Avinash Dass and Rajesh Kumar Ranjan, Central University of South Bihar, Department of Environmental Science, Gaya, Bihar, India

Riley Duren¹, Daniel Cusworth¹, Alana Ayasse¹, Katherine Howell¹, Tia Scarpelli¹, Jinsol Kim¹, Daniel Bon¹, Alex Diamond¹, Mark Keremedjiev², Jeff Guido², Ravi Teja Nallapu², Andrew K Thorpe³, Daniel Jensen⁴, Frances Reuland⁵, Adam R Brandt⁶, Taylor Adams⁷, Eric A Kort⁷ and Robert O Green⁸, (1)Carbon Mapper, Pasadena, United States, (2)Planet Labs, San Francisco, United States, (3)Jet Propulsion Laboratory, Pasadena, United States, (4)NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (5)Stanford University, Department of Energy Science and Engineering, Stanford, United States, (6)Stanford University, Department of Energy Science and Engineering, Stanford, CA, United States, (7)University of Michigan Ann Arbor, Climate and Space Sciences and Engineering, Ann Arbor, MI, United States, (8)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States

Saswati Das¹, Mahesh Kumar Sha², Susan Sund Kulawik³, Matthäus Kiel¹, Joshua Laughner¹ and Gregory B Osterman⁴, (1)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (2)Royal Belgian Institute for Space Aeronomy (BIRA-IASB), Brussels, Belgium, (3)Bay Area Environmental Research Institute/NASA Ames Research Center, Mountain View, CA, United States, (4)NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States

Dustin Roten, Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, Abhishek Chatterjee, California Institute of Technology, Jet Propulsion Laboratory, Pasadena, United States and John C Lin, University of Utah, Department of Atmospheric Sciences, Salt Lake City, United States

Kai Wu¹, Paul I Palmer², Liang Feng², Mark Lunt³, Dongxu Yang¹, Tingting Li⁴, Minqiang Zhou¹, Sihong Zhu¹ and Yi Liu¹, (1)Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing, China, (2)University of Edinburgh, National Centre for Earth Observation, Edinburgh, United Kingdom, (3)University of Edinburgh, Edinburgh, EH9, United Kingdom, (4)Institute of Atmospheric Physics, Chinese Academy of Science, Beijing, China

Ao Chen¹, Zhen Zhang², Benjamin Poulter³, Leyang Feng⁴, Hanyu Liu⁴, Lee T Murray⁵, Xueying Yu⁶, Ziting Huang¹, Dylan C Gaeta⁴, Kristan Morgan⁷, Qing Zhu⁸ and Scot Miller⁴, (1)Johns Hopkins University, Environmental Health and Engineering, Baltimore, MD, United States, (2)ITP Institute of Tibetan Plateau Research, Chinese Academy of Sciences, Beijing, China, (3)NASA Goddard Space Flight Center, Greenbelt, United States, (4)Johns Hopkins University, Environmental Health and Engineering, Baltimore, United States, (5)University of Rochester, Department of Earth and Environmental Sciences, Rochester, NY, United States, (6)State University of New York at Albany, Albany, United States, (7)Johns Hopkins University, Environmental Health and Engineering, Balitmore, United States, (8)Lawrence Berkeley National Laboratory, Climate & Ecosystem Sciences Division, Berkeley, CA, United States

Zeyu Wang, Zhejiang University, Hangzhou, China and Feng Zhang, School of Earth Sciences, Zhejiang University, Hangzhou, Zhejiang Province, China

Richelle Espino, Southwestern Indian Polytechnic Institute, Albuquerque, New Mexico, UNITED STATES and Scott A Nowicki, University of New Mexico, Earth and Planetary Sciences department, Albuquerque, United States

