  Twitter has become a major source of data for social media researchers. One
important aspect of Twitter not previously considered are {\em deletions} --
removal of tweets from the stream. Deletions can be due to a multitude of
reasons such as privacy concerns, rashness or attempts to undo public
statements. We show how deletions can be automatically predicted ahead of time
and analyse which tweets are likely to be deleted and how.
