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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] 3.159029e+02 1.758503e+02 2.433804e+02 6.507361e+01 6.556283e+01
#>    [6] 5.981034e+01 1.385670e+03 8.801113e+02 2.654958e+02 8.917769e+01
#>   [11] 1.878383e+02 6.327540e+01 1.364458e+02 1.091114e+03 7.194881e+01
#>   [16] 1.852051e+02 7.260585e+01 7.484790e+05 8.912171e+01 6.790513e+01
#>   [21] 8.038794e+01 1.051371e+02 6.816110e+01 8.425552e+01 7.157370e+01
#>   [26] 1.035973e+02 2.226990e+02 2.691375e+02 7.001572e+01 6.245211e+01
#>   [31] 6.312846e+01 1.322834e+02 7.546320e+01 7.220080e+01 1.948866e+02
#>   [36] 1.577088e+02 6.664593e+01 1.141888e+02 1.269675e+02 1.889124e+02
#>   [41] 9.264081e+01 2.547111e+02 6.845880e+01 7.347089e+01 7.687758e+01
#>   [46] 6.955615e+01 6.874093e+01 1.508662e+02 7.892005e+01 1.295606e+02
#>   [51] 1.452272e+02 6.805623e+01 6.397053e+01 7.138421e+01 7.875534e+01
#>   [56] 5.900010e+01 7.289789e+01 6.305500e+01 6.714884e+01 1.367880e+02
#>   [61] 8.138374e+01 6.818673e+01 8.664477e+01 8.307194e+01 1.961702e+02
#>   [66] 8.590197e+01 8.354413e+01 1.801372e+02 9.847526e+01 2.733357e+02
#>   [71] 1.352479e+03 2.766433e+02 9.987436e+01 6.627684e+01 7.911778e+01
#>   [76] 8.120167e+01 7.398994e+01 7.407307e+01 7.540040e+01 7.338235e+01
#>   [81] 8.153939e+01 1.601976e+02 3.109438e+02 5.097632e+04 2.547398e+04
#>   [86] 2.823141e+03 4.960943e+02 2.209601e+03 8.756956e+01 7.024901e+01
#>   [91] 7.363569e+01 7.548897e+01 8.204585e+01 7.829883e+01 9.173278e+01
#>   [96] 1.452844e+02 8.470013e+01 8.802289e+01 2.176142e+03 1.044155e+03
#>  [101] 8.347081e+01 1.014707e+02 1.125378e+02 1.897731e+02 6.930331e+01
#>  [106] 7.797970e+01 6.226513e+01 2.159381e+02 6.189248e+01 8.127682e+01
#>  [111] 8.163920e+01 9.118886e+01 6.816294e+01 3.427124e+02 6.541786e+01
#>  [116] 1.346910e+02 6.690947e+01 1.013463e+04 8.903017e+01 8.459338e+01
#>  [121] 1.331637e+02 2.532727e+02 1.083921e+02 7.045206e+01 6.272024e+01
#>  [126] 8.859706e+01 2.373233e+02 1.361159e+02 1.802203e+02 1.125671e+02
#>  [131] 1.047607e+03 8.216319e+01 6.770642e+01 5.976153e+02 1.759763e+02
#>  [136] 1.003588e+02 6.704821e+01 7.072015e+01 1.211003e+02 9.011208e+01
#>  [141] 1.108452e+02 7.177340e+01 1.171588e+02 8.068649e+01 2.227478e+02
#>  [146] 1.497793e+02 7.051855e+01 1.017048e+02 7.271037e+01 8.565784e+01
#>  [151] 1.325962e+02 7.976470e+01 7.857427e+01 7.770870e+01 6.948088e+01
#>  [156] 1.181537e+02 1.502510e+02 8.690050e+01 1.223197e+02 2.853309e+02
#>  [161] 5.923560e+01 7.769287e+01 6.712569e+01 5.581582e+02 6.917967e+01
#>  [166] 7.405985e+01 6.304982e+01 6.490477e+01 2.050738e+02 2.636145e+02
#>  [171] 1.809376e+02 2.274038e+02 1.841618e+02 9.619812e+01 9.997606e+01
#>  [176] 7.289345e+01 6.324945e+01 7.903968e+01 3.609686e+02 7.160034e+01
#>  [181] 2.484845e+02 5.719881e+05 2.659878e+02 1.107857e+02 7.898689e+01
#>  [186] 6.943270e+01 1.500528e+02 9.392081e+01 8.758465e+01 8.961333e+01
#>  [191] 9.134379e+01 7.550421e+01 6.883387e+01 6.296474e+01 6.468697e+01
#>  [196] 6.821672e+01 7.787550e+01 7.410851e+01 6.563831e+02 6.556572e+01
#>  [201] 9.411901e+01 8.309513e+01 6.600243e+01 8.310446e+01 9.434452e+01
#>  [206] 9.872694e+01 1.029953e+02 1.114067e+02 3.665041e+03 8.906651e+01
#>  [211] 1.170493e+02 7.020583e+01 7.098486e+01 1.303096e+02 2.208698e+02
#>  [216] 3.569672e+02 6.723921e+01 1.900647e+02 8.203511e+01 8.334184e+01
#>  [221] 8.828997e+01 1.096508e+02 7.872990e+01 1.088579e+02 1.280542e+02
#>  [226] 7.598972e+01 1.988354e+02 9.228563e+01 7.975393e+01 6.379529e+01
#>  [231] 1.090663e+02 6.795759e+01 7.439867e+01 9.471234e+01 1.241583e+02
#>  [236] 6.448984e+01 7.957753e+01 9.054315e+01 9.592316e+01 9.352042e+01
#>  [241] 1.136576e+02 9.960568e+01 1.870799e+02 7.369099e+02 8.284073e+01
