{ "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_2388/4155710090.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 receiving 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": "eeb69b49001a457a88432e3e49ad25a0", "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.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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", 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" ] }, "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 = 18.77$CI_{94\\%}$[15, 22]\n", "Model coefficients:\n", " Intercept 165, 94% HDI [163, 167]\n", " post_treatment[T.True] -33, 94% HDI [-36, -30]\n", " district -30, 94% HDI [-32, -27]\n", " district:post_treatment[T.True] 19, 94% HDI [15, 22]\n", " sigma 0.84, 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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17t3b2yrD4/Fo7dq1mj59uiZPnqzi4mJJZVU5f/3rX/Xee+/J6Qz/R+Q777zjDV4bN26sa6+9VoMGDfJ+zLS4uFjLly9Xbm5u2OcMZP369frb3/6mkpIS0/qLLrpIl112mXr27Cmn0ym3263Vq1frk08+0ccff+wNB9xutx588EG1a9cu4o98P/DAA9q3b58kqVu3bho3bpxOP/101a9fX5KUm5urRYsWRfXjtb/88otuu+0208e1U1NTNXLkSJ1zzjnq2rWrt6ovOztb3333nd544w2tXbvWu/+zzz6rzp07q3///n6vYRiGHnjgAdMbIqmpqRo9erSGDBmiY4891lQ5mJOTow0bNmj58uVatGiRli5d6ve8Y8aM0XnnnSep7DlS8U2BMWPGBG1J0bNnz4DbKmv//v2aMGGC3G63EhMT9ec//1kXXHCBOnXqJJvNppKSEv3www969tlntW7dOu9xs2bN0siRI3Xw4EG9++67kqSmTZvquuuu08CBA9W8eXNJZY//559/rmeffVaZmZne45999lmde+65YX8qomXLljrrrLN06qmnqlOnTmrdurXpDamdO3dq8eLFmjRpklavXu1d/+233+r1118PeD+7+OKL1aNHD0llFXsV77MXX3xx0O95oI/Y79ixQ9dee60pnElISNDFF1+sCy64QCeccIKSkpIklfXhXrJkid5++21Tu5oPP/xQXbp00RVXXBH4m1IFsf5ZUfH7KoX/XI+0ZVAoDz30kD777DPTuoSEBI0aNUpDhgxRjx49vL2L3W63tmzZohUrVujLL7/Ud999F9Y1HA6HevTooQEDBqh79+7q1KmT6XldUlKidevWad68efrf//7nvecbhqEHH3xQ3bt3r5FWNIHE6t7nT6xe13VRXbkXl6tY1X/CCSfo2muv1RlnnOG9b2zbtk0zZszQW2+9ZQqZ//Of/6hbt27en4OhNGrUSGeeeaZOP/10de7cWW3btjWF2nv37tXPP/+syZMnm+6h69at0z//+U/94x//COs6L730kt566y3TOofDoWHDhmno0KHq1auX9w1JwzC0Y8cOrVy5UvPnz9eiRYv8vnlW/jut9f/9LVuV/w4FAKg8mxHsc0wAgEqx9iCNpLfozp07dc4555j6CZ900kmaNGmSab8HHnhAH374oWndddddp/HjxwesNNmzZ49P5a3T6dTHH3+srl27+j3mmmuuMQXGo0ePNlUPBVNaWqovvvhCgwYNCjghUlX7Tpd788039eSTT3qX4+Li9NBDD2nEiBFBj1u9erWuu+46U0XS3//+d40bNy7gMYF6zPbp00cvv/xy2H2tI/3aXS6XLr74Ym3cuNG7Li4uTi+88IKpx6rVDz/8oBtuuEGFhYXedS1atNCsWbOCVlxbe26XGzt2rO68886YVzQdPnxYw4YNM4Vyp5xyip555pmgPb3dbrf++c9/mqrUGjZsqPnz53uDxopWrFihUaNGeZfT09P10UcfhR1C7dixQ7t371bfvn0D7mPtv/3f//5Xffr0Cev85ara57Vc8+bN9eabb6pDhw5+j8vPz9eVV15peoPg5JNP1ubNm5WVlaXTTjtNL774YsDn+ebNmzVy5EhTOHr33XcHfdNKKgucGzVqpH79+gXdr5zH49HLL7+sF1980buuXr16WrRoUcjXYLC++eEqKSnR5ZdfbgriOnbsqBdeeCHg97bc66+/rmeeeca7nJCQoLlz53rDqWiqrp8V5aLxXI/Uxx9/7PNzqVu3bpo4cWJY39N9+/Zp1qxZGjt2bMB9nn32WY0aNSrsN+8OHjyoG264QStXrvSuu+SSS/T4448HPa46e25Xx72vOl/X1fXcO9LvxYF6RF955ZW69957A042u3nzZl199dWm36caNmyo2bNnBw1wFyxYoJKSEg0ZMiTsiWw//vhjPfjgg97fle12u7744ouQE69/++23uuaaa0wV761bt9bLL7+sTp06hbzu4cOH9f777+umm24KuE+gnuUAgNjhczYAUIu4XC7de++9PhPlDR482LS8b98+TZ061bRu+PDhuv3224MGjs2bN9fbb79t+kPI5XLp1VdfDXjMmjVrvP8fFxen8ePHh/OlePc///zzAwbb0ZKTk6OJEyea1j3xxBMhg23pjwCkYqX2O++841MZHUrr1q316quvRjRhY6S++OILU7AtSY888kjQYFuS+vbtq6efftq07rfffgs6CVwg5513nu66665q+aju22+/bQq2u3Xrptdffz3kZJUOh0P333+/Bg4c6F136NAhTZkyxe/+FcNJSbrssssiqq485phjgoY7tUlcXJxeffXVoOFrSkqKTw/dpUuXKisrS23bttXEiRODPs87dOjgExLOnTs35NguvvjisAMwqSzMuPnmmzV8+HDvury8PE2fPj3sc1TF9OnTTc+dli1b6p133gkZbEvSX/7yF40ePdq7XFxcrP/+979RH2N1/qyoKcXFxXr++edN67p06aL3338/7DcLmjZtGjTYlqTbb789ok+lNGrUSK+99pop1Pvss8/C7mtdHarj3lfXXtfVpTbfi/0566yzdP/99wcNnzt06KDXXnvNtM+hQ4f00UcfBT33wIEDNXTo0LCDbUkaOXKkab4Cj8fjUwTiz9NPP20Ktps2barJkyeHFWxLZW8ABQu2AQA1g3AbAGqJXbt26ZprrtGSJUtM6xs0aODzcfVJkyaZPkacnp6uCRMmhHWdFi1a+EzyM2/ePJ+PrJer2C+zvK9obTNp0iRTZdKgQYN0/vnnh318jx49dOGFF3qX9+/fH/HEkHfddVdM+05L0vvvv29a7t27d9jVpoMHD/Z5kyTSMC0uLq7aJk0sKCgw/aFqs9n06KOPhv09ttlsmjBhgumPZWv1ajlrT9hotlWpbS6//HIdd9xxIfc75ZRT1KJFC5/1d955Z1iPwbBhw0zLa9eujVnf3Guvvda0bL2HxoJhGD4fa7/nnntMbZpCufXWW02ToH3yySc+b2xWVXX+rKgpU6ZMMbW/cjqdeuaZZ2J+Pw5HgwYNTG+ylpSUaNmyZTU4IrPafO+ridd1dapL92Kn06n77rsvrF713bp10+WXX25aN3ny5Jjc/8eMGWNqW7J48eKg+y9atMhUBS+VfWonkvs2AKB2ItwGgGqwf/9+TZo0yeffe++9p3//+98aN26chg4dqh9++MF0nN1u1z/+8Q+fP2C+/vpr0/KFF14YUc++ESNGmM7pdrt9+mqXqxi+HDp0qFITLsaatc9qxYrIcFl7Qlb8aHMojRo10oABAyK+ZiRyc3P1yy+/mNZdddVVEZ3D+rHobdu2aceOHWEfP3DgwGr7I/Cbb75Rdna2d7lXr14h2yFYtWnTxtQreePGjX4nj6r4HJekX3/9NbLB1iEjR44Me19rn+mGDRuaquGDad26temeVFhYqN9++y3sa0eiQ4cOpjfdVqxYEZPrVLR69Wpt2bLFu9yiRYuQn6CwSktL0xlnnOFdzsnJifrH16vzZ0VNsVaiDhkyJKzq+epi7eVeHc/PcNXme19NvK6rU126F/fr1y9ku4+K/vSnP5mWd+/e7fOps2hITU1V+/btvcvr16/3zqHij/Ve0b17d51++ulRHxcAoPoxoSQAVINt27aFnFDGKj4+Xg888IBPtW1BQYFPADJkyJCIzp2SkqIzzjjD9Iv+L7/84vePre7du3urmD0ej2699VY988wzEf2hE0tZWVmmP5oSEhLUu3fviM/TrVs307J1Us9gevXqFdEElJWxfPlyU+VTXFxcxIF67969lZGRYQp4ly1bpmOOOSas42PdN7ein376ybQcycfaK+ratas3FDEMQytXrvSZWLJ79+6m5SlTpui4447TFVdcUS3tV6pLenp62B+9luTT0uGkk06K6PvRvHlz0xsUlZlQtaSkRFu2bNGePXuUn5+vgoICv9XNFV9/+/btk8fjieljZ31+nn766WFVNVp17dpVs2fP9i7/8ssvEb+JE0h1/6yoCSUlJT736osuuqjarp+ZmanNmzcrOztb+fn5KioqknU6o4p9yyXVqsr3mrr31dbXdXWpa/fiSN+4O/bYY9WmTRtt377du27lypUBe3n743K5tG3bNu3evVt5eXnKz8/3+xypGGa7XC7t378/4O+n1qKF6rxXAABii3AbAGqh3r1769577/X7kdVNmzbJ5XJ5l202m08wG47jjz/eFFgEqhi8/PLLTS06VqxYoaFDh+rMM8/U4MGDdeqpp6ply5YRXz9aVq5caQoTUlNTQ/Z39Mf6kdmKEyKFEskfqZVlfXw6deqk+Pj4iM5R/lypWHkZSaVodXyd5axVert27Qqrn6bVrl27TMv79+/32eeEE07Q8ccf761adLvdeuSRR/Tmm2/q/PPP15lnnqkePXpE/P2ubZo3bx5RAGv9xIi/j8ZHcnzF1kHBZGdn69NPP9Xs2bO1evVq0/0uHIZhKDc3V+np6REdFwnr8zMrK6tSz0/r6y+S+04o1f2zoiZs2bJFRUVFpnXWSuloW716taZNm6Yvv/yyUp9ksrYCqUnVee+rC6/r6lJX7sXlKvOGW9euXU3h9rp160IeU1hYqJkzZ+qzzz7TsmXLTC2VwhUouM/NzdXOnTtN60488cSIzw8AqJ0ItwGgBjmdTtWrV09paWnq0KGDevToocGDB6tjx44Bj7FORpWenu7z0eJwWHtrBprkasCAAbrssstM/YpdLpcWLFigBQsWSJKaNWumnj17qnfv3jr11FOr9SPhFXutli9HWiXvTySTfkXyMf/Kso6nsm8ohPu4+1OdoYL1cf3kk0/0ySefVPm8gb7eJ554Qn/6059M23fv3q3XX39dr7/+uuLj49W1a1eddNJJ6