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<h1><a style="color:black" href="http://maraisresearchgroup.co.uk/"><div class="transparent-box">Atmospheric Composition and Air Quality Group</div></a></h1>
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<span id="top"><h2>Datasets</h2>
Datasets generated from research in our group and stored on the UCL Data Repository. Links to the publicly available data and the relevant peer-reviewed publication are below. For queries about the data, please contact <a href="mailto:e.marais@ucl.ac.uk">Eloise Marais</a>.
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<td> <a href="#Datasets"><span><strong><span style="color: #3672b5; font-size: 12pt">Datasets </span></strong></span></a> </td>
<td> <a href="#Software"><span><strong><span style="color: #3672b5; font-size: 12pt"> Software</span></strong></span></a> </td>
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<p><span><strong><span style="color: #3672b5;"><a name="Datasets"></a>Datasets</span></strong></span></p>
<p><strong>Atmospheric composition and radiative forcing changes from a decade of growth in megaconstellation emissions obtained using GEOS-Chem</strong>. C. R. Barker, E. A. Marais (2025). doi:10.5522/04/30003763. [<a href="https://doi.org/10.5522/04/30003763" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://agupubs.onlinelibrary.wiley.com/doi/10.1029/10.1029/2025EF007229" target="_blank" rel="noopener noreferrer">Publication</a>].</p>
<p><strong>Annual bottom-up anthropogenic nitrogen oxides (NOx) emissions for northeast South Africa and for the African continent</strong>. E. A. Marais, M. Naidoo, S. Keita (2025). doi:10.5522/04/30530147. [<a href="https://doi.org/10.5522/04/30530147" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://doi.org/10.1029/2025JD045870" target="_blank" rel="noopener noreferrer">Publication</a>].</p>
<p><strong>Vertical profiles of global seasonal mean ozone in five distinct layers throughout the troposphere</strong>. R. P. Horner, E. A. Marais (2025). doi:10.5522/04/29882786. [<a href="https://doi.org/10.5522/04/29882786" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://doi.org/10.22541/essoar.176548927.72495040/v1" target="_blank" rel="noopener noreferrer">Publication preprint</a>].</p>
<p><strong>Baseline mortality rates used to calculate racial-ethnic disparities of air pollution from major oil and gas lifecycle stages in the United States</strong>. K. Vohra, E. A. Marais (2025). doi:10.5522/04/29424656. [<a href="https://doi.org/10.5522/04/29424656" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://www.science.org/doi/10.1126/sciadv.adu2241" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>Free tropospheric nitrogen dioxide concentrations from cloud-slicing TROPOMI</strong>. R. P. Horner, E. A. Marais (2025). doi:10.5522/04/28846736. [<a href="https://doi.org/10.5522/04/28846736" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://www.pnas.org/doi/10.1073/pnas.2510535122" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>Subtropical southern Africa top-down biomass burning NOx and NH3 emissions for the 2019 fire season derived with satellite observations and the GEOS-Chem model</strong>. E. A. Marais (2025). doi:10.5522/04/28712444. [<a href="https://doi.org/10.5522/04/28712444" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://pubs.rsc.org/en/content/articlelanding/2025/ea/d5ea00041f" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>Global 3D rocket launch and re-entry air pollutant and carbon dioxide emissions for 2020-2022</strong>. C. R. Barker, E. A. Marais (2024). doi:10.5522/04/26325382. [<a href="https://doi.org/10.5522/04/26325382" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://www.nature.com/articles/s41597-024-03910-z" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>Vertical profiles of global seasonal mean nitrogen dioxide in five distinct layers in the troposphere</strong>. R. P. Horner, E. A. Marais (2024). doi:10.5522/04/25782336. [<a href="https://doi.org/10.5522/04/25782336" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://acp.copernicus.org/articles/24/13047/2024/acp-24-13047-2024.pdf" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>GEOS-Chem model output used to assess UK public and ecosystem health benefits of emission controls</strong>. E. A. Marais et al. (2023). doi:10.5522/04/23540079. [<a href="https://doi.org/10.5522/04/23540079" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2023GH000910" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>MAX-DOAS retrievals of formaldehyde (HCHO) and nitrogen dioxide (NO2) vertical profiles over Central London</strong>. E. A. Marais et al. (2023). doi:10.5522/04/21610533. [<a