A talk I gave on August 19, 2012 at the 2012 ACS 244th national meeting held in Philadelphia, PA. This talk was given as a part of a series of 8 minutes long "lightening talks" on a variety of topics in chemistry and cheminfomatics. This talk looked at errors and missing information from literature in the field of chemistry.