diff --git a/causalpy/pymc_experiments.py b/causalpy/pymc_experiments.py index fcccbc5f..fb85b756 100644 --- a/causalpy/pymc_experiments.py +++ b/causalpy/pymc_experiments.py @@ -209,6 +209,9 @@ def __init__( data: pd.DataFrame, formula: str, time_variable_name: str, + group_variable_name: str, + treated: str, + untreated: str, prediction_model=None, **kwargs, ): @@ -217,6 +220,11 @@ def __init__( self.expt_type = "Difference in Differences" self.formula = formula self.time_variable_name = time_variable_name + self.group_variable_name = group_variable_name + self.treated = treated # level of the group_variable_name that was treated + self.untreated = ( + untreated # level of the group_variable_name that was untreated + ) y, X = dmatrices(formula, self.data) self._y_design_info = y.design_info self._x_design_info = X.design_info @@ -224,6 +232,12 @@ def __init__( self.y, self.X = np.asarray(y), np.asarray(X) self.outcome_variable_name = y.design_info.column_names[0] + assert ( + "treated" in formula + ), "A predictor column called `treated` should be in the provided dataframe" + + # TODO: check that data in column self.group_variable_name has TWO levels + # TODO: `treated` is a deterministic function of group and time, so this should be a function rather than supplied data # DEVIATION FROM SKL EXPERIMENT CODE ============================= @@ -232,23 +246,37 @@ def __init__( self.prediction_model.fit(X=self.X, y=self.y, coords=COORDS) # ================================================================ + time_levels = self.data[self.time_variable_name].unique() + # predicted outcome for control group self.x_pred_control = pd.DataFrame( - {"group": [0, 0], "t": [0.0, 1.0], "treated": [0, 0]} + { + self.group_variable_name: [self.untreated, self.untreated], + self.time_variable_name: time_levels, + "treated": [0, 0], + } ) (new_x,) = build_design_matrices([self._x_design_info], self.x_pred_control) self.y_pred_control = self.prediction_model.predict(np.asarray(new_x)) # predicted outcome for treatment group self.x_pred_treatment = pd.DataFrame( - {"group": [1, 1], "t": [0.0, 1.0], "treated": [0, 1]} + { + self.group_variable_name: [self.treated, self.treated], + self.time_variable_name: time_levels, + "treated": [0, 1], + } ) (new_x,) = build_design_matrices([self._x_design_info], self.x_pred_treatment) self.y_pred_treatment = self.prediction_model.predict(np.asarray(new_x)) # predicted outcome for counterfactual self.x_pred_counterfactual = pd.DataFrame( - {"group": [1], "t": [1.0], "treated": [0]} + { + self.group_variable_name: [self.treated], + self.time_variable_name: time_levels[1], + "treated": [0], + } ) (new_x,) = build_design_matrices( [self._x_design_info], self.x_pred_counterfactual @@ -278,7 +306,7 @@ def plot(self): self.data, x=self.time_variable_name, y=self.outcome_variable_name, - hue="group", + hue=self.group_variable_name, units="unit", estimator=None, alpha=0.25, diff --git a/docs/notebooks/did_pymc.ipynb b/docs/notebooks/did_pymc.ipynb index cb072f19..db4c790a 100644 --- a/docs/notebooks/did_pymc.ipynb +++ b/docs/notebooks/did_pymc.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -30,9 +30,18 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ "%load_ext autoreload\n", "%autoreload 2" @@ -47,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -65,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -337,18 +346,21 @@ " df,\n", " formula=\"y ~ 1 + group + t + treated:group\",\n", " time_variable_name=\"t\",\n", + " group_variable_name=\"group\",\n", + " treated=1,\n", + " untreated=0,\n", " prediction_model=LinearRegression(),\n", ")" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -363,7 +375,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -374,12 +386,12 @@ "Formula: y ~ 1 + group + t + treated:group\n", "\n", "Results:\n", - "Causal impact = 0.41, $CI_{94\\%}$[0.28, 0.53]\n", + "Causal impact = 0.41, $CI_{94\\%}$[0.29, 0.54]\n", "Model coefficients:\n", - " Intercept 1.05, 94% HDI [0.99, 1.12]\n", + " Intercept 1.06, 94% HDI [0.99, 1.12]\n", " group 0.20, 94% HDI [0.11, 0.29]\n", - " t 1.02, 94% HDI [0.93, 1.10]\n", - " treated:group 0.41, 94% HDI [0.28, 0.53]\n", + " t 1.01, 94% HDI [0.92, 1.10]\n", + " treated:group 0.41, 94% HDI [0.29, 0.54]\n", " sigma 0.10, 94% HDI [0.08, 0.13]\n" ] } diff --git a/docs/notebooks/did_pymc_banks.ipynb b/docs/notebooks/did_pymc_banks.ipynb index cf579811..87591dee 100644 --- a/docs/notebooks/did_pymc_banks.ipynb +++ b/docs/notebooks/did_pymc_banks.ipynb @@ -59,10 +59,7 @@ "\n", "df = (\n", " pd.read_csv(did_data_path)\n", - " # replace date with something meaningful\n", - " # .assign(date=lambda x: pd.to_datetime(dict(year=x.year, month=x.month, day=x.day)))\n", - " .set_index(\"date\")\n", - " # just keep what we want\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", @@ -85,7 +82,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from causalpy.pymc_experiments import DifferenceInDifferences\n", "from causalpy.pymc_models import LinearRegression\n", @@ -427,6 +681,9 @@ " df_long[df_long.year.isin([1930, 1931])],\n", " formula=\"bib ~ 1 + district + year + district:treated\",\n", " time_variable_name=\"year\",\n", + " group_variable_name=\"district\",\n", + " treated=\"Sixth District\",\n", + " untreated=\"Eighth District\",\n", " prediction_model=LinearRegression(),\n", ")" ]