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> **Abstract**
>
> The International Interactive Computing Collaboration ([2i2c.org](https://2i2c.org)), working with [NASA VEDA](https://www.earthdata.nasa.gov/dashboard/), [Development Seed](https://developmentseed.org/) and other partners, operates an interactive computing platform for The U.S. Greenhouse Gas Center. The U.S. GHG Center is an interagency collaboration of the [Environmental Protection Agency (EPA)](https://www.epa.gov/), the [National Aeronautics and Space Administration (NASA)](https://www.nasa.gov/), the [National Institute of Standards and Technology (NIST)](https://www.nist.gov/), and the [National Ocean and Atmospheric Administration (NOAA)](https://www.nist.gov/). This note places the [recent launch of the U.S. GHG Center](https://www.nasa.gov/news-release/nasa-partners-launch-us-greenhouse-gas-center-to-share-climate-data/) in a scientific and international context and forecast future scenarios for the role of open science, open data, and open infrastructure in managing the Earth system.
> The International Interactive Computing Collaboration ([2i2c.org](https://2i2c.org)), working with [NASA VEDA](https://www.earthdata.nasa.gov/dashboard/), [Development Seed](https://developmentseed.org/) and other partners, operates an interactive computing platform for The U.S. Greenhouse Gas Center. The U.S. GHG Center, [announced yesterday](https://www.nasa.gov/news-release/nasa-partners-launch-us-greenhouse-gas-center-to-share-climate-data/) at the 28th annual United Nations Climate Conference (COP-28) in Dubai, is an interagency collaboration of the [Environmental Protection Agency (EPA)](https://www.epa.gov/), the [National Aeronautics and Space Administration (NASA)](https://www.nasa.gov/), the [National Institute of Standards and Technology (NIST)](https://www.nist.gov/), and the [National Ocean and Atmospheric Administration (NOAA)](https://www.nist.gov/). This note places the launch of the U.S. GHG Center in a scientific, international, and national context and argues that similar digital public goods are needed for humanity to understand and manage the Earth system.
## Scientific Context

It was controversial in 1827 when Joseph Fourier (the discoverer of the [law of heat conduction](https://en.wikipedia.org/wiki/Thermal_conduction#Fourier's_law)) argued [^fourier2013] that the atmosphere keeps the Earth warm, like a puffy down comforter, but it's not now. Gases in the atmosphere trap heat near Earth. How much heat is trapped depends on the gas mixture. Putting more heat-trapping gases in is like putting a wool blanket on top of the down comforter. Human activity since industrialization is injecting lots more heat-trapping gas into the atmosphere and changing the Earth's climate.
It was controversial in 1827 when Joseph Fourier (the discoverer of the [law of heat conduction](https://en.wikipedia.org/wiki/Thermal_conduction#Fourier's_law)) argued [^fourier2013] that the atmosphere keeps the Earth warm, like a puffy down comforter, but it's not now. Gases in the atmosphere trap heat near Earth. How much heat is trapped depends on the gas mixture. Putting more heat-trapping gases in is like putting a wool blanket on top of the down comforter. Human activity since industrialization is injecting lots more heat-trapping gas into the atmosphere and changing the Earth's climate.

The science is clear. The up-to-date consensus view of the global scientific community is expressed in the [Sixth Assessment Report](https://www.ipcc.ch/assessment-report/ar6/) of the Intergovernmental Panel on Climate Change (IPCC):

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The table above describes a subset (for a more systematic review see [^gupta2010], [^zillman2009]) of key milestones in global efforts to understand and address climate change. The list below provides a glossary of acronyms and additional background:
The table above describes a subset (for a more systematic review see [^gupta2010], [^zillman2009]) of key milestones in global efforts to understand and address climate change. A glossary of acronyms and additional background:

