Based on the previous rounds, the opponent tends to choose paper on odd rounds and appears to favor rock in even rounds (with rock in rounds 2 and 4 and a deviation to scissors in round 6). Since round 8 is even and rock was the dominant choice in even rounds, I expect a high probability of rock. Choosing paper beats rock, so I will go with paper in round 8.