AFAIK iTunes don't publish weekly/daily/monthly charts - the charts are "live" in that they're constantly updating and in some kind of flux.
I imagine Apple do keep such records but don't currently surface them on the web or within the iTunes app 😟
http://www.itunescharts.net is archiving iTunes charts for single and album releases, for TV episodes and film downloads and for podcasts too.