The dataset used in the paper is a set of demonstrations for a robot soccer task, where the robot needs to intercept a moving ball and kick it towards the goal.
The dataset used in the paper is RLBench, a standard benchmark for vision-based robotics which has been shown to serve as a proxy for real-robot experiments.