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Extracted sample Tweets and their external links to detect fake news by using “kaggle’s fake news dataset”, PySpark, NLTK Library by TFIDF, ARI (Automated Readability Index), Syntactic POS, ORS (Online Relevance Score) , LDA, Word2Vec and 16 more NLP features. These features were Classified using Random Forest and Ada-Boosting.