Not that easy. I can get pot, cocaine and possibly MDMA. But heroin and LSD would be hard for me to find with my friend circle.
On the other hand, if you were the kind of person who had a specific interest in any of those things, I think it is very likely that your friend group would enable you to get them pretty easily. (ie you'd probably have some friends for that purpose)