Update app.py

app.py

@@ -1089,27 +1089,32 @@ def display_evaluation(evaluation: Dict[str, Any]):
                 
                 st.markdown("---")
             
-            # Summary Section
+            # Teaching Summary Section
             st.subheader("Teaching Summary")
             col1, col2, col3 = st.columns(3)
             
             with col1:
+                # Calculate concept scores
                 concept_scores = [
                     assessment.get("Score", 0)
-                    for assessment in concept_assessment.values()
+                    for category in concept_assessment.values()
+                    for assessment in [category]
                 ]
                 concept_score = (sum(concept_scores) / len(concept_scores) * 100) if concept_scores else 0
                 st.metric("Concept Score", f"{concept_score:.1f}%")
             
             with col2:
+                # Calculate code scores
                 code_scores = [
                     assessment.get("Score", 0)
-                    for assessment in code_assessment.values()
+                    for category in code_assessment.values()
+                    for assessment in [category]
                 ]
                 code_score = (sum(code_scores) / len(code_scores) * 100) if code_scores else 0
                 st.metric("Code Score", f"{code_score:.1f}%")
             
             with col3:
+                # Calculate overall teaching score
                 total_scores = concept_scores + code_scores
                 overall_score = (sum(total_scores) / len(total_scores) * 100) if total_scores else 0
                 st.metric("Overall Teaching Score", f"{overall_score:.1f}%")
@@ -1190,21 +1195,26 @@ def display_evaluation(evaluation: Dict[str, Any]):
             col1, col2, col3 = st.columns(3)
             
             with col1:
-                # Calculate teaching score
+                # Calculate teaching score correctly from the teaching data
                 teaching_data = evaluation.get("teaching", {})
+                concept_assessment = teaching_data.get("Concept Assessment", {})
+                code_assessment = teaching_data.get("Code Assessment", {})
+                
+                # Calculate concept scores
                 concept_scores = [
-                    teaching_data.get(cat, {}).get("score", 0)
-                    for cat in ["subjectMatterAccuracy", "firstPrinciplesApproach", 
-                               "examplesAndContext", "cohesiveStorytelling",
-                               "engagementAndInteraction", "professionalTone"]
+                    category.get("Score", 0)
+                    for category in concept_assessment.values()
                 ]
+                
+                # Calculate code scores
                 code_scores = [
-                    teaching_data.get(cat, {}).get("score", 0)
-                    for cat in ["depthOfExplanation", "outputInterpretation", "breakingDownComplexity"]
+                    category.get("Score", 0)
+                    for category in code_assessment.values()
                 ]
                 
-                all_scores = concept_scores + code_scores
-                teaching_score = (sum(all_scores) / len(all_scores)) * 100 if all_scores else 0
+                # Calculate overall teaching score
+                all_teaching_scores = concept_scores + code_scores
+                teaching_score = (sum(all_teaching_scores) / len(all_teaching_scores) * 100) if all_teaching_scores else 0
                 st.metric("Teaching Score", f"{teaching_score:.1f}%")
             
             with col2:
@@ -1215,7 +1225,7 @@ def display_evaluation(evaluation: Dict[str, Any]):
                     communication.get(cat, {}).get("score", 0)
                     for cat in comm_categories
                 ]
-                comm_score = (sum(comm_scores) / len(comm_scores)) * 100 if comm_scores else 0
+                comm_score = (sum(comm_scores) / len(comm_scores) * 100) if comm_scores else 0
                 st.metric("Communication Score", f"{comm_score:.1f}%")
             
             with col3: