Update app.py

app.py

@@ -5,7 +5,7 @@ import spacy
 import subprocess
 import nltk
 from nltk.corpus import wordnet
-from gingerit.gingerit import GingerIt
+import language_check
 from pattern.en import conjugate, lemma, pluralize, singularize
 
 # Initialize the English text classification pipeline for AI detection
@@ -101,11 +101,12 @@ def correct_article_errors(text):
             corrected_text.append(token.text)
     return ' '.join(corrected_text)
 
-# Function to correct overall grammar using GingerIt
+# Function to correct overall grammar using language-check
 def correct_grammar(text):
-    parser = GingerIt()
-    result = parser.parse(text)
-    return result['result']
+    tool = language_check.LanguageTool('en-US')
+    matches = tool.check(text)
+    corrected_text = language_check.correct(text, matches)
+    return corrected_text
 
 # Paraphrasing function using SpaCy and NLTK (Humanifier)
 def paraphrase_with_spacy_nltk(text):
@@ -150,7 +151,7 @@ def paraphrase_and_correct(text):
     # Step 3: Correct tense errors
     corrected_text = correct_tense_errors(corrected_text)
     
-    # Step 4: Correct overall grammar using GingerIt
+    # Step 4: Correct overall grammar using language-check
     final_text = correct_grammar(corrected_text)
     
     return final_text