From Metacritic score to positive reviews

app.py

@@ -93,7 +93,7 @@ def get_recommendations(game_name, data, feature_vectors):
 
 
 # Gradio interface function
-def recommend_games(game_name, max_age, max_price, min_metacritic):
+def recommend_games(game_name, max_age, max_price, min_positive_reviews):
     data = load_data()
     if data is None:
         return "Failed to load data. Please check the data file."
@@ -102,7 +102,7 @@ def recommend_games(game_name, max_age, max_price, min_metacritic):
     data = data[
         (data['required_age'] <= max_age) &
         (data['price'] <= max_price) &
-        ((data['metacritic_score'].fillna(0) >= min_metacritic) | data['metacritic_score'].isna())
+        (data['positive'].fillna(0) >= min_positive_reviews)
     ].reset_index(drop=True)
     
     if data.empty:
@@ -112,6 +112,7 @@ def recommend_games(game_name, max_age, max_price, min_metacritic):
     recommendations_html = get_recommendations(game_name, data, feature_vectors)
     
     return recommendations_html
+
     
     # Format the output for Gradio
     result_texts = []
@@ -135,7 +136,7 @@ def recommend_games(game_name, max_age, max_price, min_metacritic):
 # Create the Gradio interface
 with gr.Blocks(title="Steam Game Recommender") as demo:
     gr.Markdown("#Steam Game Recommender")
-    gr.Markdown("Enter a game you like and customize filters to get similar suggestions.")
+    gr.Markdown("Enter a game you like and set filters to improve suggestions.")
 
     with gr.Row():
         input_text = gr.Textbox(label="Favorite Game")
@@ -143,7 +144,7 @@ with gr.Blocks(title="Steam Game Recommender") as demo:
     with gr.Row():
         max_age_slider = gr.Slider(0, 21, value=17, label="Max Age Rating (Avoid Adult Games)")
         max_price_slider = gr.Slider(0.0, 100.0, value=60.0, step=0.5, label="Maximum Price ($)")
-        min_metacritic_slider = gr.Slider(0, 100, value=50, step=1, label="Minimum Metacritic Score")
+        min_positive_slider = gr.Slider(0, 100000, value=500, step=100, label="Minimum Positive Reviews")
 
     with gr.Row():
         submit_btn = gr.Button("Get Recommendations")
@@ -153,12 +154,13 @@ with gr.Blocks(title="Steam Game Recommender") as demo:
 
     submit_btn.click(
         fn=recommend_games,
-        inputs=[input_text, max_age_slider, max_price_slider, min_metacritic_slider],
+        inputs=[input_text, max_age_slider, max_price_slider, min_positive_slider],
         outputs=output_text
     )
 
 
 
+
 # Launch the app
 if __name__ == "__main__":
     demo.launch()