The story
Named after Andres Bonifacio (a national hero of the Philippines). For the Baguio sense, it was named after Bonifacio Elementary School, located in the barangay, wherein the neighborhood association had their first meeting.
Etymology from Wiktionary, CC BY-SA 4.0.