Which Roku Should I Buy? Express vs. Stick vs. Stick+ vs. Ultra

So you’ve decided you want a Roku, but there are so many choices. There are currently five different models (not including full TVs with Roku built-in), and it’s not at all clear what the difference between them is. Which one do you want?