#>  [246] 2.548431e+02 6.891848e+01 8.000453e+01 8.974660e+01 9.488924e+01
#>  [251] 8.546283e+01 5.564112e+02 2.030427e+02 6.755822e+01 6.990569e+01
#>  [256] 1.283985e+02 2.169039e+02 2.722552e+02 8.049393e+01 7.195769e+01
#>  [261] 6.299733e+01 6.459323e+01 6.365644e+01 7.323502e+01 4.785386e+03
#>  [266] 7.818688e+01 9.461832e+01 6.966401e+02 3.426209e+02 2.523446e+02
#>  [271] 1.353791e+02 7.102539e+01 8.356193e+01 1.018145e+02 8.236292e+01
#>  [276] 1.330638e+04 8.505381e+01 6.928006e+01 1.677598e+02 6.940430e+01
#>  [281] 2.501538e+02 1.194744e+02 7.526196e+01 6.706747e+01 1.310093e+02
#>  [286] 1.012375e+02 7.965530e+01 6.828846e+01 6.547642e+01 1.325634e+02
#>  [291] 1.235223e+02 5.708486e+02 1.347498e+02 8.396540e+01 7.495590e+01
#>  [296] 1.109118e+02 6.682475e+01 8.526268e+01 9.049041e+01 3.476737e+02
#>  [301] 7.472678e+01 7.663184e+01 4.518041e+02 1.075648e+02 7.842367e+01
#>  [306] 1.002846e+02 6.284607e+01 7.513502e+01 1.748335e+02 9.826352e+01
#>  [311] 9.219074e+01 1.036214e+02 1.570057e+02 7.081989e+01 1.375906e+02
#>  [316] 8.528287e+01 1.251022e+02 7.045556e+01 8.471929e+01 1.155670e+02
#>  [321] 6.156616e+01 2.196208e+02 8.137681e+01 7.172465e+01 1.133614e+02
#>  [326] 6.996817e+01 9.023569e+01 1.227175e+02 2.771150e+02 7.331507e+01
#>  [331] 7.358499e+01 8.283156e+01 1.150644e+02 6.343340e+01 6.977150e+01
#>  [336] 9.249104e+01 1.215128e+02 1.717979e+02 1.010520e+02 7.316239e+01
#>  [341] 5.444979e+02 1.048738e+02 8.192753e+01 1.420224e+02 2.375794e+02
#>  [346] 1.088485e+02 1.050083e+02 3.152628e+02 8.452469e+02 1.596059e+02
#>  [351] 1.964770e+02 6.971343e+01 8.993250e+01 1.078381e+02 1.293644e+02
#>  [356] 1.656428e+02 6.507471e+01 8.814906e+01 1.437836e+02 7.329239e+01
#>  [361] 9.104635e+01 6.228683e+01 7.103365e+01 7.442044e+01 6.479052e+01
#>  [366] 7.007139e+01 7.669077e+01 6.919302e+01 9.278334e+01 9.459692e+01
#>  [371] 9.268594e+01 1.471891e+02 1.112091e+02 1.082301e+02 9.867399e+01
#>  [376] 7.106003e+01 7.452734e+01 6.671701e+01 1.511570e+02 6.435848e+01
#>  [381] 1.112946e+02 6.184598e+01 1.751601e+02 7.206911e+01 6.778435e+01
#>  [386] 8.511427e+01 1.466694e+02 7.394954e+01 7.841041e+01 7.062897e+01
#>  [391] 6.591991e+01 6.995680e+01 3.132634e+02 1.045107e+02 1.805130e+02
#>  [396] 4.403605e+02 5.825744e+02 6.677703e+01 6.769409e+01 7.895642e+01
#>  [401] 7.742099e+01 9.788086e+01 6.488240e+01 7.963322e+01 7.466903e+01
#>  [406] 7.159631e+01 7.841972e+01 9.198058e+01 5.876001e+01 6.154896e+01
#>  [411] 8.730751e+01 1.339219e+02 3.393317e+02 8.699514e+01 8.731614e+01
#>  [416] 8.723432e+01 8.704059e+01 6.597424e+01 1.071190e+02 1.322154e+02
#>  [421] 7.406209e+01 8.354542e+01 1.926984e+02 6.663340e+01 9.135459e+01
#>  [426] 8.516959e+01 9.421696e+01 6.878514e+01 2.342498e+04 1.873148e+02
#>  [431] 1.940444e+03 6.309014e+02 1.670823e+03 7.307707e+01 7.500121e+01
#>  [436] 7.516589e+01 1.251398e+02 1.272122e+02 6.768343e+01 1.082653e+02
#>  [441] 7.671607e+01 8.502265e+02 1.563777e+03 1.280241e+02 8.882869e+01
#>  [446] 1.046363e+02 6.926020e+01 1.049316e+02 1.838507e+02 6.755975e+01
#>  [451] 1.132954e+02 9.835337e+01 9.813732e+01 6.735909e+01 6.235383e+01
#>  [456] 9.903995e+01 1.122145e+02 1.427916e+02 1.663352e+02 1.409747e+02
#>  [461] 7.392940e+01 1.034321e+03 7.402404e+01 7.097266e+01 1.075105e+02
#>  [466] 1.564894e+02 6.344301e+01 6.483286e+01 7.749067e+01 1.503880e+02
#>  [471] 7.029682e+01 2.328584e+02 2.035267e+02 6.861087e+01 7.605767e+01
#>  [476] 9.938666e+01 6.535452e+01 8.782397e+01 6.852706e+01 6.543135e+01
#>  [481] 7.638873e+01 1.200413e+02 6.472481e+01 7.650039e+01 7.256502e+01
#>  [486] 9.066626e+01 2.131047e+02 9.273343e+01 7.990846e+01 6.300703e+01
#>  [491] 9.160641e+01 9.106449e+01 8.845756e+01 1.334541e+02 8.181038e+01
