added new structure

util/app.py

@@ -273,7 +273,7 @@ with gr.Blocks() as demo:
     )
     
     predict_button.click(
-        fn=predict_champion,
+        fn=predict_top_5_champion_w_confidence,
         inputs=[player_opgg_url] + champion_dropdowns,
         outputs=prediction_output
     )

util/app_training_df_getter.py

@@ -380,10 +380,6 @@ def create_app_user_training_df(url):
         
         #print("Recent matches columns:", recent_stats.columns.tolist())
         
-        # Check if player_id exists before trying to process it
-        #if 'player_id' not in recent_stats.columns:
-        #    raise KeyError("player_id column not found in recent_stats")
-        
         # Process player_id
         recent_stats['player_id'] = recent_stats['player_id'].str.replace(" #", "-", regex=False)
         #print("Processed player_ids:", recent_stats['player_id'].head())
@@ -391,12 +387,6 @@ def create_app_user_training_df(url):
         # Get player stats
         print("Fetching player stats...")
         player_stats = get_player_stats(region, username)
-        
-        # Validate player_stats DONT!!! its a tuple leave it be.
-        #if player_stats is None or player_stats.empty:
-        #    raise ValueError("No player stats found")
-        
-        #print("Player stats columns:", player_stats.columns.tolist())
 
         # Merge stats
         print("Merging stats...")