Analyzing the opponent’s moves – they have favored scissors in the mid-game and then switched to paper in round 9 – and weighing the distribution of moves (rock: 2; paper: 3; scissors: 4), rock and scissors offer similar expected outcomes. Given that scissors would win against paper (which they played last) and tie against scissors (their most frequent choice), I choose scissors for round 10.