{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Manipuler les prévision météorologiques avec Python"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext",
    "vscode": {
     "languageId": "raw"
    }
   },
   "source": [
    ".. post:: May 21, 2024\n",
    "   :tags: how-to\n",
    "   :author: Antoine Tavant\n",
    "   :language: fr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Debut 2024, Météo France à ouvert toutes ses données météorologiques au public, incluant les observations et les prévisions.\n",
    "\n",
    "Ces données sont disponibles via [une API REST](https://portail-api.meteofrance.fr) ainsi que sous forme de fichier sur le site [meteo.data.gouv.fr](https://meteo.data.gouv.fr).\n",
    "\n",
    "Dans ce tutoriel, nous allons voir comment manipuler les fichiers de prévision météo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Le format des fichiers\n",
    "\n",
    "Les données météo sont généralement diffusées dans le format [GRIB](https://en.wikipedia.org/wiki/GRIB). C'est un format Binaire qui permet de stocker plusieurs champs de valeurs sur une même grille latitude/longitude/altitude/temps.\n",
    "\n",
    "Chaque model météo (ARPEGE, AROME, ICON, etc.) ont plusieurs résolutions de grilles, de 0.1° à 0.025°.\n",
    "Pour chaque résolution, les informations diffusées sont différentes.\n",
    "\n",
    "Nous utiliserons ici les données de AROME à la résolution de 0.025°.\n",
    "\n",
    "Meteo France diffuse les prévisions avec plusieurs fichiers afin de réduire la taille de chacun d'entre eux. La documentation exhaustive est [disponnible ici](https://www.data.gouv.fr/fr/datasets/r/3aa3ce62-1f69-4ea1-8157-a53eac61c6bb) mais en voici les principaux : \n",
    "\n",
    "- Champs de surfaces\n",
    "    - **SP1** : inclue le vent a 10m d'haltitude (direction, vitesse, composantes $U$ et $V$), le flux solaire vertical, la précipitation, etc.\n",
    "    - **SP2** : inclue la temperature au sol, la nebulositée, les valeurs min et max de la temperature à 2m\n",
    "    - **SP3** : inclue le flux thermique vertical, le flux solair total\n",
    "- champs isobares \n",
    "    - **IP1** à **IP5** avec les champs de temperature, humiditée, etc. sur les surfaces isobares de 100 à 1000hPa\n",
    "- Champs de hauteurs\n",
    "    - **HP1** a **HP3** avec la temperature, humiditée, vent, etc. sur 24 niveaux, de 20m à 3000m\n",
    "\n",
    "Il faut donc, pour chaque champs désirer, choisir le bon fichier à récupérer et ouvire.\n",
    "\n",
    "Dans se tutoriel, nous nous intéresserons à la vitesse du vent et au flux solaire vertical, donc nous utiliserons le fichier **SP1**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Récupérer le fichier\n",
    "\n",
    "Les fichiers sont téléchargeables sur le site [meteo.data.gouv.fr](https://meteo.data.gouv.fr/datasets/65bd12d7bfd26e26804204cb). \n",
    "Il y a un fichier par horizon de prévision (de 1h à 42h) et par date à laquel la prévision a été faite.\n",
    "Les fichiers sont donc nommés de la manière suivante :\n",
    "```\n",
    "arome__0025__HP1__00H06H__2024-05-21T03:00:00Z.grib2\n",
    "~~~~~  ~~~~  ~~~  ~~~~~~  ~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
    "  |     |     |     |                   |\n",
    "  |     |     |     |                   +-- Date à laquel la prévision a été calculée\n",
    "  |     |     |     +-- Horizon de la prévision\n",
    "  |     |     +-- Type de champs\n",
    "  |     +-- Résolution de la grille\n",
    "  +-- Model\n",
    "```\n",
    "                    \n",
    "A la date de rédaction de ce tutoriel, le 21 mai 2024, le fichier pour l'horizon 0h et la date 2024-05-21 03:00 est [disponible ici](https://object.data.gouv.fr/meteofrance-pnt/pnt/2024-05-21T03:00:00Z/arome/0025/SP1/arome__0025__SP1__00H06H__2024-05-21T03:00:00Z.grib2)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "url = \"https://object.data.gouv.fr/meteofrance-pnt/pnt/2024-05-21T03:00:00Z/arome/0025/SP1/arome__0025__SP1__00H06H__2024-05-21T03:00:00Z.grib2\"\n",
    "filename = \"arome_sp1_oh.grib2\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.get(url, stream=True)\n",
    "with open(filename, \"wb\") as f:\n",
    "    for chunk in r.iter_content(chunk_size=1024):\n",
    "        if chunk:\n",
    "            f.write(chunk)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lire le fichier\n",
    "\n",
    "Pour lire le fichier GRIB, nous utiliserons la librairie `cfgrib`.\n",
    "Celle-ci est intégrée à `xarray` et permet de lire les fichiers GRIB directement.\n",
    "\n",
    "Il vous faudra installer les modules\n",
    "```\n",
    "conda install -c conda-forge xarray cfgrib\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/gribapi/__init__.py:23: UserWarning: ecCodes 2.31.0 or higher is recommended. You are running version 2.24.2\n",
      "  warnings.warn(\n",
      "skipping variable: paramId==260065 shortName='gust'\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 701, in build_dataset_components\n",
      "    dict_merge(variables, coord_vars)\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 629, in dict_merge\n",
      "    raise DatasetBuildError(\n",
      "cfgrib.dataset.DatasetBuildError: key present and new value is different: key='step' value=Variable(dimensions=('step',), data=array([0., 1., 2., 3., 4., 5., 6.])) new_value=Variable(dimensions=('step',), data=array([1., 2., 3., 4., 5., 6.]))\n",
      "skipping variable: paramId==228228 shortName='tp'\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 701, in build_dataset_components\n",
      "    dict_merge(variables, coord_vars)\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 629, in dict_merge\n",
      "    raise DatasetBuildError(\n",
      "cfgrib.dataset.DatasetBuildError: key present and new value is different: key='step' value=Variable(dimensions=('step',), data=array([0., 1., 2., 3., 4., 5., 6.])) new_value=Variable(dimensions=('step',), data=array([1., 2., 3., 4., 5., 6.]))\n",
      "skipping variable: paramId==260646 shortName='efg10'\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 701, in build_dataset_components\n",
      "    dict_merge(variables, coord_vars)\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 629, in dict_merge\n",
      "    raise DatasetBuildError(\n",
      "cfgrib.dataset.DatasetBuildError: key present and new value is different: key='step' value=Variable(dimensions=('step',), data=array([0., 1., 2., 3., 4., 5., 6.])) new_value=Variable(dimensions=('step',), data=array([1., 2., 3., 4., 5., 6.]))\n",
      "skipping variable: paramId==260647 shortName='nfg10'\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 701, in build_dataset_components\n",
      "    dict_merge(variables, coord_vars)\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 629, in dict_merge\n",
      "    raise DatasetBuildError(\n",
      "cfgrib.dataset.DatasetBuildError: key present and new value is different: key='step' value=Variable(dimensions=('step',), data=array([0., 1., 2., 3., 4., 5., 6.])) new_value=Variable(dimensions=('step',), data=array([1., 2., 3., 4., 5., 6.]))\n"
     ]
    },
    {
     "ename": "DatasetBuildError",
     "evalue": "multiple values for unique key, try re-open the file with one of:\n    filter_by_keys={'stepType': 'instant'}\n    filter_by_keys={'stepType': 'max'}\n    filter_by_keys={'stepType': 'accum'}",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mDatasetBuildError\u001b[0m                         Traceback (most recent call last)",
