“Streetwalker” was cut from the final track listing on Bad and replaced with “Another Part Of Me”.

Jackson sings about a fictional infatuation he has with a prostitute, about how she loves him and leaves him because it’s part of her job, but he fails to understand how she’s able to make love without attachment. He wants to whisk her away from the streets and make her his own:

I’d like to take you places
How about New York City
Or Paris, France
What do you think of that?

However, he fails to do so, as we can see from the outro to the song where he’s still pleading for her love and attention.