CPD means "Crap Pad Day." Pad crap happens when a player of ITG or DDR gets a bad judgement score, whether it is a miss or a way off. This usually happens on bad machines or ones that aren't kept well.
"Hey David, how was your day?" - Josh
"Oh, it was a CPD." - David