      "File \u001b[0;32m~/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py:673\u001b[0m, in \u001b[0;36mbuild_dataset_components\u001b[0;34m(index, errors, encode_cf, squeeze, log, read_keys, time_dims, extra_coords, cache_geo_coords)\u001b[0m\n\u001b[1;32m    672\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 673\u001b[0m     dims, data_var, coord_vars \u001b[38;5;241m=\u001b[39m \u001b[43mbuild_variable_components\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    674\u001b[0m \u001b[43m        \u001b[49m\u001b[43mvar_index\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    675\u001b[0m \u001b[43m        \u001b[49m\u001b[43mencode_cf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    676\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfilter_by_keys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    677\u001b[0m \u001b[43m        \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    678\u001b[0m \u001b[43m        \u001b[49m\u001b[43msqueeze\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msqueeze\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    679\u001b[0m \u001b[43m        \u001b[49m\u001b[43mread_keys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mread_keys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    680\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtime_dims\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtime_dims\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    681\u001b[0m \u001b[43m        \u001b[49m\u001b[43mextra_coords\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_coords\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    682\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcache_geo_coords\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_geo_coords\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    683\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    684\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m DatasetBuildError \u001b[38;5;28;01mas\u001b[39;00m ex:\n\u001b[1;32m    685\u001b[0m     \u001b[38;5;66;03m# NOTE: When a variable has more than one value for an attribute we need to raise all\u001b[39;00m\n\u001b[1;32m    686\u001b[0m     \u001b[38;5;66;03m#   the values in the file, not just the ones associated with that variable. See #54.\u001b[39;00m\n",
      "File \u001b[0;32m~/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py:495\u001b[0m, in \u001b[0;36mbuild_variable_components\u001b[0;34m(index, encode_cf, filter_by_keys, log, errors, squeeze, read_keys, time_dims, extra_coords, cache_geo_coords)\u001b[0m\n\u001b[1;32m    483\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mbuild_variable_components\u001b[39m(\n\u001b[1;32m    484\u001b[0m     index: abc\u001b[38;5;241m.\u001b[39mIndex[T\u001b[38;5;241m.\u001b[39mAny, abc\u001b[38;5;241m.\u001b[39mField],\n\u001b[1;32m    485\u001b[0m     encode_cf: T\u001b[38;5;241m.\u001b[39mSequence[\u001b[38;5;28mstr\u001b[39m] \u001b[38;5;241m=\u001b[39m (),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    493\u001b[0m     cache_geo_coords: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    494\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m T\u001b[38;5;241m.\u001b[39mTuple[T\u001b[38;5;241m.\u001b[39mDict[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;28mint\u001b[39m], Variable, T\u001b[38;5;241m.\u001b[39mDict[\u001b[38;5;28mstr\u001b[39m, Variable]]:\n\u001b[0;32m--> 495\u001b[0m     data_var_attrs \u001b[38;5;241m=\u001b[39m \u001b[43menforce_unique_attributes\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mDATA_ATTRIBUTES_KEYS\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfilter_by_keys\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    496\u001b[0m     grid_type_keys \u001b[38;5;241m=\u001b[39m GRID_TYPE_MAP\u001b[38;5;241m.\u001b[39mget(index\u001b[38;5;241m.\u001b[39mgetone(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgridType\u001b[39m\u001b[38;5;124m\"\u001b[39m), [])\n",
      "File \u001b[0;32m~/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py:283\u001b[0m, in \u001b[0;36menforce_unique_attributes\u001b[0;34m(index, attributes_keys, filter_by_keys)\u001b[0m\n\u001b[1;32m    282\u001b[0m         fbks\u001b[38;5;241m.\u001b[39mappend(fbk)\n\u001b[0;32m--> 283\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m DatasetBuildError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmultiple values for key \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m key, key, fbks)\n\u001b[1;32m    284\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m values \u001b[38;5;129;01mand\u001b[39;00m values[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mundef\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124munknown\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
      "\u001b[0;31mDatasetBuildError\u001b[0m: multiple values for key 'stepType'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mDatasetBuildError\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[2], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mxarray\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mxr\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mengine\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcfgrib\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/xarray/backends/api.py:571\u001b[0m, in \u001b[0;36mopen_dataset\u001b[0;34m(filename_or_obj, engine, chunks, cache, decode_cf, mask_and_scale, decode_times, decode_timedelta, use_cftime, concat_characters, decode_coords, drop_variables, inline_array, chunked_array_type, from_array_kwargs, backend_kwargs, **kwargs)\u001b[0m\n\u001b[1;32m    559\u001b[0m decoders \u001b[38;5;241m=\u001b[39m _resolve_decoders_kwargs(\n\u001b[1;32m    560\u001b[0m     decode_cf,\n\u001b[1;32m    561\u001b[0m     open_backend_dataset_parameters\u001b[38;5;241m=\u001b[39mbackend\u001b[38;5;241m.\u001b[39mopen_dataset_parameters,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    567\u001b[0m     decode_coords\u001b[38;5;241m=\u001b[39mdecode_coords,\n\u001b[1;32m    568\u001b[0m )\n\u001b[1;32m    570\u001b[0m overwrite_encoded_chunks \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124moverwrite_encoded_chunks\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[0;32m--> 571\u001b[0m backend_ds \u001b[38;5;241m=\u001b[39m \u001b[43mbackend\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    572\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfilename_or_obj\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    573\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdrop_variables\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop_variables\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    574\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mdecoders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    575\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    576\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    577\u001b[0m ds \u001b[38;5;241m=\u001b[39m _dataset_from_backend_dataset(\n\u001b[1;32m    578\u001b[0m     backend_ds,\n\u001b[1;32m    579\u001b[0m     filename_or_obj,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    589\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    590\u001b[0m )\n\u001b[1;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ds\n",