1. The First World Climate Conference (**WCC-1**) [^worldclimateconference1979] was held in 1979.
2. The World Climate Programme ([WCP](https://public.wmo.int/en/programmes/world-climate-programme)), an activity overseen by the [World Meteorological Organization](https://public.wmo.int/en) was established after WCC-1. WCP, in partnership with other organizations, operates programs (e.g. the [World Climate Research Program (WCRP)](https://wcrp-cmip.org/)) that organize and integrate international scientific efforts to understand the climate. The WMO also operates the [Integrated Global Greenhouse Gas Information System (IG3IS)](https://ig3is.wmo.int/en/who-we-are), a natural partner for the emerging work described below.
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5. The [Earth Summit](https://en.wikipedia.org/wiki/Earth_Summit) held in Rio de Janeiro in 1992 led to the [United Nations Framework Convention on Climate Change (UNFCC)](https://unfccc.int/). The UNFCCC is an international treaty that recognizes the dangers to the climate system caused by human activity, calls for ongoing study, and establishes recurring [Conference of the Parties (COP)](https://unfccc.int/process/bodies/supreme-bodies/conference-of-the-parties-cop) meetings.
6. [COP-3 (Kyoto)](https://unfccc.int/event/cop-3) led to the [Kyoto Protocol Treaty](https://unfccc.int/kyoto_protocol).
7. The [Byrd-Hagel Resolution](https://en.wikipedia.org/wiki/Byrd%E2%80%93Hagel_Resolution) was a unanimous United States Senate Resolution that stipulated the United States would not sign treaties promising greenhouse gas reductions by developed countries that did not mandate similar reductions from developing countries. This killed USA participation in the Kyoto Protocol Treaty.
8. The [Paris Agreement](https://unfccc.int/process-and-meetings/the-paris-agreement), established at [COP-21 (Paris)](https://unfccc.int/event/cop-21), effectively replaces the Kyoto Protocol, includes specifications by participant countries on greenhouse gas reductions called National Determined Contributions (NDCs). The United States entered the Paris Agreement under President Obama, exited under President Trump and rejoined under President Biden.
8. The [Paris Agreement](https://unfccc.int/process-and-meetings/the-paris-agreement), established at [COP-21 (Paris)](https://unfccc.int/event/cop-21), effectively replaces the Kyoto Protocol, includes specifications by participant countries on greenhouse gas reductions called _National Determined Contributions_ (NDCs). The United States entered the Paris Agreement under President Obama, exited under President Trump and rejoined under President Biden.
9. [COP-26 (Glasgow)](https://www.un.org/en/climatechange/cop26)established an accountability system for the Paris Agreement called the [Enhanced Transparency Framework (ETF)](https://unfccc.int/FAQ-moving-towards-the-ETF). Participant countries to the Paris Agreement will [submit their first Biennial Transparency Reports (BTR1) under the ETF](https://unfccc.int/process-and-meetings/transparency-and-reporting/preparing-for-the-ETF) in 2024.

## 🇺🇸 U.S.A. Context

The [United States Environmental Protection Agency (EPA) annually releases](https://www.epa.gov/ghgemissions/inventory-us-greenhouse-gas-emissions-and-sinks) the _Inventory of U.S. Greenhouse Gas Emissions and Sinks_ reports. These reports are submitted to the United Nations in accordance with the UNFCCC. The EPA [openly shares](https://www.epa.gov/ghgemissions/greenhouse-gas-inventory-tools) software, tools, data, and [builds capacity](https://www.epa.gov/ghgemissions/capacity-building-national-greenhouse-gas-inventories) to assist other nations to assemble their own greenhouse gas inventories.

An [Interagency Working Group (IWG) on the Social Cost of Carbon](https://obamawhitehouse.archives.gov/sites/default/files/omb/inforeg/for-agencies/Social-Cost-of-Carbon-for-RIA.pdf) was set up by the Obama Administration in 2010. The IWG, renamed as the [Interagency Working Group on Social Cost of Greenhouse Gases in 2016](https://www.epa.gov/sites/default/files/2016-12/documents/sc_co2_tsd_august_2016.pdf), synthesizes research on [integrated assessment modelling](https://en.wikipedia.org/wiki/Integrated_assessment_modelling)to quantify the dollar costs associated to damage caused by an incremental increase in GHG emissions in a given year. Quantifying the impacts of GHG emissions in monetary terms is vital to effective rulemaking across the Federal Government. This [EPA fact sheet on the social costs of carbon](https://www.epa.gov/sites/default/files/2016-12/documents/social_cost_of_carbon_fact_sheet.pdf) provides further background. A 2017 consensus report [^nasem2017] of the National Academies of Science Engineering and Medicine (NASEM) offered recommendations for ongoing research to improve the assignment of social costs to GHG emissions.
An [Interagency Working Group (IWG) on the Social Cost of Carbon](https://obamawhitehouse.archives.gov/sites/default/files/omb/inforeg/for-agencies/Social-Cost-of-Carbon-for-RIA.pdf) was set up by the Obama Administration in 2010. The IWG, renamed as the [Interagency Working Group on Social Cost of Greenhouse Gases in 2016](https://www.epa.gov/sites/default/files/2016-12/documents/sc_co2_tsd_august_2016.pdf), synthesizes research on [integrated assessment modelling](https://en.wikipedia.org/wiki/Integrated_assessment_modelling) to quantify the dollar costs associated to damage caused by an incremental increase in GHG emissions in a given year. Quantifying the impacts of GHG emissions in monetary terms is vital to effective rulemaking across the Federal Government. This [EPA fact sheet on the social costs of carbon](https://www.epa.gov/sites/default/files/2016-12/documents/social_cost_of_carbon_fact_sheet.pdf) provides further background. A 2017 consensus report [^nasem2017] of the National Academies of Science Engineering and Medicine (NASEM) offered recommendations for ongoing research to improve the assignment of social costs to GHG emissions.

