Video shows the officers scuffling with the demonstrators after threatening to arrest them if they did not back up.
Witnesses say the police also used tear gas and pepper spray.
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It is unclear how many protesters were taken into custody.
The police were eventually able to place everyone behind a barrier.
The officers also formed a human chain while dressed in riot gear.
The demonstrators were calling attention to inmates who are on a hunger strike.
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