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We live in a Big Data society, where the dignity of data is like exchange of currency. What we produce as data affords as access to different application, benefits, services, delivery etc... In today's world communication is mainly through social networking sites like, Twitter, Facebook, and Google+. Huge amount of data that is being generated and shared across these micro-blogging sites, serves as a good source of Big Data Streams for analysis. As the topic of discussion changes drastically,doi:10.1016/j.procs.2015.03.093 fatcat:bzaaw2z6tnhtzn4qh3sjlqmvii