We introduce a new dataset that reveals the relationship between laws passed by the US Congress and regulations issued by federal regulatory agencies. This dataset, which we call the Regulatory Authorities Dataset (RegAuthorities), elucidates the scope of statutes as they manifest themselves as regulations, tracks the evolution of laws into tangible regulations, and quantifies the impact of statutory language on the volume of regulations.