The incident took place outside the 7-Eleven store on Third Avenue between Pike and Pine streets," The Seattle Times reported.
The daily quoted witness as saying that gunshots were heard following an argument.
The alleged gunman first walked away but later turned back and fired into the crowd.
Two victims, both males are in critical condition, while three others, two males and a female are in serious condition.
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