Police say a man pulled a gun as they entered a home on the 1400 block of West Olney Avenue.
Officers fired at the suspect but did not hit him.
He was eventually taken into custody.
A woman was injured in the ordeal, but police say she was not shot.
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The warrants were issued in connection with a shooting in Cheltenham back in May.
The name of the man take into custody has not been released.