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Contributors: A. Velazquez Blazquez (Royal Meteorological Institute of Belgium (RMIB)), N.Clerbaux (RMIB)

Issued by: RMIB/Nicolas Clerbaux

Date: 24/11/2023

Ref: C3S2_D312a_Lot1.2.2.6-v1.0_202303_PUGS_ECVEarthRadiationBudget_v1.1

Official reference number service contract: 2021/C3S2_312a_Lot1_DWD/SC1

Table of Contents

History of modifications

Version

Date

Description of modification

Chapters / Sections

v1.0

31/03/2023

First version

All

V1.1

24/11/2023

Document amended in line with feedback from independent review.

All

List of datasets covered by this document

Deliverable ID

Product title

Product type (CDR, ICDR)

Version number

Delivery date

D2.7.4

Dataset - Earth Radiation Budget TSI_TOA CDR v3.0

CDR

V3.0

31/03/2023

D2.7.6-P1

Dataset - Earth Radiation Budget TSI_TOA ICDR v3.1

ICDR

V3.1

30/09/2023


Related documents

Reference ID

Document

D1

Clerbaux N., Velazquez Blazquez A. (2023), C3S Earth Radiation Budget TSI v3,

Service: Algorithm Theoretical Basis Document (ATBD), Copernicus Climate Change,

Document ref: C3S2_D312a_Lot1.2.2.5-v1.0_202303_ATBD_ECVEarthRadiationBudget_v1.0

https://confluence.ecmwf.int/pages/viewpage.action?pageId=xxxxxxxxx

Last accessed on xx/yy/zzzz

D2

Clerbaux N., Velazquez Blazquez A, E. Baudrez (2022), C3S Earth Radiation Budget TSI v3,

Service: Product Quality Assurance Document (PQAD), Copernicus Climate Change,

Document ref: C3S2_D312a_Lot1.1.2.5-v1.0_202212_PQAD_ECVEarthRadiationBudget_v1.0

https://confluence.ecmwf.int/pages/viewpage.action?pageId=xxxxxxxxx

Last accessed on xx/yy/zzzz

D3

Clerbaux N., A. Velazquez Blazquez (2023), C3S Earth Radiation Budget TSI v3,

Service: Product Quality Assurance Report (PQAR), Copernicus Climate Change,

Document ref: C3S2_D312a_Lot1.2.2.7-v1.0_202303_PQAR_ECVEarthRadiationBudget_v1.0

https://confluence.ecmwf.int/pages/viewpage.action?pageId=xxxxxxxxx

Last accessed on xx/yy/zzzz

D4

Clerbaux N., E. Baudrez, A. Velazquez Blazquez (2023), C3S Earth Radiation Budget TSI v3,

Service: System Quality Assurance Document (SQAD), Copernicus Climate Change,

Doc ref: C3S2_D312a_Lot1.3.2.5-v1.0_202303_SQAD_RMIB_v1.1

https://confluence.ecmwf.int/pages/viewpage.action?pageId=xxxxxxxxx

Last accessed on xx/yy/zzzz

D5

Karlsson, K.-G., et al., (2023): C3S Earth Radiation Budget CDRs releases until March 2023: Target Requirements and Gap Analysis Document. Copernicus Climate Change Service. Document reference C3S2_D312a_Lot1.3.1.1-2022_TRGAD-ERB_v1.1.

https://confluence.ecmwf.int/display/CKB/ERB%3A+Target+Requirements+and+Gap+Analysis+Document

Last accessed on 24/11/2023

Acronyms

Acronym

Definition

ACRIM

Active Cavity Radiometer Irradiance Monitor

ATBD

Algorithm Theoretical Basis Document

AU

Astronomical Unit

C3S

Copernicus Climate Change Service

CDR

Climate Data Record

CDS

Climate Data Store

CET

Central European Time

CUS

Copernicus User Support

DIARAD

DIfferential Absolute RADiometer

DWD

Deutscher Wetterdienst

ECMWF

European Centre for Medium-Range Weather Forecasts

ECV

Essential Climate Variable

ERB

Earth Radiation Budget

ERBE

Earth Radiation Budget Experiment

ERBS

Earth Radiation Budget Satellite

EURECA

European Retrievable Carrier

FAQ

Frequently Asked Question

FTP

File Transfer Protocol

GERB

Geostationary Earth Radiation Budget

HTTP

HyperText Transfer Protocol

ICDR

Interim Climate Data Record

KPI

Key Performance Indicator

PMO

Physikalisch-Meteorologisches Observatorium

PQAR

Product Quality Assurance Report

PREMOS

Precision Monitor Sensor

RMIB

Royal Meteorological Institute of Belgium

SARR

Space Absolute Radiometric Reference

SIM

Solar Irradiance Monitor

SMM

Solar Maximum Mission

SOHO

Solar and Heliospheric Observatory

SOLCON

Solar Constant

SORCE

Solar Radiation and Climate Experiment

SOVA

Solar Variability

SOVIM

Solar Variability Irradiance Monitor

TCDR

Thematic Climate Data Record

TCTE

Total Solar Irradiance Calibration Transfer Experiment

TIM

Total Irradiance Monitor

TOA

Top Of Atmosphere

TSI

Total Solar Irradiance

TSIS

Total and Spectral Solar Irradiance Sensor

UTC

Coordinated Universal Time

VIRGO

Variability of solar IRradiance and Gravity Oscillations

List of tables

Table 1-1: General characteristics of the C3S v3.x daily TSI CDR.

Table 1-2: Total Solar Irradiance space instruments (the acronyms are defined in footnote). The instruments used in the C3S v3.x composite are indicated in bold while the 5 instruments used to define the absolute level are marked with (*).

Table 1-3: Target requirements for the C3S v3.x daily TSI CDR.

Table 1-4: Data format per column of the C3S v3.x daily TSI CDR.

Table 1-5: Instrument flag code.

List of figures

Figure 1-1: Illustration of the C3S daily TSI CDR (v3.0) and ICDR period (1/1/2021 onward), in grey. The 121-days running mean is also shown (orange curve).

Figure 1-2: Beginning of the C3S TSI data file.

General definitions

Term

Definition

Total Solar Irradiance (TSI)

The Total Solar Irradiance (TSI) quantifies the total amount of solar energy that is received by the Earth. It is defined per unit surface perpendicular to the Sun–Earth direction at the mean Sun–Earth distance. The TSI is a fundamental variable governing the climate system, and is recognized as Essential Climate Variable (ECV) by the Global Climate Observing System (GCOS).

Climate Data Store (CDS)

The front-end and delivery mechanism for data made available through C3S

Earth Radiation Budget

The difference between the incoming radiant energy to the Earth (directly dependent on the TSI) and the outgoing radiant energy due to reflection and thermal emission.

Climate Data Record (CDR)

Sufficiently long, accurate and stable time series of a climate variable to be useful to address climate variability and change.

Interim Climate Data Record

An interim CDRs is an extension of a CDR that meets some timeliness requirements needed in some applications (e.g. “State of the Climate” reports). These preliminary data might not be fully validated and may need to be reprocessed before inclusion in the CDR.

Astronomical unit

Unit of length equal to the mean distance between the center of the Earth and the center of the Sun.

Irradiance

Flux of radiant energy per unit area (usually expressed in W/m² unit).

Scope of the document

This document is the Product User Guide and Specifications (PUGS) for the third version (v3.0) of the daily Total Solar Irradiance (TSI) timeseries which is generated and published as part of the Copernicus Climate Change Service (C3S), and subsequent ICDR extensions of the product time series (v3.x). It provides the minimum information a user should need for an appropriate use of the TSI data available through the C3S Climate Data Store (CDS).

Executive summary

The Total Solar Irradiance (TSI) quantifies the amount of solar energy that is received by the Earth. It is defined as the amount of solar power that reaches the Earth per unit surface perpendicular to the Sun–Earth direction at the mean Sun–Earth distance. The TSI is a fundamental variable governing the climate system, and is recognized as an Essential Climate Variable (ECV) by the Global Climate Observing System (GCOS).

Within the Copernicus Climate Change Service (C3S), a long composite Climate Data Record (CDR) is constructed from different TSI measurements obtained by an ensemble of space instruments that have observed the Sun since the 1970’s. In the v3 version, the composite starts on 1/1/1979 and provides daily value of the TSI. To create the composite, the measurements of the individual instruments are first put on a common absolute scale, and their quality is assessed by intercomparison. Then, the composite time series is an average of all available measurements, on a daily basis.

Section 1 presents a description of the product, with the list of the instruments used in the generation of the datasets. In addition, there's all the information related to the format and requirements of the product, with an example of a dataset. Section 2 presents all the information related to the access of the data and the data sources.

1. Composite daily Total Solar Irradiance CDR

1.1 Product description

The Total Solar Irradiance (TSI) quantifies the amount of solar energy that is received by the Earth. The TSI is defined as the amount of solar power that reaches the Earth’s top of the atmosphere per unit surface area perpendicular to the Sun–Earth direction at the mean Sun–Earth distance. It is a fundamental variable governing the climate system, and is recognized as an ECV by the Global Climate Observing System (GCOS). Within the Copernicus Climate Change Service (C3S), a composite Climate Data Record (CDR) is constructed from measurements of the TSI assessed by an ensemble of space instruments.

The first Total Solar Irradiance (TSI) measurements from space were made with the Temperature Control Flux Monitor (TCFM) on Mariner 6 and 7 (Plamondon, 1969). Following this, continuous measurement of the TSI started with the Earth Radiation Budget (ERB) instrument on Nimbus 7 (Hickey et al., 1980). Then continuous monitoring with an ageing corrected TSI instrument started with the Active Cavity Radiometer Irradiance Monitor (ACRIM1) instrument on the Solar Maximum Mission (SMM) (Willson et al., 1980). Since these early missions, TSI measurements have been continued with several space instruments listed in Table 1-2 (reproduced from ATBD [D1]).

The daily TSI composite is constructed by scaling the individual series to a common absolute level as described in the ATBD [D1]. An important part is the definition of this reference level. In the version v3.0 (and the following ICDR releases v3.1, v3.2, etc), the scaling level is defined by normalizing a set of reference instruments, in such a way that their average scale factor is equal to 1. These reference instruments are indicated with a (*) in Table 1-2.

For the ICDR, a regular download of new TSI data is performed for the active instruments before launching the ICDR processing. Currently these active instruments are: DIARAD/VIRGO, PMO6/VIRGO and TIM/TSIS. This list is likely to change in the future due to probable discontinuation of the SOHO satellite (with DIARAD and PMO06 instruments onboard) and also the incorporation of new instruments like DARA and CLARA.

The general characteristics of this Climate Data Record (CDR) are summarized in Table 1-1.

Table 1-1: General characteristics of the C3S v3.x daily TSI CDR.

C3S daily TSI timeseries

Spatial resolution

NA

Grid

NA

Temporal resolution

Daily mean

Time period

CDR : 1st Jan. 1979 to 31st Dec. 2020

ICDR : 1st Jan. 2021 to present

(~ 10 days latency)

Format

ASCII

Reference level for the fluxes

Irradiance at 1 Astronomical Unit (AU)

+ Irradiance at actual Earth-Sun distance


Table 1-2: Total Solar Irradiance space instruments (the acronyms are defined in footnote). The instruments used in the C3S v3.x composite are indicated in bold while the 5 instruments used to define the absolute level are marked with (*).

Instrument1

Platform(s)

Used

Operation period(s)

References

TCFM

Mariner-6 & 7

No

1969

Plamondon (1969)

ERB


Nimbus 6

No

1975

Hickey et al (1976)

Nimbus 7

Yes

1978 - 1993

Hickey et al (1980)

ACRIM 1

SMM

Yes

1980 - 1989

Willson et al. (1980)

Solcon 1

Spacelab 1

No

1983

Crommelynck et al (1987)

ERBE


ERBS

Yes

1984 - 2003

ERBE(1986)

NOAA-9

Yes

1985 - 1989

ERBE(1986)

ACRIM 2

UARS

Yes

1991 - 2001

Willson et al. (1994)

Solcon 2

Atlas 1

No

1992

Crommelynck et al (1994)

Sova 1

Eureca

No

1992 - 1993

Crommelynck et al (1994)

Sova 2

Eureca

No

1992 - 1993

Romero et al. (1994)

ISP-2

Meteor-3 7

No

1994

Sklyarov et al. (1996)

DIARAD/VIRGO

SOHO

Yes

1996 - present

Dewitte et al. (2004)

PMO06V-A/VIRGO (*)

SOHO

Yes

1996 - present

Froehlich et al. (1997)

ACRIM 3

ACRIMSAT

Yes

2000 - 2014

Willson et al. (2003)

TIM (*)

SORCE

Yes

2003 - 2020

Kopp et al. (2005)

