def METHOD_NAME(self, output_file: str) -> pd.DataFrame:
    """Run the benchmark.
    Parameters
    ----------
    output_file : str
        Path to write results output file to.
    Returns
    -------
    pandas DataFrame of results
    """
    results_df = self.kotsu_run(self.estimators, self.validations, output_file)
    return results_df