Substantial salary disparity between male and female?

Is it really true that female salary is substantially lower than male salary as shown in this 2003 data (source: Congressional Budge Office). This buzzed-about topic was accentuated two weeks ago due to the ousted NY Times executive editor, Jill Abramson. Hard for me to be convinced that the salary disparity is based on the apple-to-apple comparison.