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[Experimental]

A function that returns a dose() method that computes the dose reaching a specific target value of a given independent variable, based on the model specific parameters.

Usage

doseFunction(model, ...)

# S4 method for class 'GeneralModel'
doseFunction(model, ...)

# S4 method for class 'ModelPseudo'
doseFunction(model, ...)

# S4 method for class 'LogisticLogNormalOrdinal'
doseFunction(model, grade, ...)

Arguments

model

(GeneralModel or ModelPseudo)
the model.

...

model specific parameters.

grade

(integer)
the toxicity grade for which the dose function is required

Value

A dose() method that computes doses.

Functions

  • doseFunction(GeneralModel):

  • doseFunction(ModelPseudo):

  • doseFunction(LogisticLogNormalOrdinal):

See also

Examples

my_model <- LogisticLogNormal(
  mean = c(-0.85, 1),
  cov = matrix(c(1, -0.5, -0.5, 1), nrow = 2),
  ref_dose = 50
)

dose_fun <- doseFunction(my_model, alpha0 = 2, alpha1 = 3)
dose_fun(0.6)
#> [1] 29.38579
data_ordinal <- .DefaultDataOrdinal()
model <- .DefaultLogisticLogNormalOrdinal()
options <- .DefaultMcmcOptions()
suppressWarnings({
  samples <- mcmc(data_ordinal, model, options)
})

