It happened on April 18 around 2:15 a.m. on the 1300 block of Chestnut Street.
The video shows three women kicking and punching two victims as they walked along the street.
Both victims suffered significant injuries to their heads and faces.
The suspects then stole the victims' bags, later using their stolen credit cards.
If you recognize any of these women, contact Philadelphia police.