.798919e+04 1.923527e+04 7.924125e+03 1.946714e+04
#>   [11] 1.130321e+04 1.830351e+04 8.093242e+03 6.770594e+03 1.339092e+04
#>   [16] 1.463639e+04 1.759196e+04 1.866072e+04 1.012386e+04 8.860521e+03
#>   [21] 4.281573e+03 1.185131e+04 2.922115e+04 1.239092e+04 1.022183e+04
#>   [26] 9.513418e+03 2.566203e+04 2.207009e+04 2.310335e+04 1.173512e+04
#>   [31] 1.455875e+04 1.972887e+04 1.691994e+04 3.268499e+04 1.274178e+04
#>   [36] 2.086021e+04 2.662429e+04 9.454510e+03 3.265513e+04 2.166874e+04
#>   [41] 8.076267e+03 6.356725e+03 7.609379e+03 1.589559e+04 2.563695e+03
#>   [46] 9.775342e+03 9.619840e+03 9.863364e+03 1.385674e+04 1.261484e+04
#>   [51] 6.566327e+03 8.355455e+03 2.451039e+03 2.175038e+03 4.449681e+03
#>   [56] 1.257506e+04 8.870388e+03 6.694193e+03 3.617490e+03 7.289836e+03
#>   [61] 4.994089e+03 7.775471e+03 5.072274e+03 8.380940e+03 3.465436e+03
#>   [66] 1.034720e+04 5.601607e+03 1.335348e+04 5.543946e+03 1.062348e+04
#>   [71] 4.901106e+03 5.906848e+03 6.397534e+03 1.195514e+04 1.062006e+03
#>   [76] 3.483773e+03 1.150894e+04 4.578400e+03 1.470870e+04 9.703696e+03
#>   [81] 1.647230e+04 2.100996e+04 2.020933e+04 2.865065e+04 1.222966e+04
#>   [86] 2.947465e+04 1.399670e+03 2.481346e+04 1.770895e+04 2.336703e+04
#>   [91] 1.452773e+04 2.212328e+04 3.483050e+03 4.406854e+03 2.401110e+04
#>   [96] 2.002829e+04 2.250106e+04 1.821164e+04 9.056841e+03 2.055830e+04
#>  [101] 6.477475e+03 1.559611e+04 3.227432e+04 1.882053e+04 1.661594e+04
#>  [106] 2.588300e+04 2.267267e+04 3.086227e+04 2.857179e+04 2.316559e+04
#>  [111] 2.910898e+04 2.163836e+04 2.630090e+04 2.858826e+04 1.324079e+04
#>  [116] 2.168680e+04 6.178701e+03 1.961910e+04 2.165898e+04 2.725581e+04
#>  [121] 5.210993e+03 1.739839e+04 1.242233e+04 1.678413e+04 1.384091e+04
#>  [126] 1.982034e+04 3.018244e+03 1.253369e+04 6.362198e+03 1.936521e+04
#>  [131] 6.518842e+03 1.295546e+04 4.286872e+03 4.415348e+03 1.766755e+04
#>  [136] 2.072195e+04 7.466234e+03 2.207587e+04 1.475205e+04 1.778604e+04
#>  [141] 4.540926e+03 1.388299e+04 6.976356e+03 1.776228e+04 2.187047e+04
#>  [146] 2.266167e+04 1.510255e+04 1.002718e+04 1.712903e+04 2.350550e+04
#>  [151] 2.574787e+04 1.823028e+04 2.158778e+04 1.024289e+04 1.862851e+04
#>  [156] 1.989954e+04 8.247912e+03 1.196594e+04 1.291107e+04 1.906897e+04
#>  [161] 1.236539e+04 1.264633e+04 5.479178e+03 7.665968e+03 7.430226e+03
#>  [166] 7.347873e+03 5.484383e+03 2.401025e+03 4.380829e+03 1.207678e+04
#>  [171] 4.491933e+03 9.851705e+03 3.288787e+03 2.894096e+03 1.480648e+04
#>  [176] 1.524696e+04 3.843380e+03 1.707280e+04 7.158118e+03 1.191368e+04
#>  [181] 3.831839e+03 1.487633e+04 5.825550e+03 9.258916e+03 1.272890e+04
#>  [186] 9.308697e+03 1.077638e+04 4.453355e+03 8.744750e+03 1.626923e+04
#>  [191] 4.679490e+03 9.413167e+03 7.461419e+03 8.587658e+03 1.883690e+04
#>  [196] 6.781079e+03 1.198393e+04 4.466502e+03 1.348920e+04 1.028848e+04
#>  [201] 3.473788e+03 3.976453e+03 4.165273e+03 5.090224e+03 2.304993e+03
#>  [206] 3.566907e+03 3.336156e+03 2.394336e+03 6.241414e+03 1.334355e+04
#>  [211] 5.186003e+03 3.466664e+03 7.800057e+02 3.195452e+03 9.058847e+03
#>  [216] 7.119365e+03 5.768879e+03 8.516997e+03 5.114764e+03 3.035962e+03
#>  [221] 4.036956e+03 1.102552e+04 1.210577e+04 4.745584e+03 2.736865e+03
#>  [226] 4.433084e+03 3.562826e+03 7.674907e+03 3.927488e+03 9.103818e+03
#>  [231] 7.919799e+03 1.222742e+04 1.306171e+04 1.503921e+04 1.593141e+04
#>  [236] 2.678450e+03 7.499240e+03 3.341017e+03 1.672306e+04 3.939281e+03
#>  [241] 4.751033e+02 3.477113e+03 5.864506e+03 7.089012e+03 3.974666e+03
#>  [246] 5.122125e+03 5.164142e+02 6.897617e+03 7.373743e+03 1.516046e+04
#>  [251] 4.410831e+03 6.360769e+03 3.819890e+02 2.136530e+03 1.466000e+03
#>  [256] 3.536113e+03 5.673077e+03 6.646352e+03 6.494542e+03 1.163969e+02
#>  [261] 4.736084e+03 7.305803e+03 3.667872e+03 3.320094e+03 3.287528e+03
#>  [266] 5.066589e+03 7.751149e+03 8.407600e+03 4.090658e+03 8.221884e+03
#>  [271] 1.073574e+04 8.503274e+03 1.381299e+04 1.426711e+04 1.076475e+04
#>  [276] 7.467414e+03 2.281404e+03 5.288158e+03 1.579456e+04 2.534082e+03
#>  [281] 1.156735e+03 5.610962e+03 7.047420e+03 9.078206e+03 5.887330e+03
#>  [286] 5.612836e+03 6.779077e+02 1.122738e+04 5.148518e+03 6.522563e+03
#>  [291] 5.048553e+03 9.434629e+03 7.380335e+02 1.819750e+03 2.220110e+03
#>  [296] 1.981407e+03 2.747902e+03 7.550605e+03 9.804197e+03 9.076697e+02
#>  [301] 3.402151e+03 5.418820e+03 8.557293e+03 4.959086e+03 6.784225e+03
#>  [306] 5.755295e+03 8.477346e+03 7.600113e+03 4.998902e+03 9.883778e+03
#>  [311] 5.012548e+03 6.350941e+03 1.063498e+04 9.789950e+03 4.617876e+03
#>  [316] 9.666303e+03 1.876771e+03 7.154622e+03 7.940708e+03 3.087449e+03
#>  [321] 2.084825e+03 6.247423e+03 6.070426e+03 6.907351e+03 3.360602e+03
#>  [326] 3.931265e+03 1.617029e+03 9.559952e+03 3.453412e+03 2.521038e+03
#>  [331] 4.506232e+03 5.286658e+03 1.059727e+03 1.487695e+03 3.977615e+03
#>  [336] 2.442509e+03 1.038924e+03 7.774458e+03 9.677548e+03 1.962099e+03
#>  [341] 2.779351e+03 4.979285e+03 9.616467e+03 3.974571e+03 5.728586e+03
#>  [346] 4.333257e+03 2.356394e+03 3.075230e+03 4.925962e+03 8.677462e+03
#>  [351] 2.362643e+03 1.010682e+04 6.738287e+03 5.112387e+03 1.032322e+03
#>  [356] 8.885276e+03 3.652148e+03 3.007187e+03 1.072910e+04 2.549057e+03
#>  [361] 1.426905e+03 4.453430e+03 2.738852e+03 1.982217e+03 2.774170e+03
#>  [366] 2.984348e+03 2.089770e+03 2.119749e+03 1.808464e+03 2.227205e+03
#>  [371] 2.797036e+03 4.329650e+03 5.897795e+02 1.265016e+03 2.818588e+03
#>  [376] 3.115719e+03 1.351731e+03 6.165488e+03 8.359652e+03 1.449263e+03
#>  [381] 2.075650e+03 4.982483e+03 6.133067e+03 2.931552e+03 3.619213e+03
#>  [386] 4.306300e+03 9.439854e+02 2.497657e+03 2.533175e+03 5.905470e+03
#>  [391] 2.505695e+03 1.184688e+04 5.263221e+03 3.096463e+03 2.030174e+03
#>  [396] 3.538082e+03 3.209554e+03 9.784912e+02 9.059191e+03 1.030135e+03
#>  [401] 7.352261e+02 3.424297e+03 6.375586e+02 8.540585e+02 1.035442e+03
#>  [406] 2.101132e+03 1.928975e+03 1.013605e+02 8.139290e+02 3.428082e+03
#>  [411] 2.216365e+03 3.695727e+03 3.296032e+02 1.144023e+03 1.341188e+03
#>  [416] 2.033761e+03 1.858706e+03 3.203370e+03 8.826653e+03 3.969808e+02
#>  [421] 1.380285e+03 2.499614e+03 6.927039e+03 8.749451e+02 2.073524e+03
#>  [426] 3.279842e+03 2.432732e+03 3.492196e+03 2.871481e+03 3.485913e+03
#>  [431] 2.239040e+03 1.159659e+04 5.391532e+03 3.212105e+03 3.850793e+03
#>  [436] 1.516836e+03 2.620171e+03 2.775999e+02 5.746256e+03 1.250514e+03
#>  [441] 1.412975e+03 2.455197e+03 3.333395e+02 2.530801e+03 8.288143e+02
#>  [446] 2.021660e+03 6.522156e+02 5.897260e+02 7.420452e+02 3.347366e+03
#>  [451] 1.788454e+03 4.546405e+03 1.681401e+02 7.777914e+02 1.250539e+03
#>  [456] 1.279142e+03 2.021172e+03 3.117046e+03 7.611306e+03 4.617555e+02
#>  [461] 9.887575e+02 1.194690e+03 6.542689e+03 2.342766e+02 1.970939e+03
#>  [466] 2.053581e+03 2.584369e+03 2.220177e+03 1.921201e+03 2.221625e+03
#>  [471] 1.162052e+03 9.195373e+03 4.694775e+03 3.583883e+03 3.051610e+03
#>  [476] 2.075973e+03 5.818713e+02 3.167943e+02 3.343557e+03 1.479524e+03
#>  [481] 2.382046e+03 2.328900e+03 1.008557e+03 3.111105e+03 1.219327e+03
#>  [486] 1.860241e+03 2.175619e+02 1.470581e+03 1.234543e+03 2.073088e+03
#>  [491] 1.027999e+03 4.177021e+03 1.660230e+02 5.122672e+02 1.461568e+03
#>  [496] 7.580726e+02 1.494553e+03 3.257152e+03 7.969195e+03 1.142053e+03
#>  [501] 5.522985e+02 8.454141e+02 3.348704e+03 5.119806e+02 2.507808e+03
#>  [506] 1.360970e+03 1.900013e+03 1.435498e+03 1.534493e+03 1.163438e+03
#>  [511] 9.582312e+02 5.876502e+03 1.835190e+03 2.123937e+03 1.472654e+03
#>  [516] 2.590462e+03 1.310688e+01 2.665884e+02 9.523719e+02 1.291537e+03
#>  [521] 2.081641e+03 1.310735e+03 9.777512e+02 2.447057e+03 1.558211e+03
#>  [526] 1.037737e+03 5.953832e+02 1.790562e+03 1.462896e+03 1.045968e+03
#>  [531] 9.424845e+02 2.812096e+03 1.618605e+02 3.366697e+02 1.343031e+03
#>  [536] 5.309981e+02 6.013055e+02 3.715645e+03 5.144491e+03 1.549274e+03
#>  [541] 2.129851e+02 9.581779e+02 1.390077e+03 8.335641e+02 2.616922e+03
#>  [546] 1.489833e+03 8.726028e+02 1.542636e+03 9.807525e+02 8.085066e+02
#>  [551] 1.110379e+03 8.815510e+03 8.334820e+02 1.064315e+03 4.948219e+02
#>  [556] 1.465069e+03 3.756809e+02 1.673325e+02 8.851760e+02 1.135491e+03
#>  [561] 3.017497e+02 4.769016e+02 5.725388e+02 8.880376e+02 1.488056e+03
#>  [566] 4.015291e+02 7.133187e+02 1.060482e+03 9.423760e+02 4.002441e+02
#>  [571] 9.832810e+02 2.646317e+03 1.461986e+02 3.574881e+02 1.147185e+03
#>  [576] 6.024331e+02 5.874388e+02 2.042091e+03 2.940687e+03 1.443741e+03
#>  [581] 1.698211e+02 9.797053e+02 8.331761e+02 8.278827e+02 1.430808e+03
#>  [586] 1.460012e+03 1.853782e+02 1.737336e+03 5.098283e+02 7.048197e+02
#>  [591] 8.292036e+02 9.938941e+03 9.477991e+02 7.152726e+02 1.019764e+03
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#> [1471] 4.568519e+00 1.677541e+01 1.127228e+00 3.039310e+00 3.193158e+00
#> [1476] 1.727401e+00 9.921404e+00 4.473157e-01 1.447685e+00 5.312176e+00
#> [1481] 4.404047e+01 7.946428e-01 1.306291e+00 4.914613e+01 1.415554e+00
#> [1486] 3.470458e-01 2.552745e+00 8.649063e+00 1.647651e+00 1.159130e+00
#> [1491] 8.536079e+00 6.826701e+00 5.915790e-01 1.042803e+00 4.359702e-01
#> [1496] 3.236562e+00 2.358258e+00 8.472622e+00 1.789267e+00 3.811657e+00
#> [1501] 8.648541e-01 5.715630e-01 3.439380e+00 1.607459e+00 9.583408e-01
