Update app.py

app.py

@@ -3,6 +3,19 @@ import pickle
 import pandas as pd
 import numpy as np
 
+# About Section with Style
+st.sidebar.title("ℹ️ About")
+st.sidebar.info(
+    "This app predicts sepsis based on medical input data. "
+    "It uses a machine learning model trained on a dataset of sepsis cases."
+)
+
+# Welcome Message with Style
+st.write(
+    "👋 Welcome to the Sepsis Prediction App! Enter the medical data in the sidebar, "
+    "click 'Predict Sepsis', and get the prediction result."
+)
+
 # Load the model and key components
 with open('model_and_key_components.pkl', 'rb') as file:
     loaded_components = pickle.load(file)
@@ -22,11 +35,12 @@ data_fields = {
     "Age": "Age of the patient (years)"
 }
 
-# Page Title
-st.title("Sepsis Prediction App")
+# Page Title with Style
+st.title("🩸 Sepsis Prediction App")
+st.markdown("---")
 
 # Sidebar with Data Fields
-st.sidebar.title("Input Data")
+st.sidebar.title("📊 Input Data")
 input_data = {}
 for field, description in data_fields.items():
     input_data[field] = st.sidebar.number_input(description, value=0.0)
@@ -43,8 +57,8 @@ def make_predictions(input_data_scaled_df):
     sepsis_mapping = {0: 'Negative', 1: 'Positive'}
     return sepsis_mapping[y_pred[0]]
 
-# Predict Button
-if st.sidebar.button("Predict Sepsis"):
+# Predict Button with Style
+if st.sidebar.button("🔮 Predict Sepsis"):
     try:
         input_data_scaled_df = preprocess_input_data(input_data)
         sepsis_status = make_predictions(input_data_scaled_df)
@@ -53,19 +67,6 @@ if st.sidebar.button("Predict Sepsis"):
         st.error(f"An error occurred: {e}")
 
 # Display Data Fields and Descriptions
-st.sidebar.title("Data Fields")
+st.sidebar.title("🔍 Data Fields")
 for field, description in data_fields.items():
     st.sidebar.text(f"{field}: {description}")
-
-# About Section
-st.sidebar.title("About")
-st.sidebar.info(
-    "This app predicts sepsis based on medical input data. "
-    "It uses a machine learning model trained on a dataset of sepsis cases."
-)
-
-# Welcome Message
-st.write(
-    "Welcome to the Sepsis Prediction App! Enter the medical data in the sidebar, "
-    "click 'Predict Sepsis', and get the prediction result."
-)