{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Banking dataset with a `pymc` model\n", "\n", "This notebook analyses historic data on banking closures from {cite:t}`richardson2009monetary` and used as a case study for a difference in differences analysis in the excellent book [Mastering Metrics](http://www.masteringmetrics.com) {cite:p}`angrist2014mastering`. Here, we replicate this analysis, but using Bayesian inference." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import arviz as az\n", "import pandas as pd\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 data\n", "\n", "The raw dataset has a `date` column which is just some uninterpretable number - all we need for our analysis is the `year` column. We also have columns `bib6`, `bio6`, `bib8`, `bio8`. We know that the `6` and `8` represent the 6th and 8th Federal Reserve districts, respectively. I assume `bib` means \"banks in business\", so we'll keep those columns. The data is at daily resolution, but we will convert this to yearly resolution. And from what I can tell from Figure 5.2 of {cite:t}`angrist2014mastering`, they seem to present the _median_ number of banks open per year. Let's load the data up and do those steps." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = (\n", " cp.load_data(\"banks\")\n", " # just keep columns we want\n", " .filter(items=[\"bib6\", \"bib8\", \"year\"])\n", " # rename to meaningful variables\n", " .rename(columns={\"bib6\": \"Sixth District\", \"bib8\": \"Eighth District\"})\n", " # reduce from daily resolution to examine median banks open by year\n", " .groupby(\"year\")\n", " .median()\n", ")\n", "\n", "treatment_time = 1930.5\n", "\n", "# set treatment time to zero\n", "df.index = df.index - treatment_time\n", "treatment_time = 0" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualise what we have. This matches up exactly with Figure 5.2 of the {cite:t}`angrist2014mastering`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "ax = df[[\"Sixth District\", \"Eighth District\"]].plot(style=\"o-\")\n", "ax.set(ylabel=\"Number of banks in business\")\n", "ax.axvline(x=treatment_time, c=\"r\", lw=3, label=\"intervention\")\n", "ax.legend();" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Just a few more final processing steps to make the data amenable to analysis. We will convert from wide form into long form. Then we will add a new column `treated` which indicates the observations where treatment has taken place." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/pd/p2qnky2x3xl4w3mgc4lct2200000gn/T/ipykernel_66134/4155710090.py:21: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", " df_long = df_long.replace({\"district\": {\"Sixth District\": 1, \"Eighth District\": 0}})\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " year district bib unit post_treatment\n", "0 -1.5 1 141.0 Sixth District False\n", "6 -1.5 0 170.0 Eighth District False\n", "1 -0.5 1 135.0 Sixth District False\n", "7 -0.5 0 165.0 Eighth District False\n", "2 0.5 1 121.0 Sixth District True\n", "8 0.5 0 132.0 Eighth District True\n", "3 1.5 1 113.0 Sixth District True\n", "9 1.5 0 120.0 Eighth District True\n", "4 2.5 1 102.0 Sixth District True\n", "10 2.5 0 111.0 Eighth District True\n", "5 3.5 1 102.0 Sixth District True\n", "11 3.5 0 110.0 Eighth District True" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.reset_index(level=0, inplace=True)\n", "df_long = pd.melt(\n", " df,\n", " id_vars=[\"year\"],\n", " value_vars=[\"Sixth District\", \"Eighth District\"],\n", " var_name=\"district\",\n", " value_name=\"bib\",\n", ").sort_values(\"year\")\n", "\n", "# We also need to create a column called `unit` which labels each distinct\n", "# unit. In our case we just have two treatment units (each district). So\n", "# we can build a `unit` column from `district`.\n", "df_long[\"unit\"] = df_long[\"district\"]\n", "\n", "# We also need to create a `post_treatment` column to define times after\n", "# the intervention.\n", "df_long[\"post_treatment\"] = df_long.year >= treatment_time\n", "df_long\n", "\n", "# Dummy coding for district\n", "df_long = df_long.replace({\"district\": {\"Sixth District\": 1, \"Eighth District\": 0}})\n", "df_long" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis 1 - classic 2$\\times$2 DiD\n", "\n", "First we'll do an analysis just looking at data from 1930 and 1931. This way we just have a single pre-intervention and a single post-intervention measurement." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the formula: `bib ~ 1 + district * post_treatment` which equates to the following model of expected values:\n", "\n", "$$\n", "\\begin{aligned}\n", "\\mu_i & = \\beta_0 \\\\\n", " & \\quad + \\beta_{d} \\cdot district_i \\\\\n", " & \\quad + \\beta_{p} \\cdot post~treatment_i \\\\\n", " & \\quad + \\beta_{\\Delta} \\cdot district_i \\cdot post~treatment_i\n", "\\end{aligned}\n", "$$\n", "\n", "Let's just run through this to make sure we understand:\n", "* $\\mu_i$ is the expected value of the outcome (number of banks in business) for the $i^{th}$ observation.\n", "* $\\beta_0$ is an intercept term to capture the basiline number of banks in business of the control group, in the pre-intervention period.\n", "* `district` is a dummy variable, so $\\beta_{d}$ will represent a main effect of district, that is any offset of the treatment group relative to the control group.\n", "* `post_treatment` is also a dummy variable which captures any shift in the outcome after the treatment time, regardless of the recieving treatment or not.