Dumb question about vacuums

[Mercy Medical]

Okay, when a vacuum is created the pressure decreases right? I should know these things, but my mind is completely at a blank.

So what exactly happens when a vacuum is created? The air is sucked out, I know that much, but I guess more in a physics sense or something.

Thanks!