Untappd, RateBeer, and BeerAdvocate all should have much better data than this, which I believe are all at least partially crowdsourced in various ways. I'm mo

Untappd, RateBeer, and BeerAdvocate all should have much better data than this, which I believe are all at least partially crowdsourced in various ways. I'm mostly familiar with Untappd, but they're fairly strict about exporting any of their data. I looked into getting API access with them some time ago and basically decided that if I wanted to get any of my data, writing a scraper would be a better idea.