Reanalysed (depth and temperature consistent) surface ocean CO₂ atlas (SOCAT) version 2021

The Surface Ocean CO2 Atlas (SOCAT) version 2021 (v2021) dataset (Bakker et al., 2016, Bakker et al., 2021) is a quality-controlled dataset containing 30.6 million surface ocean gaseous CO2 measurements collated from thousands of individual submissions. These gaseous CO2 measurements are typically collected at many different depths (of the order of several metres below the surface) using many different systems, and the sampling depth varies dependent upon the sampling platform and/or setup. Different platforms (e.g. ships of opportunity, research vessels) and systems will collect water samples at different depths, and the sampling depth can even vary dependent upon sea state. Therefore, the collated SOCAT dataset contains high quality data, but these data are all valid for different and inconsistent depths. This means that the SOCAT provided individual gaseous CO2 measurements and gridded data are sub-optimal for calculating global or regional atmosphere-ocean gas exchange (and the resultant net CO2 sinks) and sub-optimal for verifying gas fluxes from (or assimilation into) numerical models.

Accurate calculations of CO2 flux between the atmosphere and oceans require CO2 concentrations at the top and bottom of the mass boundary layer, the ~100 μm deep layer that forms the interface between the ocean and the atmosphere (Woolf et al., 2016). Ignoring vertical temperature gradients across this very small layer can result in significant biases in the concentration differences and the resulting gas fluxes (e.g. ~5 to 29% underestimate in global net CO2 sink values, Woolf et al., 2016). It is currently impossible to measure the CO2 concentrations either side of this very thin layer, but it is possible to calculate the concentrations either side of this layer using the SOCAT data, satellite observations and knowledge of the carbonate system.

Therefore to enable the SOCAT data to be optimal for an accurate atmosphere-ocean gas flux calculation, a reanalysis methodology was developed to enable the calculation of the fugacity of CO2 (fCO2) for the bottom of the mass boundary layer (termed sub-skin value). The theoretical basis and justification for this is described in detail within Woolf et al., (2016) and the re-analysis methodology is described in detail in (Goddijn-Murphy et al., 2015). The re-analysis calculation exploits paired in situ temperature and fCO2 measurements in the SOCAT dataset, and uses an Earth observation dataset to provide a depth-consistent (sub-skin) temperature field to which all fugacity data are reanalysed. The outputs provide paired fCO2 (and partial pressure of CO2) and temperature data that correspond to a consistent sub-skin layer temperature. These can then be used to accurately calculate concentration differences and atmosphere-ocean CO2 gas fluxes.

This data submission contains a reanalysis of the fugacity of CO2 (fCO2) from the SOCAT version 2021 dataset to a consistent sub-skin temperature field. The reanalysis was performed using a tool that is distributed within the FluxEngine V4.0.1 open source software toolkit (https://github.com/oceanflux-ghg/FluxEngine) (Shutler et al., 2016; Holding et al., 2019). All data processing and driver scripts are available from the FluxEngine Ancillary Tools (FEAT) repository https://github.com/oceanflux-ghg/FluxEngineAncillaryTools. The National Oceanic and Atmospheric Administration (NOAA) Optimum Interpolation Sea Surface Temperature (OISST) dataset (Reynolds et al., 2007) were used to provide the climate quality and depth consistent temperature data. The original ¼ degree OISST weekly data (v2.1) were first resampled to provide monthly mean values on a 1º by 1º degree grid (using the Python tools provided in the FEAT repository). These monthly 1º by 1º data were then used as the temperature input for the reanalysis.

The resulting reanalysed data are provided as a tab-separated value file (individual data points) and as netCDF-5 file (gridded monthly means). These are the same file formats as provided by SOCAT and analogous to the SOCAT single data point and gridded data. Each row in the tab-separated value file corresponds to a row in the original SOCAT version 2021 dataset. The original SOCAT version 2021 data are included in full, with four additional columns containing the reanalysed data:

  • T_reynolds - The temperature (in degrees C) taken from the consistent OISST temperature field for the corresponding time and location.

  • fCO2_reanalysed - The fugacity of CO2 (in μatm) reanalysed to the consistent surface temperature indicated by T_reynolds.

  • pCO2_SST - The partial pressure of CO2 (in μatm) corresponding to the in situ (measured) temperature.

  • pCO2_reanalysed - The partial pressure of CO2 (in μatm) reanalysed to the consistent surface temperature indicated by T_reynolds.

The netCDF gridded version of the reanalysed dataset contains monthly mean data, binned into a 1º by 1º grid and uses the same units, missing value indicators and time and space resolution as the original SOCAT gridded product to maximise compatibility. The gridding is performed using the SOCAT gridding methodology (Sabine et al. 2013). The implementation of the gridding has been verified by performing the gridding on the original (non-reanalysed) SOCAT data and all results were identical to 8 decimal places. The result of gridding the original SOCAT data are included within these netCDF data, along with additional variables containing the equivalent results for the reanalysed SOCAT data. Statistical sample mean, minimum, maximum, standard deviation and count data for each grid cell are included, with unweighted and cruise-weighted versions (following the convention used by SOCAT). Full meta data are included within the file.

Data and Resources

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Cite this as

Shutler, Jamie D, Holding, Thomas, Sims, Richard Peter, Ashton, Ian G C (2021). Dataset: Reanalysed (depth and temperature consistent) surface ocean CO₂ atlas (SOCAT) version 2021. https://doi.org/10.1594/PANGAEA.939233

DOI retrieved: 2021

Additional Info

Field Value
Imported on November 30, 2024
Last update November 30, 2024
License CC-BY-4.0
Source https://doi.org/10.1594/PANGAEA.939233
Author Shutler, Jamie D
Given Name Jamie D
Family Name Shutler
More Authors
Holding, Thomas
Sims, Richard Peter
Ashton, Ian G C
Source Creation 2021
Publication Year 2021
Subject Areas
Name: Lithosphere

Related Identifiers
Title: A multi-decade record of high-quality fCO2 data in version 3 of the Surface Ocean CO2 Atlas (SOCAT)
Identifier: https://doi.org/10.5194/essd-8-383-2016
Type: DOI
Relation: References
Year: 2016
Source: Earth System Science Data
Authors: Bakker Dorothee C E , Pfeil Benjamin , Landa Camilla S , Metzl Nicolas , O'Brien Kevin M , Olsen Are , Smith Karl , Cosca Catherine E , Harasawa Sumiko , Jones Steve D , Nakaoka Shin-Ichiro , Nojiri Yukihiro , Schuster Ute , Steinhoff Tobias , Sweeney Colm , Takahashi Taro , Tilbrook Bronte , Wada Chisato , Wanninkhof Rik , Alin Simone R , Balestrini Carlos F , Barbero Leticia , Bates Nicolas R , Bianchi Alejandro A , Bonou Frédéric Kpédonou , Boutin Jacqueline , Bozec Yann , Burger Eugene , Cai Wei-Jun , Castle Robert D , Chen Liqi , Chierici Melissa , Currie Kim I , Evans Wiley , Featherstone Charles , Feely Richard A , Fransson Agneta , Goyet Catherine , Greenwood Naomi , Gregor Luke , Hankin Steven , Hardman-Mountford Nicolas J , Harlay Jérôme , Hauck Judith , Hoppema Mario , Humphreys Matthew P , Hunt Christopher W , Huss Betty , Ibánhez J Severino P , Johannessen Truls , Keeling Ralph F , Kitidis Vassilis , Körtzinger Arne , Kozyr Alexander , Krasakopoulou Evangelia , Kuwata Akira , Landschützer Peter , Lauvset Siv K , Lefèvre Nathalie , Lo Monaco Claire , Manke Ansley , Mathis Jeremy T , Merlivat Liliane , Millero Frank J , Monteiro Pedro M S , Munro David R , Murata Akihiko , Newberger Timothy , Omar Abdirahman M , Ono Tsuneo , Paterson Kristina , Pearce David J , Pierrot Denis , Robbins Lisa L , Saito Shu , Salisbury Joe , Schlitzer Reiner , Schneider Bernd , Schweitzer Roland , Sieger Rainer , Skjelvan Ingunn , Sullivan Kevin , Sutherland Stewart C , Sutton Adrienne , Tadokoro Kazuaki , Telszewski Maciej , Tuma Matthias , van Heuven Steven , Vandemark Douglas C , Ward Brian , Watson Andrew J , Xu Suqing , Goddijn-Murphy L M , Woolf David K , Land Peter Edward , Shutler Jamie D , Donlon Craig , Holding Thomas , Ashton Ian G C , Shutler Jamie D , Land Peter Edward , Nightingale Philip D , Rees Andrew P , Brown Ian , Piolle Jean-Francois , Kock Annette , Bange Hermann Werner , Woolf David K , Goddijn-Murphy Lonneke , Pereira R , Paul Frederic , Girard-Ardhuin Fanny , Chapron Bertrand , Rehder Gregor , Ardhuin F , Donlon Craig J , Reynolds Richard W , Smith Thomas M , Liu Chunying , Chelton Dudley B , Casey Kenneth S , Schlax Michael G , Sabine Christopher L , Hankin Steven , Koyuk Heather , Bakker Dorothee C E , Pfeil Benjamin , Olsen Are , Metzl Nicolas , Kozyr Alexander , Fassbender Andrea J , Manke Ansley , Malczyk Jeremy , Akl John , Alin Simone R , Bellerby Richard G J , Borges Alberto Vieira , Boutin Jacqueline , Brown Peter J , Cai Wei-Jun , Chavez Francisco P , Chen Arthur , Cosca Catherine E , Feely Richard A , González-Dávila Melchor , Goyet Catherine , Hardman-Mountford Nicolas J , Heinze Christoph , Hoppema Mario , Hunt Christopher W , Hydes David , Ishii Masao , Johannessen Truls , Key Robert M , Körtzinger Arne , Landschützer Peter , Lauvset Siv K , Lefèvre Nathalie , Lenton Andrew , Lourantou Anna , Merlivat Liliane , Midorikawa Takashi , Mintrop Ludger J , Miyazaki Chihiro , Murata Akihiko , Nakadate Akira , Nakano Yoshiyuki , Nakaoka Shin-Ichiro , Nojiri Yukihiro , Omar Abdirahman M , Padín Xose Antonio , Park Geun-Ha , Paterson Kristina , Pérez Fiz F , Pierrot Denis , Poisson Alain , Ríos Aida F , Salisbury Joe , Santana-Casiano Juana Magdalena , Sarma Vedula