Frances Reuland¹, Taylor Adams², Kevin Galvin¹, Evan D. Sherwin³, Eric A Kort² and Adam R Brandt⁴, (1)Stanford University, Department of Energy Science and Engineering, Stanford, United States, (2)University of Michigan Ann Arbor, Climate and Space Sciences and Engineering, Ann Arbor, MI, United States, (3)Lawrence Berkeley National Laboratory, Berkeley, CA, United States, (4)Stanford University, Department of Energy Science and Engineering, Stanford, CA, United States

Takashi Maki¹, Takashi Nakamura² and Kentaro Ishijima², (1)Meteorological Research Institute, Ibaraki, Japan, (2)Japan Meteorological Agency, Tokyo, Japan

Bingkun Luo¹, David Miller², Xiong Liu³, Jonathan E Franklin², Sasha Ayvazov⁴, Nicholas LoFaso⁴, Norton Allen⁵, Carlos Cervantes⁶, Kang Sun⁷, Thomas Veness⁶, Eamon Conway⁸, Sean Crowell⁹, Christopher O'Dell¹⁰, Sébastien Roche¹¹, Christopher Chan Miller¹¹, Maya Nasr⁴, Joshua Simon Benmergui¹² and Steven C Wofsy¹³, (1)Harvard-Smithsonian Center for Astrophysics, Atomic and Molecular Physics Division, Cambridge, MA, United States, (2)Harvard University, Cambridge, United States, (3)Center for Astrophysics | Harvard & Smithsonian, Cambridge, United States, (4)Environmental Defense Fund, New York, United States, (5)Harvard University, Cambridge, MA, United States, (6)Environmental Defense Fund New York, New York, United States, (7)University at Buffalo, Department of Civil, Structural and Environmental Engineering, Buffalo, United States, (8)Now at Kostas Research Institute, Northeastern University, Burlington, MA, USA, Cambridge, United States, (9)LumenUs Scientific, Oklahoma City, United States, (10)Cooperative Institute for Research in the Atmosphere, Fort Collins, CO, United States, (11)Environmental Defense Fund, Harvard University, Cambridge, United States, (12)MethaneSAT, LLC, Austin, United States, (13)Harvard University, Harvard John A. Paulson School of Engineering and Applied Sciences, Cambridge, United States

Dylan Jervis, Jean-Philippe MacLean, Jason McKeever, Mathias Strupler and Antoine Ramier, GHGSat, Inc., Montréal, QC, Canada

Sudhanshu Pandey¹, Junjie Liu¹, Abhishek Chatterjee², Christopher O'Dell³, Sourish Basu⁴, Scot Miller⁵, Frederic Chevallier⁶, Kristan Morgan⁷, David F Baker⁸, Suman Maity⁹, Sajeev Philip¹⁰, Matthew S Johnson¹¹, Shamil S Maksyutov¹² and Vivienne Payne¹³, (1)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (2)California Institute of Technology, Jet Propulsion Laboratory, Pasadena, United States, (3)Colorado State University, Fort Collins, United States, (4)NASA/GSFC, Greenbelt, United States, (5)Johns Hopkins University, Environmental Health and Engineering, Baltimore, United States, (6)Institut Pierre Simon Laplace, LSCE, Gif-sur-Yvette Cedex, France, (7)Johns Hopkins University, Balitmore, United States, (8)Colorado State University, CIRA, Fort Collins, United States, (9)NIES National Institute of Environmental Studies, Ibaraki, Japan, (10)Universities Space Research Association, NASA Ames Research Center, Mountain View, United States, (11)Earth Science Division, NASA Ames Research Center, Moffett Field, CA, United States, (12)NIES, Tsukuba, Japan, (13)NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States

Kevin Peng¹, Sihe Chen², Vijay Natraj³, Yangcheng Luo⁴, Robert R Nelson³ and Yuk L Yung², (1)California Institute of Technology, Pasadena, CA, United States, (2)California Institute of Technology, Division of Geological and Planetary Sciences, Pasadena, United States, (3)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (4)LMD/IPSL, Sorbonne Université, PSL Research University, École Normale Supérieure, École Polytechnique, CNRS, Paris, France, Paris, France

Nikhil Dadheech, University of Washington, Seattle, United States and Alexander J Turner, University of Washington, Department of Atmospheric and Climate Science, Seattle, United States

Deepshikha Deepshikha¹, Sagnik Dey¹, Prabir Kumar Patra² and Naveen Chandra², (1)Indian Institute of Technology Delhi, Centre for Atmospheric Sciences, New Delhi, India, (2)JAMSTEC Japan Agency for Marine-Earth Science and Technology, Yokohama, Japan

Lorna Raja Nayagam¹, Shamil S Maksyutov¹, Rajesh Janardanan Achari¹, Tomohiro Oda², Yogesh Kumar Tiwari³, Sreenivas Gaddamidi³, Amey Datye³, Jain Chaithanya D Jain⁴, M Venkat Ratnam⁴, Vinayak Sinha⁵, Haseeb Hakkim⁶, Yukio Terao¹, Manish Kumar Naja⁷, Kawser Ahmed⁸, Hitoshi Mukai¹, Jiye Zeng¹, Johannes W Kaiser⁹, Yu Someya¹, Yukio Yoshida¹ and Tsuneo Matsunaga¹, (1)National Institute for Environmental Studies, Tsukuba, Japan, (2)Universities Space Research Association, Earth from Space Institute, Washington DC, United States, (3)Indian Institute of Tropical Meteorology, Pune, India, (4)National Atmospheric Research Laboratory, Gadanki, India, (5)Indian Institute of Science Education and Research, Mohali, India, (6)University of Rostock, Rostock, Germany, (7)Aryabhatta Research Institute of Observational Sciences, Nainital, India, (8)Planning Commission, Dhaka, Bangladesh, (9)The Climate and Environmental Research Institute NILU, Kjeller, Norway

Shin Ishida¹, Naoki Kasuya¹, Kei Shiomi¹, Rio Kajiura¹, Akihiko Kuze² and Hiroshi Suto¹, (1)Japan Aerospace Exploration Agency, Tsukuba, Japan, (2)GORadS, INC., Tokyo, Japan

Nicholas Balasus¹, Daniel J. Jacob¹, Oliver Schneising², Michael Alexander Buchwitz², Alexander J Turner³, James D. East⁴, Lucas Estrada¹, Sarah Hancock¹ and Todd A Mooring⁵, (1)Harvard University, School of Engineering and Applied Sciences, Cambridge, United States, (2)University of Bremen, Institute of Environmental Physics, Bremen, Germany, (3)University of Washington, Department of Atmospheric and Climate Science, Seattle, United States, (4)Harvard University, School of Engineering and Applied Sciences, Cambridge, MA, United States, (5)Harvard University, Earth and Planetary Sciences, Cambridge, United States

Sébastien Roche^1,2, Christopher Chan Miller^1,3, Xiong Liu⁴, Bingkun Luo⁴, David Miller², Kang Sun⁵, Nicholas LoFaso^1,6, Sasha Ayvazov^1,6, Carlos Cervantes^6,7, Christopher Hairfield^1,6, Thomas Veness^6,7, Sean Crowell⁸, Gregory McGarragh⁹, Christopher O'Dell¹⁰, David Wells¹, Joshua Simon Benmergui^1,11, Maryann Sargent², Ethan D. Kyzivat¹², Dr. Zhan Zhang, PhD^1,2, Marvin Knapp^1,11, Eleanor Walker¹¹, Maya Nasr¹, Ritesh Gautam¹, Jonathan E Franklin², Steven C Wofsy² and MethaneSAT team, (1)Environmental Defense Fund, New York, United States, (2)Harvard University, Cambridge, United States, (3)Environmental Defense Fund, Harvard University, Cambridge, United States, (4)Center for Astrophysics | Harvard & Smithsonian, Cambridge, United States, (5)University at Buffalo, Research and Education in Energy, Environment and Water Institute, Buffalo, United States, (6)MethaneSAT LLC, Austin, United States, (7)Environmental Defense Fund New York, New York, United States, (8)LumenUs Scientific, Oklahoma City, United States, (9)Cooperative Institute for Research in the Atmosphere, Fort Collins, United States, (10)Colorado State University, Cooperative Institute for Research in the Atmosphere, Fort Collins, United States, (11)Harvard University, Harvard John A. Paulson School of Engineering and Applied Sciences, Cambridge, United States, (12)Harvard University, Earth and Planetary Sciences, Cambridge, United States

Gabrielle Nyirjesy, IBM Research USA, Yorktown Heights, NY, United States, Maciel Zortea, IBM Research Brazil, Rio de Janeiro, Brazil, Levente Klein, IBM Yorktown Heights, Yorktown Heights, United States, Kamal Das, IBM Research India, Delhi, India, Leonardo Pondian Tizzei, IBM Research, Sao Paulo, Brazil, Ildar Khabibrakhmanov, IBM Research, Yorktown Heights, United States, Ted van Kessel, IBM Research USA, Yorktown Heights, United States and Joao Lucas Sousa Almeida, IBM Research, São Paulo, Brazil

Christopher Chan Miller^1,2, Sébastien Roche^1,2, Jonas Wilzewski³, Xiong Liu⁴, Bingkun Luo⁴, David Miller², Kang Sun⁵, Nicholas LoFaso¹, Christopher Hairfield¹, Sasha Ayvazov¹, Marcus Russi¹, Maya Nasr^1,2, David Wells¹, Ritesh Gautam¹, Jonathan E Franklin² and Steven C Wofsy², (1)Environmental Defense Fund, New York, United States, (2)Harvard University, Cambridge, United States, (3)EUMETSAT, Darmstadt, Germany, (4)Center for Astrophysics | Harvard & Smithsonian, Cambridge, United States, (5)University at Buffalo, Research and Education in Energy, Environment and Water Institute, Buffalo, United States

Hiroshi Tanimoto¹, Tsuneo Matsunaga¹, Yu Someya¹, Tamaki Fujinawa¹, Hirofumi Ohyama¹, Isamu Morino¹, Hisashi Yashiro¹, Takafumi Sugita¹, Tazu Saeki¹, Yukio Yoshida¹, Astrid Müller¹, Satoshi Inomata¹, Hyunkwang Lim¹, Nguyen Doan Thien Chi¹, Makoto Saito¹, Hibiki Noda¹, Yosuke Yamashita¹, Yosuke Niwa¹, Sachiko Okamoto¹, Kohei Ikeda¹, Yugo Kanaya², Takashi Sekiya², Prabir Kumar Patra², Masayuki Takigawa², Masahiro Yamaguchi², Yasuko Kasai³, Tomohiro Sato³, Yasushi Kojima⁴, Kei Shiomi⁴, Michito Sakai⁴ and Yoshihiko Okamura⁴, (1)National Institute for Environmental Studies (NIES), Tsukuba, Japan, (2)Japan Agency for Marine-Earth Science and Technology, Yokohama, Japan, (3)National Institute of Information and Communications Technology, Tokyo, Japan, (4)Japan Aerospace Exploration Agency, Tsukuba, Japan

