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This page describes the model output data available from EFAS and GloFAS. Please see Data Access to obtain the data and Working with CEMS-Flood Data for examples of how to open, extract subsets and visualise the data.
EFAS Available Data
Presented here is a brief overview of the EFAS data made available to the public and registered EFAS users. For a full overview of the EFAS hydrological model LISFLOOD, please go to the dedicated pages. You will find information on the latest release of EFAS here: Latest operational EFAS release
EFAS datasets
EFAS historical
This dataset provides gridded modelled hydrological time series forced with meteorological observations. The data set is a consistent representation of the most important hydrological variables across EFAS. The temporal resolution is up to 30 years modelled time series of:
- River discharge
- Soil moisture for three soil layers
- Snow water equivalent
It also provides static data on soil depth for the three soil layers. Soil moisture and river discharge data are accompanied by Auxiliary Data for interpretation.
This dataset was produced by forcing the LISFLOOD hydrological model with gridded observational data of precipitation and temperature at a 5x5 km resolution across the EFAS domain. The most recent version uses a 6-hourly time step, whereas older versions uses a 24-hour time step. It is available from 1991-01-01 up until near-real time, with a delay of 6 days. The real-time data is only available to EFAS partners. Data can be accessed is several ways, the most common is through the CDS (see Data Access).
Table: River discharge and related historical data from EFAS
DATA DESCRIPTION | |
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Data type | Gridded |
Projection | The geographical projection is the INSPIRE compliant ETRS89 Lambert Azimuthal Equal Area Coordinate Reference System (ETRS-LAEA). |
Horizontal coverage | Europe - The domain spans from northern Africa beyond the northern tip of Scandinavia. In the west it ranges far into the Atlantic Ocean and in the east as far as to the Caspian Sea. |
Horizontal resolution | 5x5km |
Vertical resolution | 3 levels for soil moisture; surface level for river discharge and snow depth water equivalent. |
Temporal coverage | 1 January 1991 to near real time (6 day delay) for the most recent version. |
Temporal resolution | 6-hourly from version 4, 24-hourly for previous versions. |
Update frequency | New data are added continuously with a minimum of 1 month lag with respect to the actual date for the latest version. Older versions will be discontinued when a new version is released. |
File format | GRIB2 and NetCDF-4 |
Versions | Current version - EFAS v4.0 released 2020-10-14. For older versions we refer to EFAS versioning system. |
EFAS real-time forecasts
This dataset provides gridded modelled hydrological time series forced with medium-range meteorological forecasts from EFAS. The temporal resolution is sub-daily high-resolution and ensemble forecasts of:
- River discharge
- Soil moisture for three soil layers
- Snow water equivalent
It also provides static data on soil depth for the three soil layers. Soil moisture and river discharge data are accompanied by Auxiliary Data for interpretation.
This data set was produced by forcing the LISFLOOD hydrological model at a 5x5km resolution with meteorological forecasts. The forecasts are initialised twice daily at 00 and 12 UTC with time steps of 6 or 24 hours and lead times between 5 and 15 days depending on the forcing numerical weather prediction model. The forcing EFAS Meteorological forecasts are high-resolution and ensemble forecasts from ECMWF with 51 ensemble members, high-resolution forecasts from the Deutsches Wetter Dienst (DWD) and the ensemble forecasts from the COSMO Local Ensemble Prediction System (COSMO-LEPS) with 20 ensemble members. The hydrological forecasts are available from 2018-10-10 up until present with a 30-day delay. The real-time data is only available to EFAS partners. Data can be accessed is several ways, the most common is through the CDS (see Data Access).
