Update app.py

app.py

@@ -9,7 +9,7 @@ st.markdown("---")
 
 # Welcome Message with Style
 st.write(
-    "👋 Welcome to the Sepsis Prediction App! Enter the medical data in the input fields below,"
+    "👋 Welcome to the Sepsis Prediction App! Enter the medical data in the input fields below, "
     "click 'Predict Sepsis', and get the prediction result."
 )
 
@@ -25,7 +25,6 @@ with open('model_and_key_components.pkl', 'rb') as file:
     loaded_components = pickle.load(file)
 
 loaded_model = loaded_components['model']
-loaded_encoder = loaded_components['encoder']
 loaded_scaler = loaded_components['scaler']
 
 # Data Fields
@@ -40,12 +39,8 @@ data_fields = {
     "Age": "Age of the patient (years)"
 }
 
-
-# Sidebar with Data Fields
-st.title("📊 Input Data")
-input_data = {}
-for field, description in data_fields.items():
-    input_data[field] = st.number_input(description, value=0.0)
+# Organize input fields into two columns
+col1, col2 = st.beta_columns(2)
 
 # Function to preprocess input data
 def preprocess_input_data(input_data):
@@ -59,6 +54,19 @@ def make_predictions(input_data_scaled_df):
     sepsis_mapping = {0: 'Negative', 1: 'Positive'}
     return sepsis_mapping[y_pred[0]]
 
+# Input Data Fields in two columns
+with col1:
+    input_data["PRG"] = st.number_input("Number of Pregnancies", value=0.0)
+    input_data["PL"] = st.number_input("Plasma Glucose Concentration (mg/dL)", value=0.0)
+    input_data["PR"] = st.number_input("Diastolic Blood Pressure (mm Hg)", value=0.0)
+    input_data["SK"] = st.number_input("Triceps Skinfold Thickness (mm)", value=0.0)
+
+with col2:
+    input_data["TS"] = st.number_input("2-Hour Serum Insulin (mu U/ml)", value=0.0)
+    input_data["M11"] = st.number_input("Body Mass Index (BMI)", value=0.0)
+    input_data["BD2"] = st.number_input("Diabetes Pedigree Function (mu U/ml)", value=0.0)
+    input_data["Age"] = st.slider("Age of the patient (years)", 0, 100, 0)
+
 # Predict Button with Style
 if st.button("🔮 Predict Sepsis"):
     try: