Buster Keaton up to provide replacements, as happened to some other late-arriving divisions. During his time in uniform, he suffered an ear infection that permanently impaired his hearing. In February 1917, Keaton met Roscoe "Fatty" Arbuckle at the Talmadge Studios in New York City, where Arbuckle was under contract to Joseph M. Schenck. Joe Keaton disapproved of films, and Buster also had reservations about the medium. During his first meeting with Arbuckle, he asked to borrow one of the cameras to get a feel for how it worked. He took the camera back to his hotel room and dismantled and reassembled it.
Buster Keaton in those days, the word "buster" was used to refer to a spill or a fall that had the potential to produce injury. After this, Keaton's father began to use the nickname to refer to the youngster. Keaton retold the anecdote over the years, including a 1964 interview with the CBC's "Telescope". At the age of three, Keaton began performing with his parents in The Three Keatons. He first appeared on stage in 1899 in Wilmington, Delaware. The act was mainly a comedy sketch. Myra played the saxophone to one side, while Joe and Buster performed on center stage. The