Do astronauts have to pass any tests?

In the US, you would need to conduct:

-An Interview

-Medical examination

with NASA in order to be able to enter the "training" program for astronauts.

In addition, you would need a college degree as well as filling out a form with high competitiveness( more than 4000 applicant against 20 spots each 2 years)