{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Drinking age - Bayesian analysis\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": [ "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" ] }, { "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 neccessary. 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": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "93d263e61b7f42b489da7599de1c429f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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\n" ], "text/plain": [ "\n" ] }, "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 12 seconds.\n", "Sampling: [beta, sigma, y_hat]\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": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 732 } }, "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": 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 = 7.05$CI_{94\\%}$[4.4, 9.5]\n", "\n", "\n", "Model coefficients:\n", " Intercept 106, 94% HDI [83, 128]\n", " treated[T.True] 7, 94% HDI [4.4, 9.5]\n", " age -0.66, 94% HDI [-1.8, 0.51]\n", " 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": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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(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]\");" ] }, { "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": 8, "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: [beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b939cdcc2bd540109955f9a4b7de436f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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Increase `target_accept` or reparameterize.\n", "Sampling: [beta, sigma, y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 732 } }, "output_type": "display_data" } ], "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()" ] }, { "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": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 311, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "az.plot_forest(result2.idata.posterior, var_names=\"beta\", figsize=(10, 3));" ] }, { "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." ] }, { "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": 10, "metadata": {}, "outputs": [], "source": [ "df[\"age\"] = df[\"age\"] - 21" ] }, { "cell_type": "code", "execution_count": 11, "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: [beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "69de968736794cb8875b7dc05632eae6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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\n" ], "text/plain": [ "\n" ] }, "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 2 seconds.\n", "Sampling: [beta, sigma, y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "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()" ] }, { "cell_type": "code", "execution_count": 12, "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]\");" ] }, { "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": "3.11.9" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "46d31859cc45aa26a1223a391e7cf3023d69984b498bed11e66c690302b7e251" } } }, "nbformat": 4, "nbformat_minor": 2 }