Police told CBS 3 that they are on the lookout for a dark colored Jeep Cherokee, which comes after it was spotted in the city's Flats area.
Police said they received reports of shots being fired at about 1:20 a.m. on Sunday.
They later spotted the Jeep and chased the vehicle.
The chase went through Chicopee and Springfield before authorities lost sight of the Jeep.
Anyone with information is asked to contact the Holyoke Police Department.
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