The man who allegedly stole a Gucci bag loaded with cash from Homeland Security Secretary Kristi Noem was sitting at the table next to hers, according to video of Sunday’s incident reviewed by Secret Service investigators.

Kristi Noem lost her purse following a theft at a Washington, D.C., restaurant, with the incident drawing attention to the amount of cash she was carrying.