Development of an Updated Global Land In Situ-Based Data Set of Temperature and Precipitation Extremes: HadEX3
Corresponding Author
Robert J. H. Dunn
Met Office Hadley Centre, Exeter, UK
Correspondence to:
R. J. H. Dunn,
Search for more papers by this authorLisa V. Alexander
Climate Change Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
ARC Centre of Excellence for Climate Extremes, UNSW Sydney, Sydney, New South Wales, Australia
Search for more papers by this authorMarkus G. Donat
Barcelona Supercomputing Center, Barcelona, Spain
Search for more papers by this authorXuebin Zhang
Climate Research Division, Environment and Climate Change Canada, Toronto, Ontario, Canada
Search for more papers by this authorMargot Bador
Climate Change Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
ARC Centre of Excellence for Climate Extremes, UNSW Sydney, Sydney, New South Wales, Australia
Search for more papers by this authorNicholas Herold
Department of Planning, Industry and Environment, Sydney, New South Wales, Australia
Search for more papers by this authorTanya Lippmann
Climate Change Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
ARC Centre of Excellence for Climate Extremes, UNSW Sydney, Sydney, New South Wales, Australia
Department of Earth Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
Search for more papers by this authorEnric Aguilar
Centre for Climate Change, Department of Geography, University Rovira i Virgili, Tarragona, Spain
Search for more papers by this authorAbdoul Aziz Barry
Centre for Climate Change, Department of Geography, University Rovira i Virgili, Tarragona, Spain
Search for more papers by this authorManola Brunet
Centre for Climate Change, Department of Geography, University Rovira i Virgili, Tarragona, Spain
Climatic Research Unit, School of Environmental Sciences, University of East Anglia, Norwich, UK
Search for more papers by this authorGuillaume Chagnaud
Univ. Grenoble Alpes, IRD, CNRS, Grenoble INP, IGE, Grenoble, France
Search for more papers by this authorVincent Cheng
Climate Research Division, Environment and Climate Change Canada, Toronto, Ontario, Canada
Search for more papers by this authorTin Mar Htay
Department of Meteorology and Hydrology, Ministry of Transport and Communications, Naypyitaw, Myanmar
Search for more papers by this authorWan Maisarah Wan Ibadullah
Malaysian Meteorological Department, Petaling Jaya, Malaysia
Search for more papers by this authorMuhammad Khairul Izzat Bin Ibrahim
Brunei Darussalam Meteorological Department, Bandar Seri Begawan, Brunei Darussalam
Search for more papers by this authorMahbobeh Khoshkam
I.R. of Iran Meteorological Organization, Tehran, Iran
Search for more papers by this authorAndries Kruger
Climate Service, South African Weather Service, Pretoria, South Africa
Department of Geography, Geoinformatics and Meteorology, University of Pretoria, Pretoria, South Africa
Search for more papers by this authorHisayuki Kubota
Department of Earth and Planetary Sciences, Hokkaido University, Sapporo, Japan
Search for more papers by this authorTan Wee Leng
Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore
University of Reading, Reading, UK
Search for more papers by this authorGerald Lim
Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore
Search for more papers by this authorLim Li-Sha
Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore
Search for more papers by this authorJose Marengo
National Center for Monitoring and Early Warning of Natural Disasters CEMADEN, Sao Paulo, Brazil
Search for more papers by this authorSifiso Mbatha
Climate Service, South African Weather Service, Pretoria, South Africa
Search for more papers by this authorSimon McGree
Bureau of Meteorology, Melbourne, Victoria, Australia
Search for more papers by this authorMaria de los Milagros Skansi
Servicio Meteorológico Nacional, Buenos Aires, Argentina
Search for more papers by this authorSandile Ngwenya
Climate Service, South African Weather Service, Pretoria, South Africa
Search for more papers by this authorFrancis Nkrumah
Department of Physics, University of Cape Coast, Cape Coast, Ghana
Search for more papers by this authorChalump Oonariya
Climate Centre, Thai Meteorological Department, Bangkok, Thailand
Search for more papers by this authorJose Daniel Pabon-Caicedo
Department of Geography, National University of Colombia, Bogota, Colombia
Search for more papers by this authorGérémy Panthou
Univ. Grenoble Alpes, IRD, CNRS, Grenoble INP, IGE, Grenoble, France
