Update app.py

app.py

@@ -264,7 +264,7 @@ def extract_problem_domains(df,
         # Perform K-Means clustering with Silhouette Analysis
         silhouette_scores = []
         for n_clusters in range(cluster_range[0], cluster_range[1] + 1):
-            kmeans = KMeans(n_clusters=n_clusters, random_state=42)
+                kmeans = KMeans(n_clusters=n_clusters)#, random_state=42)
             cluster_labels = kmeans.fit_predict(X)
             silhouette_avg = silhouette_score(X, cluster_labels)
             silhouette_scores.append(silhouette_avg)
@@ -293,9 +293,11 @@ def extract_problem_domains(df,
         cluster_representations = {}
         for i in range(optimal_n_clusters):
             center = kmeans.cluster_centers_[i]
+
+
             
             # top_word_indices = center.argsort()[-top_words:][::-1]
-            top_word_indices = center.argsort()[-top_words:][::-1].tolist()
+            top_word_indices = center.argsort()[-top_words:][::-1].tolist() # Indexes of top words
 
             top_words = [feature_names[index] for index in top_word_indices]
             cluster_representations[i] = top_words
@@ -356,7 +358,7 @@ def nlp_pipeline(original_df, console_messages):
 
 def process_excel(file):
     console_messages = []
-    console_messages.append("Processing...")
+    console_messages.append("Processing starts...")
     
     try:
         # Ensure the file path is correct
@@ -416,7 +418,7 @@ 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
+    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