Police arrested 19-year-old Randall Lee Ferguson, Jr. and 20-year-old Bryant Keith Floyd in the 4000 block of South Seventh Street.
Police say Ferguson had a knife during the incident, which they were able to take away from him before he was arrested.
He was charged with aggravated assault with a deadly weapon, unlawful restraint and resisting arrest.
Police say Floyd also participated in the incident. He was charged with unlawful restraint.
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Randall Lee Ferguson, Jr., 19
Bryant Keith Floyd, 20