Rafael Ramos and Adam Kalkstein, US Military Academy, GEnE, West Point, United States

Alan Rhoades¹, Joshua North², William J Rudisill³, Ben Hatchett⁴, Mark Daniel Risser⁵, Areidy Aracely Beltran-Peña⁶, Anne Heggli⁷, Scott Hotaling⁸, Laurie Huning⁹, Matthew Laplante¹⁰, Ankur Mahesh¹¹, Adrienne Michelle Marshall¹², Rachel Rose McCrary¹³, Daniel McEvoy¹⁴, Stefan Rahimi¹⁵, Calen Randall¹⁶, Abhishekh Kumar Srivastava¹⁷, Michael F Wehner¹⁸, Yang Zhou¹¹ and Andrew D Jones¹⁹, (1)Lawrence Berkeley National Laboratory, Berkeley, CA, United States, (2)Lawrence Berkeley National Laboratory, Earth and Environmental Science, Berkeley, CA, United States, (3)Lawrence Berkeley National Laboratory, Berkeley, United States, (4)Desert Research Institute Reno, Reno, United States, (5)Lawrence Berkeley National Laboratory, Earth and Environmental Sciences Area, Berkeley, CA, United States, (6)University of California Berkeley, Department of Environmental Science, Policy, and Management, Berkeley, United States, (7)Desert Research Institute, Division of Hydrologic Sciences, Reno, United States, (8)Utah State University, Department of Watershed Sciences, Logan, United States, (9)California State University, Long Beach, Civil Engineering and Construction Engineering Management, Long Beach, United States, (10)Utah State University, Department of Journalism and Communication, Logan, UT, United States, (11)Lawrence Berkeley National Laboratory, Earth and Environmental Science, Berkeley, United States, (12)Colorado School of Mines, Hydrologic Science and Engineering, Golden, United States, (13)National Center for Atmospheric Research, Boulder, United States, (14)Desert Research Institute, Reno, United States, (15)University of Wyoming, Atmospheric Science, Laramie, United States, (16)University of California Davis, Davis, CA, United States, (17)University of California Davis, Land, Air and Water Resources, Davis, CA, United States, (18)Applied Mathematics and Computational Research Division, Lawrence Berkeley National Laboratory, Berkeley, United States, (19)Lawrence Berkeley National Laboratory, Climate and Ecosystem Sciences Division, Berkeley, CA, United States

Calen Randall, University of California Davis, Davis, CA, United States and Paul Ullrich, Lawrence Livermore National Laboratory, Livermore, United States

Habiba Islam Munabia, University of Connecticut, Civil and Environmental Engineering, Groton, CT, United States and Diego Cerrai, University of Connecticut, School of Civil and Environmental Engineering, Storrs, United States

Seth Rainey and Scott C Sheridan, Kent State University Kent Campus, Kent, OH, United States

Julian Rice, Karthik Balaguru and Ning Sun, Pacific Northwest National Laboratory, Richland, United States

Francis K. Dwomoh¹, Stefanie Kagone¹, Gabriel B Senay² and Matthew E Andersen³, (1)ASRC Federal Data Solutions - Contractor to the U.S. Geological Survey (USGS) Earth Resources Observation and Science (EROS) Center, Sioux Falls, United States, (2)U.S. Geological Survey (USGS) Earth Resources Observation and Science (EROS) Center, Fort Collins Science Center, Fort Collins, United States, (3)USGS Headquarters, Reston, United States

Patrick Dugan, University of Rhode Island, Narragansett, RI, United States and Ambarish Karmalkar, University of Rhode Island, Department of Geoscience, Narragansett, RI, United States

Ziming Chen¹, L. Ruby Leung¹, Sourav Taraphdar² and Ning Sun², (1)Pacific Northwest National Laboratory, Richland, WA, United States, (2)Pacific Northwest National Laboratory, Richland, United States

