A comprehensive analysis about the evasion mechanisms used by existing social bots.

We collect the source code, builders and execution traces of existing social bot.

We examine three state-of-the-art detection approaches over our collected traces.

A new detection approach with nine new features and two new correlation mechanisms.

Our approach is proved to detect existing social bots with significant results.