Key messages

Global mean temperature

The year 2023 was ranked the 1st warmest on record. The mean value for 2023 was 0.56°C relative to the 1991-2020 average (0.51-0.60°C depending on the data set used). 7 data sets were used in this assessment: Berkeley Earth, ERA5, GISTEMP, HadCRUT5, JRA-55, Kadow et al., and NOAAGlobalTemp. Relative to a 1961-1990 baseline, the mean value for 2023 was 1.08°C (1.04-1.12°C depending on the data set used). 7 data sets were used in the assessment relative to 1961-1990.

Paragraph updated: 2024-02-08 11:46

Regional mean temperature for WMO RA 1 Africa

The year 2023 was ranked between the 1st and 3rd highest on record. The mean value for 2023 was 0.61°C relative to the 1991-2020 average (0.47-0.81°C depending on the data set used). 6 data sets were used in this assessment: Berkeley Earth, ERA5, GISTEMP, HadCRUT5, JRA-55, and NOAAGlobalTemp. Relative to a 1961-1990 baseline, the mean value for 2023 was 1.28°C (1.18-1.40°C depending on the data set used). 5 data sets were used in the assessment relative to 1961-1990.

Paragraph updated: 2024-02-08 11:46

Regional mean temperature for WMO RA 2 Asia

The year 2023 was ranked the 2nd highest on record. The mean value for 2023 was 0.91°C relative to the 1991-2020 average (0.84-0.96°C depending on the data set used). 6 data sets were used in this assessment: Berkeley Earth, ERA5, GISTEMP, HadCRUT5, JRA-55, and NOAAGlobalTemp. Relative to a 1961-1990 baseline, the mean value for 2023 was 1.87°C (1.81-1.92°C depending on the data set used). 5 data sets were used in the assessment relative to 1961-1990.

Paragraph updated: 2024-02-08 11:46

Regional mean temperature for WMO RA 3 South America

The year 2023 was ranked the 1st highest on record. The mean value for 2023 was 0.81°C relative to the 1991-2020 average (0.72-0.97°C depending on the data set used). 6 data sets were used in this assessment: Berkeley Earth, ERA5, GISTEMP, HadCRUT5, JRA-55, and NOAAGlobalTemp. Relative to a 1961-1990 baseline, the mean value for 2023 was 1.37°C (1.17-1.62°C depending on the data set used). 5 data sets were used in the assessment relative to 1961-1990.

Paragraph updated: 2024-02-08 11:46

Regional mean temperature for WMO RA 4 North America

The year 2023 was ranked between the 1st and 2nd highest on record. The mean value for 2023 was 1.18°C relative to the 1991-2020 average (1.02-1.28°C depending on the data set used). 6 data sets were used in this assessment: Berkeley Earth, ERA5, GISTEMP, HadCRUT5, JRA-55, and NOAAGlobalTemp. Relative to a 1961-1990 baseline, the mean value for 2023 was 2.03°C (1.87-2.16°C depending on the data set used). 5 data sets were used in the assessment relative to 1961-1990.

Paragraph updated: 2024-02-08 11:46

Regional mean temperature for WMO RA 5 South-West Pacific

The year 2023 was ranked between the 5th and 10th highest on record. The mean value for 2023 was 0.33°C relative to the 1991-2020 average (0.28-0.35°C depending on the data set used). 6 data sets were used in this assessment: Berkeley Earth, ERA5, GISTEMP, HadCRUT5, JRA-55, and NOAAGlobalTemp. Relative to a 1961-1990 baseline, the mean value for 2023 was 0.80°C (0.68-0.87°C depending on the data set used). 5 data sets were used in the assessment relative to 1961-1990.

Paragraph updated: 2024-02-08 11:46

Regional mean temperature for WMO RA 6 Europe

The year 2023 was ranked between the 1st and 2nd highest on record. The mean value for 2023 was 0.95°C relative to the 1991-2020 average (0.84-1.03°C depending on the data set used). 6 data sets were used in this assessment: Berkeley Earth, ERA5, GISTEMP, HadCRUT5, JRA-55, and NOAAGlobalTemp. Relative to a 1961-1990 baseline, the mean value for 2023 was 1.99°C (1.87-2.10°C depending on the data set used). 5 data sets were used in the assessment relative to 1961-1990.

Paragraph updated: 2024-02-08 11:46

Dataset and processing details

WMO RA I Africa main

The data in the above plot are available in a zip file containing a csv file for each data set.

Data file: WMO_RA_I_Africa_main_data_files.zip
Checksum: 0eea45d1cd1595a27cfe5c99d12532d2 Copy
Format: BADC CSV format

Berkeley Earth

Original data file (external link)

Citation: Rohde, R. A. and Hausfather, Z.: The Berkeley Earth Land/Ocean Temperature Record, Earth Syst. Sci. Data, 12, 3469-3479, https://doi.org/10.5194/essd-12-3469-2020, 2020.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['Land_and_Ocean_LatLong1.nc'] downloaded from ['https://berkeley-earth-temperature.s3.us-west-1.amazonaws.com/Global/Gridded/Land_and_Ocean_LatLong1.nc'] at ['2024-01-17 10:19:03']"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_1_Berkeley Earth.csv"
• Data set created from file ['wmo_ra_1_Berkeley Earth.csv'] downloaded from [''] at ['2024-01-17 11:05:25']

ERA5

Original data file (external link)

Citation: Hersbach H, Bell B, Berrisford P et al. 2020. The ERA5 global reanalysis. Q. J. R. Meteorol. Soc. 146: 1999-2049. https://doi.org/10.1002/qj.3803.

