Update app.py

app.py

@@ -262,17 +262,21 @@ def run_entity_exploration():
         )
 
         if neighborhood and "neighbors" in neighborhood:
+            lines = []
             for distance in range(1, max_distance+1):
                 neighbors_at_distance = [n for n in neighborhood["neighbors"] if n["distance"] == distance]
 
                 if neighbors_at_distance:
-                    with st.expander(f"Neighbors at Distance {distance} ({len(neighbors_at_distance)})"):
-                        for neighbor in neighbors_at_distance:
-                            st.markdown(f"**{neighbor['id']}** ({neighbor.get('class_type', 'unknown')})")
-                            for relation in neighbor.get("relations", []):
-                                direction = "→" if relation["direction"] == "outgoing" else "←"
-                                st.markdown(f"- {direction} {relation['type']}")
-                            st.markdown("---")
+                    lines.append(f"**Neighbors at Distance {distance} ({len(neighbors_at_distance)})**")
+                    for neighbor in neighbors_at_distance:
+                        lines.append(f"- **{neighbor['id']}** ({neighbor.get('class_type', 'unknown')})")
+                        for relation in neighbor.get("relations", []):
+                            direction = "→" if relation["direction"] == "outgoing" else "←"
+                            lines.append(f"  - {direction} {relation['type']}")
+                        lines.append("---")
+            with st.expander("Show Neighbor Details", expanded=False):
+                for line in lines:
+                    st.markdown(line)
 
     elif not entities:
         st.warning("No entities found in the ontology.")