In this experiment, four pairs of players (CR, DR, ER, FR) played the same maze (M1E) for 1 hour.  The duration of each play was recorded for each pair's attempt at the maze.

The plot shows that two of the pairs showed a decrease in the duration of each play over the course of the hour while one pair increases and the fourth pair is fairly constant.

The duration of play only tells how long the ball was on the maze's surface.  It doesn't give a good picture of the degree of collaboration between players.