I'm choosing rock because the opponent has historically played scissors more than any other move (4 out of 9 rounds). Additionally, I've observed that after playing rock (as they did in round 9), the opponent has consistently switched to scissors in the following round. If this pattern holds, rock would be the optimal counter. While there's a risk they might anticipate this and play paper instead, based on their established pattern, scissors seems most likely for their final move.