How to populate the cost center value set on Manage Departments screen

Summary

How to populate the cost center value set on Manage Departments screen

Content

In the GL Cost Center Information section on the Manage Departments screen the Cost Center Value Set, Cost Center, Cost Center Manager fields do not contain any values in the drop down list. Where can I go and populate these values so they can show here in order for me to save these values against departments?