Table: River discharge and related forecasted data from EFAS
DATA DESCRIPTION | |
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Data type | Gridded |
Projection | The geographical projection is the INSPIRE compliant ETRS89 Lambert Azimuthal Equal Area Coordinate Reference System (ETRS-LAEA). |
Horizontal coverage | Europe - The domain spans from northern Africa beyond the northern tip of Scandinavia. In the west it ranges far into the Atlantic Ocean and in the east as far as to the Caspian Sea. |
Horizontal resolution | 5x5km |
Vertical resolution | 3 levels for soil moisture; surface level for river discharge and snow depth water equivalent. |
Temporal coverage | 10 October 2018 to near real-time with a 30-day delay. |
Temporal resolution | Forecasts are initialized daily at 00 and 12 UTC with a 6 or 24-hourly time step and lead times up to 15 days. |
Ensemble members | ECMWF-ENS = 51 members; COSMO-LEPS = 20 members; ECMWF-HRES = deterministic; DWD = deterministic |
Update frequency | The EFAS forecasts are published on CDS at regular intervals with a minimum of 1 month lag with respect to the actual date. |
File format | GRIB2 and NetCDF-4 |
Versions | Operational forecasts use the latest version of the EFAS system, hence the version will depend on the forecast initiation date. The version used to produce each individual forecast is included in the metadata, and the date in which it is valid for can be seen in Citation on the right hand side. For a full description of the versions we refer to EFAS versioning system. |
EFAS reforecasts
This dataset provides gridded modelled hydrological time series forced with medium- to sub-seasonal range meteorological reforecasts from EFAS. The temporal resolution is 20 years of sub-daily reforecasts initialised twice weekly (Mondays and Thursdays) of:
- River discharge
- Soil moisture for three soil layers
- Snow water equivalent
It also provides static data on soil depth for the three soil layers. Soil moisture and river discharge data are accompanied by Auxiliary Data for interpretation.
This dataset was produced by forcing the LISFLOOD hydrological model at a 5x5km resolution with ensemble meteorological reforecasts from ECMWF. Reforecasts are forecasts run over past dates and are typically used to assess the skill of a forecast system or to develop tools for statistical error correction of the forecasts. The reforecasts are initialised twice weekly with lead times up to 46 days, at 6-hourly time steps for 20 years. For more specific information on the how the reforecast dataset is produced we refer to EFAS medium-range forecast skill. Data can be accessed is several ways, the most common is through the CDS (see Data Access).
Table: Reforecasts of river discharge and related data from EFAS
DATA DESCRIPTION | |
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Data type | Gridded |
Projection | The geographical projection is the INSPIRE compliant ETRS89 Lambert Azimuthal Equal Area Coordinate Reference System (ETRS-LAEA). |
Horizontal coverage | Europe - The domain spans from northern Africa beyond the northern tip of Scandinavia. In the west it ranges far into the Atlantic Ocean and in the east as far as to the Caspian Sea. |
Horizontal resolution | 5x5km |
Vertical resolution | 3 levels for soil moisture; surface level for river discharge and snow depth water equivalent. |
Temporal coverage | 3 January 1999 to 30 December 2018. |
Temporal resolution | Reforecasts are initialized at 00 UTC on Mondays and Thursdays with a 6-hourly time step and 46-day lead time. |
Ensemble members | 11 |
Update frequency | EFAS reforecasts are published at regular intervals on CDS, typically with every major EFAS upgrade. |
File format | GRIB2 and NetCDF-4 |
Conventions | WMO standards for GRIB2. The NetCDF-4 files inherit the WMO GRIB2 conventions. |
Versions | Current version - EFAS v4.0 released 2020-10-14. For more information on versions we refer to EFAS versioning system. |
EFAS Seasonal real-time forecasts
This dataset provides gridded modelled daily hydrological time series forced with seasonal meteorological forecasts from EFAS. The temporal resolution is daily forecasts initialised once a month consisting of:
- River discharge
- Soil moisture for three soil layers
- Snow water equivalent
It also provides static data on soil depth for the three soil layers. Soil moisture and river discharge data are accompanied by Auxiliary Data for interpretation.
This dataset was produced by forcing the LISFLOOD hydrological model at a 5x5km resolution with seasonal meteorological ensemble forecasts. The forecasts are initialised on the first of each month with a lead time of 215 days at 24-hour time steps. The meteorological data are seasonal forecasts (SEAS5) from ECMWF with 51 ensemble members. The forecasts are available from November 2020. Data can be accessed is several ways, the most common is through the CDS (see Data Access).
Table: Seasonal forecasts of river discharge and related data from EFAS
DATA DESCRIPTION | |
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Data type | Gridded |
Projection | The geographical projection is the INSPIRE compliant ETRS89 Lambert Azimuthal Equal Area Coordinate Reference System (ETRS-LAEA). |
Horizontal coverage | Europe - The domain spans from northern Africa beyond the northern tip of Scandinavia. In the west it ranges far into the Atlantic Ocean and in the east as far as to the Caspian Sea. |
Horizontal resolution | 5x5km |
Vertical resolution | 3 levels for soil moisture; surface level for river discharge, snow depth water equivalent. |
Temporal coverage | 1 November 2020 to near real-time. |
Temporal resolution | Forecasts are initialized the first of each month at 00 UTC with a 24-hour time step and lead time of 215 days. |
Ensemble members | 51 |
Update frequency | The EFAS forecasts are published on CDS every month. |
File format | GRIB2 and NetCDF-4 |
Conventions | WMO standards for GRIB2. The NetCDF-4 files inherit the WMO GRIB2 conventions |
Versions | Operational forecasts use the latest version of the EFAS system, hence the version will depend on the forecast initiation date. The version used to produce each individual forecast is included in the metadata, and the date in which it is valid for can be seen in Citation on the right hand side. For a full description of the versions we refer to the wiki pages in EFAS versioning system. |
EFAS Seasonal reforecasts
This dataset provides modelled daily hydrological time series forced with seasonal meteorological reforecasts from EFAS. The temporal resolution is daily forecasts initialised once a month over the reforecast period 1991-2020 of:
- River discharge
- Soil moisture for three soil layers
- Snow water equivalent
It also provides static data on soil depth for the three soil layers. Soil moisture and river discharge data are accompanied by Auxiliary Data for interpretation.
This dataset was produced by forcing the LISFLOOD hydrological model at a 5x5km gridded resolution with seasonal meteorological ensemble reforecasts. Reforecasts are forecasts run over past dates and are typically used to assess the skill of a forecast system or to develop tools for statistical error correction of the forecasts. The reforecasts are initialised on the first of each month with a lead time of 215 days at 24-hour time steps. The forcing meteorological data are seasonal reforecasts from ECMWF, consisting of 25 ensemble members up until December 2016, and after that 51 members. Hydrometeorological reforecasts are available from 1991-01-01 up until 2020-10-01. Data can be accessed is several ways, the most common is through the CDS (see Data Access).
Table: Seasonal reforecasts of river discharge and related data from EFAS
DATA DESCRIPTION | |
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Data type | Gridded |
Projection | The geographical projection is the INSPIRE compliant ETRS89 Lambert Azimuthal Equal Area Coordinate Reference System (ETRS-LAEA). |
Horizontal coverage | Europe - The domain spans from northern Africa beyond the northern tip of Scandinavia. In the west it ranges far into the Atlantic Ocean and in the east as far as to the Caspian Sea. |
Horizontal resolution | 5x5km |
Vertical resolution | 3 levels for soil moisture; surface level for river discharge, snow depth water equivalent. |
Temporal coverage | 1 January 1991 to 1 October 2020. |
Temporal resolution | Forecasts are initialized the first of each month at 00 UTC and run with a 24-hour time step with a lead time of 215 days. |
Ensemble members | 25 members up until December 2016, and after that 51 members |
Update frequency | The reforecasts will be updated when there is a new version of the seasonal forecast or the EFAS system |
File format | GRIB2 and NetCDF-4 |
Versions | Current version - EFAS v4.0 released 2020-10-14. For more information on versions we refer to EFAS versioning system. |
EFAS variables
EFAS variables (called 'parameters' in ECMWF MARS) are the hydrological entities calculated by the modelling chain.
Three types of EFAS variables are available: river discharge, snow depth water equivalent and volumetric soil moisture content. A short description is given below in the below table along with associated metadata information .
