How do stop over seas territories from rebelling?

My over seas territories do disorganized rebellions once every couple of turns? Most of my civic boast stability. The only things they seem made about it being colonies, and me having a huge empire. How do I deal with this?

Alternatively is there any way to turn off revolutions without starting the game over?