Update app.py

app.py

@@ -12,17 +12,17 @@ unique_values = saved_components['unique_values']
 
 # Define the Streamlit app
 def main():
-    st.title("Employee Attrition Prediction App")
-    st.sidebar.title("Model Settings")
+    st.title("Employee Attrition Prediction App 🕵️‍♂️")
+    st.sidebar.title("Model Settings ⚙️")
 
     # Sidebar inputs
-    with st.sidebar.expander("View Unique Values"):
+    with st.sidebar.expander("View Unique Values 🔍"):
         st.write("Unique values for each feature:")
         for column, values in unique_values.items():
             st.write(f"- {column}: {values}")
 
     # Main content
-    st.write("Welcome to the Employee Attrition Prediction App!")
+    st.write("Welcome to the Employee Attrition Prediction App! 🚀")
     st.write("This app helps HR practitioners predict employee attrition using a trained CatBoost model.")
     st.write("Please provide the following information to make a prediction:")
 
@@ -55,7 +55,7 @@ def main():
         years_with_curr_manager = st.number_input("Years With Current Manager")
 
     # Predict button
-    if st.button("Predict"):
+    if st.button("Predict 📊"):
 
         # Create a DataFrame to hold the user input data
         input_data = pd.DataFrame({
@@ -84,16 +84,16 @@ def main():
         # Make predictions
         prediction = model.predict(input_data)
         probability = model.predict_proba(input_data)[:, 1]
-
+        
         # Display prediction probability
         if prediction[0] == 1:
-            st.subheader("Prediction Probability")
+            st.subheader("Prediction Probability 📈")
             st.write(f"The probability of the employee leaving is: {probability[0]*100:.2f}%")
         
         # Display characteristic-based recommendations
-        st.subheader("Recommendations for Retaining The Employee:")
+        st.subheader("Recommendations for Retaining The Employee 💡:")
         if job_satisfaction == 1 or environment_satisfaction == 1:
-            st.markdown("- Enhance job and environment satisfaction through initiatives such as recognition programs and improving workplace conditions.")
+            st.markdown("- **Job and Environment Satisfaction**: Enhance job and environment satisfaction through initiatives such as recognition programs and improving workplace conditions.")
         if years_since_last_promotion > 5:
             st.markdown("- Implement a transparent promotion policy and provide opportunities for career advancement.")
         if years_with_curr_manager > 5: