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Récupérez facilement les dernières prévisions Arome et Arpege de MétéoFrance

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MeteoFetch permet de récupérer les dernières prévisions modèles MétéoFrance Arome (0.025°, 0.01°, et les cinq domaines Outre-Mer) et Arpege (0.25° et 0.1°) sans clé d'API. Les prévisions sont renvoyés sous forme de xarray.DataArray qui respectent le standard CF (Climate and Forecast).

Plus de précisions sur https://meteo.data.gouv.fr.

La méthode cfgrib.open_datasets est actuellement un bottleneck, plus que le temps de téléchargement des fichiers grib, je vais réfléchir à comment contourner ce problème.

Installation

Le package est disponible sur Pypi :

pip install meteofetch

Le package est également disponible sur conda-forge :

conda install -c conda-forge meteofetch
# Ou :
mamba install meteofetch

Usage

from meteofetch import Arome0025

datasets = Arome0025.get_latest_forecast(paquet='SP3')
datasets['ssr']

Par défaut, meteofetch sert à l'utilisateur toutes les variables contenues dans le paquet requêté. Il est cependant conseillée de préciser les variables voulues pour limiter l'usage mémoire :

from meteofetch import Arome001

datasets = Arome001.get_latest_forecast(paquet='SP1', variables=('u10', 'v10'))
datasets['u10']

datasets = Arome001.get_latest_forecast(paquet='SP2', variables='sp')
datasets['sp']

Vous pouvez ensuite utiliser les méthodes usuelles proposées par xarray pour traiter les DataArray :

import xarray as xr
import matplotlib.pyplot as plt
from meteofetch import Arpege01

dim = "points"
coords = ["Paris", "Edimbourg"]
x = xr.DataArray([2.33, -3.18], dims=dim)
y = xr.DataArray([48.9, 55.95], dims=dim)

datasets = Arpege01.get_latest_forecast(paquet="SP1", variables="t2m")

plt.figure(figsize=(8, 3))
datasets["t2m"].sel(lon=x, lat=y, method="nearest").assign_coords(
    {dim: coords}
).plot.line(x="time")

output_code_1

Ou encore :

from meteofetch import Arome001

datasets = Arome001.get_latest_forecast(paquet='SP3', variables='h')

datasets['h'].plot(cmap='Spectral_r', vmin=0, vmax=3000)

output_code_2

Les domaines Outre-Mer sont également disponibles :

from meteofetch import (
    AromeOutreMerAntilles,
    AromeOutreMerGuyane,
    AromeOutreMerIndien,
    AromeOutreMerNouvelleCaledonie,
    AromeOutreMerPolynesie,
)

datasets = AromeOutreMerIndien.get_latest_forecast(paquet="SP1")
datasets["t2m"].mean(dim="time").plot(cmap="Spectral_r")

output_code_3

Nomenclature

Arpege 0.25° est un modèle couvrant le globe, alors que les trois autres (Arpege 0.1°, Arome 0.025° et Arome 0.01°) sont à aires limitées. Arpege 0.1° couvre l'Europe, tandis que les deux modèles Arome couvrent la France, mais avec des résolutions différentes.

