Update app.py

app.py

@@ -81,18 +81,22 @@ if sidebar_selectbox == "Bulk upload and mark":
               
               similarity_scores = []
               
-              for index, sentence in enumerate(range(total_rows)):
-              
-              sentence_comparison = df.get_value(index,1)
-              sentences.append(sentence_reference)
-              sentences.append(sentence_comparison)
-              
-              sentence_embeddings = model.encode(sentences)
-              
-              cos_sim = cosine_similarity(sentence_embeddings[0].reshape(1, -1), sentence_embeddings[1].reshape(1, -1))[0][0]
-              cos_sim = round(cos_sim * 100)
-              
-              similarity_scores.append(cos_sim)                    
+              for index in range(total_rows):
+                     
+                     # Create an empty sentence list
+                     sentences = []
+                     
+                     # Compare the setences two by two
+                     sentence_comparison = df.get_value(index,1)
+                     sentences.append(sentence_reference)
+                     sentences.append(sentence_comparison)
+                     
+                     sentence_embeddings = model.encode(sentences)
+                     
+                     cos_sim = cosine_similarity(sentence_embeddings[0].reshape(1, -1), sentence_embeddings[1].reshape(1, -1))[0][0]
+                     cos_sim = round(cos_sim * 100)
+                     
+                     similarity_scores.append(cos_sim)                    
               
               # Append new column to dataframe