You know how sometimes when you clean your room, you have a lot of toys and things that you need to put away? But sometimes there's just too many things, and you can't fit them all neatly into your toy box or shelves? That's kind of like what happens in math sometimes.
In math, there are certain kinds of shapes that are called "compact." Imagine a ball - it's a nice round shape that doesn't have any bumps or holes in it. That's a compact shape. But some shapes are a little more wiggly and don't fit as neatly into a ball shape. These shapes are called "non-compact."
When we study math, we sometimes want to measure how "spread out" or "wiggly" a shape is. We use something called a "measure of non-compactness" to do this. It's like if we had a lot of toys in our room that didn't fit neatly into the toy box - we could measure how much they're spilling out by counting how many there are outside of the box.
In math, there are different ways to measure non-compactness depending on the situation. Just like there are different ways to clean up a messy room - sometimes you might have to put things in a different box or stack them differently. But the idea is that we're trying to understand how a shape behaves and how we can work with it, even if it's not as neat and tidy as a ball.