Israt Jahan¹, Marina Astitha¹ and Joseph Dellicarpini², (1)University of Connecticut, School of Civil and Environmental Engineering, Storrs, United States, (2)National Oceanic and Atmospheric Administration, National Weather Service Boston, Norton, United States

Gregor C Leckebusch and Kelvin Ng, University of Birmingham, School of Geography, Earth and Environmental Sciences, Birmingham, B15, United Kingdom

Arundhati Kundu^1,2, Shyam S Kundu¹, Rekha B. Gogoi¹, Rahul Mahanta^2,3, Abhay Srivastava¹, Toushif Jaman¹, Prakash Biswakarma¹, Shashank Bhaskar¹, Suraj Kumar Swain¹, K. K. Sarma¹ and S. P. Aggarwal¹, (1)North Eastern Space Applications Centre, Department of Space, Shillong, India, (2)Cotton University, Department of Physics, Guwahati, India, (3)Cotton University, Centre for Cloud and Climate Change Research, Guwahati, India

Eunjin Kim, Bogeum Park, Jiae Song, Yongjun Ahn and Kangha Kim, Korea Meteorological Administration, Republic of Korea, Impact-Based Forecast Support Team, Seoul, South Korea

Lawrence S Jackson¹, Cathryn Ellen Birch¹, Guillaume Chagnaud Dr², John Marsham³ and Christopher Taylor², (1)University of Leeds, School of Earth and Environment, Leeds, LS2, United Kingdom, (2)UK Centre for Ecology and Hydrology, Wallingford, United Kingdom, (3)University of Leeds, Leeds, LS2, United Kingdom

Sarah Maebius, Princeton University, Civil and Environmental Engineering, Princeton, United States, Philippe Naveau, Laboratoire des Sciences du Climat et de l’Environnement LSCE/IPSL, Gif sur Yvette, France and Gabriele Villarini, Princeton University, Civil and Environmental Engineering & High Meadows Environmental Institute, Princeton, United States

Shah Afzal Saki, University of Connecticut, Civil and Environmental Engineering, Groton, CT, United States, Giulia Sofia, University of Connecticut, Department of Civil and Environmental Engineering, Storrs, United States, Bandana Kar, National Renewable Energy Laboratory, Washington, DC, United States and Emmanouil N Anagnostou, Professor, Civil and Environmental Engineering, Storrs, United States

Seth A McGinnis¹, Lee Kessenich², Alison Cullen³ and Rachel Rose McCrary², (1)National Center for Atmospheric Research, Boulder, CO, United States, (2)National Center for Atmospheric Research, Boulder, United States, (3)University of Washington, Seattle, United States

Laurynas Klimavičius and Egidijus Rimkus, Vilnius University, Institute of Geosciences, Vilnius, Lithuania

James F Booth¹, Gregory Randazzo², Spencer Hill², Jordan Eissner, Naresh Devineni⁴, Prathap Ramamurthy⁵ and Yana Kucheva⁶, (1)CUNY City College of New York, Earth and Atmospheric Science, New York, NY, United States, (2)The City College of New York, Earth and Atmospheric Sciences, New York, United States, (3)Department of Civil Engineering, The City College of the City University of New York, and CUNY-CREST, Department of Civil Engineering, New York, United States, (4)City College of New York, Department of Mechanical Engineering, New York City, United States, (5)CUNY City College of New York, Sociology, New York, United States

Celine Bonfils¹, Shiheng Duan¹, Margot Bador², Giuliana Pallotta¹ and Gavin Dayanga Madakumbura³, (1)Lawrence Livermore National Laboratory, Livermore, CA, United States, (2)CERFACS European Centre for Research and Advanced Training in Scientific Computation, Toulouse, France, (3)University of California, Los Angeles, Department of Geography, Los Angeles, United States

Deen Dayal, Texas A&M AgriLife Research, El Paso, Texas, UNITED STATES, Santosh S. Palmate, Texas A&M University, Texas A&M AgriLife Research, El Paso, TX, United States and Rosario Sanchez, Texas A&M University, Texas water Resources Institute, College Station, TX, United States