Table: Available EFAS variables
EFAS Short Description | Unit | GRIB parameter ID | GRIB Short name | GRIB Name | Comment | GRIB description | CDS description |
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River discharge | m3/s | 240023/ 240024 | dis06/ dis24 | Mean discharge in the last 6/ 24 hours | Average | Volume rate of water flow, including sediments, chemical and biological material, in the river channel averaged over a time step through a cross-section | Same as GRIB description |
Snow depth water equivalent | kg/m2 (mm) | 228141 | sd | Snow depth water equivalent | Instantaneous at the end of the model time step | Snow depth water equivalent in kg m**-2 (mm) water equivalent | The value represents the mass of water per square meter if all the snow in the grid box would be melted. The value is instantaneous meaning that it is valid for the last time step of the integration at the issued model time step |
Volumetric soil moisture content | m3 /m3 | 260199 | vsw | Volumetric soil moisture | Instantaneous at the end of the model time step Available for three soil layers | Volumetric soil moisture | Amount of water in a cubic meter of soil valid for the cell grid at the corresponding soil layer. The value is instantaneous meaning that it is valid for the last time step of the integration at the issued model time step. For more documentation on the calculation of the volumetric soil moisture we refer to the documentation. |
Soil depth | m | 260367 | sod | Soil depth | Set of three values. Depth from the surface to the bottom of each layer | Soil depth, positive downward. It is meant to be used together with the type of level 'soil level' to encode the depth of the level at each grid point | Soil depth, positive downward for each of the three soil layers at each grid point. The value is relative from the top of the land surface to the bottom of each layer respectively |
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EFAS variable river discharge (dis) is stored as average over the time step of the model (6-hourly or 24-hourly), with time stamp (date and time of end of averaging period) explicit in the GRIB short name. In EFAS, river discharge is calculated in each grid box of the hydrological model. However, not all grid boxes correspond to a river segment, and because of the relatively coarse resolution of the EFAS gridded domain, the modelled river network in EFAS might be associated with slightly different latitude-longitude than in the real world. It is hence essential that when extracting river discharge data, the user also checks the upstream area of the grid box of interest. The EFAS upstream area can be found in the Auxiliary Data pages. Some short scripts to use as examples are provided in the Working with CEMS-Flood Data pages. |
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Snow depth water equivalent represents the amount of water stored as ice and snow given as an instantaneous value at the end of each model time step. The time stamp (date and time of end of time step period) is explicit in the GRIB short name. In EFAS, snow depth water equivalent in each grid box is calculated from three elevation-related bands to account for the difference in the melting rate with snow condition (see Auxiliary Data for more details). However, only the more directly usable composite snow map representing the total snow water equivalent for each grid box is made available. Some short scripts to use as examples are provided in the Working with CEMS-Flood Data pages. |
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Soil moisture content represents the amount of water stored in the soil layers given as an instantaneous value at the end of each model time step. The time stamp (date and time of end of time step period) is explicit in the GRIB short name. EFAS soil moisture content in each grid box is calculated in three layers, top, intermediate and bottom, each associated with a given soil depth (depth from top to bottom of that layer). Information for each 3 layers is provided as separate data field, the soil depth (see Auxiliary Data for more details). EFAS soil moisture information is stored as volumetric soil moisture content for each layer. The associated volume of water for that layer is volumetric soil moisture content multiplied by the layer thickness. The thickness of a specific layer is the difference between the depth of two consecutive layers. The total volume soil moisture content is the sum of volume of water for each layer. Note that in EFAS-IS, only soil moisture of the first 2 layers is shown. Some short scripts to use as examples are provided in the Working with CEMS-Flood Data pages. |
EFAS Horizontal Resolution and projection
The LISFLOOD operational model is setup over Europe with the spatial resolution of 5 * 5 km with the geographical projection is the INSPIRE compliant ETRS89 Lambert Azimuthal Equal Area Coordinate Reference System (ETRS-LAEA). ETRS-LAEA is a single projected coordinate reference system for the pan-European area. It is based on the ETRS89 geodetic datum and the GRS80 ellipsoid, and is the recommended projection for pan-European statistical mapping at all scales or for other purposes where true area representation is required. Its defining parameters can be found here.
Proj4 format: Proj4js.defs["EPSG:3035"] = " +proj=laea +lat_0=52 +lon_0=10 +x_0=4321000 +y_0=3210000 +ellps=GRS80 +units=m +no_defs "
EFAS Upstream Area
We do not recommend to use EFAS for catchments below XXXX km2, most of our products/layers use XXXX km2 as a threshold (i.e. we do not evaluate the model skill/performance in catchments smaller than XXXX km2).
GloFAS Available Data
Presented here is a brief overview of the GloFAS data made available to the public. For a full overview of the GloFAS system, please go to the dedicated wiki pages. You will find information on the latest releases here: Latest operational GloFAS release
GloFAS datasets
GloFAS historical
This dataset contains global modelled daily data of river discharge from GloFAS. River discharge. This dataset is simulated by forcing the the LISFLOOD hydrological modelling chain with inputs from the ERA5 global reanalysis. Data availability for the operational historical simulation is from 1979-01-01 up to near real time. Data can be accessed is several ways, the most common is through the CDS (see Data Access).