tOnj/r06aOkpKQqj6c6RXqfsE7uFWm/fevx4fST/uSTT/TUU0+ZqgwrIz8/P6bPV+vzc968eZo3b16VzxvNyQar+2dFTcjMzDQtp6amqkGDBjG5Vm5urh599FFNnz7dpzo7EpEGi7FWHfe+uvK6ri514V5cUaRhur9jQj32CxYs0COPPFLlTzYEen1Z7xWSwv7UGgCg9iPcBoBq0Lt3b7333ntROZe16islJaVS57H+cRQssHj44YfVvn17vfjii8rLy/PZvnfvXn3++ef6/PPPJZVV+F5++eUaOXJkzKtdYxW0FBYWhr1vdUxcZv06Kzuxp/WP6ki+f9U5QVtVQ5BArFWe5Y499lh9/PHHuu+++/z2Wy9vf7B8+XK99dZbSk5O1uDBg3XNNddE9FHrmlSZthnRPD6Ul19+WS+88EJUzhWrySvLxeq+E+j5WRk18bOiulnvE2lpaTG5Tk5OjsaMGaPVq1dX+VxVCcZjIdb3vrr0uq4utf1ebFWZ3zci+V1j2rRpuueee6Ly+AY6h/VeYbPZauUE6QCAyiHcBoA6Llp/5AQ7j81m05gxYzR8+HDNnDlTn3/+uVasWKGSkhK/+2/YsEGPPPKI3n77bT377LM+fT2jqTIfW8UfqvuP5HDF6nENFiy1adNG7733npYuXarp06frm2++CVhFVlBQoBkzZmjmzJn685//rDvvvFNxcXExGfPR4KeffvIJwOLj4zVkyBD16dNHnTt3VtOmTZWamqqEhASf7/XAgQO1e/fuahtvoHtfVcUy+KyOnxVHqscff9wn2G7evLnOO+88nXjiiWrdurWaNGmipKQkJSQkmPohL1myxGcy39omVve+uva6RvSEey/bvn27HnjgAVMo7XA4dOaZZ+r0009Xly5d1LRpU2VkZCg+Pt6nYGL06NERTQBe7mi8jwHAkYxwGwDqGGtlmr9K6nBYjwun4i09PV1XXXWVrrrqKhUXF2vFihX6+eefvf8KCgpM++/cuVNXX321Jk2a5Ld/eDRYP6Lct29fvfPOOzG5Vk2yfp2Vfdyt/ShjVelYVfXr1zf1H/7ggw908sknV8u1Tz75ZO+1du3apaVLl2rZsmVaunSpNm/ebNrXMAy9++67ys7O1pNPPlkt4zsSPf/886blzp0765VXXgm7/U51t3qwtiJ68sknNWzYsGodQyg1+bOiulgfh1j0s96+fbumTZtmWjd27FjdcccdYU0kbP25GGtVeYMk2ve+uva6hn95eXkRt/ux3jcCtZOZOHGi6c3CFi1a6JVXXgn7d8ZwnyPWe4XH41FeXl6tup8BACqPcBsA6hjrL+iHDx9Wbm5uxD0crRPtRdrHMiEhQb1791bv3r0llVUy/vDDD/rggw+0aNEi734FBQV65JFH9L///S+i84fL+geXdcKgI4X1ca9sNVtVH/fqkpGRYQq3d+3aVW3hdkWtWrVSq1atdPHFF0sq+77PnDlT77zzjrKysrz7TZ8+XcOHD1ffvn2rfYx13aFDh7Rs2TLvssPh0EsvvRR2AOZyuQJOIhYrGRkZpuXaeN+pLT8rYsl6/8/NzVVmZmZU+27PmzfPFBj37t1bd911V9jHV7xPhMNaURppf+RoBfxVvffVxdc1/Pvtt98ifk399ttvpmV/c5O4XC4tXLjQtO5f//pXRMUQ4bYw8zf+7du364QTTgj7WgCA2sseehcAQG3SoUMHU7WYYRiV6gP666+/mpar2jc4Pj5e/fv31+uvv64777zTtO3nn3+O2UeLu3TpYlretWtXlSckqo06depkWt6wYUPErREMw9CaNWtM62prv2jr4/rTTz/V0EjMWrZsqeuvv16fffaZz0R7M2bMqKFR1W0bNmwwfSS9R48eEU30tWbNmogDwKqyPj+XLl1ardcPR239WRFN7du395nc8JdffonqNdavX29avuiiiyI6ftWqVRHtb+0DHGnltzVUjJZI73118XUN/6y/N1TmGH/3jT179pjejGnWrJn69OkT9jUOHToU9u+WqampPs+/aN8rAAA1h3AbAOqY5ORknz8S5s2bF9E5CgoK9M0335jWnXjiiVUeW7lx48apcePGpnXWgKCcw+EwLUf6x2zr1q3VunVr07ryiS2PJD179jT1cS0tLdVXX30V0Tl++uknZWZmmtaddNJJ0Rhe1J122mmm5QULFqi4uLiGRuOrUaNGuuaaa0zrAj3HJd/n+ZEyMVo0WJ+TLVq0iOh4a+VfOKp63zn99NNNy0uXLtXBgwcjHkcs1YWfFVUVHx+vnj17mtZF+02mQ4cOmZabN28e9rEej8f0SaZwWCvrrZXzoVSm/3Akwr331cTrGrExf/78iPbftGmTtm/fblrnb+6Vqry2pMifI+WfNCw3c+bMiI4PV1V/vgAAIke4DQB1UP/+/U3LM2fODDoTvdWUKVNM1WAOh0NnnHFG1MZns9l8PnpcWFjod19rlVpl+sKec845puX//Oc/R1yvztTUVJ8g+v3334/oHO+9955puV27dhFV0lWnM88801SRmZmZGfHXG2vW6sVgFZYpKSmm5cr2Pz4SWSeRi6StQl5eniZPnhzxNa2PR6T3ix49eqhp06be5dLSUr388ssRjyPWavvPimg499xzTcvz5s3z6Q9dFVV5fn7++ecRf2qpffv2puUVK1aE/WZYYWFhtXyCJJx7X028rhEb3377bUStl6xt6Fq2bOnz6TOpas8Rt9utd999N+z9Jd97xcqVK/Xdd99FdI5w8PMeAKof4TYA1EGXX3656Y+C7OxsPfHEE2Edu3fvXv373/82rRsyZIiaNWvms29lq01cLpd27NhhWteoUSO/+zZs2NC0vHPnTpWWlkZ0vbFjxyo5Odm7fPDgQU2YMKFKE2vVRldddZVpecmSJfr000/DOnbhwoX64osvTOtGjx4draFFXYMGDXTFFVeY1r3wwgtavnx5pc8Z6Pngcrkqdb4tW7aYlq2fVqjI+jyPZvhW11nvPT///HPYYcAjjzziUyEaDuv9KNLHIy4uTtddd51p3aRJk/Tll19GPJZysbhfVdfPipo0fPhw02vP5XLpjjvuiNpEjtavN9xK7AMHDujRRx+N+HpdunQxPWYHDx4Mu0L16aefDrsHsRTbe19NvK4RGy6XS48++mhY96jVq1f7vDExatQo0yfPylmfI1u2bAk7RH/ppZe0YcOGsPYt169fP3Xt2tW07u677476p274eQ8A1Y9wGwDqoKZNm+qSSy4xrZsyZYpeeOGFoH987N27V2PGjDFVxzidTp+QptyGDRs0bNgwTZs2TUVFRWGP74UXXjD9YZqcnBxw0p7GjRub/jAuKCgIO7At17BhQ5+v4YsvvtANN9wQ0WReJSUl3smxauMf1kOGDFHHjh1N6+6///6Q7UmWLFmi22+/3bSuRYsWGj58eLSHGFXXXnutmjRp4l0uLi7WNddco9mzZ0d0ni1btujhhx/W008/7Xf7XXfdpQceeECbNm0K+5y7du3SG2+8YVoXrFeo9Q/qTz/9NGrhW13XtWtX0yc48vPz9dBDDwWtVnW5XHrooYc0ffr0Sl3T2jP7yy+/jDjgGDlypKka0ePx6Pbbb9f7778fUVC9d+9ePfPMMxFNUhiu6vpZUZPi4+M1fvx407q1a9dq9OjR2rt3b1jn2Ldvn9566y2/2/y1MggVcO/cuVOjR4/2absQjsTERJ+K+3/+85/av39/0OMmTpwY8adbYnnvq4nXNWLnq6++0qOPPhq06GHz5s267rrrTPtkZGTosssu87t/w4YN1aFDB++yYRi69957g84nYhiGXn311Up/UubOO+80Be379u3TFVdcoY0