      "File \u001b[0;32m~/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/xarray_plugin.py:109\u001b[0m, in \u001b[0;36mCfGribBackend.open_dataset\u001b[0;34m(self, filename_or_obj, mask_and_scale, decode_times, concat_characters, decode_coords, drop_variables, use_cftime, decode_timedelta, lock, indexpath, filter_by_keys, read_keys, encode_cf, squeeze, time_dims, errors, extra_coords, cache_geo_coords)\u001b[0m\n\u001b[1;32m     87\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mopen_dataset\u001b[39m(\n\u001b[1;32m     88\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m     89\u001b[0m     filename_or_obj: T\u001b[38;5;241m.\u001b[39mUnion[\u001b[38;5;28mstr\u001b[39m, abc\u001b[38;5;241m.\u001b[39mMappingFieldset[T\u001b[38;5;241m.\u001b[39mAny, abc\u001b[38;5;241m.\u001b[39mField]],\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    107\u001b[0m     cache_geo_coords: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    108\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m xr\u001b[38;5;241m.\u001b[39mDataset:\n\u001b[0;32m--> 109\u001b[0m     store \u001b[38;5;241m=\u001b[39m \u001b[43mCfGribDataStore\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    110\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfilename_or_obj\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    111\u001b[0m \u001b[43m        \u001b[49m\u001b[43mindexpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindexpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    112\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfilter_by_keys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfilter_by_keys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    113\u001b[0m \u001b[43m        \u001b[49m\u001b[43mread_keys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mread_keys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    114\u001b[0m \u001b[43m        \u001b[49m\u001b[43mencode_cf\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mencode_cf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    115\u001b[0m \u001b[43m        \u001b[49m\u001b[43msqueeze\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msqueeze\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    116\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtime_dims\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtime_dims\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    117\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlock\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlock\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    118\u001b[0m \u001b[43m        \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    119\u001b[0m \u001b[43m        \u001b[49m\u001b[43mextra_coords\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_coords\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    120\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcache_geo_coords\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_geo_coords\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    121\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    122\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m xr\u001b[38;5;241m.\u001b[39mcore\u001b[38;5;241m.\u001b[39mutils\u001b[38;5;241m.\u001b[39mclose_on_error(store):\n\u001b[1;32m    123\u001b[0m         \u001b[38;5;28mvars\u001b[39m, attrs \u001b[38;5;241m=\u001b[39m store\u001b[38;5;241m.\u001b[39mload()  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n",
      "File \u001b[0;32m~/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/xarray_plugin.py:40\u001b[0m, in \u001b[0;36mCfGribDataStore.__init__\u001b[0;34m(self, filename, lock, **backend_kwargs)\u001b[0m\n\u001b[1;32m     38\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m     39\u001b[0m     opener \u001b[38;5;241m=\u001b[39m dataset\u001b[38;5;241m.\u001b[39mopen_fieldset\n\u001b[0;32m---> 40\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mds \u001b[38;5;241m=\u001b[39m \u001b[43mopener\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mbackend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py:800\u001b[0m, in \u001b[0;36mopen_file\u001b[0;34m(path, errors, indexpath, filter_by_keys, read_keys, time_dims, extra_coords, **kwargs)\u001b[0m\n\u001b[1;32m    797\u001b[0m index_keys \u001b[38;5;241m=\u001b[39m compute_index_keys(time_dims, extra_coords)\n\u001b[1;32m    798\u001b[0m index \u001b[38;5;241m=\u001b[39m open_fileindex(stream, indexpath, index_keys, filter_by_keys\u001b[38;5;241m=\u001b[39mfilter_by_keys)\n\u001b[0;32m--> 800\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mopen_from_index\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mread_keys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtime_dims\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_coords\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py:743\u001b[0m, in \u001b[0;36mopen_from_index\u001b[0;34m(index, read_keys, time_dims, extra_coords, **kwargs)\u001b[0m\n\u001b[1;32m    736\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mopen_from_index\u001b[39m(\n\u001b[1;32m    737\u001b[0m     index: abc\u001b[38;5;241m.\u001b[39mIndex[T\u001b[38;5;241m.\u001b[39mAny, abc\u001b[38;5;241m.\u001b[39mField],\n\u001b[1;32m    738\u001b[0m     read_keys: T\u001b[38;5;241m.\u001b[39mSequence[\u001b[38;5;28mstr\u001b[39m] \u001b[38;5;241m=\u001b[39m (),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    741\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: T\u001b[38;5;241m.\u001b[39mAny,\n\u001b[1;32m    742\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Dataset:\n\u001b[0;32m--> 743\u001b[0m     dimensions, variables, attributes, encoding \u001b[38;5;241m=\u001b[39m \u001b[43mbuild_dataset_components\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    744\u001b[0m \u001b[43m        \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mread_keys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mread_keys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtime_dims\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtime_dims\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_coords\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_coords\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m    745\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    746\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m Dataset(dimensions, variables, attributes, encoding)\n",
      "File \u001b[0;32m~/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py:695\u001b[0m, in \u001b[0;36mbuild_dataset_components\u001b[0;34m(index, errors, encode_cf, squeeze, log, read_keys, time_dims, extra_coords, cache_geo_coords)\u001b[0m\n\u001b[1;32m    693\u001b[0m         fbks\u001b[38;5;241m.\u001b[39mappend(fbk)\n\u001b[1;32m    694\u001b[0m         error_message \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m    filter_by_keys=\u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m fbk\n\u001b[0;32m--> 695\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m DatasetBuildError(error_message, key, fbks)\n\u001b[1;32m    696\u001b[0m short_name \u001b[38;5;241m=\u001b[39m data_var\u001b[38;5;241m.\u001b[39mattributes\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGRIB_shortName\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparamId_\u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m param_id)\n\u001b[1;32m    697\u001b[0m var_name \u001b[38;5;241m=\u001b[39m data_var\u001b[38;5;241m.\u001b[39mattributes\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGRIB_cfVarName\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124munknown\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[0;31mDatasetBuildError\u001b[0m: multiple values for unique key, try re-open the file with one of:\n    filter_by_keys={'stepType': 'instant'}\n    filter_by_keys={'stepType': 'max'}\n    filter_by_keys={'stepType': 'accum'}"
     ]
    }
   ],
   "source": [
    "import xarray as xr\n",
    "\n",
    "ds = xr.open_dataset(filename, engine=\"cfgrib\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "La fonction échoue. Comme l'indique le message d'erreur, c'est dû au fait que plusieurs variables sont fournit avec plusieurs type de valeure :\n",
    "\n",
    "- la valeur instantané\n",
    "- la valeur maximum\n",
    "- la valeur accumulée"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "skipping variable: paramId==0 shortName='unknown'\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 701, in build_dataset_components\n",