doseFunction(
  model,
  alpha1 = samples@data$alpha2,
  beta = samples@data$beta,
  grade = 1L
)(x = 0.75)
#>    [1] 6.863119e+01 8.116661e+01 8.056249e+01 9.789948e+01 8.534848e+01
#>    [6] 2.678572e+02 6.738993e+01 6.783162e+01 6.597161e+01 7.979540e+01
#>   [11] 6.101148e+01 6.490478e+01 7.356286e+01 1.036092e+02 2.953936e+02
#>   [16] 7.641425e+01 7.518301e+01 1.729182e+02 7.509025e+02 8.008204e+01
#>   [21] 7.538115e+01 8.706357e+01 1.068381e+02 1.113716e+02 6.601910e+01
#>   [26] 9.195059e+01 1.100421e+02 1.321310e+02 1.087687e+02 1.075418e+02
#>   [31] 1.187392e+02 6.508624e+01 3.769746e+02 6.982654e+01 4.799053e+02
#>   [36] 4.917576e+02 1.108341e+02 8.221024e+01 7.041046e+01 7.173671e+01
#>   [41] 8.715487e+01 1.189479e+02 1.933385e+02 1.056049e+02 1.055013e+02
#>   [46] 8.244467e+03 7.609084e+01 1.897277e+08 2.993327e+02 2.247446e+02
#>   [51] 1.910890e+02 2.191096e+02 7.630036e+01 7.310496e+01 7.552398e+01
#>   [56] 1.464232e+02 8.310554e+01 7.030816e+01 6.493470e+01 6.915696e+01
#>   [61] 8.280732e+01 1.123547e+02 6.812175e+01 7.824933e+01 1.777793e+04
#>   [66] 2.342798e+02 7.697767e+01 7.119191e+01 6.361567e+01 2.674276e+05
#>   [71] 7.871941e+01 7.283810e+01 1.654118e+02 7.207963e+01 2.101412e+02
#>   [76] 1.024619e+02 1.097905e+02 7.579264e+01 9.406576e+01 2.128580e+02
#>   [81] 1.888990e+02 7.700890e+01 1.004256e+02 9.401758e+01 5.526996e+02
#>   [86] 7.878857e+01 7.897325e+01 8.490546e+01 1.005343e+02 7.099758e+01
#>   [91] 2.248149e+02 1.264135e+02 2.440144e+02 9.391836e+01 6.739373e+01
#>   [96] 6.677058e+01 1.031211e+02 9.578381e+01 1.167648e+02 1.028726e+02
#>  [101] 7.370738e+01 1.137985e+02 1.097165e+02 1.015942e+02 7.650982e+01
#>  [106] 9.746415e+01 2.206803e+02 5.847198e+02 6.309031e+01 6.041101e+01
#>  [111] 6.254185e+01 1.071290e+02 1.028460e+02 8.429482e+01 1.128053e+02
#>  [116] 6.543004e+01 9.755975e+01 7.090529e+01 9.495814e+01 7.856989e+01
#>  [121] 1.191789e+02 8.256751e+01 7.940584e+01 8.366351e+01 7.705593e+01
#>  [126] 8.165142e+01 7.761611e+01 8.834370e+01 8.711546e+01 1.073845e+02
#>  [131] 8.112719e+01 9.747541e+01 9.792188e+01 8.912032e+01 6.729034e+02
#>  [136] 6.509773e+01 6.497258e+01 6.629010e+01 6.430836e+01 8.527523e+01
#>  [141] 1.280482e+03 1.123418e+02 2.963844e+02 1.465246e+03 3.295531e+02
#>  [146] 1.018387e+02 1.361760e+02 3.356283e+03 1.158408e+02 7.254534e+01
#>  [151] 7.952873e+01 7.533749e+01 6.541019e+01 7.866723e+01 2.949978e+02
#>  [156] 6.643902e+01 7.133941e+01 1.074616e+03 2.681038e+02 1.154006e+02
#>  [161] 1.891370e+02 8.433050e+01 8.599579e+01 9.406086e+01 6.972453e+01
#>  [166] 2.201286e+02 1.055451e+02 1.086471e+03 1.088281e+02 2.268617e+02
#>  [171] 1.048295e+02 5.333503e+02 9.746024e+01 9.023170e+01 7.971353e+01
#>  [176] 1.081663e+02 1.098626e+02 6.461381e+01 1.255767e+02 2.852689e+02
#>  [181] 1.095153e+02 1.727817e+02 1.660298e+03 5.067975e+02 6.372396e+01
#>  [186] 6.603619e+01 8.011739e+01 8.469302e+01 8.206754e+01 8.861976e+01
#>  [191] 8.594571e+01 1.138767e+02 7.737286e+01 1.594029e+02 1.019056e+02
#>  [196] 7.610599e+01 9.401592e+01 1.031511e+02 7.121362e+01 8.557943e+01
#>  [201] 8.651063e+01 1.621558e+02 6.630499e+01 1.504705e+02 7.687791e+01
#>  [206] 7.534067e+01 9.846970e+01 8.779108e+01 1.081890e+02 6.475687e+01
#>  [211] 6.585070e+01 6.230957e+02 3.866587e+02 4.033499e+02 1.665928e+02
#>  [216] 7.500890e+01 6.895175e+01 6.697686e+01 6.958822e+01 9.649781e+01
#>  [221] 7.379089e+03 6.251283e+03 6.302059e+01 6.726595e+01 3.371056e+02
#>  [226] 1.050481e+02 6.988950e+01 7.109168e+01 6.396744e+01 2.019911e+02
#>  [231] 7.459846e+01 1.104971e+02 5.345787e+02 1.349021e+02 9.380338e+01
#>  [236] 8.681688e+01 9.543806e+01 8.204008e+01 1.374033e+02 7.204146e+01
#>  [241] 7.386019e+01 4.076000e+03 1.710310e+02 2.596148e+02 2.044435e+02
#>  [246] 1.412947e+02 6.499148e+01 8.465452e+01 8.313368e+01 1.420499e+02
#>  [251] 9.432491e+01 8.825978e+01 7.404074e+01 1.154572e+02 3.877733e+02
#>  [256] 1.398333e+02 1.167390e+02 7.515473e+01 1.047774e+02 6.914315e+01
#>  [261] 9.832944e+01 7.099664e+02 7.407362e+01 1.151386e+02 3.277829e+02
#>  [266] 7.510682e+01 8.844355e+01 9.112918e+01 4.012495e+02 6.759980e+01
#>  [271] 7.236422e+01 1.727356e+02 7.627426e+01 7.669468e+01 6.394698e+01
#>  [276] 1.037491e+02 7.835586e+01 1.354382e+03 8.029726e+01 9.647742e+01
#>  [281] 8.188433e+01 7.608671e+01 7.600847e+01 2.505113e+02 4.283842e+02
#>  [286] 2.301868e+02 7.867362e+01 9.793039e+01 1.540598e+02 8.115365e+01
#>  [291] 6.640335e+01 7.241811e+01 7.117124e+01 6.756699e+01 6.353679e+01
#>  [296] 1.379612e+02 9.912454e+01 1.897997e+06 3.899179e+02 1.110288e+02
#>  [301] 9.696956e+01 6.633689e+01 7.287626e+01 6.919301e+01 6.802847e+01
#>  [306] 1.212590e+02 1.078110e+03 6.460236e+01 6.760269e+01 1.124944e+02
#>  [311] 8.386192e+02 1.109992e+02 6.176203e+01 1.593487e+02 1.043087e+02
#>  [316] 7.650192e+01 8.955977e+01 2.779115e+02 7.128664e+01 7.190467e+01
#>  [321] 7.538114e+01 2.056240e+02 4.758770e+02 8.401293e+01 7.462376e+01
#>  [326] 6.314747e+01 1.704012e+02 7.315725e+01 1.333767e+02 1.169819e+02
#>  [331] 1.348590e+02 3.208815e+02 1.108367e+02 2.174954e+02 1.458923e+03
#>  [336] 2.848618e+03 6.240895e+01 8.912641e+01 6.779911e+01 6.373593e+01
#>  [341] 6.678535e+01 6.892995e+01 6.701902e+01 7.703065e+01 8.471032e+01
#>  [346] 4.221691e+02 6.937891e+01 7.011754e+01 9.069088e+01 7.527446e+01
#>  [351] 9.376321e+01 9.682008e+01 6.792352e+01 7.371881e+01 7.455791e+01
#>  [356] 6.926318e+01 6.876952e+01 6.979467e+01 5.081327e+03 3.376048e+02
#>  [361] 1.795979e+02 1.518086e+03 8.065944e+01 1.774769e+02 1.574771e+02
#>  [366] 8.665073e+01 6.510329e+01 9.806045e+01 8.122127e+01 8.634598e+01
#>  [371] 9.177892e+01 9.033193e+01 6.880431e+01 8.723118e+01 8.407930e+01
#>  [376] 6.515591e+01 6.516670e+01 1.112161e+02 9.161017e+01 6.195087e+01
#>  [381] 8.414042e+01 9.671242e+01 7.544125e+01 6.973529e+01 8.577355e+01
#>  [386] 8.242515e+01 1.261303e+02 6.515539e+01 9.394061e+01 8.237292e+01
#>  [391] 2.105002e+02 6.963006e+01 1.099280e+02 7.903145e+01 1.636415e+02
#>  [396] 7.253078e+01 8.051194e+01 6.653826e+01 7.303589e+01 7.812364e+01
#>  [401] 8.753461e+01 1.148172e+02 3.481980e+02 6.785035e+01 1.707207e+02
#>  [406] 1.545542e+02 8.894823e+01 6.946014e+01 7.049759e+01 9.742566e+01
#>  [411] 7.713015e+01 4.369845e+02 8.783002e+01 6.519502e+01 6.646855e+01
#>  [416] 1.706083e+02 6.249586e+01 7.374863e+01 7.457338e+01 8.491453e+01
#>  [421] 7.033181e+01 4.649399e+02 2.631749e+03 1.571649e+02 1.303743e+02
#>  [426] 7.384252e+01 7.625808e+01 3.150230e+03 7.703714e+01 8.817127e+01
#>  [431] 8.329830e+01 1.488709e+02 8.092882e+01 2.195390e+02 1.950814e+02
#>  [436] 7.190709e+01 4.379528e+02 1.936949e+02 7.935058e+01 8.038224e+03
#>  [441] 9.495040e+01 7.272532e+01 6.719669e+01 1.457668e+02 2.049129e+02
#>  [446] 8.340166e+01 4.417870e+02 3.144428e+02 7.362543e+01 7.806813e+01
#>  [451] 7.536117e+01 3.527829e+02 1.348185e+02 7.311342e+01 9.503790e+01
#>  [456] 7.612406e+01 9.266145e+01 6.613383e+01 8.883253e+01 8.418497e+01
#>  [461] 4.231658e+02 1.343237e+02 3.813198e+02 2.687097e+02 9.858336e+01
#>  [466] 1.264012e+02 1.213024e+02 9.397154e+01 1.347792e+02 9.554354e+01
#>  [471] 2.006616e+03 1.004983e+02 5.543423e+02 6.867048e+01 6.665569e+01
#>  [476] 7.223370e+01 6.788865e+01 9.369559e+01 1.444863e+02 9.260302e+01
#>  [481] 7.028251e+01 2.667701e+02 6.440834e+01 7.298212e+01 1.156219e+02
#>  [486] 2.191051e+02 8.409238e+01 2.034342e+02 6.885151e+01 6.401232e+01
#>  [491] 7.145446e+01 1.197754e+02 1.262810e+02 7.238272e+01 6.582092e+01
#>  [496] 1.396776e+02 6.865850e+01 1.244021e+02 1.606505e+02 8.133920e+02
#>  [501] 9.054005e+01 7.910614e+01 7.648381e+01 8.146617e+01 7.616001e+01
#>  [506] 8.966769e+01 8.480908e+01 8.647065e+01 1.008361e+02 1.339230e+02
#>  [511] 1.074907e+03 1.072800e+03 1.278154e+02 7.217422e+01 1.529426e+02
#>  [516] 9.643087e+01 1.204713e+02 8.981628e+01 7.444387e+02 8.119268e+01
#>  [521] 9.438414e+01 1.159718e+02 8.296080e+01 1.694591e+02 6.619703e+01
#>  [526] 7.626400e+01 9.221442e+01 1.353197e+02 7.028337e+01 8.148824e+01
#>  [531] 1.072162e+02 7.173070e+01 9.225522e+01 1.258733e+02 8.478351e+01
#>  [536] 1.157092e+02 5.663063e+02 7.278682e+01 7.464873e+01 6.559363e+01
#>  [541] 8.998527e+01 2.308871e+02 2.166078e+02 8.990380e+03 7.272763e+01
#>  [546] 9.634719e+01 1.118779e+02 6.745597e+01 7.167676e+01 1.285884e+02
#>  [551] 7.919587e+01 6.855630e+01 8.808747e+01 1.593792e+02 3.001772e+02
#>  [556] 1.275087e+02 9.057436e+01 8.260512e+01 4.680043e+02 3.452882e+02
#>  [561] 9.996796e+01 1.636494e+02 2.749755e+03 4.167638e+02 7.915324e+01
#>  [566] 3.245422e+02 1.173980e+02 1.342094e+02 2.412295e+03 1.096875e+02
