Basic function called by ivx to fit predictive models. These should only be used directly by experienced users.

ivx_fit(y, x, horizon = 1, offset = NULL, ...)

ivx_wfit(y, x, w, horizon = 1, offset = NULL, ...)

Arguments

y

vector of observations of length n, or a matrix with n rows.

x

design matrix of dimension n * p.

horizon

is the horizon (default horizon = 1 corresponds to a short-horizon regression).

offset

(numeric of length n). This can be used to specify an a priori known component to be included in the linear predictor during fitting.

...

currently disregarded.

w

vector of weights (length n) to be used in the fitting process for the wfit functions. Weighted least squares is used with weights w, i.e., sum(w * e^2) is minimized.

Examples

ivx_fit(monthly$Ret, as.matrix(monthly$LTY))
#> $coefficients #> x1 #> -0.06649027 #> #> $intercept #> [1] -2.598291e-18 #> #> $fitted #> [1] 1.145873e-03 1.165821e-03 1.192417e-03 1.298801e-03 1.285503e-03 #> [6] 1.325397e-03 1.278854e-03 1.285503e-03 1.312099e-03 1.305450e-03 #> [11] 1.338695e-03 1.371940e-03 1.398536e-03 1.365291e-03 1.385238e-03 #> [16] 1.391887e-03 1.378589e-03 1.325397e-03 1.332046e-03 1.212364e-03 #> [21] 1.232311e-03 1.199066e-03 1.265556e-03 1.252258e-03 1.238960e-03 #> [26] 1.179119e-03 1.086032e-03 9.929458e-04 1.119277e-03 1.019542e-03 #> [31] 1.059436e-03 1.046138e-03 1.006244e-03 1.006244e-03 1.192417e-03 #> [36] 1.298801e-03 1.238960e-03 1.192417e-03 1.245609e-03 1.272205e-03 #> [41] 1.252258e-03 1.312099e-03 1.318748e-03 1.325397e-03 1.318748e-03 #> [46] 1.345344e-03 1.345344e-03 1.358642e-03 1.305450e-03 1.219013e-03 #> [51] 1.252258e-03 1.292152e-03 1.325397e-03 1.391887e-03 1.378589e-03 #> [56] 1.338695e-03 1.332046e-03 1.152522e-03 9.397536e-04 9.397536e-04 #> [61] 7.934750e-04 9.065085e-04 1.059436e-03 1.039489e-03 1.265556e-03 #> [66] 1.179119e-03 1.192417e-03 1.371940e-03 1.365291e-03 1.378589e-03 #> [71] 1.358642e-03 1.358642e-03 1.405185e-03 1.451729e-03 1.338695e-03 #> [76] 1.365291e-03 1.338695e-03 1.451729e-03 1.465027e-03 1.445080e-03 #> [81] 1.451729e-03 1.451729e-03 1.405185e-03 1.325397e-03 1.265556e-03 #> [86] 1.365291e-03 1.391887e-03 1.458378e-03 1.504921e-03 1.558113e-03 #> [91] 1.578060e-03 1.584709e-03 1.511570e-03 1.438431e-03 1.504921e-03 #> [96] 1.511570e-03 1.551464e-03 1.631252e-03 1.671147e-03 1.677796e-03 #> [101] 1.711041e-03 1.664498e-03 1.704392e-03 1.717690e-03 1.631252e-03 #> [106] 1.624603e-03 1.644550e-03 1.637901e-03 1.664498e-03 1.604656e-03 #> [111] 1.631252e-03 1.671147e-03 1.677796e-03 1.684445e-03 1.684445e-03 #> [116] 1.697743e-03 1.744286e-03 1.717690e-03 1.711041e-03 1.790829e-03 #> [121] 1.804127e-03 1.784180e-03 1.817425e-03 1.604656e-03 1.611305e-03 #> [126] 1.624603e-03 1.604656e-03 1.657848e-03 1.598007e-03 1.611305e-03 #> [131] 1.617954e-03 1.651199e-03 1.684445e-03 1.697743e-03 1.717690e-03 #> [136] 1.684445e-03 1.777531e-03 1.790829e-03 1.777531e-03 1.790829e-03 #> [141] 1.777531e-03 1.777531e-03 1.810776e-03 1.790829e-03 1.824074e-03 #> [146] 1.844021e-03 1.870617e-03 1.923810e-03 1.977002e-03 2.056790e-03 #> [151] 2.030194e-03 2.083386e-03 1.963704e-03 1.651199e-03 1.857319e-03 #> [156] 1.930459e-03 1.996949e-03 1.977002e-03 1.983651e-03 2.070088e-03 #> [161] 2.036843e-03 1.863968e-03 1.990300e-03 2.010247e-03 2.016896e-03 #> [166] 2.070088e-03 2.076737e-03 2.176473e-03 2.209718e-03 2.083386e-03 #> [171] 2.083386e-03 2.129929e-03 2.196420e-03 2.203069e-03 2.229665e-03 #> [176] 2.229665e-03 2.236314e-03 2.216367e-03 2.289506e-03 2.262910e-03 #> [181] 2.143227e-03 1.857319e-03 1.857319e-03 1.877266e-03 1.863968e-03 #> [186] 1.883915e-03 1.877266e-03 1.877266e-03 1.877266e-03 1.877266e-03 #> [191] 1.877266e-03 1.857319e-03 1.863968e-03 1.870617e-03 1.863968e-03 #> [196] 1.857319e-03 1.863968e-03 1.877266e-03 1.877266e-03 1.870617e-03 #> [201] 1.870617e-03 1.863968e-03 1.857319e-03 1.850670e-03 1.850670e-03 #> [206] 1.850670e-03 1.857319e-03 1.857319e-03 1.850670e-03 1.857319e-03 #> [211] 1.850670e-03 1.857319e-03 1.857319e-03 1.857319e-03 1.857319e-03 #> [216] 1.857319e-03 1.863968e-03 1.903862e-03 1.930459e-03 1.930459e-03 #> [221] 1.983651e-03 1.996949e-03 2.056790e-03 2.010247e-03 2.016896e-03 #> [226] 2.030194e-03 2.063439e-03 2.103333e-03 2.176473e-03 2.176473e-03 #> [231] 2.183122e-03 2.183122e-03 2.123280e-03 2.109982e-03 2.129929e-03 #> [236] 2.109982e-03 2.056790e-03 2.043492e-03 2.063439e-03 2.036843e-03 #> [241] 2.090035e-03 2.076737e-03 2.076737e-03 2.083386e-03 2.056790e-03 #> [246] 2.063439e-03 2.063439e-03 2.076737e-03 2.103333e-03 2.083386e-03 #> [251] 2.056790e-03 1.977002e-03 1.883915e-03 1.883915e-03 1.897213e-03 #> [256] 1.897213e-03 1.910511e-03 1.963704e-03 1.917161e-03 1.897213e-03 #> [261] 1.890564e-03 1.890564e-03 1.883915e-03 1.910511e-03 1.923810e-03 #> [266] 1.950406e-03 1.963704e-03 1.990300e-03 1.990300e-03 1.990300e-03 #> [271] 2.056790e-03 2.063439e-03 2.103333e-03 2.090035e-03 2.090035e-03 #> [276] 2.090035e-03 2.109982e-03 2.070088e-03 2.076737e-03 2.070088e-03 #> [281] 2.076737e-03 2.083386e-03 2.063439e-03 2.076737e-03 2.076737e-03 #> [286] 2.036843e-03 2.003598e-03 2.010247e-03 2.010247e-03 2.030194e-03 #> [291] 1.983651e-03 1.897213e-03 1.850670e-03 1.810776e-03 1.777531e-03 #> [296] 1.824074e-03 1.863968e-03 1.817425e-03 1.810776e-03 1.744286e-03 #> [301] 1.711041e-03 1.717690e-03 1.711041e-03 1.750935e-03 1.810776e-03 #> [306] 1.790829e-03 1.777531e-03 1.764233e-03 1.724339e-03 1.657848e-03 #> [311] 1.711041e-03 1.691094e-03 1.644550e-03 1.644550e-03 1.591358e-03 #> [316] 1.544815e-03 1.484974e-03 1.411834e-03 1.498272e-03 1.498272e-03 #> [321] 1.484974e-03 1.611305e-03 1.631252e-03 1.598007e-03 1.677796e-03 #> [326] 1.564762e-03 1.644550e-03 1.651199e-03 1.684445e-03 1.644550e-03 #> [331] 1.691094e-03 1.730988e-03 1.711041e-03 1.697743e-03 1.697743e-03 #> [336] 1.677796e-03 1.691094e-03 1.598007e-03 1.558113e-03 1.584709e-03 #> [341] 1.571411e-03 1.591358e-03 1.551464e-03 1.504921e-03 1.498272e-03 #> [346] 1.518219e-03 1.558113e-03 1.538166e-03 1.538166e-03 1.558113e-03 #> [351] 1.551464e-03 1.484974e-03 1.431782e-03 1.511570e-03 1.511570e-03 #> [356] 1.418484e-03 1.338695e-03 1.345344e-03 1.312099e-03 1.285503e-03 #> [361] 1.205715e-03 1.318748e-03 1.318748e-03 1.298801e-03 1.205715e-03 #> [366] 1.185768e-03 1.099330e-03 1.072734e-03 1.059436e-03 1.079383e-03 #> [371] 1.046138e-03 1.238960e-03 1.351993e-03 1.305450e-03 1.338695e-03 #> [376] 1.365291e-03 1.431782e-03 1.418484e-03 1.345344e-03 1.219013e-03 #> [381] 1.032840e-03 9.729987e-04 1.012893e-03 1.052787e-03 9.597007e-04 #> [386] 7.868260e-04 8.267201e-04 8.200711e-04 7.469318e-04 7.269847e-04 #> [391] 7.136867e-04 7.269847e-04 6.870906e-04 6.471964e-04 7.003886e-04 #> [396] 6.272493e-04 5.275139e-04 5.674081e-04 6.471964e-04 7.668789e-04 #> [401] 6.671435e-04 7.269847e-04 7.934750e-04 9.597007e-04 9.065085e-04 #> [406] 9.264555e-04 8.998594e-04 8.466672e-04 9.729987e-04 8.134221e-04 #> [411] 8.932104e-04 8.599653e-04 8.998594e-04 8.599653e-04 8.134221e-04 #> [416] 8.134221e-04 7.735279e-04 8.200711e-04 8.400182e-04 8.134221e-04 #> [421] 7.402828e-04 7.136867e-04 7.469318e-04 8.533162e-04 8.799124e-04 #> [426] 8.865614e-04 8.333692e-04 7.602299e-04 8.333692e-04 8.533162e-04 #> [431] 8.732633e-04 8.666143e-04 8.732633e-04 8.533162e-04 8.400182e-04 #> [436] 8.333692e-04 8.067731e-04 8.001240e-04 7.934750e-04 7.934750e-04 #> [441] 7.868260e-04 7.735279e-04 7.402828e-04 7.469318e-04 7.269847e-04 #> [446] 7.003886e-04 6.804415e-04 6.804415e-04 6.870906e-04 6.937396e-04 #> [451] 7.136867e-04 7.003886e-04 6.870906e-04 7.003886e-04 7.003886e-04 #> [456] 6.937396e-04 6.870906e-04 6.937396e-04 6.804415e-04 6.937396e-04 #> [461] 6.937396e-04 6.870906e-04 6.870906e-04 6.804415e-04 6.538454e-04 #> [466] 6.206003e-04 6.206003e-04 5.674081e-04 5.075669e-04 4.610237e-04 #> [471] 3.280431e-04 4.410766e-04 3.945334e-04 3.546392e-04 3.280431e-04 #> [476] 2.947980e-04 1.817645e-04 3.080960e-04 3.945334e-04 3.080960e-04 #> [481] 4.743217e-04 5.208649e-04 4.078315e-04 4.743217e-04 3.280431e-04 #> [486] 2.947980e-04 1.285723e-04 1.418704e-04 8.202914e-05 6.208206e-05 #> [491] -1.506868e-04 -2.703693e-04 -1.972300e-04 -6.424945e-05 -1.041436e-04 #> [496] -2.238261e-04 -1.373887e-04 -1.373887e-04 -5.095140e-05 6.208206e-05 #> [501] 4.213498e-05 -3.100432e-05 -1.107926e-04 -2.637203e-04 -4.764891e-04 #> [506] -6.028206e-04 -6.094696e-04 -6.227677e-04 -4.432440e-04 -7.225031e-04 #> [511] -6.427148e-04 -6.294167e-04 -6.892580e-04 -1.001762e-03 -8.421856e-04 #> [516] -9.951132e-04 -1.068252e-03 -1.108147e-03 -8.288875e-04 -8.953778e-04 #> [521] -1.148041e-03 -1.440598e-03 -1.214531e-03 -1.068252e-03 -1.114796e-03 #> [526] -1.021709e-03 -1.108147e-03 -7.358012e-04 -8.089404e-04 -5.695755e-04 #> [531] -6.826089e-04 -4.432440e-04 -6.161187e-04 -6.493638e-04 -7.623973e-04 #> [536] -7.756953e-04 -5.562774e-04 -4.764891e-04 -4.099988e-04 -4.631911e-04 #> [541] -4.698401e-04 -5.296813e-04 -5.030852e-04 -5.762245e-04 -5.895226e-04 #> [546] -4.698401e-04 -5.363303e-04 -4.432440e-04 -4.565420e-04 -5.296813e-04 #> [551] -4.299459e-04 -3.368595e-04 -4.831381e-04 -1.054954e-03 -1.074902e-03 #> [556] -1.061603e-03 -1.068252e-03 -1.174637e-03 -1.221180e-03 -1.553631e-03 #> [561] -1.340863e-03 -1.174637e-03 -1.081551e-03 -1.234478e-03 -1.327565e-03 #> [566] -1.420651e-03 -1.473843e-03 -1.706559e-03 -1.925977e-03 -1.886083e-03 #> [571] -1.899381e-03 -1.972520e-03 -2.185289e-03 -2.065607e-03 -1.786347e-03 #> [576] -1.626771e-03 -1.553631e-03 -1.792996e-03 -1.739804e-03 -1.979169e-03 #> [581] -2.165342e-03 -2.058957e-03 -1.906030e-03 -2.012414e-03 -2.112150e-03 #> [586] -2.231832e-03 -1.945924e-03 -2.072256e-03 -1.852838e-03 -1.832891e-03 #> [591] -1.832891e-03 -1.766400e-03 -1.799645e-03 -1.959222e-03 -1.866136e-03 #> [596] -1.852838e-03 -1.753102e-03 -1.693261e-03 -1.679963e-03 -1.480492e-03 #> [601] -1.294319e-03 -1.580228e-03 -1.653367e-03 -1.633420e-03 -1.626771e-03 #> [606] -1.586877e-03 -1.513737e-03 -1.606824e-03 -1.513737e-03 -1.580228e-03 #> [611] -1.693261e-03 -1.666665e-03 -1.839540e-03 -1.925977e-03 -1.965871e-03 #> [616] -2.025712e-03 -2.072256e-03 -2.165342e-03 -2.251779e-03 -2.205236e-03 #> [621] -2.105501e-03 -2.218534e-03 -2.411356e-03 -2.331568e-03 -2.471197e-03 #> [626] -2.391409e-03 -2.537687e-03 -2.497793e-03 -2.630774e-03 -2.504442e-03 #> [631] -2.331568e-03 -2.451250e-03 -2.531038e-03 -2.664019e-03 -3.375465e-03 #> [636] -3.209239e-03 -3.229186e-03 -3.907387e-03 -4.386117e-03 -4.738515e-03 #> [641] -3.654724e-03 -3.395412e-03 -3.189292e-03 -3.641426e-03 -4.080262e-03 #> [646] -4.379468e-03 -4.685323e-03 -4.678674e-03 -4.472554e-03 -4.552343e-03 #> [651] -5.031072e-03 -4.798356e-03 -5.356875e-03 -4.911390e-03 -5.170702e-03 #> [656] -5.609538e-03 -6.108215e-03 -6.354229e-03 -5.702624e-03 -4.612184e-03 #> [661] -5.370173e-03 -5.908744e-03 -5.822307e-03 -5.722571e-03 -5.463259e-03 #> [666] -5.529749e-03 -5.888797e-03 -5.489855e-03 -4.838251e-03 -4.366170e-03 #> [671] -3.894089e-03 -3.980526e-03 -3.781055e-03 -3.900738e-03 -3.548339e-03 #> [676] -3.701267e-03 -3.488498e-03 -3.894089e-03 -3.940632e-03 -4.465905e-03 #> [681] -4.545693e-03 -4.193295e-03 -4.399415e-03 -4.319627e-03 -4.459256e-03 #> [686] -4.346223e-03 -4.592237e-03 -4.831602e-03 -5.037721e-03 -5.682677e-03 #> [691] -5.636134e-03 -5.097563e-03 -4.944635e-03 -4.711919e-03 -4.299679e-03 #> [696] -4.273083e-03 -4.279732e-03 -3.993824e-03 -4.539044e-03 -4.352872e-03 #> [701] -4.226540e-03 -3.561638e-03 -3.515094e-03 -3.754459e-03 -3.601532e-03 #> [706] -3.694618e-03 -3.488498e-03 -3.222537e-03 -2.856841e-03 -2.870139e-03 #> [711] -2.092203e-03 -1.593526e-03 -1.699910e-03 -2.138746e-03 -1.753102e-03 #> [716] -1.879434e-03 -1.573579e-03 -1.999116e-03 -1.839540e-03 -1.679963e-03 #> [721] -1.746453e-03 -1.673314e-03 -1.573579e-03 -1.786347e-03 -2.211885e-03 #> [726] -2.351515e-03 -2.331568e-03 -2.531038e-03 -2.723860e-03 -3.096206e-03 #> [731] -2.657370e-03 -2.690615e-03 -2.617476e-03 -2.165342e-03 -2.178640e-03 #> [736] -2.491144e-03 -2.677317e-03 -2.830245e-03 -2.597529e-03 -2.796999e-03 #> [741] -2.816947e-03 -2.597529e-03 -2.411356e-03 -2.637423e-03 -2.604178e-03 #> [746] -2.504442e-03 -2.717211e-03 -2.677317e-03 -2.604178e-03 -2.338217e-03 #> [751] -1.959222e-03 -1.826242e-03 -2.092203e-03 -2.132097e-03 -1.886083e-03 #> [756] -1.872785e-03 -1.925977e-03 -2.251779e-03 -2.324919e-03 -2.411356e-03 #> [761] -2.644072e-03 -2.371462e-03 -2.245130e-03 -2.218534e-03 -2.617476e-03 #> [766] -2.577582e-03 -2.471197e-03 -2.205236e-03 -2.112150e-03 -2.065607e-03 #> [771] -2.092203e-03 -2.112150e-03 -2.065607e-03 -2.118799e-03 -2.218534e-03 #> [776] -2.152044e-03 -1.939275e-03 -1.753102e-03 -1.759751e-03 -1.746453e-03 #> [781] -1.354161e-03 -1.660016e-03 -1.666665e-03 -1.799645e-03 -1.839540e-03 #> [786] -1.693261e-03 -1.586877e-03 -1.327565e-03 -1.320916e-03 -1.221180e-03 #> [791] -1.427300e-03 -1.473843e-03 -1.327565e-03 -1.320916e-03 -1.141392e-03 #> [796] -1.167988e-03 -1.161339e-03 -1.161339e-03 -9.419210e-04 -8.621327e-04 #> [801] -6.427148e-04 -6.693109e-04 -6.427148e-04 -8.288875e-04 -8.488346e-04 #> [806] -7.358012e-04 -1.035007e-03 -1.320916e-03 -1.453896e-03 -1.546982e-03 #> [811] -1.646718e-03 -1.460545e-03 -1.560280e-03 -1.819593e-03 -1.879434e-03 #> [816] -1.872785e-03 -1.812943e-03 -1.686612e-03 -1.540333e-03 -1.520386e-03 #> [821] -1.453896e-03 -1.001762e-03 -9.552190e-04 -1.094849e-03 -9.818151e-04 #> [826] -9.086758e-04 -7.623973e-04 -6.427148e-04 -5.097342e-04 -5.496284e-04 #> [831] -8.820797e-04 -1.048305e-03 -1.194584e-03 -1.267723e-03 -1.174637e-03 #> [836] -1.201233e-03 -1.327565e-03 -1.181286e-03 -9.618681e-04 -7.756953e-04 #> [841] -9.751661e-04 -1.081551e-03 -1.114796e-03 -1.307617e-03 -1.187935e-03 #> [846] -1.161339e-03 -1.074902e-03 -7.358012e-04 -9.685171e-04 -8.155895e-04 #> [851] -6.427148e-04 -5.828735e-04 -5.030852e-04 -4.166479e-04 -4.831381e-04 #> [856] -5.030852e-04 -5.163833e-04 -4.365949e-04 -3.302105e-04 -3.834027e-04 #> [861] -1.373887e-04 6.208206e-05 -9.084556e-05 -5.760042e-05 -1.041436e-04 #> [866] -6.424945e-05 -4.033498e-04 -4.365949e-04 -4.498930e-04 -5.895226e-04 #> [871] -6.693109e-04 -7.490992e-04 -8.155895e-04 -7.956424e-04 -8.288875e-04 #> [876] -9.020268e-04 -1.035007e-03 -9.286229e-04 -7.956424e-04 -6.094696e-04 #> [881] -6.892580e-04 -7.557482e-04 -6.360657e-04 -5.629265e-04 -4.498930e-04 #> [886] -5.695755e-04 -4.897872e-04 -3.302105e-04 -2.105280e-04 -2.371241e-04 #> [891] -1.506868e-04 -2.171771e-04 -4.432440e-04 -4.498930e-04 -4.232969e-04 #> [896] -2.304751e-04 -1.307397e-04 -1.041436e-04 1.352214e-04 -1.772829e-04 #> [901] -3.235615e-04 -2.836673e-04 -2.437732e-04 -5.163833e-04 -3.235615e-04 #> [906] -3.435086e-04 -2.637203e-04 -1.174417e-04 1.086252e-04 3.080960e-04 #> [911] 1.219233e-04 3.548595e-05 2.814999e-04 2.083606e-04 3.612883e-04 #> [916] 2.682019e-04 3.014470e-04 6.006532e-04 4.942688e-04 -1.041436e-04 #> [921] -3.765334e-05 2.416058e-04 5.543303e-05 4.878401e-05 1.019762e-04 #> [926] 1.817645e-04 2.881490e-04 3.479902e-04 -3.100432e-05 -8.419653e-05 #> [931] -3.765334e-05 2.218790e-05 2.216587e-04 2.549038e-04 3.213941e-04 #> [936] 1.618175e-04 2.814999e-04 4.078315e-04 3.147451e-04 2.549038e-04 #> [941] 4.344276e-04 5.740571e-04 6.471964e-04 4.676727e-04 6.272493e-04 #> [946] 4.144805e-04 2.814999e-04 3.014470e-04 4.344276e-04 3.479902e-04 #> [951] 4.610237e-04 1.285723e-04 -3.765334e-05 -5.760042e-05 -3.100432e-05 #> [956] 5.543303e-05 2.017116e-04 2.814999e-04 3.014470e-04 3.945334e-04 #> [961] 2.349568e-04 1.618175e-04 3.280431e-04 2.216587e-04 2.482548e-04 #> [966] 1.086252e-04 3.548595e-05 1.684665e-04 2.615529e-04 2.482548e-04 #> [971] 3.080960e-04 5.408120e-04 5.075669e-04 6.006532e-04 5.873552e-04 #> [976] 6.272493e-04 4.543746e-04 3.413412e-04 4.410766e-04 4.078315e-04 #> [981] 5.142159e-04 5.541100e-04 3.213941e-04 1.026191e-03 1.484974e-03 #> [986] 8.799124e-04 8.333692e-04 1.139224e-03 7.735279e-04 6.272493e-04 #> [991] 6.471964e-04 6.405474e-04 7.402828e-04 8.200711e-04 7.070377e-04 #> [996] 8.001240e-04 4.543746e-04 5.701408e-04 5.693230e-04 4.558574e-04 #> [1001] 5.916238e-04 7.947383e-04 9.991028e-04 9.957650e-04 1.324879e-03 #> [1006] 1.234771e-03 1.058392e-03 9.712966e-04 7.483813e-04 6.272493e-04 #> [1011] 6.671435e-04 6.471964e-04 7.336338e-04 8.998594e-04 8.134221e-04 #> [1016] 1.066085e-03 1.411834e-03 1.737637e-03 1.584709e-03 1.697743e-03 #> [1021] 1.850670e-03 1.844021e-03 1.711041e-03 1.571411e-03 1.764233e-03 #> [1026] 2.043492e-03 2.003598e-03 2.129929e-03 2.050141e-03 1.996949e-03 #> [1031] 1.930459e-03 2.043492e-03 #> #> $residuals #> [1] -1.106232e-02 3.617293e-02 -1.319964e-03 4.523914e-03 5.245894e-02 #> [6] -2.939202e-02 7.256124e-02 2.446436e-02 4.337048e-02 -5.635967e-02 #> [11] 5.946780e-02 1.045238e-02 -1.617011e-02 -2.106128e-02 9.189176e-02 #> [16] 2.548305e-02 3.449476e-03 -4.423619e-02 1.179727e-03 5.853946e-02 #> [21] 1.195596e-02 4.752044e-03 1.056874e-01 -3.260299e-03 4.333946e-02 #> [26] -1.315554e-02 -7.852788e-03 9.653226e-03 -5.197149e-02 9.480776e-02 #> [31] 3.877879e-02 8.181815e-02 -6.214595e-02 -2.133514e-01 -1.430003e-01 #> [36] 1.834080e-02 4.880301e-02 1.661131e-02 6.137757e-02 -2.261857e-02 #> [41] -1.948565e-02 -1.767575e-01 3.031689e-02 3.608436e-03 -1.389218e-01 #> [46] -9.513020e-02 -2.810303e-02 -8.167427e-02 5.083380e-02 9.823585e-02 #> [51] -7.919815e-02 -1.043550e-01 -1.549508e-01 1.300773e-01 -8.461380e-02 #> [56] 1.186152e-03 -3.451365e-01 6.714019e-02 -1.147339e-01 -1.562516e-01 #> [61] -2.700767e-02 4.403688e-02 -1.350573e-01 -2.401410e-01 -2.720773e-01 #> [66] -1.722025e-03 3.258759e-01 3.326631e-01 -3.566928e-02 -1.607626e-01 #> [71] -5.950024e-02 5.304979e-02 8.052460e-03 -2.040498e-01 3.326322e-02 #> [76] 3.410280e-01 1.553463e-01 1.235976e-01 -9.463364e-02 1.112806e-01 #> [81] -1.318058e-01 -1.005922e-01 9.741203e-02 2.154860e-02 1.023782e-01 #> [86] -4.018861e-02 -1.079578e-03 -3.252044e-02 -8.857497e-02 1.713087e-02 #> [91] -1.341839e-01 5.093058e-02 -6.855849e-03 -3.950606e-02 7.677006e-02 #> [96] -6.458723e-03 -4.978892e-02 -4.346879e-02 -3.931490e-02 8.530497e-02 #> [101] 3.030409e-02 6.143277e-02 7.407233e-02 1.968255e-02 1.961453e-02 #> [106] 6.323917e-02 4.439968e-02 