The fight occurred around 12:30 a.m. outside a restaurant in the 1100 block of Pattison Avenue.
According to police, a group of males from Temple University got into a fight with another group of males.
Security from Xfinity Live broke up the fight and the students left heading towards the SEPTA train stop at Broad and Pattison.
One group of males got into a red SUV and chased after the Temple students.
The driver jumped the curb near a SEPTA stop.
Officials say, a second fight broke out and one male pulled out a bat and went after the other group.
So far, no reports of any injuries.
Both groups scattered before officers arrived.
The Temple students got on the bus and the other group drove off in the SUV with a possible flat tire.
Police are seeing if security cameras captured the incidents and can help in their investigation.