Arome001

Résumé des champs contenus dans chaque paquet requêtable pour Arome001 :
Paquet Champ Description Dimensions Shape dun run complet
SP1 u10 10 metre U wind component (time, latitude, longitude) (52, 1791, 2801)
v10 10 metre V wind component (time, latitude, longitude) (52, 1791, 2801)
t2m 2 metre temperature (time, latitude, longitude) (52, 1791, 2801)
r2 2 metre relative humidity (time, latitude, longitude) (52, 1791, 2801)
efg10 10 metre eastward wind gust since previous post-processing (time, latitude, longitude) (51, 1791, 2801)
nfg10 10 metre northward wind gust since previous post-processing (time, latitude, longitude) (51, 1791, 2801)
SP2 sp Surface pressure (time, latitude, longitude) (52, 1791, 2801)
CAPE_INS Convective Available Potential Energy instantaneous (time, latitude, longitude) (52, 1791, 2801)
lcc Low cloud cover (time, latitude, longitude) (51, 1791, 2801)
mcc Medium cloud cover (time, latitude, longitude) (51, 1791, 2801)
hcc High cloud cover (time, latitude, longitude) (51, 1791, 2801)
tgrp Graupel (snow pellets) precipitation (time, latitude, longitude) (51, 1791, 2801)
tirf Time integral of rain flux (time, latitude, longitude) (51, 1791, 2801)
tsnowp Total snow precipitation (time, latitude, longitude) (51, 1791, 2801)
SP3 h Geometrical height (latitude, longitude) (1791, 2801)
HP1 ws Wind speed (time, heightAboveGround, latitude, longitude) (52, 2, 1791, 2801)
u U component of wind (time, heightAboveGround, latitude, longitude) (52, 2, 1791, 2801)
v V component of wind (time, heightAboveGround, latitude, longitude) (52, 2, 1791, 2801)
r Relative humidity (time, heightAboveGround, latitude, longitude) (52, 4, 1791, 2801)
u10 10 metre U wind component (time, latitude, longitude) (52, 1791, 2801)
v10 10 metre V wind component (time, latitude, longitude) (52, 1791, 2801)
si10 10 metre wind speed (time, latitude, longitude) (52, 1791, 2801)
wdir10 10 metre wind direction (time, latitude, longitude) (52, 1791, 2801)
wdir Wind direction (time, heightAboveGround, latitude, longitude) (52, 3, 1791, 2801)
u100 100 metre U wind component (time, latitude, longitude) (52, 1791, 2801)
v100 100 metre V wind component (time, latitude, longitude) (52, 1791, 2801)
si100 100 metre wind speed (time, latitude, longitude) (52, 1791, 2801)

