Before revision:  With the eigencycle set from the eigenvectors in  game  dynamics equations, we can have the accuracy increased by an order of magnitude on the dynamics testing .
After revision:  With the eigencycle set from the eigenvectors in game dynamics equations, we discover the fine structure of the cycles in the same experiments. We show that, the eigencycle approach can increase the accuracy by an order of magnitude on the dynamics testing .