What's this for?

Also, the data directory doesn't seem like the appropriate place for this file. Is it meant to be an example? If so, it should be moved to the examples directory. Since this requires scikit-learn, it might be nice to start a new gallery section where we can store examples combining scikit-learn and scikit-image.