Data citation: Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 monthly averaged data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS), DOI: 10.24381/cds.f17050d7 (Accessed on 2024-01-17 11:06:29)

Acknowledgement: Contains using Copernicus Climate Change Service information [2024]. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains.

To produce the plot, the following processing steps were performed:

• "Gridded dataset created from file ['era5_2m_tas_2024.nc'] downloaded from ['']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_1_ERA5.csv"
• Data set created from file ['wmo_ra_1_ERA5.csv'] downloaded from [''] at ['2024-01-17 11:06:29']

GISTEMP

Original data file (external link)

Citation: Lenssen, N., G. Schmidt, J. Hansen, M. Menne, A. Persin, R. Ruedy, and D. Zyss, 2019: Improvements in the GISTEMP uncertainty model. J. Geophys. Res. Atmos., 124, no. 12, 6307-6326, doi:10.1029/2018JD029522.

Data citation: GISTEMP Team, 2022: GISS Surface Temperature Analysis (GISTEMP), version 4. NASA Goddard Institute for Space Studies. Dataset accessed 2024-01-15 11:20:46 at data.giss.nasa.gov/gistemp/.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['gistemp1200_GHCNv4_ERSSTv5.nc.gz'] downloaded from ['https://data.giss.nasa.gov/pub/gistemp/gistemp1200_GHCNv4_ERSSTv5.nc.gz'] at ['2024-01-15 11:20:46']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_1_GISTEMP.csv"
• Data set created from file ['wmo_ra_1_GISTEMP.csv'] downloaded from [''] at ['2024-01-17 11:06:48']

HadCRUT5

Original data file (external link)

Citation: Morice, C. P., Kennedy, J. J., Rayner, N. A., Winn, J. P., Hogan, E., Killick, R. E., et al. (2021). An updated assessment of near-surface temperature change from 1850: the HadCRUT5 data set. Journal of Geophysical Research: Atmospheres, 126, e2019JD032361. https://doi.org/10.1029/2019JD032361.

Acknowledgement: HadCRUT.5.0.2.0 data were obtained from http://www.metoffice.gov.uk/hadobs/hadcrut5 on 2024-01-15 11:56:27 and are © British Crown Copyright, Met Office 2024, provided under an Open Government License, http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/

To produce the plot, the following processing steps were performed:

• "Data set created from file ['HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] downloaded from ['https://www.metoffice.gov.uk/hadobs/hadcrut5/data/HadCRUT.5.0.2.0/analysis/HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] at ['2024-01-15 11:56:27']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_1_HadCRUT5.csv"
• Data set created from file ['wmo_ra_1_HadCRUT5.csv'] downloaded from [''] at ['2024-01-17 11:07:29']

JRA-55

Original data file (external link)

Citation: Kobayashi, S., Ota, Y., Harada, Y., Ebita, A., Moriya, M., Onoda, H., Onogi, K., Kamahori, H., Kobayashi, C., Endo, H. and Miyaoka, K., (2015). The JRA-55 reanalysis: General specifications and basic characteristics. Journal of the Meteorological Society of Japan. Ser. II, 93(1), pp.5-48..

To produce the plot, the following processing steps were performed:

• "Data set created from file ['anl_surf125.011_tmp.202401_202412', 'anl_surf125.2024MMMM'] downloaded from ['', ''] at ['2024-01-15 11:20:51']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_1_JRA-55.csv"
• Data set created from file ['wmo_ra_1_JRA-55.csv'] downloaded from [''] at ['2024-01-17 11:08:33']

NOAAGlobalTemp

Original data file (external link)

Citation: Vose, R.S., B. Huang, X. Yin., D. Arndt, D.R. Easterling, J.H. Lawrimore, M.J. Menne, A. Sanchez-Lugo, H.-M. Zhang, 2021: Implementing full spatial coverage in NOAA’s global temperature analysis. Geophysical Research Letters, 48, e2020GL090873. https://doi.org/10.1029/2020GL090873.

Data citation: R. S. Vose, B. Huang, X. Yin, D. Arndt, D. R. Easterling, J. H. Lawrimore, M. J. Menne, A. Sanchez-Lugo, and H. M. Zhang (2022): NOAA Global Surface Temperature Dataset (NOAAGlobalTemp), Version 5.1 [Global Mean]. NOAA National Centers for Environmental Information. doi.org/10.25921/2tj4-0e21 [2024-01-17 10:19:08].

