General rule of thumb is if you are running relatively modern hardware, then Ubuntu is the way to go. If you are particularly ideological in nature then choose Debian. If you like swearing and non-functional computers, install Gentoo. If seriously hardware constrained, Damn Small Linux. Fedora if none of the above.