      "    dict_merge(variables, coord_vars)\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 629, in dict_merge\n",
      "    raise DatasetBuildError(\n",
      "cfgrib.dataset.DatasetBuildError: key present and new value is different: key='step' value=Variable(dimensions=('step',), data=array([0., 1., 2., 3., 4., 5., 6.])) new_value=Variable(dimensions=('step',), data=array([1., 2., 3., 4., 5., 6.]))\n",
      "skipping variable: paramId==167 shortName='t2m'\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 701, in build_dataset_components\n",
      "    dict_merge(variables, coord_vars)\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 629, in dict_merge\n",
      "    raise DatasetBuildError(\n",
      "cfgrib.dataset.DatasetBuildError: key present and new value is different: key='heightAboveGround' value=Variable(dimensions=(), data=10.0) new_value=Variable(dimensions=(), data=2.0)\n",
      "skipping variable: paramId==260242 shortName='r2'\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 701, in build_dataset_components\n",
      "    dict_merge(variables, coord_vars)\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 629, in dict_merge\n",
      "    raise DatasetBuildError(\n",
      "cfgrib.dataset.DatasetBuildError: key present and new value is different: key='heightAboveGround' value=Variable(dimensions=(), data=10.0) new_value=Variable(dimensions=(), data=2.0)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 113MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B ...\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B ...\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B ...\n",
       "    meanSea            float64 8B ...\n",
       "Data variables:\n",
       "    wdir10             (step, latitude, longitude) float32 23MB ...\n",
       "    si10               (step, latitude, longitude) float32 23MB ...\n",
       "    u10                (step, latitude, longitude) float32 23MB ...\n",
       "    v10                (step, latitude, longitude) float32 23MB ...\n",
       "    prmsl              (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse\n",
       "    history:                 2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.1...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a2ffb0c0-b59c-4591-b144-a018806d264b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a2ffb0c0-b59c-4591-b144-a018806d264b' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 7</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c2734930-b6e7-4ab0-baa1-fdf410283e2e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c2734930-b6e7-4ab0-baa1-fdf410283e2e' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3d8044c3-32f9-4893-a575-f1041960bc7f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d8044c3-32f9-4893-a575-f1041960bc7f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d545d1d-2dd0-41c9-bc6e-afc91fbea48b' class='xr-var-data-in' type='checkbox'><label for='data-4d545d1d-2dd0-41c9-bc6e-afc91fbea48b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:00 01:00:00 ... 06:00:00</div><input id='attrs-e89e50ad-2fde-4e1e-a0b2-365834dc1e02' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e89e50ad-2fde-4e1e-a0b2-365834dc1e02' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7911591f-366f-4254-aad7-fad81f4caddf' class='xr-var-data-in' type='checkbox'><label for='data-7911591f-366f-4254-aad7-fad81f4caddf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([             0,  3600000000000,  7200000000000, 10800000000000,\n",
       "       14400000000000, 18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>heightAboveGround</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-474d98cf-52e9-4397-adda-d75aa6bbb6c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-474d98cf-52e9-4397-adda-d75aa6bbb6c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dbcfaceb-a980-41ba-baae-0885bd6093ab' class='xr-var-data-in' type='checkbox'><label for='data-dbcfaceb-a980-41ba-baae-0885bd6093ab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>height above the surface</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-0c3e0631-139a-471d-a958-d65c0fbafd91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c3e0631-139a-471d-a958-d65c0fbafd91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6adc44d-decf-442e-84cd-56d9503fa70e' class='xr-var-data-in' type='checkbox'><label for='data-f6adc44d-decf-442e-84cd-56d9503fa70e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-c501adac-fe42-45b1-a0f9-8ce2d8105fbe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c501adac-fe42-45b1-a0f9-8ce2d8105fbe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51e9db53-ef55-447c-9838-a2f2d3aadd5a' class='xr-var-data-in' type='checkbox'><label for='data-51e9db53-ef55-447c-9838-a2f2d3aadd5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-da060e0f-087d-4334-8727-b14da24a7da4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da060e0f-087d-4334-8727-b14da24a7da4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f216c112-78a3-4aaf-a4e2-ec4857b6bbbd' class='xr-var-data-in' type='checkbox'><label for='data-f216c112-78a3-4aaf-a4e2-ec4857b6bbbd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[7 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>meanSea</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-be78a871-7a2a-456b-addc-fa3852d2b776' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-be78a871-7a2a-456b-addc-fa3852d2b776' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4981d895-e75e-4660-8f7a-bd50eeafe64f' class='xr-var-data-in' type='checkbox'><label for='data-4981d895-e75e-4660-8f7a-bd50eeafe64f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>original GRIB coordinate for key: level(meanSea)</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f7f7f690-efb2-489f-9651-9479fd67c656' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f7f7f690-efb2-489f-9651-9479fd67c656' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>wdir10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e4fdbf65-52eb-4c6b-932e-ee7812acb52b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e4fdbf65-52eb-4c6b-932e-ee7812acb52b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ad823cb-8234-45bc-9a5c-cedb63717175' class='xr-var-data-in' type='checkbox'><label for='data-9ad823cb-8234-45bc-9a5c-cedb63717175' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260260</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>wdir10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre wind direction</dd><dt><span>GRIB_shortName :</span></dt><dd>10wdir</dd><dt><span>GRIB_units :</span></dt><dd>Degree true</dd><dt><span>long_name :</span></dt><dd>10 metre wind direction</dd><dt><span>units :</span></dt><dd>Degree true</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>si10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-962c9371-a02a-4792-b465-3c22cf4919b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-962c9371-a02a-4792-b465-3c22cf4919b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-690c89b7-9acf-49ab-97bd-55690a06ff7c' class='xr-var-data-in' type='checkbox'><label for='data-690c89b7-9acf-49ab-97bd-55690a06ff7c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>207</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>si10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre wind speed</dd><dt><span>GRIB_shortName :</span></dt><dd>10si</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre wind speed</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8e01fe26-ecd6-471c-b423-977251ff16e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e01fe26-ecd6-471c-b423-977251ff16e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92e3e762-234d-4a67-bc8f-536919a0a808' class='xr-var-data-in' type='checkbox'><label