Bootstrap resampling for any statistic
Value
Named list: estimate, se, ci_lower, ci_upper,
distribution (numeric vector of bootstrap statistics).
Examples
df <- data.frame(x = rnorm(100))
morie_bootstrap_sample(df, statistic = function(d) mean(d$x))
#> $estimate
#> [1] -0.09465103
#>
#> $se
#> [1] 0.1078501
#>
#> $ci_lower
#> 2.5%
#> -0.319823
#>
#> $ci_upper
#> 97.5%
#> 0.1086877
#>
#> $distribution
#> [1] -4.584765e-02 -1.935616e-01 -1.511726e-01 2.981053e-02 -1.487800e-01
#> [6] -6.954370e-02 -6.783644e-02 6.825541e-02 -6.956660e-02 -4.652501e-02
#> [11] -9.642205e-02 -2.285939e-02 -8.023493e-02 -1.830001e-02 4.440471e-02
#> [16] -2.294401e-01 -1.311476e-01 1.200675e-01 -7.477769e-02 -5.569815e-02
#> [21] -2.412524e-01 -7.631131e-02 6.630626e-02 -2.593703e-01 -6.135652e-02
#> [26] 6.462343e-02 -1.652968e-01 -4.441313e-02 -7.450133e-02 -1.265880e-01
#> [31] -1.658809e-02 -1.334600e-01 -1.496803e-02 2.763653e-02 -1.104240e-01
#> [36] -2.233786e-01 9.367478e-02 -3.107846e-01 -9.795757e-02 1.114297e-01
#> [41] -1.261894e-01 -8.675566e-03 -1.113170e-01 -2.314588e-01 -3.742250e-01
#> [46] -1.048285e-01 -1.692791e-01 -7.687686e-02 -8.657118e-02 7.198924e-02
#> [51] -6.171155e-02 -1.806140e-01 -1.964407e-02 3.726428e-02 1.283947e-01
#> [56] -3.836765e-03 -1.440159e-01 -2.501056e-01 -8.870655e-02 -1.922975e-01
#> [61] 2.934277e-02 -2.040233e-01 -1.041447e-01 -7.213769e-02 -8.128010e-02
#> [66] -1.659684e-01 -1.287891e-01 -1.396290e-01 -7.385120e-02 1.080321e-02
#> [71] -7.658962e-02 -9.951315e-02 -1.868527e-01 -1.951232e-01 -1.116558e-01
#> [76] 8.613718e-03 -4.794301e-02 -3.444363e-01 -7.786226e-02 -2.096481e-01
#> [81] 1.656612e-02 -4.813641e-02 -3.390466e-02 1.600424e-02 -3.895111e-02
#> [86] -5.436281e-02 -2.481102e-01 -1.027834e-01 -1.512233e-01 -9.905080e-02
#> [91] -8.915632e-02 -9.811792e-02 -8.452675e-02 8.404012e-02 -1.259691e-01
#> [96] -2.060541e-01 -2.004443e-01 -5.357745e-02 -1.393588e-01 -2.990815e-01
#> [101] -2.914923e-04 -6.454738e-02 -9.801887e-02 -1.415914e-01 -1.979087e-01
#> [106] -1.581588e-01 1.048693e-04 -3.237359e-01 1.075420e-01 -1.299524e-02
#> [111] 6.972311e-02 -6.940742e-02 4.412780e-02 8.736715e-02 2.731833e-02
#> [116] -1.012712e-02 -7.965863e-02 -1.318841e-01 -2.509395e-01 -9.293285e-02
#> [121] 3.188471e-02 -1.515172e-01 -1.083446e-01 -1.877731e-01 7.119862e-03
#> [126] 2.939647e-02 3.278155e-02 2.323149e-02 -1.376246e-01 -1.892769e-01
#> [131] -9.131777e-02 -7.702717e-02 -1.149488e-01 -1.584253e-01 -1.145018e-01
#> [136] -5.422873e-02 -2.128436e-01 -1.043898e-01 -5.778710e-03 -5.609874e-02
#> [141] -7.693171e-02 1.706246e-01 -8.013277e-02 -2.558826e-01 9.175037e-02