Tai-Long He¹, Daniel J. Varon², Shobha Kondragunta³, Ye Seul Cho⁴, Xinrong Ren⁵, Mark Cohen⁶, Steven S Brown⁷, Colm Sweeney⁸, Daniel J. Jacob⁹, Tobias de Jong¹⁰, Jelmar Gerritsen¹¹, Joannes Maasakkers¹², Ilse Aben¹⁰, Daniel Cusworth¹³, Riley Duren¹⁴, Daniel Lindsey¹⁵, Jeff Peischl¹⁶, Brian Carroll¹⁷, Nathan Malarich¹⁸, Phillip Stratton¹⁹, Chuanyu Xu²⁰, Carsten Warneke⁷, Alan Brewer²¹ and Sunil Baidar²², (1)Massachusetts Institute of Technology, Cambridge, MA, United States, (2)Massachusetts Institute of Technology, Department of Aeronautics and Astronautics; Institute for Data, Systems, and Society, Cambridge, United States, (3)NOAA/NESDIS/Center for Satellite Applications and Research, College Park, United States, (4)University of Maryland College Park, College Park, United States, (5)NOAA, Air Resources Laboratory, College Park, United States, (6)NOAA Air Resources Laboratory, College Park, United States, (7)NOAA Chemical Sciences Laboratory, Boulder, United States, (8)NOAA, Global Monitoring Laboratory, Boulder, United States, (9)Harvard University, School of Engineering and Applied Sciences, Cambridge, United States, (10)SRON Netherlands Institute for Space Research, Leiden, Netherlands, (11)Netherlands Institute for Space Research, Utrecht, Netherlands, (12)SRON Space Research Organization Netherlands, Leiden, Netherlands, (13)Carbon Mapper, Pasadena, United States, (14)Jet Propulsion Laboratory, Pasadena, United States, (15)NOAA/NESDIS/GOES-R, Fort Collins, CO, United States, (16)CIRES, University of Colorado Boulder & NOAA Global Monitoring Laboratory, Boulder, United States, (17)NOAA Chemical Sciences Laboratory & CIRES at University of Colorado Boulder, Boulder, United States, (18)Cooperative Institute for Research in Environmental Sciences, Boulder, United States, (19)NOAA Air Resources Laboratory; Department of Atmospheric and Oceanic Science, University of Maryland, College Park, United States, (20)Science and Technology Corporation, Boulder, United States, (21)NOAA/ESRL/CSL, Boulder, United States, (22)University of Colorado at Boulder, Boulder, United States

Parisa Masnadi Khiabani¹, Wolfgang Jentner², Yun Jang³, Charles Nicholson¹, Amirhossein Arezoumand¹ and David S Ebert², (1)University of Oklahoma, Norman, United States, (2)University of Arizona, Tucson, United States, (3)Sejong University, Seoul, South Korea

Brad Weir¹, Alex Webb^2,3, Emily Bell^4,5, Hannah Zafar⁴, Sourish Basu^3,5, Lesley Ott⁵, Vivienne Payne⁶, Abhishek Chatterjee⁷, Christopher O'Dell⁸, Xin Lan⁹, John B Miller⁹, John Mund^9,10, Gabrielle Petron¹¹, Michael Alexander Buchwitz¹² and Stefan Noel¹³, (1)NASA Goddard Space Flight Center, Greenbelt, MD, United States, (2)NASA Goddard Space Flight Center, Greenbelt, United States, (3)University of Maryland, Earth System Science Interdisciplinary Center, College Park, United States, (4)Science Systems and Applications, Inc., Lanham, MD, United States, (5)NASA Goddard Space Flight Center, Global Modeling and Assimilation Office, Greenbelt, United States, (6)NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (7)California Institute of Technology, Jet Propulsion Laboratory, Pasadena, United States, (8)Colorado State University, Fort Collins, United States, (9)NOAA, Global Monitoring Laboratory, Boulder, United States, (10)Cooperative Institute for Research in Environmental Sciences, Boulder, United States, (11)University of Colorado, Boulder, Cooperative Institute for Research in Environmental Sciences, Boulder, United States, (12)University of Bremen, Institute of Environmental Physics (IUP), Bremen, Germany, (13)University of Bremen, Bremen, Germany

