The video doesn't show why she maced him, but he's clearly walking away when she does it. She's escalating a fight that he had given up and pepper sprays him on a crowded bus. She taunts him while his eyes are burning. Nobody reacts. He shakes it off and gives her a beating. Nobody white knights, and he flees.
I wonder what happened after this.