This was tested on Docker version 18.09.4, build d14af54266, it includes ALL docker data.

Just edit/create a file inside /etc/docker named daemon.json and add the following:

{
  "data-root": "/new_location"
}

then simply restart docker:

sudo service docker restart

Source:

https://docs.docker.com/engine/reference/commandline/dockerd/