Erin Coughlan¹, Ali Aljoda², Luis Artur³, Ahmed Ishtiaque Chowdhury⁴, Nirajan Dhakal⁵, Dorothy Heinrich⁶, Mahar Lagmay⁷, Innocent G Masukwedza⁸, Bernardino Nhantumbo⁹, Akriti Sharma¹⁰ and Liz Stephens⁶, (1)Tufts University, Boston, United States, (2)Spelman College, Environmental and Health Sciences Department, Atlanta, United States, (3)Eduardo Mondlane University, Maputo, Mozambique, (4)Bangladesh University of Engineering and Technology, Dhaka, Bangladesh, (5)Spelman College, Atlanta, United States, (6)University of Reading, Reading, United Kingdom, (7)University of the Philippines, Quezon City, Philippines, (8)University of Sussex, Brighton, United Kingdom, (9)Mozambique National Institute of Meteorology, Maputo, Mozambique, (10)Tufts University, Medford, MA, United States

Buket Sahin, University of Connecticut, Civil and Environmental Engineering, Groton, CT, United States and Melissa R Allen Dumas, Oak Ridge National Laboratory, Oak Ridge, United States

Xueli Yang¹, Rachel E. S. Clemesha¹, Kristen Guirguis² and Morgan C Levy³, (1)Scripps Institution of Oceanography, University of California San Diego, La Jolla, United States, (2)University of California San Diego, Scripps Institution of Oceanography, Center for Western Weather and Water Extremes (CW3E), La Jolla, United States, (3)University of California San Diego, Scripps Institution of Oceanography, and School of Global Policy and Strategy, La Jolla, CA, United States

Michał Grześkowiak, Marta Sadkiewicz, Marta Rauk and Julia Toszek, University of Wroclaw, Institute of Geography and Regional Development, Wroclaw, Poland

Mengxin Pan, Simon Fraser University, Burnaby, BC, Canada, Shineng Hu, Duke University, Division of Earth and Climate Sciences, Nicholas School of the Environment, Durham, NC, United States, Benjamin F Zaitchik, Johns Hopkins University, Earth and Planetary Sciences, Baltimore, MD, United States, Dr. Yinglin Tian, Potsdam Institute for Climate Impact Research, RD1 - Earth System Analysis, Potsdam, Germany, Laibo Liu, The University of Hong Kong, Hong Kong, CHINA and William K Pan, Duke University Global Health Institute, Durham, United States

Rutuja Shinde, Indian Institute of Technology Bombay, Centre for Technology Alternatives for Rural Areas, Mumbai, India and Parmeshwar Digamber Udmale, Indian Institute of Technology Bombay, Centre for Technology Alternatives for Rural Areas (C-TARA), Mumbai, India

Arti Bhatnagar, Dayalbagh Education Institute, UTTAR PRADESH, India, Vaishnav Bartaria, Dayalbagh Educational Institute, Chemistry, Agra, India, Auroop Ganguly, Northeastern University, Civil and Environmental Engineering, Boston, United States, Ashok Jangid, Dayalbagh Education Institute (Deemed University), Dayalbagh, Agra, UTTAR Pradesh, India and Ranjit Kumar, Dayalbagh Education Institute (Deemed University), Dayalbagh, Agra, Chemistry, UTTAR Pradesh, India

Laura Harrison¹, Chris C Funk¹, William Turner², Daniella C Alaso², Shraddhanand Shukla², Robert Saldivar², Barnali Das¹, Seth Peterson² and Gregory J Husak², (1)University of California Santa Barbara, Climate Hazards Center, Geography Department, Santa Barbara, CA, United States, (2)University of California Santa Barbara, Climate Hazards Center, Geography Department, Santa Barbara, United States