#>  [496] 8.673056e+01 1.079937e+02 7.466063e+01 1.992180e+02 1.211622e+02
#>  [501] 7.763869e+01 7.257178e+01 8.432347e+01 9.176566e+01 1.438565e+03
#>  [506] 7.774697e+01 9.047485e+01 6.974713e+01 6.610054e+01 1.111373e+02
#>  [511] 7.804196e+01 9.461591e+01 1.157075e+02 1.080116e+02 7.794771e+01
#>  [516] 9.002519e+01 1.762425e+02 1.229893e+02 7.101463e+01 6.838450e+01
#>  [521] 7.776505e+01 1.402869e+02 9.112101e+01 1.127314e+02 7.637365e+01
#>  [526] 1.075083e+02 1.045113e+02 9.204035e+01 1.927598e+02 7.471521e+01
#>  [531] 1.093365e+02 7.099533e+01 5.788640e+01 6.611934e+01 1.058138e+02
#>  [536] 1.107478e+02 7.040229e+01 8.806157e+01 2.113127e+02 6.970482e+01
#>  [541] 8.063933e+01 8.552717e+01 6.266340e+01 1.867042e+02 3.485121e+02
#>  [546] 2.659178e+02 2.454782e+04 4.716539e+03 2.114114e+02 7.396625e+01
#>  [551] 1.008627e+02 7.412649e+01 2.154659e+02 1.538950e+02 1.062885e+02
#>  [556] 3.133211e+02 2.034119e+02 1.500876e+03 1.150404e+02 7.035605e+01
#>  [561] 1.047890e+02 9.298118e+01 7.560613e+01 1.385122e+02 1.667888e+02
#>  [566] 1.717988e+02 6.725442e+01 7.739740e+01 7.291666e+01 9.529225e+01
#>  [571] 7.848816e+01 6.376323e+01 2.127350e+02 3.328024e+04 2.668815e+03
#>  [576] 7.690464e+01 1.054644e+02 1.285059e+02 8.346070e+01 5.646198e+02
#>  [581] 2.220452e+05 1.371377e+05 6.230330e+01 8.307629e+02 1.114870e+02
#>  [586] 1.240015e+02 6.919463e+01 8.808962e+01 6.780987e+01 8.340838e+01
#>  [591] 9.955135e+01 8.206505e+01 7.983099e+01 1.110665e+02 2.278716e+02
#>  [596] 7.018846e+01 1.550209e+02 7.216082e+01 7.233480e+01 1.557941e+02
#>  [601] 7.063715e+01 9.072143e+01 8.871776e+01 1.583391e+02 7.764327e+01
#>  [606] 7.515724e+01 3.263850e+02 1.570959e+03 6.325706e+03 7.394628e+01
#>  [611] 7.506974e+01 8.358759e+01 2.730507e+02 7.797440e+01 8.263560e+01
#>  [616] 7.144961e+01 9.607582e+01 9.077355e+01 1.327923e+02 3.646310e+02
#>  [621] 9.958970e+01 1.569009e+02 1.777400e+02 6.886561e+01 2.268608e+02
#>  [626] 9.968693e+01 1.590980e+02 1.158541e+02 9.655932e+01 9.776692e+01
#>  [631] 1.443960e+02 1.127246e+02 8.941751e+01 7.011054e+01 7.587698e+01
#>  [636] 2.027223e+02 7.387310e+01 2.417604e+02 1.768463e+02 1.614680e+03
#>  [641] 6.820326e+01 6.948056e+01 7.435368e+01 1.231870e+02 3.195673e+02
#>  [646] 7.153694e+01 8.406109e+01 1.434924e+02 7.038022e+01 1.939568e+02
#>  [651] 7.270780e+01 7.994738e+01 1.168520e+02 6.780324e+01 6.161507e+01
#>  [656] 5.510664e+02 1.171325e+03 3.446588e+02 3.379177e+06 9.702813e+01
#>  [661] 7.649243e+01 5.474208e+02 3.064182e+02 3.282072e+02 6.819608e+01
#>  [666] 7.538903e+01 7.273217e+01 6.223584e+01 1.002040e+02 1.776891e+02
#>  [671] 7.499877e+01 1.411177e+02 6.587219e+01 1.382474e+02 1.419149e+03
#>  [676] 7.008234e+01 7.897749e+01 1.250712e+02 1.353347e+02 9.344896e+01
#>  [681] 1.650971e+02 1.284265e+02 6.165336e+01 7.213666e+01 1.264840e+02
#>  [686] 1.543943e+02 1.695210e+02 1.182509e+02 6.619217e+01 9.054212e+01
#>  [691] 9.208798e+01 9.131328e+01 6.530324e+01 8.305433e+01 6.617451e+01
#>  [696] 7.018190e+01 8.291075e+01 8.595137e+01 1.377859e+02 1.412180e+02
#>  [701] 9.431272e+01 1.152128e+02 2.203294e+02 6.269649e+01 7.191104e+01
#>  [706] 9.396810e+01 1.059261e+02 2.550478e+02 6.452341e+02 7.391433e+01
#>  [711] 7.606877e+01 8.483708e+01 7.635737e+01 8.014363e+01 8.674863e+01
#>  [716] 8.441708e+01 1.345190e+02 1.308285e+03 9.045520e+01 7.224311e+01
#>  [721] 1.989251e+02 2.577996e+03 7.096108e+01 7.918693e+01 1.037239e+02
#>  [726] 7.413791e+01 8.470605e+01 8.031796e+01 7.068118e+01 6.430509e+01
#>  [731] 2.872908e+02 1.409052e+02 8.307649e+01 7.811899e+01 7.167800e+01
#>  [736] 1.073917e+02 1.132337e+02 1.017709e+02 7.103610e+01 7.959046e+01
#>  [741] 3.208300e+02 1.734167e+03 4.562655e+02 6.604821e+01 8.859456e+01
#>  [746] 6.468539e+01 7.324505e+01 1.882297e+02 1.204125e+02 1.454431e+02
