Code is not a visual thing nor does it even represent a visual thing -- making it visual accomplishes nothing (except for making it visual).
Pictures, formatted document text, 3d models and videos are visual things. Music notes are a specific type of visual language, audio is time-linear-spatial (or something less gibberishy like that) and can be represented visually. These things are all extremely different from software.