That's the first "dataframe" listing in the book. The first listing is the SQL examples.

Both SQL and dataframes have to be prepared for the query engine. You can read the whole book without ever needing to take into consideration the pug-ugly dataframe content.

I don't disagree that dataframes are often/most times horrible to look at.