Update app.py

app.py

@@ -93,14 +93,14 @@ def main():
             # Visualize SHAP values
             idx = st.slider("Select Test Instance", 0, len(X) - 1, 0)
             st.write("SHAP Force Plot for a Single Prediction")
-            fig = shap.force_plot(explainer.expected_value, shap_values[idx].values, X.iloc[idx], matplotlib=True, show=False)
-            st.pyplot(fig, bbox_inches='tight')
+            fig1 = shap.force_plot(explainer.expected_value, shap_values[idx].values, X.iloc[idx], matplotlib=True, show=False)
+            st.pyplot(fig1)
             st.write("SHAP Summary Plot")
-            fig =shap.summary_plot(shap_values, X, show=False)
-            st.pyplot(fig, bbox_inches='tight')
+            fig2 =shap.summary_plot(shap_values, X, show=False)
+            st.pyplot(fig2)
             st.write("SHAP Bar Plot")
-            fig =shap.summary_plot(shap_values, X, plot_type="bar", show=False)
-            st.pyplot(fig, bbox_inches='tight')
+            fig3 =shap.summary_plot(shap_values, X, plot_type="bar", show=False)
+            st.pyplot(fig3)
 
         elif method == "LIME":
             st.subheader("3. Interpretability using LIME")