API

app.py

@@ -334,7 +334,7 @@ async def get_customer_content_recommendations(customer_id: str, n: int = 5):
         customer_profile = customer_profiles[customer_profiles['Customer_Id'] == customer_id].iloc[0]
         profile_summary = {
             "age_group": "Young" if customer_profile['Age'] < 25 else "Middle" if customer_profile['Age'] < 40 else "Senior",
-            "income_level": "Low" if customer_profile['Income'] < 50000 else "Medium" if customer_profile['Income'] < 100000 else "High"
+            "income_level": "Low" if customer_profile['Income per year (in dollars)'] < 50000 else "Medium" if customer_profile['Income per year (in dollars)'] < 100000 else "High"
         }
         
         # Get content recommendations