Ethan D. Kyzivat¹, Joshua Simon Benmergui², Marvin Knapp^3,4, Sébastien Roche⁵, Christopher Chan Miller⁶, Jacob Bushey³, Eleanor Walker³, Apisada Chulakadabba³, Dr. Zhan Zhang, PhD⁴, Sasha Ayvazov⁴, Marcus Russi⁴, Christopher Hairfield⁷, Jasna V. Pittman³, Maryann R Sargent⁸, Bruce Daube³, Jenna Samra⁹, Jacob Hohl¹⁰, Bingkun Luo⁶, David Miller⁴, Maya Nasr⁴, Kang Sun¹¹, Jonathan E Franklin¹², Xiong Liu⁶ and Steven C Wofsy³, (1)Harvard University, Earth and Planetary Sciences, Cambridge, United States, (2)MethaneSAT, LLC, Austin, United States, (3)Harvard University, Harvard John A. Paulson School of Engineering and Applied Sciences, Cambridge, United States, (4)Environmental Defense Fund, New York, United States, (5)University of Toronto, Department of Physics, Toronto, ON, Canada, (6)Center for Astrophysics | Harvard & Smithsonian, Cambridge, United States, (7)MethaneSAT LLC, Austin, United States, (8)Harvard University, Harvard John A. Paulson School of Engineering and Applied Sciences, Cambridge, MA, United States, (9)Center for Astrophysics | Harvard & Smithsonian, Cambridge, MA, United States, (10)Center for Astrophysics | Harvard & Smithsonian, Cambridge, MA, USA, Cambridge, United States, (11)Harvard-Smithsonian Center for Astrophysics, Cambridge, United States, (12)Harvard University, Cambridge, United States

Eleanor Walker¹, Sébastien Roche², Christopher Chan Miller², Christopher O'Dell³, Dr. Zhan Zhang, PhD⁴, Xiong Liu⁵, Bingkun Luo⁵, David Miller⁴, Joshua Simon Benmergui⁶, Maryann R Sargent⁷, Ethan D. Kyzivat⁸, Marvin Knapp⁹, Maya Nasr⁴, Sasha Ayvazov⁴, Marcus Russi⁴, Christopher Hairfield¹⁰, Ethan Manninen¹¹, Jacob Bushey¹, Jonathan E Franklin¹² and Steven C Wofsy¹, (1)Harvard University, Harvard John A. Paulson School of Engineering and Applied Sciences, Cambridge, United States, (2)Environmental Defense Fund, Harvard University, Cambridge, United States, (3)Colorado State University, Fort Collins, United States, (4)Environmental Defense Fund, New York, United States, (5)Center for Astrophysics | Harvard & Smithsonian, Cambridge, United States, (6)MethaneSAT, LLC, Austin, United States, (7)Harvard University, Harvard John A. Paulson School of Engineering and Applied Sciences, Cambridge, MA, United States, (8)Harvard University, Earth and Planetary Sciences, Cambridge, United States, (9)Heidelberg University, Institute of Environmental Physics, Heidelberg, Germany, (10)MethaneSAT LLC, Austin, United States, (11)Harvard University, John A. Paulson School of Engineering and Applied Sciences, Cambridge, MA, United States, (12)Harvard University, Cambridge, United States

Seyoung Yang¹, Yejin KIM¹, Minki Choo¹, Hyunyoung Choi¹ and Jungho Im², (1)Ulsan National Institute of Science and Technology, Ulsan, South Korea, (2)Ulsan National Institute of Science and Technology, Civil Urban Earth and Environmental Engineering, Ulsan, South Korea

Jebun Naher Keya¹, Yejin KIM², Hyunyoung Choi² and Jungho Im², (1)Ulsan National Institute of Science and Technology, Ulsan, Korea, Republic of (South), (2)Ulsan National Institute of Science and Technology, Ulsan, South Korea

Joshua Sampson, Nathanael Beaudoin-Dion, Arnaud Dury, Lia Formenti, Marianne Girard, Joelene Hales, Dylan Jervis, Jean-Philippe MacLean, Jason McKeever, Frédéric Piedboeuf, Antoine Ramier, Mathias Strupler, Ewan Tarrant and David Young, GHGSat, Inc., Montréal, QC, Canada

