A distribution is another word for an operating system, or OS.
There are a variety of distributions. However, all of them are essentially a collection of software based on the Linux kernel. (Remember: the kernel is the thing that communicates between the hardware and software.) The kernel is the base of the OS.
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In addition to the Linux kernel, a typical Linux distribution includes: