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@aseyboldt
Last active January 18, 2018 11:47
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A *very* basic and possibly wrong implementation of https://github.com/rgiordan/StanSensitivity in pymc3
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"https://discourse.pymc.io/t/hierarchical-binomial-regression-ineffective-sampling/743"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pymc3 as pm\n",
"from scipy.special import expit\n",
"from sklearn.preprocessing import LabelBinarizer\n",
"import matplotlib.pyplot as plt\n",
"import theano.tensor as tt\n",
"import theano\n",
"import seaborn as sb\n",
"import pandas as pd\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(42)\n",
"\n",
"items = 10\n",
"group_mu = -7\n",
"group_sd = 0.5\n",
"sigma = 0.15\n",
"samples_per_item = 2\n",
"\n",
"group = np.random.randn(items) * group_sd + group_mu\n",
"labels = np.repeat(np.arange(items), samples_per_item)\n",
"y_expect = np.repeat(group, samples_per_item)\n",
"y = y_expect + sigma * np.random.randn(items * samples_per_item)\n",
"\n",
"truth = {\n",
" 'group_mu': group_mu,\n",
" 'group_sd': group_sd,\n",
" 'sigma': sigma,\n",
" 'group': group,\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [sigma_log__, group_raw, group_sd_log__, group_mu]\n",
"100%|██████████| 11000/11000 [01:26<00:00, 127.18it/s]\n",
"The number of effective samples is smaller than 25% for some parameters.\n"
]
}
],
"source": [
"with pm.Model() as model:\n",
" hyper_mu = theano.shared(np.array(0.), name='hyper_mu')\n",
" hyper_sd = theano.shared(np.array(10.), name='hyper_sd')\n",
" mu = pm.Normal('group_mu', mu=hyper_mu, sd=hyper_sd, testval=0.)\n",
" \n",
" hyper_group_sd = theano.shared(np.array(2.5), name='hyper_group_sd')\n",
" sd = pm.HalfNormal('group_sd', sd=hyper_group_sd)\n",
" \n",
" raw = pm.Normal('group_raw', shape=items)\n",
" group = mu + sd * raw\n",
" pm.Deterministic('group', group)\n",
"\n",
" y_expect = group[labels]\n",
" \n",
" hyper_sigma = theano.shared(np.array(2.5), name='hyper_sigma')\n",
" sigma = pm.HalfNormal('sigma', sd=hyper_sigma)\n",
" pm.Normal('y', mu=y_expect, sd=sigma, observed=y)\n",
"\n",
"with model:\n",
" trace = pm.sample(\n",
" 10000,\n",
" tune=1000,\n",
