Update app.py

app.py

@@ -32,11 +32,12 @@ usage_frequency = st.number_input("Usage Frequency", min_value=0, max_value=100,
 support_calls = st.number_input("Support Calls", min_value=0, max_value=50, value=2)
 total_spend = st.number_input("Total Spend", min_value=0.0, max_value=10000.0, value=100.0, step=10.0)
 
-# If the encoder was re-fitted to ignore unknowns, you can keep your original options.
+# ✅ Updated: Match categories used during training
 gender = st.selectbox("Gender", options=["Male", "Female"])
-subscription_type = st.selectbox("Subscription Type", options=["Type B", "Type C"])
-contract_length = st.selectbox("Contract Length", options=["Monthly", "Quarterly", "Yearly"])
+subscription_type = st.selectbox("Subscription Type", options=["Premium", "Standard"])
+contract_length = st.selectbox("Contract Length", options=["Monthly", "Quarterly"])
 
+# Create a DataFrame for the input
 input_df = pd.DataFrame({
     "Age": [age],
     "Tenure": [tenure],