Updated logic

app.py

@@ -90,16 +90,24 @@ if __name__ == '__main__':
         embeddings = data['embeddings']
         filters = data['filters']
 
-    with gr.Blocks(theme=gr.themes.Soft(primary_hue='blue')) as demo:
+    
+
+    with gr.Blocks(theme=gr.themes.Soft(primary_hue='red')) as demo:
         with gr.Row():
             with gr.Column(visible=True) as input_col:
+
+                gr.Markdown(
+                    '''
+                    # Welcome to the Nuanced Recommendation System!
+                    ### This system **combines** both objective (synopsis, episode count, themes) and subjective (user reviews) data, in order to recommend the most approprate anime. Feel free to refine using the **optional** filters below! 
+                    ''')
                 query = gr.Textbox(label="What are you looking for?")
                 number_of_recommendations = gr.Slider(label= "# of Recommendations", minimum=1, maximum=10, value=3, step=1)
                 genres = gr.Dropdown(label='Genres',multiselect=True,choices=filters['genres'], value=['ALL'])
                 themes = gr.Dropdown(label='Themes',multiselect=True,choices=filters['themes'], value=['ALL'])
-                rating = gr.Dropdown(label='Rating',multiselect=True,choices=filters['rating'], value=['PG - Children','PG-13 - Teens 13 or older','G - All Ages','R - 17+ (violence & profanity)'])
-                objective_weight = gr.Slider(label= "Objective Weight", minimum=0, maximum=1, value=.7, step=.1)
-                subjective_weight = gr.Slider(label= "Subjective Weight", minimum=0, maximum=1, value=.3, step=.1)
+                rating = gr.Dropdown(label='Rating',multiselect=True,choices=filters['rating'], value=['ALL'])
+                objective_weight = gr.Slider(label= "Objective Weight", minimum=0, maximum=1, value=.5, step=.1)
+                subjective_weight = gr.Slider(label= "Subjective Weight", minimum=0, maximum=1, value=.5, step=.1)
                 submit_btn = gr.Button("Submit")
 
                 examples = gr.Examples(