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Datasets
US only, state by state https://covidtracking.com/data/ data available as spreadsheet or via API (JSON and CSV).
US only, state by state https://github.com/nytimes/covid-19-data
https://www.ecdc.europa.eu/en/geographical-distribution-2019-ncov-cases
All countries, available as CSV, JSON and XML
https://nextstrain.org/ncov Tracks the spread of coronavirus, inferred from tracking how the genome evolves and mutates. The data visualization is excellent, but scroll down for info on where the data comes from and how to access it. Nextstrain isn't limited to coronavirus so it could be helpful for those who were asking about data for other viruses.
https://www.academicdatascience.org/covid The Academic Data Science Alliance is working with partners to pull together data sets and data science resources related to the COVID-19 pandemic. Initiated by conversations with Columbia, NYU, UC Berkeley, and UW.
Dimensions has a lot of datasets related to COVID-19 as well as a repository of publications.