The opponent has shown a preference for rock and paper, with rock appearing most recently in round 8. There's a reasonable chance the opponent might choose rock again since it worked last time. By choosing paper, I can beat rock if the opponent repeats their last move. Additionally, if they choose scissors (which they've done least often), I would lose, but given their historical pattern, this seems less likely than them choosing rock or paper.