WayPop Machine: A Wayback Machine to Investigate Popularity and Root Out Trolls

Contrary to celebrities who owe their popularity online to their activity offline, malicious users such as trolls have to gain fame on social media through the social media itself. The exact reasons that a certain user has become popular are often obscure especially when the popularity was gained illicitly through means such as fake amplification of content. In this paper, we develop a methodology for uncovering why an account has become popular and present an open source tool that encapsulates this methodology. This tool aims to aid others in uncovering malicious accounts which have artificially gained many followers and to distinguish such accounts from those which gained followers and popularity honestly.