Houston police say they were attempting to arrest a passenger during a traffic stop at 2300 Colley Street when he ran away.
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The man had approximately 11 outstanding warrants for his arrest, police said.
According to officers, he fled into the backyard of a home at 2305 Colley Street. The homeowner reportedly fired a gun into the ground to scare him off but did not hit the suspect.
An HPD K-9 officer later found the suspect in the doghouse, authorities said.
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Police have yet to release the suspect's identity or any more information on his arrest warrants.
An investigation is underway.