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MIAMI BEACH (CBSMiami) — Miami Beach Police were kept busy Sunday night as the Memorial Day crowds continue to enjoy South Florida.

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Police activity was spotted at two different locations in the evening. It’s unclear if both incidents are related.

The first scene occurred near 2nd Street and Ocean Drive. A witness told CBS4’s Tiani Jones that he heard what sounded like three gunshots.

Two people were taken to the hospital.

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A short while later, officers riding four-wheelers, as well as about six or seven patrol vehicles were seen heading to another scene, near 6th Street and Alton Road. Miami Beach Police called it an officer-involved shooting.

One person was hospitalized, police said.

A witness captured gunfire on video.

(Warning: Graphic language)

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On Saturday night in the same area, police arrested a Georgia man for opening fire on a taxi cab.