Danny,
I know of no better way to learn about depth of field than to let yourself witness it happening with your own eyes. Give yourself a simple exercise:
1) Grab some bottles, cans, or whatever you have on hand. Line them up in a row. Space them about with equal distance between each object in the row... e.g. maybe 1 foot apart.
2) Go stand at one end of the row (so the first bottle/can is closest and each one is progressively farther away.)
3) Put the camera on a tripod (not strictly necessary but it will mentally prove to you that the camera always took the image from the same position for each shot.)
4) Using whatever lens has the lowest possible f-stop available (e.g. a 50mm f/1.8 lens would be great), focus on the bottle or can in the center. Take a shot using f/2.
Switch to f/2.8 and take another shot.
Switch to f/4 and take another shot.
Repeat for f/5.6, f/8, f/11, f/16, and f/22.
Bring the photos into your computer and inspect them.
What you should notice is that the first shot shows just the focused object (the bottle or can) in sharp focus, but everything else is soft -- in just that first photo at f/2.
But for each successive image, the nearer and farther objects are less out of focus as the f-stop is higher than they were when the f-stop was lower.
That's "depth" of field.
If those 3, 5, or 8 people are all standing shoulder-to-shoulder at the SAME focused distance from the lens, then it doesn't really matter how many people there are or what f-stop you use... they'll all be reasonably well focused. But if those people are each at a different focused distance from the camera (suppose you stagger them in 2 or 3 rows) then SOME people will be closer to the camera than others. If the "depth" of field is very narrow, then one of the rows of people might be in reasonable focus, but the other rows (anyone at a different distance than the distance you used to focus) will NOT be in reasonable focus. By using a higher f-stop, objects both nearer and farther from your focused distance will seem to be in "reasonable" focus.