Reduced recommendation count from 10 to 5

app.py

@@ -11,7 +11,7 @@ import os
 import time
 
 # Load dataset with proper error handling
-def load_data(file_path='steam.csv', max_rows=10000):
+def load_data(file_path='steam.csv', max_rows=27075):
     try:
         data = pd.read_csv(file_path, quotechar='"', on_bad_lines='skip', nrows=max_rows)
         print(f"Successfully loaded {len(data)} games from {file_path}")
@@ -114,70 +114,6 @@ def detect_platforms(platforms_str):
     
     return os_icons if os_icons else ["❓ Unknown"]
 
-# Get game details for display
-def get_game_details(game_name):
-    if not game_name or game_name not in list_of_all_titles:
-        return "Game not found in database."
-    
-    try:
-        game_data = data.loc[data['name'] == game_name].iloc[0]
-        
-        # Get genres and format them
-        genres = str(game_data.get('genres', 'Unknown'))
-        genres_list = [g.strip() for g in genres.split(';') if g.strip()]
-        genres_display = ", ".join(genres_list) if genres_list else "Unknown"
-        
-        # Get price and format it
-        price = game_data.get('price', 0)
-        if isinstance(price, (int, float)):
-            price_display = f"${price:.2f}" if price > 0 else "Free to Play"
-        else:
-            price_display = "Price unknown"
-        
-        # Get platforms
-        platforms = game_data.get('platforms', '')
-        os_list = detect_platforms(platforms)
-        platforms_display = " | ".join(os_list)
-        
-        # Format the details
-        details = f"## {game_name}\n\n"
-        details += f"**Price:** {price_display}\n\n"
-        details += f"**Genres:** {genres_display}\n\n"
-        details += f"**Platforms:** {platforms_display}\n\n"
-        
-        # Add rating information if available
-        if 'positive_ratings' in game_data:
-            pos_ratings = int(game_data.get('positive_ratings', 0))
-            details += f"**Positive Ratings:** {pos_ratings:,}\n\n"
-        
-        if 'negative_ratings' in game_data:
-            neg_ratings = int(game_data.get('negative_ratings', 0))
-            details += f"**Negative Ratings:** {neg_ratings:,}\n\n"
-            
-            # Calculate approval percentage if both values exist
-            if pos_ratings + neg_ratings > 0:
-                approval_percent = (pos_ratings / (pos_ratings + neg_ratings)) * 100
-                details += f"**Approval Rate:** {approval_percent:.1f}%\n\n"
-        
-        # Add release date if available
-        if 'release_date' in game_data:
-            release_date = game_data.get('release_date', 'Unknown')
-            details += f"**Release Date:** {release_date}\n\n"
-            
-        # Add developer/publisher if available
-        if 'developer' in game_data:
-            developer = game_data.get('developer', 'Unknown')
-            details += f"**Developer:** {developer}\n\n"
-            
-        if 'publisher' in game_data:
-            publisher = game_data.get('publisher', 'Unknown')
-            details += f"**Publisher:** {publisher}\n\n"
-            
-        return details
-    
-    except Exception as e:
-        return f"Error retrieving game details: {str(e)}"
-
 # Generate a radar chart for game comparison
 def generate_game_comparison_chart(game_name):
     if not game_name or game_name not in list_of_all_titles:
@@ -238,6 +174,7 @@ def generate_game_comparison_chart(game_name):
         return None
 
 # Recommend function with improved error handling and consistent return structure
+# MODIFIED: Changed to only return 5 recommendations instead of 10
 def recommend_games(user_game_name_input):
     # Check cache first
     if user_game_name_input in recommendation_cache:
@@ -284,8 +221,8 @@ def recommend_games(user_game_name_input):
         recommendations.append(f"✓ You searched for: {closest_match}")
         game_list.append(closest_match)  # Include the searched game in the list
         
-        # Process recommendations
-        for i, (index, score) in enumerate(sorted_similar_games[1:21]):
+        # Process recommendations - MODIFIED: Changed to only show 5 recommendations
+        for i, (index, score) in enumerate(sorted_similar_games[1:11]):  # Only process first 10 to find 5 good ones
             if score < 0.2:  # Higher threshold for better quality
                 continue
                 
@@ -315,7 +252,7 @@ def recommend_games(user_game_name_input):
             # Add to game list
             game_list.append(game_name)
             
-            if len(recommendations) >= 11:  # 10 recommendations + original search
+            if len(recommendations) >= 6:  # 5 recommendations + original search - MODIFIED
                 break
         
         result = ("\n".join(recommendations), game_list)
@@ -419,13 +356,6 @@ def recommend_and_visualize(user_input):
     
     return recommendations + footer, game_list
 
-# Get details for selected game
-def display_game_details(game_name):
-    if not game_name:
-        return "Please select a game to view details."
-    
-    return get_game_details(game_name)
-
 # Function to create genre distribution chart
 def create_genre_chart():
     try:
@@ -458,6 +388,7 @@ def create_genre_chart():
         return None
 
 # Improved Gradio UI with added features
+# MODIFIED: Removed game details feature
 with gr.Blocks(theme=gr.themes.Soft()) as demo:
     gr.Markdown("# 🎮 Steam Game Recommender")
     gr.Markdown("Enter the name of a game you like and get recommendations based on similarity!")
@@ -474,23 +405,11 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
                 run_button = gr.Button("Find Recommendations", variant="primary")
         
         with gr.Row():
-            with gr.Column(scale=1):
-                output_text = gr.Textbox(
-                    label="Recommendations", 
-                    lines=15, 
-                    interactive=False
-                )
-                dropdown = gr.Dropdown(
-                    label="Select a Game to View Details", 
-                    choices=[], 
-                    interactive=True,
-                    info="Choose a game to see its details"
-                )
-            with gr.Column(scale=1):
-                game_details = gr.Markdown(
-                    label="Game Details",
-                    value="Select a game from the dropdown to view details."
-                )
+            output_text = gr.Textbox(
+                label="Recommendations", 
+                lines=15, 
+                interactive=False
+            )
                 
     with gr.Tab("Statistics"):
         with gr.Row():
@@ -524,8 +443,7 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
         
         1. Enter the name of a game you enjoy in the search box
         2. Click "Find Recommendations" to see similar games
-        3. Select any game from the dropdown to view detailed information
-        4. Explore the Statistics tab to see distributions of game prices and genres
+        3. Explore the Statistics tab to see distributions of game prices and genres
         
         ### Dataset
         
@@ -583,15 +501,16 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
         return []
     
     # Combined function to update recommendations and history
+    # MODIFIED: Removed dropdown from outputs
     def recommend_and_update_history(user_input):
         rec_text, game_list = recommend_and_visualize(user_input)
         history = update_search_history(user_input)
-        return rec_text, game_list, history
+        return rec_text, history
     
     run_button.click(
         fn=recommend_and_update_history, 
         inputs=input_box, 
-        outputs=[output_text, dropdown, search_history],
+        outputs=[output_text, search_history],
         show_progress=True
     )
     
@@ -599,17 +518,10 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
     input_box.submit(
         fn=recommend_and_update_history, 
         inputs=input_box, 
-        outputs=[output_text, dropdown, search_history],
+        outputs=[output_text, search_history],
         show_progress=True
     )
     
-    # Display game details when a game is selected
-    dropdown.change(
-        fn=display_game_details, 
-        inputs=dropdown, 
-        outputs=game_details
-    )
-    
     # Clear history button
     clear_history_button.click(
         fn=clear_history,