AirForce Security Dataset (AFSD) that offers many advantages over the AWID dataset for detecting Evil Twin attacks. The AFSD dataset was created through a carefully planned and executed simulation of an Evil Twin attack considering the characteristics of both the attacks and the WiFi environment.