“this is an anti-slavery song written by a former slave.”
Yep. Also a signalling song. The slaves sang it to send off & encourage runaway slaves, and to express hope that their opportunity to run would come soon.
So was Woah, Marry, Don’t You Weep
“Pharaoh’s Army Got Drownded” meant the bloodhounds had lost the scent.