Question about Chicago

If any of you live / lived in Chicago or know about the city, I'd like to pick your brains. I'm writing a story partially taking place in Chicago in the beginning of the 20th century, or maybe late 19th century. Which areas were poor and which were rich? Any correlation to north vs. south? What about the lake shore? Or around the train station?

Thank you.