You might have thought that there was some giant underground complex, but it's really just mining equipment drilling a hole and a bunch of sensors strung out feeding data to recording devices that are a long way away.
https://en.wikipedia.org/wiki/Underground_nuclear_weapons_te...
Edit: to clarify, they don't reuse holes for repeat testing (that I'm aware of), they just drill a new one a few miles apart. So a "testing site" is just a bunch of land that the government owns and is willing to never use it for anything else.