#>  [751] 7.267990e+01 7.040866e+01 6.925556e+01 9.500590e+01 1.560094e+03
#>  [756] 1.671479e+03 1.216529e+02 6.836796e+01 6.163489e+01 2.256236e+02
#>  [761] 8.732863e+01 7.048979e+01 6.658179e+01 7.506155e+01 1.046680e+02
#>  [766] 8.300056e+01 7.457980e+01 7.708832e+01 8.731139e+01 8.232153e+01
#>  [771] 8.038660e+01 1.415364e+02 8.368062e+01 7.886711e+01 6.178410e+01
#>  [776] 6.441493e+01 1.852018e+02 7.416580e+01 2.501780e+02 2.253904e+02
#>  [781] 1.137073e+02 9.149106e+01 6.296443e+01 7.095329e+01 1.070684e+02
#>  [786] 9.771503e+01 7.009359e+01 7.305948e+01 7.108254e+01 9.010918e+01
#>  [791] 7.903290e+01 4.419062e+03 8.476174e+01 6.263028e+01 9.618620e+01
#>  [796] 9.182219e+01 1.199990e+02 6.501965e+01 1.292996e+02 7.217719e+01
#>  [801] 1.122371e+02 6.254541e+01 7.850032e+01 6.915633e+01 6.628717e+01
#>  [806] 8.056113e+01 1.251129e+03 6.905944e+01 2.910290e+02 2.812032e+02
#>  [811] 7.049043e+01 1.237221e+02 1.710750e+02 2.397049e+03 9.593838e+01
#>  [816] 9.398546e+01 7.044073e+01 6.213229e+01 6.708913e+01 6.830723e+01
#>  [821] 1.221940e+02 1.726166e+02 1.447457e+04 6.581106e+01 3.505360e+02
#>  [826] 8.862698e+01 7.872403e+01 1.635294e+03 1.724186e+02 2.918847e+02
#>  [831] 7.050081e+01 7.998863e+01 1.042729e+02 3.108549e+02 1.976249e+02
#>  [836] 4.736249e+02 1.726942e+02 1.100090e+02 9.571341e+01 1.133483e+02
#>  [841] 1.079499e+02 1.117701e+02 6.332580e+02 7.993148e+01 6.024365e+01
#>  [846] 8.220792e+01 7.323742e+01 6.753089e+01 8.874759e+01 7.645786e+01
#>  [851] 5.731689e+08 3.705345e+02 6.487899e+01 7.492455e+01 5.549980e+02
#>  [856] 1.686572e+02 7.214260e+01 1.069366e+02 8.470673e+01 1.004477e+02
#>  [861] 6.995808e+01 1.341742e+02 1.734260e+02 7.782591e+01 9.074676e+01
#>  [866] 7.603757e+01 7.720845e+01 6.836855e+01 1.420338e+02 7.045056e+01
#>  [871] 7.512305e+01 6.818474e+01 9.174299e+01 3.308209e+02 1.391805e+02
#>  [876] 1.217644e+02 7.147514e+01 8.834882e+01 8.278347e+01 5.352918e+02
#>  [881] 6.663436e+01 9.531434e+01 7.068487e+01 8.671516e+01 7.516888e+01
#>  [886] 8.494232e+01 7.011631e+01 9.633253e+01 9.838351e+01 4.467892e+02
#>  [891] 6.640662e+01 8.771972e+01 1.377270e+02 8.887944e+01 6.245714e+01
#>  [896] 1.272442e+02 1.132335e+02 1.005148e+02 2.472082e+02 8.097069e+01
#>  [901] 9.309179e+01 7.112725e+01 6.460869e+01 8.873448e+01 2.116725e+02
#>  [906] 9.392442e+01 7.046930e+01 9.260856e+01 6.653661e+01 6.012245e+02
#>  [911] 6.996503e+01 9.611694e+01 7.278605e+01 2.159909e+02 1.826590e+02
#>  [916] 2.585413e+02 6.666582e+01 1.329104e+02 6.848168e+01 6.354093e+01
#>  [921] 3.681885e+02 1.328828e+02 6.845278e+01 7.207133e+01 1.107555e+02
#>  [926] 7.532117e+01 8.408383e+01 2.054883e+02 8.521985e+01 1.097261e+02
#>  [931] 6.774474e+01 8.274175e+01 1.791662e+02 6.916728e+01 9.303365e+01
#>  [936] 1.355918e+02 1.015926e+02 1.449952e+02 2.696426e+02 6.378451e+01
#>  [941] 6.757723e+01 9.605345e+01 1.827128e+02 2.096918e+02 7.757962e+01
#>  [946] 8.504229e+01 6.537158e+01 1.222229e+02 1.264327e+02 1.954307e+02
#>  [951] 6.605243e+01 7.727445e+01 7.786819e+02 1.479183e+02 8.802236e+02
#>  [956] 3.632250e+02 1.590239e+02 9.250870e+01 8.270223e+01 1.363853e+02
#>  [961] 6.035389e+02 9.298260e+01 1.772933e+02 6.723720e+01 6.965714e+01
#>  [966] 1.086270e+02 2.163233e+02 1.083037e+02 1.530397e+02 1.439211e+02
#>  [971] 7.589914e+01 1.730795e+02 8.015887e+01 1.304670e+02 5.233108e+08
#>  [976] 9.734344e+01 7.195047e+01 1.112445e+02 9.537395e+01 1.575316e+02
#>  [981] 1.024070e+02 1.004506e+02 1.395924e+02 1.651101e+02 7.527467e+01
#>  [986] 8.000290e+01 1.474897e+02 8.261646e+01 6.477160e+01 1.412584e+02
#>  [991] 9.878064e+01 1.068740e+04 1.125657e+06 2.343191e+05 1.850430e+02
#>  [996] 8.678238e+01 3.448430e+03 2.513123e+02 8.672458e+01 6.838547e+01
doseFunction(
  model,
  alpha2 = samples@data$alpha2,
  beta = samples@data$beta,
  grade = 2L
)(x = 0.25)
#>    [1]     78.56608     78.73103    142.89075     57.98986     58.57536
#>    [6]     54.75326    410.19021    228.38086    122.07827     58.00360
#>   [11]     87.26821     54.27537     38.21157    174.12513     56.60885
#>   [16]     96.15559     58.95598   3301.07320     71.52505     58.09754
#>   [21]     66.19632     75.63268     55.39225     70.97361     63.97652
#>   [26]     70.36329     70.85237    106.69814     56.43263     56.60021
#>   [31]     58.79106     99.23489     64.17955     58.52191    118.69827
#>   [36]     80.40486     57.55206     74.34044     74.98398    100.50335
#>   [41]     67.80736    114.08505     53.25237     60.94349     64.01678
#>   [46]     59.07456     59.14364     97.71037     54.57535     68.83321
#>   [51]     91.58263     56.46463     57.86359     63.58067     65.98891
#>   [56]     51.14511     61.99835     55.91316     58.54643     88.79645
#>   [61]     55.23151     56.58822     60.40066     64.81171    117.19586
#>   [66]     67.03815     65.22844    108.67556     68.33810    112.30739
#>   [71]    215.39076    110.22919     67.10681     56.52201     52.39259
#>   [76]     61.00811     58.81213     61.83954     62.51931     61.02161
#>   [81]     68.12213    105.62277    178.77622    750.85314   1277.89665
#>   [86]    123.44249    155.29971    369.86927     66.69295     54.98320
#>   [91]     59.75087     62.92350     66.36840     69.11421     78.03833
#>   [96]     64.34211     68.67436     66.69408    665.00138    217.31210
#>  [101]     64.80278     71.00363     74.49942     74.49535     59.92911
#>  [106]     58.06223     57.01310    105.23544     54.94123     60.67778
#>  [111]     66.02729     73.97212     59.27748    106.52889     54.78283
#>  [116]     58.14423     54.29602    702.72740     70.37137     67.15494
#>  [121]     83.94809    133.09934     59.60314     59.60875     56.17805
#>  [126]     64.53537    104.82489     94.61215     86.50108     82.55765
#>  [131]    256.92917     65.01797     57.71670    180.30165     84.58017
#>  [136]     71.72277     59.11364     63.23186     95.75101     73.21970
#>  [141]     69.70482     57.23529     71.67333     63.57369     55.60709
#>  [146]     71.53436     59.64922     73.21487     62.67152     58.65419
#>  [151]     93.39332     62.42267     57.48508     68.69827     62.70875
#>  [156]     83.95238     83.85693     61.39019     76.84912    154.00006
#>  [161]     52.65553     58.03138     58.53338    165.50844     59.31989
#>  [166]     62.57707     57.02387     58.09972    117.20245    134.41550
#>  [171]    109.10811     86.10106     91.44867     70.40135     69.33305
#>  [176]     64.02532     57.63799     60.23760    114.24924     55.67836
#>  [181]     64.81668   2321.88104    133.50784     84.49367     63.42347
#>  [186]     59.42398     54.35534     69.30908     66.37947     71.51198
#>  [191]     74.14426     62.84397     57.26223     55.53282     56.18934
#>  [196]     59.79296     64.13891     57.01797    188.82425     54.90800
#>  [201]     70.22797     61.07744     55.07558     67.21118     69.18081
#>  [206]     72.82513     75.37008     63.17646    957.46888     70.05627
#>  [211]     78.93842     61.84953     62.72886     82.34112     91.60581
#>  [216]     81.74356     56.67833    103.17766     66.43280     64.79287
#>  [221]     65.36557     78.13734     62.29077     84.74404     68.73389
#>  [226]     57.10804    118.29743     69.48721     65.79963     57.02631
#>  [231]     61.25413     58.74835     61.46745     73.47505     87.56684
#>  [236]     56.43255     63.77518     62.86836     59.92079     62.49316
#>  [241]     71.94875     62.04385     85.54241    224.73156     65.20385
