Those are compressed files. If you have run Disk Cleanup in System Tools, it probably compressed those files. Large files are often pictures (
bitmap), videos and music. Those can be copied to removable media (CD, DVD, thumb drive) or to a second hard drive then deleted from their original location (as can any data you don't access regularly).