Metadata-Version: 2.4
Name: meteofetch
Version: 0.5
Summary: Package python pour récupérer les données modélisées de prévision de MétéoFrance et de l'ECMWF
Project-URL: Homepage, https://github.com/CyrilJl/meteofetch
Author: Cyril Joly
License-File: LICENSE
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Requires-Python: >=3.8
Requires-Dist: cfgrib
Requires-Dist: requests
Requires-Dist: xarray
Provides-Extra: test
Requires-Dist: pytest; extra == 'test'
Description-Content-Type: text/markdown

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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](https://cfchecker.ncas.ac.uk/) ([Climate and Forecast](https://cfconventions.org/)).

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 :

```console
pip install meteofetch
```

Le package est également disponible sur conda-forge :

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

# Usage

```python
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 :

```python
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`` :

```python
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](https://raw.githubusercontent.com/CyrilJl/MeteoFetch/main/_static/time_series.png)

Ou encore :

```python
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](https://raw.githubusercontent.com/CyrilJl/MeteoFetch/main/_static/plot_map.png)

Les domaines Outre-Mer sont également disponibles :

```python
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](https://raw.githubusercontent.com/CyrilJl/MeteoFetch/main/_static/plot_map_indien.png)

## Nomenclature

### ECMWF

<details>  
<summary>Résumé des champs requêtables pour les prévisions globe de l'ECMWF :</summary>

| Champ   | Description                                               | Unités             | Dimensions                                 | Shape dun run complet |
|---------|-----------------------------------------------------------|--------------------|--------------------------------------------|-----------------------|
| tcw     | Total column water                                        | kg m**-2           | (time, latitude, longitude)                | (85, 721, 1440)       |
| tcwv    | Total column vertically-integrated water vapour           | kg m**-2           | (time, latitude, longitude)                | (85, 721, 1440)       |
| fg10    | Maximum 10 metre wind gust since previous post-processing | m s**-1            | (time, latitude, longitude)                | (67, 721, 1440)       |
| u10     | 10 metre U wind component                                 | m s**-1            | (time, latitude, longitude)                | (85, 721, 1440)       |
| v10     | 10 metre V wind component                                 | m s**-1            | (time, latitude, longitude)                | (85, 721, 1440)       |
| t2m     | 2 metre temperature                                       | K                  | (time, latitude, longitude)                | (85, 721, 1440)       |
| d2m     | 2 metre dewpoint temperature                              | K                  | (time, latitude, longitude)                | (85, 721, 1440)       |
| mx2t3   | Maximum temperature at 2 metres in the last 3 hours       | K                  | (time, latitude, longitude)                | (49, 721, 1440)       |
| mn2t3   | Minimum temperature at 2 metres in the last 3 hours       | K                  | (time, latitude, longitude)                | (49, 721, 1440)       |
| u100    | 100 metre U wind component                                | m s**-1            | (time, latitude, longitude)                | (85, 721, 1440)       |
| v100    | 100 metre V wind component                                | m s**-1            | (time, latitude, longitude)                | (85, 721, 1440)       |
| t       | Temperature                                               | K                  | (time, isobaricInhPa, latitude, longitude) | (85, 13, 721, 1440)   |
| u       | U component of wind                                       | m s**-1            | (time, isobaricInhPa, latitude, longitude) | (85, 13, 721, 1440)   |
| v       | V component of wind                                       | m s**-1            | (time, isobaricInhPa, latitude, longitude) | (85, 13, 721, 1440)   |
| q       | Specific humidity                                         | kg kg**-1          | (time, isobaricInhPa, latitude, longitude) | (85, 13, 721, 1440)   |
| w       | Vertical velocity                                         | Pa s**-1           | (time, isobaricInhPa, latitude, longitude) | (85, 13, 721, 1440)   |
| vo      | Vorticity (relative)                                      | s**-1              | (time, isobaricInhPa, latitude, longitude) | (85, 13, 721, 1440)   |
| d       | Divergence                                                | s**-1              | (time, isobaricInhPa, latitude, longitude) | (85, 13, 721, 1440)   |
| gh      | Geopotential height                                       | gpm                | (time, isobaricInhPa, latitude, longitude) | (85, 13, 721, 1440)   |
| r       | Relative humidity                                         | %                  | (time, isobaricInhPa, latitude, longitude) | (85, 13, 721, 1440)   |
| msl     | Mean sea level pressure                                   | Pa                 | (time, latitude, longitude)                | (85, 721, 1440)       |