Iouli Gordon¹, Robert Hargreaves¹, Fran Gomez², Thibault Bertin³, Laurence S Rothman⁴ and HITRAN contributors worldwide, (1)Harvard-Smithsonian Center for Astrophysics, Atomic and Molecular Physics, Cambridge, MA, United States, (2)Harvard-Smithsonian Center for Astrophysics, AMP, Cambridge, United States, (3)Harvard-Smithsonian Center for Astrophysics, Atomic and Molecular Physics, Cambridge, United States, (4)Smithsonian Astrophysical Observatory, Atomic and Molecular Physics, Cambridge, MA, United States

Christopher O'Dell¹, Thomas Taylor¹, Vivienne Payne², Abhishek Chatterjee³, Junjie Liu⁴, Brendan Fisher⁵, Robert Rosenberg⁴, Graziela R. Keller-Rodrigues⁶, Joshua Laughner⁷, Matthäus Kiel⁷, Robert R Nelson⁵, Gregory McGarragh⁸ and Dr. Steffen Mauceri⁴, (1)Colorado State University, Cooperative Institute for Research in the Atmosphere, Fort Collins, United States, (2)NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (3)California Institute of Technology, Jet Propulsion Laboratory, Pasadena, United States, (4)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (5)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, United States, (6)Jet Propulsion Laboratory, California Insitute of Technology, Pasadena, United States, (7)California Institute of Technology, Pasadena, United States, (8)Cooperative Institute for Research in the Atmosphere, Fort Collins, United States

Ziting Huang¹, Leyang Feng², Ao Chen² and Scot Miller², (1)Johns Hopkins University, Environmental Health and Engineering, Baltimore, MD, United States, (2)Johns Hopkins University, Environmental Health and Engineering, Baltimore, United States

Suniti Sanghavi, NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, UNITED STATES, Christopher O'Dell, Colorado State University, Fort Collins, United States, Christian Frankenberg, NASA Jet Propulsion Laboratory, Pasadena, United States, Robert R Nelson, Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, United States, Vivienne Payne, NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States and Abhishek Chatterjee, California Institute of Technology, Jet Propulsion Laboratory, Pasadena, United States

William Keely^1,2, Jake Lee³, Philip G Brodrick⁴, David R Thompson⁴, Jay Fahlen² and Andrew K Thorpe⁵, (1)University of Oklahoma, Data Science & Analytics Institute, Norman, United States, (2)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (3)NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (4)NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, United States, (5)Jet Propulsion Laboratory, Pasadena, United States

Sean Crowell¹, David F Baker², Ian T Baker², Sourish Basu³, Abhishek Chatterjee⁴, Frederic Chevallier⁵, Fei Jiang⁶, Zhe Jin⁷, Matthew S Johnson⁸, Aleya Kaushik⁹, Junjie Liu¹⁰, Suman Maity¹¹, Shamil S Maksyutov¹², Scot Miller¹³, Kristan Morgan¹⁴, Christopher O'Dell¹⁵, Sajeev Philip¹⁶, Vivienne Payne¹⁷, Andrew E Schuh¹⁸, Kenneth Schuldt¹⁹, Brad Weir²⁰ and David Baker, (1)Organization Not Listed, Washington, DC, United States, (2)Colorado State University, CIRA, Fort Collins, United States, (3)NOAA, Global Monitoring Laboratory, Boulder, United States, (4)California Institute of Technology, Jet Propulsion Laboratory, Pasadena, United States, (5)Institut Pierre Simon Laplace, LSCE, Gif-sur-Yvette Cedex, France, (6)Nanjing University, Nanjing, China, (7)Peking University, Beijing, China, (8)Earth Science Division, NASA Ames Research Center, Moffett Field, CA, United States, (9)NOAA/ESRL, Global Monitoring Division, Boulder, CO, United States, (10)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (11)NIES National Institute of Environmental Studies, Ibaraki, Japan, (12)NIES, Tsukuba, Japan, (13)Johns Hopkins University, Environmental Health and Engineering, Baltimore, United States, (14)Johns Hopkins University, Balitmore, United States, (15)Colorado State University, Fort Collins, United States, (16)Centre for Atmospheric Sciences, Indian Institute of Technology Delhi, New Delhi, India, (17)NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (18)Colorado State University, CIRA, Fort Collins, CO, United States, (19)Cooperative Institute for Research in Environmental Sciences, Boulder, United States, (20)NASA Goddard Space Flight Center, Global Modeling and Assimilation Office, Greenbelt, MD, United States