Search for more papers by this authorCham Pham
National Center for Hydro-Meteorological Forecasting of Vietnam, Vietnam Meteorology Hydrology Administration, Hanoi, Vietnam
Search for more papers by this authorFatemeh Rahimzadeh
formerly Atmospheric Science and Meteorological Research Center, Tehran, Iran
Search for more papers by this authorAndrea Ramos
Instituto Nacional de Meteorologia (INMET), Corumbá, Brazil
Search for more papers by this authorErnesto Salgado
Servicio Meteorológico Nacional, Tegucigalpa, Honduras
Search for more papers by this authorJim Salinger
Department of Agriculture, Food, Environment and Forestry (DAGRI), University of Florence, Florence, Italy
Search for more papers by this authorYoussouph Sané
Agence Nationale de l'Aviation Civile et de la Météorologie (ANACIM), Dakar, Senegal
Search for more papers by this authorArdhasena Sopaheluwakan
Center for Research and Development, Agency for Meteorology Climatology and Geophysics (BMKG), Jakarta, Indonesia
Search for more papers by this authorArvind Srivastava
Climate Research and Services, IMD Pune, Pune, India
Search for more papers by this authorYing Sun
National Climate Center, China Meteorological Administration, Beijing, China
Search for more papers by this authorBertrand Timbal
Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore
Bureau of Meteorology, Melbourne, Victoria, Australia
Search for more papers by this authorNichanun Trachow
Climate Centre, Thai Meteorological Department, Bangkok, Thailand
Search for more papers by this authorBlair Trewin
Bureau of Meteorology, Melbourne, Victoria, Australia
Search for more papers by this authorGerard van der Schrier
Royal Netherlands Meteorological Institute (KNMI), De Bilt, The Netherlands
Search for more papers by this authorJorge Vazquez-Aguirre
Licenciatura en Ciencias Atmosféricas, Universidad Veracruzana, Xalapa, Mexico
Search for more papers by this authorRicardo Vasquez
Dirección Meteorológica de Chile (Chilean National Weather Service), Santiago, Chile
Search for more papers by this authorClaudia Villarroel
Dirección Meteorológica de Chile (Chilean National Weather Service), Santiago, Chile
Search for more papers by this authorLucie Vincent
Climate Research Division, Environment and Climate Change Canada, Toronto, Ontario, Canada
Search for more papers by this authorTheo Vischel
Univ. Grenoble Alpes, IRD, CNRS, Grenoble INP, IGE, Grenoble, France
Search for more papers by this authorMohd Noor'Arifin Bin Hj Yussof
Brunei Darussalam Meteorological Department, Bandar Seri Begawan, Brunei Darussalam
Search for more papers by this authorCorresponding Author
Robert J. H. Dunn
Met Office Hadley Centre, Exeter, UK
Correspondence to:
R. J. H. Dunn,
Search for more papers by this authorLisa V. Alexander
Climate Change Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
ARC Centre of Excellence for Climate Extremes, UNSW Sydney, Sydney, New South Wales, Australia
Search for more papers by this authorMarkus G. Donat
Barcelona Supercomputing Center, Barcelona, Spain
Search for more papers by this authorXuebin Zhang
Climate Research Division, Environment and Climate Change Canada, Toronto, Ontario, Canada
Search for more papers by this authorMargot Bador
Climate Change Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
ARC Centre of Excellence for Climate Extremes, UNSW Sydney, Sydney, New South Wales, Australia
Search for more papers by this authorNicholas Herold
Department of Planning, Industry and Environment, Sydney, New South Wales, Australia
Search for more papers by this authorTanya Lippmann
Climate Change Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
ARC Centre of Excellence for Climate Extremes, UNSW Sydney, Sydney, New South Wales, Australia
Department of Earth Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
Search for more papers by this authorEnric Aguilar
Centre for Climate Change, Department of Geography, University Rovira i Virgili, Tarragona, Spain
Search for more papers by this authorAbdoul Aziz Barry
Centre for Climate Change, Department of Geography, University Rovira i Virgili, Tarragona, Spain
Search for more papers by this authorManola Brunet
Centre for Climate Change, Department of Geography, University Rovira i Virgili, Tarragona, Spain
Climatic Research Unit, School of Environmental Sciences, University of East Anglia, Norwich, UK
Search for more papers by this authorGuillaume Chagnaud
Univ. Grenoble Alpes, IRD, CNRS, Grenoble INP, IGE, Grenoble, France
Search for more papers by this authorVincent Cheng