To produce the plot, the following processing steps were performed:

• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_1_NOAA Interim.csv"
• Data set created from file ['wmo_ra_1_NOAA Interim.csv'] downloaded from [''] at ['2024-01-17 11:09:48']

WMO RA II Asia main

The data in the above plot are available in a zip file containing a csv file for each data set.

Data file: WMO_RA_II_Asia_main_data_files.zip
Checksum: 1bddfd8608c21ce20eeea871fb6fb7bf Copy
Format: BADC CSV format

Berkeley Earth

Original data file (external link)

Citation: Rohde, R. A. and Hausfather, Z.: The Berkeley Earth Land/Ocean Temperature Record, Earth Syst. Sci. Data, 12, 3469-3479, https://doi.org/10.5194/essd-12-3469-2020, 2020.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['Land_and_Ocean_LatLong1.nc'] downloaded from ['https://berkeley-earth-temperature.s3.us-west-1.amazonaws.com/Global/Gridded/Land_and_Ocean_LatLong1.nc'] at ['2024-01-17 10:19:03']"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_2_Berkeley Earth.csv"
• Data set created from file ['wmo_ra_2_Berkeley Earth.csv'] downloaded from [''] at ['2024-01-17 11:05:27']

ERA5

Original data file (external link)

Citation: Hersbach H, Bell B, Berrisford P et al. 2020. The ERA5 global reanalysis. Q. J. R. Meteorol. Soc. 146: 1999-2049. https://doi.org/10.1002/qj.3803.

Data citation: Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 monthly averaged data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS), DOI: 10.24381/cds.f17050d7 (Accessed on 2024-01-17 11:06:29)

Acknowledgement: Contains using Copernicus Climate Change Service information [2024]. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains.

To produce the plot, the following processing steps were performed:

• "Gridded dataset created from file ['era5_2m_tas_2024.nc'] downloaded from ['']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_2_ERA5.csv"
• Data set created from file ['wmo_ra_2_ERA5.csv'] downloaded from [''] at ['2024-01-17 11:06:29']

GISTEMP

Original data file (external link)

Citation: Lenssen, N., G. Schmidt, J. Hansen, M. Menne, A. Persin, R. Ruedy, and D. Zyss, 2019: Improvements in the GISTEMP uncertainty model. J. Geophys. Res. Atmos., 124, no. 12, 6307-6326, doi:10.1029/2018JD029522.

Data citation: GISTEMP Team, 2022: GISS Surface Temperature Analysis (GISTEMP), version 4. NASA Goddard Institute for Space Studies. Dataset accessed 2024-01-15 11:20:46 at data.giss.nasa.gov/gistemp/.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['gistemp1200_GHCNv4_ERSSTv5.nc.gz'] downloaded from ['https://data.giss.nasa.gov/pub/gistemp/gistemp1200_GHCNv4_ERSSTv5.nc.gz'] at ['2024-01-15 11:20:46']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_2_GISTEMP.csv"
• Data set created from file ['wmo_ra_2_GISTEMP.csv'] downloaded from [''] at ['2024-01-17 11:06:49']

HadCRUT5

Original data file (external link)

Citation: Morice, C. P., Kennedy, J. J., Rayner, N. A., Winn, J. P., Hogan, E., Killick, R. E., et al. (2021). An updated assessment of near-surface temperature change from 1850: the HadCRUT5 data set. Journal of Geophysical Research: Atmospheres, 126, e2019JD032361. https://doi.org/10.1029/2019JD032361.

Acknowledgement: HadCRUT.5.0.2.0 data were obtained from http://www.metoffice.gov.uk/hadobs/hadcrut5 on 2024-01-15 11:56:27 and are © British Crown Copyright, Met Office 2024, provided under an Open Government License, http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/

To produce the plot, the following processing steps were performed:

• "Data set created from file ['HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] downloaded from ['https://www.metoffice.gov.uk/hadobs/hadcrut5/data/HadCRUT.5.0.2.0/analysis/HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] at ['2024-01-15 11:56:27']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_2_HadCRUT5.csv"
• Data set created from file ['wmo_ra_2_HadCRUT5.csv'] downloaded from [''] at ['2024-01-17 11:07:31']

JRA-55

Original data file (external link)

Citation: Kobayashi, S., Ota, Y., Harada, Y., Ebita, A., Moriya, M., Onoda, H., Onogi, K., Kamahori, H., Kobayashi, C., Endo, H. and Miyaoka, K., (2015). The JRA-55 reanalysis: General specifications and basic characteristics. Journal of the Meteorological Society of Japan. Ser. II, 93(1), pp.5-48..

To produce the plot, the following processing steps were performed:

• "Data set created from file ['anl_surf125.011_tmp.202401_202412', 'anl_surf125.2024MMMM'] downloaded from ['', ''] at ['2024-01-15 11:20:51']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_2_JRA-55.csv"
• Data set created from file ['wmo_ra_2_JRA-55.csv'] downloaded from [''] at ['2024-01-17 11:08:34']

NOAAGlobalTemp

Original data file (external link)

Citation: Vose, R.S., B. Huang, X. Yin., D. Arndt, D.R. Easterling, J.H. Lawrimore, M.J. Menne, A. Sanchez-Lugo, H.-M. Zhang, 2021: Implementing full spatial coverage in NOAA’s global temperature analysis. Geophysical Research Letters, 48, e2020GL090873. https://doi.org/10.1029/2020GL090873.

