Proper Linux OS for testing?

Proper Linux OS for testing?

Hey!

I've only really ever developed on windows.  For the contest I am going to use cmake to develop on windows, but also build on linux.  For the Linux OS I'm going to be running a Virtual Machine to make sure it works.  What is the best OS to run to make sure it will run for the judges?