added new structure

util/app.py

@@ -120,6 +120,7 @@ def show_stats(player_opgg_url):
             .head(3)
             .index.tolist()
         )
+        playstyle = training_features['playstyle']
 
         stats_html = f"""
         <div style='padding: 20px; background: #f5f5f5; border-radius: 10px;'>
@@ -127,6 +128,7 @@ def show_stats(player_opgg_url):
             <p>Wins: {wins} | Losses: {losses}</p>
             <p>Winrate: {winrate}</p>
             <p>Favorite Champions: {', '.join(favorite_champions)}</p>
+            <p>Playstyle: {playstyle}</p>
         </div>
         """
         
@@ -213,11 +215,13 @@ def predict_top_5_champion_w_confidence(player_opgg_url, *champions):
             
             results['Prediction_Rank'] = results.apply(find_champion_rank, axis=1)
             # Select the last row and specific columns
-            latest_result = results.iloc[-1][["Rank_1_Champion", "Rank_2_Champion", "Rank_3_Champion"]]
+            latest_result = results.iloc[-1][["Rank_1_Champion", "Rank_2_Champion", "Rank_3_Champion"]].tolist()
 
-            print(latest_result)
+            latest_result = results.iloc[-1][["Rank_1_Champion", "Rank_2_Champion", "Rank_3_Champion"]]
+            clean_output = "\n".join(f"{col}: {val}" for col, val in latest_result.items())
+            print(clean_output)
 
-            return latest_result
+            return clean_output+
             
         except Exception as e:
             print(f"Error getting top 5 champions: {e}")