Now a day’s new wave of social media technologies like facebook, blogs, twitter plays an important role in formal and
informal communications. In social media like twitter, users share their ideas, thoughts, and news in under 280 characters of
text. An increasing amount of data coming from social networks can be used to generate a variety of data patterns for various
sorts of investigation like human social behavior, system security, criminology etc. A framework is developed to predict major
sorts of social media crimes (Cyber stalking, Cyber bullying, Cyber Hacking, Cyber Harassment, and Cyber Scam) using the
data obtained from social media website.