Before revision:  In addition, we identify fine structure and self-similarity in the intra-day distribution of latency arbitrage opportunity start times. These results point to universal underlying market mechanisms arising from the physical structure of the U.S. National Market System.
After revision:  These results quantify impacts of the physical structure of the U.S. National Market System.