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tested for its and index alignment in recovering hdi
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causalpy/experiments/prepostfit.py

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@@ -303,21 +303,13 @@ def ols_plot(self, round_to=None, **kwargs) -> tuple[plt.Figure, List[plt.Axes]]
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return (fig, ax)
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def get_plot_data_bayesian(self, hdi_prob: float = 0.94) -> pd.DataFrame:
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def get_plot_data_bayesian(self, hdi_prob=0.94) -> pd.DataFrame:
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>>>>>>> 1734486 (hdi_prob specification in get_plot_data_bayesian)
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"""
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Recover the data of a PrePostFit experiment along with the prediction and causal impact information.
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"""
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if isinstance(self.model, PyMCModel):
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pre_data = self.datapre.copy()
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post_data = self.datapost.copy()
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>>>>>>> 1734486 (hdi_prob specification in get_plot_data_bayesian)
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pre_data["prediction"] = (
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az.extract(self.pre_pred, group="posterior_predictive", var_names="mu")
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.mean("sample")

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