" njobs=4,\n",
" chains=4,\n",
" nuts_kwargs=dict(target_accept=0.95)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x129ee27f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = pm.traceplot(trace, lines=truth)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"hyper_vars = [hyper_mu, hyper_sd, hyper_group_sd, hyper_sigma]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"replace_hyper = {}\n",
"for var in hyper_vars:\n",
" var_ = tt.dscalar(var.name + '__')\n",
" var_.tag.test_value = np.array(0.)\n",
" replace_hyper[var] = var_\n",
"logp_hyper = theano.clone(model.logpt, replace_hyper)\n",
"logp_hyper.name = 'logp_hyper__'"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"dlogp_dhyper = tt.grad(logp_hyper, list(replace_hyper.values()))\n",
"vars_hyper = list(replace_hyper.values()) + model.free_RVs\n",
"dlogp_dhyper = theano.function(vars_hyper, dlogp_dhyper)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"grads_hyper = []\n",
"\n",
"names_hyper = [var.name for var in vars_hyper]\n",
"\n",
"for point in trace.points():\n",
" for var in hyper_vars:\n",
" point[var.name + '__'] = var.get_value()\n",
" point = {name: var for name, var in point.items()\n",
" if name in names_hyper}\n",
" grad = dlogp_dhyper(**point)\n",
" grads_hyper.append(grad)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"grads_hyper = np.array(grads_hyper)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"a = grads_hyper\n",
"b = np.c_[trace['group_mu'], trace['group_sd'], trace['sigma'],\n",
" trace['group'][:, 0], trace['group'][:, 1], \n",
" trace['group'][:, 2], trace['group'][:, 3]]\n",
"cov = np.cov(np.c_[a, b].T)[:a.shape[1]][:, a.shape[1]:]\n",
"sensitivity = cov / b.std(0)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"sensitivity = pd.DataFrame(\n",
" sensitivity,\n",
" columns=['group_mu', 'group_sd', 'sigma', 'group1',\n",
" 'group2', 'group3', 'group4'],\n",
" index=[var.name for var in hyper_vars])"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Hd5J0XXl8qaRpHcfOKsvvl3RMWbaPpFsl3SdptaTTx4ohLa+IiJabyDEvSVOBC4G3AxuA5ZIW2b63o9opwC9sT5c0HzgXmCdpJjAfmAW8Cvi6pNcBA8D/sH2HpF2BlZL+ues5N5OWV0REyw3ivrc+zAHW2F5r+1ngWmBuV525wJXl/g3AUZJUll9re5PtdcAaYI7tH9u+A8D2E8B9wF6jBZHkFRHRckN231sf9gIe7Hi8gS0TzfN1bA8AG4E9+jm37GI8CFg6WhBjJi9J0yTdM1a9KEj6I0kXVB1HRMSw8bS8JC2QtKJjW9D1dOpxie6sN1KdUc+VtAtwI/Bnth8f7TXVasxL0g5llt7a86fabuMdryMitgvbC4GFo1TZAOzT8Xhv4KER6myQtAOwO/Dz0c6V9BKKxPVF218eK85+uw2nSrqknAWyRNIsSXcMH5Q0Q9LKcn+9pHMlLSu36WX5npJulLS83A4ry8+WtFDSEuALvS4u6WWSrpd0VzmDZamk2eWxJyWdI2kpcKikoyTdKeluSZdJ2qkjrl8t92dL+mbH9a+SdIukH0j6ryO9CZJeKenbklZJukfS75TlJ0v6vqRvAYeNcv7zf9E88eSTfb71ERHbZtDue+vDcmCGpP0k7UgxAWNRV51FwPvL/ROAW2y7LJ9fzkbcD5gBLCvHwz4P3Gf70/0E0W/ymgFcaHsW8BhFf+RGSQeWx08Gruio/7jtOcAFwGfKsvOB82wfAhwPXNpR/2Bgru33jXD9P6WYuXIA8Imy/rCXA/fY/i1gRRnHPNv7U7QsP9jH6zsA+F3gUOBjkl41Qr33AYttHwi8EVgl6ZXAxymS1tuBmSNdxPZC27Ntz951l136CCsiYtsN4b63sZS9Y6cBiykmVlxve3XZiHhPWe3zwB6S1gBnAGeW564GrgfuBf4JOLXsLTsM+C/AkWXjYJWkd44WR7/dhutsryr3VwLTKJLPyZLOAOZRzEAZdk3H1/PK/aOBmUWCBWC3ckokwCLbT49y/cMpkh+275F0V8exQYqmJsBvlrF+v3x8JXAqLyTQkfxjef2nJd1avpav9Ki3HLisbN5+xfYqSUcB37T9KICk64DXjXG9iIjtZqLXNrR9M3BzV9nHOvafAX5vhHM/CXyyq+y79B4PG1G/La9NHfuDFEnvRuAdwLuAlbZ/1hlLj/0pwKG2Dyy3vcopkQBPjXH90V7UMx3jXKPVG+CF17tz17Hu72zP77TtbwNvAX4EXCXpD0erHxERk2Orp8qXmXUxcDFwedfheR1fbyv3l1A0NQHo6HLsx3eB3y/PmwnsP0K97wHThsfZKJqh3yr31/NCd+PxXefNlbSzpD2AIyhaWFuQtC/wiO1LKJrFb6KYznmEpD3KFlnPvzYiIqoywVPla2FbP+f1RYpWx5Ku8p3KCRSnAx8uyz4EzC4nXdwLfGAc17kI2LPsLvwL4C6Kzw1spkyoJwNfknQ3MAR8rjz8ceB8Sd+haD12Wgb8P+B24BO2u2fODDuCYpzrTooEeL7tHwNnUyTprwN3jHBuRERMkDHHvGyvB97Q8fhTHYcPBy7rMT39Qtsf73qen/JCi6yz/Ow+4nwGOMn2M5JeC3wDeKA8f7OZD7a/QTGhpPs632Hksajv2+7+LMMWbF/JC58a7yy/nC1bnxERtdDGW6Js9ee8JN0EvBY4cuLCGdHLgFvLbjkBHyyXJYmIiDEMeajqECbcVicv28eNUD5ta59TxQrD53YVryuvNXtrn3c0vVp+kvYHruoq3lROx4+IaJR+psA3Ta1W2LC9mGISSNVx3A2MZ0JJRERtTfRU+TrIwrwREdE4tWp5RUTExGtjt2FaXhER0ThpeUVEtNxAxrwiIiKql5ZXRETLNWnZp34leUVEtFwmbERERNRAWl4RES2XbsOIiGicNnYbJnlFRLRcG5NXxrwiIqJx0vKKiGi5ofY1vNLyioiI5knLKyKi5QZo380o0/KKiIjGScsrIqLlWvgxrySveMG0d/7PqkMY0aumvqTqEHp6qOoARjCw6ZGqQ2ic7z33TNUhTJpMlY+IiKiBtLwiIlqufe2uJK+IiNZrY7dhkldERMu1L3VlzCsiIhooLa+IiJZLyysiIqIG0vKKiGi5wRa2vdLyioiIxknyiohoOY9j64ekYyXdL2mNpDN7HN9J0nXl8aWSpnUcO6ssv1/SMf0+Z7ckr4iIlpvI5CVpKnAh8A5gJnCipJld1U4BfmF7OnAecG557kxgPjALOBa4SNLUPp9zM0leERExHnOANbbX2n4WuBaY21VnLnBluX8DcJQkleXX2t5kex2wpny+fp5zM0leEREtN8HdhnsBD3Y83lCW9axjewDYCOwxyrn9POdmkrwiIuJ5khZIWtGxLeiu0uO07rw3Up3xlo8oU+UjIlqvV27ozfZCYOEoVTYA+3Q83pst7w40XGeDpB2A3YGfj3HuWM+5mbS8IiJiPJYDMyTtJ2lHigkYi7rqLALeX+6fANxi22X5/HI24n7ADGBZn8+5mbS8IiJar/+W11hsD0g6DVgMTAUus71a0jnACtuLgM8DV0laQ9Himl+eu1rS9cC9wABwqu1BgF7POeorchvvD90A0/bdt4Zv/NSqAxhRbe+kPFjPu+/W9zsJg1UHMILiD/56Wrf+B9uUfabt+5q+f9+sf2DtxGW6SZSWV0RE2zUiHY1PxrwiIqJx0vKKiGi99rVTkrwiIlpOLew3bF86joiI1kvLKyKi7ZSW17hJmibpnsm+ztaQ9K9VxxARMdk0jn9N0aqWl6QdykUg+2L7zZMZT0REPbRvhGh7vaKpki6RtFrSEkmzJN0xfFDSDEkry/31ks6VtKzcppfle0q6UdLycjusLD9b0kJJS4Av9Lp4eb1lklZJukvSjLL8yfLrFEkXlfF9TdLNkk7oiOdvJN1WLlL5JkmLJf1Q0gfKOrtI+oakOyTdLannUv6dC14+8eSTE/bmRkS82Gyv5DUDuND2LOAx4CBgo6QDy+MnA1d01H/c9hzgAuAzZdn5wHm2DwGOBy7tqH8wMNf2+0a4/geA820fCMymWByy03uBacD+wJ8Ah3Ydf9D2ocB3yjhPAH4bOKc8/gxwnO03AW8D/q68d81mbC+0Pdv27F132WWEUCMiJpakvrem2F7dhutsryr3V1IkikuBkyWdAcyjuBnZsGs6vp5X7h8NzOx4c3eTtGu5v8j206Nc/zbgLyXtDXzZ9g+6jh8OfMn2EPCwpFu7jg8vEHk3sIvtJ4AnJD0j6RXAU8DfSHoLMERxH5pfBx4eJaaIiO1D6TbcWps69gcpkuaNFLd8fhew0vbPOuq4x/4U4FDbB5bbXmUSgSJ5jMj21cB7gKeBxZKO7Koy1p8bw/EPdb2WofK1/AGwJ3Bw2br7CbDzGM8ZERFbqbJ0bPsZihWELwYu7zo8r+PrbeX+EuC04QodXY5jkvQaYK3tz1K0og7oqvJd4Phy7OvXgSP6fe7S7sAjtp+T9DZg33GeHxExacSUvremqHq24RcpxpuWdJXvJGkpRXI9sSz7EHChpLso4v42xVhWP+YBJ0l6jqIr75yu4zcCRwH3AN8HllLctno8r+OrklYAq4DvjePciIhJ1aSxrH5VeksUSR8Bdrf90Y6y9cBs2z/dzrHsYvtJSXtQ3BztMNuTNmaVW6KMT26JMj71/U7mlihbY1tviTJjxkF9/775wQ/ubESmq6zlJekm4LVA9/hTVb5WTr7YEfjEZCauiIjYNpUlL9vHjVA+bWufU9IxwLldxetGulbXdY/Y2utGRNSZWjjbsOoxrwllezHFJJCIiCg1aSJGv1qVvCIiYkttbHm17xVFRETrpeUVEdFyUp3nn26dJK+IiJZLt2FEREQNpOUVEdFybWx5JXlFRLRcxrwiIqJx2tjyat8rioiI1kvLKyKi5dJtGBERjZPkFRERjTMlY14RERHVS8srIqLl0m0YERGN08bklW7DiIhonLS8IiJaro0trySviIiW05T2JS/ZrjqG2EaSFtheWHUc3RLX+NU1tsQ1PnWNq00y5tUOC6oOYASJa/zqGlviGp+6xtUaSV4REdE4SV4REdE4SV7tUNe+9cQ1fnWNLXGNT13jao1M2IiIiMZJyysiIhonySsiIhonySsiIhonK2w0jKS39Cq3/e3tHUvTSHoDMBPYebjM9heqiygitlYmbDSMpK92PNwZmAOstH1kRSEBIOluYMQfJtsHbMdwtiDpr4AjKJLXzcA7gO/aPqHKuHqR9DHb51R4/WOAvYFv2F7fUf7Hti+rMC4Bv0fxc3YDcCQwF/ge8DnbQ1XF1k3SLVX/n2y7JK+Gk7QP8Le2T6w4jn3L3VPLr1eVX/8A+GWVv4zh+eT6RuBO22+U9OvApbbfXWVcvUj6d9uvrujafwMcDtwBvBv4jO2/L4/dYftNVcRVXv8i4NeAHYHHgZ2ArwLvBH5i+/SK4rqruwh4HXA/VP+HW1ul27D5NgBvqDoI2w8ASDrM9mEdh86U9C9ApckLeNr2kKQBSbsBjwCvqSoYSY+PdAh46faMpcu7gYNsD0g6G7ha0mtsf7iMrUq/Y3t/SS8BHgZeaftZSVcDd1YY13qKZPrXwNMU79N3KN7LmCRJXg0j6e95oXtuCnAg8G/VRbSFl0s63PZ3ASS9GXh5xTEBrJD0CuASYCXwJLCswngeAw6x/ZPuA5IerCCeYTvYHgCw/ZikdwMLJX2JosVTpeG4npO03Paz5eMBSYNVBWX7PZKOo/hg8qdsL5L03PAfdDE5kryaZ0XH/gBwje1/qSqYHk4BLpO0e/n4MeCPK4wHANt/Wu5+TtI/AbvZ7u7u2Z6+AOwLbJG8gKu3cyydfijprba/BWB7EDhF0l8Dx1cYF8DDknax/aTtY4cLJf0G8GyFcWH7JklLgE9I+hOqT/StlzGvmBRl15xsb6w6lmGSDgCm0fFHm+0vVxZQDUl6KYDtp3sc28v2j7Z/VKOT9HLg5bYfqToWAElvBA61/bmqY2mzJK+GkfQu4BMUf7XvQNG/btu7VRpYSdLpwOXAExRddG8CzrS9pOK4LgMOAFYDw7PSbLvyVqGk91JMkjDFDMibKg4JqG9cUN/Y6hpXGyV5NYykNcB7gbtdw2+epH8rZ/MdQzHz8KPA5VXOUivjutf2zCpj6KWcQTcduKYsmgf80PapI581+eoaF9Q3trrG1VYZ82qeB4F76pi4SsMz0t5JkbT+rfx8TtVukzTT9r1VB9LlrcAbhr+fkq4E7q42JKC+cUF9Y6trXK2U5NU8fw7cLOlbwKbhQtufri6kzawsB673A86StCsvdNNV6UqKBPYwxfs23N1a9Wdw7gdeDQzPTNsHqHIiybC6xgX1ja2ucbVSug0bpkwMT1L8Rfd8UrD98cqC6iBpePr+2nKq9R7AXsMz+yTNsr26grjWAGew5ftW6XTm8o+QQ3hh2v4hwG3AL6GYhp24NlfX2OoaV1sleTWMpBW2Z1cdx9aqapWGui7XI+mtox0fnrK+vdU1LqhvbHWNq62SvBpG0v8Fbql69t7WknSn7YMquO5FwCsolhPq7G7NVPmIBkryahhJT1CsWLEJeI6aTZUfS4Utr8t7FFc+Vb78fg7/J9wReAnwVNXfz7rGBfWNra5xtVUmbDSM7V1HO17VmFLd2T656hh66f5+SvrPFHcKqFRd44L6xlbXuNoqLa+WqXrl77FIut32b1dw3c/2KN4IrLD9j9s7ntFU9R6Npa5xQX1jq2tcbZCWV/tU/pmq0VYZqPA/8s7A64EvlY+Pp1ht4xRJb7P9Z1UEVb5Xw6YAsxnlvmjbS13jgvrGVte42irJq30q/c/SY5WB/ybp6BqsMjAdOHJ4xXRJFwNLgLdT7QdJO2+bMUBxe4251YSymbrGBfWNra5xtVK6DVum6m5DSavZfJWBKRRLWc2qKqYyjvuBOcMLBZer3i+1/fqqZkBGxNabUnUAMeEqvTUEL6wyMKwuqwz8LbBK0uWSrqC4eeGnyhXJv15VUJL2lnSTpEck/UTSjZL2riqeuscF9Y2trnG1VVpeDVTnlavrvMqApFdSzP4SsMz2Q1XFMkzSP1Pcv+uqsugk4A9sv70QFNHIAAADq0lEQVS6qOobF9Q3trrG1VZJXg1T95Wr67bKgKTX2/6epJ5dqbbv2J7xdJO0yvaBY5Vtb3WNa6Q46hBbXeNqq0zYaJ5ar1xdwyVwzgAWAH/XUdb5F1vVS0b9VNJJvPDHyInAzyqMZ1hd44L6xlbXuFopY17NU9cxJaBYZUDS4+X2jKRBSY9XFY/tBeXuxcBc228DbqX4jNdHqoqrwx8Dvw88DPwYOKEsq1pd44L6xlbXuFopLa/m2QO4T9JmY0qSFkH1K1fXeJWB/237ekmHU0yP/zuKhPZbVQUkaSpwfNXfs251jQvqG1td42qzjHk1TN3GlPpRh1UGhqfDS/o/FFP3r67DFHlJ37R9RJUx9FLXuKC+sdU1rrZK8ooJNcIqA2+1fWhFIQEg6WvAj4CjgYOBpylmHL6x4rg+CewOXAc8NVxeg4kktYwL6htbXeNqqySvhqn7ytVdq7cPrzJwie1HqomoIOllwLEUra4flNPm96/61jKSbi13h7+nw3cJqHQiSV3jgvrGVte42ipjXg1T4zEloNart/8S+HLH4x9TDKpX7WsUv+yG16Q08LikA22vqi6s2sYF9Y2trnG1UmYbNpztr1D9dO/nZZWBcTsY+ADwSuBVFNP63wpcIunPE1dPdY2trnG1UroNG6auY0rDssrA+EhaTDFL7cny8S7ADcBxwErbMxNXM2Kra1xtlW7D5qn7ytV72u4c97pCUiW3G2mIV7P5epTPAfvaflrSpopigvrGBfWNra5xtVKSV8PUdUypQ1YZGJ+rgdslDd8Q893ANeWCwfdWF1Zt44L6xlbXuFop3YYNU44f/T1wGOXCvMDptjdUGlhJ0quBC4BDKeL7V4r4Hqg0sBqTdDDFQsuiWGh5RcUhAfWNC+obW13jaqMkr4ap85hSucrAh2yfV3UsEdFumW3YPHvavtz2QLldAexZdVAAtgep1/hbRLRUxryap+5jSv8i