{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Drinking age - Bayesian analysis\n", "\n", "This example uses the sharp 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": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "\n", "import causalpy as cp" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%config InlineBackend.figure_format = 'retina'\n", "seed = 42\n", "# Set arviz style to override seaborn's default\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Load and process data." ] }, { "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", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Main effects model\n", "\n", "First we will examine a simple 'main effects' model. Here, the expected death rate (in units of deaths/1000 people/year) for a given age $a$ (with monthly resolution), is modelled with an intercept term $\\beta_0$, a treatment effect $\\beta_1$ and an effect of age $\\beta_2$.\n", "\n", "$$\n", "\\mu(a) = \\beta_0 + \\beta_1 t(a) + \\beta_2 a\n", "$$\n", "\n", "The term $t(a)$ describes whether 'treatment' has been applied. In this example it simply describes whether a give age $a$ is over the minimum legal drinking age of 21:\n", "\n", "$$\n", "\\begin{align}\n", "t(a) = \n", " \\begin{cases} \n", " 1 & \\text{if $a \\ge 21$} \\\\\n", " 0 & \\text{if $a < 21$} \n", " \\end{cases}\n", "\\end{align}\n", "$$\n", "\n", "To be clear, $\\beta_2 a$ describes a linear trend of how expected mortality rate changes with age. The coefficient $\\beta_0$ is the intercept of this linear trend (at $a=0$). This leaves $\\beta_1 t(a)$ which we can understand as modelling the discontinuity of the linear trend around the age threshold. " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ ":::{note}\n", "The `random_seed` keyword argument for the PyMC sampler is not necessary. We use it here so that the results are reproducible.\n", ":::" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, y_hat_sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "136c491379f64a0a81055cef5e600fac", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 7 seconds.\n",
      "Sampling: [beta, y_hat, y_hat_sigma]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    }
   ],
   "source": [
    "result = cp.RegressionDiscontinuity(\n",
    "    df,\n",
    "    formula=\"all ~ 1 + age + treated\",\n",
    "    running_variable_name=\"age\",\n",
    "    model=cp.pymc_models.LinearRegression(\n",
    "        sample_kwargs={\"target_accept\": 0.95, \"random_seed\": seed}\n",
    "    ),\n",
    "    treatment_threshold=21,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For decision-making, you often need a concise summary of the causal effect. The `effect_summary()` method provides a decision-ready report with key statistics. For Regression Discontinuity, the effect is the discontinuity (jump) at the threshold."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meanmedianhdi_lowerhdi_upperp_gt_0
discontinuity7.031757.0137934.5165019.6403511.0
\n", "
" ], "text/plain": [ " mean median hdi_lower hdi_upper p_gt_0\n", "discontinuity 7.03175 7.013793 4.516501 9.640351 1.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = result.effect_summary()\n", "stats.table" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The discontinuity at threshold was 7.03 (95% HDI [4.52, 9.64]), with a posterior probability of an increase of 1.000.\n" ] } ], "source": [ "print(stats.text)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "fig, ax = result.plot()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "And let's grab the text summary of the results." ] }, { "cell_type": "code", "execution_count": 8, "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 = 7.03$CI_{94\\%}$[4.6, 9.5]\n", "\n", "\n", "Model coefficients:\n", " Intercept 106, 94% HDI [85, 127]\n", " treated[T.True] 7, 94% HDI [4.6, 9.5]\n", " age -0.65, 94% HDI [-1.7, 0.42]\n", " y_hat_sigma 2.4, 94% HDI [2, 2.9]\n" ] } ], "source": [ "result.summary()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In this main effects model, the size of the causal effect is equal to our posterior estimate of $\\beta_1$. Let's plot the parameter estimates (left) and zoom in on the posterior distribution for the main effect of treatment (right)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "execution_count": 9, "metadata": { "image/png": { "height": 311, "width": 1011 } }, "output_type": "execute_result" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 3))\n", "\n", "az.plot_forest(result.idata.posterior, var_names=\"beta\", ax=ax[0])\n", "az.plot_posterior(\n", " result.idata.posterior.beta.sel(coeffs=\"treated[T.True]\"),\n", " round_to=3,\n", " ax=ax[1],\n", ")\n", "\n", "ax[1].set(title=\"treated[T.True]\")\n", "fig" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can see that this matches up (nearly exactly) with the \"discontinuity at threshold\" figures in the first results figure.\n", "\n", "It is not exactly the same because we actually manually calculate the discontinuity at threshold. The reason for this is because in anything but the simplest model, the discontinuity at threshold is not simply equal to this parameter. In order to understand this, let's look at the marginally more complex model where we incorporate an interaction term." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Interaction model\n", "\n", "We add an interaction term by changing our formula to `all ~ 1 + age + treated + age:treated`. This now changes the statistical model to :\n", "\n", "$$\n", "\\mu(a) = \\beta_0 + \\beta_1 t(a) + \\beta_2 a + \\beta_3 t(a) \\cdot a\n", "$$\n", "\n", "This model is now more complex in that it can _allow_ for the trend in mortality rate to vary before versus after the age of 21 _if the data suggest it_. If it is not clear already, it will be clear from the next results figure that the discrepancy at threshold is no longer equal to the $\\beta_1$ coefficient. Let's run the model and see." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, y_hat_sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e583af9a39fc48039ef6ee3652841d31", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 9 seconds.\n",
      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
      "Sampling: [beta, y_hat, y_hat_sigma]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    },
    {
     "data": {
      "image/png": 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       "
" ] }, "execution_count": 10, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "execute_result" } ], "source": [ "result2 = cp.RegressionDiscontinuity(\n", " df,\n", " formula=\"all ~ 1 + age + treated + age:treated\",\n", " running_variable_name=\"age\",\n", " model=cp.pymc_models.LinearRegression(sample_kwargs={\"random_seed\": seed}),\n", " treatment_threshold=21,\n", ")\n", "\n", "fig, ax = result2.plot()\n", "fig" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can now see that by adding an interaction term, the parameter estimates are now much changed, and the estimated discontinuity at threshold is no longer simply given by the $\\beta_1$ parameter. To confirm this, we can check the estimate of $\\beta_1$ (which corresponds to the `treated[T.True]` coefficient)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "az.plot_forest(result2.idata.posterior, var_names=\"beta\", figsize=(10, 3))\n", "display(fig)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can see that this estimate is now wildly off the desired \"discontinuity at threshold\" value. It is for this reason that `CausalPy` manually calculates the \"discontinuity at threshold\" by evaluating the difference in predicted outcome values slightly above versus slightly below the treatment threshold." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can get a decision-ready summary of the causal effect for this interaction model:\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meanmedianhdi_lowerhdi_upperp_gt_0
discontinuity7.200737.2280194.7688869.7325121.0
\n", "
" ], "text/plain": [ " mean median hdi_lower hdi_upper p_gt_0\n", "discontinuity 7.20073 7.228019 4.768886 9.732512 1.0" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats2 = result2.effect_summary()\n", "stats2.table" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Centering the running variable on the treatment threshold\n", "\n", "Another practice to deal with this is to centre the running variable on the threhsold such that the threshold (minimum legal drinking age) is now at zero. This also makes the parameters more interpretable." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "df[\"age\"] = df[\"age\"] - 21" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, y_hat_sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "73a7bdc0a74447fd9c4c92358333b16c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n",
      "Sampling: [beta, y_hat, y_hat_sigma]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    },
    {
     "data": {
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       "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "result3 = cp.RegressionDiscontinuity(\n", " df,\n", " formula=\"all ~ 1 + age + treated + age:treated\",\n", " running_variable_name=\"age\",\n", " model=cp.pymc_models.LinearRegression(sample_kwargs={\"random_seed\": seed}),\n", " treatment_threshold=0,\n", ")\n", "\n", "fig, ax = result3.plot()\n", "display(fig)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 311, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 3))\n", "\n", "az.plot_forest(result3.idata.posterior, var_names=\"beta\", ax=ax[0])\n", "az.plot_posterior(\n", " result3.idata.posterior.beta.sel(coeffs=\"treated[T.True]\"),\n", " round_to=3,\n", " ax=ax[1],\n", ")\n", "\n", "ax[1].set(title=\"treated[T.True]\")\n", "display(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the effect summary for the centered model:\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meanmedianhdi_lowerhdi_upperp_gt_0
discontinuity7.67717.6776215.16851610.283121.0
\n", "
" ], "text/plain": [ " mean median hdi_lower hdi_upper p_gt_0\n", "discontinuity 7.6771 7.677621 5.168516 10.28312 1.0" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats3 = result3.effect_summary()\n", "stats3.table" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "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", "version": "3.13.2" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "46d31859cc45aa26a1223a391e7cf3023d69984b498bed11e66c690302b7e251" } } }, "nbformat": 4, "nbformat_minor": 2 }