#>  [571] 9.248560e+01 1.067177e+02 7.709290e+01 1.544300e+02 4.527380e+02
#>  [576] 7.808773e+01 9.168781e+01 1.331734e+02 7.875204e+01 7.314221e+01
#>  [581] 6.440411e+01 6.637119e+01 7.598782e+01 7.738490e+01 6.683651e+01
#>  [586] 6.720131e+01 1.132797e+02 3.979561e+02 7.924473e+01 6.892228e+01
#>  [591] 7.111751e+01 7.160101e+01 1.056294e+02 1.210371e+02 1.050409e+02
#>  [596] 6.884478e+01 9.181473e+01 1.722773e+03 3.881408e+05 2.206406e+02
#>  [601] 1.445176e+02 6.282944e+01 7.181495e+01 6.158483e+01 1.026998e+02
#>  [606] 6.959020e+01 1.879726e+02 1.223820e+02 1.864778e+02 6.543710e+01
#>  [611] 8.090240e+01 1.012825e+02 1.931371e+02 2.709645e+02 8.850734e+01
#>  [616] 6.628211e+01 9.537689e+01 7.769271e+01 7.114765e+01 8.046449e+01
#>  [621] 2.943527e+02 1.480363e+02 1.267315e+02 6.286296e+01 7.127156e+01
#>  [626] 1.445043e+02 8.306674e+01 6.875288e+01 1.042674e+02 6.740990e+01
#>  [631] 2.519673e+03 2.006037e+02 2.539836e+03 7.182437e+01 1.147980e+02
#>  [636] 7.734792e+01 9.750280e+01 1.751412e+02 9.891710e+01 6.175355e+01
#>  [641] 7.429380e+01 8.662062e+01 2.560888e+03 3.274342e+02 1.635815e+02
#>  [646] 8.306169e+01 1.429634e+02 7.865297e+01 7.560380e+01 6.787971e+01
#>  [651] 8.617378e+01 6.950403e+01 7.369486e+01 3.084263e+02 7.287791e+01
#>  [656] 9.520887e+01 1.197034e+02 3.903502e+02 3.219608e+02 6.489241e+01
#>  [661] 9.157519e+01 7.875287e+01 6.424203e+01 2.762173e+02 7.636982e+01
#>  [666] 2.716783e+02 6.777983e+01 3.436319e+02 9.218003e+01 1.027561e+02
#>  [671] 9.254154e+01 1.050791e+02 7.606029e+01 7.051364e+01 8.506869e+01
#>  [676] 1.448016e+02 3.892085e+03 1.041145e+02 7.245251e+01 1.114854e+02
#>  [681] 7.751408e+01 1.061718e+02 1.542165e+02 9.084298e+01 2.489366e+02
#>  [686] 6.950599e+01 6.784495e+01 2.081396e+03 6.276503e+01 7.504489e+01
#>  [691] 1.108720e+02 7.353598e+01 9.623938e+01 9.192983e+01 7.525566e+01
#>  [696] 1.963056e+02 6.656999e+01 6.285665e+01 7.989342e+01 9.960900e+01
#>  [701] 7.523505e+01 5.988821e+01 7.938734e+01 6.467968e+01 1.055786e+02
#>  [706] 1.081696e+02 7.658512e+01 7.989574e+01 5.500081e+02 7.990116e+02
#>  [711] 6.326832e+01 7.068126e+01 7.239226e+01 8.785534e+01 7.939494e+01
#>  [716] 9.009276e+02 6.192584e+01 6.984718e+01 1.249329e+02 1.590367e+02
#>  [721] 8.859319e+01 8.141721e+01 7.484271e+01 7.051894e+01 7.903447e+01
#>  [726] 8.273569e+01 8.218595e+01 1.296236e+03 1.112448e+02 1.998473e+02
#>  [731] 8.166887e+01 8.368459e+01 7.631556e+01 9.098099e+01 6.857739e+01
#>  [736] 1.464967e+02 7.408598e+01 9.215864e+04 1.186250e+02 6.802885e+01
#>  [741] 7.090224e+01 8.774427e+01 7.141234e+01 1.160248e+02 9.522165e+01
#>  [746] 1.215722e+02 7.892442e+01 1.251766e+02 7.415319e+01 1.021224e+02
#>  [751] 1.000021e+02 1.214444e+02 7.914003e+01 7.067446e+01 6.718126e+01
#>  [756] 1.017487e+02 8.868887e+01 8.490291e+01 6.517257e+01 7.256369e+01
#>  [761] 7.526944e+01 7.878392e+01 7.330822e+01 6.625327e+01 8.550908e+01
#>  [766] 6.872783e+01 9.520965e+01 8.087439e+01 1.042940e+02 3.350582e+02
#>  [771] 1.167985e+02 8.301989e+01 1.018829e+02 3.790633e+03 1.283581e+02
#>  [776] 1.041076e+02 1.151004e+02 7.470536e+01 2.802698e+02 1.914148e+02
#>  [781] 1.179634e+02 1.351732e+02 6.260611e+01 8.106740e+01 6.731071e+01
#>  [786] 8.367251e+01 8.954540e+01 7.609938e+01 7.540383e+01 9.535766e+01
#>  [791] 1.137041e+02 3.319684e+03 1.906876e+02 7.473540e+01 7.096240e+01
#>  [796] 6.921167e+01 4.749498e+04 9.418912e+01 1.656455e+02 8.018405e+01
#>  [801] 1.592935e+02 1.367945e+02 1.722319e+02 2.327503e+02 9.515355e+02
#>  [806] 5.520550e+08 8.555988e+01 7.125170e+01 4.386670e+02 7.203641e+01
#>  [811] 7.045487e+02 1.477558e+02 9.061863e+01 6.848631e+02 1.104674e+02
#>  [816] 1.010634e+02 8.094513e+01 1.968067e+02 9.808213e+01 7.523181e+01
#>  [821] 6.842317e+01 6.527728e+01 6.371655e+01 8.507693e+01 2.861158e+02
#>  [826] 5.899384e+02 6.936261e+01 9.961503e+01 1.043655e+02 1.431205e+02
#>  [831] 1.311962e+02 1.996892e+03 6.639011e+01 7.655823e+01 7.324987e+01
#>  [836] 8.712555e+01 7.262816e+01 1.900751e+02 1.087406e+02 3.419524e+02
#>  [841] 9.357703e+01 1.033752e+03 1.628053e+02 6.850040e+02 6.196050e+01
#>  [846] 2.865391e+02 3.789756e+02 7.252477e+01 6.467840e+01 7.131820e+01
#>  [851] 8.662796e+02 2.842670e+02 1.920678e+02 1.374056e+02 6.198306e+01
#>  [856] 1.226868e+03 2.752790e+02 8.051503e+01 1.056401e+02 7.301205e+01
#>  [861] 9.854078e+01 8.846965e+01 9.421429e+01 2.805613e+02 1.154994e+02
#>  [866] 7.544221e+01 9.282312e+01 7.651930e+01 1.082688e+02 8.575569e+01
#>  [871] 1.071053e+02 7.881980e+01 1.611371e+02 1.045410e+02 1.720019e+02
#>  [876] 2.259735e+02 4.490344e+04 1.317575e+02 8.187952e+01 8.742081e+01
#>  [881] 2.232051e+05 6.286987e+01 2.354845e+02 1.301306e+02 7.971891e+01
#>  [886] 6.459716e+01 6.366038e+01 8.038876e+01 6.965270e+01 9.353525e+01
#>  [891] 7.359911e+01 9.236067e+01 2.559779e+02 2.566091e+02 6.952524e+01
#>  [896] 1.801627e+02 1.105394e+02 9.015558e+01 9.448445e+01 1.001194e+02
#>  [901] 8.998466e+01 7.038827e+01 6.613056e+01 6.186742e+01 6.482438e+01
#>  [906] 8.167913e+01 8.643001e+01 1.085597e+02 7.335001e+01 1.396356e+02
#>  [911] 4.335258e+02 8.366468e+01 7.296484e+01 8.174949e+01 1.340715e+02
#>  [916] 1.262500e+02 6.422706e+01 7.242131e+01 6.782525e+01 7.205114e+01
#>  [921] 2.370359e+03 7.678517e+01 7.223055e+01 8.650834e+01 1.521336e+02
#>  [926] 7.084374e+01 7.315062e+01 9.197118e+01 1.095355e+02 9.123985e+01
#>  [931] 6.719559e+01 5.972967e+01 1.140784e+02 1.273098e+02 2.727800e+02
#>  [936] 8.202840e+01 1.087311e+02 1.389584e+02 7.032388e+01 1.399602e+02
#>  [941] 9.046938e+01 8.985585e+01 8.860348e+01 5.765629e+01 1.356644e+02
#>  [946] 1.534744e+02 1.772329e+02 1.773449e+04 6.606185e+01 1.812197e+02
#>  [951] 6.594749e+01 2.168474e+02 9.795431e+01 1.348424e+02 1.198979e+02
#>  [956] 9.249838e+01 1.100122e+02 1.231466e+02 9.552964e+01 7.668488e+01
#>  [961] 9.405453e+01 8.131538e+01 6.965433e+01 8.753658e+01 7.266801e+01
#>  [966] 8.079918e+01 8.835043e+01 6.559166e+02 9.776671e+01 7.627110e+01
#>  [971] 7.140600e+01 6.712965e+01 8.554244e+01 2.814290e+02 1.827258e+02
#>  [976] 6.431341e+01 6.570195e+01 8.890461e+01 7.598419e+01 8.566936e+01
#>  [981] 6.995112e+01 1.044533e+02 2.220732e+02 1.499402e+02 1.003811e+02
#>  [986] 7.267337e+01 7.248421e+01 6.321886e+01 2.089981e+02 2.468789e+02
#>  [991] 7.415663e+01 7.329942e+01 6.616572e+01 6.956440e+01 7.043345e+01
#>  [996] 1.409199e+02 1.226911e+02 1.344526e+02 7.105119e+01 6.926599e+01
doseFunction(
  model,
  alpha2 = samples@data$alpha2,
  beta = samples@data$beta,
  grade = 2L
)(x = 0.25)
#>    [1]     57.05540     62.01914     59.70097     69.48327     63.21585
#>    [6]    124.30456     57.90506     56.29301     60.33189     68.37809
#>   [11]     55.93087     59.93655     65.46681     82.10900    108.92375
#>   [16]     60.92785     55.86868    103.39013    226.04663     62.12191
#>   [21]     59.67476     64.69439     77.51612     56.20524     56.10040
#>   [26]     68.57742     67.68771     80.37839     74.40353     68.32990
#>   [31]     68.36671     58.48372    105.60943     61.33852    205.42455
#>   [36]    181.00208     56.38052     69.90108     61.38820     61.46890
#>   [41]     66.52352     76.23785     91.68306     62.38282     70.61320
#>   [46]    228.49874     61.54678  49930.11497    134.44334    120.22209
#>   [51]    102.48024    105.48569     59.08237     58.58665     61.86050
#>   [56]     87.57549     58.36716     63.14302     59.35080     59.78849
#>   [61]     62.41735     84.22787     59.42155     66.47790   1685.73725
#>   [66]    115.81316     64.94502     59.80848     56.54789  15052.39950
#>   [71]     59.23666     64.90377    101.86099     57.29748    123.44319
#>   [76]     70.57910     69.67229     59.43731     66.95357    144.29660
#>   [81]    126.44713     67.92586     84.55807     73.20002    228.65180
#>   [86]     68.12717     63.76320     62.62133     76.54783     55.37740
#>   [91]     92.18220     74.37393    123.61356     65.54744     55.85148
#>   [96]     58.45410     69.36964     59.52916     84.15387     73.72290
#>  [101]     62.29945     76.58600     68.78436     55.89575     59.62358
#>  [106]     73.62010    127.97643     80.25661     54.75463     52.86771
#>  [111]     54.41815     76.59857     69.53080     61.49784     83.63240
#>  [116]     58.14978     77.40589     62.94396     78.52351     65.31212
#>  [121]     91.16152     69.46741     66.17395     56.03394     65.59785
#>  [126]     65.10750     60.79897     58.61871     57.66692     78.65819
#>  [131]     64.04243     72.42604     71.93599     65.10118    206.55588
#>  [136]     57.21414     60.20127     60.80090     59.28051     73.60182
#>  [141]    172.36945     74.31109    118.92084    227.36487     67.02825
#>  [146]     74.30572     64.63282    311.67181     81.29588     57.25256
#>  [151]     65.12566     65.09702     55.77872     63.94325     62.17483
#>  [156]     55.48716     56.07081    364.72051    111.54646     65.50679
#>  [161]     99.88824     56.00236     65.01591     80.51543     55.56536
#>  [166]     63.02371     65.03408    265.87508     73.07812     96.02056
#>  [171]     56.97429    154.93798     67.60605     69.08209     61.67322
#>  [176]     69.83343     72.20218     55.68038     67.26843     82.45581
#>  [181]     61.65557    109.78664    162.02583     81.59874     57.15872
#>  [186]     61.44439     70.70851     69.70577     67.27975     63.76475
#>  [191]     63.93274     65.35923     63.91418    109.73913     75.06251
#>  [196]     63.46118     63.26780     75.25339     58.85819     69.10862
#>  [201]     65.04828     56.84477     57.88785     97.79888     66.47498
#>  [206]     55.97845     67.06298     54.31063     57.49836     55.90128
#>  [211]     58.89097    183.37066    119.47043    116.68157     88.71228
#>  [216]     56.68529     59.13606     58.59920     61.61857     72.21728
#>  [221]   1032.24352   1300.74133     54.92310     57.13538    129.50892
#>  [226]     76.72837     59.20759     59.39582     57.42185     90.69131
#>  [231]     59.22265     84.19687    138.31452     88.45124     74.28728
#>  [236]     68.57788     63.37500     64.00311     87.28765     62.52088
#>  [241]     63.65854    211.96951     89.58291    123.89026     85.48311
#>  [246]     77.54253     56.69969     66.43542     63.51960     92.98195
#>  [251]     72.39249     50.26196     58.53601     71.72809    141.06637
#>  [256]     96.05612     77.13161     61.83395     76.89025     59.74257
#>  [261]     70.44175    102.49233     62.10122     79.19451    140.40898
#>  [266]     64.07345     60.47188     69.43995    124.44581     55.86371
#>  [271]     60.19050     87.17378     64.65805     65.30007     58.77487
#>  [276]     80.29043     67.62029    257.12539     59.76458     67.72510
#>  [281]     68.56366     63.81895     55.43621    117.23265    149.26516
#>  [286]    115.70735     59.02744     66.27659     70.63304     62.34289
#>  [291]     59.66546     62.57331     63.72309     62.22129     56.59271
#>  [296]     84.36204     71.00463  18797.99696    107.72592     71.31496
#>  [301]     64.51895     56.25817     62.41457     58.42289     56.56929
#>  [306]     83.86527    375.31027     59.48230     60.68132     87.11163
#>  [311]    188.18511     82.24685     51.65632     80.18371     53.71577
#>  [316]     59.08435     63.92476    124.74231     57.01466     65.34251
#>  [321]     62.67872     69.30635    173.00171     68.69598     65.90628
#>  [326]     54.48212     75.71298     56.16500     92.76980     77.57085
#>  [331]     84.31983     86.06823     64.45034     92.59416    299.90593
#>  [336]    446.25027     55.87005     66.25877     60.36949     58.13583
#>  [341]     57.67141     59.53308     57.84529     59.90597     64.58893
#>  [346]    120.95864     59.24986     60.50328     65.03632     58.94739
#>  [351]     63.81828     69.38293     60.02522     63.26298     62.08887
#>  [356]     58.55711     57.90619     62.19389    886.31636    156.99337
#>  [361]    107.19965    476.95438     57.54408     92.57743    102.19599
#>  [366]     61.61816     54.34948     68.57535     63.10764     61.16623
#>  [371]     71.07254     62.95987     60.45909     62.45195     69.41931
#>  [376]     59.57447     60.37949     78.89303     64.18576     54.77950
#>  [381]     67.97035     74.50699     64.19579     61.96112     73.43455
#>  [386]     68.35060     67.63862     55.46799     68.07997     61.39545
#>  [391]     96.47968     56.58803     82.34718     54.02671     74.36163
#>  [396]     59.78169     63.93731     59.98779     65.09060     62.93826
#>  [401]     66.59720     62.04598    112.08979     55.64262     80.00029
#>  [406]     97.27637     73.12065     59.24677     60.27564     70.39197
#>  [411]     63.07378    135.18968     66.50840     59.22135     59.33121
#>  [416]    114.46771     56.91085     61.01272     59.35657     70.55107
#>  [421]     60.59853    222.14740    332.64348     91.91009     73.21196
