I would also advise to be on a flight exactly at 12:00am midnight, which is a shame. However last trip I was sick so didn't book until I woke up in the morning at 2 of the three direct flights from Philadelphia to Orlando were booked.
Out of curiosity, a couple of days later I checked and all but 2 of 13 flights to Orlando were booked!!