3.272749e-02 6.272505e-02 1.658791e-02 #> [111] 1.826411e-02 -8.753614e-02 4.505046e-02 2.562286e-02 6.435470e-02 #> [116] 7.436528e-03 -1.733696e-03 6.713439e-02 3.963643e-03 -1.050300e-02 #> [121] 2.947042e-02 1.193204e-02 -9.780173e-03 -9.063436e-02 -1.233712e-02 #> [126] -6.234997e-02 8.762050e-02 -5.911130e-02 -1.571820e-01 -1.154895e-01 #> [131] -9.505877e-02 -5.315707e-02 6.166783e-03 5.741828e-02 -3.001317e-01 #> [136] 1.267678e-01 -4.760456e-02 2.199805e-01 6.592527e-02 -3.274820e-02 #> [141] 1.032285e-02 6.875630e-02 -3.285106e-02 3.764594e-02 -7.992954e-02 #> [146] 3.177836e-02 -1.510998e-01 -1.360277e-02 6.028175e-02 -7.081355e-02 #> [151] 9.865028e-02 -7.663506e-02 1.610549e-01 -2.381630e-02 -4.790214e-02 #> [156] 2.108422e-02 -4.351648e-02 6.377127e-03 6.852574e-03 -1.133190e-02 #> [161] -2.698232e-01 7.284496e-02 2.592599e-02 2.824753e-02 7.654668e-03 #> [166] 3.396268e-02 -3.615715e-02 -4.186648e-03 -5.364678e-02 -1.135324e-02 #> [171] 2.375059e-03 -7.083608e-02 6.577088e-03 5.028322e-02 4.836352e-02 #> [176] -8.253247e-03 -1.419901e-02 -7.322474e-02 -3.187046e-02 -4.664291e-02 #> [181] 1.375655e-02 -2.516403e-02 -7.283790e-02 -4.567903e-02 6.176415e-02 #> [186] 1.631066e-02 2.857341e-02 8.190914e-03 2.506992e-02 5.830483e-02 #> [191] -1.038982e-02 4.864980e-02 6.273978e-02 4.972191e-02 5.037471e-02 #> [196] -3.314123e-03 4.427166e-02 1.478653e-02 -6.095394e-02 8.998070e-03 #> [201] 2.027174e-02 -1.842884e-02 -7.570730e-02 6.087837e-02 1.135089e-02 #> [206] -4.448009e-04 1.395869e-02 -1.922979e-02 4.064980e-02 4.580211e-02 #> [211] -2.661074e-02 7.458017e-03 -7.534994e-03 -4.143509e-03 1.032152e-02 #> [216] 3.686552e-02 5.260562e-03 6.013715e-02 -4.992536e-02 7.967830e-02 #> [221] 1.290053e-02 -5.395716e-03 -2.856656e-02 5.055323e-02 3.801645e-02 #> [226] 2.257911e-02 3.682115e-02 3.006753e-03 6.151930e-02 -7.480169e-02 #> [231] 3.940243e-02 2.820035e-02 2.212093e-02 -4.331021e-02 -3.495547e-02 #> [236] -7.803285e-02 -1.152732e-01 -1.194084e-02 -9.695311e-03 3.915062e-02 #> [241] 1.466868e-02 -1.543589e-02 -2.221697e-02 -4.746773e-02 -8.066739e-03 #> [246] 4.550491e-02 3.172916e-02 -3.067487e-02 -1.740760e-02 1.291748e-02 #> [251] -2.526010e-02 2.287740e-02 -4.584878e-02 -4.845541e-02 7.086337e-02 #> [256] 2.292162e-02 7.323109e-02 1.382428e-04 -6.111340e-02 7.963848e-03 #> [261] -3.482705e-02 6.012381e-02 -1.110432e-01 2.776184e-02 -4.919421e-03 #> [266] -3.977713e-02 2.577830e-02 -2.653355e-02 -3.753123e-02 -5.923184e-03 #> [271] 5.311080e-02 1.395088e-02 1.937450e-02 2.166304e-02 1.286236e-02 #> [276] 4.203735e-02 1.178434e-02 1.175212e-02 4.412090e-04 3.716150e-02 #> [281] 3.809892e-02 -6.349995e-02 9.116281e-03 3.919992e-02 4.998793e-02 #> [286] -2.749310e-03 1.438664e-02 4.609975e-02 5.524625e-02 6.594144e-03 #> [291] -2.545583e-02 4.017624e-02 -3.821332e-02 -3.399038e-02 6.084519e-02 #> [296] 4.117560e-02 -5.050003e-03 -2.128620e-02 3.529518e-03 3.322010e-02 #> [301] 9.759485e-03 -3.329103e-02 4.376364e-02 -5.008128e-02 2.532357e-02 #> [306] 3.884090e-02 1.105431e-02 -1.366243e-02 -2.619955e-02 -7.462726e-03 #> [311] 5.171100e-02 2.957048e-02 -1.431189e-02 -1.554596e-02 -3.047265e-02 #> [316] -3.355301e-02 -6.354038e-04 -2.227979e-02 1.801784e-02 -5.929728e-02 #> [321] -5.699759e-03 4.198316e-02 1.600460e-02 -5.786594e-03 4.439358e-02 #> [326] 5.584847e-03 2.291984e-02 4.001513e-02 3.469406e-02 -4.514562e-03 #> [331] 5.011756e-02 -3.326680e-02 7.209493e-02 -2.526844e-02 8.424605e-02 #> [336] 4.571232e-02 1.056476e-02 6.120342e-03 -9.477995e-03 3.171809e-02 #> [341] -1.183978e-03 7.066422e-02 4.861907e-02 -8.186416e-03 3.441595e-03 #> [346] -3.888437e-02 7.606473e-02 -8.412981e-03 -4.403968e-02 3.229781e-02 #> [351] 5.978137e-02 -8.696261e-03 -6.848654e-02 2.978704e-02 4.186303e-02 #> [356] -4.138005e-02 -5.322424e-02 -1.812864e-03 -1.034954e-02 2.716633e-02 #> [361] -4.964793e-02 -3.384264e-02 1.491965e-02 3.680128e-02 2.943995e-02 #> [366] -9.213667e-03 1.091402e-03 -5.856685e-02 -6.822339e-02 -4.812494e-02 #> [371] 1.455208e-02 -4.693841e-02 3.627759e-02 -2.209896e-02 2.526963e-02 #> [376] 2.575191e-02 1.401031e-02 2.075920e-02 3.636019e-02 1.105199e-02 #> [381] 4.238887e-02 1.963765e-02 2.023149e-02 4.447871e-02 -1.564747e-03 #> [386] -1.064878e-03 -4.596091e-03 3.146918e-02 1.533481e-02 -8.653066e-03 #> [391] 2.566212e-02 -1.920750e-02 -5.221940e-02 3.715446e-03 9.440619e-03 #> [396] 2.036564e-02 -8.157997e-02 4.688741e-03 -2.131253e-02 -2.452848e-02 #> [401] 2.478669e-02 1.364370e-02 -3.075967e-02 2.345710e-02 -6.795501e-02 #> [406] -8.882539e-03 3.738709e-02 4.007937e-02 5.470821e-02 2.489824e-02 #> [411] 2.128485e-02 -2.994884e-03 1.568378e-02 -3.450558e-02 2.574666e-02 #> [416] 1.708803e-02 -2.632379e-02 2.048493e-02 3.669611e-02 -2.856962e-03 #> [421] -4.571757e-02 1.268561e-02 -1.155051e-02 -7.157522e-02 -9.115109e-02 #> [426] -9.195954e-02 5.543293e-02 1.354612e-02 -5.792921e-02 4.104934e-04 #> [431] 9.494360e-02 7.491571e-03 4.117671e-02 -3.246258e-02 2.795656e-02 #> [436] 3.996441e-02 1.156160e-02 -2.671991e-02 -9.805543e-03 4.394487e-02 #> [441] -1.870699e-02 2.594525e-02 -1.280909e-02 1.735429e-02 1.866571e-02 #> [446] 8.541598e-03 8.766583e-03 -2.154031e-03 8.399768e-03 9.632046e-03 #> [451] 1.042310e-02 -1.996946e-02 2.164575e-02 3.684066e-04 -6.775088e-03 #> [456] -3.208941e-03 2.561665e-02 -4.825549e-03 -2.093912e-02 2.632833e-02 #> [461] -1.179111e-02 -5.663882e-02 5.832486e-03 1.861089e-02 2.427186e-02 #> [466] 1.982196e-02 -1.250247e-02 1.625029e-03 -3.162974e-03 -2.181155e-02 #> [471] -3.220699e-02 1.295646e-02 -5.932642e-02 -2.339908e-02 -2.097503e-02 #> [476] -8.333412e-02 -1.527099e-02 3.772733e-02 1.616691e-03 -9.106525e-03 #> [481] 6.693395e-02 -1.661413e-03 3.141192e-02 3.373794e-02 -5.616480e-02 #> [486] 1.114361e-02 3.763224e-02 -1.519229e-02 2.492096e-02 -3.627122e-02 #> [491] -1.928568e-03 1.835446e-02 -5.141375e-02 -3.606303e-02 9.111862e-04 #> [496] 7.196668e-02 7.204627e-03 5.981295e-04 -2.683728e-02 7.103569e-03 #> [501] 2.962081e-02 -4.351686e-04 4.315542e-02 -5.065129e-02 -1.675435e-02 #> [506] -5.244427e-02 2.507518e-02 1.343341e-02 -5.489752e-03 -6.488921e-02 #> [511] -6.983159e-02 3.482548e-02 -3.404364e-02 3.624339e-02 -3.926040e-02 #> [516] -2.678775e-02 -8.852002e-02 4.768730e-02 -6.993967e-03 -1.023421e-01 #> [521] -6.520444e-02 -5.921892e-02 6.376952e-02 3.958552e-02 2.519997e-02 #> [526] -1.783921e-02 4.445395e-02 4.867124e-02 3.399423e-02 5.404672e-03 #> [531] 3.122734e-02 2.922787e-02 -4.515387e-02 -5.059508e-03 -4.957279e-02 #> [536] 3.276144e-02 -1.330351e-02 -4.908145e-02 -5.106810e-03 7.648270e-02 #> [541] 1.134101e-02 2.278948e-02 4.275026e-04 -1.767067e-03 1.458187e-02 #> [546] -2.766319e-02 -4.177800e-03 3.109890e-02 -1.087108e-02 2.772289e-03 #> [551] 4.085987e-02 5.231101e-03 -2.532770e-02 -4.254714e-02 -9.375348e-03 #> [556] -4.959007e-02 -2.288391e-02 -1.400366e-02 2.892845e-02 -4.185226e-02 #> [561] 3.079309e-02 -1.009883e-02 -1.230330e-01 7.841264e-03 -1.771556e-02 #> [566] -7.744298e-03 -3.120233e-02 -4.798174e-02 -3.695686e-02 -2.254851e-02 #> [571] -8.916212e-02 -9.475099e-02 -1.349634e-01 1.460602e-01 -5.587653e-02 #> [576] -2.746513e-02 1.074589e-01 5.717104e-02 1.619630e-02 4.095520e-02 #> [581] 4.272611e-02 3.819292e-02 -7.498287e-02 -2.357072e-02 -4.072250e-02 #> [586] 5.503389e-02 2.193592e-02 -1.772521e-02 1.060853e-01 -1.269070e-02 #> [591] 2.519226e-02 -1.674892e-02 -1.509213e-02 3.595463e-02 -1.456097e-02 #> [596] -5.599143e-03 1.690565e-02 -2.765001e-02 -8.154037e-03 4.520809e-02 #> [601] -5.795412e-02 -2.272478e-02 -1.951239e-02 -6.252631e-03 -2.202888e-02 #> [606] 3.943104e-02 -2.293535e-02 -1.979609e-02 -8.577010e-03 -5.084140e-02 #> [611] 2.796497e-02 -2.550087e-03 -7.046656e-02 -2.452083e-02 1.847332e-02 #> [616] 7.732368e-02 5.769185e-03 -2.457990e-02 4.736838e-02 2.476725e-02 #> [621] -1.365438e-02 -1.028409e-01 1.749318e-02 6.946808e-03 3.204280e-02 #> [626] -3.913829e-02 4.587637e-02 -5.897730e-03 -2.688352e-02 2.935937e-02 #> [631] 2.088051e-03 5.010670e-02 -8.656833e-03 -7.835834e-02 4.040328e-02 #> [636] 6.905201e-03 4.804712e-02 -8.136187e-03 -1.135809e-01 2.897055e-02 #> [641] 4.208538e-02 2.085887e-02 5.858906e-02 5.610674e-03 1.935182e-02 #> [646] 8.808987e-03 9.462666e-02 -4.251190e-02 -5.739260e-02 8.456535e-03 #> [651] 2.565088e-02 -3.139233e-02 -4.170001e-03 -2.157062e-02 -1.101667e-02 #> [656] -6.861461e-02 -6.321875e-02 4.028024e-02 3.267540e-02 -3.652979e-02 #> [661] -2.381800e-02 -6.073104e-02 -1.687750e-02 3.122049e-02 -3.971433e-02 #> [666] -2.510049e-02 -2.955588e-02 1.112910e-01 3.371412e-03 1.009212e-01 #> [671] 3.752696e-02 9.272060e-03 2.716982e-02 1.807873e-02 2.696733e-02 #> [676] 6.505547e-02 -1.373394e-02 2.869443e-02 -3.979482e-02 7.966364e-03 #> [681] 6.144449e-03 -2.117423e-02 1.609050e-02 -1.342029e-02 -1.161922e-02 #> [686] -4.237056e-02 9.492086e-03 -1.013156e-03 -6.230022e-02 1.550144e-02 #> [691] -2.111668e-02 9.855275e-02 -8.507364e-03 -5.267998e-03 -1.837481e-02 #> [696] 1.765777e-02 6.694151e-02 6.913736e-03 -7.666026e-03 -1.113376e-02 #> [701] 5.377303e-02 8.584134e-03 -1.028723e-02 -1.332308e-02 -4.084496e-02 #> [706] 3.718703e-02 6.225937e-02 3.953892e-02 -3.048270e-03 6.603318e-02 #> [711] 4.585435e-02 -2.199191e-02 4.581150e-02 7.947343e-03 -6.737226e-02 #> [716] 6.411021e-02 -9.463785e-02 4.796353e-02 1.740295e-02 -3.536787e-02 #> [721] 1.192417e-01 3.338655e-02 1.822040e-02 -1.664816e-02 1.908647e-03 #> [726] 4.186858e-02 4.155748e-02 3.146239e-02 -2.918195e-02 -2.500086e-01 #> [731] -9.255944e-02 6.457668e-02 3.494484e-02 3.898838e-02 -3.856056e-02 #> [736] 3.512641e-03 1.043639e-03 3.950068e-02 -1.194017e-02 -4.052396e-02 #> [741] 3.410092e-02 1.841727e-02 -2.285483e-02 9.873728e-03 6.100952e-02 #> [746] -3.441403e-02 1.370981e-02 4.106791e-02 3.092378e-02 -1.498986e-02 #> [751] 7.671599e-02 1.023870e-02 -1.318243e-02 -3.292305e-02 1.111088e-02 #> [756] 1.318820e-02 -7.917186e-02 4.496719e-03 1.743547e-02 -3.366046e-02 #> [761] 8.445016e-02 -1.553558e-02 -1.334067e-02 -1.040035e-01 -5.847061e-02 #> [766] -1.184134e-02 5.437564e-02 1.924082e-02 3.582820e-02 6.131502e-02 #> [771] 1.651574e-02 -5.236171e-03 3.470154e-02 -5.353955e-02 3.836287e-02 #> [776] 1.641620e-02 -2.419816e-02 6.079941e-03 -4.813574e-02 1.012898e-01 #> [781] -2.525102e-02 6.580461e-03 -2.589110e-02 2.195006e-02 -1.143151e-03 #> [786] -2.117211e-02 3.394946e-02 -2.687516e-02 5.291322e-03 -1.117189e-03 #> [791] 2.758149e-02 7.459344e-03 1.202599e-03 7.558535e-03 1.498223e-02 #> [796] -3.081277e-02 1.999184e-02 -2.543124e-03 -1.091757e-02 3.037863e-02 #> [801] -1.418252e-02 1.320205e-02 -1.526430e-02 6.111790e-03 2.648364e-02 #> [806] -3.398197e-02 -5.079900e-02 6.443211e-03 9.868518e-03 -3.167166e-02 #> [811] 2.569210e-02 3.366717e-02 -3.109816e-02 1.564313e-02 -4.385920e-02 #> [816] 7.617576e-03 1.812404e-02 3.071685e-02 2.095467e-02 2.102716e-02 #> [821] 3.109281e-02 1.545493e-02 2.456558e-02 -4.623582e-03 3.303090e-02 #> [826] -1.163045e-02 3.475848e-02 8.974323e-03 2.580183e-02 1.727244e-03 #> [831] 1.703673e-03 7.242289e-03 1.732054e-02 -3.488221e-03 -5.321767e-02 #> [836] 1.390895e-02 4.694855e-02 1.869297e-02 6.578455e-02 -2.812200e-02 #> [841] 5.307818e-02 -8.008824e-05 -5.029771e-02 5.085996e-02 5.178605e-02 #> [846] 3.541914e-02 6.959438e-02 -6.470315e-02 4.447778e-02 -4.115015e-02 #> [851] 3.708896e-02 8.609497e-03 3.434105e-03 6.100962e-02 4.161134e-02 #> [856] 2.831250e-03 -2.613302e-02 3.173072e-02 -1.867249e-02 -1.629043e-01 #> [861] 5.262218e-02 6.846658e-02 5.240472e-02 4.964887e-02 3.366105e-02 #> [866] -4.070278e-02 3.024784e-02 2.891342e-02 -3.125403e-02 4.514698e-02 #> [871] -3.851867e-02 -1.273772e-02 -3.629162e-02 5.446144e-02 1.269441e-02 #> [876] 5.268406e-02 -5.886845e-02 -2.582015e-02 8.541879e-02 -4.091640e-02 #> [881] -3.138413e-02 1.712269e-02 -2.086579e-02 5.266299e-02 -6.265376e-02 #> [886] -1.334472e-02 -9.084156e-02 -3.851103e-03 2.245570e-02 -1.042741e-01 #> [891] -7.421326e-02 6.673015e-02 -4.690234e-04 -3.198311e-02 -1.655545e-02 #> [896] -7.292745e-02 -9.121095e-02 1.257492e-02 6.920375e-02 2.928616e-03 #> [901] -2.020916e-02 -2.546448e-02 3.098664e-02 -6.863718e-02 -1.364017e-02 #> [906] -7.981701e-02 -8.270683e-02 1.035894e-03 -1.215907e-01 7.852520e-02 #> [911] 5.120917e-02 -6.639655e-02 -3.291212e-02 -2.124714e-02 4.218581e-03 #> [916] 7.361600e-02 4.593806e-02 6.541807e-03 1.181164e-02 1.406104e-02 #> [921] -1.624960e-02 4.834596e-02 3.694743e-03 4.501859e-02 1.334576e-02 #> [926] 8.684593e-03 -2.088849e-02 -2.153856e-02 8.164992e-03 1.383622e-02 #> [931] -3.920743e-02 -2.030976e-03 4.603842e-03 8.532211e-03 3.327409e-02 #> [936] 2.659132e-02 -3.091806e-02 1.388197e-02 -2.452035e-02 -2.634386e-02 #> [941] 2.404360e-02 -5.923240e-03 2.887254e-02 -1.704945e-02 -2.214935e-04 #> [946] -2.363547e-02 2.957812e-02 -8.290406e-03 1.771117e-02 -6.152874e-03 #> [951] 3.979656e-03 3.404192e-03 -3.721588e-02 -7.012070e-03 -3.118902e-03 #> [956] 1.500974e-02 1.711493e-02 2.301394e-02 9.124134e-03 4.461614e-03 #> [961] 6.264063e-03 -2.846114e-02 1.625277e-03 3.402015e-02 2.487937e-02 #> [966] -2.550711e-02 -4.025946e-02 6.126934e-03 2.834323e-02 9.027484e-03 #> [971] -5.034417e-02 -1.407961e-02 -7.083999e-02 -3.950338e-02 -1.045910e-02 #> [976] 4.110606e-02 6.672767e-03 -9.293325e-02 -1.402656e-02 8.378193e-03 #> [981] -9.598909e-02 -1.888926e-01 -8.193460e-02 6.038278e-03 -9.243886e-02 #> [986] -1.150398e-01 7.822052e-02 8.403587e-02 4.759178e-02 -3.006136e-03 #> [991] 6.634066e-02 2.867427e-02 3.032862e-02 -2.404866e-02 5.304512e-02 #> [996] 1.326244e-02 -4.160260e-02 2.465133e-02 5.386323e-02 1.051685e-02 #> [1001] -8.892806e-02 -6.063962e-02 6.228012e-02 -5.232842e-02 8.036997e-02 #> [1006] 3.193628e-02 -5.922561e-03 5.911278e-02 1.751275e-02 2.653771e-02 #> [1011] -4.840513e-03 2.358457e-02 -1.686195e-02 -2.231743e-02 -2.557481e-02 #> [1016] -6.165341e-02 -7.895598e-02 9.703264e-02 -9.032941e-03 2.975927e-03 #> [1021] 3.765415e-02 3.585724e-02 2.585058e-02 -1.239119e-02 -6.818376e-02 #> [1026] 3.380905e-02 7.481394e-03 1.557511e-02 1.793537e-02 -2.479967e-02 #> [1031] -1.538050e-03 1.339298e-03 #> #> $Wald_Joint #> [1] 1.063572 #> #> $Wald_Ind #> x1 #> 1.063572 #> #> $rank #> [1] 1 #> #> $rank_ols #> [1] 1 #> #> $horizon #> [1] 1 #> #> $df.residuals #> [1] 1031 #> #> $df #> [1] 1 #> #> $assign #> NULL #> #> $cnames #> [1] "x1" #> #> $AR #> Rn Rz #> x1 0.999064 0.9986291 #> #> $delta #> [,1] #> [1,] -0.1081335 #> #> $vcov #> [,1] #> [1,] 0.004156707 #> #> $coefficients_ols #> Intercept x1 #> 0.007972991 -0.062168349 #> #> $tstat_ols #> [,1] #> [1,] 2.174468 #> [2,] -1.011271 #> #> $residuals_ols #> [1] -0.0109878335 0.0362487054 -0.0012424562 0.0046083367 0.0525424965 #> [6] -0.0293058632 0.0726443648 0.0245479172 0.0434557629 -0.0562748153 #> [11] 0.0595548154 0.0105415560 -0.0160792075 -0.0209725343 0.0919818050 #> [16] 0.0255735256 0.0035390855 -0.0441500364 0.0012663110 0.0586182670 #> [21] 0.0120360661 0.0048299839 0.1057696444 -0.0031789016 0.0434199934 #> [26] -0.0130789006 -0.0077821954 0.0097177687 -0.0518987317 0.0948740285 #> [31] 0.0388476495 0.0818861449 -0.0620805421 -0.2132859978 -0.1429227666 #> [36] 0.0184252204 0.0488835461 0.0166888169 0.0614585317 -0.0225358739 #> [41] -0.0194042502 -0.1766722006 0.0304026097 0.0036945876 -0.1388361189 #> [46] -0.0950427510 -0.0280155773 -0.0815859559 0.0509186539 0.0983150848 #> [51] -0.0791167563 -0.1042710291 -0.1548646184 0.1301677586 -0.0845241913 #> [56] 0.0012731681 -0.3450498782 0.0672151069 -0.1146728159 -0.1561905246 #> [61] -0.0269560891 0.0440957990 -0.1349884351 -0.2400734487 -0.2719950493 #> [66] -0.0016453811 0.3259534418 0.3327523203 -0.0355805313 -0.1606729619 #> [71] -0.0594119259 0.0531381014 0.0081437977 -0.2039554680 0.0333502411 #> [76] 0.3411167887 0.1554333432 0.1236919176 -0.0945384155 0.1113744843 #> [81] -0.1317113977 -0.1004978267 0.0975033698 0.0216347508 0.1024604359 #> [86] -0.0400998646 -0.0009891041 -0.0324256428 -0.0884771449 0.0172321493 #> [91] -0.1340812814 0.0510335850 -0.0067575954 -0.0394125601 0.0768678777 #> [96] -0.0063604693 -0.0496880725 -0.0433627606 -0.0392062713 0.0854140318 #> [101] 0.0304153065 0.0615409631 0.0741831135 0.0197941993 0.0197205580 #> [106] 0.0633447695 0.0445065751 0.0328339578 0.0628332437 0.0166922157 #> [111] 0.0183701412 -0.0874275105 0.0451595180 0.0257323475 0.0644641916 #> [116] 0.0075468822 -0.0016203162 0.0672460371 0.0040748624 -0.0103865984 #> [121] 0.0295876945 0.0120480129 -0.0096620386 -0.0905300517 -0.0122323868 #> [126] -0.0622443662 0.0877248082 -0.0590035423 -0.1570781241 -0.1153847715 #> [131] -0.0949536026 -0.0530497454 0.0062762729 0.0575286342 -0.3000200343 #> [136] 0.1268772599 -0.0474890150 0.2200969356 0.0660408088 -0.0326317911 #> [141] 0.0104383882 0.0688718364 -0.0327333555 0.0377623437 -0.0798109700 #> [146] 0.0318982188 -0.1509782309 -0.0134777174 0.0604102545 -0.0706798538 #> [151] 0.0987822448 -0.0764996347 0.1611824979 -0.0237089737 -0.0477814164 #> [156] 0.0212096969 -0.0433866797 0.0065056336 0.0069815130 -0.0111973474 #> [161] -0.2696907661 0.0729661206 0.0260553650 0.0283781958 0.0077857681 #> [166] 0.0340972365 -0.0360221559 -0.0040451751 -0.0535031505 -0.0112178175 #> [171] 0.0025104806 -0.0706976348 0.0067198571 0.0504264252 0.0485084547 #> [176] -0.0081083174 -0.0140536450 -0.0730806791 -0.0317216428 -0.0464958239 #> [181] 0.0138958624 -0.0250433055 -0.0727171728 -0.0455570015 0.0618853122 #> [186] 0.0164331143 0.0286954349 0.0083129380 0.0251919443 0.0584268532 #> [191] -0.0102678002 0.0487705309 0.0628609416 0.0498435031 0.0504958655 #> [196] -0.0031933956 0.0443928188 0.0149085543 -0.0608319207 0.0091196617 #> [201] 0.0203933278 -0.0183076813 -0.0755865761 0.0609986630 0.0114711890 #> [206] -0.0003245059 0.0140794194 -0.0191090587 0.0407700945 0.0459228378 #> [211] -0.0264904412 0.0075787441 -0.0074142668 -0.0040227822 0.0104422436 #> [216] 0.0369862432 0.0053817211 0.0602609016 -0.0497998749 0.0798037854 #> [221] 0.0130294732 -0.0052659133 -0.0284328680 0.0506838995 0.0381475475 #> [226] 0.0227110745 0.0369552755 0.0031434710 0.0616607754 -0.0746602168 #> [231] 0.0395443383 0.0283422532 0.0222589484 -0.0431730610 -0.0348170248 #> [236] -0.0778957022 -0.1151395387 -0.0118080076 -0.0095611854 0.0392830171 #> [241] 0.0148045306 -0.0153008999 -0.0220819794 -0.0473323111 -0.0079330463 #> [246] 0.0456390379 0.0318632811 -0.0305398795 -0.0172708813 0.0130529043 #> [251] -0.0251264052 0.0230059097 -0.0457263262 -0.0483329550 0.0709866913 #> [256] 0.0230449421 0.0733552772 0.0002658851 -0.0609887845 0.0080871685 #> [261] -0.0347041575 0.0602466962 -0.1109207314 0.0278860252 -0.0047943719 #> [266] -0.0396503531 0.0259059411 -0.0264041784 -0.0374018634 -0.0057938131 #> [271] 0.0532444885 0.0140850060 0.0195112190 0.0217988962 0.0129982154 #> [276] 0.0421732028 0.0119214895 0.0118866761 0.0005761986 0.0372960600 #> [281] 0.0382339092 -0.0633645290 0.0092504058 0.0393349109 0.0501229193 #> [286] -0.0026169138 0.0145168729 0.0462304182 0.0553769226 0.0067261080 #> [291] -0.0253268942 0.0402995593 -0.0380930241 -0.0338726778 0.0609607306 #> [296] 0.0412941621 -0.0049288437 -0.0211680634 0.0036472197 0.0333334824 #> [301] 0.0098707038 -0.0331793751 0.0438748582 -0.0499674719 0.0254412710 #> [306] 0.0389573045 0.0111698464 -0.0135477519 -0.0260874665 -0.0073549642 #> [311] 0.0518222207 0.0296804013 -0.0142049889 -0.0154390641 -0.0303692105 #> [316] -0.0334525952 -0.0005388794 -0.0221880241 0.0181152302 -0.0591998958 #> [321] -0.0056032343 0.0420878940 0.0161106320 -0.0056827219 0.0445026420 #> [326] 0.0056865580 0.0230267325 0.0401224549 0.0348035453 -0.0044076646 #> [331] 0.0502274822 -0.0331542843 0.0722061459 -0.0251580829 0.0843564011 #> [336] 0.0458213799 0.0106746856 0.0062242142 -0.0093767169 0.0318210999 #> [341] -0.0010818349 0.0707676581 0.0487199156 -0.0080885954 0.0035389838 #> [346] -0.0387856859 0.0761660063 -0.0083129987 -0.0439397008 0.0323990868 #> [351] 0.0598822187 -0.0085997370 -0.0683934693 0.0298852915 0.0419612820 #> [356] -0.0412878437 -0.0531372209 -0.0017254160 -0.0102642507 0.0272498853 #> [361] -0.0495695531 -0.0337569174 0.0150053705 0.0368857059 0.0295183253 #> [366] -0.0091365907 0.0011628589 -0.0584971247 -0.0681545230 -0.0480547817 #> [371] 0.0146200833 -0.0468578731 0.0363654658 -0.0220141037 0.0253566427 #> [376] 0.0258406508 0.0141033802 0.0208514003 0.0364476392 0.0111312302 #> [381] 0.0424560031 0.0197008941 0.0202973246 0.0445471458 -0.0015023661 #> [386] -0.0010137335 -0.0045423537 0.0315224867 0.0153833589 -0.0086058119 #> [391] 0.0257085079 -0.0191602485 -0.0521747422 0.0037575147 0.0094861449 #> [396] 0.0204064107 -0.0815456799 0.0047256234 -0.0212704610 -0.0244786344 #> [401] 0.0248300551 0.0136909502 -0.0307080916 0.0235194812 -0.0678960849 #> [406] -0.0088223182 0.0374455771 0.0401344066 0.0547714538 0.0249511176 #> [411] 0.0213429052 -0.0029389857 0.0157422750 -0.0344496834 0.0257995327 #> [416] 0.0171409054 -0.0262735062 0.0205382324 0.0367507157 -0.0028040888 #> [421] -0.0456694548 0.0127319958 -0.0115019634 -0.0715197520 -0.0910938906 #> [426] -0.0919019105 0.0554870969 0.0135955323 -0.0578750375 0.0004659597 #> [431] 0.0950003650 0.0075479017 0.0412334749 -0.0324071136 0.0280111632 #> [436] 0.0400185796 0.0116140446 -0.0266678964 -0.0097539665 0.0439964466 #> [441] -0.0186558474 0.0259955347 -0.0127609760 0.0174028371 0.0187129691 #> [446] 0.0085871236 0.0088108119 -0.0021098016 0.0084444296 0.0096771400 #> [451] 0.0104694885 -0.0199239392 0.0216904150 0.0004139324 -0.0067295620 #> [456] -0.0031638469 0.0256613136 -0.0047804554 -0.0208948930 0.0263734211 #> [461] -0.0117460188 -0.0565941584 0.0058771475 0.0186551163 0.0243143590 #> [466] 0.0198622947 -0.0124621265 0.0016619112 -0.0031299817 -0.0217815792 #> [471] -0.0321856649 0.0129851288 -0.0593007772 -0.0233760323 -0.0209537032 #> [476] -0.0833149596 -0.0152591799 0.0377473567 0.0016423363 -0.0090864981 #> [481] 0.0669647797 -0.0016275561 0.0314384246 0.0337687731 -0.0561434761 #> [486] 0.0111627721 0.0376405933 -0.0151830725 0.0249262883 -0.0362671879 #> [491] -0.0019383627 0.0183368872 -0.0514265734 -0.0360672044 0.0009044168 #> [496] 0.0719521281 0.0071956966 0.0005891991 -0.0268405925 0.0071076049 #> [501] 0.0296235473 -0.0004371839 0.0431482150 -0.0506684281 -0.0167853195 #> [506] -0.0524834547 0.0250355640 0.0133929324 -0.0055185631 -0.0649361685 #> [511] -0.0698733624 0.0347845721 -0.0340884434 0.0361782754 -0.0393151454 #> [516] -0.0268524290 -0.0885894544 0.0476152741 -0.0070478452 -0.1024003444 #> [521] -0.0652790658 -0.0593125646 0.0636905702 0.0395160819 0.0251275048 #> [526] -0.0179056177 0.0443819195 0.0486234123 0.0339416514 0.0053676487 #> [531] 0.0311829664 0.0291990626 -0.0451939167 -0.0051017176 -0.0496223433 #> [536] 0.0327110206 -0.0133396712 -0.0491124176 -0.0051334597 0.0764525935 #> [541] 0.0113104738 0.0227550464 0.0003948017 -0.0018045221 0.0145435481 #> [546] -0.0276937257 -0.0042126620 0.0310700894 -0.0109007562 0.0027378588 #> [551] 0.0408319209 0.0052092050 -0.0253591080 -0.0426157167 -0.0094452175 #> [556] -0.0496590709 -0.0229533478 -0.0140800124 0.0288490740 -0.0419532452 #> [561] 0.0307059344 -0.0101751845 -0.1231033192 0.0077610220 -0.0178018563 #> [566] -0.0078366415 -0.0312981308 -0.0480926685 -0.0370820542 -0.0226711097 #> [571] -0.0892855826 -0.0948792097 -0.1351054807 0.1459259161 -0.0559926468 #> [576] -0.0275708714 0.1073578674 0.0570544976 0.0160832118 0.0408265570 #> [581] 0.0425853562 0.0380590886 -0.0751067644 -0.0237015255 -0.0408597889 #> [586] 0.0548888211 0.0218094299 -0.0178599090 0.1059648284 -0.0128098392 #> [591] 0.0250731207 -0.0168637416 -0.0152091081 0.0358272760 -0.0146822657 #> [596] -0.0057195789 0.0167916979 -0.0277600772 -0.0082632364 0.0451118538 #> [601] -0.0580382484 -0.0228274999 -0.0196198648 -0.0063588043 -0.0221346200 #> [606] 0.0393278961 -0.0230337467 -0.0199005312 -0.0086754041 -0.0509441120 #> [611] 0.0278549040 -0.0026584218 -0.0705861355 -0.0246460153 0.0183455414 #> [616] 0.0771920078 0.0056344865 -0.0247206508 0.0472220150 0.0246239038 #> [621] -0.0137912363 -0.1029851391 0.0173364376 0.0067952546 0.0318821697 #> [626] -0.0392937363 0.0457114153 -0.0060600884 -0.0270545195 0.0291965775 #> [631] 0.0019364970 0.0499473664 -0.0088213529 -0.0785315001 