#>  [426]     51.92418     57.43875    388.99093     66.38980     70.82763
#>  [431]     63.36192     85.05416     68.28209    121.16845     95.60242
#>  [436]     59.56244    193.09898     82.72432     52.92408    566.62488
#>  [441]     63.55968     61.62426     56.76532     94.68196    110.16726
#>  [446]     57.39405    145.58751    158.90531     61.72134     63.48090
#>  [451]     62.63791    148.13429     85.98091     59.73462     73.01087
#>  [456]     65.67132     54.13842     43.05945     63.45852     64.30189
#>  [461]    134.34880     76.29324    107.15428     76.18609     65.38867
#>  [466]     85.29856     72.98508     64.73216     69.14889     67.32538
#>  [471]    337.70177     73.43555    127.24428     58.11641     57.98371
#>  [476]     61.27160     61.11026     67.05802     90.06926     70.39858
#>  [481]     56.02561     96.47302     58.94272     60.68960     82.67751
#>  [486]     97.31159     68.18883     95.56677     57.00115     56.25924
#>  [491]     58.53824     77.39836     80.33238     59.59423     54.72441
#>  [496]    100.25174     56.31186     79.55493     67.82302    347.52583
#>  [501]     64.91463     64.34596     59.26836     66.44448     65.16403
#>  [506]     75.10588     63.87368     69.21318     76.50517     90.21060
#>  [511]    318.61750    204.98681     86.83210     56.15796     86.92759
#>  [516]     58.86700     69.56301     67.67538    280.12514     64.69482
#>  [521]     62.68063     55.06202     59.76454    114.69453     55.02604
#>  [526]     63.72239     66.36419     80.54503     60.74866     48.97052
#>  [531]     61.58577     60.89328     72.14719     76.45473     52.39204
#>  [536]     60.89642    202.56988     60.52652     61.40768     59.30692
#>  [541]     72.62506    107.43223    124.53732   1347.74253     64.85896
#>  [546]     77.64086     84.95406     60.01200     60.54615     72.82145
#>  [551]     65.04283     55.95486     61.57575     77.09058    169.62913
#>  [556]     97.05323     75.94590     48.42896    211.71815    116.30773
#>  [561]     63.84633     86.32139    452.12101    105.79955     59.67326
#>  [566]    101.17075     87.28673     93.32327    720.69880     63.02476
#>  [571]     69.46396     75.16752     61.69392     79.76267    109.02976
#>  [576]     58.00651     62.36794     80.67534     57.65228     51.90461
#>  [581]     55.06354     54.87066     63.12900     65.59359     57.93484
#>  [586]     57.62381     83.12623    142.96501     51.10512     55.48194
#>  [591]     58.07188     56.62231     61.11645     70.83363     63.14252
#>  [596]     56.66641     69.86622    118.90426   9956.19732     97.12058
#>  [601]     72.74871     49.34650     61.99404     55.48552     77.53756
#>  [606]     60.57960     79.34048     69.92741    121.04864     59.04208
#>  [611]     67.35803     79.02913    112.11719    136.98205     64.32422
#>  [616]     56.59503     72.18682     54.27189     54.91009     64.80001
#>  [621]    143.57360     79.52799     95.08438     57.48344     63.21456
#>  [626]     71.51098     59.43965     59.47938     73.50151     57.47076
#>  [631]    257.10850     92.55838    446.29958     60.13219     77.26604
#>  [636]     56.89106     64.47540     84.79790     67.24719     53.60305
#>  [641]     64.01063     61.61453    368.23970    140.83389     97.69133
#>  [646]     71.16052     83.77124     53.45700     63.52552     57.75161
#>  [651]     67.51207     62.14367     67.35147    162.57446     61.24639
#>  [656]     71.69431     71.72009    128.64850    117.08637     55.68677
#>  [661]     68.13678     60.34354     55.48293    155.86851     57.62396
#>  [666]     95.67746     58.23330    125.73329     68.40499     74.73141
#>  [671]     70.56849     76.35123     64.58468     60.61643     70.33993
#>  [676]     83.26184    719.98816     77.70003     62.59825     75.57611
#>  [681]     60.44589     76.25519     72.99517     73.79323     95.10264
#>  [686]     56.44750     58.73566    517.81438     57.36784     64.23394
#>  [691]     84.33627     63.72016     74.60311     52.17545     57.66128
#>  [696]     79.19303     52.69297     51.77211     58.45101     75.91708
#>  [701]     64.55262     55.29961     64.32134     59.43493     77.59163
#>  [706]     74.12274     51.84946     64.97622    272.14714    357.85396
