It happened just after 8 a.m. on President Street by Rogers Avenue in the Arch building, which is described as a 16-story residential apartment complex with amenities, according to the building's rental site.
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Police say a 26-year-old woman was shot in the foot and 30-year-old man was shot in the foot and the eye - both were taken to Kings County Hospital where they are stable.
It's not clear what led to the shooting, though residents say there normally is a doorman on duty, and they generally feel very safe -- but they didn't get any alert from management either about what happened.
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"I went to the second floor and there were two cops and the entire hallways was blocked but I didn't know what was going on... I normally feel safe, I don't feel any danger around my neighborhood but I'm quite shocked at this incident," said resident Lucia Chen.
The shooter, described as a 28-year-old man wearing a yellow sweatshirt, ran away from the scene.
No arrests have been made and police believe the shooting could be the result of a love triangle. Investigators are looking for the ex-boyfriend.
MORE NEWS: At least 3 killed in multi-vehicle crash in Jersey City
At least 2 killed in multi-vehicle crash in Jersey City
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