I don't remember any confirmation of how long iTunes' rolling chart is.
I've always thought it was closer to 1 day than 2.
It has to be 2 days, because in the UK, a song by The Wanted was deleted on iTunes and it took pretty much exactly 48hours to fall out of the Top 1000.