Add details to description and plot

app.py

@@ -56,11 +56,25 @@ def create_plot(num_clusters, num_samples):
             )
 
     plt.title("Estimated number of clusters: %d" % n_clusters_)
+    plt.xlabel("x")
+    plt.ylabel("y")
 
     return fig, metrics_str 
 
 title = "Affinity propagation clustering algorithm"
-description = "This demo plots clusters of a synthetic 2D dataset that contains up to 4 clusters using the affinity propagation algorithm."
+description = """
+                This demo plots clusters of a synthetic 2D dataset that contains up to 4 clusters using the affinity propagation algorithm.\
+                
+                
+                The 2-dimensional dataset is generated around 2 to 4 predetermined cluster centers, by sampling a Gaussian distribution \
+                with 0.5 standard deviation around each center. The demo uses the affinity propagation clustering algorithm to assign the data into \
+                clusters. It also calculates a cluster center. \
+                
+                
+                The figure shows a scatter plot of the data points and their connection to the respective cluster center. The demo also \
+                presents several metrics based on the true and assigned labels.
+            
+            """
 with gr.Blocks() as demo:
     gr.Markdown(f"## {title}")
     gr.Markdown(description)