Research Guides: All of Us Research Program: Additional Data Resources

Additional Data Resources

ScHARe (Science Collaborative for Health Disparities and Artificial intelligence bias Reduction) https://app.terra.bio/#workspaces/ScHARe/ScHARe National Institute on Minority Health and Health Disparities (NIMHD) and the National Institute of Nursing Research (NINR).

link from NIH - National Institute on Minority Health and Health Disparities

If you have not already, please register for ScHARe . You must register for ScHARe to access the resources listed below. To register for ScHARe, please use a Gmail account or another email account associated with a Google identity. If you need help, please read the ScHARe registration walkthrough or email schare@mail.nih.gov.

ScHARe is powered by the Terra research collaboration platform. Instructional notebooks on the ScHARe Terra Workspace provide step-by-step instructions on:

How to properly configure your Terra account and cloud environment.
How to access, plot, and save data from datasets hosted by ScHARe, available on ScHARe through the Google Cloud Public Datasets Program, or stored locally on your computer.
How to use Jupyter Notebooks to run analyses and combine data across available datasets.
How to share analyses and results with your collaborators.

After registering for ScHARe , you can access these instructional notebooks through the Analyses tab in the ScHARe Terra Workspace .

Additional Data Sources

Data.gov https://data.gov/
The home of the U.S. government's open data. With nearly 300,000 datasets available, Data.gov can be used to explore datasets covering a wide variety of topics. You don't even need to create an account to download a dataset. Datasets are well documented and relatively easy to search for as well.

DataHub
Data categorize by collection, primarily economic and financial data

FiveThirtyEight https://data.fivethirtyeight.com/
Limited in scope, data used in reporting on politics, sports, economics, and culture.

Google Dataset Search
Limiting a Google search to data only will provide aggregated results from across disciplines/the web. Results (usually) include a summary of what the data is, where it is from, and last update

Google Cloud BigQuery public data sets https://cloud.google.com/bigquery/public-data/
More complicated, and not all free – although COVID-19 data is free. Similar to AoU, you pay only for the queries that you perform on the data. The first 1 TB per month is free, subject to query pricing details.

Great for teaching (WIDE range of random datasets): kaggle https://www.kaggle.com/datasets

NASA https://data.nasa.gov/ A catalog of publicly available NASA datasets

GitHub list of Awesome Public Datasets https://github.com/awesomedata/awesome-public-datasets

Data is Plural https://www.data-is-plural.com/ (archive: https://docs.google.com/spreadsheets/d/1wZhPLMCHKJvwOkP4juclhjFgqIY8fQFMemwKL2c64vk/edit#gid=0)

Advanced: Hugging Face https://huggingface.co/datasets; Pandas DataReader https://pandas-datareader.readthedocs.io/en/latest/index.html financial data

More, from Open Data Library alternatives (https://opendatalibrary.com/details)

OpenAire Explore: Search engine specifically for research data

DataCite Search: Search engine for Research outputs of DataCite Members
DataOne Data Catalog: Search all datasets from organisations that use DataOne repositories, mostly includes universities and research organisations
Open Data Network: Aggregates the data from Socrata data portals, mainly consisting of data from government bodies
PANGAEA: Data for earth and environmental sciences
data.europa.eu: Portal that aggregates government data from European countries

Figshare: Aggregates the research data from universities that use Figshare

All of Us Research Program

Additional Data Resources

link from NIH - National Institute on Minority Health and Health Disparities

Other Terra Tutorials and Resources

Additional Data Sources