Ayup, it was written by Lee Hays, with lyrics by his sister, Fran Moseley. As far as I can tell, it wasn't recorded by Hays or by the Weavers - but it have come to be identified with Lonnie Donegan. More about the song's history in the Origins thread (click).
-Joe-