Data citation: R. S. Vose, B. Huang, X. Yin, D. Arndt, D. R. Easterling, J. H. Lawrimore, M. J. Menne, A. Sanchez-Lugo, and H. M. Zhang (2022): NOAA Global Surface Temperature Dataset (NOAAGlobalTemp), Version 5.1 [Global Mean]. NOAA National Centers for Environmental Information. doi.org/10.25921/2tj4-0e21 [2024-01-17 10:19:08].

To produce the plot, the following processing steps were performed:

• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_2_NOAA Interim.csv"
• Data set created from file ['wmo_ra_2_NOAA Interim.csv'] downloaded from [''] at ['2024-01-17 11:09:50']

WMO RA III South America main

The data in the above plot are available in a zip file containing a csv file for each data set.

Data file: WMO_RA_III_South_America_main_data_files.zip
Checksum: 44d423cc0a7373ecbbf1f606d0f41f33 Copy
Format: BADC CSV format

Berkeley Earth

Original data file (external link)

Citation: Rohde, R. A. and Hausfather, Z.: The Berkeley Earth Land/Ocean Temperature Record, Earth Syst. Sci. Data, 12, 3469-3479, https://doi.org/10.5194/essd-12-3469-2020, 2020.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['Land_and_Ocean_LatLong1.nc'] downloaded from ['https://berkeley-earth-temperature.s3.us-west-1.amazonaws.com/Global/Gridded/Land_and_Ocean_LatLong1.nc'] at ['2024-01-17 10:19:03']"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_3_Berkeley Earth.csv"
• Data set created from file ['wmo_ra_3_Berkeley Earth.csv'] downloaded from [''] at ['2024-01-17 11:05:30']

ERA5

Original data file (external link)

Citation: Hersbach H, Bell B, Berrisford P et al. 2020. The ERA5 global reanalysis. Q. J. R. Meteorol. Soc. 146: 1999-2049. https://doi.org/10.1002/qj.3803.

Data citation: Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 monthly averaged data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS), DOI: 10.24381/cds.f17050d7 (Accessed on 2024-01-17 11:06:30)

Acknowledgement: Contains using Copernicus Climate Change Service information [2024]. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains.

To produce the plot, the following processing steps were performed:

• "Gridded dataset created from file ['era5_2m_tas_2024.nc'] downloaded from ['']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_3_ERA5.csv"
• Data set created from file ['wmo_ra_3_ERA5.csv'] downloaded from [''] at ['2024-01-17 11:06:30']

GISTEMP

Original data file (external link)

Citation: Lenssen, N., G. Schmidt, J. Hansen, M. Menne, A. Persin, R. Ruedy, and D. Zyss, 2019: Improvements in the GISTEMP uncertainty model. J. Geophys. Res. Atmos., 124, no. 12, 6307-6326, doi:10.1029/2018JD029522.

Data citation: GISTEMP Team, 2022: GISS Surface Temperature Analysis (GISTEMP), version 4. NASA Goddard Institute for Space Studies. Dataset accessed 2024-01-15 11:20:46 at data.giss.nasa.gov/gistemp/.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['gistemp1200_GHCNv4_ERSSTv5.nc.gz'] downloaded from ['https://data.giss.nasa.gov/pub/gistemp/gistemp1200_GHCNv4_ERSSTv5.nc.gz'] at ['2024-01-15 11:20:46']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_3_GISTEMP.csv"
• Data set created from file ['wmo_ra_3_GISTEMP.csv'] downloaded from [''] at ['2024-01-17 11:06:51']

HadCRUT5

Original data file (external link)

Citation: Morice, C. P., Kennedy, J. J., Rayner, N. A., Winn, J. P., Hogan, E., Killick, R. E., et al. (2021). An updated assessment of near-surface temperature change from 1850: the HadCRUT5 data set. Journal of Geophysical Research: Atmospheres, 126, e2019JD032361. https://doi.org/10.1029/2019JD032361.

Acknowledgement: HadCRUT.5.0.2.0 data were obtained from http://www.metoffice.gov.uk/hadobs/hadcrut5 on 2024-01-15 11:56:27 and are © British Crown Copyright, Met Office 2024, provided under an Open Government License, http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/

To produce the plot, the following processing steps were performed:

• "Data set created from file ['HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] downloaded from ['https://www.metoffice.gov.uk/hadobs/hadcrut5/data/HadCRUT.5.0.2.0/analysis/HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] at ['2024-01-15 11:56:27']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_3_HadCRUT5.csv"
• Data set created from file ['wmo_ra_3_HadCRUT5.csv'] downloaded from [''] at ['2024-01-17 11:07:34']

JRA-55

Original data file (external link)

Citation: Kobayashi, S., Ota, Y., Harada, Y., Ebita, A., Moriya, M., Onoda, H., Onogi, K., Kamahori, H., Kobayashi, C., Endo, H. and Miyaoka, K., (2015). The JRA-55 reanalysis: General specifications and basic characteristics. Journal of the Meteorological Society of Japan. Ser. II, 93(1), pp.5-48..