Arome0025

Résumé des champs contenus dans chaque paquet requêtable pour Arome0025 :
Paquet Champ Description Dimensions Shape dun run complet
SP1 fg10 Maximum 10 metre wind gust since previous post-processing (time, latitude, longitude) (51, 717, 1121)
efg10 10 metre eastward wind gust since previous post-processing (time, latitude, longitude) (51, 717, 1121)
nfg10 10 metre northward wind gust since previous post-processing (time, latitude, longitude) (51, 717, 1121)
u10 10 metre U wind component (time, latitude, longitude) (52, 717, 1121)
v10 10 metre V wind component (time, latitude, longitude) (52, 717, 1121)
si10 10 metre wind speed (time, latitude, longitude) (52, 717, 1121)
wdir10 10 metre wind direction (time, latitude, longitude) (52, 717, 1121)
t2m 2 metre temperature (time, latitude, longitude) (52, 717, 1121)
r2 2 metre relative humidity (time, latitude, longitude) (52, 717, 1121)
prmsl Pressure reduced to MSL (time, latitude, longitude) (52, 717, 1121)
ssrd Surface short-wave (solar) radiation downwards (time, latitude, longitude) (51, 717, 1121)
tp Total Precipitation (time, latitude, longitude) (51, 717, 1121)
tgrp Graupel (snow pellets) precipitation (time, latitude, longitude) (51, 717, 1121)
tsnowp Total snow precipitation (time, latitude, longitude) (51, 717, 1121)
SP2 d2m 2 metre dewpoint temperature (time, latitude, longitude) (52, 717, 1121)
sh2 2 metre specific humidity (time, latitude, longitude) (52, 717, 1121)
mx2t Maximum temperature at 2 metres since previous post-processing (time, latitude, longitude) (51, 717, 1121)
mn2t Minimum temperature at 2 metres since previous post-processing (time, latitude, longitude) (51, 717, 1121)
t Temperature (time, latitude, longitude) (52, 717, 1121)
sp Surface pressure (time, latitude, longitude) (52, 717, 1121)
blh Boundary layer height (time, latitude, longitude) (52, 717, 1121)
h Geometrical height (latitude, longitude) (717, 1121)
lcc Low cloud cover (time, latitude, longitude) (51, 717, 1121)
mcc Medium cloud cover (time, latitude, longitude) (51, 717, 1121)
hcc High cloud cover (time, latitude, longitude) (51, 717, 1121)
tirf Time integral of rain flux (time, latitude, longitude) (51, 717, 1121)
CAPE_INS Convective Available Potential Energy instantaneous (time, latitude, longitude) (52, 717, 1121)
SP3 sshf Time-integrated surface sensible heat net flux (time, latitude, longitude) (51, 717, 1121)
slhf Time-integrated surface latent heat net flux (time, latitude, longitude) (51, 717, 1121)
strd Surface long-wave (thermal) radiation downwards (time, latitude, longitude) (51, 717, 1121)
ssr Surface net short-wave (solar) radiation (time, latitude, longitude) (51, 717, 1121)
str Surface net long-wave (thermal) radiation (time, latitude, longitude) (51, 717, 1121)
ssrc Surface net short-wave (solar) radiation, clear sky (time, latitude, longitude) (51, 717, 1121)
strc Surface net long-wave (thermal) radiation, clear sky (time, latitude, longitude) (51, 717, 1121)
iews Instantaneous eastward turbulent surface stress (time, latitude, longitude) (51, 717, 1121)
inss Instantaneous northward turbulent surface stress (time, latitude, longitude) (51, 717, 1121)
IP1 z Geopotential (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
t Temperature (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
u U component of wind (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
v V component of wind (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
r Relative humidity (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
IP2 crwc Specific rain water content (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
