{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Drinking age with a scikit-learn model\n",
    "\n",
    "This example uses the regression discontinuity design to make claims about the causal effects of the minimum legal drinking age (21 in the USA) upon all cause mortality rates. The dataset is from a study by {cite:t}`carpenter2009effect`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "import causalpy as cp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = (\n",
    "    cp.load_data(\"drinking\")\n",
    "    .rename(columns={\"agecell\": \"age\"})\n",
    "    .assign(treated=lambda df_: df_.age > 21)\n",
    "    .dropna(axis=0)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = cp.RegressionDiscontinuity(\n",
    "    df,\n",
    "    formula=\"all ~ 1 + age + treated\",\n",
    "    running_variable_name=\"age\",\n",
    "    model=LinearRegression(),\n",
    "    treatment_threshold=21,\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examine results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/benjamv/opt/mambaforge/envs/CausalPy/lib/python3.11/site-packages/IPython/core/pylabtools.py:77: DeprecationWarning: backend2gui is deprecated since IPython 8.24, backends are managed in matplotlib and can be externally registered.\n",
      "  warnings.warn(\n",
      "/Users/benjamv/opt/mambaforge/envs/CausalPy/lib/python3.11/site-packages/matplotlib_inline/config.py:68: DeprecationWarning: InlineBackend._figure_format_changed is deprecated in traitlets 4.1: use @observe and @unobserve instead.\n",
      "  def _figure_format_changed(self, name, old, new):\n",
      "/Users/benjamv/opt/mambaforge/envs/CausalPy/lib/python3.11/site-packages/IPython/core/pylabtools.py:77: DeprecationWarning: backend2gui is deprecated since IPython 8.24, backends are managed in matplotlib and can be externally registered.\n",
      "  warnings.warn(\n",
      "/Users/benjamv/opt/mambaforge/envs/CausalPy/lib/python3.11/site-packages/IPython/core/pylabtools.py:77: DeprecationWarning: backend2gui is deprecated since IPython 8.24, backends are managed in matplotlib and can be externally registered.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
