It happened around 11:45 p.m. Saturday at Eisenhower and Coolidge avenues.
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Police say the suspect shot at two people and then went into an apartment building.
SWAT units were called to the scene and eventually entered a unit, but did not find the suspect.
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Police have not released the conditions of the two shooting victims.