IMHO much of the key training data can't simply be downloaded/scraped/labeled, no matter what code you had - it's not like it's freely accessible to everyone and just needs some code to get it and process it. You can't scrape all of Google Books archive or all of Twitter, and quite a few things that could be scraped at one point may actively prevent you from scraping them now.