\n", "* the interaction of the two dummary variables `district:post_treatment` will only take on values of 1 for the treatment group after the intervention. Therefore $\\beta_{\\Delta}$ will represent our estimated causal effect." ] }, { "cell_type": "code", "execution_count": 6, "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": "ebc1927741d644158177ba56c4b935fd", "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 6 seconds.\n", "There were 30 divergences after tuning. Increase `target_accept` or reparameterize.\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", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n", "Sampling: [beta, sigma, y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n" ] } ], "source": [ "result1 = cp.pymc_experiments.DifferenceInDifferences(\n", " df_long[df_long.year.isin([-0.5, 0.5])],\n", " formula=\"bib ~ 1 + district * post_treatment\",\n", " time_variable_name=\"post_treatment\",\n", " group_variable_name=\"district\",\n", " model=cp.pymc_models.LinearRegression(\n", " sample_kwargs={\"target_accept\": 0.98, \"random_seed\": seed}\n", " ),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{note}\n", "We have some divergences here, which is a bad sign. This is likely related to the fact that we only have 4 data points but 5 parameters. This is not always a dealbreaker for a Bayesian analysis (because we have priors), nevertheless when we get divergent samples, this is a warning sign.\n", "\n", "Using the following code, we can see that we have a classic \"funnel problem\" as the divergences occur when the sampler is exploring near zero values of the measurement error (the $\\sigma$ parameter).\n", "\n", "```python\n", "az.plot_pair(result1.idata, var_names=\"~mu\", divergences=True);\n", "```\n", "\n", "For 'proper' work, we'd want to fix things to avoid divergences by, for example, exploring different prior distributions for $\\sigma$.\n", ":::" ] }, { "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 = result1.plot(round_to=3)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "===========================Difference in Differences============================\n", "Formula: bib ~ 1 + district * post_treatment\n", "\n", "Results:\n", "Causal impact = 19, $CI_{94\\%}$[15, 22]\n", "Model coefficients:\n", " Intercept \t165, 94% HDI [163, 167]\n", " post_treatment[T.True] \t-33, 94% HDI [-36, -30]\n", " district \t-30, 94% HDI [-32, -27]\n", " district:post_treatment[T.True]\t19, 94% HDI [15, 22]\n", " sigma \t0.84, 94% HDI [0.085, 2.2]\n" ] } ], "source": [ "result1.summary()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "ax = az.plot_posterior(result1.causal_impact, ref_val=0, round_to=3)\n", "ax.set(title=\"Posterior estimate of causal impact\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis 2 - DiD with multiple pre/post observations\n", "\n", "Now we'll do a difference in differences analysis of the full dataset. This approach has similarities to {term}`CITS` (Comparative Interrupted Time-Series) with a single control over time. Although slightly abitrary, we distinguish between the two techniques on whether there is enough time series data for CITS to capture the time series patterns." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the formula: `bib ~ 1 + year + district*post_treatment` which equates to the following model of expected values:\n", "\n", "$$\n", "\\begin{aligned}\n", "\\mu_i & = \\beta_0 \\\\\n", " & \\quad + \\beta_{y} \\cdot year_i \\\\\n", " & \\quad + \\beta_{d} \\cdot district_i \\\\\n", " & \\quad + \\beta_{p} \\cdot post~treatment_i \\\\\n", " & \\quad + \\beta_{\\Delta} \\cdot district_i \\cdot post~treatment_i\n", "\\end{aligned}\n", "$$\n", "\n", "The only change here compared to the classic 2$\\times$2 DiD model above is the addition of a main effect of `year`. Because this is coded numerically (not categorically) this can capture any linear changes in the outcome variable over time." ] }, { "cell_type": "code", "execution_count": 10, "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": "1fb16fb3cb6845ef9e6ad49d1380ce8a", "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" ] } ], "source": [ "result2 = cp.pymc_experiments.DifferenceInDifferences(\n", " df_long,\n", " formula=\"bib ~ 1 + year + district*post_treatment\",\n", " time_variable_name=\"year\",\n", " group_variable_name=\"district\",\n", " model=cp.pymc_models.LinearRegression(\n", " sample_kwargs={\"target_accept\": 0.95, \"random_seed\": seed}\n", " ),\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "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 = result2.plot(round_to=3)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "===========================Difference in Differences============================\n", "Formula: bib ~ 1 + year + district*post_treatment\n", "\n", "Results:\n", "Causal impact = 20, $CI_{94\\%}$[15, 26]\n", "Model coefficients:\n", " Intercept \t160, 94% HDI [157, 164]\n", " post_treatment[T.True] \t-28, 94% HDI [-33, -22]\n", " year \t-7.1, 94% HDI [-8.5, -5.7]\n", " district \t-29, 94% HDI [-34, -24]\n", " district:post_treatment[T.True]\t20, 94% HDI [15, 26]\n", " sigma \t2.4, 94% HDI [1.7, 3.2]\n" ] } ], "source": [ "result2.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By looking at the interaction term, which captures the causal impact of the intervention, we can see that it looks like about 20 banks were saved by the intervention. Though there is some uncertainty around this, we can see the full posterior estimate of this impact below." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "ax = az.plot_posterior(result2.causal_impact, ref_val=0, round_to=3)\n", "ax.set(title=\"Posterior estimate of causal impact\");" ] }, { "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" } }, "nbformat": 4, "nbformat_minor": 4 }