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apologies if this is a repost:
Data Is Plural
is announced recently, just check the big data sets out... Awesome
Many of these have already been mentioned, but a decent roundup post: The 50 Best Public Datasets for Machine Learning
Not all of the datasets here are 'big data', but this is a great tool that I use for coming up with fun/creative datasets for demos and such;
This may be listed in some of the other links that aggregate other data sets within this thread but I didn't see it mentioned independently. Here is the UCI Machine Learning data repository: link