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app.py

@@ -13,8 +13,7 @@ model = joblib.load("extraaLearn_model_prediction_model_v1_0.joblib")
 # -----------------------------
 # Feature mapping (incoming JSON -> model column names)
 # -----------------------------
-feature_mapping = {
-    "id": "ID",
+feature_mapping = {    
     "age": "age",
     "currentOccupation": "current_occupation",
     "firstInteraction": "first_interaction",
@@ -27,8 +26,7 @@ feature_mapping = {
     "printMediaType2": "print_media_type2",
     "digitalMedia": "digital_media",
     "educationalChannels": "educational_channels",
-    "referral": "referral",
-    "status": "status"   # (target) include if present in input; otherwise leave out at inference
+    "referral": "referral"   
 }