Fedora
Fedora is what I used for this full first-time Linux install, and overall it looks really clean out of the box with GNOME. The setup is straightforward, and once you enable third-party repos you can start expanding it pretty quickly—just expect extra steps if you want deep customization.
Available on Fedoraproject
External purchase
Highlights
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