code: def test_plot_residuals(precalculated_catboost_regression_explainer):
      fig = precalculated_catboost_regression_explainer.plot_residuals()
      assert isinstance(fig, go.Figure)
  
      fig = precalculated_catboost_regression_explainer.plot_residuals(
          vs_actual=True
      )
      assert isinstance(fig, go.Figure)
  
      fig = precalculated_catboost_regression_explainer.plot_residuals(
          residuals="ratio"
      )
      assert isinstance(fig, go.Figure)
  
      fig = precalculated_catboost_regression_explainer.plot_residuals(
          residuals="log-ratio"
      )
      assert isinstance(fig, go.Figure)
  
      fig = precalculated_catboost_regression_explainer.plot_residuals(
          residuals="log-ratio", vs_actual=True
      )
      assert isinstance(fig, go.Figure)
  
imports: import pandas
  import numpy
  from pandas.api.types import is_categorical_dtype, is_numeric_dtype
  import plotly.graph_objs
label_desc: Use image node_id 33 for calling a global function with example usage: test_plot_residuals(precalculated_catboost_regression_explainer) without return types