code: def test_contrib_df(precalculated_rf_classifier_explainer):
      assert isinstance(
          precalculated_rf_classifier_explainer.get_contrib_df(0),
          pd.DataFrame,
      )
      assert isinstance(
          precalculated_rf_classifier_explainer.get_contrib_df(
              0, topx=3
          ),
          pd.DataFrame,
      )
      assert isinstance(
          precalculated_rf_classifier_explainer.get_contrib_df(
              0, sort="high-to-low"
          ),
          pd.DataFrame,
      )
      assert isinstance(
          precalculated_rf_classifier_explainer.get_contrib_df(
              0, sort="low-to-high"
          ),
          pd.DataFrame,
      )
      assert isinstance(
          precalculated_rf_classifier_explainer.get_contrib_df(
              0, sort="importance"
          ),
          pd.DataFrame,
      )
      assert isinstance(
          precalculated_rf_classifier_explainer.get_contrib_df(
              X_row=precalculated_rf_classifier_explainer.X.iloc[[0]]
          ),
          pd.DataFrame,
      )
  
imports: import pytest
  import pandas
  import numpy
  from pandas.api.types import is_categorical_dtype, is_numeric_dtype
  import plotly.graph_objects
  from explainerdashboard import ClassifierExplainer, ExplainerDashboard
  from explainerdashboard.explainer_methods import IndexNotFoundError
label_desc: Use image node_id 21 for calling a global function with example usage: test_contrib_df(precalculated_rf_classifier_explainer) without return types