#> [146] -2.059353e-01 -1.130238e-01 -1.310641e-01 5.086490e-02 9.209853e-02
#> [151] -4.338901e-02 -1.675788e-01 -2.270782e-01 -1.515175e-01 -2.096472e-01
#> [156] 4.677489e-03 -2.396426e-01 -8.807990e-02 -9.087328e-02 -2.396083e-01
#> [161] -1.481862e-03 -1.791138e-01 -1.740268e-01 -1.452289e-01 -3.676821e-02
#> [166] -1.368273e-01 -6.023319e-02 -2.067169e-01 -5.496073e-02 -1.879494e-01
#> [171] 3.132214e-02 2.355538e-02 1.048527e-01 -2.871234e-01 -1.530494e-01
#> [176] -1.540038e-01 -1.364276e-01 -2.140656e-01 -3.136156e-01 -1.897033e-01
#> [181] -1.146385e-01 6.201506e-02 -1.050571e-01 -2.421379e-01 -1.502264e-01
#> [186] -1.227136e-01 -1.014208e-01 -3.560701e-01 -1.146989e-02 -1.549282e-01
#> [191] 1.446912e-01 1.623777e-02 -7.079805e-02 -1.039157e-01 -1.125451e-01
#> [196] 1.036068e-02 1.634416e-01 -3.812496e-02 -2.014554e-02 -1.107185e-01
#> [201] -1.297768e-01 -2.529559e-01 -1.859764e-02 -1.070410e-01 -1.698038e-01
#> [206] 2.302545e-02 -3.377722e-03 -8.244421e-02 -3.833439e-02 7.654753e-02
#> [211] -5.207392e-02 -2.023166e-01 7.143414e-02 -1.856474e-01 -1.350261e-01
#> [216] -1.601919e-01 -1.414203e-01 -1.878081e-01 -1.865689e-01 -3.925610e-02
#> [221] -1.872461e-01 7.987594e-03 -8.637857e-02 1.606954e-02 -1.923947e-01
#> [226] -1.619262e-01 -1.443201e-01 -1.128139e-01 -4.383008e-02 -2.154914e-01
#> [231] -1.429981e-01 -2.810710e-02 -1.798852e-01 -1.557937e-01 7.562359e-03
#> [236] -2.848434e-01 3.436759e-02 -1.525767e-01 -3.642896e-01 -1.424231e-02
#> [241] -2.985711e-02 -1.275634e-01 -5.909176e-02 -2.114530e-02 1.402382e-02
#> [246] 1.592479e-01 1.434703e-01 -1.726440e-01 -1.418989e-01 -1.229603e-01
#> [251] -1.989532e-01 -1.647526e-01 -1.037102e-01 7.730690e-02 1.000410e-01
#> [256] -9.122659e-02 -9.849501e-02 5.785225e-02 1.202379e-01 -6.813411e-02
#> [261] -3.106036e-02 1.507998e-02 -1.140393e-01 -1.020961e-01 -3.765688e-01
#> [266] -3.463785e-02 -1.207873e-01 -1.302484e-01 1.307486e-03 1.086831e-01
#> [271] -6.926620e-02 -2.172402e-01 7.011641e-02 -2.712660e-02 -4.281580e-02
#> [276] -1.087059e-01 2.947648e-02 -1.710654e-01 -2.401353e-01 -1.116190e-01
#> [281] -6.279677e-02 1.262361e-02 -2.807353e-01 -3.040418e-02 9.802764e-02
#> [286] -2.007435e-01 -3.287901e-01 6.901794e-04 -1.948663e-01 -6.733163e-02
#> [291] -1.930193e-01 -1.359792e-01 -1.376550e-01 -6.083361e-02 3.978981e-02
#> [296] 3.902981e-02 -4.289550e-02 -5.952456e-02 -1.720649e-01 -1.977820e-02
#> [301] -1.948479e-01 -4.772388e-02 -2.226860e-01 -6.344375e-02 4.980571e-03
#> [306] 5.419240e-02 -2.603118e-02 -7.872830e-02 -5.650717e-02 -5.223732e-02
