There are a handful of popular Linux distros. Ubuntu is probably the most beginner-friendly one with the most staying power; it's the easiest place to start if you have no other ideas/requirements.
The thing is, a healthy ecosystem thrives on diversity. Rallying behind one or two tends towards a monoculture.