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Sorry, but this looks like a home work. In this case you should post your attempt in the Q&A section.
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Try logistic regression!! Its simple, easy to implement and also your output is binary that's makes things easier
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Hey Arvind, I am also trying to solve this question. Could you give me your twitter or Fb to contact. I think we could discuss a few things and work on it. I have a few doubts,