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Update app.py
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app.py
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@@ -5,7 +5,6 @@ import spacy
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import subprocess
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import nltk
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from nltk.corpus import wordnet
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from grammarChecker.util import check_becauseError, check_butError, check_TenseError, check_articleError
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from pattern.en import conjugate, tenses
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# Initialize the English text classification pipeline for AI detection
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@@ -53,6 +52,13 @@ def capitalize_sentences_and_nouns(text):
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return ' '.join(corrected_text)
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# Function to check and correct tense consistency in sentences using Pattern.en
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def check_tense_consistency(text):
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doc = nlp(text)
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return ' '.join(corrected_sentences)
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# Function to
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def
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# Paraphrasing function using SpaCy and NLTK (Humanifier)
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def paraphrase_with_spacy_nltk(text):
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@@ -130,13 +145,16 @@ def paraphrase_and_correct(text):
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# Step 1: Paraphrase the text
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paraphrased_text = paraphrase_with_spacy_nltk(text)
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# Step 2:
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# Step
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capitalized_text = capitalize_sentences_and_nouns(
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# Step
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final_text = check_tense_consistency(capitalized_text)
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return final_text
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import subprocess
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import nltk
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from nltk.corpus import wordnet
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from pattern.en import conjugate, tenses
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# Initialize the English text classification pipeline for AI detection
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return ' '.join(corrected_text)
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# Function to check and correct conjunction errors with 'because' and 'but'
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def check_conjunction_errors(text):
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# Replace misplaced 'because' and 'but'
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text = text.replace("because, ", "because ")
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text = text.replace("but, ", "but ")
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return text
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# Function to check and correct tense consistency in sentences using Pattern.en
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def check_tense_consistency(text):
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doc = nlp(text)
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return ' '.join(corrected_sentences)
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# Function to check and correct article usage ('a', 'an', 'the')
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def check_article_usage(text):
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doc = nlp(text)
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corrected_text = []
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for token in doc:
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if token.text.lower() in ['a', 'an', 'the']:
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if token.text.lower() == 'a' and token.head.pos_ in ['NOUN', 'ADJ'] and token.head.text[0] in 'aeiou':
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corrected_text.append('an')
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elif token.text.lower() == 'an' and token.head.pos_ in ['NOUN', 'ADJ'] and token.head.text[0] not in 'aeiou':
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corrected_text.append('a')
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else:
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corrected_text.append(token.text)
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else:
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corrected_text.append(token.text)
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return ' '.join(corrected_text)
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# Paraphrasing function using SpaCy and NLTK (Humanifier)
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def paraphrase_with_spacy_nltk(text):
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# Step 1: Paraphrase the text
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paraphrased_text = paraphrase_with_spacy_nltk(text)
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# Step 2: Check and correct conjunction errors
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corrected_conjunctions = check_conjunction_errors(paraphrased_text)
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# Step 3: Check and correct article usage
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corrected_articles = check_article_usage(corrected_conjunctions)
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# Step 4: Capitalize sentences and proper nouns
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capitalized_text = capitalize_sentences_and_nouns(corrected_articles)
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# Step 5: Check and correct tense consistency
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final_text = check_tense_consistency(capitalized_text)
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return final_text
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