DIARAD/SOVIM

ISS

No

2008

Mekaoui et al. (2010)

SIM

FY 3A

No

2008 - 2015

Fang et al. (2014)

SOVA

Picard

Yes

2010 - 2014

Dewitte et al. (2012)

PREMOS (*)

Picard

Yes

2010 - 2014

Schmutz et al. (2012)

SIM

FY 3B

No

2011 - present

Fang et al. (2014)

TIM (*)

TCTE

Yes

2013 - present

Kopp et al. (2016)

SIM

FY 3C

No

2013 - present

Wang et al. (2017)

TIM (*)

TSIS-1

Yes

2018 - present

Kopp, G. (2020)

CLARA

NorSat

No

2018 - present

Walter et al. (2017)

DARA

PROBA-3

No

To be launched


TCFM: Temperature Control Flux Monitor; ERB: Earth Radiation Budget; ACRIM: Active Cavity Radiomer Irradiance Monitor; SMM: Solar Maximum Mission; SOLCON: Solar Constant; ERBE: Earth Radiation Budget Experiment; ERBS: Earth Radiation Budget Satellite; NOAA: National Oceanic and Atmospheric Administration; UARS: Upper Atmosphere Research Satellite; ATLAS: Atmospheric Laboratory for Applications and Science; SOVA: Solar Variability; EURECA: European Retrievable Carrier; ISP: Solar Constant Gauge; DIARAD: Differential Absolute Radiometer; VIRGO: Variability of Irradiance and Gravity Oscillations; SOHO: Solar and Heliospheric Observatory; PMO: Physikalisches und Meteorologisches Observatorium; TIM: Total Irradiance Monitoring; SORCE: Solar Radiation and Climate Experiment; SOVIM: Solar Variability Irradiance Monitor; SIM: Solar Irradiance Monitor; FY: Feng Yung; PREMOS: Precision Monitor Sensor; TCTE: Total Solar Irradiance Calibration Transfer Experiment.

Figure 1 illustrates the TSI daily timeseries. The daily values are shown in grey while the red curve shows the 121-days running mean. The CDR (indicated as TCDR on the graph) starts during the solar cycle 21 and stops just before the increase of solar activity during cycle 25. The ICDR (interim) period is shown.

Figure 1-1: Illustration of the C3S daily TSI CDR (v3.0) and ICDR period (1/1/2021 onward), in grey. The 121-days running mean is also shown (orange curve).

1.2 Target requirements

The target requirements for the TSI daily records are discussed in the Target Requirements and Gap Analysis Document (TRGAD)[D5] and are summarized in Table 1-3. The stability requirement is slightly relaxed for the ICDR version. These requirements are verified in the Product Quality Assurance Report (PQAR, [D5]).

Table 1-3: Target requirements for the C3S v3.x daily TSI CDR.

Target requirements

Spatial resolution

NA

Temporal coverage

1st January 1979 - present

Accuracy

TCDR : < 1 W/m²
ICDR : < 1 W/m²

Stability

TCDR : < 0.3 W/m²/decade
ICDR : < 0.5 W/m²/decade

1.3 Data Format

The data comes as a simple ASCII text file that can be opened with many tools such as text editors (e.g. vi, gedit, notepad, etc.), spreadsheets (e.g. excel), and graphical tools (e.g. gnuplot). It contains a header followed by the actual data. The header provides information about the CDR such as the version, type (CDR or ICDR), creation date and time, license, documentation, input time series (instruments) that have been used, and scaling factors. Any user of the data should have a careful look at the header. The data part is organized per line, with 1 line per day, with 23 columns with the content specified in Table 1-4.

Table 1-4: Data format per column of the C3S v3.x daily TSI CDR.

col

Column content
1

Date expressed as fractional year (e.g. 1987.0 is 1st Jan 1987 at 00:00 UTC). This field is useful for visualization.

2

Total Solar Irradiance (TSI) value in W/m² at 1 Astronomical Unit (AU). This value is the daily mean.

3

Date expressed as Julian Day number (integer number).

4

Date expressed as a character string YYYYMMDD (YYYY=year, MM=month, DD=day)

5

Number of individual TSI values combined in the composite TSI for this day.

6

Estimated TSI uncertainty in W/m².

7

Earth-Sun distance in Astronomical Unit (AU) for this date at 12:00 UTC.

8

TSI value at the actual Earth-Sun distance, in W/m².

9

Flags for the instruments/models used in the composite.

10

Original TSI values for instrument ERB/NIMBUS7

11

Original TSI values for instrument ACRIM1

12

Original TSI values for instrument ERBS

13

Original TSI values for instrument ACRIM2

14

Original TSI values for instrument DIARAD/VIRGO

15

Original TSI values for instrument PMO06/VIRGO

16

Original TSI values for instrument ACRIM3

17

Original TSI values for instrument TIM/SORCE

18

Original TSI values for instrument PREMOS

19

Original TSI values for instrument SOVAP

20

Original TSI values for instrument TIM/TCTE

21

Original TSI values for instrument TIM/TSIS1

22

Original TSI values for model SATIRE

23

Original TSI values for model NRLTSI2

The 9th column provides a character string composed of 14 digits, one for each instrument/model used in the composite. The order of these digits follows the order in the table. The meaning of each digit is presented in table 1-5. As an example, the character string “02030000000011” means that only instruments 2 and 4 are used for the daily mean for this particular day.

Table 1-5: Instrument flag code.

Instrument flag code

0

No data available for this day. The value in the instrument column is “NaN”.

1

Data available for this day, but not used in the composite. The non-used value is in the instrument column.

2

Data available for this day and used in the composite. The non-used value is in the instrument column.

3

Data are not available for this day but interpolation is done. The interpolated value is given in the instrument’s column.

4

Data rejected for this day (e.g. outlier), interpolation is done. The original value is given in the instrument’s column.

The following figure 1-2 shows the beginning of the C3S TSI data file. The two last columns provide the TSI value from the SATIRE-S (Ball et al., 2014) and the NRL TSI v2 semi-empirical models. These models are not used in the CDR, except SATIRE-S at the very beginning of the record (between 1st January 1979 and 6 November 1980).

Figure 1-2: Beginning of the C3S TSI data file.

The users are invited to read the ATBD [D1], the PQAD [D2], the PQAR [D3], the SQAD [D4] and the TRGAD [D5] documents for additional information on the data product and production system. 

1.4 Disclaimer and License

This data product has been produced by the Royal Meteorological Institute of Belgium (RMIB), on behalf of the Copernicus Climate Change Service (C3S). The following License and disclaimer apply: https://cds.climate.copernicus.eu/api/v2/terms/static/licence-to-use-copernicus-products.pdf

2. Data access information

2.1 Data access through the RMIB

The C3S daily Total Solar Irradiance (TSI) timeseries is made available to the C3S Climate Data Store (CDS) through an HTTPS server hosted by the Royal Meteorological Institute of Belgium (RMIB). The server provides a validated version of the CDR over the period: 1st January 1979 – 31st December 2020 (in version 3.0):

        https://gerb.oma.be/tsi/C3S_RMIB_daily_TSI_composite_TCDR_v3.0.txt

and regularly updated the ICDR with increasing version number v3.x, e.g.:

        https://gerb.oma.be/tsi/C3S_RMIB_daily_TSI_composite_ICDR_v3.1.txt

In addition, a daily update of the ICDR is performed in the “latest” file:

        https://gerb.oma.be/tsi/C3S_RMIB_daily_TSI_composite_ICDR_v3_latest.txt

2.2 Data access through the CDS

Data access through the CDS

Within C3S, the distribution will be through the CDS (https://cds.climate.copernicus.eu/) where documentation created for the inclusion of the data in the CDS, such as this PUGS, will be also provided.

2.3 Product ordering process

You need to be registered and logged in to order products in the CDS. A login is provided upon registration, all products in the CDS are delivered free of charge.

References

Ball, W.T., Krivova, N.A., Unruh, Y.C., Haigh, J.D. and Solanki, S.K., 2014. A new SATIRE-S spectral solar irradiance reconstruction for solar cycles 21–23 and its implications for stratospheric ozone. Journal of the Atmospheric Sciences, 71(11), pp.4086-4101.

Crommelynck, D., Domingo, V., Fichot, A., & Lee, R. (1994). Total Solar Irradiance Observations from the EURECA and ATLAS Experiments. International Astronomical Union Colloquium, 143, 63-69. doi:10.1017/S0252921100024544

Dewitte S. (2013). The Contribution of the DIARAD Type Radiometer to the Revision of the Solar Constant Technical Note. Available at ftp://gerb.oma.be/steven/RMIB_TSI_composite/ diaradnewsolarconstant.pdf

Dewitte, S. and Clerbaux, N., 2017. Measurement of the earth radiation budget at the top of the atmosphere—a review. Remote Sensing, 9(11), p.1143.

