Yes, you do need to know the names of the country clubs; especially the private only ones.
Or at least part of the name, since you can type in search and see what comes up.
Update:
You can type in the first letter of the alphabet and all clubs listed under that letter come up.
So you could find most of them this way ( A,B,C,D,E) .