The unidentified suspect was riding the train around 8:24 a.m. when he pulled out a canister and opened it before throwing in on the floor. He then opened fire and began shooting passengers.

The attack is not being described as an act of terrorism as of now, police say.

16 people were injured in the shooting. 10 suffered gunshot wounds and are being treated.

Photo credit: Will B Wylde via AP