added new structure

util/app.py

@@ -120,15 +120,24 @@ def show_stats(player_opgg_url):
             .head(3)
             .index.tolist()
         )
-        playstyle = training_features['playstyle']
+        
+        # Extract additional stats
+        playstyle = training_features['playstyle'].mode()[0]  # Most common playstyle
+        role_specialization = training_features['role_specialization'].mode()[0]  # Most common role
+        champion_loyalty_score = training_features['champion_loyalty_score'].mean().round(2)  # Average loyalty
 
+        # Updated HTML display
         stats_html = f"""
         <div style='padding: 20px; background: #f5f5f5; border-radius: 10px;'>
             <h3>Player's Recent Stats</h3>
-            <p>Wins: {wins} | Losses: {losses}</p>
-            <p>Winrate: {winrate}</p>
-            <p>Favorite Champions: {', '.join(favorite_champions)}</p>
-            <p>Playstyle: {playstyle}</p>
+            <p><strong>Wins:</strong> {wins} | <strong>Losses:</strong> {losses}</p>
+            <p><strong>Winrate:</strong> {winrate}</p>
+            <p><strong>Favorite Champions:</strong> {', '.join(map(str, favorite_champions))}</p>
+            <hr>
+            <h4>Additional Insights</h4>
+            <p><strong>Playstyle:</strong> {playstyle}</p>
+            <p><strong>Role Specialization:</strong> {role_specialization}</p>
+            <p><strong>Champion Loyalty Score:</strong> {champion_loyalty_score}</p>
         </div>
         """