Some interesting work done by Chong Han Chua where he used a node.js script to scrape the entire appstore, saved the results in an sqlite db and wrote a Java visualisation program that groups the average colours of icons into an interactive spectrum display. Includes full source and a video of the visualisation running.
App Store Visuaization from johncch on Vimeo.