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kCnMJuVDI84i2JMAcINzGTMZXfY9f8HK2Vd8zmazqu7a2VqtWrdLy5csnVH2X0jyyLEvRaFRVVVVZnyMcDsvr9VL5OYlSmkv5whydfh4Veri60BX6/CTcRj7wuw25wDxCrjCXkAuFPI9oSwIABcDr9Wr16tVavXr1hPvGVn1PtshlLqq+jxw5oiNHjuiJJ56YcN9kVd+1tbVau3atamtrZ33tQmcYRsYfpR8vEonI5/PlaERAKubo9EzTVDgczirYlqTe3l4NDAzI6/USbmeB+QkAAICFgHAbALKUbq/vqcLvuez1PfZrqqrvYuM4zqwX6/T7/QX1zjYWFubo9AhX5xfzEwAAAAsB4TYA5MlMVd/9/f0TAu/5qPoebXMyGnxn0+t7PiQSCVVWVqquri7rlgYVFRUaHBzMw+gA5uhMCFfnF/MTAAAACwHhNgDMA8MwtHz5ci1fvlxXXXXVhPuj0WhKr+/5qPqeapHLQqn6jsfjsm1bwWAwq8XogsGgbNumnQHyhjk6PcLV+cX8BAAAwELAgpIoaSwoiWI0VdX36GKXhw8fzuv1PR7PhF7f81X17fF4FI/HVVNTk1F7A7/fr1AoJNM0i3ahvnzjOSk3Sn2OzjSPfD6ftmzZklW42tbWppaWFkWj0VwMtSQV8vxkQUnkA7/bkAvMI+QKcwm5UMjziAUlAQCTmq7q2zAMlZWVaf/+/Xr66adT+n2PhuCxWGxW14/FYurt7VVvb++k91dXV6cE3mP7fVdXV+e06tu2bfl8PnV1damxsVGJRGLGY0zT1LZt22RZFqEY8o45Or2RkRE1Nzfrtttuyzhc3bhxY1r/npga8xMAAADFjnAbABYYn8+nNWvWqKamZsK7tuOrvkervUe3c1H13d/fr/7+fj3++OMT7puq6nv0+0wXhnMcR7FYTA0NDdq+fbuampqmDcj8fr+2bdum9evXKxqNFtS72liYmKPTI1ydX8xPAAAAFDvakqCk0ZYEC81s59HYXt/79u2b0PpktlXfMxlf9V1bW5v8frqqb9M05fF4ZNu2Ojs7ddddd6X08A0EAgoGg9q4caMsy1IsFqPicwY8J+VWqc7RdOaRaZry+Xzq7u7OOFxdCP9GhaAQ5ydtSZAP/G5DLjCPkCvMJeRCIc+juWpLQriNkka4jYUmn/NoLqq+pzO+6ntsxfdor++ysjK5XC55PB4NDAwoEonI7/eroqJCtm0rkUhoaGiIn6808JyUe6Ntg0ppjqY7jwoxXC01hTY/CbeRD/xuQy4wj5ArzCXkQiHPI8JtYA4QbmOhmc95NFr1Pb7H93xUfZ9//vnJr/POO0+VlZUaGRnJ6/UXGp6T8svtdss0TRmGIcdxlEgkFI/H53tYOZfJPCq0cLWUFcL8JNxGPvC7DbnAPEKuMJeQC4U8j1hQEgBQVHw+ny688EJdeOGFE+4bGRnRkSNHpgy+56rXd21t7YQ+39n0+gZmKx6PL8gwezYcx5Ft25Kk4eFheb1e+Xw+OY6jwcFB/r3mEPMTAAAAxYJwGwCQdy6XS8uXL9fy5ct11VVXTbg/Go3qwIEDycA711XfsVhMvb296u3tnfT+6urqKRe5nK7XN4D8IFwFAAAAkA7CbQDAvPP5fLrooot00SQfLx8ZGVF/f/+kwff+/fvV398/6+uPVn3/9re/nXCfx+NJWeSSqm8AAAAAAAoD4TawQBVCv0wgF1wul1asWKEVK1ZMWvV96tQpHTx4MCXwHv06ePBgTqq+9+zZoz179kx6//Lly6cMv5cvXy7DMGZ1fQAAAAAAMDnCbWABMQxDlmXJ5XLJsiyFw+HkYlyVlZWKxWLJnqaFtMgAMBuLFy/OqOp7bPV3Lqq+Dx8+rMOHD09a9e31erVy5coJwfd5552nlStXUvUNAAAAAMAsEG4DC4RpmvJ4PLJtWx0dHWpvb1dfX1/y/rq6OgWDQTU3N8vn8ykWiymRSMzjiIH8y6Tqe9++fRNan4wubpet06dPZ1X1fd5556m6upqqbwAAAAAApmE4lG+ihB07dmy+h5BkGIaWLl0qSTp+/HhGldWmacrn86m7u1tNTU2KRCJT7uv3+9XV1aWGhgZFo1EC7gVmNvMIqcZWfe/bt2/CIpe5qPqezviq79ra2pRe316vN6/XZy4hF5hHyJZr926dcfXV0+5z4pFHNDLJp3aAqfCchFxgHiFXmEvIhUKeR2eeeeacXIfKbaDIGYYhj8ej7u5uNTY2zhhWRyIRNTY2aseOHaqvr1c0Gi2oJz+gUKRb9T3ZIpdzXfU9ts83Vd8AAAAAgFJBuA0UOcuyZNu2mpqa0q7CTiQS2rBhg0KhkMrKymYdwgGlaKZe34cPH54QeM9Hr+/x4fdcVH0DAAAAADAXCLeBIudyudTR0TFtK5LJRCIRdXZ2qqWlJU8jA0qXy+VSTU2Nampq9OY3v3nC/adOndKBAwdSAu+5rvoeX+1N1TdQPNxut0zTlGEYchxHiURC8Xh8vocFAAAAzDnC7QI3MjKiZ555Rnv37tWrr74qt9utZcuWKRAI6IILLpjVuUOhkPr6+vTyyy8rEonI7XbrjDPO0Ote9zpdfPHFKisry9GjQL643W5ZlqX29vasjm9vb9fmzZs1NDTEH8XAHFq8eLHWrFmjNWvWTLhvqqrv0QUvjxw5Muvrj1Z9/+Y3v5lwn9frTQbdq1ev1vnnn69ly5ZR9Q3MM8MwZFmWXC6XLMtSOBxWJBKR3+9XZWWlYrGYHMeRbdu0GwMAAEDJINwuUCdOnNC3vvUt/fCHP9SJEycm3Wf16tW6+eabddNNN6V1ztOnT+uhhx7SL37xCz322GPTfizesiz9xV/8hT70oQ8pEAhk9RjStXr16qyPfe655+R2l+40Nk1T4XBYfX19WR3f29urgYEBeb1ewm2gQGRT9T264OXBgwdzUvX9/PPP6/nnn9cDDzww4f4VK1ZMqPYeXfBy2bJlVH0DeWCapjwej2zbVkdHh9rb21N+99fV1SkYDKq5uVk+n0+xWIwFowEAAFASDIfSjoLz9NNPq6WlRUePHk1r/2uvvVb//M//LL/fP+U++/bt04033qhoNJrRWBYtWqSPfexjCgaDGR2XifkMt48dO5b1sbmWzQq3Ho9H/f39qq2tzfq6+/fv17JlyxSLxbI+BwpHIa+UjPybrOp7bPV3Lqq+pzO26nv8YpcrV66k6rsE8Zw0e6Zpyufzqbu7W01NTdO2IfP7/erq6lJDQ4Oi0WhRB9yu3bt1xtVXT7vPiUce0cgk6x4AU+E5CbnAPEKuMJeQC4U8j84888w5uU7plrwWqKefflrve9/7UirvfD6frr76atXW1mpkZER79+7Vo48+mtznF7/4hW655Rb927/925RBbywWmxBsm6apNWvWaPXq1aqsrFQikdCBAwf06KOPJv9wGh4e1p133qnBwUF96lOfytOj/iPDMORyuTLav5Q5jjPtmxrp8Pv9BfXkByB7mVZ9j/3KddX3ZMZXfdfW1ia3qfoGJjIMQx6PR93d3WpsbJwxrI5EImpsbNSOHTtUX1+vaDTK73gAAAAsaITbBSQSieiWW25JCReuvfZa3X777aqoqEjZ99ChQ/r0pz+t3/72t5Kkhx9+WF/72tfU2to643Uuu+wybdiwQdddd92kwejg4KDuvPNO3XPPPcnbOjs7deWVV+raa6/N9uGl5aMf/ag+/vGP5/UaC0kikVBlZaX+v/buPb7J+v7//zNNadqQcmo5C1KwRUAQ5DDPyoCqcxbUCTjnVAR/BRmK/bj5YW5O8bRNAZkcPgIOD6jgphNlHwU8gAoqDgSkHAqWY0uhhZaG0rRJ8/vDb/NpekzSK03SPu63W2+3vq+8r+t6B155J33lfb2u5OTkgEqTpKSkKCEhQcXFxUEYHYBw42+t75ycHP3www86cOCAIau+c3NzlZub22Ct78rEd+XvrPpGS2WxWORwODRhwgSfV2G7XC6NHz9eOTk5iomJafSXVgAAAEA4I7kdRl5//XXl5OR42pdeeqlefPHFWldjd+3aVUuWLNHtt9+uXbt2SZJeeeUV3XHHHerSpUutxx8yZIgyMjI0fPjwescRHx+vP/7xj2rdurVeeuklz/bnnnsu6Mlt+MfpdMrhcCg9Pd2nLzaqS09Pl8PhoN42gBqrvqtf3ma322vc5DJUq74rf1j1jeYuKipKS5YsqbcUSW3sdruWLl2qadOmBWlkAAAAQHig5nYYueqqqzwr40wmk/73f/+3wVrK27dv1/jx4z3tO+64Q3/84x9r9HM6nX7Xpi4vL9f111+vo0ePerb9+9//Vp8+ffw6TkOq1tyePn16k67cjvSa29KPdbedTqe6devm1x+/NptNOTk5MpvNrOpqRsK53hYiiz+xVLnqu3qN71DU+q6e/GbVd2gxJwUuOjpa8fHxSklJCfjqrL1796q4uDgiv8Sm5jaCgTkJRiCOYBRiCUYI5zii5nYLk5WV5fXH/7Bhw3y6SeDFF1+slJQU7du3T5L04Ycf6tFHH61RtzqQmy62atVKqampevnllz3bduzYYXhyG43jcDhktVq1cuVKn+pxSj/WW1+1apUsFovfNxkFgOqqrvq+/PLLazxut9t1+PDhkK/6rlrjm1XfCHdms1n5+fkBJbYlad++fSooKFBcXFxEJrcBAAAAX5DcDhOVpUUqDRkyxOd9hwwZ4kluFxQUaOvWrRo2bJgh4+rZs6dXOz8/35Djwjhut1ulpaVKTU3V6tWrNWHChHpXcNtsNq1atUpjxozhRlMAgiY6Olpms1kmk0kWi0Xt2rWrs9Z3bm5unSVPTp482eix1Ffr22q11kh4s+ob4cBkMvldjqQ6u90uq9Vq0IgAAACA8ENyO0wUFhZ6tTt37uzzvtX7btmyxbDk9tmzZ73arVq1MuS4MJbL5VJJSYlGjx6tnJwcLV26VIsWLfJa7ZWSkqL09HRNnjzZs2Lb15tTAYAvKhPZUVFRslgsys/Pl91ul81mU2JiokpLS+V2u+VwODxfrEVFRal79+7q3r27z6u+s7OzdejQIR06dEhlZWWNGnNJSYl2796t3bt31/p4165da9T4ZtU3moLb7a71xt/+sNlsfIkNAACAZo3kdpgoLS31asfExPi8r8Vi8Wrv37/fkDFJ0t69e73a/iTd0bQqE9wxMTGaOnWqZs6cqYKCAk9iKSEhQQ6Hw9OPP3YBGMlsNis2NlYOh0NLlizR4sWLvb5gS05OVnp6uqZMmSKr1arS0lKfvmCz2Wzq37+/z6u+qybBjVz1vXnz5hqP1bXqu1evXurZs6diY2Mbff5wVXVlvtvtlsvlovSFwVwulxITE5WcnBxwze2EhAQVFxcHYXQAAABAeCC5HSbi4+O92mfOnPF53+p9f/jhB0PGVFJSovXr13vaUVFR+slPfmLIsevy9ddfe+qmnjp1StHR0Wrfvr3OP/98DR8+XNdff32NUin4P5UrIqUfbwgaFxcnq9Uqt9sdsTeUAhD+zGazrFar1q5dW2dppKysLGVkZOixxx7TypUrlZqa2ugrSPxZ9V252rsy8R2qVd+VPx07doy4Vd+BrMxH4JxOpxwOh9LT05WRkeH3/unp6XI4HBH73l9RURHqIQAAACACkNwOE9VXRPuz+rqy3nal3NxcQ8b08ssve91scMSIEerQoYMhx67Lli1bamw7c+aMDh06pI0bN2revHm64YYbNGvWLCUkJAR1LJHO6XRG7B+0ACKHyWRSbGys1q5d69NNbe12u9LS0vT+++9r1KhRQb2SxNdV39nZ2V61vkOx6jspKcmr1ne4rfoO1sp81K+iokJTpkzRY4895lf9bZvNpsmTJ0f0/wGfYQAAAOALk5ulNWGhoKDAa9VZx44d9dlnnyk6uv7vH86ePaurrrrKqza2xWLRjh07GjWerKws3XLLLV6r2l5//XUNHz68UcetTd++ff3ep1OnTlqwYIEGDRrUqHNXr3UeSiaTSW3btpUkFRUVseoNASGOYBRfY8liscjpdKpbt25+J99ycnIUHR3tueIknNjt9jrLnRix6rsh3bp18yS/k5KSvFZ+N/Wq78qV+R999JFPNy1euXKlrrvuOpWUlKiioqJFzkmVZVsqBVq2xWQyKS4uTuvXr/fpyyPpx/+vyi+Pzp07F7H/5qX/+Y+6jB5db58zmzapol+/JhoRmgM+J8EIxBGMQizBCOEcR+3atWuS85DcDiPjx4/X9u3bPe3HH39cEydOrHefRYsWad68eTW2Z2Zmev1R5Y+SkhKNHz/ea0XWzTffrGeffTag4zWkb9++Ov/88zVq1ChdeumluuCCC9ShQweZzWadOnVK33//vf7973/rww8/9Pqjrn379lq1ahVlSgAghMrKyvTiiy8GVDZhzpw5uv/++/26z0Q4qKio0LFjx/TDDz/U+nPixImgnt9qtap3797q3bu3+vTp4/m9d+/e6tWrl+GrvsvLy7Vu3Tq/k6ujR49ukTeiLisrU0xMjPLz83X27Fm1bt1aiYmJnu2BcLlcPn