To generate this ERA5 hourly time series dataset, homogenisation conventions have been applied to the ERA5 source GRIB data to ensure consistency, usability, and alignment across chosen variables and time steps. The processed data were then written to an ARCO Zarr archive, enabling efficient cloud-optimised access and scalable data retrieval. Please see details below.
The dataset presented here is a subset of selected parameters from the full CDS ERA5 hourly data on single levels (1940–present). Requirements for additional parameters may be considered. Please raise your request with ECMWF Support here.
Introduction
ERA5 is the fifth generation ECMWF reanalysis for the global climate and weather and currently covers the past 80 years. It covers the period from January 1940 to the present with hourly sampling and continues to be extended forward with 5 days behind real time.
This dataset presented here is a subset of some parameters of the full CDS ERA5 single levels hourly dataset on 0.25 degrees resolution and is stored in Analysis Ready Cloud Optimised (ARCO) format, which has been implemented for retrieving long time-series for a single point in a efficient way. It is this source of ERA5 data that is used by the ERA-Explorer to ensure response times required for the interactive web-application.
Methodology
The process to generate this dataset involves:
- Fetching ERA5 data in GRIB format.
- Apply homogenization conventions, as applicable
- Rename spatial coordinates to latitude, longitude
- Ensure latitude, longitude ranges are between [-90, +90], [-180, +180]
- In the accumulation variables (e.g. Total precipitation), time is expressed in one single dimension called time which in ERA5 netCDFs is usually called valid_time.
- In the accumulation variables, if the number of hourly samples is incomplete (less than 24) the date is skipped (e.g. 1940-01-01).
- Drop "number", "step", "surface" and "valid_time".
- Written to an ARCO Zarr archive (which is similar in structure to netCDF)
- The CDS requests the data from the Zarr archive using xarray and writes the data to netCDF or CSV (as requested).
Data organization and access
The ARCO data is stored as Zarr datacubes.
The data is now available from the Climate Data Store (CDS), either interactively through its download web form or programmatically using the CDS API service:
ERA5 hourly time-series data on single levels from 1940 to present
Spatial grid
The atmospheric parameters have a grid of 0.25 degrees as the wave parameters have a grid of 0.5 degrees.
Please be aware when you select a "Location" on the form, the latitude and longitude values are rounded to the closest neighborhood point of the 0.25 degrees grid for atmospheric parameters and 0.5 degrees grid for wave parameters.
Temporal frequency
Temporal frequency of the data is hourly and every day has 24 hourly steps.
Data format
In the CDS, there are the options of retrieving the data in netCDF format or CSV format.
Note that the surface and single level parameters (Table 1) and the wave parameters (Table 2) are on different spatial grids, therefore they will be served in different output files to avoid any conflict in coordinate definition.
Data update frequency
ERA5 is updated on a daily basis. New daily data in ERA5 becomes available in ERA5 Time Series in a few hours.
Variations in delivery times may occur due to the non-operational nature of this CDS service, as issues may arise which cause delays.
Parameters listings
Table 1 below lists the surface and single level parameters (levtype=sfc) and Table 2 lists the wave parameters.
Table 1: surface and single level parameters (instantaneous and accumulations)
| Name | Units | Variable name | Notes | |
|---|---|---|---|---|
| 1 | 10 metre U wind component | m s-1 | 10m_u_component_of_wind | |
| 2 | 10 metre V wind component | m s-1 | 10m_v_component_of_wind | |
| 3 | 10 metre U wind component | m s-1 | 100m_u_component_of_wind | |
| 4 | 100 metre V wind component | m s-1 | 100m_v_component_of_wind | |
| 5 | 2 metre dewpoint temperature | K | 2m_dewpoint_temperature | |
| 6 | 2 metre temperature | K | 2m_temperature | |
| 7 | Boundary layer height | m | boundary_layer_height | |
| 8 | Cloud base height | m | cloud_base_height | |
| 9 | Mean sea level pressure | Pa | mean_sea_level_pressure | |
| 10 | Sea surface temperature | K | sea_surface_temperature | Sea surface temperature is available at the usual times, eg hourly, but its content is only updated once daily. |
| 11 | Skin Temperature | K | skin_temperature | |
| 12 | Surface pressure | Pa | surface_pressure | |
| 13 | Surface solar radiation downwards | J m**-2 | surface_solar_radiation_downwards | |
| 14 | Surface thermal radiation downwards | J m**-2 | surface_thermal_radiation_downwards | |
| 15 | Total cloud cover | (0 - 1) | total_cloud_cover | |
| 16 | Total precipitation | m | total_precipitation |
Table 2: wave parameters: instantaneous
| Count | Name | Units | Variable name |
|---|---|---|---|
1 | Mean wave direction | Degrees | mean_wave_direction |
| 2 | Mean wave period | s | mean_wave_period |
| 3 | Significant height of combined wind waves and swell | m | significant_height_of_combined_wind_waves_and_swell |
Known issues
Please refer to the ERA5 documentation.
References
Further ERA5 references are available from the ECMWF website.