cswc Specific snow water content (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
clwc Specific cloud liquid water content (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
ciwc Specific cloud ice water content (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
cc Fraction of cloud cover (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
IP3 ws Wind speed (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
pv Potential vorticity (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
q Specific humidity (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
w Vertical velocity (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
dpt Dew point temperature (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
wdir Wind direction (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
wz Geometric vertical velocity (time, isobaricInhPa, latitude, longitude) (52, 24, 717, 1121)
IP4 tke Turbulent kinetic energy (time, isobaricInhPa, latitude, longitude) (51, 24, 717, 1121)
IP5 vo Vorticity (relative) (time, isobaricInhPa, latitude, longitude) (52, 5, 717, 1121)
absv Absolute vorticity (time, isobaricInhPa, latitude, longitude) (52, 5, 717, 1121)
papt Pseudo-adiabatic potential temperature (time, isobaricInhPa, latitude, longitude) (52, 20, 717, 1121)
z Geopotential (time, potentialVorticity, latitude, longitude) (52, 2, 717, 1121)
u U component of wind (time, potentialVorticity, latitude, longitude) (52, 2, 717, 1121)
v V component of wind (time, potentialVorticity, latitude, longitude) (52, 2, 717, 1121)
HP1 ws Wind speed (time, heightAboveGround, latitude, longitude) (52, 22, 717, 1121)
u U component of wind (time, heightAboveGround, latitude, longitude) (52, 22, 717, 1121)
v V component of wind (time, heightAboveGround, latitude, longitude) (52, 22, 717, 1121)
pres Pressure (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
t Temperature (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
r Relative humidity (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
u10 10 metre U wind component (time, latitude, longitude) (52, 717, 1121)
v10 10 metre V wind component (time, latitude, longitude) (52, 717, 1121)
si10 10 metre wind speed (time, latitude, longitude) (52, 717, 1121)
wdir10 10 metre wind direction (time, latitude, longitude) (52, 717, 1121)
wdir Wind direction (time, heightAboveGround, latitude, longitude) (52, 24, 717, 1121)
u200 200 metre U wind component (time, latitude, longitude) (52, 717, 1121)
v200 200 metre V wind component (time, latitude, longitude) (52, 717, 1121)
si200 200 metre wind speed (time, latitude, longitude) (52, 717, 1121)
u100 100 metre U wind component (time, latitude, longitude) (52, 717, 1121)
v100 100 metre V wind component (time, latitude, longitude) (52, 717, 1121)
si100 100 metre wind speed (time, latitude, longitude) (52, 717, 1121)
HP2 crwc Specific rain water content (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
cswc Specific snow water content (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
z Geopotential (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
q Specific humidity (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
clwc Specific cloud liquid water content (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
ciwc Specific cloud ice water content (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
cc Fraction of cloud cover (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
dpt Dew point temperature (time, heightAboveGround, latitude, longitude) (52, 25, 717, 1121)
tke Turbulent kinetic energy (time, heightAboveGround, latitude, longitude) (51, 25, 717, 1121)

