changes

app.py

@@ -257,24 +257,24 @@ def get_content_recommendations(customer_id: str, n: int = 5) -> List[Dict]:
         
         # Age-based recommendations
         age = customer_profile['Age'] * scaler.scale_[0] + scaler.mean_[0]  # Denormalize age
-        cleaned_response= Get_contentDescription('Getting Started with Personal Finance')
+        
         if age < 25:
             content_suggestions.extend([
-                {"type": "Video", "title": "Getting Started with Personal Finance", "category": "Financial Education", "descrption":cleaned_response},
-                {"type": "Article", "title": "Budgeting Basics for Young Adults", "category": "Financial Planning" ,"descrption":cleaned_response},
-                {"type": "Interactive", "title": "Investment 101 Quiz", "category": "Education", "descrption":cleaned_response}
+                {"type": "Video", "title": "Getting Started with Personal Finance", "category": "Financial Education"},
+                {"type": "Article", "title": "Budgeting Basics for Young Adults", "category": "Financial Planning"},
+                {"type": "Interactive", "title": "Investment 101 Quiz", "category": "Education"}
             ])
         elif age < 40:
             content_suggestions.extend([
-                {"type": "Video", "title": "Investment Strategies for Growing Wealth", "category": "Investment", "descrption":cleaned_response},
-                {"type": "Article", "title": "Family Financial Planning Guide", "category": "Financial Planning", "descrption":cleaned_response},
-                {"type": "Webinar", "title": "Real Estate Investment Basics", "category": "Investment", "descrption":cleaned_response}
+                {"type": "Video", "title": "Investment Strategies for Growing Wealth", "category": "Investment"},
+                {"type": "Article", "title": "Family Financial Planning Guide", "category": "Financial Planning"},
+                {"type": "Webinar", "title": "Real Estate Investment Basics", "category": "Investment"}
             ])
         else:
             content_suggestions.extend([
-                {"type": "Video", "title": "Retirement Planning Strategies", "category": "Retirement", "descrption":cleaned_response},
-                {"type": "Article", "title": "Estate Planning Essentials", "category": "Financial Planning", "descrption":cleaned_response},
-                {"type": "Webinar", "title": "Tax Optimization for Retirement", "category": "Tax Planning", "descrption":cleaned_response}
+                {"type": "Video", "title": "Retirement Planning Strategies", "category": "Retirement"},
+                {"type": "Article", "title": "Estate Planning Essentials", "category": "Financial Planning"},
+                {"type": "Webinar", "title": "Tax Optimization for Retirement", "category": "Tax Planning"}
             ])
         
         # Income-based recommendations
@@ -282,18 +282,18 @@ def get_content_recommendations(customer_id: str, n: int = 5) -> List[Dict]:
         
         if income < 50000:
             content_suggestions.extend([
-                {"type": "Video", "title": "Debt Management Strategies", "category": "Debt Management", "descrption":cleaned_response},
-                {"type": "Article", "title": "Saving on a Tight Budget", "category": "Budgeting", "descrption":cleaned_response}
+                {"type": "Video", "title": "Debt Management Strategies", "category": "Debt Management"},
+                {"type": "Article", "title": "Saving on a Tight Budget", "category": "Budgeting"}
             ])
         elif income < 100000:
             content_suggestions.extend([
-                {"type": "Video", "title": "Tax-Efficient Investment Strategies", "category": "Investment", "descrption":cleaned_response},
-                {"type": "Article", "title": "Maximizing Your 401(k)", "category": "Retirement", "descrption":cleaned_response}
+                {"type": "Video", "title": "Tax-Efficient Investment Strategies", "category": "Investment"},
+                {"type": "Article", "title": "Maximizing Your 401(k)", "category": "Retirement"}
             ])
         else:
             content_suggestions.extend([
-                {"type": "Video", "title": "Advanced Tax Planning Strategies", "category": "Tax Planning", "descrption":cleaned_response},
-                {"type": "Article", "title": "High-Net-Worth Investment Guide", "category": "Investment", "descrption":cleaned_response}
+                {"type": "Video", "title": "Advanced Tax Planning Strategies", "category": "Tax Planning"},
+                {"type": "Article", "title": "High-Net-Worth Investment Guide", "category": "Investment"}
             ])
         
         # Add personalization based on purchase history
@@ -306,15 +306,13 @@ def get_content_recommendations(customer_id: str, n: int = 5) -> List[Dict]:
                     content_suggestions.append({
                         "type": "Video",
                         "title": f"Advanced {category} Strategies",
-                        "category": category,
-                        "descrption":cleaned_response
+                        "category": category
                     })
                 elif category == 'Insurance':
                     content_suggestions.append({
                         "type": "Article",
                         "title": f"Understanding Your {category} Options",
-                        "category": category,
-                        "descrption":cleaned_response
+                        "category": category
                     })
         
         # Remove duplicates and limit to n recommendations
@@ -362,12 +360,11 @@ async def get_customer_content_recommendations(customer_id: str, n: int = 5):
         
         # Get content recommendations
         recommendations = get_content_recommendations(customer_id, n)
-        cleaned_response= Get_contentDescription('Getting Started with Personal Finance')
+        
         return {
             "customer_id": customer_id,
             "profile_summary": profile_summary,
             "recommendations": recommendations
-            
         }
         
     except HTTPException: