added new structure

util/app.py

@@ -121,34 +121,36 @@ def show_stats(player_opgg_url):
             .index.tolist()
         )
 
-        print("training_features: \n", training_features)
+        print("training_features: \n", training_features['playstyle'])
+        print("training_features: \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")
-        # 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 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;'>
@@ -156,10 +158,12 @@ 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