Dewitte, S. and Nevens, S., 2016. The total solar irradiance climate data record. The Astrophysical Journal, 830(1), p.25.

Dewitte, S., Crommelynck, D., and Joukoff, A. (2004). Total solar irradiance observations from DIARAD/VIRGO, J. Geophys. Res., 109, A02102, doi:10.1029/2002JA009694.

Dewitte, S., Janssen, E. and Mekaoui, S., (2013). May. Science results from the Sova-Picard total solar irradiance instrument. In AIP Conference Proceedings (Vol. 1531, No. 1, pp. 688-691). AIP. doi:10.1063/1.4804863

ERBE Science Team (1986). First data from the Earth Radiation Budget Experiment. BAMS, 67, 818--824.

Froehlich, C. (2003). Long-Term Behaviour of Space Radiometers, Metrologia,40, 60-65.

Froehlich, C., Crommelynck, D.A., Wehrli, C. et al. (1997). In-Flight Performance of the Virgo Solar Irradiance Instruments on Soho. Sol. Phys. 175, 267–286. doi:10.1023/A:1004929108864

Hickey, J.R., L.L. Stowe, H. Jacobowitz, P. Pellegrino, R.H. Machhoff, F. House, T.H. Vonder Haar (1980). Initial solar irradiance determinations from nimbus 7 cavity radiometer measurements, Science, 208, 281--283.

Kopp, G., Lawrence, G. & Rottman, G. (2005). The Total Irradiance Monitor (TIM): Science Results. Sol Phys 230, 129–139. doi:10.1007/s11207-005-7433-9

Mekaoui, S., Dewitte, S. (2008). Total Solar Irradiance Measurement and Modelling during Cycle 23. Sol Phys 247, 203–216. doi:10.1007/s11207-007-9070-y

Mekaoui, S., Dewitte, S., Conscience, C. and Chevalier, A. (2010). Total solar irradiance absolute level from DIARAD/SOVIM on the International Space Station. Advances in Space Research, 45(11), pp.1393-1406.

Mount Wilson Observatory (2013). The 150-foot Solar Tower Current Selected Data (Mt. Wilson, CA: Mount Wilson Institute), http://obs.astro.ucla.edu/150_data.html

Plamondon, (1969): TCFM solar observations on Mariner 6, JPL Space Program Summary, 3, 162.

Romero, J., Wehrli, C. & Fröhlich, C. (1994). Solar total irradiance variability from SOVA 2 on board EURECA. Sol. Phys. 152, 23–29 doi:10.1007/BF01473178

Schmutz W., Fehlmann A., Finsterle W., Kopp G., Thuillier G. (2012). Total solar irradiance measurements with PREMOS/Picard, AIP Conf. Proc, 1531, 624. doi: 10.1063/1.4804847

TCTE 2014, Total Solar Irradiance Calibration Transfer Experiment (Boulder, CO: Univ. of Colorado), http://lasp.colorado.edu/home/tcte/data

Willson, R. (1994). Irradiance Observations of SMM, Spacelab 1, UARS, and ATLAS Experiments. International Astronomical Union Colloquium, 143, 54-62. doi:10.1017/S0252921100024532

Willson, R.C. (2014). ACRIM3 and the Total Solar Irradiance database. Astrophys. Space Sci. 352, 341–352. doi:10.1007/s10509-014-1961-4

Willson, R.C., S. Gulkis, M. Janssen, H.S. Hudson, G.A. Chapman, (1980): Observations of Solar Irradiance Variability, Science, 211, 700 - 702. doi: 10.1126/science.211.4483.700

This document has been produced with funding by the European Union in the context of the Copernicus Climate Change Service (C3S), operated by the European Centre for Medium-Range Weather Forecasts on behalf on the European Union (Contribution Agreement signed on 22/07/2021). All information in this document is provided “as is” and no guarantee of warranty is given that the information is fit for any particular purpose. The users thereof use the information at their sole risk and liability. For the avoidance of all doubt, the European Commission and the European Centre for Medium-Range Weather Forecasts have no liability in respect of this document, which is merely representing the author’s view.

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