Table: River discharge and related historical data from GloFAS
DATA DESCRIPTION | |
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Data type | Gridded |
Horizontal coverage | Global except for Antarctica (90N-60S, 180W-180E) |
Horizontal resolution | 0.1° x 0.1° |
Vertical resolution | Surface level for river discharge |
Temporal coverage | 1 January 1979 to near real time for the most recent version |
Update frequency | A new river discharge reanalysis will be published with every major update of the GLOFAS system. The latest version will always be the version used in operations. For more information on the model versions, we refer to GloFAS versioning system. |
Conventions | WMO standards for GRIB2 |
Versions | Current version - GloFAS v3.1 released 2021-05-26. For more information on versions we refer to GloFAS versioning system. |
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GloFAS real-time forecasts
This dataset contains global modelled daily data of river discharge forced with meteorological forecasts from GloFAS. This dataset is simulated by forcing the the LISFLOOD hydrological modelling chain with input from ECMWF ensemble forecast combined with the ECMWF extended-range ensemble forecast up to 30 days. Data availability for the GloFAS forecast is from 2019-11-05 up to near real time. Data can be accessed is several ways, the most common is through the CDS (see Data Access).
Table: River discharge and related forecasted data from GloFAS
DATA DESCRIPTION | |
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Data type | Gridded |
Projection | Regular latitude-longitude grid |
Horizontal coverage | Global except for Antarctica (90N-60S, 180W-180E) |
Horizontal resolution | 0.1° x 0.1° |
Temporal coverage | 5 November 2019 to near real time |
Temporal resolution | Daily data |
Ensemble members | 51 |
Update frequency | Updated daily. For more information on the model versions, please refer to GloFAS versioning system. |
File format | GRIB2 and NetCDF-4 |
Conventions | WMO standards for GRIB2. The NetCDF-4 files inherit the WMO GRIB2 conventions |
Versions | Current version - GloFAS v3.1 released 2021-05-26. For more information on versions we refer to GloFAS versioning system. |
GloFAS reforecasts
This dataset provides a gridded modelled time series of river discharge, forced with medium- to sub-seasonal range meteorological reforecasts from GloFAS. This dataset was produced by forcing the LISFLOOD hydrological modelling chain with input from the ECMWF-ENS 11-member ensemble reforecasts. Reforecasts are forecasts run over past dates, and those presented here are used for providing a suitably long time period against which the skill of the 30-day real-time operational forecast can be assessed. The reforecasts are initialised twice weekly with lead times up to 46 days, at 24-hour steps for 20 years in the recent history. For more specific information on the how the reforecast dataset is produced we refer to GloFAS forecast skill. Data can be accessed is several ways, the most common is through the CDS (see Data Access).
Table: Reforecasts of river discharge and related data from GloFAS
DATA DESCRIPTION | |
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Data type | Gridded |
Projection | Regular latitude-longitude grid |
Horizontal coverage | Global except for Antarctica (90N-60S, 180W-180E) |
Horizontal resolution | 0.1° x 0.1° |
Temporal coverage | 3 January 1999 to 30 December 2018 |
Temporal resolution | Reforecasts are initialised at 00 UTC twice weekly with a 24-hour time step and 46-day lead time |
Ensemble members | 11 |
Update frequency | GloFAS reforecasts are published at regular intervals on CDS, typically with every major GloFAS upgrade |
File format | GRIB2 |
Conventions | WMO standards for GRIB2 |
Versions | Current version - GloFAS v3.1 released 2021-05-26. For more information on versions we refer to GloFAS versioning system. |
GloFAS Seasonal real-time forecasts
This dataset provides a gridded modelled time series of river discharge, forced with seasonal range meteorological forecasts from GloFAS. This dataset was produced by forcing the LISFLOOD hydrological model at a 0.1° (~11 km at the equator) resolution with downscaled runoff forecasts from the ECMWF 51-member ensemble seasonal forecasting system, SEAS5. The forecasts are initialised on the first of each month with a 24-hourly time step, and cover 123 days. Data can be accessed is several ways, the most common is through the CDS (see Data Access).
