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Storywrangler is an ongoing, day-scale curation of over 150 billion tweets containing trillions of n-grams from 2008 to 2020. For each day, we break tweets into 1-, 2-, and 3-grams across 150+ languages, record usage frequencies, and generate Zipf distributions.