#> [311] 6.732625e-02 -2.466935e-01 -1.433069e-01 -1.101155e-01 -1.350703e-01
#> [316] -6.494038e-02 -7.014072e-02 -1.820800e-01 2.854301e-02 -1.979764e-02
#> [321] -2.801156e-01 -1.648777e-01 -1.836452e-01 6.713385e-02 3.472993e-02
#> [326] -1.235195e-01 -8.449741e-02 -8.464461e-02 -1.160725e-01 -1.524640e-01
#> [331] -3.901047e-02 5.250721e-02 -2.595667e-01 -4.046204e-02 -1.178384e-01
#> [336] -1.323865e-01 -8.730526e-03 -1.107872e-01 -1.148230e-01 -5.665300e-02
#> [341] 1.250035e-03 8.555738e-02 -9.641944e-02 -2.932948e-01 -1.820843e-01
#> [346] -2.761451e-01 -1.792466e-01 -2.472618e-01 -1.650708e-01 -1.279380e-01
#> [351] -1.886930e-01 -1.064651e-01 -2.070856e-01 -8.655004e-02 -2.104897e-02
#> [356] -6.937510e-02 -1.262947e-01 -2.435841e-01 -9.538966e-02 -2.377942e-01
#> [361] -8.057589e-03 -8.528174e-02 -4.983395e-03 -8.653110e-02 -9.955884e-02
#> [366] -5.643164e-02 6.294335e-02 -5.917799e-02 -9.106449e-02 6.675078e-02
#> [371] 2.984876e-02 -2.483668e-01 -7.757970e-02 -1.235923e-01 -6.163244e-03
#> [376] -1.693719e-01 -7.173298e-02 -1.154279e-01 -1.743109e-01 -1.131693e-01
#> [381] -2.680265e-01 -1.123061e-01 -3.778111e-02 -1.445588e-01 -6.947790e-02
#> [386] -2.655300e-01 -9.189348e-02 1.377043e-01 -7.346248e-02 -1.361880e-01
#> [391] -1.339858e-01 -1.882029e-01 1.088658e-01 1.776458e-01 -4.685917e-02
#> [396] 2.078113e-01 -1.756797e-01 8.139904e-02 2.076928e-02 -7.557647e-02
#> [401] -4.874156e-02 -2.071666e-01 -3.037056e-02 -2.959550e-02 -2.269988e-01
#> [406] 8.304419e-02 -2.436641e-01 -3.465708e-02 -9.591939e-02 5.893117e-02
#> [411] -1.869088e-01 -1.979207e-01 -1.574137e-01 -2.024251e-01 1.114381e-02
#> [416] -1.480165e-01 -1.063134e-01 -7.451377e-02 -1.278926e-01 -2.251857e-01
#> [421] 6.580923e-02 -2.705016e-02 -2.166872e-01 -2.714632e-01 -8.355837e-02
#> [426] -1.158939e-01 -1.718810e-01 -1.772486e-02 -2.201383e-01 -2.262587e-01
#> [431] -1.369738e-02 -1.341574e-01 1.289572e-01 -7.859079e-02 -5.729559e-02
#> [436] -1.867069e-01 2.049303e-02 1.133150e-01 -1.450299e-01 1.489323e-02
#> [441] -2.491584e-01 -4.398724e-01 -9.729109e-02 -1.965768e-01 -1.064157e-01
#> [446] -6.475220e-03 -3.407061e-01 -1.600087e-02 -2.003210e-01 -2.295458e-02
#> [451] 2.445380e-02 -2.851843e-01 1.273993e-02 -1.945066e-01 -8.092694e-02
#> [456] -1.937938e-01 -6.048434e-02 -1.253372e-01 -8.882479e-02 -1.308180e-01
#> [461] 1.625738e-01 -1.598875e-01 -9.497946e-02 -1.791990e-02 -1.075001e-01
#> [466] 1.670577e-03 -1.521990e-01 -9.497657e-02 9.979265e-02 -8.898107e-02
#> [471] -1.422433e-01 -2.275381e-01 -2.741530e-02 -9.493751e-02 4.049209e-02
#> [476] -2.054248e-01 -2.437717e-02 -8.305500e-04 -1.138213e-01 -5.559068e-02
