示例#1
0
def test_CSVMarshall_uses_same_paths_as_paths_module(tmpdir):
    """
    Runs the gamut of paths produced by paths.py and compares to CSVMarshall
    path computation.
    """
    from covid_model_seiir_pipeline.paths import (
        RegressionPaths,
        ForecastPaths,
    )

    root = pathlib.Path(tmpdir)
    m = CSVMarshall(root)
    r = RegressionPaths(root)
    f = ForecastPaths(root, scenarios=["happy"])

    dargs = {'draw_id': 4}
    sdargs = {'scenario': "happy", 'draw_id': 4}

    # forecasting/data.py
    # load_regression_coefficients
    assert r.get_coefficient_file(**dargs) == m.resolve_key(
        Keys.coefficient(**dargs))
    # load_dates_df
    assert r.get_date_file(**dargs) == m.resolve_key(Keys.date(**dargs))
    # load_beta_regression
    assert r.get_beta_regression_file(**dargs) == m.resolve_key(
        Keys.regression_beta(**dargs))
    # load_infection_data
    assert r.get_data_file(**dargs) == m.resolve_key(
        Keys.location_data(**dargs))
    # load_beta_params
    assert r.get_beta_param_file(**dargs) == m.resolve_key(
        Keys.parameter(**dargs))
    # save_components
    assert f.get_components_path(**sdargs) == m.resolve_key(
        Keys.components(**sdargs))
    # save_beta_scales
    assert f.get_beta_scaling_path(**sdargs) == m.resolve_key(
        Keys.beta_scales(**sdargs))
    # save_outputs
    assert f.get_outputs_path(**sdargs) == m.resolve_key(
        Keys.forecast_raw_outputs(**sdargs))

    # regression/data.py
    # save_beta_param_file
    assert r.get_beta_param_file(**dargs) == m.resolve_key(
        Keys.parameter(**dargs))
    # save_date_file
    assert r.get_date_file(**dargs) == m.resolve_key(Keys.date(**dargs))
    # save_regression_coefficients
    assert r.get_coefficient_file(**dargs) == m.resolve_key(
        Keys.coefficient(**dargs))
    # save_regression_betas
    assert r.get_beta_regression_file(**dargs) == m.resolve_key(
        Keys.regression_beta(**dargs))
    # save_location_data
    assert r.get_data_file(**dargs) == m.resolve_key(
        Keys.location_data(**dargs))
 def save_location_data(self, df: pd.DataFrame, draw_id: int) -> None:
     # quasi-inverse of load_all_location_data, except types are different
     self.regression_marshall.dump(df, key=MKeys.location_data(draw_id))
示例#3
0
 def load_infection_data(self, draw_id: int) -> pd.DataFrame:
     infection_data = self.regression_marshall.load(
         key=MKeys.location_data(draw_id))
     infection_data['date'] = pd.to_datetime(infection_data['date'])
     return infection_data