| mucape  | Most-unstable CAPE                                        | J kg**-1           | (time, latitude, longitude)                | (85, 721, 1440)       |
| ttr     | Top net long-wave (thermal) radiation                     | J m**-2            | (time, latitude, longitude)                | (85, 721, 1440)       |
| vsw     | Volumetric soil moisture                                  | m**3 m**-3         | (time, soilLayer, latitude, longitude)     | (85, 4, 721, 1440)    |
| sot     | Soil temperature                                          | K                  | (time, soilLayer, latitude, longitude)     | (85, 4, 721, 1440)    |
| asn     | Snow albedo                                               | (0 - 1)            | (time, latitude, longitude)                | (85, 721, 1440)       |
| z       | Geopotential                                              | m**2 s**-2         | (time, latitude, longitude)                | (1, 721, 1440)        |
| sp      | Surface pressure                                          | Pa                 | (time, latitude, longitude)                | (85, 721, 1440)       |
| sdor    | Standard deviation of sub-gridscale orography             | m                  | (time, latitude, longitude)                | (1, 721, 1440)        |
| slor    | Slope of sub-gridscale orography                          | Numeric            | (time, latitude, longitude)                | (1, 721, 1440)        |
| ssrd    | Surface short-wave (solar) radiation downwards            | J m**-2            | (time, latitude, longitude)                | (85, 721, 1440)       |
| lsm     | Land-sea mask                                             | (0 - 1)            | (time, latitude, longitude)                | (85, 721, 1440)       |
| strd    | Surface long-wave (thermal) radiation downwards           | J m**-2            | (time, latitude, longitude)                | (85, 721, 1440)       |
| ssr     | Surface net short-wave (solar) radiation                  | J m**-2            | (time, latitude, longitude)                | (85, 721, 1440)       |
| str     | Surface net long-wave (thermal) radiation                 | J m**-2            | (time, latitude, longitude)                | (85, 721, 1440)       |
| ewss    | Time-integrated eastward turbulent surface stress         | N m**-2 s          | (time, latitude, longitude)                | (85, 721, 1440)       |
| nsss    | Time-integrated northward turbulent surface stress        | N m**-2 s          | (time, latitude, longitude)                | (85, 721, 1440)       |
| ro      | Runoff                                                    | m                  | (time, latitude, longitude)                | (85, 721, 1440)       |
| tp      | Total precipitation                                       | m                  | (time, latitude, longitude)                | (85, 721, 1440)       |
| skt     | Skin temperature                                          | K                  | (time, latitude, longitude)                | (85, 721, 1440)       |
| ptype   | Precipitation type                                        | (Code table 4.201) | (time, latitude, longitude)                | (85, 721, 1440)       |
| tprate  | Total precipitation rate                                  | kg m**-2 s**-1     | (time, latitude, longitude)                | (85, 721, 1440)       |
| sithick | Sea ice thickness                                         | m                  | (time, latitude, longitude)                | (85, 721, 1440)       |
| zos     | Sea surface height                                        | m                  | (time, latitude, longitude)                | (85, 721, 1440)       |
| svn     | Northward surface sea water velocity                      | m s**-1            | (time, latitude, longitude)                | (85, 721, 1440)       |
| sve     | Eastward surface sea water velocity                       | m s**-1            | (time, latitude, longitude)                | (85, 721, 1440)       |
| fg310   | Maximum 10 metre wind gust in the last 3 hours            | m s**-1            | (time, latitude, longitude)                | (18, 721, 1440)       |
| mx2t6   | Maximum temperature at 2 metres in the last 6 hours       | K                  | (time, latitude, longitude)                | (36, 721, 1440)       |
| mn2t6   | Minimum temperature at 2 metres in the last 6 hours       | K                  | (time, latitude, longitude)                | (36, 721, 1440)       |


</details>

### MétéoFrance

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

<details>
<summary>Résumé des champs contenus dans chaque paquet requêtable pour Arome001 :</summary>

| 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)      |

</details>

#### Arome0025

<details>
<summary>Résumé des champs contenus dans chaque paquet requêtable pour Arome0025 :</summary>

| 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)   |

</details>

#### Arpege01

<details>
<summary>Résumé des champs contenus dans chaque paquet requêtable pour Arpege01 :</summary>

| 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)    |

</details>

#### Arpege025

<details>
<summary>Résumé des champs contenus dans chaque paquet requêtable pour Arpege025 :</summary>

| 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)   |

</details>