Diya Kamnani¹, Travis Allen O'Brien², Will Chapman³, Wei-Ming Tsai⁴, Kwesi Twentwewa Quagraine⁵, Hongsheng Wang⁶, Jennifer Louise Catto⁷, Yang Zhou⁸, Ruby Leung⁹, J David Neelin⁴, William R Boos¹⁰, Ni Dai¹¹, Suqin Duan¹² and Sinclaire Zebaze¹³, (1)Indiana University Bloomington, Earth and Atmospheric Sciences Department, Bloomington, United States, (2)Lawrence Berkeley National Lab, Climate & Ecosystem Sciences Division, Berkeley, United States, (3)NSF National Center for Atmospheric Research, Boulder, CO, United States, (4)University of California, Los Angeles, Dept. of Atmospheric and Oceanic Sciences, Los Angeles, United States, (5)Indiana University Bloomington, Bloomington, United States, (6)University of Exeter, Exeter, EX4, United Kingdom, (7)University of Exeter, Exeter, United Kingdom, (8)Lawrence Berkeley National Laboratory, Berkeley, CA, United States, (9)Pacific Northwest National Laboratory, Richland, United States, (10)University of California Berkeley, Department of Earth and Planetary Science, Berkeley, CA, United States, (11)University of California, Los Angeles, Joint Institute for Regional Earth System Science & Engineering, Los Angeles, CA, United States, (12)University of California Berkeley, Berkeley, United States, (13)Indiana University Bloomington, Bloomington, IN, United States

Christopher Horvat¹, Seda Salap-Ayca², Berlin Kafoa³, Michelle McCrystall⁴, Liz McLeod⁵, Hudson Fagan², Abrielle Mannino², Kelera Oli³, Eli Winkelman² and Bingjie Zhao², (1)Brown University, Providence, RI, United States, (2)Brown University, Providence, United States, (3)The Pacific Community, Public Health Division, Noumea, New Caledonia, (4)Maynooth University, Kildare, United Kingdom, (5)World Health Organization, Melbourne, Australia

Iris Elisabeth de Vries, Massachusetts Institute of Technology, Cambridge, MA, United States, Erich M Fischer, ETH Zurich, Institute for Atmospheric and Climate Science, Zurich, Switzerland, Luke Harrington, University of Waikato, Hamilton, New Zealand, Raphaël Huser, King Abdullah University of Science and Technology, Computer, Electrical and Mathematical Sciences & Engineering, Thuwal, Saudi Arabia and Sebastian Sippel, ETH Zurich, Zurich, Switzerland

Laney Wicker, University of California San Diego, La Jolla, CA, United States, Rachel E. S. Clemesha, University of California San Diego, Scripps Institution of Oceanography, La Jolla, United States, Kristen Guirguis, University of California San Diego, Scripps Institution of Oceanography, Center for Western Weather and Water Extremes (CW3E), La Jolla, United States, Jane Wilson Baldwin, University of California Irvine, Earth System Science, Irvine, United States and Morgan C Levy, University of California San Diego, Scripps Institution of Oceanography, and School of Global Policy and Strategy, La Jolla, CA, United States

Kevin Gray, University of Illinois, Champaign, United States and Francina Dominguez, University of Illinois at Urbana Champaign, Department of Atmospheric Sciences, Urbana, IL, United States

Revathi Muralidharan¹, Eric Kuhle², Owen M Doherty³, Victoria Ford³, Jacola Roman³, Nancy L Freitas^3,4 and Mark D Koenig³, (1)Pacific Gas and Electric Company, San Francisco, CA, United States, (2)Pacific Gas and Electric Company, Climate Resilience, Oakland, United States, (3)Eagle Rock Analytics, Sacramento, United States, (4)Lawrence Berkeley National Laboratory, Berkeley, United States

John Lucey, Tipping Point Data Analysis Inc., Research Analyst, Novato, United States

Mochi Liao, University of Illinois at Urbana Champaign, Urbana, United States, Ana Paula Barros, University of Illinois Urbana Champaign, Civil and Environmental Engineering, Urbana, United States and IBM Sustainability Accelerator program

Hannah Kostka¹, Tom Dang² and Kevin Strongman², (1)Valparaiso University, Department of Geography and Meteorology, Valparaiso, United States, (2)National Weather Service, Tucson, Tucson, United States

