They say 47-year-old Madeline Barker, from Florida, is being charged with two counts of attempted assault as a hate crime.
Police say she pepper sprayed the four women in an anti-Asian attack, but a motive has not been proven yet.
The Manhattan District Attorneys Office will ultimately determine what charges Barker will face.
There is no word yet on who is representing her.