Depth of Discharge or D.O.D is a measurement of how much energy you take from a battery. but another analogy might be if the ground has 1 metre deep of topsoil on it and you dig 80% out of that you are at 80% depth of discharge.
The inverse you could also say you only have 20% state of charge remaining.