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@ajfriend
Created June 19, 2022 21:29
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "reflected-advice",
"metadata": {},
"outputs": [],
"source": [
"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": 2,
"id": "fantastic-dance",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-1.02609516, -0.60751142, 0.36324694, 1.1730741 ])"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"M = 4\n",
"N = 10000\n",
"\n",
"g_mean = np.random.randn(M)\n",
"g_mean = np.array(sorted(g_mean))\n",
"g_mean"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "documentary-somewhere",
"metadata": {},
"outputs": [],
"source": [
"# g_mean[-2] = g_mean[-1]\n",
"# g_mean"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "corporate-schedule",
"metadata": {},
"outputs": [],
"source": [
"q_true = g_mean + np.random.randn(N, M)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "governing-sociology",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-1.00864139, -0.61819889, 0.37884375, 1.18150685])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"q_true.mean(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "dietary-gateway",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-2.77578047, -1.77264309, 0.15918722, 1.59698252],\n",
" [-0.21599878, 0.45917859, 1.66656079, 2.12425824],\n",
" [-1.65776906, 1.28536371, 0.79613711, -0.34046641],\n",
" ...,\n",
" [-2.55200868, -0.38436661, -0.02065085, 0.76822179],\n",
" [-2.97022372, -2.37133006, 0.51934413, -0.17467752],\n",
" [-1.95140999, 1.19066913, 0.41768843, -1.85663889]])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"q_test = q_true + np.random.randn(N, M)\n",
"q_test"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "effective-toyota",
"metadata": {},
"outputs": [],
"source": [
"papers = np.random.poisson(np.exp(q_true))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "forty-abuse",
"metadata": {},
"outputs": [],
"source": [
"group = np.ones((N, M)) * np.arange(M)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "continuing-curtis",
"metadata": {},
"outputs": [],
"source": [
"d = {\n",
" 'group': group,\n",
" 'q_true': q_true,\n",
" 'q_test': q_test,\n",
" 'papers': papers\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "detailed-breed",
"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</th>\n",
" <th>q_true</th>\n",
" <th>q_test</th>\n",
" <th>papers</th>\n",
" <th>q_bin</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.0</td>\n",
" <td>-1.109949</td>\n",
" <td>-2.775780</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.0</td>\n",
" <td>-0.745501</td>\n",
" <td>-1.772643</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2.0</td>\n",
" <td>0.921206</td>\n",
" <td>0.159187</td>\n",
" <td>5</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3.0</td>\n",
" <td>0.753537</td>\n",
" <td>1.596983</td>\n",
" <td>3</td>\n",
" <td>83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.0</td>\n",
" <td>-1.034783</td>\n",
" <td>-0.215999</td>\n",
" <td>0</td>\n",
" <td>46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39995</th>\n",
" <td>3.0</td>\n",
" <td>-1.117755</td>\n",
" <td>-0.174678</td>\n",
" <td>2</td>\n",
" <td>46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39996</th>\n",
" <td>0.0</td>\n",
" <td>-2.699348</td>\n",
" <td>-1.951410</td>\n",
" <td>0</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39997</th>\n",
" <td>1.0</td>\n",
" <td>-0.519922</td>\n",
" <td>1.190669</td>\n",
" <td>1</td>\n",
" <td>76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39998</th>\n",
" <td>2.0</td>\n",
" <td>-0.244393</td>\n",
" <td>0.417688</td>\n",
" <td>1</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39999</th>\n",
" <td>3.0</td>\n",
" <td>-0.507668</td>\n",
" <td>-1.856639</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>40000 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" group q_true q_test papers q_bin\n",
"0 0.0 -1.109949 -2.775780 0 4\n",
"1 1.0 -0.745501 -1.772643 0 14\n",
"2 2.0 0.921206 0.159187 5 54\n",
"3 3.0 0.753537 1.596983 3 83\n",
"4 0.0 -1.034783 -0.215999 0 46\n",
"... ... ... ... ... ...\n",
"39995 3.0 -1.117755 -0.174678 2 46\n",
"39996 0.0 -2.699348 -1.951410 0 12\n",
"39997 1.0 -0.519922 1.190669 1 76\n",
"39998 2.0 -0.244393 0.417688 1 60\n",
"39999 3.0 -0.507668 -1.856639 0 13\n",
"\n",
"[40000 rows x 5 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame(\n",
" {k: v.flatten() for k,v in d.items()}\n",
")\n",
"\n",
"df['q_bin'] = pd.qcut(df.q_test, 100, labels=False)\n",
"\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "bottom-wound",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='q_bin', ylabel='papers'>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(15,10))\n",
"\n",
"sns.lineplot(data=df, x='q_bin', y='papers', hue='group', ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "indian-reverse",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.9.1"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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