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Collectively curated listing of Twitter datasets. Public datasets are shared as Tweet IDs, which can be hydrated back into full datasets using the Hydrator desktop application.
Twitter As Data by 
The SAGE Handbook of Social Media by 
The SAGE Handbook of Social Media Research Methods by 