Upload folder using huggingface_hub

app.py

@@ -5,7 +5,10 @@ import joblib
 from huggingface_hub import hf_hub_download
 
 # Download and load the model
-model_path = hf_hub_download(repo_id="Pushpak21/tourism-package-model", filename="best_tourism_package_model.joblib")
+model_path = hf_hub_download(
+    repo_id="Pushpak21/tourism-package-model",
+    filename="best_tourism_package_model.joblib"
+)
 model = joblib.load(model_path)
 
 # Feature descriptions for UI
@@ -34,26 +37,33 @@ st.sidebar.title("Feature descriptions")
 for k, v in feature_info.items():
     st.sidebar.write(f"**{k}** — {v}")
 
-# Example form using help text (tooltips)
+st.title("🧳 Tourism Package Purchase Prediction")
+
+# Form with two-column layout
 with st.form("input_form"):
-    age = st.number_input("Age", min_value=18, max_value=100, value=30, help=feature_info["Age"])
-    typeof_contact = st.selectbox("Type of Contact", ["Self Enquiry", "Company Invited"], help=feature_info["TypeofContact"])
-    city_tier = st.selectbox("City Tier", [1,2,3], help=feature_info["CityTier"])
-    occupation = st.selectbox("Occupation", ["Salaried", "Free Lancer", "Small Business", "Large Business"], help=feature_info["Occupation"])
-    gender = st.selectbox("Gender", ["Male", "Female"], help=feature_info["Gender"])
-    persons = st.number_input("Number Of Person Visiting", min_value=1, max_value=5, value=2, help=feature_info["NumberOfPersonVisiting"])
-    star = st.selectbox("Preferred Property Star", [3,4,5], help=feature_info["PreferredPropertyStar"])
-    marital = st.selectbox("Marital Status", ["Single", "Married", "Divorced","Unmarried"], help=feature_info["MaritalStatus"])
-    trips = st.number_input("Number Of Trips", min_value=1, max_value=25, value=2, help=feature_info["NumberOfTrips"])
-    passport = st.radio("Passport", [0,1], help=feature_info["Passport"])
-    owncar = st.radio("Own Car", [0,1], help=feature_info["OwnCar"])
-    children = st.number_input("Number Of Children Visiting", min_value=0, max_value=3, value=0, help=feature_info["NumberOfChildrenVisiting"])
-    designation = st.selectbox("Designation", ["Executive", "Manager", "Senior Manager", "AVP","VP"], help=feature_info["Designation"])
-    income = st.number_input("Monthly Income", min_value=1000, max_value=100000, value=30000, help=feature_info["MonthlyIncome"])
-    satisfaction = st.slider("Pitch Satisfaction Score", min_value=1, max_value=5, value=3, help=feature_info["PitchSatisfactionScore"])
-    product = st.selectbox("Product Pitched", ["Basic", "Standard","King", "Deluxe", "Super Deluxe"], help=feature_info["ProductPitched"])
-    followups = st.number_input("Number Of Followups", min_value=1, max_value=6, value=2, help=feature_info["NumberOfFollowups"])
-    duration = st.number_input("Duration Of Pitch (minutes)", min_value=0, max_value=300, value=10, help=feature_info["DurationOfPitch"])
+    col1, col2 = st.columns(2)
+
+    with col1:
+        age = st.number_input("Age", min_value=18, max_value=100, value=30, help=feature_info["Age"])
+        typeof_contact = st.selectbox("Type of Contact", ["Self Enquiry", "Company Invited"], help=feature_info["TypeofContact"])
+        city_tier = st.selectbox("City Tier", [1,2,3], help=feature_info["CityTier"])
+        occupation = st.selectbox("Occupation", ["Salaried", "Free Lancer", "Small Business", "Large Business"], help=feature_info["Occupation"])
+        gender = st.selectbox("Gender", ["Male", "Female"], help=feature_info["Gender"])
+        persons = st.number_input("Number Of Person Visiting", min_value=1, max_value=5, value=2, help=feature_info["NumberOfPersonVisiting"])
+        star = st.selectbox("Preferred Property Star", [3,4,5], help=feature_info["PreferredPropertyStar"])
+        marital = st.selectbox("Marital Status", ["Single", "Married", "Divorced","Unmarried"], help=feature_info["MaritalStatus"])
+
+    with col2:
+        trips = st.number_input("Number Of Trips", min_value=1, max_value=25, value=2, help=feature_info["NumberOfTrips"])
+        passport = st.radio("Passport", [0,1], help=feature_info["Passport"])
+        owncar = st.radio("Own Car", [0,1], help=feature_info["OwnCar"])
+        children = st.number_input("Number Of Children Visiting", min_value=0, max_value=3, value=0, help=feature_info["NumberOfChildrenVisiting"])
+        designation = st.selectbox("Designation", ["Executive", "Manager", "Senior Manager", "AVP","VP"], help=feature_info["Designation"])
+        income = st.number_input("Monthly Income", min_value=1000, max_value=100000, value=30000, help=feature_info["MonthlyIncome"])
+        satisfaction = st.slider("Pitch Satisfaction Score", min_value=1, max_value=5, value=3, help=feature_info["PitchSatisfactionScore"])
+        product = st.selectbox("Product Pitched", ["Basic", "Standard","King", "Deluxe", "Super Deluxe"], help=feature_info["ProductPitched"])
+        followups = st.number_input("Number Of Followups", min_value=1, max_value=6, value=2, help=feature_info["NumberOfFollowups"])
+        duration = st.number_input("Duration Of Pitch (minutes)", min_value=0, max_value=300, value=10, help=feature_info["DurationOfPitch"])
 
     submitted = st.form_submit_button("Predict")
 
@@ -81,4 +91,4 @@ if submitted:
     proba = model.predict_proba(input_df)[0,1]
     pred = model.predict(input_df)[0]
     st.write("Probability:", round(proba,3))
-    st.write("Prediction:", "Will buy (1)" if pred==1 else "Will not buy (0)")
+    st.write("Prediction:", "✅ Will buy (1)" if pred==1 else "❌ Will not buy (0)")