Data from the Current Population Survey (CPS). Data can be downloaded via the DataWeb FTP page, DataFerret, and CPS Table Creator links.
Statistics can be found on the Bureau of Labor Statistics (BLS) web site.
A dossier on unemployment can be downloaded from Statista. In the search bar, search for unemployment. When the results are loaded, scroll down to sort by country and industry.