What's all that "stuff" at the end of my URLs?

In looking at my Google Analytics, every time I see that someone has clicked on a link in one of my email blasts, the URL has a whole bunch of “stuff” tacked on to the end, making it cumbersome to review my stats. What is that, and how can I get rid of it? Thank you!