Arpege01

Résumé des champs contenus dans chaque paquet requêtable pour Arpege01 :
Paquet Champ Description Dimensions Shape dun run complet
SP1 fg10 Maximum 10 metre wind gust since previous post-processing (time, latitude, longitude) (102, 521, 741)
efg10 10 metre eastward wind gust since previous post-processing (time, latitude, longitude) (102, 521, 741)
nfg10 10 metre northward wind gust since previous post-processing (time, latitude, longitude) (102, 521, 741)
u10 10 metre U wind component (time, latitude, longitude) (103, 521, 741)
v10 10 metre V wind component (time, latitude, longitude) (103, 521, 741)
si10 10 metre wind speed (time, latitude, longitude) (103, 521, 741)
wdir10 10 metre wind direction (time, latitude, longitude) (103, 521, 741)
t2m 2 metre temperature (time, latitude, longitude) (103, 521, 741)
r2 2 metre relative humidity (time, latitude, longitude) (103, 521, 741)
prmsl Pressure reduced to MSL (time, latitude, longitude) (103, 521, 741)
ssrd Surface short-wave (solar) radiation downwards (time, latitude, longitude) (102, 521, 741)
tp Total Precipitation (time, latitude, longitude) (102, 521, 741)
tsnowp Total snow precipitation (time, latitude, longitude) (102, 521, 741)
SP2 d2m 2 metre dewpoint temperature (time, latitude, longitude) (103, 521, 741)
sh2 2 metre specific humidity (time, latitude, longitude) (67, 521, 741)
mx2t Maximum temperature at 2 metres since previous post-processing (time, latitude, longitude) (34, 521, 741)
mn2t Minimum temperature at 2 metres since previous post-processing (time, latitude, longitude) (34, 521, 741)
t Temperature (time, latitude, longitude) (67, 521, 741)
sp Surface pressure (time, latitude, longitude) (67, 521, 741)
blh Boundary layer height (time, latitude, longitude) (67, 521, 741)
lcc Low cloud cover (time, latitude, longitude) (103, 521, 741)
mcc Medium cloud cover (time, latitude, longitude) (103, 521, 741)
hcc High cloud cover (time, latitude, longitude) (103, 521, 741)
sshf Time-integrated surface sensible heat net flux (time, latitude, longitude) (66, 521, 741)
slhf Time-integrated surface latent heat net flux (time, latitude, longitude) (66, 521, 741)
strd Surface long-wave (thermal) radiation downwards (time, latitude, longitude) (102, 521, 741)
ssr Surface net short-wave (solar) radiation (time, latitude, longitude) (66, 521, 741)
str Surface net long-wave (thermal) radiation (time, latitude, longitude) (66, 521, 741)
ssrc Surface net short-wave (solar) radiation, clear sky (time, latitude, longitude) (66, 521, 741)
strc Surface net long-wave (thermal) radiation, clear sky (time, latitude, longitude) (66, 521, 741)
iews Instantaneous eastward turbulent surface stress (time, latitude, longitude) (66, 521, 741)
inss Instantaneous northward turbulent surface stress (time, latitude, longitude) (66, 521, 741)
h Geometrical height (latitude, longitude) (521, 741)
CAPE_INS Convective Available Potential Energy instantaneous (time, latitude, longitude) (67, 521, 741)
IP1 z Geopotential (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
t Temperature (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
u U component of wind (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
v V component of wind (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
r Relative humidity (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
IP2 ws Wind speed (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
q Specific humidity (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
w Vertical velocity (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
dpt Dew point temperature (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
wdir Wind direction (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
IP3 clwc Specific cloud liquid water content (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
ciwc Specific cloud ice water content (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
cc Fraction of cloud cover (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
tke Turbulent kinetic energy (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
IP4 pv Potential vorticity (time, isobaricInhPa, latitude, longitude) (67, 24, 521, 741)
vo Vorticity (relative) (time, isobaricInhPa, latitude, longitude) (67, 4, 521, 741)
absv Absolute vorticity (time, isobaricInhPa, latitude, longitude) (67, 4, 521, 741)
papt Pseudo-adiabatic potential temperature (time, isobaricInhPa, latitude, longitude) (67, 20, 521, 741)
z Geopotential (time, potentialVorticity, latitude, longitude) (67, 2, 521, 741)
u U component of wind (time, potentialVorticity, latitude, longitude) (67, 2, 521, 741)
v V component of wind (time, potentialVorticity, latitude, longitude) (67, 2, 521, 741)
HP1 ws Wind speed (time, heightAboveGround, latitude, longitude) (103, 22, 521, 741)
u U component of wind (time, heightAboveGround, latitude, longitude) (103, 22, 521, 741)
v V component of wind (time, heightAboveGround, latitude, longitude) (103, 22, 521, 741)
pres Pressure (time, heightAboveGround, latitude, longitude) (67, 24, 521, 741)
t Temperature (time, heightAboveGround, latitude, longitude) (67, 24, 521, 741)
r Relative humidity (time, heightAboveGround, latitude, longitude) (67, 24, 521, 741)
wdir Wind direction (time, heightAboveGround, latitude, longitude) (103, 24, 521, 741)
u200 200 metre U wind component (time, latitude, longitude) (67, 521, 741)
v200 200 metre V wind component (time, latitude, longitude) (67, 521, 741)
si200 200 metre wind speed (time, latitude, longitude) (67, 521, 741)
u100 100 metre U wind component (time, latitude, longitude) (103, 521, 741)
v100 100 metre V wind component (time, latitude, longitude) (103, 521, 741)
si100 100 metre wind speed (time, latitude, longitude) (103, 521, 741)
HP2 z Geopotential (time, heightAboveGround, latitude, longitude) (67, 24, 521, 741)
q Specific humidity (time, heightAboveGround, latitude, longitude) (67, 24, 521, 741)
clwc Specific cloud liquid water content (time, heightAboveGround, latitude, longitude) (67, 24, 521, 741)
ciwc Specific cloud ice water content (time, heightAboveGround, latitude, longitude) (49, 24, 521, 741)
cc Fraction of cloud cover (time, heightAboveGround, latitude, longitude) (67, 24, 521, 741)
dpt Dew point temperature (time, heightAboveGround, latitude, longitude) (67, 24, 521, 741)
tke Turbulent kinetic energy (time, heightAboveGround, latitude, longitude) (67, 24, 521, 741)