#> [1506] 5.457427e+00 4.440410e+00 7.019284e+00 8.507128e-01 2.421065e+00
#> [1511] 4.621098e+00 2.186253e+01 8.464610e-01 1.809366e+00 4.899828e+00
#> [1516] 1.361539e+00 4.317097e+00 1.526153e-01 1.409796e+00 5.411859e+00
#> [1521] 1.793739e+01 4.989646e-01 1.236389e+00 5.450362e+01 4.811777e-01
#> [1526] 3.497290e-01 1.800147e+00 7.956748e+00 8.802466e-01 1.399896e+00
#> [1531] 7.932519e+00 6.334475e-01 4.838529e-01 2.861854e-01 6.202254e-01
#> [1536] 2.009561e+00 1.038776e+01 1.078259e+01 2.565117e+00 2.242574e+00
#> [1541] 7.673322e-01 7.423916e-01 5.641806e+00 3.368878e-01 1.195546e+00
#> [1546] 2.010510e+00 2.727540e+00 4.079990e+00 7.549685e-01 6.979999e+00
#> [1551] 4.352078e+00 2.913377e+01 7.356010e-01 1.106448e+00 1.308832e+00
#> [1556] 2.078821e+00 2.798696e+00 1.396765e-01 1.135032e+00 2.160559e+00
#> [1561] 1.845694e+01 3.751635e-01 4.944655e-01 5.321959e+01 5.564026e-02
#> [1566] 5.031881e-01 1.053458e+00 3.607966e+00 1.491559e+00 1.477425e+00
#> [1571] 5.814739e+00 1.389305e+00 2.765265e-01 4.112854e-01 4.055157e-01
#> [1576] 1.537666e+00 1.715040e+01 8.163908e+00 2.982122e+00 4.771518e-01
#> [1581] 1.396015e+00 8.885233e-01 5.210382e+00 4.408957e-02 7.784993e-01
#> [1586] 6.439183e-01 3.713776e+00 2.469867e+00 8.152955e-01 8.367549e+00
#> [1591] 3.886023e+00 2.265874e+01 7.510038e-01 3.958770e-01 3.204368e-01
#> [1596] 1.935921e+00 4.139593e+00 2.342255e-01 8.672344e-01 5.530266e-01
#> [1601] 2.469451e+01 6.083652e-01 1.514567e-01 2.304414e+01 1.449727e-01
#> [1606] 3.894081e-01 1.376643e+00 1.022612e+00 1.948074e+00 1.340750e+00
#> [1611] 4.036177e+00 2.944149e+00 1.174709e-01 7.068174e-01 3.904931e-01
#> [1616] 2.341977e+00 2.455574e+01 6.083083e+00 1.345175e+00 2.941497e-01
#> [1621] 1.573525e+00 1.070436e+00 3.945560e+00 3.120885e-01 5.766762e-01
#> [1626] 6.308491e-01 3.776133e+00 1.333737e+00 6.904600e-01 4.523553e+00
#> [1631] 4.220796e+00 1.127667e+01 3.946760e-01 4.351809e-01 1.113745e+00
#> [1636] 1.244525e+00 5.535391e+00 3.645980e-01 4.915436e-01 3.209103e-01
#> [1641] 1.165534e+01 8.745086e-01 8.367982e-02 5.776222e+00 3.454228e-01
#> [1646] 1.956233e-01 1.294311e+00 6.204898e-01 1.345644e+00 1.000491e+00
#> [1651] 2.705601e+00 2.789370e+00 1.801659e-01 6.948897e-01 1.987810e-01
#> [1656] 2.930304e+00 1.507173e+01 3.245098e+00 9.701780e-01 8.678035e-01
#> [1661] 8.556950e-01 6.221807e-01 1.523428e+00 6.302412e-01 5.528499e-01
#> [1666] 8.745055e-01 1.741789e+00 6.696477e-01 3.481398e-01 9.095342e-01
#> [1671] 2.265727e+00 6.001897e+00 2.830825e-01 5.604661e-01 1.129701e+00
#> [1676] 6.613197e-01 5.854731e+00 4.158310e-01 2.675357e-01 7.036516e-01
#> [1681] 5.706921e+00 7.799026e-01 3.200049e-01 5.003423e+00 3.416733e-01
#> [1686] 1.793229e-01 6.397190e-01 1.061471e+00 4.954089e-01 7.686478e-01
#> [1691] 1.383616e+00 1.438544e+00 2.926729e-01 1.945035e-01 1.358847e-01
#> [1696] 2.847855e+00 8.099544e+00 2.450915e+00 7.951126e-01 1.156539e+00
#> [1701] 2.257217e-01 1.339774e-01 8.486986e-01 4.868924e-01 5.136573e-01
#> [1706] 9.698129e-01 4.379925e+00 1.712707e-01 3.249960e-01 7.791555e-02
#> [1711] 1.451313e+00 4.843790e+00 4.002628e-01 4.929498e-01 1.011762e+00
#> [1716] 4.448844e-01 1.712345e+00 4.390977e-01 2.555898e-01 7.644134e-01
#> [1721] 2.946810e+00 4.115451e-01 4.729741e-01 9.350141e+00 1.310644e-01
#> [1726] 3.835895e-01 2.279377e-01 9.799109e-01 1.879983e-01 6.247595e-01
#> [1731] 8.190918e-01 1.575175e+00 1.676560e-01 3.389952e-01 1.713214e-01
#> [1736] 1.997023e+00 6.463229e+00 2.199404e+00 7.523477e-01 1.153361e+00
#> [1741] 1.007265e-01 4.130673e-01 6.500804e-01 2.443421e-01 3.405251e-01
#> [1746] 6.945054e-01 5.810435e+00 2.118654e-01 4.992741e-01 1.088872e+00
#> [1751] 8.080804e-01 3.990771e+00 4.819753e-01 1.846615e-01 2.341782e-01
#> [1756] 3.518956e-01 4.916910e-01 3.418458e-01 2.742219e-01 3.717925e-01
#> [1761] 4.213719e+00 7.216296e-02 3.826035e-01 7.743656e+00 7.868518e-02
#> [1766] 3.088427e-01 3.643342e-01 4.533603e-01 3.166076e-01 5.046909e-01
#> [1771] 9.644350e-01 2.356162e+00 8.009109e-02 2.628699e-01 1.268891e-01
#> [1776] 8.262406e-01 7.674117e+00 2.602908e+00 5.041349e-01 9.020189e-01
#> [1781] 1.926038e-01 5.212431e-01 8.524292e-01 1.723354e-01 1.544335e-01
#> [1786] 3.890566e-01 8.489012e+00 4.324061e-01 4.696643e-01 1.905407e+00
#> [1791] 5.589594e-01 3.060137e+00 4.593768e-01 1.074290e-01 1.260358e-01
#> [1796] 3.308013e-01 8.256006e-01 8.424661e-02 2.256268e-01 7.163117e-02
#> [1801] 5.656841e+00 2.294114e-01 1.926379e-01 3.227027e+00 7.916771e-02
#> [1806] 1.969070e-01 5.180597e-01 1.435519e-01 3.024220e-01 5.531592e-01
#> [1811] 6.314701e-01 1.446398e+00 9.579432e-02 1.109603e-01 9.572686e-02
#> [1816] 1.492920e+00 6.844102e+00 1.183583e+00 3.650449e-01 7.241935e-01
#> [1821] 2.060042e-01 4.447488e-01 6.960871e-01 2.271215e-01 7.416326e-02
#> [1826] 2.262706e-01 7.520452e+00 2.388913e-01 2.993225e-01 2.138666e+00
#> [1831] 5.112144e-01 3.071997e+00 1.641862e-01 1.131993e-01 2.133176e-01
#> [1836] 3.202957e-01 1.000784e+00 6.924483e-02 1.960616e-01 1.216183e-01
#> [1841] 6.830191e+00 2.310682e-01 3.332727e-02 1.580562e+00 6.233316e-02
#> [1846] 1.303149e-01 3.769167e-01 3.727873e-02 1.682776e-01 3.663825e-01
#> [1851] 5.197427e-01 1.270704e+00 1.091827e-01 1.000680e-01 6.334904e-02
#> [1856] 2.167526e+00 4.899287e+00 9.529972e-01 1.469460e-01 5.816429e-01
#> [1861] 8.318119e-02 2.063052e-01 5.085889e-01 2.291259e-01 6.287687e-02
#> [1866] 2.913103e-01 6.124978e+00 7.235165e-02 1.731472e-01 1.051819e+00
#> [1871] 4.827791e-01 1.863254e+00 5.230493e-02 1.196376e-01 2.508034e-01
#> [1876] 2.509166e-01 6.967549e-01 1.399961e-01 1.718542e-01 2.040452e-01
#> [1881] 1.704084e+00 1.268396e-01 6.232376e-02 1.499382e+00 4.606672e-02
#> [1886] 8.855145e-02 2.093299e-01 9.272279e-02 1.479265e-01 2.126118e-01
#> [1891] 6.088720e-01 1.502978e+00 8.606721e-02 1.759158e-01 6.657094e-02
#> [1896] 1.768348e+00 2.993316e+00 1.019297e+00 2.053753e-01 4.922578e-01
#> [1901] 5.890669e-02 5.361043e-02 2.442405e-01 1.380966e-01 6.782554e-02
#> [1906] 3.507365e-01 3.695669e+00 2.876636e-01 6.444465e-02 4.612675e-01
#> [1911] 3.159344e-01 1.385657e+00 5.446640e-02 7.891901e-02 2.105825e-01
#> [1916] 1.718286e-01 3.109219e-01 1.189194e-01 1.849472e-01 8.857166e-02
#> [1921] 4.218983e+00 2.832551e-02 1.315501e-01 1.405766e+00 5.374205e-02
#> [1926] 5.062627e-02 2.166116e-01 1.479577e-01 1.458779e-01 1.452922e-01
#> [1931] 5.201878e-01 1.062351e+00 8.629076e-02 2.034216e-01 6.666045e-02
#> [1936] 7.960045e-01 1.536297e+00 1.002081e+00 2.555211e-01 2.914641e-01
#> [1941] 8.744360e-02 6.290201e-02 1.259994e-01 1.693765e-01 7.330183e-02
#> [1946] 3.542614e-01 2.747912e+00 1.076316e-01 5.353307e-02 6.689627e-01
#> [1951] 2.244608e-01 1.403502e+00 5.184040e-02 5.765100e-02 2.325430e-01
#> [1956] 1.094169e-01 2.872911e-01 6.526045e-02 1.596207e-01 3.121354e-02
#> [1961] 5.383214e+00 1.451983e-02 6.315452e-02 1.436035e+00 6.268534e-02
#> [1966] 4.839987e-02 3.092915e-01 7.442485e-02 9.793678e-02 1.298873e-01
#> [1971] 2.265086e-01 5.470272e-01 4.064742e-02 9.691598e-02 5.511768e-02
#> [1976] 2.753308e-01 1.305767e+00 7.236590e-01 2.208373e-01 1.751255e-01
#> [1981] 1.013707e-01 6.811959e-02 1.018698e-01 1.665225e-01 7.153057e-02
#> [1986] 1.450032e-01 1.648763e+00 7.098065e-02 9.959942e-02 1.172478e+00
#> [1991] 1.142796e-01 9.797925e-01 2.996953e-02 6.241434e-02 2.256068e-01
#> [1996] 5.814239e-02 3.646571e-01 5.274718e-02 1.452284e-01 6.607195e-02
#> [2001] 2.782910e+00 3.435450e-02 4.658471e-02 7.536216e-01 5.860609e-02
#> [2006] 6.426066e-02 1.891721e-01 4.952992e-02 7.514692e-02 1.106345e-01
#> [2011] 1.140081e-01 3.817735e-01 1.748562e-02 3.749007e-02 5.179283e-02
#> [2016] 1.938946e-01 2.032168e+00 4.835193e-01 1.646030e-01 9.199299e-02
#> [2021] 1.056860e-01 3.029671e-02 1.208418e-01 5.733291e-02 1.549053e-02
#> [2026] 4.621281e-02 1.109540e+00 1.160658e-01 1.177221e-01 1.222823e+00
#> [2031] 4.758091e-02 7.746473e-01 8.069763e-03 5.754509e-02 1.712454e-01
#> [2036] 9.445154e-02 3.819239e-01 6.309733e-02 1.046895e-01 4.713895e-02
#> [2041] 1.181491e-01 4.617482e-02 7.536077e-02 4.282711e-01 3.952929e-02
#> [2046] 5.374913e-02 5.870332e-02 4.175911e-02 7.939822e-02 8.606930e-02
#> [2051] 1.544585e-01 4.619734e-01 1.334490e-02 2.128813e-02 3.335929e-02
#> [2056] 2.716837e-01 1.526847e+00 3.961458e-01 1.251694e-01 2.798926e-02
#> [2061] 4.775300e-02 1.341100e-02 1.149375e-01 1.055682e-02 3.033943e-02
#> [2066] 9.167799e-03 7.899061e-01 1.268243e-01 6.919273e-02 3.691955e-01
#> [2071] 3.117763e-02 4.033840e-01 1.629803e-02 3.020813e-02 7.223022e-02
#> [2076] 1.384352e-01 1.771213e-01 5.473862e-02 4.134195e-02 1.389109e-02
#> [2081] 7.912462e-01 2.987307e-02 1.247637e-01 2.924916e-01 2.934534e-02
#> [2086] 4.186985e-02 2.083366e-02 1.998058e-02 6.911700e-02 4.922350e-02
#> [2091] 1.634214e-01 4.257442e-01 2.079201e-02 3.120811e-02 1.889609e-02
#> [2096] 3.259446e-01 7.174080e-01 3.571193e-01 1.563742e-01 5.121849e-02
#> [2101] 1.913942e-02 1.196898e-02 9.055797e-02 4.492887e-02 5.240385e-02
#> [2106] 3.122144e-02 1.145684e+00 4.319860e-02 3.045727e-02 9.362964e-02
#> [2111] 5.366522e-02 1.745319e-01 2.630939e-02 1.200672e-02 5.592820e-02
#> [2116] 1.403836e-01 7.697358e-02 3.293204e-02 2.559722e-02 5.412855e-03
#> [2121] 1.428405e+00 7.995532e-03 7.736733e-02 2.494008e-01 2.024567e-02
#> [2126] 3.850257e-02 5.524620e-02 2.251230e-02 3.686056e-02 1.973854e-02
