Why is it motherboard, mother lode, mothers of invention, motherf*cker and not father-board, or other such variations?

Why do we shout “there she blows” for a storm?

When did we start using mother in different figures of speech like “mother this” and “mother that”?

Something Else:

Wishing you all a safe and happy Halloween with the mother of all costumes: