added new structure

util/app.py

@@ -121,37 +121,37 @@ def show_stats(player_opgg_url):
             .index.tolist()
         )
 
-        print("training_features['playstyle']: \n", training_features['playstyle'])
-        
-        print("training_features['role_specialization]: \n", training_features['role_specialization'])
+        # print("training_features['playstyle']: \n", training_features['playstyle'])
+
+        # print("training_features['role_specialization]: \n", training_features['role_specialization'])
         # print("training_features: \n", training_features[champion])
         
         # Extract additional stats
-        playstyle = training_features['playstyle'].mode()[0] if 'playstyle' in training_features else 'N/A'
-        print("processed playstyle.\n")
-        role_specialization = training_features['role_specialization'].mode()[0] if 'role_specialization' in training_features else 'N/A'  # Most common role
-        print("processed role_specialization.\n")
+        # playstyle = training_features['playstyle'].mode()[0] if 'playstyle' in training_features else 'N/A'
+        # print("processed playstyle.\n")
+        # role_specialization = training_features['role_specialization'].mode()[0] if 'role_specialization' in training_features else 'N/A'  # Most common role
+        # print("processed role_specialization.\n")
         #champion_loyalty_score = training_features['champion_loyalty_score'].mean().round(2) if 'champion_loyalty_score' in training_features else 'N/A'  # Average loyalty
         # print("processed champion_loyalty_score.\n")
 
         # Map numeric playstyle to descriptive text
-        playstyle_mapping = {
-            0: "Assassin/Carry",
-            1: "Support/Utility",
-            2: "Tank/Initiator",
-            3: "Split-pusher",
-            4: "Aggressive/Fighter",
-            5: "Undefined"
-        }
+        # playstyle_mapping = {
+        #     0: "Assassin/Carry",
+        #     1: "Support/Utility",
+        #     2: "Tank/Initiator",
+        #     3: "Split-pusher",
+        #     4: "Aggressive/Fighter",
+        #     5: "Undefined"
+        # }
         
-        role_specialization_map = {
-            0: "Pure Specialist",
-            1: "Strong Dual Role",
-            2: "Primary Role with Backups",
-            3: "Role Swapper",
-            4: "True Flex",
-            5: "Undefined"
-        }
+        # role_specialization_map = {
+        #     0: "Pure Specialist",
+        #     1: "Strong Dual Role",
+        #     2: "Primary Role with Backups",
+        #     3: "Role Swapper",
+        #     4: "True Flex",
+        #     5: "Undefined"
+        # }
 
         stats_html = f"""
         <div style='padding: 20px; background: #f5f5f5; border-radius: 10px;'>
@@ -159,12 +159,10 @@ 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_mapping.get(playstyle, 'N/A')}</p>
-            <p>Role Specialization: {role_specialization_map.get(role_specialization, 'N/A')}</p>
         </div>
         """
-        # 
-            # 
+            # <p>Playstyle: {playstyle_mapping.get(playstyle, 'N/A')}</p>
+            # <p>Role Specialization: {role_specialization_map.get(role_specialization, 'N/A')}</p>
             # <p>Champion Loyalty Score: {champion_loyalty_score}</p>
         
         return stats_html, None