Artistically, a codebase is an expression of a Software Engineer’s understanding of a real world problem (including the people working on it and their relationships) and its solution.
Most code is written by many engineers, so actual production code can be dissected by who wrote it – the entire codebase is a representation of how well each contributor understood the entire problem and the role contribution they’re making plays in solving the grand real world problem.