href="https://doi.org/10.5522/04/21610533" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://acp.copernicus.org/articles/23/7121/2023/acp-23-7121-2023.pdf" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>GEOS-Chem model output for diagnosing sources of fine particles (PM2.5) in UK cities</strong>. J. Kelly et al. (2023). doi:10.5522/04/20305401. [<a href="https://doi.org/10.5522/04/20305401" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://www.sciencedirect.com/science/article/pii/S2590252023000028" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>Rocket atmospheric impact - Emissions Inventory and Results</strong>. R. Ryan et al. (2022). doi:10.5522/04/17032349. [<a href="https://doi.org/10.5522/04/17032349" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2021EF002612" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>GEOS-Chem model output and local and national monitoring network measurements used to assess the efficacy of autumn-winter emission controls on air quality in the Beijing-Tianjin-Hebei region</strong>. G. Lu et al. (2021). doi:10.5522/04/16763692. [<a href="https://doi.org/10.5522/04/16763692" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://acp.copernicus.org/preprints/acp-2021-428/acp-2021-428.pdf" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>Satellite-derived estimates of ammonia emissions in the UK</strong>. E. A. Marais et al. (2021). doi:10.5522/04/14566635. [<a href="https://doi.org/10.5522/04/14566635" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/2021JD035237" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>Global premature mortality due to exposure to air pollution from fossil fuel combustion</strong>. K. Vohra et al. (2021). doi:10.5522/04/14595714. [<a href="https://doi.org/10.5522/04/14595714" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://www.sciencedirect.com/science/article/pii/S0013935121000487" target="_blank" rel="noopener noreferrer">Publication</a>] </p>
<p><strong>Cloud-sliced nitrogen dioxide (NO2) in the global upper troposphere derived from TROPOMI</strong>. E. A. Marais et al. (2021). doi:10.5522/04/14586558. [<a href="https://doi.org/10.5522/04/14586558" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://amt.copernicus.org/articles/14/2389/2021/amt-14-2389-2021.pdf" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>Inventory of pollutant emissions from the charcoal industry in Africa for 2014 and 2030</strong>. A. S. Bockarie et al. (2021). doi:10.5522/04/14595315. [<a href="https://doi.org/10.5522/04/14595315" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://pubs.acs.org/doi/abs/10.1021/acs.est.0c03754" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>Surface concentrations of PM2.5 in Africa in 2012 and 2030</strong>. E. A. Marais et al. (2021). doi:10.5522/04/14595729. [<a href="https://doi.org/10.5522/04/14595729" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://pubs.acs.org/doi/pdf/10.1021/acs.est.9b04958" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>The DICE-Africa inventory of pollutant emissions from diffuse and inefficient anthropogenic combustion sources in Africa</strong>. E. A. Marais and C. Wiedinmyer. (2021). doi:10.5522/04/14595723. [<a href="https://doi.org/10.5522/04/14595723" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://pubs.acs.org/doi/abs/10.1021/acs.est.6b02602" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p><strong>Satellite-derived isoprene emissions in Africa from OMI and GEOS-Chem</strong>. E. A. Marais et al. (2021). doi:10.5522/04/14595735. [<a href="https://doi.org/10.5522/04/14595735" target="_blank" rel="noopener noreferrer">Data</a>]. [<a href="https://www.atmos-chem-phys.net/12/6219/2012/acp-12-6219-2012.pdf" target="_blank" rel="noopener noreferrer">Publication</a>]</p>
<p> <nav class="auto-style14">[<a href="#top">top</a>]</nav></p>
<p><span><strong><span style="color: #3672b5;"><a name="Software"></a>Software</span></strong></span></p>
<p><strong>Cloud-slicing algorithm to retrieve global upper tropospheric NO2 from TROPOMI</strong>. [<a href="https://doi.org/10.5281/zenodo.4058442" target="_blank" rel="noopener noreferrer">Code</a>]. [<a href="https://erc-uptrop.readthedocs.io/en/latest/index.html" target="_blank" rel="noopener noreferrer">Documentation</a>]</p>
<p><strong>Satellite megaconstellation emission inventory construction</strong>. [<a href="https://doi.org/10.5281/zenodo.13136857" target="_blank" rel="noopener noreferrer">Code</a>].</p>
<p><strong>Spacecraft launch and re-entry emission inventory construction</strong>. [<a href="https://doi.org/10.5281/zenodo.18173797" target="_blank" rel="noopener noreferrer">Code</a>].</p>
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