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Sarcasm-Meter

Sarcasm Detection in Text

Preprocessing

Removed reply tweets, tweets having links/non-ascii characters, remaining length<3. Saved diveded pos and neg DB as .npy files:

  • posproc.npy
  • negproc.py

Models

  1. Pilot Model: Naive Bayes with TFIDF feature vectors.
  • BernaoulliNB
  • MultinomialNB
  1. Final Model: Utilized Linear Dirichlet Allocation (LDA) for topic modeling and other basic features like bigrams for the classification.

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