Update app.py

app.py

@@ -404,55 +404,6 @@ class ContentAnalyzer:
                                 logger.error(f"Missing Score or Citations in {category}.{subcategory}")
                                 raise ValueError(f"Missing Score or Citations in {category}.{subcategory}")
                     
-                    # Add validation for citations
-                    def validate_citations(citations: List[str]) -> bool:
-                        if not citations:
-                            return False
-                        
-                        for citation in citations:
-                            # Check for timestamp format [MM:SS]
-                            if not re.search(r'\[\d{2}:\d{2}\]', citation):
-                                return False
-                            # Check for meaningful content (at least 10 words)
-                            content = re.sub(r'\[\d{2}:\d{2}\]', '', citation).strip()
-                            if len(content.split()) < 10:
-                                return False
-                        return True
-
-                    # Add validation for each category score
-                    result = json.loads(result_text)
-                    for category in ["Concept Assessment", "Code Assessment"]:
-                        if category in result:
-                            for subcategory, details in result[category].items():
-                                # Validate citations first
-                                if not validate_citations(details.get("Citations", [])):
-                                    details["Score"] = 0  # Force score to 0 if citations are invalid
-                                    details["Citations"].append("[00:00] Invalid or insufficient citation format. Requires specific examples with timestamps.")
-                                
-                                # Additional validation based on subcategory
-                                if subcategory == "Examples and Business Context":
-                                    # Count actual examples in citations
-                                    example_count = sum(1 for citation in details.get("Citations", [])
-                                                      if "example" in citation.lower() or "case" in citation.lower())
-                                    if example_count < 2:
-                                        details["Score"] = 0
-                                        details["Citations"].append("[00:00] Insufficient number of concrete examples. At least 2 required.")
-                                
-                                elif subcategory == "Engagement and Interaction":
-                                    # Count engagement points
-                                    engagement_count = sum(1 for citation in details.get("Citations", [])
-                                                         if any(word in citation.lower() for word in ["question", "ask", "interact", "engage"]))
-                                    if engagement_count < 3:
-                                        details["Score"] = 0
-                                        details["Citations"].append("[00:00] Insufficient engagement points. At least 3 required.")
-                                
-                                # Validate professional tone
-                                elif subcategory == "Professional Tone":
-                                    unprofessional_indicators = ["um", "uh", "like", "you know", "stuff", "things"]
-                                    if any(indicator in ' '.join(details.get("Citations", [])).lower() for indicator in unprofessional_indicators):
-                                        details["Score"] = 0
-                                        details["Citations"].append("[00:00] Unprofessional language detected. Maintain formal teaching tone.")
-                    
                     return result
                     
                 except json.JSONDecodeError as json_error: