Master Chief is his rank, not his name, his name is John 117.
Having a last name of 117 is pretty dumb anyway
It isn't his last name though it's his number, he's Spartan 117: John. They don't have last names. --- "So my lunch today involved both a noodle packet and a sauce packet....so yeah, things are going pretty well for me."