The shooting took place at around 8.30 p.m. in Preston Street and the three suspects - one armed with a shotgun and the other two with handguns - fled on foot after the attack, the Baltimore Sun reported.
Police Commissioner Kevin Davis said none of the injuries were life-threatening.
The suspects approached a group of people gathered in front of a house and opened fire. A father and his 3-year-old daughter who were nearby were struck as well, Davis said.
The reasons for the attack as well as further details about the alleged attackers were unknown so far.
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