Update app.py

app.py

@@ -67,13 +67,15 @@ def buil_UI(X):
 
 input_val = buil_UI(X)
 
+st.markdown(""" <style> .font {font-size:50px ; font-family: 'Cooper Black'; color: #FF9633;} </style> """, unsafe_allow_html=True)
+st.markdown('<p class="font">House price prediction - Apply LightGBM Hyperparameter Tuning with Optuna</p>', unsafe_allow_html=True)
+
 if st.button('Calculate House Price'):
     predictLGBM = model.predict(input_val)
-    # submissionLGBM = pd.DataFrame({'SalePrice':predictLGBM})
-    # result = submissionLGBM.iloc[0].values
-    st.write(st.write('Predicted house price is: $',predictLGBM[0]))
-    
+    st.write('Predicted house price is: $',predictLGBM[0])
+
     #input_val
+    st.write('SHAP Summary Plot and Interaction Summary Plot for this predicted house')
     shap_values = shap.TreeExplainer(model).shap_values(input_val)
     fig_summary = shap.summary_plot(shap_values, input_val)
     st.pyplot(fig_summary)
@@ -83,6 +85,7 @@ if st.button('Calculate House Price'):
     st.pyplot(interaction_fig)
     
     # X
+    st.write('SHAP Summary Plot and Interaction Summary Plot for train dataset')
     shap_values_X = shap.TreeExplainer(model).shap_values(X)
     fig_summary_X = shap.summary_plot(shap_values_X, X)
     st.pyplot(fig_summary_X)