The park was packed with families, children and tourists when the gunman or gunmen opened fire on the pedestrian bridge off Church Street around 3 p.m.
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It's no secret the park is popular on the weekends especially a warm weekend like this one. Police will assign two extra officers to the park from early morning until after dark to help ease everyone's concerns.
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The three victims were taken to SF General for treatment. One man is in critical condition, another was treated and released and the third victim is a teenage boy.
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One witness describes his close call.
"Literally, just a moment of glimpsing up and seeing one person raising their gun to my face - that's when 6 or 7 rounds got shot off - and I just took off running. Two people got hit behind me and luckily I only had a fragment stick to my pants, so," said Hatter, witness.
Police say the shooting does not appear to be random. The suspect or suspects are still on the run.