V S S , Schlitzer Reiner , Schneider Bernd , Schuster Ute , Sieger Rainer , Skjelvan Ingunn , Steinhoff Tobias , Suzuki Toru , Takahashi Taro , Tedesco Kathy , Telszewski Maciej , Thomas Helmuth , Tilbrook Bronte , Vandemark Douglas C , Veness Tony , Watson Andrew J , Weiss Ray F , Wong Chi Shing , Yoshikawa-Inoue Hisayuki , Shutler Jamie D , Land Peter Edward , Piolle Jean-Francois , Woolf David K , Goddijn-Murphy L M , Paul Frederic , Girard-Ardhuin Fanny , Chapron Bertrand , Donlon Craig , Woolf David K , Land Peter Edward , Shutler Jamie D , Goddijn-Murphy L M , Donlon Craig , Bakker Dorothee C E , Alin Simone R , Castaño-Primo Rocío , Cronin Margot , Gkritzalis Thanos , Kozyr Alexander , Lauvset Siv K , Metzl Nicolas , Munro 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Title: The OceanFlux Greenhouse Gases methodology for deriving a sea surface climatology of CO2 fugacity in support of air–sea gas flux studies
Identifier: https://doi.org/10.5194/os-11-519-2015
Type: DOI
Relation: References
Year: 2015
Source: Ocean Science
Authors: Bakker Dorothee C E , Pfeil Benjamin , Landa Camilla S , Metzl Nicolas , O'Brien Kevin M , Olsen Are , Smith Karl , Cosca Catherine E , Harasawa Sumiko , Jones Steve D , Nakaoka Shin-Ichiro , Nojiri Yukihiro , Schuster Ute , Steinhoff Tobias , Sweeney Colm , Takahashi Taro , Tilbrook Bronte , Wada Chisato , Wanninkhof Rik , Alin Simone R , Balestrini Carlos F , Barbero Leticia , Bates Nicolas R , Bianchi Alejandro A , Bonou Frédéric Kpédonou , Boutin Jacqueline , Bozec Yann , Burger Eugene , Cai Wei-Jun , Castle Robert D , Chen Liqi , Chierici Melissa , Currie Kim I , Evans Wiley , Featherstone Charles , Feely Richard A , Fransson Agneta , Goyet Catherine , Greenwood Naomi , Gregor Luke , Hankin Steven , Hardman-Mountford Nicolas J , Harlay Jérôme , Hauck Judith , Hoppema Mario , Humphreys Matthew P , Hunt Christopher W , Huss Betty , Ibánhez J Severino P , Johannessen Truls , Keeling Ralph F , Kitidis Vassilis , Körtzinger Arne , Kozyr Alexander , Krasakopoulou Evangelia , Kuwata Akira , Landschützer Peter , Lauvset Siv K , Lefèvre Nathalie , Lo Monaco Claire , Manke Ansley , Mathis Jeremy T , Merlivat Liliane , Millero Frank J , Monteiro Pedro M S , Munro David R , Murata Akihiko , Newberger Timothy , Omar Abdirahman M , Ono Tsuneo , Paterson Kristina , Pearce David J , Pierrot Denis , Robbins Lisa L , Saito Shu , Salisbury Joe , Schlitzer Reiner , Schneider Bernd , Schweitzer Roland , Sieger Rainer , Skjelvan Ingunn , Sullivan Kevin , Sutherland Stewart C , Sutton Adrienne , Tadokoro Kazuaki , Telszewski Maciej , Tuma Matthias , van Heuven Steven , Vandemark Douglas C , Ward Brian , Watson Andrew J , Xu Suqing , Goddijn-Murphy L M , Woolf David K , Land Peter Edward , Shutler Jamie D , Donlon Craig , Holding Thomas , Ashton Ian G C , Shutler Jamie D , Land Peter Edward , Nightingale Philip D , Rees Andrew P , Brown Ian , Piolle Jean-Francois , Kock Annette , Bange Hermann Werner , Woolf David K , Goddijn-Murphy Lonneke , Pereira R , Paul Frederic , Girard-Ardhuin Fanny , Chapron Bertrand , Rehder Gregor , Ardhuin F , Donlon Craig J , Reynolds Richard W , Smith Thomas M , Liu Chunying , Chelton Dudley B , Casey Kenneth S , Schlax Michael G , Sabine Christopher L , Hankin Steven , Koyuk Heather , Bakker Dorothee C E , Pfeil Benjamin , Olsen Are , Metzl Nicolas , Kozyr Alexander , Fassbender Andrea J , Manke Ansley , Malczyk Jeremy , Akl John , Alin Simone R , Bellerby Richard G J , Borges Alberto Vieira , Boutin Jacqueline , Brown Peter J , Cai Wei-Jun , Chavez Francisco P , Chen Arthur , Cosca Catherine E , Feely Richard A , González-Dávila Melchor , Goyet Catherine , Hardman-Mountford Nicolas J , Heinze Christoph , Hoppema Mario , Hunt Christopher W , Hydes David , Ishii Masao , Johannessen Truls , Key Robert M , Körtzinger Arne , Landschützer Peter , Lauvset Siv K , Lefèvre Nathalie , Lenton Andrew , Lourantou Anna , Merlivat Liliane , Midorikawa Takashi , Mintrop Ludger J , Miyazaki Chihiro , Murata Akihiko , Nakadate Akira , Nakano Yoshiyuki , Nakaoka Shin-Ichiro , Nojiri Yukihiro , Omar Abdirahman M , Padín Xose Antonio , Park Geun-Ha , Paterson Kristina , Pérez Fiz F , Pierrot Denis , Poisson Alain , Ríos Aida F , Salisbury Joe , Santana-Casiano Juana Magdalena , Sarma Vedula V S S , Schlitzer Reiner , Schneider Bernd , Schuster Ute , Sieger Rainer , Skjelvan Ingunn , Steinhoff Tobias , Suzuki Toru , Takahashi Taro , Tedesco Kathy , Telszewski Maciej , Thomas Helmuth , Tilbrook Bronte , Vandemark Douglas C , Veness Tony , Watson Andrew J , Weiss Ray F , Wong Chi Shing , Yoshikawa-Inoue Hisayuki , Shutler Jamie D , Land Peter Edward , Piolle Jean-Francois , Woolf David K , Goddijn-Murphy L M , Paul Frederic , Girard-Ardhuin Fanny , Chapron Bertrand , Donlon Craig , Woolf David K , Land Peter Edward , Shutler Jamie D , Goddijn-Murphy L M , Donlon Craig , Bakker Dorothee C E , Alin Simone R , Castaño-Primo Rocío , Cronin Margot , Gkritzalis Thanos , Kozyr Alexander , Lauvset Siv K , Metzl Nicolas , Munro David R , Nakaoka Shin-Ichiro , O'Brien Kevin M , Olsen Are , Omar Abdirahman M , Pfeil Benjamin , Pierrot Denis , Rodriguez Carmen , Steinhoff Tobias , Sutton Adrienne , Tilbrook Bronte , Wanninkhof Rik , Willstrand Wranne Anne , Ahmed Mohamed M M , Andersson Andreas J , Apelthun Lise Bagne , Bates Nicholas R , Battisti Roman , Beaumont Laurence , Becker Meike , Benoit-Cattin Alice , Berghoff Carla Florencia , Boutin Jacqueline , Burger Eugene F , Burgers Tonya , Cantoni Carolina , Cattrijsse André , Chierici Melissa , Cross Jessica , Coppola Laurent , Cosca Catherine E , Currie Kim I , De Carlo Eric Heinen , Else Brent G T , Enright Matt , Ericson Ylva , Evans Wiley , Feely Richard A , Fiedler Björn , Fransson Agneta , García-Ibáñez Maribel I , Gehrung Martina , Glockzin Michael , Gonzalez Davila Melchor , Gutekunst Sören , Hermes Rudolf , Humphreys Matthew P , Hunt Christopher W , Ibánhez J Severino P , Jones Steve D , Kitidis Vassilis , Körtzinger Arne , Kosugi Naohiro , Landa Camilla S , Landschützer Peter , Lefèvre Nathalie , Lo Monaco Claire , Luchetta Anna , Lutz Vivian A , Macovei Vlad Alexandru , Manke Ansley , Merlivat Liliane , Millero Frank J , Monacci Natalie , Negri Ruben M , Newberger Timothy , Newton Jan , Nickford Sarah , Nojiri Yukihiro , Ohman Mark , Ólafsdóttir Sólveig Rósa , Sweeney Colm , Ono Tsuneo , Palter Jaime , Papakyriakou Tim N , Petersen Wilhelm , Plüddemann Albert J , Qi Di , Rehder Gregor , Ritschel Markus , Rutgersson Anna , Sabine Christopher L , Salisbury Joe , Santana-Casiano Juana Magdalena , Schlitzer Reiner , Send Uwe , Skjelvan Ingunn , Smith Karl , Sparnocchia Stefania , Sullivan Kevin , Sutherland Stewart C , Szuts Zoltan Bela , Tadokoro Kazuaki , Tanhua Toste , Telszewski Maciej , Theetaert Hannelore , Vandemark Douglas C , Voynova Yoana G , Wada Chisato , Weller Robert A , Woosley Ryan J , Holding Thomas , Ashton Ian G C , Shutler Jamie D , Holding Thomas , Ashton Ian G C , Shutler Jamie D .