To produce the plot, the following processing steps were performed:

• "Data set created from file ['anl_surf125.011_tmp.202401_202412', 'anl_surf125.2024MMMM'] downloaded from ['', ''] at ['2024-01-15 11:20:51']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_3_JRA-55.csv"
• Data set created from file ['wmo_ra_3_JRA-55.csv'] downloaded from [''] at ['2024-01-17 11:08:35']

NOAAGlobalTemp

Original data file (external link)

Citation: Vose, R.S., B. Huang, X. Yin., D. Arndt, D.R. Easterling, J.H. Lawrimore, M.J. Menne, A. Sanchez-Lugo, H.-M. Zhang, 2021: Implementing full spatial coverage in NOAA’s global temperature analysis. Geophysical Research Letters, 48, e2020GL090873. https://doi.org/10.1029/2020GL090873.

Data citation: R. S. Vose, B. Huang, X. Yin, D. Arndt, D. R. Easterling, J. H. Lawrimore, M. J. Menne, A. Sanchez-Lugo, and H. M. Zhang (2022): NOAA Global Surface Temperature Dataset (NOAAGlobalTemp), Version 5.1 [Global Mean]. NOAA National Centers for Environmental Information. doi.org/10.25921/2tj4-0e21 [2024-01-17 10:19:08].

To produce the plot, the following processing steps were performed:

• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_3_NOAA Interim.csv"
• Data set created from file ['wmo_ra_3_NOAA Interim.csv'] downloaded from [''] at ['2024-01-17 11:09:53']

WMO RA IV North America main

The data in the above plot are available in a zip file containing a csv file for each data set.

Data file: WMO_RA_IV_North_America_main_data_files.zip
Checksum: 7f5016510fbd19facc1093de7039696d Copy
Format: BADC CSV format

Berkeley Earth

Original data file (external link)

Citation: Rohde, R. A. and Hausfather, Z.: The Berkeley Earth Land/Ocean Temperature Record, Earth Syst. Sci. Data, 12, 3469-3479, https://doi.org/10.5194/essd-12-3469-2020, 2020.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['Land_and_Ocean_LatLong1.nc'] downloaded from ['https://berkeley-earth-temperature.s3.us-west-1.amazonaws.com/Global/Gridded/Land_and_Ocean_LatLong1.nc'] at ['2024-01-17 10:19:03']"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_4_Berkeley Earth.csv"
• Data set created from file ['wmo_ra_4_Berkeley Earth.csv'] downloaded from [''] at ['2024-01-17 11:05:32']

ERA5

Original data file (external link)

Citation: Hersbach H, Bell B, Berrisford P et al. 2020. The ERA5 global reanalysis. Q. J. R. Meteorol. Soc. 146: 1999-2049. https://doi.org/10.1002/qj.3803.

Data citation: Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 monthly averaged data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS), DOI: 10.24381/cds.f17050d7 (Accessed on 2024-01-17 11:06:31)

Acknowledgement: Contains using Copernicus Climate Change Service information [2024]. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains.

To produce the plot, the following processing steps were performed:

• "Gridded dataset created from file ['era5_2m_tas_2024.nc'] downloaded from ['']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_4_ERA5.csv"
• Data set created from file ['wmo_ra_4_ERA5.csv'] downloaded from [''] at ['2024-01-17 11:06:31']

GISTEMP

Original data file (external link)

Citation: Lenssen, N., G. Schmidt, J. Hansen, M. Menne, A. Persin, R. Ruedy, and D. Zyss, 2019: Improvements in the GISTEMP uncertainty model. J. Geophys. Res. Atmos., 124, no. 12, 6307-6326, doi:10.1029/2018JD029522.

Data citation: GISTEMP Team, 2022: GISS Surface Temperature Analysis (GISTEMP), version 4. NASA Goddard Institute for Space Studies. Dataset accessed 2024-01-15 11:20:46 at data.giss.nasa.gov/gistemp/.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['gistemp1200_GHCNv4_ERSSTv5.nc.gz'] downloaded from ['https://data.giss.nasa.gov/pub/gistemp/gistemp1200_GHCNv4_ERSSTv5.nc.gz'] at ['2024-01-15 11:20:46']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_4_GISTEMP.csv"
• Data set created from file ['wmo_ra_4_GISTEMP.csv'] downloaded from [''] at ['2024-01-17 11:06:52']

HadCRUT5

Original data file (external link)

Citation: Morice, C. P., Kennedy, J. J., Rayner, N. A., Winn, J. P., Hogan, E., Killick, R. E., et al. (2021). An updated assessment of near-surface temperature change from 1850: the HadCRUT5 data set. Journal of Geophysical Research: Atmospheres, 126, e2019JD032361. https://doi.org/10.1029/2019JD032361.