#> [481] -9.999912e-02 -7.512873e-02 -1.692021e-05 -4.287748e-02 -1.288126e-01
#> [486] -2.102615e-01 -9.152361e-02 1.077952e-02 -9.617381e-02 -1.284811e-01
#> [491] -5.773984e-02 -1.773418e-01 -1.092179e-01 3.154098e-02 -2.806553e-01
#> [496] -9.533112e-02 -5.744528e-02 8.423644e-02 -1.549384e-01 9.214375e-03
#> [501] -6.358565e-02 -1.009363e-01 -1.102575e-01 -1.351109e-01 -8.921897e-02
#> [506] -1.407544e-02 -1.678168e-01 3.348606e-02 1.218658e-01 -2.303865e-01
#> [511] -1.471500e-01 -1.303029e-01 -6.544878e-02 -1.497262e-01 -1.311073e-01
#> [516] -2.156539e-01 -9.567272e-02 -4.354384e-02 4.634471e-02 -1.867458e-01
#> [521] -1.075098e-01 -8.314188e-02 -1.431604e-01 -1.192386e-01 -9.934533e-02
#> [526] -1.099827e-01 -1.609877e-02 -4.231680e-03 -2.349707e-01 -9.586083e-02
#> [531] -1.021941e-01 -1.611885e-01 1.473904e-01 -1.312058e-01 -2.834570e-02
#> [536] 1.992730e-02 -1.826820e-02 -2.379317e-01 -1.716022e-01 -8.647093e-02
#> [541] 1.784433e-02 -1.457514e-01 -2.114774e-02 -9.341170e-02 -3.197614e-01
#> [546] -2.362043e-01 -3.863387e-01 7.330059e-02 -1.577066e-01 3.280780e-02
#> [551] 5.020571e-02 -1.427803e-01 -2.926543e-01 -5.449293e-02 -1.066612e-01
#> [556] 2.065781e-02 -9.040455e-02 -4.249729e-02 4.863073e-02 -4.765551e-02
#> [561] -2.092088e-01 -4.432052e-03 1.016655e-02 -6.993490e-02 2.419956e-01
#> [566] -9.546885e-02 -2.783416e-02 -8.263422e-02 -1.760182e-01 -4.015018e-02
#> [571] -1.076709e-01 -1.536883e-01 -2.854736e-01 -1.121735e-01 4.473210e-03
#> [576] -9.495231e-02 -4.814935e-02 -6.894668e-02 -3.631623e-01 -1.117541e-01
#> [581] -4.131041e-01 3.219708e-02 -4.835250e-02 -1.796919e-01 -3.222249e-01
#> [586] -1.042250e-01 -1.839815e-01 -2.121453e-01 -1.739508e-01 7.934622e-04
#> [591] -1.793462e-01 -2.206792e-01 -3.252111e-02 5.309324e-02 -1.393303e-02
#> [596] -4.783002e-02 -1.395182e-01 -3.891066e-02 -9.212494e-02 -6.185196e-02
#> [601] -1.653879e-01 2.866246e-02 -2.144776e-02 1.098296e-02 -2.084736e-01
#> [606] -8.971084e-02 -3.703636e-02 -7.941738e-02 -5.018436e-02 -1.057264e-02
#> [611] -9.536807e-02 2.214868e-02 -2.311427e-01 -4.229229e-01 -1.126974e-01
#> [616] 1.326821e-03 -1.567339e-01 -2.652557e-01 -1.692462e-01 -2.044960e-02
#> [621] -1.517545e-01 -1.742481e-01 -4.370720e-02 -4.902373e-02 -2.508964e-01
#> [626] -3.342531e-01 -2.254193e-01 -2.206518e-01 -7.531750e-02 -9.582056e-02
#> [631] -4.527308e-02 -1.122467e-01 -3.699601e-02 -9.871026e-02 5.424055e-02
#> [636] -1.485880e-01 -3.600386e-03 -1.931404e-01 -6.904678e-02 -4.575979e-02
#> [641] 1.256441e-01 -1.573528e-01 -2.653458e-02 -8.353936e-02 8.260853e-02