for='data-92e3e762-234d-4a67-bc8f-536919a0a808' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>165</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>eastward_wind</dd><dt><span>GRIB_cfVarName :</span></dt><dd>u10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre U wind component</dd><dt><span>GRIB_shortName :</span></dt><dd>10u</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre U wind component</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>eastward_wind</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5c202ab2-dcc8-4e0b-9aab-689a6d344944' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5c202ab2-dcc8-4e0b-9aab-689a6d344944' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-546bfcd9-09ae-40d7-ac15-5f5df749e00a' class='xr-var-data-in' type='checkbox'><label for='data-546bfcd9-09ae-40d7-ac15-5f5df749e00a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>166</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>northward_wind</dd><dt><span>GRIB_cfVarName :</span></dt><dd>v10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre V wind component</dd><dt><span>GRIB_shortName :</span></dt><dd>10v</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre V wind component</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>northward_wind</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prmsl</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a79f0db7-2360-4c49-8765-619ec9fe8f53' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a79f0db7-2360-4c49-8765-619ec9fe8f53' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d68e2127-2cd9-4820-844c-4e3e4523f557' class='xr-var-data-in' type='checkbox'><label for='data-d68e2127-2cd9-4820-844c-4e3e4523f557' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260074</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>meanSea</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>prmsl</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>Pressure reduced to MSL</dd><dt><span>GRIB_shortName :</span></dt><dd>prmsl</dd><dt><span>GRIB_units :</span></dt><dd>Pa</dd><dt><span>long_name :</span></dt><dd>Pressure reduced to MSL</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-048d1677-32c6-4f82-b431-fe10471cb0ce' class='xr-section-summary-in' type='checkbox'  ><label for='section-048d1677-32c6-4f82-b431-fe10471cb0ce' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f10a5f09-58a9-423d-a0b3-7949ad6fa7b5' class='xr-index-data-in' type='checkbox'/><label for='index-f10a5f09-58a9-423d-a0b3-7949ad6fa7b5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 00:00:00&#x27;, &#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;,\n",
       "                &#x27;0 days 03:00:00&#x27;, &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;,\n",
       "                &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-45513c3d-6ab2-48ce-b25e-10ce8852f43f' class='xr-index-data-in' type='checkbox'/><label for='index-45513c3d-6ab2-48ce-b25e-10ce8852f43f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cda99a10-4d5f-42c9-8fe7-99bdb1d7eac0' class='xr-index-data-in' type='checkbox'/><label for='index-cda99a10-4d5f-42c9-8fe7-99bdb1d7eac0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1f766aee-0f48-458c-9f82-d29c83b02ad6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1f766aee-0f48-458c-9f82-d29c83b02ad6' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>history :</span></dt><dd>2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.11.0/ecCodes-2.24.2 with {&quot;source&quot;: &quot;arome_sp1_oh.grib2&quot;, &quot;filter_by_keys&quot;: {&quot;stepType&quot;: &quot;instant&quot;}, &quot;encode_cf&quot;: [&quot;parameter&quot;, &quot;time&quot;, &quot;geography&quot;, &quot;vertical&quot;]}</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 113MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B ...\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B ...\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B ...\n",
       "    meanSea            float64 8B ...\n",
       "Data variables:\n",
       "    wdir10             (step, latitude, longitude) float32 23MB ...\n",
       "    si10               (step, latitude, longitude) float32 23MB ...\n",
       "    u10                (step, latitude, longitude) float32 23MB ...\n",
       "    v10                (step, latitude, longitude) float32 23MB ...\n",
       "    prmsl              (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse\n",
       "    history:                 2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.1..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = xr.open_dataset(filename, engine=\"cfgrib\", backend_kwargs={\"filter_by_keys\": {'stepType': 'instant'}})\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Premières difficultées\n",
    "\n",
    "Comme vous pouvez le voir lors de l'étapes précédente :\n",
    "\n",
    "- un DataSet Xarray a bien été retournée\n",
    "- ce DataSet ne présente que 5 variables concernant principalement les parameters du vent à 10m. Vous pouvez utiliser la sortie de la cellule précédentes pour inspecter les attributes et les méta-données des coordinée et des variables.\n",
    "- plusieurs messages d'erreurs indiquent des incompatibilitées entre la valeure de l'altitude ainsi que pour les valeures.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solution \n",
    "\n",
    "La solution pour corriger ce problème est de filter les variables concaténé en DataSet. On pourra\n",
    "\n",
    "1. Selectionner une variable directement\n",
    "2. Filtrer sur le champ de l'altitude"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Selection de la variable\n",
    "\n",
    "Cette methode est la plus simple, mais necessite de connaitre le nom de la variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 23MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B ...\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B ...\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B ...\n",
       "Data variables:\n",
       "    u10                (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse\n",
       "    history:                 2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.1...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-ca72264c-fcfd-491a-8873-4c12856ceac9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ca72264c-fcfd-491a-8873-4c12856ceac9' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 7</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d86a983a-ec6f-4f18-a6a2-81bcdd186903' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d86a983a-ec6f-4f18-a6a2-81bcdd186903' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-44a10c17-70b8-4411-b646-72598808e2e2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-44a10c17-70b8-4411-b646-72598808e2e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04b9476e-b112-4cdd-8991-04462e8a7f58' class='xr-var-data-in' type='checkbox'><label for='data-04b9476e-b112-4cdd-8991-04462e8a7f58' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:00 01:00:00 ... 06:00:00</div><input id='attrs-c3af2797-58b5-4198-a0ce-38fcc970c83a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c3af2797-58b5-4198-a0ce-38fcc970c83a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86e16ff3-b0ad-46a5-953e-9d979f680e53' class='xr-var-data-in' type='checkbox'><label for='data-86e16ff3-b0ad-46a5-953e-9d979f680e53' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([             0,  3600000000000,  7200000000000, 10800000000000,\n",
