Refers to the Louisiana coast line. It is literally dirty from all of the oil drilling etc. Some say the term comes from the dirty politics in Lousiana and New Orleans. There is also a T-shirt company that is called Dirty Coast. It makes Tees dealing with New Orleans topics.