 Various witnesses have also reported hearing assorted moans, screams, and footsteps.The spirits of slaves are also said to haunt a portion of Independence Avenue SW, the site of two of the city's largest and most notorious slave markets.The Yellow House or Williams Slave Pen (at about 800 Independence Avenue SW, now the site of the headquarters of the Federal Aviation Administration) was the most notorious slave pen in the capital