In a sentence, a "Linux distribution" is an operating system based on the
Linux kernel, the GNU tools and an assorted collection of free software,
from various sources.
You can learn more about Linux at linux.org,
and about the free software philosophy and the GNU project (which provides most of the core tools of the system) at
gobo AT gobolinux DOT org.