Update app.py

app.py

@@ -15,25 +15,25 @@ ENTITY_COLOURS = {
 
 # Relationship types for dropdown
 RELATIONSHIP_TYPES = [
-    'related_to',
+    'related to',
     'knows',
-    'works_with',
-    'located_in',
-    'participated_in',
-    'member_of',
-    'occurred_at',
-    'employed_by',
+    'works with',
+    'located in',
+    'participated in',
+    'member of',
+    'occurred at',
+    'employed by',
     'founded',
     'attended',
-    'collaborates_with',
-    'married_to',
-    'sibling_of',
-    'parent_of',
-    'lives_at',
+    'collaborates with',
+    'married to',
+    'sibling of',
+    'parent of',
+    'lives at',
     'wrote',
     'visited',
-    'born_in',
-    'died_in',
+    'born in',
+    'died in',
     'other'
 ]
 
@@ -409,11 +409,11 @@ def generate_network_graph(
             <h4 style="margin: 0 0 10px 0;">📈 Network Statistics</h4>
             <table style="width: 100%; border-collapse: collapse;">
                 <tr>
-                    <td style="padding: 8px; border-bottom: 1px solid #eee;"><strong>Nodes</strong></td>
+                    <td style="padding: 8px; border-bottom: 1px solid #eee;"><strong>Nodes (Entities)</strong></td>
                     <td style="padding: 8px; border-bottom: 1px solid #eee; text-align: right;">{G.number_of_nodes()}</td>
                 </tr>
                 <tr>
-                    <td style="padding: 8px; border-bottom: 1px solid #eee;"><strong>Edges</strong></td>
+                    <td style="padding: 8px; border-bottom: 1px solid #eee;"><strong>Edges (Relationships)</strong></td>
                     <td style="padding: 8px; border-bottom: 1px solid #eee; text-align: right;">{G.number_of_edges()}</td>
                 </tr>
         '''