#>  [246]    130.85036     59.79764     68.63078     69.29993     68.44381
#>  [251]     53.39350    227.86638     99.25318     57.86431     59.35024
#>  [256]     62.65771    114.70271    120.45145     64.28712     55.15667
#>  [261]     57.80303     59.14754     56.82547     64.49521    227.84421
#>  [266]     57.21623     49.85948    199.20573     87.16033     68.82185
#>  [271]     92.47466     55.71381     62.95925     62.80742     66.71406
#>  [276]    626.83835     64.75034     57.82769     72.10570     57.20407
#>  [281]    129.79901     63.50497     64.75489     59.42475     79.63196
#>  [286]     75.26533     58.34138     59.33086     58.16763     79.26343
#>  [291]     85.51665    220.70411     82.39653     62.83991     61.68623
#>  [296]     84.04553     57.03782     66.32215     75.33568     76.94952
#>  [301]     62.11117     59.33269    110.23054     79.69330     60.61629
#>  [306]     72.54461     51.63916     56.32989    105.19910     69.40575
#>  [311]     62.82062     75.99003     77.61907     58.64688     82.88905
#>  [316]     71.46614     85.12735     61.52478     66.60254     74.81605
#>  [321]     56.02975    123.29625     67.00255     58.16789     75.12806
#>  [326]     61.08515     75.14550     78.25721    128.67011     58.32456
#>  [331]     63.68991     63.15965     74.26246     56.06106     59.63311
#>  [336]     69.18757     67.61812     86.37117     68.43513     61.06992
#>  [341]    215.59149     75.45422     56.88701     78.21884    131.00006
#>  [346]     59.57501     63.78233    132.97958    283.16112     78.40889
#>  [351]    105.62175     57.43861     64.90389     75.41785     89.84202
#>  [356]     76.18180     59.06022     67.72164     66.84292     61.47646
#>  [361]     62.48256     52.76762     59.15345     50.60679     58.38412
#>  [366]     59.69018     58.89812     60.56973     72.73996     66.98948
#>  [371]     69.77326     86.35761     73.05829     75.57577     69.08952
#>  [376]     60.14811     64.07477     56.64240     79.18146     49.85451
#>  [381]     72.22404     56.69933    113.83598     60.35950     57.79267
#>  [386]     63.41526     82.28484     64.08114     67.35820     59.13348
#>  [391]     58.01260     54.13817    114.22466     63.39824     87.25460
#>  [396]    159.22208    126.96419     56.34213     57.75195     63.21648
#>  [401]     63.99826     76.92238     58.60077     67.62703     64.16046
#>  [406]     62.12033     64.14715     72.23849     50.44145     55.37282
#>  [411]     71.82356     96.71692    155.58057     73.36449     68.81493
#>  [416]     69.20413     68.83555     57.90160     76.28523     74.54664
#>  [421]     59.57211     71.64020     94.24470     57.94436     76.57631
#>  [426]     74.39489     81.93507     64.20303   2744.63488    116.02271
#>  [431]    413.39432     99.93624    336.77729     57.25019     55.57394
#>  [436]     61.28241     87.14104     79.32681     56.85695     76.29392
#>  [441]     62.54281     72.84080    234.53041     85.02224     65.63421
#>  [446]     62.93827     53.22572     80.17761     87.83503     58.18026
#>  [451]     73.09235     61.93735     74.07385     56.58881     56.02041
#>  [456]     72.21286     76.86408     73.19574     78.43949     87.51242
#>  [461]     58.50528    127.87601     62.65595     61.88774     78.84566
#>  [466]     99.37057     56.86726     58.80660     64.88491     78.27800
#>  [471]     61.05187    123.46120    116.36547     56.39395     60.00588
#>  [476]     71.85407     51.07944     73.42712     61.27402     56.06392
#>  [481]     57.12620     72.30216     57.77729     58.20558     55.16102
#>  [486]     57.63687     87.98002     63.09531     64.78637     54.87390
#>  [491]     70.04489     71.57388     57.47470     80.25493     55.24307