#> [646] -2.735428e-02 -4.189348e-01 -1.841955e-01 -2.444072e-01 -7.571510e-02
#> [651] -1.251667e-01 -7.564389e-02 -2.124287e-01 -2.016037e-01 1.547901e-02
#> [656] -1.039625e-01 -9.354545e-02 -4.499016e-02 -5.892249e-02 -1.707156e-01
#> [661] -9.994644e-02 -9.561061e-03 -6.784190e-02 -5.312809e-02 -1.978199e-01
#> [666] 5.230389e-02 -3.741038e-01 -1.136609e-01 -1.161470e-01 -7.496878e-03
#> [671] -1.919554e-01 -6.601874e-02 1.186264e-02 -7.556366e-02 -2.872991e-01
#> [676] -7.264690e-03 -2.408746e-02 -2.405104e-01 -3.162283e-01 -1.414228e-01
#> [681] 6.602853e-03 -1.293199e-01 -1.001360e-01 3.069781e-03 -1.230815e-01
#> [686] 8.959391e-02 3.943399e-02 -6.606890e-02 -1.150863e-01 -1.285850e-01
#> [691] -1.802371e-01 -1.651097e-01 -1.695716e-01 -9.661862e-02 -1.226346e-01
#> [696] -1.860817e-02 -2.333960e-01 -1.114262e-01 -3.273451e-02 -6.588379e-02
#> [701] -1.900967e-01 8.368595e-02 1.879429e-02 -1.237886e-01 -3.767615e-02
#> [706] -1.473819e-01 -1.191505e-01 -1.936415e-01 -1.240076e-02 5.224658e-03
#> [711] -6.031300e-02 1.301508e-02 7.228727e-02 -9.278903e-02 -2.687703e-01
#> [716] -1.105634e-01 -1.391600e-01 -2.634505e-01 4.071393e-02 -2.461605e-01
#> [721] -8.384430e-02 -4.529418e-02 -2.168516e-01 -9.238856e-02 -1.535759e-01
#> [726] -6.300717e-02 -6.925547e-02 -7.122770e-02 -7.831155e-02 -1.350587e-01
#> [731] -1.111561e-01 -2.420594e-02 -2.091630e-01 2.538504e-02 3.578720e-02
#> [736] -8.726243e-02 -8.921597e-02 -2.455106e-02 -1.729269e-01 1.010237e-01
#> [741] 1.751778e-02 -4.895783e-02 -8.247524e-02 -2.706337e-01 -2.271898e-01
#> [746] -2.498162e-03 -8.941543e-02 -9.804086e-03 7.296334e-02 -1.100207e-01
#> [751] -1.272526e-01 -8.573628e-02 -1.256496e-01 -2.647911e-01 -3.393529e-02
#> [756] -1.426555e-01 -1.417576e-01 -1.419144e-02 -1.799518e-01 -1.227757e-01
#> [761] -7.597745e-02 -3.835093e-03 7.503792e-02 -1.635751e-01 6.470671e-02
#> [766] -8.271490e-02 -1.159090e-01 -4.767519e-02 2.161401e-02 -1.593420e-01
#> [771] -7.898268e-02 6.822844e-02 -5.658688e-02 -4.687532e-03 -2.930413e-01
#> [776] -2.643442e-01 -5.600076e-03 -2.811655e-02 -9.947407e-02 -3.015775e-01
#> [781] -1.574306e-01 7.012162e-02 3.877403e-02 1.217616e-01 -1.254731e-02
#> [786] 7.184282e-03 -1.998215e-01 -1.862136e-01 -8.712990e-02 3.731318e-02
#> [791] -1.914616e-01 -9.395504e-02 -9.160773e-02 -1.331372e-01 -1.404342e-01
#> [796] -2.042594e-02 -3.094327e-01 1.338127e-01 -3.355878e-01 3.192162e-02
#> [801] 7.510235e-02 -2.506333e-01 -1.122031e-01 -1.598234e-01 -1.986083e-01
#> [806] -5.386810e-02 -2.012955e-01 7.980174e-02 -1.856621e-01 5.747024e-02
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