"There was some type of argument that took place, a suspect walked away and then fired into crowd striking those individuals," Merner said.
All five people shot were taken to Harborview Medical Center in Seattle. Harborview Medical Center spokeswoman Susan Gregg said the condition of one woman and two men wounded improved by Wednesday night from serious to satisfactory condition.
She said two other men remained in critical, but stable condition in intensive care.
The five victims range in age from 20s to 50s and sustained injuries to their legs, chest and neck, Gregg said.
Authorities were searching for and trying to identify the gunman, who fled the scene on foot, Merner said. Streets in the area were closed while police investigated the scene and interviewed witnesses.
Merner said officers don't believe the incident is related to anti-Trump protests happening near the area at the time.
"As far as we know, it seems to be a personal argument," he said.
The manager of the 7-Eleven, Sharon Keith, told reporters she heard what sounded like firecrackers and told everyone to get down while she went to lock the door.
She said she could see multiple people on the ground outside afterward.
"How do you describe that, there were multiple people down, a lot of blood," she said, her voice breaking.
Police were also investigating an exchange of gunfire earlier in the day in Seattle that wounded two men.
Seattle Mayor Ed Murray said in a statement Wednesday night that he was thankful all the victims were alive and receiving treatment.
"Seattle Police do not currently believe the shootings are linked, nor do they believe there is any tie to tonight's march," Murray said. "However, gun violence remains an epidemic in our country that we must work to address in any way we can. Today's shootings are a reminder of how much work we have left to do."
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