Based on the observed pattern in the previous rounds, the opponent tended to favor rock a lot (5 out of 9 rounds) along with occasional paper and scissors. To best counter the most frequent move (rock), the optimal choice is paper, which beats rock. Thus, I'll select paper in round 10.