#> [2131] 9.905706e-02 2.671884e-01 2.164240e-02 2.644224e-02 1.366356e-02
#> [2136] 3.703015e-01 7.675903e-01 2.566644e-01 1.446873e-01 7.370086e-02
#> [2141] 1.581467e-02 2.450479e-02 6.239526e-02 7.574460e-02 1.316920e-02
#> [2146] 5.220944e-02 1.226613e+00 1.401879e-02 1.409866e-02 2.839726e-01
#> [2151] 6.308721e-02 1.579057e-01 1.588922e-02 7.574214e-03 8.670308e-02
#> [2156] 6.513100e-02 1.580526e-02 2.424388e-02 3.267557e-02 1.600268e-02
#> [2161] 1.134809e+00 1.810631e-02 3.772887e-02 2.351838e-01 1.509566e-02
#> [2166] 3.453866e-02 8.449172e-02 2.730625e-02 2.188897e-02 1.455044e-02
#> [2171] 5.576259e-02 1.607466e-01 1.395953e-02 1.846022e-02 1.638242e-02
#> [2176] 2.683967e-01 9.445610e-01 2.289063e-01 1.427315e-01 6.147670e-02
#> [2181] 3.046218e-02 3.892412e-02 3.567508e-02 8.512900e-02 4.082919e-03
#> [2186] 4.066638e-02 6.784373e-01 1.256982e-02 1.084206e-02 2.887017e-01
#> [2191] 4.969189e-02 2.511298e-01 9.194033e-03 1.027216e-02 8.120031e-02
#> [2196] 3.716386e-02 1.134653e-02 2.579296e-02 3.147424e-02 2.470596e-02
#> [2201] 3.867513e-01 3.063549e-02 1.597208e-02 2.452984e-01 1.304772e-02
#> [2206] 2.686843e-02 7.197057e-02 1.538688e-02 1.855414e-02 1.644787e-02
#> [2211] 2.096824e-02 8.839529e-02 5.789803e-03 1.307328e-02 1.366631e-02
#> [2216] 1.320983e-01 8.998308e-01 1.836747e-01 9.611351e-02 4.324175e-02
#> [2221] 4.768017e-02 2.645974e-02 2.686172e-02 8.406959e-02 1.069479e-02
#> [2226] 1.894430e-02 2.201362e-01 1.764524e-02 1.045685e-02 2.753692e-01
#> [2231] 2.795924e-02 3.442853e-01 9.039659e-03 1.390904e-02 4.780445e-02
#> [2236] 7.150184e-02 2.569124e-02 2.135946e-02 2.404862e-02 2.071852e-02
#> [2241] 3.057433e-01 3.271653e-02 2.357918e-02 2.365760e-01 1.282339e-02
#> [2246] 1.505620e-02 3.774896e-02 1.063402e-02 1.399538e-02 1.500005e-02
#> [2251] 1.471734e-02 4.250041e-02 3.600303e-03 1.216747e-02 7.988749e-03
#> [2256] 8.935852e-02 3.839711e-01 1.212065e-01 3.709922e-02 7.377288e-02
#> [2261] 3.770013e-02 1.177063e-02 2.293629e-02 7.964988e-02 2.064771e-02
#> [2266] 8.642399e-03 1.114949e-01 1.881832e-02 9.666884e-03 1.866864e-01
#> [2271] 2.746142e-03 4.499083e-01 7.239656e-03 1.322701e-02 1.099189e-02
#> [2276] 6.368464e-02 3.357663e-02 1.530907e-02 1.865674e-02 8.014308e-03
#> [2281] 4.352314e-01 1.580840e-02 1.857834e-02 1.703429e-01 1.136423e-02
#> [2286] 6.265569e-03 7.786720e-03 8.098015e-03 1.270321e-02 1.085674e-02
#> [2291] 1.824686e-02 3.400091e-02 4.911516e-03 6.596556e-03 5.867034e-03
#> [2296] 7.886766e-02 1.844002e-01 6.554273e-02 6.912566e-03 6.212697e-02
#> [2301] 1.700702e-02 4.799139e-03 1.414105e-02 5.338249e-02 2.014825e-02
#> [2306] 9.292805e-03 2.231536e-01 1.106101e-02 9.089467e-03 3.665413e-02
#> [2311] 7.342415e-03 2.585541e-01 5.885370e-03 8.812894e-03 9.941205e-03
#> [2316] 3.778311e-02 2.540601e-02 1.176456e-02 1.335582e-02 4.096387e-03
#> [2321] 4.276260e-01 7.693049e-03 9.942773e-03 1.236785e-01 9.385356e-03
#> [2326] 4.208216e-03 8.495671e-03 5.283487e-03 9.299917e-03 4.974094e-03
#> [2331] 1.625171e-02 3.677252e-02 5.912898e-03 3.725088e-03 4.511381e-03
#> [2336] 8.907294e-02 1.289509e-01 4.404419e-02 9.161159e-03 4.249978e-02
#> [2341] 4.593721e-03 3.760955e-03 9.809355e-03 4.964995e-02 2.945306e-03
#> [2346] 5.062670e-03 3.087761e-01 8.913687e-03 7.643240e-03 5.769272e-02
#> [2351] 1.547710e-02 3.409638e-02 5.102039e-03 1.815590e-03 2.391188e-02
#> [2356] 3.839374e-02 5.428349e-03 6.946399e-03 1.039990e-02 4.551118e-03
#> [2361] 3.521692e-01 1.561994e-02 9.057857e-03 8.328930e-02 1.051121e-02
#> [2366] 5.990553e-03 2.046978e-02 4.725260e-03 5.190252e-03 2.231882e-03
#> [2371] 6.522832e-03 3.125323e-02 4.647329e-03 1.691231e-03 4.389634e-03
#> [2376] 3.532089e-02 1.147554e-01 6.276886e-02 1.712272e-02 2.028383e-02
#> [2381] 1.716707e-03 2.614366e-03 8.890041e-03 6.998496e-02 4.741815e-03
#> [2386] 4.446408e-03 1.773070e-01 1.008965e-02 7.824116e-03 8.310018e-02
#> [2391] 1.239568e-02 1.000107e-01 5.126135e-03 1.977283e-03 2.717524e-02
#> [2396] 3.923358e-02 4.434836e-03 4.632652e-03 7.649578e-03 6.048748e-03
#> [2401] 1.804889e-01 1.789047e-02 9.558098e-03 5.412864e-02 1.129874e-02
#> [2406] 4.652441e-03 2.324079e-02 5.872782e-03 3.313522e-03 1.536089e-03
#> [2411] 4.198948e-03 2.685964e-02 2.767410e-03 1.111878e-03 4.221001e-03
#> [2416] 1.006327e-02 1.573887e-01 7.686937e-02 1.765661e-02 8.018738e-03
#> [2421] 5.258900e-03 2.204628e-03 6.212919e-03 7.404444e-02 6.805852e-03
#> [2426] 6.420772e-03 4.255587e-02 6.363376e-03 6.078185e-03 2.099170e-02
#> [2431] 5.379694e-03 1.848350e-01 4.514057e-03 1.464227e-03 1.365396e-02
#> [2436] 3.137061e-02 8.311683e-03 3.112638e-03 4.493949e-03 2.788317e-03
#> [2441] 4.007409e-02 1.185647e-02 9.268894e-03 4.635345e-02 8.967572e-03
#> [2446] 4.432224e-03 1.521663e-02 4.182448e-03 3.098681e-03 2.866900e-03
#> [2451] 3.051110e-03 2.043767e-02 1.922762e-03 1.155905e-03 3.361665e-03
#> [2456] 1.944197e-02 1.220696e-01 5.865356e-02 6.173075e-03 6.381518e-03
#> [2461] 5.417977e-03 2.488789e-03 4.333302e-03 5.374393e-02 5.020211e-03
#> [2466] 5.771676e-03 1.491758e-02 4.697611e-03 4.189924e-03 7.662998e-03
#> [2471] 1.944851e-02 1.521248e-01 3.228223e-03 7.521554e-04 4.740714e-03
#> [2476] 2.553168e-02 1.253921e-02 1.515509e-03 2.661655e-03 4.543846e-04
#> [2481] 7.225330e-02 8.384789e-03 3.194326e-03 4.598204e-02 7.393334e-03
#> [2486] 3.518796e-03 2.402062e-02 4.093857e-03 3.461071e-03 3.768824e-03
#> [2491] 4.461220e-03 1.144118e-02 1.168933e-03 1.133372e-03 2.981959e-03
#> [2496] 1.409325e-02 7.704846e-02 2.740491e-02 4.194866e-03 9.226960e-03
#> [2501] 4.300794e-03 2.519968e-03 3.953184e-03 3.233144e-02 5.928908e-03
#> [2506] 3.116738e-03 3.965604e-02 4.617588e-03 2.641321e-03 1.866163e-02
#> [2511] 3.716662e-02 6.159551e-02 2.924455e-03 6.830064e-04 2.281977e-03
#> [2516] 2.694784e-02 9.367532e-03 1.566859e-03 1.530866e-03 5.314453e-04
#> [2521] 1.399386e-01 4.760782e-03 5.963030e-03 4.014726e-02 4.843263e-03
#> [2526] 1.889018e-03 1.949490e-02 3.318523e-03 2.818140e-03 2.296226e-03
#> [2531] 4.651407e-03 3.874386e-03 9.363942e-04 2.644222e-04 3.314830e-03
#> [2536] 1.977209e-03 3.271684e-02 8.900122e-03 5.452920e-03 1.033100e-02
#> [2541] 2.722339e-03 1.337425e-03 3.723400e-03 4.629925e-02 7.111850e-03
#> [2546] 1.248033e-03 6.410191e-02 4.005833e-03 2.330232e-03 3.021599e-02
#> [2551] 4.120696e-02 1.129832e-01 3.166560e-03 5.026565e-04 3.754324e-03
#> [2556] 2.035737e-02 6.111408e-03 2.206580e-03 1.422603e-03 9.693158e-04
#> [2561] 1.361981e-01 3.484331e-03 7.957571e-03 3.229071e-02 2.806893e-03
#> [2566] 8.890666e-04 1.461641e-02 1.636676e-03 1.974556e-03 1.305795e-03
#> [2571] 3.289836e-03 1.740658e-03 1.069386e-03 1.865503e-04 2.682027e-03
#> [2576] 1.104503e-03 1.906840e-02 1.807983e-02 6.345060e-03 8.144928e-03
#> [2581] 1.529613e-03 5.318046e-04 3.091229e-03 4.748543e-02 8.318199e-03
#> [2586] 7.973491e-04 6.522615e-02 1.952168e-03 2.480335e-03 1.276349e-02
#> [2591] 3.852415e-03 1.489855e-01 3.032008e-03 7.869132e-04 4.898450e-03
#> [2596] 1.408379e-02 9.111374e-04 1.875178e-03 1.858842e-03 8.825821e-04
#> [2601] 6.946569e-02 2.926605e-03 3.542054e-03 2.614734e-02 2.071721e-03
#> [2606] 5.277464e-04 1.043342e-02 1.012872e-03 1.527412e-03 1.056415e-03
#> [2611] 1.031657e-03 1.793751e-03 9.797452e-04 4.160155e-04 1.515209e-03
#> [2616] 3.448423e-03 1.886190e-02 2.811513e-02 2.840953e-03 3.507912e-03
#> [2621] 1.015687e-03 3.547601e-04 3.112532e-03 2.401911e-02 6.067737e-03
#> [2626] 5.207939e-04 5.892617e-02 1.276836e-03 1.581593e-03 1.154726e-02
#> [2631] 1.385372e-02 1.660187e-01 2.045225e-03 4.662891e-04 3.937287e-03
#> [2636] 1.201446e-02 6.374677e-04 1.086572e-03 2.065549e-03 6.304694e-04
#> [2641] 2.721261e-02 3.569669e-03 1.445309e-03 2.117704e-02 2.001953e-03
#> [2646] 6.700314e-04 2.277538e-02 6.204467e-04 1.284808e-03 1.306016e-03
#> [2651] 7.904161e-04 1.837677e-03 5.738074e-04 5.429636e-04 7.601800e-04
#> [2656] 4.682173e-03 1.806838e-02 2.895133e-02 5.610794e-04 1.519773e-03
#> [2661] 1.121725e-03 7.935680e-04 2.951450e-03 2.001500e-02 1.126729e-02
#> [2666] 5.694988e-04 4.287512e-02 1.336041e-03 1.154487e-03 2.057889e-03
#> [2671] 3.476183e-02 1.693196e-01 1.687670e-03 3.054436e-04 1.892661e-03
#> [2676] 1.267783e-02 3.189409e-03 3.664114e-04 1.281240e-03 4.034706e-04
#> [2681] 2.917653e-02 3.773817e-03 3.816432e-04 1.328441e-02 1.753639e-03
#> [2686] 6.943091e-04 2.825463e-02 9.498007e-04 1.150100e-03 1.111908e-03
#> [2691] 1.149995e-03 8.408209e-04 3.378536e-04 5.629736e-04 6.752154e-04
#> [2696] 3.608046e-03 1.617061e-02 1.389285e-02 6.321844e-04 2.489176e-03
#> [2701] 1.036050e-03 8.756973e-04 2.328504e-03 2.383485e-02 9.303966e-03
#> [2706] 4.946902e-04 3.586777e-02 1.141375e-03 9.883080e-04 2.521610e-03
#> [2711] 2.239127e-02 9.586268e-02 1.172111e-03 3.926828e-04 1.032679e-03
#> [2716] 1.120498e-02 3.731051e-03 2.553135e-04 4.944452e-04 5.542712e-04
#> [2721] 2.871972e-02 1.984229e-03 6.974760e-04 4.743183e-03 1.107858e-03
#> [2726] 5.230637e-04 2.424978e-02 9.487165e-04 8.526134e-04 6.471006e-04
#> [2731] 1.043599e-03 5.957127e-04 2.100388e-04 5.680893e-04 4.807363e-04
#> [2736] 2.703287e-03 8.164540e-03 2.769259e-03 8.837768e-04 3.119184e-03
#> [2741] 4.916272e-04 5.948430e-04 1.161425e-03 2.705413e-02 4.639204e-03
#> [2746] 2.158411e-04 2.493710e-02 9.032431e-04 7.599231e-04 6.552580e-03
#> [2751] 9.581977e-03 3.545176e-02 8.265667e-04 4.114007e-04 6.494706e-04
#> [2756] 7.003183e-03 1.961660e-03 3.869734e-04 1.447381e-04 6.533610e-04
