Switching to Linux

So I am going to switch to linux since my friend said it is better than OS X, but it seems like there are a bunch of versions of it. Which one should I use?

No picture related because I can't find the button to pick one.

Is there anything less ugly? I am looking at screen shots and I want something that doesn't make my Mac look like nerd shit.