Table: Seasonal river discharge forecasts andSeasonal forecasts of river discharge and related data from GloFAS
DATA DESCRIPTION | |
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Data type | Gridded |
Projection | Regular latitude-longitude grid |
Horizontal coverage | Global except for Antarctica (90N-60S, 180W-180E) |
Horizontal resolution | 0.1° x 0.1° |
Vertical resolution | Surface level for river discharge |
Temporal coverage | 1 December 2020 to near-real time |
Temporal resolution | Forecasts are initialised the first of each month with a 24-hourly time step, and cover 123 days |
Ensemble members | 51 |
Update frequency | Monthly, made available on the 10th of each month |
File format | GRIB2 |
Conventions | WMO standards for GRIB2 |
Versions | Current version - GloFAS v3.1 released 2021-05-26. For more information on versions we refer to GloFAS versioning system. |
GloFAS Seasonal reforecasts
This dataset provides a gridded modelled time series of river discharge forced with seasonal range meteorological reforecasts from GloFAS. This dataset was produced by forcing the LISFLOOD hydrological modelling chain with input from the ECMWF ensemble seasonal forecasting system, SEAS5. For the period of 1981 to 2016 the number of ensemble members is 25, whilst reforecasts produced for 2017 onwards use a 51-member ensemble. Reforecasts are forecasts run over past dates, with those presented here used for producing the seasonal river discharge thresholds. In addition, they provide a suitably long time period against which the skill of the seasonal forecast can be assessed. The reforecasts are initialised monthly and run for 123 days, with a 24-hourly time step. For more specific information on the how the seasonal reforecast dataset is produced we refer to the documentation. Data can be accessed is several ways, the most common is through the CDS (see Data Access).
Table: Seasonal reforecasts of river discharge and related data from GloFAS
DATA DESCRIPTION | |
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Data type | Gridded |
Projection | Regular latitude-longitude grid |
Horizontal coverage | Global except for Antarctica (90N-60S, 180W-180E) |
Horizontal resolution | 0.1° x 0.1° |
Vertical resolution | Surface level for river discharge |
Temporal coverage | 1 January 1981 to 1 November 2020 |
Temporal resolution | Reforecasts are initialised on the first of each month and run for 123 days, with a 24-hourly time step |
Ensemble members | For the period of 1981 to 2016 the number of ensemble members is 25, whilst reforecasts produced for 2017 onwards use a 51-member ensemble |
Update frequency | GloFAS reforecasts are published at regular intervals on CDS, typically with every major GloFAS upgrade |
File format | GRIB2 |
Conventions | WMO standards for GRIB2 |
Versions | Current version - GloFAS v3.1 released 2021-05-26. For more information on versions we refer to GloFAS versioning system. |
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GloFAS variables
GloFAS variables (called 'parameters' in ECMWF MARS) are the hydrological entities calculated by the modelling chain. For GloFAS only river discharge is made available. A short description is given below in the below table along with associated metadata information.
Table: Available GloFAS variables
GLOFAS Short Description | Unit | GRIB parameter ID | GRIB Short name | GRIB Name | Comment | GRIB description | CDS description |
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River discharge | m3/s | 240024 | dis24 | Mean discharge in the last 24 hours | Average | Volume rate of water flow, including sediments, chemical and biological material, in the river channel averaged over a time step through a cross-section. | Same as GRIB description |
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GloFAS variable river discharge (dis) is stored as average over the time step of the model (24-hourly), with time stamp (date and time of end of averaging period) explicit in the GRIB short name. In GloFAS, river discharge is calculated in each grid box of the hydrological model. However, not all grid boxes correspond to a river segment, and because of the relatively coarse resolution of the GloFAS gridded domain, the modelled river network in GloFAS might be associated with slightly different latitude-longitude than in the real world. It is hence essential that when extracting river discharge data, the user also checks the upstream area of the grid box of interest. The GloFAS upstream area can be found in the Auxiliary Data pages. Some short scripts to use as examples are provided in the Working with CEMS-Flood Data pages. |
GloFAS Upstream Area
We do not recommend to use GloFAS for catchments below 2000 km2, as most of our products/layers use 1000 km2 as a threshold (i.e. we do not evaluate the model skill/performance of GloFAS in catchments smaller than 1000 km2)