Newbie and others that really like a restricted choice in software tend to pick Ubuntu. There are much more software packages available for Fedora, SuSE, RedHat (but it is slower to moving to new stuff), ...
I have run third-party software under Slackware, Fedora, SuSE, Red Hat, and Gentoo...