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nanny goat
A billy goat (also known as a buck) is a male goat so the opposite would be a nanny goat (also known as a doe) which is a female goat.
'Nanny' IS the feminine for goat.
A billy goat. A nanny goat is a "she" and the billy goat is a "he".
A nanny goat but a doe is better terminology.