Open Grid Emissions powered by Singularity is a free dataset to historic carbon emissions across the United States.

Validated hourly grid GHG emissions data.

Open Grid Emissions is a peer-reviewed open-source initiative that seeks to fill a critical need for high-quality, easily-accessible, hourly grid emissions data for GHG accounting, policymaking, energy attribute certificate markets, and academic research. 


Frequently asked questions.


View & collaborate with our open-source code.

Open Grid Emissions is an open-source initiative, it will always be free and open, and we invite contributions from others to continue improving it.

Connect with us on Slack.

We’re also active on Slack, feel free to join our community to connect with us, and fellow users.


Examples of how others are using our the data.

CFEX – Scope 2 Emissions Can Vary Dramatically Based on Accounting Method