Climate Research Division, Environment and Climate Change Canada, Toronto, Ontario, Canada
Search for more papers by this authorTin Mar Htay
Department of Meteorology and Hydrology, Ministry of Transport and Communications, Naypyitaw, Myanmar
Search for more papers by this authorWan Maisarah Wan Ibadullah
Malaysian Meteorological Department, Petaling Jaya, Malaysia
Search for more papers by this authorMuhammad Khairul Izzat Bin Ibrahim
Brunei Darussalam Meteorological Department, Bandar Seri Begawan, Brunei Darussalam
Search for more papers by this authorMahbobeh Khoshkam
I.R. of Iran Meteorological Organization, Tehran, Iran
Search for more papers by this authorAndries Kruger
Climate Service, South African Weather Service, Pretoria, South Africa
Department of Geography, Geoinformatics and Meteorology, University of Pretoria, Pretoria, South Africa
Search for more papers by this authorHisayuki Kubota
Department of Earth and Planetary Sciences, Hokkaido University, Sapporo, Japan
Search for more papers by this authorTan Wee Leng
Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore
University of Reading, Reading, UK
Search for more papers by this authorGerald Lim
Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore
Search for more papers by this authorLim Li-Sha
Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore
Search for more papers by this authorJose Marengo
National Center for Monitoring and Early Warning of Natural Disasters CEMADEN, Sao Paulo, Brazil
Search for more papers by this authorSifiso Mbatha
Climate Service, South African Weather Service, Pretoria, South Africa
Search for more papers by this authorSimon McGree
Bureau of Meteorology, Melbourne, Victoria, Australia
Search for more papers by this authorMaria de los Milagros Skansi
Servicio Meteorológico Nacional, Buenos Aires, Argentina
Search for more papers by this authorSandile Ngwenya
Climate Service, South African Weather Service, Pretoria, South Africa
Search for more papers by this authorFrancis Nkrumah
Department of Physics, University of Cape Coast, Cape Coast, Ghana
Search for more papers by this authorChalump Oonariya
Climate Centre, Thai Meteorological Department, Bangkok, Thailand
Search for more papers by this authorJose Daniel Pabon-Caicedo
Department of Geography, National University of Colombia, Bogota, Colombia
Search for more papers by this authorGérémy Panthou
Univ. Grenoble Alpes, IRD, CNRS, Grenoble INP, IGE, Grenoble, France
Search for more papers by this authorCham Pham
National Center for Hydro-Meteorological Forecasting of Vietnam, Vietnam Meteorology Hydrology Administration, Hanoi, Vietnam
Search for more papers by this authorFatemeh Rahimzadeh
formerly Atmospheric Science and Meteorological Research Center, Tehran, Iran
Search for more papers by this authorAndrea Ramos
Instituto Nacional de Meteorologia (INMET), Corumbá, Brazil
Search for more papers by this authorErnesto Salgado
Servicio Meteorológico Nacional, Tegucigalpa, Honduras
Search for more papers by this authorJim Salinger
Department of Agriculture, Food, Environment and Forestry (DAGRI), University of Florence, Florence, Italy
Search for more papers by this authorYoussouph Sané
Agence Nationale de l'Aviation Civile et de la Météorologie (ANACIM), Dakar, Senegal
Search for more papers by this authorArdhasena Sopaheluwakan
Center for Research and Development, Agency for Meteorology Climatology and Geophysics (BMKG), Jakarta, Indonesia
Search for more papers by this authorArvind Srivastava
Climate Research and Services, IMD Pune, Pune, India
Search for more papers by this authorYing Sun
National Climate Center, China Meteorological Administration, Beijing, China
Search for more papers by this authorBertrand Timbal
Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore
Bureau of Meteorology, Melbourne, Victoria, Australia
Search for more papers by this authorNichanun Trachow
Climate Centre, Thai Meteorological Department, Bangkok, Thailand
Search for more papers by this authorBlair Trewin
Bureau of Meteorology, Melbourne, Victoria, Australia
Search for more papers by this authorGerard van der Schrier
Royal Netherlands Meteorological Institute (KNMI), De Bilt, The Netherlands
Search for more papers by this authorJorge Vazquez-Aguirre
Licenciatura en Ciencias Atmosféricas, Universidad Veracruzana, Xalapa, Mexico
Search for more papers by this authorRicardo Vasquez
Dirección Meteorológica de Chile (Chilean National Weather Service), Santiago, Chile
