At one point their car crashed into another vehicle on City Avenue while trying to get away.
Authorities say they chased the car because it was wanted in connection with a recent homicide.
The pursuit ended on Sherwood Road, where all three people inside got out and ran.
Two men and a woman were taken into custody.
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