Skip to content

Instantly share code, notes, and snippets.

@Gilles86
Created September 15, 2023 12:09
Show Gist options
  • Save Gilles86/9ae5d010b0a812b70e5eb50452a09643 to your computer and use it in GitHub Desktop.
Save Gilles86/9ae5d010b0a812b70e5eb50452a09643 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"import scipy.stats as ss\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"n_samples = 15\n",
"n_experiments = 1000\n",
"\n",
"data = ss.bernoulli.rvs(p=0.3, size=(n_samples, n_experiments))\n",
"a = 1+np.cumsum(data == 0, axis=0)\n",
"b = 1+np.cumsum(data == 1, axis=0)\n",
"x = np.linspace(0, 1, 100)\n",
"p = ss.beta(a=a[..., np.newaxis], b=b[..., np.newaxis]).pdf(x[np.newaxis, np.newaxis, :])"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"index = pd.MultiIndex.from_product([np.arange(n_samples), np.arange(n_experiments)], names=['sample', 'experiment'])\n",
"df = pd.DataFrame(p.reshape(n_samples*n_experiments, -1), columns=pd.Index(x, name='x'), index=index).stack().to_frame('p')"
]
},
{
"cell_type": "code",
"execution_count": 101,
"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></th>\n",
" <th></th>\n",
" <th>p</th>\n",
" </tr>\n",
" <tr>\n",
" <th>sample</th>\n",
" <th>experiment</th>\n",
" <th>x</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">0</th>\n",
" <th rowspan=\"5\" valign=\"top\">0</th>\n",
" <th>0.000000</th>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.010101</th>\n",
" <td>1.979798</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.020202</th>\n",
" <td>1.959596</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.030303</th>\n",
" <td>1.939394</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.040404</th>\n",
" <td>1.919192</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <th>...</th>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">14</th>\n",
" <th rowspan=\"5\" valign=\"top\">999</th>\n",
" <th>0.959596</th>\n",
" <td>0.003425</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.969697</th>\n",
" <td>0.000903</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.979798</th>\n",
" <td>0.000132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.989899</th>\n",
" <td>0.000005</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1.000000</th>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1500000 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" p\n",
"sample experiment x \n",
"0 0 0.000000 2.000000\n",
" 0.010101 1.979798\n",
" 0.020202 1.959596\n",
" 0.030303 1.939394\n",
" 0.040404 1.919192\n",
"... ...\n",
"14 999 0.959596 0.003425\n",
" 0.969697 0.000903\n",
" 0.979798 0.000132\n",
" 0.989899 0.000005\n",
" 1.000000 0.000000\n",
"\n",
"[1500000 rows x 1 columns]"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='x', ylabel='p'>"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# df = pd.DataFrame(p[:, 0, :], columns=pd.Index(x, name='x'), index=pd.Index(np.arange(1, len(data)+1), name='t')).stack().to_frame('p')\n",
"\n",
"sns.lineplot(x='x', y='p', hue='sample', data=df.xs(0, 0, 'experiment').reset_index(), palette='coolwarm')"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(15, 1000)"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a.shape"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"l0 = ss.beta(a=1+a, b=1+b).cdf(0.5)\n",
"l1 = 1-ss.beta(a=1+a, b=1+b).cdf(0.5)\n",
"\n",
"llr = np.log(l1/l0)\n",
"# plt.plot(llr)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"plt.plot(ss.beta(a=a, b=1+b).cdf(0.5))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"s.beta()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(10, 100)"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment