Been a couple of days… apparently more like 193… well, not to be deterred I'm going to try this again.
Tonight I am hacking on a CTFtime stats application. CTFtime is “All about CTF (Capture the Flag)". It is the defacto scoreboard aggregator for all the wonderful CTFs that occur each week. They actually have been doing it for some time (since 2011) so there is a lot of really great data there.