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.
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
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")
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)
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")
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.
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) |
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) |
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) |
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) |