Police said they received a tip that Jose Rivera-Cruz had a gun, which he could not legally have.
The chase began in the area of Bond Street.
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According to officials, he was previously arrested on Halloween after he was found with guns and drugs.
Rivera-Cruz is now facing a multitude of charges.
He is currently being held on $1.2 million bond.