Davenport officers went to Fillmore Avenue after reports of shots fired Wednesday night.
There they found several shell casings in the street.
A witness told police about a car that was involved in that shooting and a short time later an officer spotted the car, a blue Buick.
Officers say the people inside took off after being spotted. The chase ended when the the driver lost control and hit a house on 17th street.
The driver took off from the vehicle, but was caught later on. A woman inside the vehicle had to be removed because of a leg injury from the crash.
Both the driver and the passenger had to go to the hospital.