Christian Frankenberg¹, Anna Michalak², Andrew K Thorpe³, Daniel J. Jacob⁴, Bianca Baier⁵, Philip G Brodrick⁶, Lori Bruhwiler⁷, Robert O Green⁸, Alison Hoyt⁹, Ermias Kebreab¹⁰, Suniti Sanghavi³, David R Thompson⁶, Alexander J Turner¹¹, Paul O Wennberg¹² and Yi Yin¹³, (1)NASA Jet Propulsion Laboratory, Pasadena, CA, United States, (2)Carnegie Institution for Science Stanford, Department of Global Ecology, Stanford, United States, (3)Jet Propulsion Laboratory, Pasadena, United States, (4)Harvard University, School of Engineering and Applied Sciences, Cambridge, United States, (5)NOAA ESRL Global Monitoring Division, Boulder, United States, (6)NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, United States, (7)NOAA, Global Monitoring Laboratory, Boulder, United States, (8)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (9)Stanford University, Earth System Science, Stanford, United States, (10)University of California Davis, Davis, CA, United States, (11)University of Washington, Department of Atmospheric and Climate Science, Seattle, United States, (12)California Institute of Technology, Division of Geological and Planetary Sciences, Pasadena, United States, (13)New York University, Department of Environmental Studies, New York, United States

Gregory McGarragh¹, Christopher O'Dell¹, Sean Crowell², Jonathan E Franklin³, Christopher Chan Miller⁴, Sébastien Roche⁴, Kang Sun⁵ and Stephen Wofsy⁶, (1)Cooperative Institute for Research in the Atmosphere, Fort Collins, United States, (2)LumenUs Scientific, Oklahoma City, United States, (3)Harvard University, Cambridge, United States, (4)Environmental Defense Fund, Harvard University, Cambridge, United States, (5)University at Buffalo, Research and Education in Energy, Environment and Water Institute, Buffalo, United States, (6)Harvard University, Cambridge, MA, United States

Jake Lee¹, Brian Bue², Chuchu Xiang², Jay Fahlen², Steven Lu², Kaylee Wei^2,3, Mark Hu^2,4, Philip G Brodrick² and Andrew K Thorpe², (1)NASA Jet Propulsion Laboratory, Pasadena, CA, United States, (2)NASA Jet Propulsion Laboratory, Pasadena, United States, (3)California Institute of Technology, Pasadena, United States, (4)California Institute of Technology, Pasadena, CA, United States

Kaylee Wei^1,2, Brian Bue², Jake Lee³, Philip G Brodrick², Jay Fahlen² and Andrew K Thorpe², (1)California Institute of Technology, Pasadena, United States, (2)NASA Jet Propulsion Laboratory, Pasadena, United States, (3)NASA Jet Propulsion Laboratory, Pasadena, CA, United States

Mark Hu^1,2, Brian Bue², Jake Lee³, Philip G Brodrick² and Andrew K Thorpe², (1)California Institute of Technology, Pasadena, CA, United States, (2)NASA Jet Propulsion Laboratory, Pasadena, United States, (3)NASA Jet Propulsion Laboratory, Pasadena, CA, United States