Acknowledgement: HadCRUT.5.0.2.0 data were obtained from http://www.metoffice.gov.uk/hadobs/hadcrut5 on 2024-01-15 11:56:27 and are © British Crown Copyright, Met Office 2024, provided under an Open Government License, http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/

To produce the plot, the following processing steps were performed:

• "Data set created from file ['HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] downloaded from ['https://www.metoffice.gov.uk/hadobs/hadcrut5/data/HadCRUT.5.0.2.0/analysis/HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] at ['2024-01-15 11:56:27']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_4_HadCRUT5.csv"
• Data set created from file ['wmo_ra_4_HadCRUT5.csv'] downloaded from [''] at ['2024-01-17 11:07:36']

JRA-55

Original data file (external link)

Citation: Kobayashi, S., Ota, Y., Harada, Y., Ebita, A., Moriya, M., Onoda, H., Onogi, K., Kamahori, H., Kobayashi, C., Endo, H. and Miyaoka, K., (2015). The JRA-55 reanalysis: General specifications and basic characteristics. Journal of the Meteorological Society of Japan. Ser. II, 93(1), pp.5-48..

To produce the plot, the following processing steps were performed:

• "Data set created from file ['anl_surf125.011_tmp.202401_202412', 'anl_surf125.2024MMMM'] downloaded from ['', ''] at ['2024-01-15 11:20:51']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_4_JRA-55.csv"
• Data set created from file ['wmo_ra_4_JRA-55.csv'] downloaded from [''] at ['2024-01-17 11:08:35']

NOAAGlobalTemp

Original data file (external link)

Citation: Vose, R.S., B. Huang, X. Yin., D. Arndt, D.R. Easterling, J.H. Lawrimore, M.J. Menne, A. Sanchez-Lugo, H.-M. Zhang, 2021: Implementing full spatial coverage in NOAA’s global temperature analysis. Geophysical Research Letters, 48, e2020GL090873. https://doi.org/10.1029/2020GL090873.

Data citation: R. S. Vose, B. Huang, X. Yin, D. Arndt, D. R. Easterling, J. H. Lawrimore, M. J. Menne, A. Sanchez-Lugo, and H. M. Zhang (2022): NOAA Global Surface Temperature Dataset (NOAAGlobalTemp), Version 5.1 [Global Mean]. NOAA National Centers for Environmental Information. doi.org/10.25921/2tj4-0e21 [2024-01-17 10:19:08].

To produce the plot, the following processing steps were performed:

• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_4_NOAA Interim.csv"
• Data set created from file ['wmo_ra_4_NOAA Interim.csv'] downloaded from [''] at ['2024-01-17 11:09:55']

WMO RA V Southwest Pacific main

The data in the above plot are available in a zip file containing a csv file for each data set.

Data file: WMO_RA_V_Southwest_Pacific_main_data_files.zip
Checksum: 92dc4fc42e2d0351c4d5673cffdf1883 Copy
Format: BADC CSV format

Berkeley Earth

Original data file (external link)

Citation: Rohde, R. A. and Hausfather, Z.: The Berkeley Earth Land/Ocean Temperature Record, Earth Syst. Sci. Data, 12, 3469-3479, https://doi.org/10.5194/essd-12-3469-2020, 2020.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['Land_and_Ocean_LatLong1.nc'] downloaded from ['https://berkeley-earth-temperature.s3.us-west-1.amazonaws.com/Global/Gridded/Land_and_Ocean_LatLong1.nc'] at ['2024-01-17 10:19:03']"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_5_Berkeley Earth.csv"
• Data set created from file ['wmo_ra_5_Berkeley Earth.csv'] downloaded from [''] at ['2024-01-17 11:05:35']

ERA5

Original data file (external link)

Citation: Hersbach H, Bell B, Berrisford P et al. 2020. The ERA5 global reanalysis. Q. J. R. Meteorol. Soc. 146: 1999-2049. https://doi.org/10.1002/qj.3803.

Data citation: Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 monthly averaged data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS), DOI: 10.24381/cds.f17050d7 (Accessed on 2024-01-17 11:06:31)

Acknowledgement: Contains using Copernicus Climate Change Service information [2024]. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains.

To produce the plot, the following processing steps were performed:

• "Gridded dataset created from file ['era5_2m_tas_2024.nc'] downloaded from ['']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_5_ERA5.csv"
• Data set created from file ['wmo_ra_5_ERA5.csv'] downloaded from [''] at ['2024-01-17 11:06:31']

GISTEMP

Original data file (external link)

Citation: Lenssen, N., G. Schmidt, J. Hansen, M. Menne, A. Persin, R. Ruedy, and D. Zyss, 2019: Improvements in the GISTEMP uncertainty model. J. Geophys. Res. Atmos., 124, no. 12, 6307-6326, doi:10.1029/2018JD029522.

