They would drop them in isolated areas. Here's a map of all the sites. https://www.atomicarchive.com/almanac/test-sites/testing-map.html

Lots of them were in deserts, tundras, and a lot in isolated places in the middle of the ocean.

They also would conduct them underground to limit any radioactive fallout.