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FakeNewsNLP

A simple Flask application to check if the given news article is real or fake. Uses the LIAR dataset with fewer attributes.

NLP methods used:

  • Stopword removal
  • Lemmatization
  • Bag of Words
  • TF-IDF

Classifier used: Multinomial Naive Bayes

To run this application:

  1. Extract the dataset 'fake_or_real_news.csv' from the zip file
  2. Run clean.py in the fakenews module to preprocess the dataset
  3. Run the application by executing run.py

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Fake news detection

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python nlp flask lemmatization count-vectorizer multinomial-naive-bayes tf-idf-vectorizer liar-dataset

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MIT license
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