Looking at the source data files, I'm guessing there are a lot of zero incomes to be explained there, as well as things like unpaid maternity leave. I'm not sure what it's appropriate for my wife to write in the census - 0 or my salary or half my salary.

There is probably still a gender gap, but it remains to be shown that it's greater than the race gap.