0.0401838760 #> [636] 0.0066965978 0.0478372223 -0.0083901702 -0.1138660082 0.0286625431 #> [641] 0.0418478154 0.0206381701 0.0583817555 0.0053739783 0.0190866006 #> [646] 0.0085243180 0.0943221137 -0.0428160190 -0.0576833237 0.0081606290 #> [651] 0.0253238565 -0.0317042313 -0.0045182021 -0.0218898626 -0.0113527658 #> [656] -0.0689792371 -0.0636157903 0.0398672066 0.0323047244 -0.0368295821 #> [661] -0.0241670645 -0.0611151093 -0.0172559557 0.0308485180 -0.0400694475 #> [666] -0.0254599281 -0.0299386534 0.1109341574 0.0030569215 0.1006373634 #> [671] 0.0372738384 0.0090133226 0.0269240494 0.0178251836 0.0267366861 #> [676] 0.0648148809 -0.0139606984 0.0284413139 -0.0400509662 0.0076760764 #> [681] 0.0058489754 -0.0214467956 0.0158045301 -0.0137010659 -0.0119090711 #> [686] -0.0426530660 0.0091935875 -0.0013272140 -0.0626276732 0.0151320627 #> [691] -0.0214830346 0.0982214086 -0.0088287695 -0.0055742763 -0.0186542897 #> [696] 0.0173800117 0.0666633238 0.0066541346 -0.0079610673 -0.0114166991 #> [701] 0.0534982990 0.0083526250 -0.0105157160 -0.0135671277 -0.0410790593 #> [706] 0.0369468734 0.0620326129 0.0393294536 -0.0032339670 0.0658466195 #> [711] 0.0457183551 -0.0220954915 0.0457010067 0.0078083224 -0.0674862087 #> [716] 0.0639880480 -0.0947401295 0.0478335882 0.0172833809 -0.0354770719 #> [721] 0.1191282160 0.0332777827 0.0181181160 -0.0167642781 0.0017648726 #> [726] 0.0417157346 0.0414059305 0.0312978710 -0.0293590028 -0.2502098651 #> [731] -0.0927321745 0.0644017900 0.0347746986 0.0388476347 -0.0387021765 #> [736] 0.0033507147 0.0008696114 0.0393167070 -0.0121090146 -0.0407057642 #> [741] 0.0339178134 0.0182484322 -0.0230115726 0.0097022931 0.0608402477 #> [746] -0.0345768198 0.0135331937 0.0408938870 0.0307545092 -0.0151418500 #> [751] 0.0765886425 0.0101199933 -0.0133184278 -0.0330616378 0.0109882855 #> [756] 0.0130664671 -0.0792970543 0.0043503516 0.0172843510 -0.0338172016 #> [761] 0.0842782967 -0.0156897247 -0.0134866017 -0.1041477232 -0.0586407484 #> [766] -0.0120088893 0.0542150142 0.0190974806 0.0356909084 0.0611807508 #> [771] 0.0163797485 -0.0053734619 0.0345672760 -0.0536772756 0.0382186673 #> [776] 0.0162763125 -0.0243242162 0.0059659883 -0.0482501216 0.1011763244 #> [781] -0.0253390414 0.0064725588 -0.0259994380 0.0218330796 -0.0012627229 #> [786] -0.0212821716 0.0338463101 -0.0269614524 0.0052054613 -0.0011965665 #> [791] 0.0274887163 0.0073635426 0.0011163061 0.0074726747 0.0149080343 #> [796] -0.0308886854 0.0199163510 -0.0026186115 -0.0109787915 0.0303225881 #> [801] -0.0142242971 0.0131585436 -0.0153060797 0.0060579112 0.0264284643 #> [806] -0.0340297999 -0.0508662718 0.0063573506 0.0097740141 -0.0317722106 #> [811] 0.0255850655 0.0335722349 -0.0311995801 0.0155248531 -0.0439813656 #> [816] 0.0074958434 0.0180061957 0.0306072221 0.0208545512 0.0209283349 #> [821] 0.0309983100 0.0153898167 0.0245034884 -0.0046947482 0.0329670780 #> [826] -0.0116895147 0.0347089191 0.0089325458 0.0257686930 0.0016915174 #> [831] 0.0016463375 0.0071741482 0.0172428922 -0.0035706244 -0.0532940213 #> [836] 0.0138308671 0.0468622571 0.0186161872 0.0657220290 -0.0281724215 #> [841] 0.0530147963 -0.0001503899 -0.0503701697 0.0507749603 0.0517088301 #> [846] 0.0353436512 0.0695245105 -0.0647509758 0.0444148213 -0.0412031674 #> [851] 0.0370471859 0.0085716094 0.0034014045 0.0609825375 0.0415799336 #> [856] 0.0027985488 -0.0261665880 0.0317023362 -0.0186939492 -0.1629292353 #> [861] 0.0526132537 0.0684706203 0.0523988112 0.0496451223 0.0336542791 #> [866] -0.0407069546 0.0302216198 0.0288850428 -0.0312832700 0.0451086615 #> [871] -0.0385621725 -0.0127864162 -0.0363446363 0.0544097201 0.0126405332 #> [876] 0.0526254263 -0.0589357242 -0.0258805150 0.0853670773 -0.0409560116 #> [881] -0.0314289283 0.0170735610 -0.0209071367 0.0526263985 -0.0626830083 #> [886] -0.0133817458 -0.0908734001 -0.0038725673 0.0224420163 -0.1042895167 #> [891] -0.0742230577 0.0667160339 -0.0004978346 -0.0320123543 -0.0165829674 #> [896] -0.0729424289 -0.0912194457 0.0125681504 0.0692125346 0.0029170928 #> [901] -0.0202301883 -0.0254829228 0.0309707910 -0.0686707418 -0.0136611968 #> [906] -0.0798393416 -0.0827239731 0.0010282606 -0.1215836705 0.0785452269 #> [911] 0.0512170901 -0.0663942416 -0.0328938258 -0.0212335975 0.0042420653 #> [916] 0.0736334342 0.0459576547 0.0065808501 0.0118437641 0.0140542662 #> [921] -0.0162520455 0.0483616636 0.0036983460 0.0450217598 0.0133523901 #> [926] 0.0086964075 -0.0208697646 -0.0215159446 0.0081629767 0.0138307467 #> [931] -0.0392098736 -0.0020295339 0.0046182503 0.0085487804 0.0332949771 #> [936] 0.0266018362 -0.0308997602 0.0139084760 -0.0244998956 -0.0263272947 #> [941] 0.0240718360 -0.0058859262 0.0289146093 -0.0170190551 -0.0001807219 #> [946] -0.0236085267 0.0295964209 -0.0082708122 0.0177394117 -0.0061302547 #> [951] 0.0040096228 0.0034125496 -0.0372183278 -0.0070158144 -0.0031209169 #> [956] 0.0150133428 0.0171280379 0.0230322412 0.0091437282 0.0044872592 #> [961] 0.0062793349 -0.0284506190 0.0016465998 0.0340345613 0.0248955059 #> [966] -0.0255000529 -0.0402571551 0.0061378841 0.0283602339 0.0090436204 #> [971] -0.0503241471 -0.0140444618 -0.0708070021 -0.0394643362 -0.0104209180 #> [976] 0.0411468296 0.0067023020 -0.0929110660 -0.0139978882 0.0084047025 #> [981] -0.0959556654 -0.1888565834 -0.0819137064 0.0061049813 -0.0923423368 #> [986] -0.1149825732 0.0782746862 0.0841099206 0.0476420637 -0.0029653645 #> [991] 0.0663827278 0.0287159098 0.0303767365 -0.0239953540 0.0530910800 #> [996] 0.0133144496 -0.0415730650 0.0246883887 0.0539002353 0.0105464844 #> [1001] -0.0888896010 -0.0605879663 0.0623450593 -0.0522636963 0.0804560855 #> [1006] 0.0320165453 -0.0058537652 0.0591759185 0.0175613918 0.0265784839 #> [1011] -0.0047971486 0.0236266382 -0.0168142648 -0.0222589381 -0.0255219346 #> [1016] -0.0615841103 -0.0788642106 0.0971455849 -0.0089299337 0.0030862815 #> [1021] 0.0377744463 0.0359771072 0.0259618032 -0.0122890511 -0.0680690856 #> [1026] 0.0339418748 0.0076116293 0.0157135588 0.0180686323 -0.0246698630 #> [1031] -0.0014125691 0.0014721267 #>