Comparison Tool - Climate TRACE
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With our comparison tool, it’s now possible to review 2021 emissions data from various countries, regions, sectors, and individual facilities side-by-side. Choose which greenhouse gases and time horizon to explore for an even more granular view.

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Conversations with the Coalition: Marisa Hughes
May 18, 2023Conversations with the Coalition: Marisa Hughes
As part of a new Climate TRACE series, we are interviewing individual coalition members about their work. Up first is Marisa Hughes from the John Hopkins University Applied Physics Laboratory (APL), where she manages the team of data scientists applying remote sensing and AI to estimate emissions from road transportation..
The Bottom Line on Ground Truth Data
Apr 04, 2023The Bottom Line on Ground Truth Data
A crucial part of the Climate TRACE approach involves training machine learning algorithms with ground truth data. In this article, we look at what it is; when, where, and how we use it; and some common challenges we’ve had to address..
How to parse asset ownership in Climate TRACE data
Feb 26, 2023How to parse asset ownership in Climate TRACE data
Climate TRACE data cover not just where facilities are located, along with estimates of how much GHG emissions they release, but also who owns them. The ownership piece brings important transparency, detail, and accountability to emissions intelligence and climate action..