The five W's of "bullying" on Twitter: Who, What, Why, Where, and When.

•Machine learning is used to describe how bullying is represented on social media.•More than 9million posts referred to bullying episodes on Twitter over two years.•Using social media data allows for an examination of all bullying role-players.•Investigating real-time posts provides timely, dynamic data about bullying.