#>  [711]     57.84689     61.78659     58.03689     58.85212     59.20059
#>  [716]    229.33904     56.90922     62.66325     73.73680     71.86774
#>  [721]     68.26473     54.68402     57.86251     55.77585     63.61930
#>  [726]     61.71548     59.95984    474.89264     60.55916     84.18226
#>  [731]     63.64455     66.99419     58.67549     60.03090     57.63025
#>  [736]     83.43715     60.72681   3491.27551     73.22717     58.75138
#>  [741]     58.65532     68.85312     59.97490     74.36807     74.64076
#>  [746]     86.00697     56.86414     75.10851     57.27906     74.65779
#>  [751]     67.63290     68.08433     56.17762     62.16834     56.90031
#>  [756]     70.86209     61.92477     59.49171     54.95021     63.60216
#>  [761]     59.72436     64.43064     60.30882     56.79391     70.15504
#>  [766]     57.20236     71.07285     59.13057     80.28925     89.22530
#>  [771]     73.37140     58.71070     55.88590    286.23219     86.87967
#>  [776]     77.91593     76.88365     64.56518    152.26907    115.75591
#>  [781]     86.50415     61.12366     56.84232     67.30814     60.81253
#>  [786]     62.53656     65.46130     63.24944     63.96236     74.97683
#>  [791]     86.20082    194.49548     72.50446     57.47765     62.10216
#>  [796]     59.39263   3337.23392     65.80480     92.54526     65.84234
#>  [801]     79.11054     74.00157     81.60137     84.68956    168.27486
#>  [806] 136714.06395     66.20701     60.86919    222.18759     59.71297
#>  [811]    155.24995     96.15730     71.94867    202.77096     62.80953
#>  [816]     65.22954     63.24212     81.46928     60.23191     54.05734
#>  [821]     56.10839     56.80603     54.63955     64.60460    124.85492
#>  [826]    187.02229     55.20947     56.43808     70.09341     78.38085
#>  [831]     71.90385    208.59664     55.99588     63.92411     62.16742
#>  [836]     66.62243     62.54384    107.62102     77.76479    186.39139
#>  [841]     75.49887    263.49410     78.19576    209.81073     54.97538
#>  [846]    107.75601    149.66802     54.38408     58.83521     58.22070
#>  [851]    150.55619    135.30744     83.02524     72.41780     54.89246
#>  [856]    415.70074    134.09557     55.18755     77.72801     57.46586
#>  [861]     61.46504     61.17708     60.20759    127.63897     62.14311
#>  [866]     67.90532     67.92281     58.43708     69.54094     59.87256
#>  [871]     63.64648     61.05081     83.98707     68.02033    100.52750
#>  [876]    100.85399   3275.13439     62.18356     44.84374     69.31195
#>  [881]   4625.12686     55.53790    104.63944     77.52814     59.40358
#>  [886]     57.29479     56.35034     64.58131     56.37068     69.66525
#>  [891]     57.58874     63.47706    120.21428     52.44860     57.74437
#>  [896]     83.04214     59.53324     70.47106     72.32835     69.93763
#>  [901]     65.57942     58.78877     56.02073     56.15745     58.98973
#>  [906]     66.43599     60.61302     71.77457     52.04192     93.22382
#>  [911]    216.39119     72.74974     66.54963     72.06902     76.73707
#>  [916]     83.07843     56.06265     60.92065     60.70743     58.43848
#>  [921]    231.75943     59.38280     55.46105     63.18345     82.04947
#>  [926]     61.64480     58.90770     74.88781     85.05816     70.56220
#>  [931]     56.81473     54.20467     81.27298     63.13511     99.08068
#>  [936]     59.36346     72.80798     81.45996     58.83279    106.36775
#>  [941]     64.82175     67.63484     68.32047     48.71505     71.72655
#>  [946]     82.84170     64.52899    509.96987     55.41048     84.15217
#>  [951]     58.85054     73.47948     60.62408     58.84093     79.93317
#>  [956]     58.43600     72.30568     88.52210     74.04258     60.14418
#>  [961]     70.15891     66.13467     61.62581     71.41087     60.28276
#>  [966]     61.87608     64.97917    200.80123     66.81941     64.53946
#>  [971]     59.83038     56.54937     67.50758    139.28131    125.75029
#>  [976]     57.85754     60.37467     75.93556     60.06177     68.43588
#>  [981]     61.90718     74.01790    116.57315     78.63102     73.55524
#>  [986]     62.93535     62.52797     56.35421    124.86577     92.91045
#>  [991]     61.07063     62.86547     59.89587     61.70511     62.39320
#>  [996]     74.23043     78.49486     68.30901     60.01006     62.11635