Update app.py

app.py

@@ -4,8 +4,6 @@ import pandas as pd
 import numpy as np
 
 # Page Title with Style
-# st.title("🩸 Sepsis Prediction App")
-# Page Title with Style (Centered)
 st.markdown(
     f"""
     <div style="text-align: center;">
@@ -125,7 +123,12 @@ if st.button("🔮 Predict Sepsis"):
     try:
         input_data_scaled_df = preprocess_input_data(input_data)
         sepsis_status = make_predictions(input_data_scaled_df)
-        st.success(f"The predicted sepsis status is: {sepsis_status}")
+        
+        # Display the sepsis prediction
+        if sepsis_status == 'Negative':
+            st.success(f"The predicted sepsis status is: {sepsis_status}")
+        elif sepsis_status == 'Positive':
+            st.error(f"The predicted sepsis status is: {sepsis_status}")
 
         # Add the sepsis prediction to the input DataFrame
         input_data['Sepsis'] = sepsis_status
@@ -133,12 +136,29 @@ if st.button("🔮 Predict Sepsis"):
         # Convert the input data to a pandas DataFrame
         input_df = pd.DataFrame([input_data])
 
-        # Display the DataFrame
+        # Display the input DataFrame
+        st.markdown("### Input Data with Sepsis Prediction")
         st.table(input_df)
 
     except Exception as e:
         st.error(f"An error occurred: {e}")
 
+# Predict Button with Style
+if st.button("🔮 Predict Sepsis"):
+    try:
+        input_data_scaled_df = preprocess_input_data(input_data)
+        sepsis_status = make_predictions(input_data_scaled_df)
+
+        # Display output with color based on prediction
+        if sepsis_status == 'Negative':
+            st.success(f"The predicted sepsis status is: {sepsis_status}")
+        elif sepsis_status == 'Positive':
+            st.error(f"The predicted sepsis status is: {sepsis_status}")
+
+    except Exception as e:
+        st.error(f"An error occurred: {e}")
+
+
 # Display Data Fields and Descriptions
 st.sidebar.title("🔍 Data Fields")
 for field, description in data_fields.items():