New game+?

I’m currently on my second play through of TW3 and I often see people mention new game+ (correct me if I’m wrong about the name). Though, I don’t understand what it is, could someone please explain it?

Also, do you recommend the other games? My plan is to continue reading the books, but i don’t know if I should also play the earlier games.

Help is greatly appreciated!!🙏