It's usually enough to fill the weapon's magazine, plus one round in the chamber, about 5 - 8 rounds, depending on state hunting regulations and the magazine capacity. I could see someone carrying a whole box of cartridges, 20 rifle rounds usually, so that the box is there at the end of the day when the weapon is unloaded.
So more than 20 would be excessive? I wonder how many rounds he threw away.