Update app.py

app.py

@@ -176,8 +176,7 @@ def update_display(clusters_to_display):
 
 # Create Gradio interface
 with gr.Blocks(title="Restaurant Clustering Tool") as app:
-    gr.Markdown("# Restaurant K-Means Clustering Analysis")
-    gr.Markdown("Analyze restaurant data by adjusting the number of clusters")
+    gr.Markdown("# Restaurant Cell Embeddings Clustering Analysis")
     
     with gr.Row():
         with gr.Column(scale=1):
@@ -217,7 +216,7 @@ with gr.Blocks(title="Restaurant Clustering Tool") as app:
     gr.Markdown("""
     ## About this app
     
-    This app demonstrates K-means clustering on restaurant data. The algorithm groups similar restaurants together based on their descriptions and other features.
+    This app demonstrates K-means clustering on restaurant cell embeddings. The algorithm groups similar restaurants together based on cell embeddings.
     
     ### How to use:
     1. Adjust the number of clusters using the slider