Update modules/database/semantic_mongo_db.py

modules/database/semantic_mongo_db.py

@@ -42,8 +42,12 @@ def store_student_semantic_result(username, text, analysis_result):
             'timestamp': datetime.now(timezone.utc).isoformat(),
             'text': text,
             'analysis_type': 'semantic',
-            'key_concepts': analysis_result.get('key_concepts', []),
-            'concept_graph': concept_graph_data
+            'metrics': {
+                'key_concepts': analysis_result.get('key_concepts', []),
+                'concept_centrality': analysis_result.get('concept_centrality', {})
+            },
+            'graph_data': base64.b64encode(analysis_result.get('concept_graph', b'')).decode('utf-8'),
+            'language': st.session_state.get('lang_code', 'en')
         }
 
         # Insertar en MongoDB