#> [2761] 2.526508e-02 1.054399e-03 1.235469e-03 3.732665e-03 8.172118e-04
#> [2766] 4.320254e-04 2.190868e-02 8.382611e-04 5.083690e-04 3.478549e-04
#> [2771] 3.389557e-04 5.681373e-04 1.503580e-04 3.144355e-04 4.173826e-04
#> [2776] 1.312414e-03 3.805570e-03 8.803170e-04 2.593710e-04 2.592400e-03
#> [2781] 2.307175e-04 2.571742e-04 1.034160e-03 1.613160e-02 1.310095e-03
#> [2786] 1.027961e-04 1.938736e-02 3.806207e-04 5.077724e-04 8.793795e-03
#> [2791] 2.518400e-03 6.408495e-02 6.327659e-04 3.868769e-04 7.457069e-04
#> [2796] 3.619444e-03 2.951352e-04 3.427492e-04 1.761534e-04 5.571919e-04
#> [2801] 1.733197e-02 3.506346e-04 1.313500e-03 6.163917e-03 4.640232e-04
#> [2806] 3.381057e-04 1.707259e-02 3.123077e-04 3.655682e-04 2.534080e-04
#> [2811] 9.744260e-05 5.285381e-04 1.154389e-04 1.325473e-04 3.039599e-04
#> [2816] 4.621129e-04 3.162009e-03 3.310713e-03 2.662399e-04 7.230964e-04
#> [2821] 2.245840e-04 8.060585e-05 9.879285e-04 1.054557e-02 8.658606e-04
#> [2826] 1.241968e-04 1.021301e-02 2.663366e-04 3.414354e-04 4.857977e-03
#> [2831] 7.311698e-03 1.138762e-01 5.704458e-04 2.204183e-04 9.641539e-04
#> [2836] 1.959111e-03 1.155781e-04 2.234598e-04 2.805046e-04 2.703838e-04
#> [2841] 1.466090e-02 4.811387e-04 2.554548e-04 9.445961e-03 1.784531e-04
#> [2846] 3.155470e-04 9.218693e-03 1.855539e-04 3.407528e-04 2.225734e-04
#> [2851] 8.192252e-05 2.964226e-04 1.012792e-04 2.147599e-04 3.490453e-04
#> [2856] 5.811424e-04 4.841146e-03 3.600969e-03 3.204635e-04 4.813901e-04
#> [2861] 2.823887e-04 1.802426e-04 8.055689e-04 7.227505e-03 1.601112e-03
#> [2866] 1.717969e-04 5.042674e-03 3.960345e-04 3.967420e-04 2.268307e-03
#> [2871] 1.186238e-02 6.674380e-02 5.364751e-04 1.119606e-04 6.167717e-04
#> [2876] 2.663724e-03 5.685746e-04 2.187870e-04 1.997851e-04 9.787371e-05
#> [2881] 1.690856e-02 5.055259e-04 5.421669e-04 4.164009e-03 1.847023e-04
#> [2886] 2.338430e-04 4.134355e-03 2.147424e-04 2.456760e-04 1.858349e-04
#> [2891] 1.100412e-04 1.710322e-04 8.874995e-05 2.542367e-04 3.377998e-04
#> [2896] 9.110095e-04 5.141232e-03 2.260793e-03 1.075567e-04 9.825204e-04
#> [2901] 3.068035e-04 2.661689e-04 4.656189e-04 9.443094e-03 1.759866e-03
#> [2906] 1.969259e-04 5.184904e-03 3.262483e-04 4.657145e-04 4.620774e-03
#> [2911] 4.070030e-03 1.001040e-02 4.187814e-04 1.320760e-04 2.487336e-04
#> [2916] 1.633573e-03 4.717105e-04 3.036893e-04 8.443485e-05 3.370670e-05
#> [2921] 1.909532e-02 4.281585e-04 8.950059e-04 1.315597e-03 2.395053e-04
#> [2926] 1.612188e-04 1.564823e-03 2.531214e-04 1.077282e-04 1.453979e-04
#> [2931] 1.082599e-04 8.202220e-05 8.216285e-05 1.781269e-04 1.873627e-04
#> [2936] 5.267772e-04 2.826035e-03 1.212779e-03 8.050557e-05 9.607717e-04
#> [2941] 1.562475e-04 1.315344e-04 2.916010e-04 9.293109e-03 7.166505e-04
#> [2946] 7.286580e-05 4.102601e-03 1.765083e-04 1.976744e-04 5.673161e-03
#> [2951] 7.841362e-04 4.272418e-03 1.427663e-04 1.585517e-04 5.483515e-05
#> [2956] 1.092543e-03 3.203445e-04 3.722947e-04 1.320086e-05 6.403849e-05
#> [2961] 1.427797e-02 2.460583e-04 7.729618e-04 7.344858e-04 2.379101e-04
#> [2966] 1.052979e-04 1.400900e-03 1.336856e-04 5.707648e-05 1.142071e-04
#> [2971] 6.456884e-05 3.598331e-05 6.819974e-05 1.021825e-04 2.331982e-04
#> [2976] 1.844327e-04 1.272360e-03 6.368804e-04 9.172060e-05 9.837779e-05
#> [2981] 7.483119e-05 8.662101e-06 2.177995e-04 5.003673e-03 6.429489e-04
#> [2986] 2.231619e-05 4.259044e-03 5.712773e-05 2.718713e-05 3.072002e-03
#> [2991] 6.159623e-04 2.171727e-02 9.924333e-05 1.424765e-04 1.410082e-05
#> [2996] 7.322116e-04 1.872406e-04 2.085982e-04 2.941646e-05 6.230799e-05
#> [3001] 1.038516e-02 1.030709e-04 4.167361e-04 1.358169e-03 1.541937e-04
#> [3006] 3.194049e-05 1.813663e-03 4.351928e-05 7.728393e-05 1.063099e-04
#> [3011] 2.189136e-05 3.226668e-05 3.712045e-05 4.701456e-05 2.208146e-04
#> [3016] 3.348105e-04 4.055115e-04 9.099231e-04 7.827912e-05 1.750432e-04
#> [3021] 4.977338e-05 7.090295e-05 1.791750e-04 1.257250e-03 5.324654e-04
#> [3026] 2.592626e-05 2.355143e-03 1.722926e-05 5.924359e-05 2.031272e-03
#> [3031] 1.503042e-03 2.038374e-02 1.585291e-04 3.781058e-05 7.457361e-05
#> [3036] 8.776396e-04 1.208570e-04 9.148816e-05 6.291672e-05 3.719471e-05
#> [3041] 6.770828e-03 6.042905e-05 1.011551e-04 1.934662e-03 5.263999e-05
#> [3046] 5.092111e-05 1.322275e-03 3.462346e-05 7.457506e-05 6.635389e-05
#> [3051] 1.236286e-05 5.372242e-05 1.526458e-05 3.287812e-05 8.476795e-05
#> [3056] 4.269694e-04 5.626679e-05 1.430329e-03 5.060981e-05 5.334852e-04
#> [3061] 6.145824e-05 1.366360e-04 1.861039e-04 1.133338e-03 4.232581e-04
#> [3066] 3.059336e-05 1.242867e-03 3.584044e-05 8.972067e-05 2.759607e-03
#> [3071] 1.306728e-03 7.227336e-03 1.201438e-04 2.011735e-05 1.181442e-04
#> [3076] 8.830055e-04 1.547022e-04 3.010702e-05 5.926552e-05 1.776766e-05
#> [3081] 3.695746e-03 5.732155e-05 9.816628e-05 1.370917e-03 1.727167e-05
#> [3086] 7.403112e-05 1.091520e-03 4.906453e-05 5.652489e-05 3.951940e-05
#> [3091] 2.116950e-05 4.830322e-05 8.197342e-06 2.226169e-05 3.284441e-05
#> [3096] 2.930145e-04 1.882579e-04 1.678218e-03 2.109564e-05 3.955142e-04
#> [3101] 6.604502e-05 1.065609e-04 1.314155e-04 2.221947e-03 2.870709e-04
#> [3106] 1.624380e-05 1.400629e-03 5.990874e-05 5.192942e-05 2.639524e-03
#> [3111] 7.620309e-04 1.648165e-03 7.521704e-05 4.707959e-05 6.006366e-05
#> [3116] 5.355839e-04 2.273062e-04 2.663164e-05 1.485576e-05 1.891285e-05
#> [3121] 2.556088e-03 7.853854e-05 1.508557e-04 5.067620e-04 1.714533e-05
#> [3126] 6.550116e-05 8.334725e-04 5.982199e-05 4.204564e-05 1.676959e-05
#> [3131] 2.597614e-05 2.544653e-05 1.388099e-05 1.903135e-05 2.726616e-05
#> [3136] 1.528635e-04 2.867046e-04 7.718840e-04 7.818863e-06 1.994305e-04
#> [3141] 5.992791e-05 4.446119e-05 8.653406e-05 2.403135e-03 2.500024e-04
#> [3146] 9.881652e-06 1.364130e-03 2.539731e-05 3.270247e-05 1.883658e-03
#> [3151] 3.347259e-04 1.227193e-03 4.575425e-05 6.790541e-05 1.784904e-05
#> [3156] 5.890145e-04 1.386914e-04 4.377757e-05 2.267890e-06 2.538067e-05
#> [3161] 2.493277e-03 7.956077e-05 1.580262e-04 3.935253e-04 3.700296e-05
#> [3166] 2.969629e-05 7.824643e-04 3.666590e-05 2.627148e-05 1.028414e-05
#> [3171] 1.765278e-05 7.255642e-06 1.488758e-05 1.887247e-05 4.134185e-05
#> [3176] 7.272900e-05 2.395044e-04 9.349030e-05 9.066124e-06 1.184314e-04
#> [3181] 3.123259e-05 2.754044e-05 6.564224e-05 8.913776e-04 2.527624e-04
#> [3186] 6.213748e-06 6.948106e-04 1.123324e-05 5.484650e-05 1.196947e-03
#> [3191] 1.186437e-04 2.551804e-03 3.531192e-05 5.909816e-05 3.025718e-05
#> [3196] 3.128809e-04 1.251641e-04 2.827149e-05 2.236401e-05 1.369322e-05
#> [3201] 3.420402e-03 4.921595e-05 9.424748e-05 7.790413e-04 4.388783e-05
#> [3206] 4.235887e-05 9.229798e-04 9.220170e-06 2.220251e-05 1.015563e-05
#> [3211] 1.066765e-05 3.763924e-06 5.658443e-06 1.607761e-05 4.061496e-05
#> [3216] 6.188759e-05 9.139282e-05 1.648983e-04 1.038577e-05 3.800213e-04
#> [3221] 3.625291e-05 6.569080e-05 5.118196e-05 3.927010e-04 2.330868e-04
#> [3226] 4.242198e-06 3.574989e-04 1.935352e-05 7.198511e-05 7.900629e-04
#> [3231] 5.466117e-05 2.733135e-03 2.301015e-05 3.286148e-05 5.909895e-05
#> [3236] 1.221217e-04 1.816694e-04 4.157021e-06 4.900908e-05 9.271862e-06
#> [3241] 2.981185e-03 9.510831e-06 4.835247e-05 8.334682e-04 3.031508e-05
#> [3246] 5.510175e-05 4.769857e-04 1.596538e-05 2.142895e-05 1.666036e-05
#> [3251] 9.110139e-06 1.098143e-05 2.087360e-06 1.460439e-05 1.987878e-05
#> [3256] 9.146981e-05 8.178623e-05 3.230903e-04 9.671761e-06 5.955780e-04
#> [3261] 3.018808e-05 7.495245e-05 3.483229e-05 4.291701e-04 1.699247e-04
#> [3266] 3.634700e-06 3.908708e-04 3.198160e-05 6.449737e-05 5.526497e-04
#> [3271] 6.155017e-05 3.175871e-03 1.800789e-05 1.408356e-05 5.960601e-05
#> [3276] 1.149673e-04 1.581275e-04 2.794499e-06 4.143165e-05 7.106374e-06
#> [3281] 1.058442e-03 9.944220e-06 1.111022e-05 5.995270e-04 7.927486e-06
#> [3286] 5.105771e-05 1.492021e-04 3.139035e-05 2.030371e-05 1.607520e-05
#> [3291] 1.210641e-05 1.712341e-05 5.136734e-06 1.176339e-05 1.038742e-05
#> [3296] 9.602246e-05 1.747943e-04 2.449771e-04 7.110979e-06 2.946421e-04
#> [3301] 1.244063e-05 7.482852e-05 2.319989e-05 5.074658e-04 5.896824e-05
#> [3306] 4.810202e-06 3.798628e-04 2.798026e-05 1.060568e-05 2.787771e-04
#> [3311] 7.546199e-05 1.825841e-03 1.784570e-05 6.926872e-06 4.786762e-05
#> [3316] 1.455928e-04 6.553531e-05 1.320490e-05 1.899429e-05 5.481391e-06
#> [3321] 7.119192e-04 2.145359e-05 8.795708e-06 1.577682e-04 1.561519e-06
#> [3326] 2.181108e-05 1.058540e-04 2.682885e-05 1.703528e-05 7.464758e-06
#> [3331] 1.184663e-05 1.352397e-05 8.506509e-06 9.943434e-06 1.058873e-05
#> [3336] 6.374364e-05 2.367238e-04 2.056437e-04 4.882494e-06 1.925487e-04
#> [3341] 1.930134e-06 5.007957e-05 1.482405e-05 2.463218e-04 7.049640e-06
#> [3346] 5.323891e-06 7.704703e-05 1.016309e-05 2.335887e-05 1.876183e-04
#> [3351] 6.716890e-05 8.179802e-04 1.735454e-05 5.579029e-06 3.022877e-05
#> [3356] 1.446488e-04 3.450538e-05 1.799802e-05 7.205687e-06 4.714784e-06
#> [3361] 1.294260e-03 2.136380e-05 2.182405e-05 5.812648e-05 4.423895e-06
#> [3366] 1.033917e-05 1.920254e-04 8.928475e-06 1.246965e-05 5.107535e-06
#> [3371] 5.825512e-06 6.551658e-06 7.037443e-06 1.065583e-05 9.505027e-06
#> [3376] 3.115527e-05 2.350515e-04 1.429786e-04 4.526753e-06 1.382557e-04
#> [3381] 3.895898e-06 3.571986e-05 7.316243e-06 1.344615e-04 1.228973e-05
#> [3386] 4.565106e-06 1.600167e-04 3.507915e-06 4.760033e-05 1.933703e-04
#> [3391] 7.325043e-05 4.768863e-04 1.412281e-05 7.002169e-06 2.902693e-05
#> [3396] 7.498066e-05 1.064664e-04 1.392481e-05 5.111553e-06 3.953209e-06
#> [3401] 1.408555e-03 1.102954e-05 2.710476e-05 1.284199e-04 5.225566e-06
#> [3406] 7.747206e-06 2.559997e-04 6.316748e-06 7.806040e-06 6.580819e-06
#> [3411] 2.959054e-06 1.215851e-06 4.018370e-06 1.327043e-05 8.307818e-06
#> [3416] 1.612762e-05 1.012528e-04 1.386404e-04 5.238680e-06 9.222677e-05
#> [3421] 6.912528e-06 3.096035e-05 3.900589e-06 1.784777e-04 2.463322e-05
#> [3426] 2.679176e-06 2.090646e-04 5.039902e-06 3.160683e-05 2.013664e-04
#> [3431] 2.455926e-05 5.395447e-04 1.438586e-05 7.849409e-06 2.448371e-05
#> [3436] 2.639002e-05 1.459609e-04 3.726039e-06 6.398252e-06 3.624264e-06
#> [3441] 6.469980e-04 3.889510e-06 2.580067e-05 1.509359e-04 2.844293e-06
#> [3446] 1.056938e-05 1.968857e-04 1.307853e-05 7.782964e-06 7.268234e-06
#> [3451] 1.725829e-06 5.985106e-06 2.705258e-06 5.785473e-06 6.209782e-06
#> [3456] 2.322754e-05 4.692175e-05 2.075121e-04 3.426138e-06 8.563612e-05
#> [3461] 3.358095e-06 1.936745e-05 2.045725e-06 1.689413e-04 2.463925e-05
#> [3466] 2.051046e-06 5.015145e-05 5.296124e-06 3.919646e-05 7.041422e-05
#> [3471] 3.178731e-06 7.861810e-04 1.494983e-05 3.374160e-06 1.956546e-05
#> [3476] 1.917619e-05 1.321007e-04 3.615379e-07 5.024581e-06 2.296842e-06
#> [3481] 1.980794e-04 6.631585e-06 2.210988e-05 2.115097e-04 5.341130e-07
#> [3486] 1.171969e-05 7.156339e-05 1.536999e-05 9.704159e-06 8.505977e-06
#> [3491] 1.935730e-06 1.189241e-05 2.631318e-06 1.464292e-06 4.123162e-06
#> [3496] 2.698319e-05 4.385604e-05 1.812145e-04 1.852040e-06 8.270065e-05
#> [3501] 1.015620e-06 1.524999e-05 2.508192e-06 1.082940e-04 2.220449e-05
#> [3506] 1.354332e-06 3.537232e-05 4.478404e-06 3.938894e-05 1.731494e-05
#> [3511] 4.582579e-06 5.707299e-04 8.167038e-06 1.746058e-06 1.187684e-05
#> [3516] 2.225999e-05 4.795879e-05 7.816690e-07 9.129488e-07 1.671331e-06
#> [3521] 2.069084e-04 1.011634e-05 5.212403e-06 2.045502e-04 1.051636e-06
#> [3526] 1.087222e-05 8.283288e-05 1.068700e-05 9.011750e-06 6.377992e-06
#> [3531] 2.056420e-06 5.764418e-06 2.358231e-06 1.548011e-06 2.200529e-06
#> [3536] 2.131581e-05 4.753143e-05 7.336624e-05 7.292791e-07 5.839420e-05
#> [3541] 3.012821e-06 8.946146e-06 2.417706e-06 7.585335e-05 1.543551e-05
#> [3546] 7.570165e-07 7.215137e-05 2.248875e-06 1.550694e-05 2.970272e-05
#> [3551] 1.213853e-05 1.945531e-04 5.916591e-06 2.637851e-06 8.731610e-06
#> [3556] 2.086764e-05 2.051212e-05 1.805782e-06 2.182167e-06 9.343837e-07
#> [3561] 3.855403e-04 5.955430e-06 4.516179e-06 1.479158e-04 1.645942e-06
#> [3566] 5.620007e-06 1.079007e-04 4.013681e-06 5.704510e-06 3.436431e-06
#> [3571] 1.317121e-06 1.875046e-06 1.537953e-06 1.629622e-06 1.661070e-06
#> [3576] 1.331713e-05 5.321680e-05 3.306813e-05 2.409043e-07 2.824394e-05
#> [3581] 3.253249e-06 6.360815e-06 1.200594e-06 7.388387e-05 1.325110e-05
#> [3586] 7.095729e-07 8.653511e-05 1.264908e-06 2.457353e-05 2.828506e-05
#> [3591] 9.434050e-06 2.428692e-05 7.005804e-06 2.266634e-06 7.658583e-06
#> [3596] 1.407646e-05 3.407494e-05 2.726756e-06 3.047633e-06 5.463773e-07
#> [3601] 5.337836e-04 2.415082e-06 8.434674e-06 8.648118e-05 1.760595e-06
#> [3606] 1.331376e-06 9.326720e-05 1.153480e-06 3.806413e-06 2.205644e-06
#> [3611] 8.433171e-07 4.098307e-06 5.740990e-07 1.020604e-06 1.410133e-06
#> [3616] 6.722839e-06 3.941162e-05 2.746128e-05 1.591371e-07 1.203395e-05
#> [3621] 7.038933e-07 5.374909e-06 5.298617e-07 7.675422e-05 7.755081e-06
#> [3626] 7.579531e-07 5.874577e-05 1.080332e-06 2.528972e-05 4.674885e-06
#> [3631] 4.208402e-06 1.034589e-04 7.933776e-06 1.670136e-06 7.920382e-06
#> [3636] 8.792854e-06 4.570335e-05 2.198848e-06 1.484978e-06 3.858607e-07
#> [3641] 2.565115e-04 1.167570e-06 8.170529e-06 5.161318e-05 1.158954e-06
#> [3646] 6.081976e-07 3.252523e-05 9.435515e-07 2.745927e-06 2.287797e-06
#> [3651] 5.469293e-07 8.543110e-06 2.922215e-07 1.140843e-06 1.275883e-06
#> [3656] 3.861609e-06 2.789336e-05 2.040002e-05 2.409180e-07 1.085383e-05
#> [3661] 8.246739e-07 7.141222e-06 4.176308e-07 4.769391e-05 4.919339e-06
#> [3666] 6.973367e-07 2.268526e-05 1.691127e-06 2.661055e-05 9.050981e-06
#> [3671] 1.112991e-06 1.726949e-04 4.623947e-06 1.203007e-06 8.885008e-06
#> [3676] 7.029929e-06 2.562611e-05 8.995181e-07 4.226164e-07 7.132180e-07
#> [3681] 9.741739e-05 1.350831e-06 5.456089e-06 4.966944e-05 1.372953e-06
#> [3686] 2.028145e-06 5.476539e-05 1.796889e-06 1.890726e-06 2.561771e-06
#> [3691] 2.543131e-07 4.365542e-06 4.709683e-07 9.274486e-07 1.202471e-06
#> [3696] 2.944015e-06 2.133678e-05 1.862907e-05 3.067887e-07 1.535338e-05
#> [3701] 1.176000e-06 3.582241e-06 6.172102e-07 3.152524e-05 7.636653e-06
#> [3706] 6.488911e-07 8.779530e-06 1.672801e-06 2.010489e-05 1.860826e-05
#> [3711] 2.253101e-06 1.420466e-04 3.749101e-06 9.859288e-07 8.100315e-06
#> [3716] 6.939707e-06 3.175563e-06 8.664051e-07 3.491673e-07 8.262280e-07
#> 
#> $model.gofs
#>    [1] 7.089210e+03 8.724280e+03 1.028431e+04 2.634845e+04 1.663166e+04
#>    [6] 1.370138e+04 2.798919e+04 1.923527e+04 7.924125e+03 1.946714e+04
#>   [11] 1.130321e+04 1.830351e+04 8.093242e+03 6.770594e+03 1.339092e+04
#>   [16] 1.463639e+04 1.759196e+04 1.866072e+04 1.012386e+04 8.860521e+03
#>   [21] 4.281573e+03 1.185131e+04 2.922115e+04 1.239092e+04 1.022183e+04
#>   [26] 9.513418e+03 2.566203e+04 2.207009e+04 2.310335e+04 1.173512e+04
#>   [31] 1.455875e+04 1.972887e+04 1.691994e+04 3.268499e+04 1.274178e+04
#>   [36] 2.086021e+04 2.662429e+04 9.454510e+03 3.265513e+04 2.166874e+04
#>   [41] 8.076267e+03 6.356725e+03 7.609379e+03 1.589559e+04 2.563695e+03
#>   [46] 9.775342e+03 9.619840e+03 9.863364e+03 1.385674e+04 1.261484e+04
#>   [51] 6.566327e+03 8.355455e+03 2.451039e+03 2.175038e+03 4.449681e+03
#>   [56] 1.257506e+04 8.870388e+03 6.694193e+03 3.617490e+03 7.289836e+03
#>   [61] 4.994089e+03 7.775471e+03 5.072274e+03 8.380940e+03 3.465436e+03
#>   [66] 1.034720e+04 5.601607e+03 1.335348e+04 5.543946e+03 1.062348e+04
#>   [71] 4.901106e+03 5.906848e+03 6.397534e+03 1.195514e+04 1.062006e+03
#>   [76] 3.483773e+03 1.150894e+04 4.578400e+03 1.470870e+04 9.703696e+03
#>   [81] 1.647230e+04 2.100996e+04 2.020933e+04 2.865065e+04 1.222966e+04
#>   [86] 2.947465e+04 1.399670e+03 2.481346e+04 1.770895e+04 2.336703e+04
#>   [91] 1.452773e+04 2.212328e+04 3.483050e+03 4.406854e+03 2.401110e+04
#>   [96] 2.002829e+04 2.250106e+04 1.821164e+04 9.056841e+03 2.055830e+04
#>  [101] 6.477475e+03 1.559611e+04 3.227432e+04 1.882053e+04 1.661594e+04
#>  [106] 2.588300e+04 2.267267e+04 3.086227e+04 2.857179e+04 2.316559e+04
#>  [111] 2.910898e+04 2.163836e+04 2.630090e+04 2.858826e+04 1.324079e+04
#>  [116] 2.168680e+04 6.178701e+03 1.961910e+04 2.165898e+04 2.725581e+04
#>  [121] 5.210993e+03 1.739839e+04 1.242233e+04 1.678413e+04 1.384091e+04
#>  [126] 1.982034e+04 3.018244e+03 1.253369e+04 6.362198e+03 1.936521e+04
#>  [131] 6.518842e+03 1.295546e+04 4.286872e+03 4.415348e+03 1.766755e+04
#>  [136] 2.072195e+04 7.466234e+03 2.207587e+04 1.475205e+04 1.778604e+04
#>  [141] 4.540926e+03 1.388299e+04 6.976356e+03 1.776228e+04 2.187047e+04
#>  [146] 2.266167e+04 1.510255e+04 1.002718e+04 1.712903e+04 2.350550e+04
#>  [151] 2.574787e+04 1.823028e+04 2.158778e+04 1.024289e+04 1.862851e+04
#>  [156] 1.989954e+04 8.247912e+03 1.196594e+04 1.291107e+04 1.906897e+04
#>  [161] 1.236539e+04 1.264633e+04 5.479178e+03 7.665968e+03 7.430226e+03
#>  [166] 7.347873e+03 5.484383e+03 2.401025e+03 4.380829e+03 1.207678e+04
#>  [171] 4.491933e+03 9.851705e+03 3.288787e+03 2.894096e+03 1.480648e+04
#>  [176] 1.524696e+04 3.843380e+03 1.707280e+04 7.158118e+03 1.191368e+04
#>  [181] 3.831839e+03 1.487633e+04 5.825550e+03 9.258916e+03 1.272890e+04
#>  [186] 9.308697e+03 1.077638e+04 4.453355e+03 8.744750e+03 1.626923e+04
#>  [191] 4.679490e+03 9.413167e+03 7.461419e+03 8.587658e+03 1.883690e+04
#>  [196] 6.781079e+03 1.198393e+04 4.466502e+03 1.348920e+04 1.028848e+04
#>  [201] 3.473788e+03 3.976453e+03 4.165273e+03 5.090224e+03 2.304993e+03
#>  [206] 3.566907e+03 3.336156e+03 2.394336e+03 6.241414e+03 1.334355e+04
#>  [211] 5.186003e+03 3.466664e+03 7.800057e+02 3.195452e+03 9.058847e+03
#>  [216] 7.119365e+03 5.768879e+03 8.516997e+03 5.114764e+03 3.035962e+03
#>  [221] 4.036956e+03 1.102552e+04 1.210577e+04 4.745584e+03 2.736865e+03
#>  [226] 4.433084e+03 3.562826e+03 7.674907e+03 3.927488e+03 9.103818e+03
#>  [231] 7.919799e+03 1.222742e+04 1.306171e+04 1.503921e+04 1.593141e+04
#>  [236] 2.678450e+03 7.499240e+03 3.341017e+03 1.672306e+04 3.939281e+03
#>  [241] 4.751033e+02 3.477113e+03 5.864506e+03 7.089012e+03 3.974666e+03
#>  [246] 5.122125e+03 5.164142e+02 6.897617e+03 7.373743e+03 1.516046e+04
#>  [251] 4.410831e+03 6.360769e+03 3.819890e+02 2.136530e+03 1.466000e+03
#>  [256] 3.536113e+03 5.673077e+03 6.646352e+03 6.494542e+03 1.163969e+02
#>  [261] 4.736084e+03 7.305803e+03 3.667872e+03 3.320094e+03 3.287528e+03
#>  [266] 5.066589e+03 7.751149e+03 8.407600e+03 4.090658e+03 8.221884e+03
#>  [271] 1.073574e+04 8.503274e+03 1.381299e+04 1.426711e+04 1.076475e+04
#>  [276] 7.467414e+03 2.281404e+03 5.288158e+03 1.579456e+04 2.534082e+03
#>  [281] 1.156735e+03 5.610962e+03 7.047420e+03 9.078206e+03 5.887330e+03
#>  [286] 5.612836e+03 6.779077e+02 1.122738e+04 5.148518e+03 6.522563e+03
#>  [291] 5.048553e+03 9.434629e+03 7.380335e+02 1.819750e+03 2.220110e+03
#>  [296] 1.981407e+03 2.747902e+03 7.550605e+03 9.804197e+03 9.076697e+02
#>  [301] 3.402151e+03 5.418820e+03 8.557293e+03 4.959086e+03 6.784225e+03
#>  [306] 5.755295e+03 8.477346e+03 7.600113e+03 4.998902e+03 9.883778e+03
#>  [311] 5.012548e+03 6.350941e+03 1.063498e+04 9.789950e+03 4.617876e+03
#>  [316] 9.666303e+03 1.876771e+03 7.154622e+03 7.940708e+03 3.087449e+03
#>  [321] 2.084825e+03 6.247423e+03 6.070426e+03 6.907351e+03 3.360602e+03
#>  [326] 3.931265e+03 1.617029e+03 9.559952e+03 3.453412e+03 2.521038e+03
#>  [331] 4.506232e+03 5.286658e+03 1.059727e+03 1.487695e+03 3.977615e+03
#>  [336] 2.442509e+03 1.038924e+03 7.774458e+03 9.677548e+03 1.962099e+03
#>  [341] 2.779351e+03 4.979285e+03 9.616467e+03 3.974571e+03 5.728586e+03
#>  [346] 4.333257e+03 2.356394e+03 3.075230e+03 4.925962e+03 8.677462e+03
#>  [351] 2.362643e+03 1.010682e+04 6.738287e+03 5.112387e+03 1.032322e+03
#>  [356] 8.885276e+03 3.652148e+03 3.007187e+03 1.072910e+04 2.549057e+03
#>  [361] 1.426905e+03 4.453430e+03 2.738852e+03 1.982217e+03 2.774170e+03
#>  [366] 2.984348e+03 2.089770e+03 2.119749e+03 1.808464e+03 2.227205e+03
#>  [371] 2.797036e+03 4.329650e+03 5.897795e+02 1.265016e+03 2.818588e+03
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#> [1251] 2.066435e+01 5.610379e+01 1.604957e+00 7.030522e+00 2.016558e+00
#> [1256] 9.486272e+00 3.014933e+01 1.369656e+01 1.852011e+01 3.723964e+00
#> [1261] 3.457776e+00 6.768139e+00 3.149553e+01 1.117173e+01 7.125353e+00
#> [1266] 2.125956e+01 1.546009e+01 3.071873e+01 5.504128e+00 1.220280e+01
#> [1271] 9.730685e+00 8.228087e+01 3.444042e+00 4.455464e+00 1.153818e+01
#> [1276] 4.074070e+00 1.186360e+01 2.799454e+00 4.344643e+00 1.750163e+01
#> [1281] 9.846221e+01 3.848365e+00 5.730719e+00 3.685183e+01 2.375909e+00
#> [1286] 2.779242e+00 1.277538e+01 2.753332e+01 8.275554e+00 4.938398e+00
#> [1291] 1.694214e+01 3.889709e+01 3.531547e+00 1.681107e+00 2.172475e+00
#> [1296] 1.032641e+01 8.809411e+00 1.121891e+01 1.178322e+01 6.363067e+00
#> [1301] 2.234608e+00 3.058808e+00 4.292696e+01 5.345711e+00 1.025974e+01
#> [1306] 1.407117e+01 8.136916e+00 1.797197e+01 3.748219e+00 3.502211e+00
#> [1311] 1.198568e+01 6.666038e+01 2.917716e+00 7.349610e+00 1.020837e+01
#> [1316] 1.704293e+00 3.373733e+00 3.920539e+00 2.242985e+00 1.425969e+01
#> [1321] 3.544605e+01 2.451623e+00 3.043112e+00 4.080531e+01 2.213591e+00
#> [1326] 2.316439e+00 7.677387e+00 3.860893e+01 6.388515e+00 3.880719e+00
#> [1331] 1.255590e+01 3.034782e+01 3.164841e+00 2.175096e+00 2.229182e+00
#> [1336] 6.139054e+00 6.826996e+00 1.774765e+01 1.451594e+01 6.930053e+00
#> [1341] 3.956508e+00 2.208311e+00 5.049445e+01 2.083185e+00 1.148931e+01
#> [1346] 1.093804e+01 1.574614e+00 8.654619e+00 2.390642e+00 7.491296e+00
#> [1351] 1.068917e+01 5.801617e+01 2.275793e+00 6.129072e+00 6.037253e+00
#> [1356] 2.856320e+00 9.485481e+00 3.588157e+00 1.499232e+00 5.805309e+00
#> [1361] 1.747333e+01 1.921699e+00 8.210820e-01 5.542238e+01 3.214718e+00
#> [1366] 2.596505e+00 4.209919e+00 3.286511e+01 5.257904e+00 4.935985e+00
#> [1371] 1.113749e+01 9.716562e+00 3.233270e+00 2.984655e+00 2.032772e+00
#> [1376] 5.639423e+00 1.507127e+01 1.711261e+01 1.188850e+01 1.453413e+00
#> [1381] 4.212890e+00 2.767577e+00 3.528309e+01 1.574765e+00 6.262655e+00
#> [1386] 9.798580e+00 7.113126e+00 7.636589e+00 1.762137e+00 1.131089e+01
#> [1391] 7.384978e+00 3.667967e+01 1.819492e+00 2.021141e+00 2.542530e+00
#> [1396] 2.892492e+00 1.654280e+01 2.194973e+00 1.357677e+00 5.370336e-01
#> [1401] 2.780440e+01 1.819691e+00 5.274285e-01 6.305056e+01 4.002329e+00
#> [1406] 3.352677e+00 3.493450e+00 1.283204e+01 4.954542e+00 4.781148e+00
#> [1411] 9.765863e+00 4.795748e+00 2.664763e+00 3.679707e+00 8.196368e-01
#> [1416] 6.259117e+00 1.735133e+01 8.458190e+00 8.560188e+00 5.572681e-01
#> [1421] 5.236775e+00 3.347261e+00 1.660919e+01 3.353401e+00 2.504174e+00
#> [1426] 1.092583e+01 1.496617e+01 8.408371e+00 1.421477e+00 1.177799e+01
#> [1431] 5.767658e+00 2.220362e+01 1.558231e+00 2.531471e+00 1.913991e+00
#> [1436] 2.838435e+00 1.492374e+01 1.299494e+00 1.382629e+00 2.282637e+00
#> [1441] 3.999546e+01 1.391531e+00 1.049829e+00 4.396001e+01 3.064764e+00
#> [1446] 1.289041e+00 3.752215e+00 6.880152e+00 4.636546e+00 2.539329e+00
#> [1451] 9.837080e+00 7.391792e+00 1.107144e+00 2.959423e+00 2.984176e-01
#> [1456] 7.121777e+00 1.285159e+01 7.041429e+00 3.680427e+00 2.605875e+00
#> [1461] 3.575342e+00 1.126593e+00 4.950228e+00 2.873891e+00 1.096231e+00
#> [1466] 9.013444e+00 1.413422e+01 8.300757e+00 1.024562e+00 4.062382e+00
#> [1471] 4.568519e+00 1.677541e+01 1.127228e+00 3.039310e+00 3.193158e+00
#> [1476] 1.727401e+00 9.921404e+00 4.473157e-01 1.447685e+00 5.312176e+00
#> [1481] 4.404047e+01 7.946428e-01 1.306291e+00 4.914613e+01 1.415554e+00
#> [1486] 3.470458e-01 2.552745e+00 8.649063e+00 1.647651e+00 1.159130e+00
#> [1491] 8.536079e+00 6.826701e+00 5.915790e-01 1.042803e+00 4.359702e-01
#> [1496] 3.236562e+00 2.358258e+00 8.472622e+00 1.789267e+00 3.811657e+00
#> [1501] 8.648541e-01 5.715630e-01 3.439380e+00 1.607459e+00 9.583408e-01
#> [1506] 5.457427e+00 4.440410e+00 7.019284e+00 8.507128e-01 2.421065e+00
#> [1511] 4.621098e+00 2.186253e+01 8.464610e-01 1.809366e+00 4.899828e+00
#> [1516] 1.361539e+00 4.317097e+00 1.526153e-01 1.409796e+00 5.411859e+00
#> [1521] 1.793739e+01 4.989646e-01 1.236389e+00 5.450362e+01 4.811777e-01
#> [1526] 3.497290e-01 1.800147e+00 7.956748e+00 8.802466e-01 1.399896e+00
#> [1531] 7.932519e+00 6.334475e-01 4.838529e-01 2.861854e-01 6.202254e-01
#> [1536] 2.009561e+00 1.038776e+01 1.078259e+01 2.565117e+00 2.242574e+00
#> [1541] 7.673322e-01 7.423916e-01 5.641806e+00 3.368878e-01 1.195546e+00
#> [1546] 2.010510e+00 2.727540e+00 4.079990e+00 7.549685e-01 6.979999e+00
#> [1551] 4.352078e+00 2.913377e+01 7.356010e-01 1.106448e+00 1.308832e+00
#> [1556] 2.078821e+00 2.798696e+00 1.396765e-01 1.135032e+00 2.160559e+00
#> [1561] 1.845694e+01 3.751635e-01 4.944655e-01 5.321959e+01 5.564026e-02
#> [1566] 5.031881e-01 1.053458e+00 3.607966e+00 1.491559e+00 1.477425e+00
#> [1571] 5.814739e+00 1.389305e+00 2.765265e-01 4.112854e-01 4.055157e-01
#> [1576] 1.537666e+00 1.715040e+01 8.163908e+00 2.982122e+00 4.771518e-01
#> [1581] 1.396015e+00 8.885233e-01 5.210382e+00 4.408957e-02 7.784993e-01
#> [1586] 6.439183e-01 3.713776e+00 2.469867e+00 8.152955e-01 8.367549e+00
#> [1591] 3.886023e+00 2.265874e+01 7.510038e-01 3.958770e-01 3.204368e-01
#> [1596] 1.935921e+00 4.139593e+00 2.342255e-01 8.672344e-01 5.530266e-01
#> [1601] 2.469451e+01 6.083652e-01 1.514567e-01 2.304414e+01 1.449727e-01
#> [1606] 3.894081e-01 1.376643e+00 1.022612e+00 1.948074e+00 1.340750e+00
#> [1611] 4.036177e+00 2.944149e+00 1.174709e-01 7.068174e-01 3.904931e-01
#> [1616] 2.341977e+00 2.455574e+01 6.083083e+00 1.345175e+00 2.941497e-01
#> [1621] 1.573525e+00 1.070436e+00 3.945560e+00 3.120885e-01 5.766762e-01
#> [1626] 6.308491e-01 3.776133e+00 1.333737e+00 6.904600e-01 4.523553e+00
#> [1631] 4.220796e+00 1.127667e+01 3.946760e-01 4.351809e-01 1.113745e+00
#> [1636] 1.244525e+00 5.535391e+00 3.645980e-01 4.915436e-01 3.209103e-01
#> [1641] 1.165534e+01 8.745086e-01 8.367982e-02 5.776222e+00 3.454228e-01
#> [1646] 1.956233e-01 1.294311e+00 6.204898e-01 1.345644e+00 1.000491e+00
#> [1651] 2.705601e+00 2.789370e+00 1.801659e-01 6.948897e-01 1.987810e-01
#> [1656] 2.930304e+00 1.507173e+01 3.245098e+00 9.701780e-01 8.678035e-01
#> [1661] 8.556950e-01 6.221807e-01 1.523428e+00 6.302412e-01 5.528499e-01
#> [1666] 8.745055e-01 1.741789e+00 6.696477e-01 3.481398e-01 9.095342e-01
#> [1671] 2.265727e+00 6.001897e+00 2.830825e-01 5.604661e-01 1.129701e+00
#> [1676] 6.613197e-01 5.854731e+00 4.158310e-01 2.675357e-01 7.036516e-01
#> [1681] 5.706921e+00 7.799026e-01 3.200049e-01 5.003423e+00 3.416733e-01
#> [1686] 1.793229e-01 6.397190e-01 1.061471e+00 4.954089e-01 7.686478e-01
#> [1691] 1.383616e+00 1.438544e+00 2.926729e-01 1.945035e-01 1.358847e-01
#> [1696] 2.847855e+00 8.099544e+00 2.450915e+00 7.951126e-01 1.156539e+00
#> [1701] 2.257217e-01 1.339774e-01 8.486986e-01 4.868924e-01 5.136573e-01
#> [1706] 9.698129e-01 4.379925e+00 1.712707e-01 3.249960e-01 7.791555e-02
#> [1711] 1.451313e+00 4.843790e+00 4.002628e-01 4.929498e-01 1.011762e+00
#> [1716] 4.448844e-01 1.712345e+00 4.390977e-01 2.555898e-01 7.644134e-01
#> [1721] 2.946810e+00 4.115451e-01 4.729741e-01 9.350141e+00 1.310644e-01
#> [1726] 3.835895e-01 2.279377e-01 9.799109e-01 1.879983e-01 6.247595e-01
#> [1731] 8.190918e-01 1.575175e+00 1.676560e-01 3.389952e-01 1.713214e-01
#> [1736] 1.997023e+00 6.463229e+00 2.199404e+00 7.523477e-01 1.153361e+00
#> [1741] 1.007265e-01 4.130673e-01 6.500804e-01 2.443421e-01 3.405251e-01
#> [1746] 6.945054e-01 5.810435e+00 2.118654e-01 4.992741e-01 1.088872e+00
#> [1751] 8.080804e-01 3.990771e+00 4.819753e-01 1.846615e-01 2.341782e-01
#> [1756] 3.518956e-01 4.916910e-01 3.418458e-01 2.742219e-01 3.717925e-01
#> [1761] 4.213719e+00 7.216296e-02 3.826035e-01 7.743656e+00 7.868518e-02
#> [1766] 3.088427e-01 3.643342e-01 4.533603e-01 3.166076e-01 5.046909e-01
#> [1771] 9.644350e-01 2.356162e+00 8.009109e-02 2.628699e-01 1.268891e-01
#> [1776] 8.262406e-01 7.674117e+00 2.602908e+00 5.041349e-01 9.020189e-01
#> [1781] 1.926038e-01 5.212431e-01 8.524292e-01 1.723354e-01 1.544335e-01
#> [1786] 3.890566e-01 8.489012e+00 4.324061e-01 4.696643e-01 1.905407e+00
#> [1791] 5.589594e-01 3.060137e+00 4.593768e-01 1.074290e-01 1.260358e-01
#> [1796] 3.308013e-01 8.256006e-01 8.424661e-02 2.256268e-01 7.163117e-02
#> [1801] 5.656841e+00 2.294114e-01 1.926379e-01 3.227027e+00 7.916771e-02
#> [1806] 1.969070e-01 5.180597e-01 1.435519e-01 3.024220e-01 5.531592e-01
#> [1811] 6.314701e-01 1.446398e+00 9.579432e-02 1.109603e-01 9.572686e-02
#> [1816] 1.492920e+00 6.844102e+00 1.183583e+00 3.650449e-01 7.241935e-01
#> [1821] 2.060042e-01 4.447488e-01 6.960871e-01 2.271215e-01 7.416326e-02
#> [1826] 2.262706e-01 7.520452e+00 2.388913e-01 2.993225e-01 2.138666e+00
#> [1831] 5.112144e-01 3.071997e+00 1.641862e-01 1.131993e-01 2.133176e-01
#> [1836] 3.202957e-01 1.000784e+00 6.924483e-02 1.960616e-01 1.216183e-01
#> [1841] 6.830191e+00 2.310682e-01 3.332727e-02 1.580562e+00 6.233316e-02
#> [1846] 1.303149e-01 3.769167e-01 3.727873e-02 1.682776e-01 3.663825e-01
#> [1851] 5.197427e-01 1.270704e+00 1.091827e-01 1.000680e-01 6.334904e-02
#> [1856] 2.167526e+00 4.899287e+00 9.529972e-01 1.469460e-01 5.816429e-01
#> [1861] 8.318119e-02 2.063052e-01 5.085889e-01 2.291259e-01 6.287687e-02
#> [1866] 2.913103e-01 6.124978e+00 7.235165e-02 1.731472e-01 1.051819e+00
#> [1871] 4.827791e-01 1.863254e+00 5.230493e-02 1.196376e-01 2.508034e-01
#> [1876] 2.509166e-01 6.967549e-01 1.399961e-01 1.718542e-01 2.040452e-01
#> [1881] 1.704084e+00 1.268396e-01 6.232376e-02 1.499382e+00 4.606672e-02
#> [1886] 8.855145e-02 2.093299e-01 9.272279e-02 1.479265e-01 2.126118e-01
#> [1891] 6.088720e-01 1.502978e+00 8.606721e-02 1.759158e-01 6.657094e-02
#> [1896] 1.768348e+00 2.993316e+00 1.019297e+00 2.053753e-01 4.922578e-01
#> [1901] 5.890669e-02 5.361043e-02 2.442405e-01 1.380966e-01 6.782554e-02
#> [1906] 3.507365e-01 3.695669e+00 2.876636e-01 6.444465e-02 4.612675e-01
#> [1911] 3.159344e-01 1.385657e+00 5.446640e-02 7.891901e-02 2.105825e-01
#> [1916] 1.718286e-01 3.109219e-01 1.189194e-01 1.849472e-01 8.857166e-02
#> [1921] 4.218983e+00 2.832551e-02 1.315501e-01 1.405766e+00 5.374205e-02
#> [1926] 5.062627e-02 2.166116e-01 1.479577e-01 1.458779e-01 1.452922e-01
#> [1931] 5.201878e-01 1.062351e+00 8.629076e-02 2.034216e-01 6.666045e-02
#> [1936] 7.960045e-01 1.536297e+00 1.002081e+00 2.555211e-01 2.914641e-01
#> [1941] 8.744360e-02 6.290201e-02 1.259994e-01 1.693765e-01 7.330183e-02
#> [1946] 3.542614e-01 2.747912e+00 1.076316e-01 5.353307e-02 6.689627e-01
#> [1951] 2.244608e-01 1.403502e+00 5.184040e-02 5.765100e-02 2.325430e-01
#> [1956] 1.094169e-01 2.872911e-01 6.526045e-02 1.596207e-01 3.121354e-02
#> [1961] 5.383214e+00 1.451983e-02 6.315452e-02 1.436035e+00 6.268534e-02
#> [1966] 4.839987e-02 3.092915e-01 7.442485e-02 9.793678e-02 1.298873e-01
#> [1971] 2.265086e-01 5.470272e-01 4.064742e-02 9.691598e-02 5.511768e-02
#> [1976] 2.753308e-01 1.305767e+00 7.236590e-01 2.208373e-01 1.751255e-01
#> [1981] 1.013707e-01 6.811959e-02 1.018698e-01 1.665225e-01 7.153057e-02
#> [1986] 1.450032e-01 1.648763e+00 7.098065e-02 9.959942e-02 1.172478e+00
#> [1991] 1.142796e-01 9.797925e-01 2.996953e-02 6.241434e-02 2.256068e-01
#> [1996] 5.814239e-02 3.646571e-01 5.274718e-02 1.452284e-01 6.607195e-02
#> [2001] 2.782910e+00 3.435450e-02 4.658471e-02 7.536216e-01 5.860609e-02
#> [2006] 6.426066e-02 1.891721e-01 4.952992e-02 7.514692e-02 1.106345e-01
#> [2011] 1.140081e-01 3.817735e-01 1.748562e-02 3.749007e-02 5.179283e-02
#> [2016] 1.938946e-01 2.032168e+00 4.835193e-01 1.646030e-01 9.199299e-02
#> [2021] 1.056860e-01 3.029671e-02 1.208418e-01 5.733291e-02 1.549053e-02
#> [2026] 4.621281e-02 1.109540e+00 1.160658e-01 1.177221e-01 1.222823e+00
#> [2031] 4.758091e-02 7.746473e-01 8.069763e-03 5.754509e-02 1.712454e-01
#> [2036] 9.445154e-02 3.819239e-01 6.309733e-02 1.046895e-01 4.713895e-02
#> [2041] 1.181491e-01 4.617482e-02 7.536077e-02 4.282711e-01 3.952929e-02
#> [2046] 5.374913e-02 5.870332e-02 4.175911e-02 7.939822e-02 8.606930e-02
#> [2051] 1.544585e-01 4.619734e-01 1.334490e-02 2.128813e-02 3.335929e-02
#> [2056] 2.716837e-01 1.526847e+00 3.961458e-01 1.251694e-01 2.798926e-02
#> [2061] 4.775300e-02 1.341100e-02 1.149375e-01 1.055682e-02 3.033943e-02
#> [2066] 9.167799e-03 7.899061e-01 1.268243e-01 6.919273e-02 3.691955e-01
#> [2071] 3.117763e-02 4.033840e-01 1.629803e-02 3.020813e-02 7.223022e-02
#> [2076] 1.384352e-01 1.771213e-01 5.473862e-02 4.134195e-02 1.389109e-02
#> [2081] 7.912462e-01 2.987307e-02 1.247637e-01 2.924916e-01 2.934534e-02
#> [2086] 4.186985e-02 2.083366e-02 1.998058e-02 6.911700e-02 4.922350e-02
#> [2091] 1.634214e-01 4.257442e-01 2.079201e-02 3.120811e-02 1.889609e-02
#> [2096] 3.259446e-01 7.174080e-01 3.571193e-01 1.563742e-01 5.121849e-02
#> [2101] 1.913942e-02 1.196898e-02 9.055797e-02 4.492887e-02 5.240385e-02
#> [2106] 3.122144e-02 1.145684e+00 4.319860e-02 3.045727e-02 9.362964e-02
#> [2111] 5.366522e-02 1.745319e-01 2.630939e-02 1.200672e-02 5.592820e-02
#> [2116] 1.403836e-01 7.697358e-02 3.293204e-02 2.559722e-02 5.412855e-03
#> [2121] 1.428405e+00 7.995532e-03 7.736733e-02 2.494008e-01 2.024567e-02
#> [2126] 3.850257e-02 5.524620e-02 2.251230e-02 3.686056e-02 1.973854e-02
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#> [2141] 1.581467e-02 2.450479e-02 6.239526e-02 7.574460e-02 1.316920e-02
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#> [2151] 6.308721e-02 1.579057e-01 1.588922e-02 7.574214e-03 8.670308e-02
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#> [2176] 2.683967e-01 9.445610e-01 2.289063e-01 1.427315e-01 6.147670e-02
#> [2181] 3.046218e-02 3.892412e-02 3.567508e-02 8.512900e-02 4.082919e-03
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#> [2271] 2.746142e-03 4.499083e-01 7.239656e-03 1.322701e-02 1.099189e-02
#> [2276] 6.368464e-02 3.357663e-02 1.530907e-02 1.865674e-02 8.014308e-03
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#> [2371] 6.522832e-03 3.125323e-02 4.647329e-03 1.691231e-03 4.389634e-03
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#> [2436] 3.137061e-02 8.311683e-03 3.112638e-03 4.493949e-03 2.788317e-03
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#> [2791] 2.518400e-03 6.408495e-02 6.327659e-04 3.868769e-04 7.457069e-04
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#> [2886] 2.338430e-04 4.134355e-03 2.147424e-04 2.456760e-04 1.858349e-04
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#> [2896] 9.110095e-04 5.141232e-03 2.260793e-03 1.075567e-04 9.825204e-04
#> [2901] 3.068035e-04 2.661689e-04 4.656189e-04 9.443094e-03 1.759866e-03
#> [2906] 1.969259e-04 5.184904e-03 3.262483e-04 4.657145e-04 4.620774e-03
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#> [2916] 1.633573e-03 4.717105e-04 3.036893e-04 8.443485e-05 3.370670e-05
#> [2921] 1.909532e-02 4.281585e-04 8.950059e-04 1.315597e-03 2.395053e-04
#> [2926] 1.612188e-04 1.564823e-03 2.531214e-04 1.077282e-04 1.453979e-04
#> [2931] 1.082599e-04 8.202220e-05 8.216285e-05 1.781269e-04 1.873627e-04
#> [2936] 5.267772e-04 2.826035e-03 1.212779e-03 8.050557e-05 9.607717e-04
#> [2941] 1.562475e-04 1.315344e-04 2.916010e-04 9.293109e-03 7.166505e-04
#> [2946] 7.286580e-05 4.102601e-03 1.765083e-04 1.976744e-04 5.673161e-03
#> [2951] 7.841362e-04 4.272418e-03 1.427663e-04 1.585517e-04 5.483515e-05
#> [2956] 1.092543e-03 3.203445e-04 3.722947e-04 1.320086e-05 6.403849e-05
#> [2961] 1.427797e-02 2.460583e-04 7.729618e-04 7.344858e-04 2.379101e-04
#> [2966] 1.052979e-04 1.400900e-03 1.336856e-04 5.707648e-05 1.142071e-04
#> [2971] 6.456884e-05 3.598331e-05 6.819974e-05 1.021825e-04 2.331982e-04
#> [2976] 1.844327e-04 1.272360e-03 6.368804e-04 9.172060e-05 9.837779e-05
#> [2981] 7.483119e-05 8.662101e-06 2.177995e-04 5.003673e-03 6.429489e-04
#> [2986] 2.231619e-05 4.259044e-03 5.712773e-05 2.718713e-05 3.072002e-03
#> [2991] 6.159623e-04 2.171727e-02 9.924333e-05 1.424765e-04 1.410082e-05
#> [2996] 7.322116e-04 1.872406e-04 2.085982e-04 2.941646e-05 6.230799e-05
#> [3001] 1.038516e-02 1.030709e-04 4.167361e-04 1.358169e-03 1.541937e-04
#> [3006] 3.194049e-05 1.813663e-03 4.351928e-05 7.728393e-05 1.063099e-04
#> [3011] 2.189136e-05 3.226668e-05 3.712045e-05 4.701456e-05 2.208146e-04
#> [3016] 3.348105e-04 4.055115e-04 9.099231e-04 7.827912e-05 1.750432e-04
#> [3021] 4.977338e-05 7.090295e-05 1.791750e-04 1.257250e-03 5.324654e-04
#> [3026] 2.592626e-05 2.355143e-03 1.722926e-05 5.924359e-05 2.031272e-03
#> [3031] 1.503042e-03 2.038374e-02 1.585291e-04 3.781058e-05 7.457361e-05
#> [3036] 8.776396e-04 1.208570e-04 9.148816e-05 6.291672e-05 3.719471e-05
#> [3041] 6.770828e-03 6.042905e-05 1.011551e-04 1.934662e-03 5.263999e-05
#> [3046] 5.092111e-05 1.322275e-03 3.462346e-05 7.457506e-05 6.635389e-05
#> [3051] 1.236286e-05 5.372242e-05 1.526458e-05 3.287812e-05 8.476795e-05
#> [3056] 4.269694e-04 5.626679e-05 1.430329e-03 5.060981e-05 5.334852e-04
#> [3061] 6.145824e-05 1.366360e-04 1.861039e-04 1.133338e-03 4.232581e-04
#> [3066] 3.059336e-05 1.242867e-03 3.584044e-05 8.972067e-05 2.759607e-03
#> [3071] 1.306728e-03 7.227336e-03 1.201438e-04 2.011735e-05 1.181442e-04
#> [3076] 8.830055e-04 1.547022e-04 3.010702e-05 5.926552e-05 1.776766e-05
#> [3081] 3.695746e-03 5.732155e-05 9.816628e-05 1.370917e-03 1.727167e-05
#> [3086] 7.403112e-05 1.091520e-03 4.906453e-05 5.652489e-05 3.951940e-05
#> [3091] 2.116950e-05 4.830322e-05 8.197342e-06 2.226169e-05 3.284441e-05
#> [3096] 2.930145e-04 1.882579e-04 1.678218e-03 2.109564e-05 3.955142e-04
