Update app.py

app.py

@@ -144,42 +144,13 @@ def correct_spelling(text):
             corrected_words.append(word)
     return ' '.join(corrected_words)
 
-# Function to replace a word with its synonym
-def get_wordnet_synonyms(word):
-    """Get synonyms from WordNet for a given word."""
-    synonyms = set()
-    for syn in wn.synsets(word):
-        for lemma in syn.lemmas():
-            synonyms.add(lemma.name())  # Add synonym to set
-    return list(synonyms)
-
-def replace_with_synonyms(text):
-    doc = nlp(text)
-    replaced_words = []
-
-    for index, token in enumerate(doc):
-        # Replace every 2nd and 4th word
-        if (index + 1) % 2 == 0 or (index + 1) % 4 == 0:
-            # Get synonyms from WordNet
-            relevant_synonyms = get_wordnet_synonyms(token.text)
-            if relevant_synonyms:
-                # Randomly choose a synonym from the available options
-                synonym = random.choice(relevant_synonyms)
-                # Add the synonym instead of the original word
-                replaced_words.append(synonym.replace('_', ' '))  # Replace underscores with spaces
-            else:
-                replaced_words.append(token.text)  # No relevant synonym found
-        else:
-            replaced_words.append(token.text)  # Non-replaceable tokens
 
-    return ' '.join(replaced_words)
 
 
 # Main function for paraphrasing and grammar correction
 def paraphrase_and_correct(text):
      # Add synonym replacement here
     cleaned_text = remove_redundant_words(text)
-    paraphrased_text = replace_with_synonyms(cleaned_text) 
     paraphrased_text = capitalize_sentences_and_nouns(cleaned_text)
     paraphrased_text = force_first_letter_capital(paraphrased_text)
     paraphrased_text = correct_article_errors(paraphrased_text)