Update app.py

app.py

@@ -229,8 +229,8 @@ def extract_problem_domains(df,
                             text_column='Problem_Description', 
                             cluster_range=(10, 50), 
                             top_words=17,
-                            method='sentence_transformers'
-                            # method='tfidf_kmeans'
+                            # method='sentence_transformers'
+                            method='tfidf_kmeans'
                            ):
 
 
@@ -417,11 +417,6 @@ interface = gr.Interface(
         gr.File(label="Download the processed Excel File containing the ** Project Proposals ** for each Location~Problem paired combination"),  # File download output
         gr.Textbox(label="Console Messages", lines=10, interactive=False)  # Console messages output
         ],
-    ##### Use either below or above format
-    # outputs=[
-    #     gr.Textbox(label="Console Messages", lines=25, interactive=False),  # Console messages output
-    #     gr.File(label="Download the processed Excel File containing the ** Project Proposals ** for each Location~Problem paired combination")  # File download output
-    #     ],
     
     
     # title="Excel File Uploader",