#>  [496]     55.21468     64.34611     61.14475     89.25154     79.68658
#>  [501]     65.44406     60.45258     68.61417     75.83316    250.13640
#>  [506]     60.05546     58.51124     59.89111     58.79765     75.57280
#>  [511]     62.65528     74.14397     78.95426     72.61212     60.05384
#>  [516]     66.19289     69.97282     84.32533     61.65423     57.47149
#>  [521]     58.62134     89.34588     58.47217     69.09605     63.73962
#>  [526]     79.66187     74.37610     73.27140    121.09154     61.98271
#>  [531]     83.48030     64.23332     52.54816     60.12705     83.92036
#>  [536]     81.05974     59.19635     70.14119    110.11877     54.12634
#>  [541]     63.86890     66.63646     55.14390    104.36561    165.33832
#>  [546]    139.92732    815.38634    601.75978     82.71665     59.52127
#>  [551]     67.19991     59.31341    111.20269     91.63697     68.19364
#>  [556]     96.92225     66.99541    347.74171     76.39026     59.24789
#>  [561]     52.29771     59.10800     60.92973     87.75284     95.30386
#>  [566]    101.71896     55.76364     66.13956     64.05415     67.92655
#>  [571]     60.10332     51.17858     90.50452   1893.56507    399.18554
#>  [576]     59.63311     76.81030     77.74444     70.02697    133.79091
#>  [581]   3341.93579    986.65015     57.70737    323.60937     77.81039
#>  [586]     80.08415     58.47923     57.21595     59.26792     67.70045
#>  [591]     67.40703     62.10700     61.75787     77.06984     82.22865
#>  [596]     60.28443     92.57688     62.46637     62.57824     89.57792
#>  [601]     57.89605     60.81552     60.57505     81.17497     60.07413
#>  [606]     60.14429     71.08176    257.65939    475.48088     59.90264
#>  [611]     58.71314     57.34573    110.17761     57.89188     69.04194
#>  [616]     61.76245     64.77516     70.56028     57.10811    120.37531
#>  [621]     51.76859     51.25816     74.07435     55.27252    129.06231
#>  [626]     68.91855     73.29325     56.33618     58.67599     65.13315
#>  [631]     95.94178     76.20287     60.86169     61.86212     66.28459
#>  [636]     98.68353     54.44343     80.61684     98.70927    243.66547
#>  [641]     57.77145     59.04167     52.45390     79.98136    119.82938
#>  [646]     58.79453     64.39208     89.27624     55.12114     98.54683
#>  [651]     61.21068     65.84576     71.08391     59.72049     54.81805
#>  [656]    204.09060    350.44744    125.98795   4147.27684     63.87324
#>  [661]     59.23942    213.33628    131.64015    123.45192     62.31392
#>  [666]     63.47065     61.42152     55.61556     73.14468     95.64731
#>  [671]     63.48781     96.04173     58.39039     70.15947    168.57930
#>  [676]     61.69756     69.07479     87.37491     90.65986     67.30834
#>  [681]     71.60648     80.44006     49.45524     59.76539     65.35054
#>  [686]    107.25458     86.06261     82.68732     58.73007     68.37157
#>  [691]     58.83184     60.74703     56.46877     71.00261     56.33933
#>  [696]     60.24832     66.28596     60.18244     85.86029     94.76058
#>  [701]     74.04342     67.95297    105.41617     55.43712     61.66119
#>  [706]     70.65620     65.71093    129.49122    171.91433     60.59582
#>  [711]     63.56468     70.34392     64.49171     66.61263     70.42831
#>  [716]     72.32793     76.10193    502.02566     70.98718     60.72160
#>  [721]     90.36813    260.99255     64.52742     64.25340     77.87597
#>  [726]     65.17405     68.04309     68.04538     61.49828     58.33588
#>  [731]    162.66684     71.12056     67.46346     59.10764     52.20220
#>  [736]     80.70800     72.05071     68.82917     60.23462     60.77843
#>  [741]    147.99618    495.36548    177.41477     57.48217     58.45182
#>  [746]     56.77082     63.19748    115.60305     90.93194    103.96318
