If you do sentiment analysis on document level, there are huge amounts of data annotated with star-ratings available on Amazon and similar pages. In theory. In practice, to get this data, you need to crawl Amazon pages, download the reviews and parse the HTML to extract the individual reviews. And this would be the n-th time somebody wrote a script to do that. So, to save you the waste of time, Andrea Esuli kindly offers some scripts to download Amazon reviews and convert them to a csv file. Thank you! You can find it on Andrea Esuli’s web page.