Officers responded to the 1100 block of Sevier Avenue after the suspect was seen firing the weapon in the backyard of a residence.
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Witnesses told police the suspect may have been upset due to a loud party.
The public is asked to avoid the area and residents are asked to shelter in place, according to police.
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