Search for more papers by this authorClaudia Villarroel
Dirección Meteorológica de Chile (Chilean National Weather Service), Santiago, Chile
Search for more papers by this authorLucie Vincent
Climate Research Division, Environment and Climate Change Canada, Toronto, Ontario, Canada
Search for more papers by this authorTheo Vischel
Univ. Grenoble Alpes, IRD, CNRS, Grenoble INP, IGE, Grenoble, France
Search for more papers by this authorMohd Noor'Arifin Bin Hj Yussof
Brunei Darussalam Meteorological Department, Bandar Seri Begawan, Brunei Darussalam
Search for more papers by this authorAbstract
We present the second update to a data set of gridded land-based temperature and precipitation extremes indices: HadEX3. This consists of 17 temperature and 12 precipitation indices derived from daily, in situ observations and recommended by the World Meteorological Organization (WMO) Expert Team on Climate Change Detection and Indices (ETCCDI). These indices have been calculated at around 7,000 locations for temperature and 17,000 for precipitation. The annual (and monthly) indices have been interpolated on a 1.875°×1.25° longitude-latitude grid, covering 1901–2018. We show changes in these indices by examining ”global”-average time series in comparison with previous observational data sets and also estimating the uncertainty resulting from the nonuniform distribution of meteorological stations. Both the short and long time scale behavior of HadEX3 agrees well with existing products. Changes in the temperature indices are widespread and consistent with global-scale warming. The extremes related to daily minimum temperatures are changing faster than the maximum. Spatial changes in the linear trends of precipitation indices over 1950–2018 are less spatially coherent than those for temperature indices. Globally, there are more heavy precipitation events that are also more intense and contribute a greater fraction to the total. Some of the indices use a reference period for calculating exceedance thresholds. We present a comparison between using 1961–1990 and 1981–2010. The differences between the time series of the temperature indices observed over longer time scales are shown to be the result of the interaction of the reference period with a warming climate. The gridded netCDF files and, where possible, underlying station indices are available from www.metoffice.gov.uk/hadobs/hadex3 and www.climdex.org.
Open Research
Data Availability Statement
The gridded data set is available at www.metoffice.gov.uk/hadobs/hadex3/ and at www.climdex.org. In addition, a version will be lodged on the CEDA archive (https://archive.ceda.ac.uk/).
The underlying station indices will be made available on www.climdex.org where we are allowed to do so. For some collections, we are not allowed to make the underlying station data public under terms of their license, and we encourage readers to contact the appropriate co-author.
All software has been written in Python 3 (Python Software Foundation, Python Software Foundation), with the exception of Climpact2 which is in R (Ihaka & Gentleman, 1996; R Core Team, 2013). The dependencies and interplay between them have been controlled using a Rose (Shin et al., 2019)/Cylc suite (Oliver et al., 2018). The Python scripts are available at a Github repository available through https://doi.org/10.5281/zenodo.3886492, but we are not able to offer any technical support for users. The ERA5 data (Hersbach et al., 2019) are available at the Copernicus Climate Change Service (C3S) Climate Data Store (CDS) at https://cds.climate.copernicus.eu.
The HadEX3 data and software are available under an Open Government Licence (https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/), which complies with Crown Copyright.
Comprehensive reports from the Second Workshop on ASEAN Regional Climate Data, Analysis and Projections (ARCDAP-2) held in Singapore 25-29 March 2019, are available at CCRS: https://ccrs.weather.gov.sg/arcdap-2_workshop/and WMO: https://public.wmo.int/en/events/workshops/second-workshop-asean-regional-climate-data-analysis-and-projections-arcdap%E2%80%932
Citing Literature
Supporting Information
| Filename | Description |
|---|---|
| jgrd56366-sup-0001-hadex3_si_rev.pdfPDF document, 106.3 MB | Supporting Information S1 |
Please note: The publisher is not responsible for the content or functionality of any supporting information supplied by the authors. Any queries (other than missing content) should be directed to the corresponding author for the article.