6QKyykBETKJ0GzZM3ceUsspARGwPaXk1SENWrs4qAxEx6TLm1SANGVPKKgMRMenSbdgwdV+5OqsMRMT2kG7D5nlz+fXj5VdRdM3VZUwpqwxExKRL8mqeuo8pZZWBiJh06TZsGElXUyzGu4gigf0usBx4PfAl239bYXhAVhmIiMmX5NUwGVOKiMhswyYacUwJyJhSRLwoZMyreTKmFBEveuk2bKCMKUXEi12SV0RENE7GvCIionGSvCIionGSvCIionGSvCIionGSvCIionH+P4raNvLxMyZXAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12e8cca90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = sb.heatmap(sensitivity, center=0)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>group_mu</th>\n",
" <th>group_sd</th>\n",
" <th>sigma</th>\n",
" <th>group1</th>\n",
" <th>group2</th>\n",
" <th>group3</th>\n",
" <th>group4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>hyper_mu</th>\n",
" <td>0.001391</td>\n",
" <td>0.000007</td>\n",
" <td>-0.000009</td>\n",
" <td>0.000129</td>\n",
" <td>0.000116</td>\n",
" <td>0.000113</td>\n",
" <td>0.000120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hyper_sd</th>\n",
" <td>-0.001906</td>\n",
" <td>0.000005</td>\n",
" <td>0.000013</td>\n",
" <td>-0.000176</td>\n",
" <td>-0.000161</td>\n",
" <td>-0.000155</td>\n",
" <td>-0.000162</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hyper_group_sd</th>\n",
" <td>0.000030</td>\n",
" <td>0.008242</td>\n",
" <td>-0.000785</td>\n",
" <td>0.000119</td>\n",
" <td>-0.001027</td>\n",
" <td>-0.000064</td>\n",
" <td>0.001560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hyper_sigma</th>\n",
" <td>-0.000007</td>\n",
" <td>-0.000163</td>\n",
" <td>0.001123</td>\n",
" <td>-0.000015</td>\n",
" <td>0.000226</td>\n",
" <td>-0.000005</td>\n",
" <td>-0.000363</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" group_mu group_sd sigma group1 group2 group3 \\\n",
"hyper_mu 0.001391 0.000007 -0.000009 0.000129 0.000116 0.000113 \n",
"hyper_sd -0.001906 0.000005 0.000013 -0.000176 -0.000161 -0.000155 \n",
"hyper_group_sd 0.000030 0.008242 -0.000785 0.000119 -0.001027 -0.000064 \n",
"hyper_sigma -0.000007 -0.000163 0.001123 -0.000015 0.000226 -0.000005 \n",
"\n",
" group4 \n",
"hyper_mu 0.000120 \n",
"hyper_sd -0.000162 \n",
"hyper_group_sd 0.001560 \n",
"hyper_sigma -0.000363 "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sensitivity"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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