Atlas : Maps :: Directory : ? Which option completes the analogy?

The relation is a book of reference : the one class of entries printed page after page inside it. An atlas is a gathering of maps; a directory is a gathering of names with their telephone numbers. Each distractor fills a different reference book, which is what makes them plausible — meanings fill a dictionary, recipes a cookery book and photographs an album.