#>  [751]     59.60639     60.95199     59.61951     70.72384    212.57571
#>  [756]    141.53998     74.18329     60.62464     57.37070    139.83483
#>  [761]     73.24228     59.73790     56.68325     60.18039     74.05484
#>  [766]     61.60294     55.00323     58.53261     69.83376     66.95512
#>  [771]     50.19238     94.56210     64.73982     63.30759     56.05224
#>  [776]     56.21866    108.20868     64.84207     68.38372     78.10467
#>  [781]     78.43881     73.27892     55.92307     56.15502     71.26666
#>  [786]     71.45005     60.13642     59.45648     58.23555     64.36731
#>  [791]     64.26804    693.69097     74.41381     54.82171     60.89342
#>  [796]     71.67139     72.27635     54.16051     83.84377     56.75193
#>  [801]     87.04627     57.84957     65.19856     58.96269     59.10073
#>  [806]     62.78386    192.96761     59.95376    131.36959    136.84141
#>  [811]     58.83548     89.70195     82.40877    307.72749     65.97041
#>  [816]     73.53220     61.29662     56.27354     60.99397     61.67943
#>  [821]     91.90204     95.73899    307.76108     54.25998    154.58149
#>  [826]     66.30210     67.63340    542.98107     64.41201    126.81114
#>  [831]     58.04815     59.51742     75.49524     97.50542     90.26412
#>  [836]    126.56918    107.13740     76.73623     68.13029     63.66367
#>  [841]     53.06166     75.98541    145.24184     68.35245     54.93406
#>  [846]     61.75341     63.65842     57.77246     64.46247     61.23151
#>  [851]  11759.23541     72.08983     54.16623     56.21207    168.45159
#>  [856]     83.29418     62.77231     73.44044     60.47532     64.18168
#>  [861]     55.31935     80.09056    108.54724     51.21057     60.79631
#>  [866]     56.90275     59.82890     56.24699     87.29836     58.52266
#>  [871]     62.69740     60.06647     66.43517     93.97310     83.88516
#>  [876]     70.90782     57.94291     64.57490     58.65931    161.37447
#>  [881]     58.25578     70.79826     60.08660     68.44888     62.42405
#>  [886]     64.11954     62.10187     67.69399     66.88886    174.17454
#>  [891]     57.55215     73.06869     94.71979     65.22120     53.69505
#>  [896]     63.73962     74.72405     72.63910     98.67982     58.38586
#>  [901]     73.72951     60.03864     58.96082     65.13716    122.07987
#>  [906]     69.74198     56.90725     68.57703     57.07134    155.79712
#>  [911]     60.12192     69.16012     59.34521    104.75812    110.81608
#>  [916]    130.98377     59.37216     81.73337     58.04952     55.36329
#>  [921]    146.39127     72.06932     55.08826     60.13069     69.49412
#>  [926]     61.30376     68.35286     93.17964     68.32836     76.19179
#>  [931]     56.64084     58.19276     99.96979     62.14001     63.14007
#>  [936]     71.22079     67.34382     84.19186    117.12297     52.14092
#>  [941]     59.05930     72.12002     66.36513    109.67208     64.83743
#>  [946]     62.11450     53.26161     74.41590     78.49514     98.47208
#>  [951]     49.05772     52.75193    174.19764     74.67304    142.85028
#>  [956]    123.74091    101.73396     55.50526     67.41884     85.30606
#>  [961]    139.75303     60.51737    104.51466     59.04707     62.03797
#>  [966]     71.80082     90.22595     47.43704     80.98746     85.23247
#>  [971]     61.47697    110.82960     64.15447     84.29105 214242.84037
#>  [976]     73.07838     58.80663     82.61791     70.39338     86.59442
#>  [981]     71.27020     62.91601     61.82828     95.83929     61.19795
#>  [986]     67.73997     80.39113     59.95589     57.24045     79.67941
#>  [991]     72.15522    677.94054   6643.39594   4420.54623     78.99679
#>  [996]     70.83425    358.16904    100.41492     63.00446     57.61863