Arpege025

Résumé des champs contenus dans chaque paquet requêtable pour Arpege025 :
Paquet Champ Description Dimensions Shape dun run complet
SP1 fg10 Maximum 10 metre wind gust since previous post-processing (time, latitude, longitude) (33, 721, 1440)
efg10 10 metre eastward wind gust since previous post-processing (time, latitude, longitude) (33, 721, 1440)
nfg10 10 metre northward wind gust since previous post-processing (time, latitude, longitude) (33, 721, 1440)
u10 10 metre U wind component (time, latitude, longitude) (34, 721, 1440)
v10 10 metre V wind component (time, latitude, longitude) (34, 721, 1440)
si10 10 metre wind speed (time, latitude, longitude) (34, 721, 1440)
wdir10 10 metre wind direction (time, latitude, longitude) (34, 721, 1440)
t2m 2 metre temperature (time, latitude, longitude) (34, 721, 1440)
r2 2 metre relative humidity (time, latitude, longitude) (34, 721, 1440)
prmsl Pressure reduced to MSL (time, latitude, longitude) (34, 721, 1440)
ssrd Surface short-wave (solar) radiation downwards (time, latitude, longitude) (33, 721, 1440)
tp Total Precipitation (time, latitude, longitude) (33, 721, 1440)
tsnowp Total snow precipitation (time, latitude, longitude) (33, 721, 1440)
SP2 d2m 2 metre dewpoint temperature (time, latitude, longitude) (34, 721, 1440)
sh2 2 metre specific humidity (time, latitude, longitude) (34, 721, 1440)
mx2t Maximum temperature at 2 metres since previous post-processing (time, latitude, longitude) (33, 721, 1440)
mn2t Minimum temperature at 2 metres since previous post-processing (time, latitude, longitude) (33, 721, 1440)
t Temperature (time, latitude, longitude) (34, 721, 1440)
sp Surface pressure (time, latitude, longitude) (34, 721, 1440)
blh Boundary layer height (time, latitude, longitude) (34, 721, 1440)
lcc Low cloud cover (time, latitude, longitude) (34, 721, 1440)
mcc Medium cloud cover (time, latitude, longitude) (34, 721, 1440)
hcc High cloud cover (time, latitude, longitude) (34, 721, 1440)
sshf Time-integrated surface sensible heat net flux (time, latitude, longitude) (33, 721, 1440)
slhf Time-integrated surface latent heat net flux (time, latitude, longitude) (33, 721, 1440)
strd Surface long-wave (thermal) radiation downwards (time, latitude, longitude) (33, 721, 1440)
ssr Surface net short-wave (solar) radiation (time, latitude, longitude) (33, 721, 1440)
str Surface net long-wave (thermal) radiation (time, latitude, longitude) (33, 721, 1440)
iews Instantaneous eastward turbulent surface stress (time, latitude, longitude) (33, 721, 1440)
inss Instantaneous northward turbulent surface stress (time, latitude, longitude) (33, 721, 1440)
h Geometrical height (latitude, longitude) (721, 1440)
CAPE_INS Convective Available Potential Energy instantaneous (time, latitude, longitude) (34, 721, 1440)
IP1 z Geopotential (time, isobaricInhPa, latitude, longitude) (34, 34, 721, 1440)
t Temperature (time, isobaricInhPa, latitude, longitude) (34, 34, 721, 1440)
u U component of wind (time, isobaricInhPa, latitude, longitude) (34, 34, 721, 1440)
v V component of wind (time, isobaricInhPa, latitude, longitude) (34, 34, 721, 1440)
r Relative humidity (time, isobaricInhPa, latitude, longitude) (34, 34, 721, 1440)
IP2 ws Wind speed (time, isobaricInhPa, latitude, longitude) (34, 34, 721, 1440)
q Specific humidity (time, isobaricInhPa, latitude, longitude) (34, 34, 721, 1440)
w Vertical velocity (time, isobaricInhPa, latitude, longitude) (34, 34, 721, 1440)
dpt Dew point temperature (time, isobaricInhPa, latitude, longitude) (34, 34, 721, 1440)
wdir Wind direction (time, isobaricInhPa, latitude, longitude) (34, 34, 721, 1440)
IP3 clwc Specific cloud liquid water content (time, isobaricInhPa, latitude, longitude) (34, 24, 721, 1440)
ciwc Specific cloud ice water content (time, isobaricInhPa, latitude, longitude) (34, 24, 721, 1440)
cc Fraction of cloud cover (time, isobaricInhPa, latitude, longitude) (34, 24, 721, 1440)
tke Turbulent kinetic energy (time, isobaricInhPa, latitude, longitude) (34, 24, 721, 1440)
IP4 pv Potential vorticity (time, isobaricInhPa, latitude, longitude) (34, 26, 721, 1440)
vo Vorticity (relative) (time, isobaricInhPa, latitude, longitude) (34, 26, 721, 1440)
absv Absolute vorticity (time, isobaricInhPa, latitude, longitude) (34, 26, 721, 1440)
papt Pseudo-adiabatic potential temperature (time, isobaricInhPa, latitude, longitude) (34, 20, 721, 1440)
z Geopotential (time, potentialVorticity, latitude, longitude) (34, 3, 721, 1440)
u U component of wind (time, potentialVorticity, latitude, longitude) (34, 3, 721, 1440)
v V component of wind (time, potentialVorticity, latitude, longitude) (34, 3, 721, 1440)
HP1 ws Wind speed (time, heightAboveGround, latitude, longitude) (34, 22, 721, 1440)
u U component of wind (time, heightAboveGround, latitude, longitude) (34, 22, 721, 1440)
v V component of wind (time, heightAboveGround, latitude, longitude) (34, 22, 721, 1440)
pres Pressure (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)
t Temperature (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)
r Relative humidity (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)
wdir Wind direction (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)
u200 200 metre U wind component (time, latitude, longitude) (34, 721, 1440)
v200 200 metre V wind component (time, latitude, longitude) (34, 721, 1440)
si200 200 metre wind speed (time, latitude, longitude) (34, 721, 1440)
u100 100 metre U wind component (time, latitude, longitude) (34, 721, 1440)
v100 100 metre V wind component (time, latitude, longitude) (34, 721, 1440)
si100 100 metre wind speed (time, latitude, longitude) (34, 721, 1440)
HP2 z Geopotential (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)
q Specific humidity (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)
clwc Specific cloud liquid water content (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)
ciwc Specific cloud ice water content (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)
cc Fraction of cloud cover (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)
dpt Dew point temperature (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)
tke Turbulent kinetic energy (time, heightAboveGround, latitude, longitude) (34, 24, 721, 1440)

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