Data citation: GISTEMP Team, 2022: GISS Surface Temperature Analysis (GISTEMP), version 4. NASA Goddard Institute for Space Studies. Dataset accessed 2024-01-15 11:20:46 at data.giss.nasa.gov/gistemp/.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['gistemp1200_GHCNv4_ERSSTv5.nc.gz'] downloaded from ['https://data.giss.nasa.gov/pub/gistemp/gistemp1200_GHCNv4_ERSSTv5.nc.gz'] at ['2024-01-15 11:20:46']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_5_GISTEMP.csv"
• Data set created from file ['wmo_ra_5_GISTEMP.csv'] downloaded from [''] at ['2024-01-17 11:06:53']

HadCRUT5

Original data file (external link)

Citation: Morice, C. P., Kennedy, J. J., Rayner, N. A., Winn, J. P., Hogan, E., Killick, R. E., et al. (2021). An updated assessment of near-surface temperature change from 1850: the HadCRUT5 data set. Journal of Geophysical Research: Atmospheres, 126, e2019JD032361. https://doi.org/10.1029/2019JD032361.

Acknowledgement: HadCRUT.5.0.2.0 data were obtained from http://www.metoffice.gov.uk/hadobs/hadcrut5 on 2024-01-15 11:56:27 and are © British Crown Copyright, Met Office 2024, provided under an Open Government License, http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/

To produce the plot, the following processing steps were performed:

• "Data set created from file ['HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] downloaded from ['https://www.metoffice.gov.uk/hadobs/hadcrut5/data/HadCRUT.5.0.2.0/analysis/HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] at ['2024-01-15 11:56:27']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_5_HadCRUT5.csv"
• Data set created from file ['wmo_ra_5_HadCRUT5.csv'] downloaded from [''] at ['2024-01-17 11:07:38']

JRA-55

Original data file (external link)

Citation: Kobayashi, S., Ota, Y., Harada, Y., Ebita, A., Moriya, M., Onoda, H., Onogi, K., Kamahori, H., Kobayashi, C., Endo, H. and Miyaoka, K., (2015). The JRA-55 reanalysis: General specifications and basic characteristics. Journal of the Meteorological Society of Japan. Ser. II, 93(1), pp.5-48..

To produce the plot, the following processing steps were performed:

• "Data set created from file ['anl_surf125.011_tmp.202401_202412', 'anl_surf125.2024MMMM'] downloaded from ['', ''] at ['2024-01-15 11:20:51']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_5_JRA-55.csv"
• Data set created from file ['wmo_ra_5_JRA-55.csv'] downloaded from [''] at ['2024-01-17 11:08:36']

NOAAGlobalTemp

Original data file (external link)

Citation: Vose, R.S., B. Huang, X. Yin., D. Arndt, D.R. Easterling, J.H. Lawrimore, M.J. Menne, A. Sanchez-Lugo, H.-M. Zhang, 2021: Implementing full spatial coverage in NOAA’s global temperature analysis. Geophysical Research Letters, 48, e2020GL090873. https://doi.org/10.1029/2020GL090873.

Data citation: R. S. Vose, B. Huang, X. Yin, D. Arndt, D. R. Easterling, J. H. Lawrimore, M. J. Menne, A. Sanchez-Lugo, and H. M. Zhang (2022): NOAA Global Surface Temperature Dataset (NOAAGlobalTemp), Version 5.1 [Global Mean]. NOAA National Centers for Environmental Information. doi.org/10.25921/2tj4-0e21 [2024-01-17 10:19:08].

To produce the plot, the following processing steps were performed:

• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_5_NOAA Interim.csv"
• Data set created from file ['wmo_ra_5_NOAA Interim.csv'] downloaded from [''] at ['2024-01-17 11:09:57']

WMO RA VI Europe main

The data in the above plot are available in a zip file containing a csv file for each data set.

Data file: WMO_RA_VI_Europe_main_data_files.zip
Checksum: 41dfa17e0983a69b6574b378b439dbc5 Copy
Format: BADC CSV format

Berkeley Earth

Original data file (external link)

Citation: Rohde, R. A. and Hausfather, Z.: The Berkeley Earth Land/Ocean Temperature Record, Earth Syst. Sci. Data, 12, 3469-3479, https://doi.org/10.5194/essd-12-3469-2020, 2020.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['Land_and_Ocean_LatLong1.nc'] downloaded from ['https://berkeley-earth-temperature.s3.us-west-1.amazonaws.com/Global/Gridded/Land_and_Ocean_LatLong1.nc'] at ['2024-01-17 10:19:03']"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_6_Berkeley Earth.csv"
• Data set created from file ['wmo_ra_6_Berkeley Earth.csv'] downloaded from [''] at ['2024-01-17 11:05:37']

ERA5

Original data file (external link)

Citation: Hersbach H, Bell B, Berrisford P et al. 2020. The ERA5 global reanalysis. Q. J. R. Meteorol. Soc. 146: 1999-2049. https://doi.org/10.1002/qj.3803.

Data citation: Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 monthly averaged data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS), DOI: 10.24381/cds.f17050d7 (Accessed on 2024-01-17 11:06:32)

Acknowledgement: Contains using Copernicus Climate Change Service information [2024]. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains.

