accent, welcome to A2K. If that phrase is racial in origin, it's news to me. I think it just refers to having been late, and missed one's ride. Many folks were thankful that they missed the ship, especially in the case of The RMS Titanic.
Later, I think the phrase may have come to mean, someone who missed the point or was too late to become part of a good thing.