Imagine that you choose two random points within a 1 by 1 square. What is the average distance between those two points? Using a random number generator, I'm getting a value of ~0.521402... can anyone explain why I'm getting this value, or what this number means? 

**More importantly**, is there a way to solve this without using calculus and/or large random sampling?