The individual who was shot at and apparently killed by federal police on Monday at the entrance to the NSA’s main campus identified as transgender and had a long history of run-ins with the law, including charges for prostitution, robbery, and assault.

Ricky Shawatza Hall of Baltimore was identified by the...