To produce the plot, the following processing steps were performed:

• "Gridded dataset created from file ['era5_2m_tas_2024.nc'] downloaded from ['']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_6_ERA5.csv"
• Data set created from file ['wmo_ra_6_ERA5.csv'] downloaded from [''] at ['2024-01-17 11:06:32']

GISTEMP

Original data file (external link)

Citation: Lenssen, N., G. Schmidt, J. Hansen, M. Menne, A. Persin, R. Ruedy, and D. Zyss, 2019: Improvements in the GISTEMP uncertainty model. J. Geophys. Res. Atmos., 124, no. 12, 6307-6326, doi:10.1029/2018JD029522.

Data citation: GISTEMP Team, 2022: GISS Surface Temperature Analysis (GISTEMP), version 4. NASA Goddard Institute for Space Studies. Dataset accessed 2024-01-15 11:20:46 at data.giss.nasa.gov/gistemp/.

To produce the plot, the following processing steps were performed:

• "Data set created from file ['gistemp1200_GHCNv4_ERSSTv5.nc.gz'] downloaded from ['https://data.giss.nasa.gov/pub/gistemp/gistemp1200_GHCNv4_ERSSTv5.nc.gz'] at ['2024-01-15 11:20:46']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_6_GISTEMP.csv"
• Data set created from file ['wmo_ra_6_GISTEMP.csv'] downloaded from [''] at ['2024-01-17 11:06:55']

HadCRUT5

Original data file (external link)

Citation: Morice, C. P., Kennedy, J. J., Rayner, N. A., Winn, J. P., Hogan, E., Killick, R. E., et al. (2021). An updated assessment of near-surface temperature change from 1850: the HadCRUT5 data set. Journal of Geophysical Research: Atmospheres, 126, e2019JD032361. https://doi.org/10.1029/2019JD032361.

Acknowledgement: HadCRUT.5.0.2.0 data were obtained from http://www.metoffice.gov.uk/hadobs/hadcrut5 on 2024-01-15 11:56:27 and are © British Crown Copyright, Met Office 2024, provided under an Open Government License, http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/

To produce the plot, the following processing steps were performed:

• "Data set created from file ['HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] downloaded from ['https://www.metoffice.gov.uk/hadobs/hadcrut5/data/HadCRUT.5.0.2.0/analysis/HadCRUT.5.0.2.0.analysis.anomalies.ensemble_mean.nc'] at ['2024-01-15 11:56:27']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_6_HadCRUT5.csv"
• Data set created from file ['wmo_ra_6_HadCRUT5.csv'] downloaded from [''] at ['2024-01-17 11:07:41']

JRA-55

Original data file (external link)

Citation: Kobayashi, S., Ota, Y., Harada, Y., Ebita, A., Moriya, M., Onoda, H., Onogi, K., Kamahori, H., Kobayashi, C., Endo, H. and Miyaoka, K., (2015). The JRA-55 reanalysis: General specifications and basic characteristics. Journal of the Meteorological Society of Japan. Ser. II, 93(1), pp.5-48..

To produce the plot, the following processing steps were performed:

• "Data set created from file ['anl_surf125.011_tmp.202401_202412', 'anl_surf125.2024MMMM'] downloaded from ['', ''] at ['2024-01-15 11:20:51']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_6_JRA-55.csv"
• Data set created from file ['wmo_ra_6_JRA-55.csv'] downloaded from [''] at ['2024-01-17 11:08:37']

NOAAGlobalTemp

Original data file (external link)

Citation: Vose, R.S., B. Huang, X. Yin., D. Arndt, D.R. Easterling, J.H. Lawrimore, M.J. Menne, A. Sanchez-Lugo, H.-M. Zhang, 2021: Implementing full spatial coverage in NOAA’s global temperature analysis. Geophysical Research Letters, 48, e2020GL090873. https://doi.org/10.1029/2020GL090873.

Data citation: R. S. Vose, B. Huang, X. Yin, D. Arndt, D. R. Easterling, J. H. Lawrimore, M. J. Menne, A. Sanchez-Lugo, and H. M. Zhang (2022): NOAA Global Surface Temperature Dataset (NOAAGlobalTemp), Version 5.1 [Global Mean]. NOAA National Centers for Environmental Information. doi.org/10.25921/2tj4-0e21 [2024-01-17 10:19:08].

To produce the plot, the following processing steps were performed:

• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Data set created from file ['NOAAGlobalTemp_v*.nc'] downloaded from ['https://www.ncei.noaa.gov/data/noaa-global-surface-temperature/v5.1/access/gridded/NOAAGlobalTemp_v.*.nc'] at ['2024-01-17 10:19:08']"
• "Regridded to 1 degree latitude-longitude resolution"
• "Rebaselined to 1991-2020"
• "Calculated area-average"
• "Calculated annual average from monthly averages using arithmetic mean"
• "Selected years within the range 1900 to 2023."
• "Wrote to file wmo_ra_6_NOAA Interim.csv"
• Data set created from file ['wmo_ra_6_NOAA Interim.csv'] downloaded from [''] at ['2024-01-17 11:10:00']