"Chelsea remained rare and predominantly male until 1969. The 1950 census found 474 men and 328 women named Chelsea, Chelsey or Chelsie. "
That looks like a unisex name, not "predominantly male". Men can be given unisex names, we don't need to exaggerate to make it binary.