def dependency()

in sagemaker_notebook_instance/containers/dashboard/src/pages/global_page.py [0:0]

• 22 lines of code
• 6 McCabe index (conditional complexity)

def dependency(explanation_group):
    names = extract_feature_names(explanation_group)
    feature_idx = st.selectbox(
        label="Select feature:",
        options=range(len(names)),
        format_func=lambda e: names[e],
        index=1
    )
    plot_placeholder = st.empty()
    interaction = interaction_checkbox()
    shap_values = [[r['explanation']['shap_values'][e] for e in names] for r in explanation_group]
    features = [[r['features'][e] for e in names] for r in explanation_group]
    interaction_index = "auto" if interaction else None
    shap.dependence_plot(
        ind=feature_idx,
        shap_values=np.array(shap_values),
        features=np.array(features),
        feature_names=names,
        interaction_index=interaction_index
    )
    plot_placeholder.pyplot(bbox_inches='tight')
    plt.clf()