It seems from research that their culture is mainly "Pidgin." However, they do speak English in most of their conversations. Also they have different, so called "groups" in the North and South West and South East which would be: North - Hausa, South West - Yoruba, and South East - Igbo.
I hope this is the answer you were looking for and that it helps!! :)