Andrew Schwarz, State of California, Sacramento, CA, United States

Sebastien Lenard, University of Colorado Boulder, Institute of Arctic and Alpine Research, Boulder, United States

Yan Jiang, University of California San Diego, School of Global Policy and Strategy; Scripps Institution of Oceanography, La Jolla, CA, United States, Jennifer A Burney, Stanford University, Doerr School of Sustainability, Stanford, United States, Zhe Zhang, University of Saskatchewan, Global Institute for Water Security, Saskatoon, SK, Canada; National Center for Atmospheric Research, ASP, Boulder, United States, Thomas Corringham, University of California San Diego, Scripps Institution of Oceanography, La Jolla, United States and Dr. Cenlin He, NSF National Center for Atmospheric Research, Research Applications Laboratory, Boulder, United States

Nozomu Inoue, National Institute of Population and Social Security Research, Department of Research Planning and Coordination, Tokyo, Japan and Kaoru Kakinuma, KAIST Korea Advanced Institute of Science and Technology, Daejeon, South Korea

Jennifer R Marlon¹, Nick Begotka², Annie Preston³, Max Steifel³, Jesse Keenan⁴, Cal Inman³, Natasha Malmin⁵, Jennifer Carman², John Kotcher⁶, Edward Maibach⁷ and Anthony Leiserowitz⁸, (1)Yale University, School of the Environment, New Haven, CT, United States, (2)Yale University, New Haven, United States, (3)ClimateCheck, San Francisco, United States, (4)Tulane University of Louisiana, New Orleans, United States, (5)Clemson University, Clemson, United States, (6)George Mason University Fairfax, Center for Climate Change Communication, Fairfax, United States, (7)George Mason University Fairfax, Center for Climate Change Communication, Fairfax, VA, United States, (8)Yale University, New Haven, CT, United States

Michael J Deflorio¹, F Martin Ralph², Michael Anderson³, Jeanine Jones³, Christopher Castellano⁴, Jiabao Wang⁵, Zhiqi Yang⁶ and Julie Kalansky⁷, (1)Center for Western Weather and Water Extremes, Scripps Institution of Oceanography, University of California San Diego, La Jolla, United States, (2)Center for Western Weather and Water Extremes (CW3E), Scripps Institution of Oceanography, UC San Diego, La Jolla, United States, (3)California Department of Water Resources, Sacramento, CA, United States, (4)Center for Western Weather and Water Extremes (CW3E), Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, United States, (5)Scripps Institution of Oceanography, University of California San Diego, Center For Western Weather and Water Extremes (CW3E), La Jolla, United States, (6)University of California San Diego, Scripps Institution of Oceanography, Center for Western Weather and Water Extremes (CW3E), La Jolla, United States, (7)Center for Western Weather and Water Extremes (CW3E), Scripps Institution of Oceanography, University of California San Diego, San Diego, United States

Oliver Timm, University at Albany State University of New York, Department of Atmospheric and Environmental Sciences, Albany, United States and Matt Sinnenberg, University at Albany State University of New York, Department of Atmospheric and Environmental Sciences, Albany, NY, United States

Lele Zhang¹, Xin Wu², Alireza Ermagun³ and Chenfeng Xiong², (1)Bryn Mawr, PA, UNITED STATES, (2)Villanova University, Villanova, United States, (3)George Mason University Fairfax, Fairfax, VA, United States

Mahmoud Osman¹, Amy McNally² and Abheera Hazra², (1)NASA Goddard Space Flight Center, Greenbelt, MD, United States, (2)NASA Goddard Space Flight Center, Greenbelt, United States

Hamza Kunhu Bangalath, King Abdullah University of Science and Technology, Physical Science and Engineering, Thuwal, Saudi Arabia, Albert van Dijk, Australian National University, Canberra, Australia and Hylke Beck, King Abdullah University of Science and Technology, Physical Science and Engineering Division, Thuwal, Saudi Arabia