The woman has been identified as 37-year-old Tahsheba Brooks.
Someone noticed her body floating in the water in the Wakefield area over the weekend.
There was also a trail of blood leading back to a jogging path.
Her death has been ruled a homicide.
Police have no suspects at this time.