def METHOD_NAME(self):
    transformer_cont = StaticCovariatesTransformer()
    series_cont = self.series1.with_static_covariates(
        self.series1.static_covariates[["cont1", "cont2"]]
    )
    test_cont = np.array([[0.0, 0.0], [0.5, 0.5], [1.0, 1.0]])
    self.helper_test_scaling(series_cont, transformer_cont, test_cont)
    transformer_cat = StaticCovariatesTransformer()
    series_cat = self.series1.with_static_covariates(
        self.series1.static_covariates[["cat1", "cat2"]]
    )
    test_cat = np.array([[0.0, 0.0], [1.0, 1.0], [2.0, 2.0]])
    self.helper_test_scaling(series_cat, transformer_cat, test_cat)