+5sGrVKqWmpgb8OTBcFG3apLZXXFF/p++/lwYMaJoBAQAAICyR3A4jH374oR544AFPu3Xr1lq6dKkuueSSWvt//vnnmjp1qsrLy2s8tnXrVrVu3drvMbjdbj3wwAP66KOPPNt69uypd955p0ZdcKN88cUXuuKKKxpchbZjxw7NmDHDq+zKkCFD9NZbbwVlXAAA36SkpAR8w7vqNy5uDoqLi5WdnV1r4js7Ozvoq767d+9eI+ld+dOpUye/V30XFxcHtDI/NzdXNpvN3+FHrPLycpWWljZYtiU2NjagpH/l8ZcuXapFixZ5HT8lJcVzfIvF0iy+VCjYuFEJ11xTfyeS2wAAAC0eye0w4na7lZ6ers8++8yzLSYmRnfeeafGjh2rpKQkud1uHThwQO+8847efPNNzyWuVqvVUx/bZDIpMzNTUVFRfo/hySef1GuvveZpx8fHa8WKFQGVDgmGH374QePHj1dxcbFn20svvaRrGvrjpw6UJUFzQxzBKL7EksVi0dmzZ9WxY8eAz5Ofny+r1RqWpUmCweVyeWp9Vy93kp2drfz8/KCev3Xr1l4lTqr+Xlut77i4OC1YsCDglfnTpk2TxWKR1HznpMaUbfGnJrbJZFJMTIznhp4FBQWeG3omJCTI4XCooqJCZWVlzeLfuWDjRvUZO7bePpQlgb/4nAQjEEcwCrEEI4RzHFGWpIUqLCzUpEmTtGvXLp/3mTFjhtasWaMDBw5I+jEh/e233/p97oULF+qFF17wtC0Wi5YuXaoRI0b4faxgeumll/T888972mPHjtVf/vKXgI51+vRpo4bVaCaTyfPCLywsDKsJCZGDOIJRfIml2NhY5eXlKSkpKeDzHDx4UJ06dVJpaWnAx2hOiouLdfjwYa+kd+Xvhw8fDuqqb5PJpK5du3qS3r1791a/fv30yCOP6OjRo34fr/rK/HCakyprYptMJrnd7kbVxLZarQHXxA70hqpGjT+cnfj0U/W99dZ6+xR9+SXJbfiFz0kwAnEEoxBLMEI4x1H79u2b5Dz1360QTa5du3ZasWKFnnzySb377rv1/pEUFxenhx9+WHfccYeWL1/u2d6mTRu/z7tixQqvxHZ0dLTmzp0bdoltSbr11ls1Z84czwt28+bNIR4RALRMbre70WUnbDZbWH0AC7X4+HgNGDBAA2optVDXqu/KJHhjV3273W7l5OQoJydHmzZtatSxJGnfvn0qKChQQkJCo49lBJPJJIvF4ln5nJ+f71n5nJiYqNLSUrndbjkcDp9j0mKxyOFwaMKECT6vwna5XBo/frxycnIUExMT0FULTqez2SWzq2vuzw8AAADGILkdhuLi4vTUU0/p3nvv1XvvvaevvvpKR48eVVFRkeLj49W9e3eNHDlSt9xyi7p27aqioiKdOXPGs/8FF1zg1/nee+89zZ4929M2mUx66qmnNGrUKMOek5ESEhLUo0cPHT58WJJ04sQJlZeXN4v6kgAQSVwulxITE5WcnBxwze2EhASvUlOom9ls1nnnnafzzjtPV9Ryo73qq76rJr4PHTpU6z06gm3jxo264oorGlW6xghms1mxsbFyOBwN1sS2Wq0qLS31KVkdFRWlJUuW+FWPXJLsdruWLl2qadOm+f1cWgqS2wAAAPAFye0w1rt3b82cObPBfjt37vRqDxw40OdzfPzxx5o1a5bXCqVHH31U48aN8/kYoZCQkOBJbks/XnoR6j+cYayWcMk1EOmcTqccDofS09MDqsmcnp4uh8PBa9sgoVz1XZdbbrlFknet76p1vitrfVfW5Q6GyprYa9eurbMmdlZWljIyMvTYY49p5cqVSk1NbbAmdnR0tCwWixYvXhzQuBYvXqyZM2eqrKyM10At/KlHDgAAgJaL5HYzsHXrVq/2oEGDfNpv8+bNevDBB73+oHrwwQf1q1/9ytDxBcO5c+e82sH8oxhNJxiXjAMIroqKCk2ZMkWPPfaYX6tXbTabJk+eTAKrifi66js7O9trtffhw4e1b9++Rp//7NmzyszMVGZmZo3Hqtf67tWrl5KSkjy/JyYmymQyBXRek8mk2NhYrV271qea2Ha7XWlpaT7VxDabzcrPzw/oqgXp/8q2xMXFkdyuBf8mAAAA8AXJ7WZgzZo1nt8TEhJ0+eWXN7jP9u3bNW3aNK8bU02ePFlTp04NyhiNVFFRoZycHE+7VatWAdUZR3gJ1iXjAILL4XDIarVq5cqVft1Qb9WqVbJYLCopKWmCUaIhda36tlqt+tvf/qaHH344aOduqNZ31VXflT+V7YZWfQezJrbJZPK7HEl1drtdVqu1UcdorkhuAwAAwBcktyPcF198oYMHD3raY8eObbD29L59+zRlyhSvhMLtt98e1D9cjbR161avGuMXXnhhCEcDIwTrknEAwed2u1VaWqrU1FStXr26ztdwJZvNplWrVmnMmDH1ropFeKioqND/9//9f3r88cf9SuSazWYlJSUZUuvb11XfdSW/g1UTmxuqBhfv7wAAAPAFye0IVlZWpmeeecbTjouLa7CkyOHDhzVp0iQVFRV5to0dO1aPPfZY0MZptEWLFnm1r7zyyhCNBEYI5iXjAJqGy+VSSUmJRo8erZycHC1dulSLFi3yuvoiJSVF6enpmjx5smfFNsmr8BfoyvzKOdput8tut+uHH37Q999/X6Ped0FBQaPG19Cqb5vN5nWVmj8aqonNDVWDi5XbAAAA8AXJ7Qjlcrn0X//1X9q/f79n229+8xt17969zn3y8vJ0zz336OTJk55tqampeuaZZwKuZVndO++8o//+7//2tG+++WY9++yztfYtLCyUw+FQ586dfT7+/Pnz9cUXX3jaFotFt99+e+ADRsgF85JxAE2nMsEdExOjqVOnaubMmSooKPDUzU9ISJDD4fD040upyNDYlflRUVHq2bOnevbsqcGDB9f4fz9z5owOHz7sdXPL7OxsT73vxq76bkzZkIZqYnND1eDi3wUAAAC+ILkdZp544gklJCRo7NixOu+882rtk5mZqSeeeELbtm3zbBsyZIjuuuuuOo9bVFSkyZMn6+jRo55tV111lZ5//nmZzWbjnoAfcnNzNX78eN18881KS0vT0KFD60yyHz58WM8//7w+/PBDr+1TpkzxKzmO8BMVFRW0S8YBNK3KG75KUnl5ueLi4mS1WuV2u1VcXEyyKkI1ZmV+Q1+et2nTRhdddJEuuuiiWs+bm5tbI/Fd+XtjV3374sorr1RycrJ69OjhKXeSlJSkHj16yGKxcEPVIOLfBgAAAL4guR1m8vPztWLFCs2fP1/JyckaMGCAOnXqpKioKOXn52v79u01Ln3t27evFi5cqOjouv87P/nkE+3bt89r25dffqnBgwf7Nb5x48bp6aef9muf+pSVlWnlypVauXKl2rVrp/79+6tXr15q06aNoqKidPr0ae3atUvff/+9Kio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      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "result.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference in Differences experiment\n",
      "Formula: all ~ 1 + age + treated\n",
      "Running variable: age\n",
      "Threshold on running variable: 21\n",
      "\n",
      "Results:\n",
      "Discontinuity at threshold = 7.66\n",
      "\n",
      "\n",
      "Model coefficients:\n",
      "  Intercept      \t         0\n",
      "  treated[T.True]\t       7.7\n",
      "  age            \t     -0.97\n"
     ]
    }
   ],
   "source": [
    "result.summary()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    ":::{bibliography}\n",
    ":filter: docname in docnames\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 ('CausalPy')",
   "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",
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