What are the common challenges with which sentiment analysis deals

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What are the common challenges with which sentiment analysis deals? What are the most popular application areas for sentiment analysis? Why?

Note: The first post should be made by Wednesday 11:59 p.m., EST. I am looking for active engagement in the discussion. Please engage early and often.


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