Other federal agencies have developed expertise, data, and analyses that give insights into GHG emissions that compliment and potentially extend the _Inventory_ reports developed annually by the EPA. How should the United States integrate federal agency efforts to monitor and measure greenhouse gas emissions? A 2022 NASEM consensus report [^nas2022] investigated this question. In January of this year, the [Biden Administration](https://www.whitehouse.gov/ceq/news-updates/2023/01/06/biden-harris-administration-releases-new-guidance-to-disclose-climate-impacts-in-environmental-reviews/) released guidance[^ceqguidance2023] for federal agencies on incorporating GHG emissions information in policies and reports. Shortly thereafter, a draft federal strategy to advance an integrated greenhouse gas monitoring system was [released by NASA with a request for public input](https://nspires.nasaprs.com/external/solicitations/summary.do?solId={DDD1BC85-9276-8FB7-C362-A00E3E427E0D}&path=&method=init) earlier this year.
Other federal agencies have developed expertise, data, and analyses that give insights into GHG emissions that compliment and potentially extend the _Inventory_ reports developed annually by the EPA. How should the United States integrate federal agency efforts to monitor and measure greenhouse gas emissions? A 2022 NASEM consensus report [^nas2022] investigated this question. In January of this year, the [Biden Administration](https://www.whitehouse.gov/ceq/news-updates/2023/01/06/biden-harris-administration-releases-new-guidance-to-disclose-climate-impacts-in-environmental-reviews/) released guidance[^ceqguidance2023] for federal agencies on incorporating GHG emissions information in policies and reports. Shortly thereafter, a draft federal strategy to advance an integrated greenhouse gas monitoring system was [released by NASA with a request for public input](https://nspires.nasaprs.com/external/solicitations/summary.do?solId={DDD1BC85-9276-8FB7-C362-A00E3E427E0D}&path=&method=init).

Some important insights from the NASEM consensus report, the draft federal strategy, and the IWG reports:

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+ **Facilities** -- harbours, toll roads, power plants, factories, universities -- similarly want GHG data products.
+ **Companies** -- airlines, trucking, construction -- want GHG data products.
4. Reliable and transparent GHG emissions information is required to enable effective environmental-social-governance (ESG) investment without “greenwashing”.
5. An accurate and improving quantification of the social costs associated to GHG emissions requires ongoing research.
5. Accurate and improving quantifications of the social costs associated to GHG emissions require ongoing research.

## The U.S. Greenhouse Gas Center

The launch of U.S. GHG Center, an interagency collaboration of the [Environmental Protection Agency (EPA)](https://www.epa.gov/), the [National Aeronautics and Space Administration (NASA)](https://www.nasa.gov/), the [National Institute of Standards and Technology (NIST)](https://www.nist.gov/), and the [National Ocean and Atmospheric Administration (NOAA)](https://www.nist.gov/), was [announced on 2023-12-04](https://www.nasa.gov/news-release/nasa-partners-launch-us-greenhouse-gas-center-to-share-climate-data/) at COP28 (Dubai)
The launch of U.S. GHG Center, an interagency collaboration of the [Environmental Protection Agency (EPA)](https://www.epa.gov/), the [National Aeronautics and Space Administration (NASA)](https://www.nasa.gov/), the [National Institute of Standards and Technology (NIST)](https://www.nist.gov/), and the [National Ocean and Atmospheric Administration (NOAA)](https://www.nist.gov/), was [announced on 2023-12-04](https://www.nasa.gov/news-release/nasa-partners-launch-us-greenhouse-gas-center-to-share-climate-data/) at COP-28 (Dubai)

How much GHG emission is generated through oil and gas production? How much GHG emission is generated by urban centers? Do landfills contribute significant GHG emissions? How do human-generated GHG emissions compare to natural sources of GHG emissions? The U.S. GHG Center is designed to assemble the data, tools, and people to scientifically address these kinds of questions.

## Openness: Amplified Knowledge Sharing

The U.S. Greenhouse Gas Center builds on [EPA's leadership to openly share the data and tools for the _Inventory_](https://www.epa.gov/ghgemissions/greenhouse-gas-inventory-tools)and the [2023 Year of Open Science](https://www.whitehouse.gov/ostp/news-updates/2023/01/11/fact-sheet-biden-harris-administration-announces-new-actions-to-advance-open-and-equitable-research/). Instead of building an walled garden with proprietary technology from a vendor selected through RFP, the Center launched a prototype platform using curated open source tools integrated with public federal data. This approach **open toolchain approach** amplifies the open data efforts developed over the past two decades.
The U.S. Greenhouse Gas Center builds on [EPA's leadership to openly share the data and tools for the _Inventory_](https://www.epa.gov/ghgemissions/greenhouse-gas-inventory-tools)and the [2023 Year of Open Science](https://www.whitehouse.gov/ostp/news-updates/2023/01/11/fact-sheet-biden-harris-administration-announces-new-actions-to-advance-open-and-equitable-research/). Instead of building a walled garden with proprietary technology from a vendor selected through RFP, the Center launched a prototype platform using curated open source tools integrated with public federal data. This **open toolchain approach** amplifies the open data efforts developed over the past two decades.

The U.S. GHG Center's interactive computing platform is **open source science infrastructure**. The platform is:
1. [transparently operated](https://github.com/2i2c-org/infrastructure) by [2i2c](https://2i2c.org) on a cloud data center under a [right to replicate that ensures zero vendor lock-in](https://2i2c.org/right-to-replicate/) with data integrations and visualizations built with using software from a [vibrant open source ecosystem](https://jupyter.org/) by [Development Seed](https://developmentseed.org/), [NASA VEDA](https://www.earthdata.nasa.gov/dashboard/), and collaborators;
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