#> [3101] 6.604502e-05 1.065609e-04 1.314155e-04 2.221947e-03 2.870709e-04
#> [3106] 1.624380e-05 1.400629e-03 5.990874e-05 5.192942e-05 2.639524e-03
#> [3111] 7.620309e-04 1.648165e-03 7.521704e-05 4.707959e-05 6.006366e-05
#> [3116] 5.355839e-04 2.273062e-04 2.663164e-05 1.485576e-05 1.891285e-05
#> [3121] 2.556088e-03 7.853854e-05 1.508557e-04 5.067620e-04 1.714533e-05
#> [3126] 6.550116e-05 8.334725e-04 5.982199e-05 4.204564e-05 1.676959e-05
#> [3131] 2.597614e-05 2.544653e-05 1.388099e-05 1.903135e-05 2.726616e-05
#> [3136] 1.528635e-04 2.867046e-04 7.718840e-04 7.818863e-06 1.994305e-04
#> [3141] 5.992791e-05 4.446119e-05 8.653406e-05 2.403135e-03 2.500024e-04
#> [3146] 9.881652e-06 1.364130e-03 2.539731e-05 3.270247e-05 1.883658e-03
#> [3151] 3.347259e-04 1.227193e-03 4.575425e-05 6.790541e-05 1.784904e-05
#> [3156] 5.890145e-04 1.386914e-04 4.377757e-05 2.267890e-06 2.538067e-05
#> [3161] 2.493277e-03 7.956077e-05 1.580262e-04 3.935253e-04 3.700296e-05
#> [3166] 2.969629e-05 7.824643e-04 3.666590e-05 2.627148e-05 1.028414e-05
#> [3171] 1.765278e-05 7.255642e-06 1.488758e-05 1.887247e-05 4.134185e-05
#> [3176] 7.272900e-05 2.395044e-04 9.349030e-05 9.066124e-06 1.184314e-04
#> [3181] 3.123259e-05 2.754044e-05 6.564224e-05 8.913776e-04 2.527624e-04
#> [3186] 6.213748e-06 6.948106e-04 1.123324e-05 5.484650e-05 1.196947e-03
#> [3191] 1.186437e-04 2.551804e-03 3.531192e-05 5.909816e-05 3.025718e-05
#> [3196] 3.128809e-04 1.251641e-04 2.827149e-05 2.236401e-05 1.369322e-05
#> [3201] 3.420402e-03 4.921595e-05 9.424748e-05 7.790413e-04 4.388783e-05
#> [3206] 4.235887e-05 9.229798e-04 9.220170e-06 2.220251e-05 1.015563e-05
#> [3211] 1.066765e-05 3.763924e-06 5.658443e-06 1.607761e-05 4.061496e-05
#> [3216] 6.188759e-05 9.139282e-05 1.648983e-04 1.038577e-05 3.800213e-04
#> [3221] 3.625291e-05 6.569080e-05 5.118196e-05 3.927010e-04 2.330868e-04
#> [3226] 4.242198e-06 3.574989e-04 1.935352e-05 7.198511e-05 7.900629e-04
#> [3231] 5.466117e-05 2.733135e-03 2.301015e-05 3.286148e-05 5.909895e-05
#> [3236] 1.221217e-04 1.816694e-04 4.157021e-06 4.900908e-05 9.271862e-06
#> [3241] 2.981185e-03 9.510831e-06 4.835247e-05 8.334682e-04 3.031508e-05
#> [3246] 5.510175e-05 4.769857e-04 1.596538e-05 2.142895e-05 1.666036e-05
#> [3251] 9.110139e-06 1.098143e-05 2.087360e-06 1.460439e-05 1.987878e-05
#> [3256] 9.146981e-05 8.178623e-05 3.230903e-04 9.671761e-06 5.955780e-04
#> [3261] 3.018808e-05 7.495245e-05 3.483229e-05 4.291701e-04 1.699247e-04
#> [3266] 3.634700e-06 3.908708e-04 3.198160e-05 6.449737e-05 5.526497e-04
#> [3271] 6.155017e-05 3.175871e-03 1.800789e-05 1.408356e-05 5.960601e-05
#> [3276] 1.149673e-04 1.581275e-04 2.794499e-06 4.143165e-05 7.106374e-06
#> [3281] 1.058442e-03 9.944220e-06 1.111022e-05 5.995270e-04 7.927486e-06
#> [3286] 5.105771e-05 1.492021e-04 3.139035e-05 2.030371e-05 1.607520e-05
#> [3291] 1.210641e-05 1.712341e-05 5.136734e-06 1.176339e-05 1.038742e-05
#> [3296] 9.602246e-05 1.747943e-04 2.449771e-04 7.110979e-06 2.946421e-04
#> [3301] 1.244063e-05 7.482852e-05 2.319989e-05 5.074658e-04 5.896824e-05
#> [3306] 4.810202e-06 3.798628e-04 2.798026e-05 1.060568e-05 2.787771e-04
#> [3311] 7.546199e-05 1.825841e-03 1.784570e-05 6.926872e-06 4.786762e-05
#> [3316] 1.455928e-04 6.553531e-05 1.320490e-05 1.899429e-05 5.481391e-06
#> [3321] 7.119192e-04 2.145359e-05 8.795708e-06 1.577682e-04 1.561519e-06
#> [3326] 2.181108e-05 1.058540e-04 2.682885e-05 1.703528e-05 7.464758e-06
#> [3331] 1.184663e-05 1.352397e-05 8.506509e-06 9.943434e-06 1.058873e-05
#> [3336] 6.374364e-05 2.367238e-04 2.056437e-04 4.882494e-06 1.925487e-04
#> [3341] 1.930134e-06 5.007957e-05 1.482405e-05 2.463218e-04 7.049640e-06
#> [3346] 5.323891e-06 7.704703e-05 1.016309e-05 2.335887e-05 1.876183e-04
#> [3351] 6.716890e-05 8.179802e-04 1.735454e-05 5.579029e-06 3.022877e-05
#> [3356] 1.446488e-04 3.450538e-05 1.799802e-05 7.205687e-06 4.714784e-06
#> [3361] 1.294260e-03 2.136380e-05 2.182405e-05 5.812648e-05 4.423895e-06
#> [3366] 1.033917e-05 1.920254e-04 8.928475e-06 1.246965e-05 5.107535e-06
#> [3371] 5.825512e-06 6.551658e-06 7.037443e-06 1.065583e-05 9.505027e-06
#> [3376] 3.115527e-05 2.350515e-04 1.429786e-04 4.526753e-06 1.382557e-04
#> [3381] 3.895898e-06 3.571986e-05 7.316243e-06 1.344615e-04 1.228973e-05
#> [3386] 4.565106e-06 1.600167e-04 3.507915e-06 4.760033e-05 1.933703e-04
#> [3391] 7.325043e-05 4.768863e-04 1.412281e-05 7.002169e-06 2.902693e-05
#> [3396] 7.498066e-05 1.064664e-04 1.392481e-05 5.111553e-06 3.953209e-06
#> [3401] 1.408555e-03 1.102954e-05 2.710476e-05 1.284199e-04 5.225566e-06
#> [3406] 7.747206e-06 2.559997e-04 6.316748e-06 7.806040e-06 6.580819e-06
#> [3411] 2.959054e-06 1.215851e-06 4.018370e-06 1.327043e-05 8.307818e-06
#> [3416] 1.612762e-05 1.012528e-04 1.386404e-04 5.238680e-06 9.222677e-05
#> [3421] 6.912528e-06 3.096035e-05 3.900589e-06 1.784777e-04 2.463322e-05
#> [3426] 2.679176e-06 2.090646e-04 5.039902e-06 3.160683e-05 2.013664e-04
#> [3431] 2.455926e-05 5.395447e-04 1.438586e-05 7.849409e-06 2.448371e-05
#> [3436] 2.639002e-05 1.459609e-04 3.726039e-06 6.398252e-06 3.624264e-06
#> [3441] 6.469980e-04 3.889510e-06 2.580067e-05 1.509359e-04 2.844293e-06
#> [3446] 1.056938e-05 1.968857e-04 1.307853e-05 7.782964e-06 7.268234e-06
#> [3451] 1.725829e-06 5.985106e-06 2.705258e-06 5.785473e-06 6.209782e-06
#> [3456] 2.322754e-05 4.692175e-05 2.075121e-04 3.426138e-06 8.563612e-05
#> [3461] 3.358095e-06 1.936745e-05 2.045725e-06 1.689413e-04 2.463925e-05
#> [3466] 2.051046e-06 5.015145e-05 5.296124e-06 3.919646e-05 7.041422e-05
#> [3471] 3.178731e-06 7.861810e-04 1.494983e-05 3.374160e-06 1.956546e-05
#> [3476] 1.917619e-05 1.321007e-04 3.615379e-07 5.024581e-06 2.296842e-06
#> [3481] 1.980794e-04 6.631585e-06 2.210988e-05 2.115097e-04 5.341130e-07
#> [3486] 1.171969e-05 7.156339e-05 1.536999e-05 9.704159e-06 8.505977e-06
#> [3491] 1.935730e-06 1.189241e-05 2.631318e-06 1.464292e-06 4.123162e-06
#> [3496] 2.698319e-05 4.385604e-05 1.812145e-04 1.852040e-06 8.270065e-05
#> [3501] 1.015620e-06 1.524999e-05 2.508192e-06 1.082940e-04 2.220449e-05
#> [3506] 1.354332e-06 3.537232e-05 4.478404e-06 3.938894e-05 1.731494e-05
#> [3511] 4.582579e-06 5.707299e-04 8.167038e-06 1.746058e-06 1.187684e-05
#> [3516] 2.225999e-05 4.795879e-05 7.816690e-07 9.129488e-07 1.671331e-06
#> [3521] 2.069084e-04 1.011634e-05 5.212403e-06 2.045502e-04 1.051636e-06
#> [3526] 1.087222e-05 8.283288e-05 1.068700e-05 9.011750e-06 6.377992e-06
#> [3531] 2.056420e-06 5.764418e-06 2.358231e-06 1.548011e-06 2.200529e-06
#> [3536] 2.131581e-05 4.753143e-05 7.336624e-05 7.292791e-07 5.839420e-05
#> [3541] 3.012821e-06 8.946146e-06 2.417706e-06 7.585335e-05 1.543551e-05
#> [3546] 7.570165e-07 7.215137e-05 2.248875e-06 1.550694e-05 2.970272e-05
#> [3551] 1.213853e-05 1.945531e-04 5.916591e-06 2.637851e-06 8.731610e-06
#> [3556] 2.086764e-05 2.051212e-05 1.805782e-06 2.182167e-06 9.343837e-07
#> [3561] 3.855403e-04 5.955430e-06 4.516179e-06 1.479158e-04 1.645942e-06
#> [3566] 5.620007e-06 1.079007e-04 4.013681e-06 5.704510e-06 3.436431e-06
#> [3571] 1.317121e-06 1.875046e-06 1.537953e-06 1.629622e-06 1.661070e-06
#> [3576] 1.331713e-05 5.321680e-05 3.306813e-05 2.409043e-07 2.824394e-05
#> [3581] 3.253249e-06 6.360815e-06 1.200594e-06 7.388387e-05 1.325110e-05
#> [3586] 7.095729e-07 8.653511e-05 1.264908e-06 2.457353e-05 2.828506e-05
#> [3591] 9.434050e-06 2.428692e-05 7.005804e-06 2.266634e-06 7.658583e-06
#> [3596] 1.407646e-05 3.407494e-05 2.726756e-06 3.047633e-06 5.463773e-07
#> [3601] 5.337836e-04 2.415082e-06 8.434674e-06 8.648118e-05 1.760595e-06
#> [3606] 1.331376e-06 9.326720e-05 1.153480e-06 3.806413e-06 2.205644e-06
#> [3611] 8.433171e-07 4.098307e-06 5.740990e-07 1.020604e-06 1.410133e-06
#> [3616] 6.722839e-06 3.941162e-05 2.746128e-05 1.591371e-07 1.203395e-05
#> [3621] 7.038933e-07 5.374909e-06 5.298617e-07 7.675422e-05 7.755081e-06
#> [3626] 7.579531e-07 5.874577e-05 1.080332e-06 2.528972e-05 4.674885e-06
#> [3631] 4.208402e-06 1.034589e-04 7.933776e-06 1.670136e-06 7.920382e-06
#> [3636] 8.792854e-06 4.570335e-05 2.198848e-06 1.484978e-06 3.858607e-07
#> [3641] 2.565115e-04 1.167570e-06 8.170529e-06 5.161318e-05 1.158954e-06
#> [3646] 6.081976e-07 3.252523e-05 9.435515e-07 2.745927e-06 2.287797e-06
#> [3651] 5.469293e-07 8.543110e-06 2.922215e-07 1.140843e-06 1.275883e-06
#> [3656] 3.861609e-06 2.789336e-05 2.040002e-05 2.409180e-07 1.085383e-05
#> [3661] 8.246739e-07 7.141222e-06 4.176308e-07 4.769391e-05 4.919339e-06
#> [3666] 6.973367e-07 2.268526e-05 1.691127e-06 2.661055e-05 9.050981e-06
#> [3671] 1.112991e-06 1.726949e-04 4.623947e-06 1.203007e-06 8.885008e-06
#> [3676] 7.029929e-06 2.562611e-05 8.995181e-07 4.226164e-07 7.132180e-07
#> [3681] 9.741739e-05 1.350831e-06 5.456089e-06 4.966944e-05 1.372953e-06
#> [3686] 2.028145e-06 5.476539e-05 1.796889e-06 1.890726e-06 2.561771e-06
#> [3691] 2.543131e-07 4.365542e-06 4.709683e-07 9.274486e-07 1.202471e-06
#> [3696] 2.944015e-06 2.133678e-05 1.862907e-05 3.067887e-07 1.535338e-05
#> [3701] 1.176000e-06 3.582241e-06 6.172102e-07 3.152524e-05 7.636653e-06
#> [3706] 6.488911e-07 8.779530e-06 1.672801e-06 2.010489e-05 1.860826e-05
#> [3711] 2.253101e-06 1.420466e-04 3.749101e-06 9.859288e-07 8.100315e-06
#> [3716] 6.939707e-06 3.175563e-06 8.664051e-07 3.491673e-07 8.262280e-07
#> 
#> $model.best
#> [1] 1.591371e-07
#> 
#> $model.obs
#> [1] NA
#> 
# } # donttest END