I grabbed the data from here awile back: https://snap.stanford.edu/data/web-BeerAdvocate.html Unfortunately it appears to no longer be available for download. This (https://snap.stanford.edu/data/web-RateBeer.html) seems to be a similar dataset which may be available for use.