bN4Z1/OHDh/XKK68E3cf6837y5MlHXLEFANQ2ztC7AABqowkTJmjJkiXatm2bd93LL7+sxYsXa9y4cTr99NO9bR127typ2bNn6/XXX/epnLr11lt9fhGvaN26dZowYYIeeeQR9e/fX6effrq6deumDh06KCEhwbtfZmamfv75Z33wwQf64YcfTOcYMWKEqbLaasCAAfroo4+8y/fff7+++OIL9ejRQxkZGaY/RFJSUvxO6HXddddpzZo1mjt3rnfdwoULNWjQII0YMUIDBgxQ9+7dTR8XLSws1ObNm7Vu3Tp99913WrRoUa1uZ+J0OvXMM89oxIgR3j/+SkpKdP311+viiy/WqFGj1L17dzmdTrndbq1du1Yff/yxPvroI1Og4HA49NRTTwV9TGqDBg0aaOLEibrqqqu8/bZzc3P117/+Ve+++65GjhypU045Rcccc4xsNpuksoBx//79Wr9+vVasWKH58+dr3bp1kqQrr7zS73UKCwv12Wef6cMPP1SnTp00ePBg9ezZU8cdd5yaNGniPXdpaak2b96sefPm6d133zUFf8nJybr00ksDfi39+/eX3W73Pg5bt27Vueeeq0GDBumYY44xvZaksrDI2p7gSOV0OjVixAi988473nUzZ87Unj17dN1116l3795KTEyUVFYNu2jRIv3nP//R1q1bJUlt27ZVfn6+Dhw4EPY1TznlFKWmpio3N1eSlJWVpfPPP19DhgxRu3btlJSU5H3cJen444/3eYMuPj5eL7/8skaOHOl9E62kpET/+Mc/NGnSJF1xxRXex7G8B6thGDp06JA2bNigVatWaeHChVq+fLkMw9BZZ50V8fcuHNX1s6ImjRgxQkuXLtW0adO863799Vedc845GjVqlM4++2x1797d+zpzu93aunWrli9frnnz5unbb79VkyZNNHbsWJ9zDxo0SE2aNPGGy263WzfeeKNGjx6tESNGqEOHDrLZbPJ4PFq3bp1mzZql999/3/uGcO/evSPug33VVVeZ+qPv3r1bo0aN0m233aZBgwYpLS1NUlkl/vfff6933nlHK1askFTWEz3cifJiee+ridc1YqNHjx5asWKF3n//fa1cuVJ/+ctf1K9fPyUlJckwDG3fvl3Tp0/XW2+95VMIcd999ykjIyPguS+//HL985//9C4vWbJEl156qW666Sb169fP+wbJ4cOH9d133+mtt97yTtKakZGhhg0bRvTmzGmnnaYbb7xRL730knf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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 arbitrary, 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": "6aa0df34739c4939a806c259f77988cc", "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.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 = 20.24$CI_{94\\%}$[15, 26]\n", "Model coefficients:\n", " Intercept 160, 94% HDI [157, 164]\n", " post_treatment[T.True] -28, 94% HDI [-33, -22]\n", " year -7.1, 94% HDI [-8.5, -5.7]\n", " district -29, 94% HDI [-34, -24]\n", " district:post_treatment[T.True] 20, 94% HDI [15, 26]\n", " sigma 2.4, 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 }