The Gemara in Brachos 24a says that a women’s “shok” is considered erva.
There is a dispute among the Achronim what “shok” refers to, the thigh or the calf (i.e. lower leg). According to those opinions that “shok” refers to the calf, a woman must cover her lower leg down to the ankle.