Update app.py

app.py

@@ -199,9 +199,12 @@ def main(file, num_clusters_to_display):
         silhouette_avg = silhouette_score(X, kmeans.labels_)
         silhouette_plot = silhouette_analysis(X, kmeans.labels_, num_clusters=15)
 
+        # Convert silhouette score to percentage
+        silhouette_percentage = (silhouette_avg + 1) * 50
+
         with tempfile.NamedTemporaryFile(delete=False, suffix=".csv") as tmpfile:
             df.to_csv(tmpfile.name, index=False)
-            return tmpfile.name, silhouette_avg, cluster_plot, silhouette_plot
+            return tmpfile.name, silhouette_percentage, cluster_plot, silhouette_plot
     except Exception as e:
         print(f"Error: {e}")
         return str(e), None, None, None
@@ -214,7 +217,7 @@ interface = gr.Interface(
     ],
     outputs=[
         gr.File(label="Clustered Data CSV"),
-        gr.Number(label="Silhouette Score"),
+        gr.Number(label="Clustering Quality (%)"),
         gr.Image(label="Cluster Plot"),
         gr.Image(label="Silhouette Plot")
     ],