Download Applications From Another Computer, For Offline Installation (w/ Dependencies) in Ubuntu

Some people do not have a permanent access to the Internet or the connection is limited; as an example, a friend can't download files larger than 10 mb. So how to install applications offline, in Ubuntu? Obviously, the packages have to be downloaded from another computer but this should include all the dependencies or else it would be useless.

The answer is a simple command: