$ sudo apt-get remove eyed3 

Uninstall eyed3 including dependent package

If you would like to remove eyed3 and it's dependent packages which are no longer needed from Ubuntu,

$ sudo apt-get remove --auto-remove eyed3 

Use Purging eyed3

If you use with purge options to eyed3 package all the configuration and dependent packages will be removed.

$ sudo apt-get purge eyed3 

If you use purge options along with auto remove, will be removed everything regarding the package, It's really useful when you want to reinstall again.

$ sudo apt-get purge --auto-remove eyed3 

See Also,