       "       14400000000000, 18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>heightAboveGround</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1a60d022-428f-4a97-9b3e-816189f13661' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1a60d022-428f-4a97-9b3e-816189f13661' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad2cafa6-6609-401f-b259-40004faf587a' class='xr-var-data-in' type='checkbox'><label for='data-ad2cafa6-6609-401f-b259-40004faf587a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>height above the surface</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-feb20f88-9b43-48df-a50a-82cd503d84a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-feb20f88-9b43-48df-a50a-82cd503d84a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01d2492f-d804-4c7d-b671-eabfa42aeea5' class='xr-var-data-in' type='checkbox'><label for='data-01d2492f-d804-4c7d-b671-eabfa42aeea5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-799d9a8d-7bab-4c4b-a30e-29e69118c3b5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-799d9a8d-7bab-4c4b-a30e-29e69118c3b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6740f540-7de3-48f5-a93e-30153adf73c5' class='xr-var-data-in' type='checkbox'><label for='data-6740f540-7de3-48f5-a93e-30153adf73c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-acdd1b4b-d4b3-450f-908a-759203aeba32' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-acdd1b4b-d4b3-450f-908a-759203aeba32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-682d82d8-0b25-4427-bb49-f89530a2315b' class='xr-var-data-in' type='checkbox'><label for='data-682d82d8-0b25-4427-bb49-f89530a2315b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[7 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc322553-598e-4f5c-941e-9ec31215dd14' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cc322553-598e-4f5c-941e-9ec31215dd14' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>u10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6c9f2872-9b82-4cca-96ad-3862ada880ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c9f2872-9b82-4cca-96ad-3862ada880ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90044f69-4f95-4bc0-91f6-10f4915b77ae' class='xr-var-data-in' type='checkbox'><label for='data-90044f69-4f95-4bc0-91f6-10f4915b77ae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>165</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>eastward_wind</dd><dt><span>GRIB_cfVarName :</span></dt><dd>u10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre U wind component</dd><dt><span>GRIB_shortName :</span></dt><dd>10u</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre U wind component</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>eastward_wind</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cbcbc65f-6726-4162-97b4-be34b6868c30' class='xr-section-summary-in' type='checkbox'  ><label for='section-cbcbc65f-6726-4162-97b4-be34b6868c30' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a1edc5c7-93d7-4a74-a782-99a758705c33' class='xr-index-data-in' type='checkbox'/><label for='index-a1edc5c7-93d7-4a74-a782-99a758705c33' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 00:00:00&#x27;, &#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;,\n",
       "                &#x27;0 days 03:00:00&#x27;, &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;,\n",
       "                &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b3f20de6-a149-48c5-9aed-a94dbad19fb9' class='xr-index-data-in' type='checkbox'/><label for='index-b3f20de6-a149-48c5-9aed-a94dbad19fb9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e0ab29a9-b1fd-41ed-ac8d-c490b020b586' class='xr-index-data-in' type='checkbox'/><label for='index-e0ab29a9-b1fd-41ed-ac8d-c490b020b586' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7917ed06-082a-4951-afb0-c6ed27442303' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7917ed06-082a-4951-afb0-c6ed27442303' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>history :</span></dt><dd>2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.11.0/ecCodes-2.24.2 with {&quot;source&quot;: &quot;arome_sp1_oh.grib2&quot;, &quot;filter_by_keys&quot;: {&quot;shortName&quot;: &quot;10u&quot;}, &quot;encode_cf&quot;: [&quot;parameter&quot;, &quot;time&quot;, &quot;geography&quot;, &quot;vertical&quot;]}</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 23MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B ...\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B ...\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B ...\n",
       "Data variables:\n",
       "    u10                (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse\n",
       "    history:                 2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.1..."
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_u10 = xr.open_dataset(filename, engine=\"cfgrib\", backend_kwargs={\"filter_by_keys\": {\"shortName\": \"10u\"}})\n",
    "ds_u10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Filtrer par altitude\n",
    "\n",
    "Cette methode permet de selectionner les variables qui sont a la même altitude."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 77MB\n",
       "Dimensions:     (step: 6, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time        datetime64[ns] 8B ...\n",
       "  * step        (step) timedelta64[ns] 48B 01:00:00 02:00:00 ... 06:00:00\n",
       "    surface     float64 8B ...\n",
       "  * latitude    (latitude) float64 6kB 55.4 55.38 55.35 ... 37.55 37.53 37.5\n",
       "  * longitude   (longitude) float64 9kB -12.0 -11.97 -11.95 ... 15.95 15.98 16.0\n",
       "    valid_time  (step) datetime64[ns] 48B ...\n",
       "Data variables:\n",
       "    tp          (step, latitude, longitude) float32 19MB ...\n",
       "    sprate      (step, latitude, longitude) float32 19MB ...\n",
       "    ssrd        (step, latitude, longitude) float32 19MB ...\n",
       "    unknown     (step, latitude, longitude) float32 19MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse\n",
       "    history:                 2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.1...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-7e196a27-f5d6-4ba7-9d02-bb14bab7769b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7e196a27-f5d6-4ba7-9d02-bb14bab7769b' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 6</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e39b016e-d255-4423-aaa8-c6860cb5f8fa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e39b016e-d255-4423-aaa8-c6860cb5f8fa' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-35f4d8e0-ede4-4284-b631-4b056fd97341' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35f4d8e0-ede4-4284-b631-4b056fd97341' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-121b32b1-b29d-4e61-ad30-2c530b66dfc8' class='xr-var-data-in' type='checkbox'><label for='data-121b32b1-b29d-4e61-ad30-2c530b66dfc8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>01:00:00 02:00:00 ... 06:00:00</div><input id='attrs-4022e86f-aa7c-4ec4-bf93-b82673125038' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4022e86f-aa7c-4ec4-bf93-b82673125038' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-378caafb-cf8f-4464-8d0a-364ac91e5b4a' class='xr-var-data-in' type='checkbox'><label for='data-378caafb-cf8f-4464-8d0a-364ac91e5b4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([ 3600000000000,  7200000000000, 10800000000000, 14400000000000,\n",
       "       18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surface</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-48e517ae-ef5b-4bda-b25f-4da09f3a7325' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48e517ae-ef5b-4bda-b25f-4da09f3a7325' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d856ae6-3e9a-4741-a48d-96e6c984640f' class='xr-var-data-in' type='checkbox'><label for='data-2d856ae6-3e9a-4741-a48d-96e6c984640f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>original GRIB coordinate for key: level(surface)</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-5ce3985b-225c-447b-ac19-94fea0ee0a7b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5ce3985b-225c-447b-ac19-94fea0ee0a7b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76cf516c-6fca-4588-918a-8d2aa66cedfb' class='xr-var-data-in' type='checkbox'><label for='data-76cf516c-6fca-4588-918a-8d2aa66cedfb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-24455fe2-dbdb-4d8f-b56c-ebf0dc4d9731' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-24455fe2-dbdb-4d8f-b56c-ebf0dc4d9731' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a68935d-80d9-4c0a-893c-9e49e747d1a7' class='xr-var-data-in' type='checkbox'><label for='data-8a68935d-80d9-4c0a-893c-9e49e747d1a7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2cb22fa1-9e58-456e-83e2-c2f2f6df5c32' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2cb22fa1-9e58-456e-83e2-c2f2f6df5c32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbe62075-69a2-44ae-907a-0b0728eaaa1f' class='xr-var-data-in' type='checkbox'><label for='data-cbe62075-69a2-44ae-907a-0b0728eaaa1f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[6 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8d2d85e7-67c1-4a10-8403-bcb9e357ab58' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8d2d85e7-67c1-4a10-8403-bcb9e357ab58' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tp</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4081d1d9-6568-431a-8de5-97a98f8c936c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4081d1d9-6568-431a-8de5-97a98f8c936c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7b5586d-7384-4768-bb24-ba39b16d51e8' class='xr-var-data-in' type='checkbox'><label for='data-e7b5586d-7384-4768-bb24-ba39b16d51e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>228228</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>accum</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>tp</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>Total Precipitation</dd><dt><span>GRIB_shortName :</span></dt><dd>tp</dd><dt><span>GRIB_units :</span></dt><dd>kg m**-2</dd><dt><span>long_name :</span></dt><dd>Total Precipitation</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[4822542 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sprate</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7d2bac90-6d73-4acf-a3b3-f284c52a6af4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7d2bac90-6d73-4acf-a3b3-f284c52a6af4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0cb22a42-f9c8-4006-9372-48a69ce1329a' class='xr-var-data-in' type='checkbox'><label for='data-0cb22a42-f9c8-4006-9372-48a69ce1329a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260059</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>accum</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>sprate</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>Snow precipitation rate</dd><dt><span>GRIB_shortName :</span></dt><dd>sprate</dd><dt><span>GRIB_units :</span></dt><dd>kg m**-2 s**-1</dd><dt><span>long_name :</span></dt><dd>Snow precipitation rate</dd><dt><span>units :</span></dt><dd>kg m**-2 s**-1</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[4822542 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ssrd</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d8533076-4e03-4ffb-946a-507eba01cdaa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8533076-4e03-4ffb-946a-507eba01cdaa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7459d343-c00a-4578-b36c-95472d9c16c7' class='xr-var-data-in' type='checkbox'><label for='data-7459d343-c00a-4578-b36c-95472d9c16c7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>169</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>accum</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>surface_downwelling_shortwave_flux_in_air</dd><dt><span>GRIB_cfVarName :</span></dt><dd>ssrd</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>Surface solar radiation downwards</dd><dt><span>GRIB_shortName :</span></dt><dd>ssrd</dd><dt><span>GRIB_units :</span></dt><dd>J m**-2</dd><dt><span>long_name :</span></dt><dd>Surface solar radiation downwards</dd><dt><span>units :</span></dt><dd>J m**-2</dd><dt><span>standard_name :</span></dt><dd>surface_downwelling_shortwave_flux_in_air</dd></dl></div><div class='xr-var-data'><pre>[4822542 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>unknown</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4bbdb9d5-0897-4bfd-804f-d3b553fe37f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4bbdb9d5-0897-4bfd-804f-d3b553fe37f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29ff5f8c-8eac-4d87-a30d-172bb5497e04' class='xr-var-data-in' type='checkbox'><label for='data-29ff5f8c-8eac-4d87-a30d-172bb5497e04' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>0</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>accum</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>unknown</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>unknown</dd><dt><span>GRIB_shortName :</span></dt><dd>unknown</dd><dt><span>GRIB_units :</span></dt><dd>unknown</dd><dt><span>long_name :</span></dt><dd>unknown</dd><dt><span>units :</span></dt><dd>unknown</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[4822542 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fb3be313-8ac6-4ce7-a354-68212aea9a8d' class='xr-section-summary-in' type='checkbox'  ><label for='section-fb3be313-8ac6-4ce7-a354-68212aea9a8d' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8e159baa-c374-41ba-b9d8-6fff20c32e6a' class='xr-index-data-in' type='checkbox'/><label for='index-8e159baa-c374-41ba-b9d8-6fff20c32e6a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;, &#x27;0 days 03:00:00&#x27;,\n",
       "                &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;, &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-548f8697-1562-48e8-814b-36a78f98c67f' class='xr-index-data-in' type='checkbox'/><label for='index-548f8697-1562-48e8-814b-36a78f98c67f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bbde024a-e702-437b-9ed5-72c87151896a' class='xr-index-data-in' type='checkbox'/><label for='index-bbde024a-e702-437b-9ed5-72c87151896a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cabd90b0-4aaa-4abf-bde7-b3797aa55603' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cabd90b0-4aaa-4abf-bde7-b3797aa55603' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>history :</span></dt><dd>2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.11.0/ecCodes-2.24.2 with {&quot;source&quot;: &quot;arome_sp1_oh.grib2&quot;, &quot;filter_by_keys&quot;: {&quot;stepType&quot;: &quot;accum&quot;, &quot;typeOfLevel&quot;: &quot;surface&quot;}, &quot;encode_cf&quot;: [&quot;parameter&quot;, &quot;time&quot;, &quot;geography&quot;, &quot;vertical&quot;]}</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 77MB\n",
       "Dimensions:     (step: 6, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time        datetime64[ns] 8B ...\n",
       "  * step        (step) timedelta64[ns] 48B 01:00:00 02:00:00 ... 06:00:00\n",
       "    surface     float64 8B ...\n",
       "  * latitude    (latitude) float64 6kB 55.4 55.38 55.35 ... 37.55 37.53 37.5\n",
       "  * longitude   (longitude) float64 9kB -12.0 -11.97 -11.95 ... 15.95 15.98 16.0\n",
       "    valid_time  (step) datetime64[ns] 48B ...\n",
       "Data variables:\n",
       "    tp          (step, latitude, longitude) float32 19MB ...\n",
       "    sprate      (step, latitude, longitude) float32 19MB ...\n",
       "    ssrd        (step, latitude, longitude) float32 19MB ...\n",
       "    unknown     (step, latitude, longitude) float32 19MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse\n",
       "    history:                 2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.1..."
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_surface = xr.open_dataset(filename, engine=\"cfgrib\", backend_kwargs={\"filter_by_keys\": {'stepType': 'accum', \"typeOfLevel\": \"surface\"}})\n",
    "ds_surface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 45MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B ...\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B ...\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B ...\n",
       "Data variables:\n",
       "    t2m                (step, latitude, longitude) float32 23MB ...\n",
       "    r2                 (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse\n",
       "    history:                 2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.1...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d15ad399-fbb3-4521-b852-a4bdf1a923f4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d15ad399-fbb3-4521-b852-a4bdf1a923f4' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 7</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ff223f65-88ab-41ac-8099-2ec42295f038' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ff223f65-88ab-41ac-8099-2ec42295f038' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3c177f6a-a4b7-4ae1-bae8-bd9526822c38' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c177f6a-a4b7-4ae1-bae8-bd9526822c38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a44c3ec-64b1-486d-8dbc-71b5cf98451e' class='xr-var-data-in' type='checkbox'><label for='data-2a44c3ec-64b1-486d-8dbc-71b5cf98451e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:00 01:00:00 ... 06:00:00</div><input id='attrs-5ce733e9-4d6b-4c4f-8f5a-cc29bd7a6f49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5ce733e9-4d6b-4c4f-8f5a-cc29bd7a6f49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9cbca0d9-f21f-4976-94c8-66d467835ae0' class='xr-var-data-in' type='checkbox'><label for='data-9cbca0d9-f21f-4976-94c8-66d467835ae0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([             0,  3600000000000,  7200000000000, 10800000000000,\n",
       "       14400000000000, 18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>heightAboveGround</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ba1bcc47-2b7b-46e3-87db-b8742289e96e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba1bcc47-2b7b-46e3-87db-b8742289e96e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-957151b3-6e0e-4c91-9094-dd5b7b404ebc' class='xr-var-data-in' type='checkbox'><label for='data-957151b3-6e0e-4c91-9094-dd5b7b404ebc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>height above the surface</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-c8bf2932-0b9b-440d-aea0-c9aa71bb8c2c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c8bf2932-0b9b-440d-aea0-c9aa71bb8c2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8bc6710e-2bdc-40c0-bbf7-6568ef3d1ba5' class='xr-var-data-in' type='checkbox'><label for='data-8bc6710e-2bdc-40c0-bbf7-6568ef3d1ba5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-86b91735-072b-409f-957b-4fba3f7c2773' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-86b91735-072b-409f-957b-4fba3f7c2773' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-116d0026-ac7c-4c6e-bc1f-fd8f39f13024' class='xr-var-data-in' type='checkbox'><label for='data-116d0026-ac7c-4c6e-bc1f-fd8f39f13024' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f874abde-4c79-4598-861e-364a8298cbec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f874abde-4c79-4598-861e-364a8298cbec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ca3a8ae-207e-4b4b-92a1-01e3b550710c' class='xr-var-data-in' type='checkbox'><label for='data-5ca3a8ae-207e-4b4b-92a1-01e3b550710c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[7 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e9e7fbee-b11f-49e2-aa3f-2f6eed224933' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e9e7fbee-b11f-49e2-aa3f-2f6eed224933' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>t2m</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f1201677-feec-46c7-a42e-a25b322d2d8a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1201677-feec-46c7-a42e-a25b322d2d8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42757f80-7782-459f-a93f-e618c812b955' class='xr-var-data-in' type='checkbox'><label for='data-42757f80-7782-459f-a93f-e618c812b955' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>167</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>air_temperature</dd><dt><span>GRIB_cfVarName :</span></dt><dd>t2m</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>2 metre temperature</dd><dt><span>GRIB_shortName :</span></dt><dd>2t</dd><dt><span>GRIB_units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>2 metre temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>r2</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a9b0b69f-bb90-4466-af7e-2c701f000647' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9b0b69f-bb90-4466-af7e-2c701f000647' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc8accf9-fe16-4d18-85b9-37ed72590211' class='xr-var-data-in' type='checkbox'><label for='data-cc8accf9-fe16-4d18-85b9-37ed72590211' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260242</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>relative_humidity</dd><dt><span>GRIB_cfVarName :</span></dt><dd>r2</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>2 metre relative humidity</dd><dt><span>GRIB_shortName :</span></dt><dd>2r</dd><dt><span>GRIB_units :</span></dt><dd>%</dd><dt><span>long_name :</span></dt><dd>2 metre relative humidity</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-42c05283-5996-46d1-a3ed-3d3fa4ea431d' class='xr-section-summary-in' type='checkbox'  ><label for='section-42c05283-5996-46d1-a3ed-3d3fa4ea431d' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a1a5e790-36ae-41b1-ba27-86a2450cc577' class='xr-index-data-in' type='checkbox'/><label for='index-a1a5e790-36ae-41b1-ba27-86a2450cc577' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 00:00:00&#x27;, &#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;,\n",
       "                &#x27;0 days 03:00:00&#x27;, &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;,\n",
       "                &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-74038759-5ea3-4523-af25-6f96da0e0557' class='xr-index-data-in' type='checkbox'/><label for='index-74038759-5ea3-4523-af25-6f96da0e0557' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-39e9acdf-ce09-461c-be0c-184dd69cc7dd' class='xr-index-data-in' type='checkbox'/><label for='index-39e9acdf-ce09-461c-be0c-184dd69cc7dd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-044834c7-a193-450c-8f5b-ac93e7879386' class='xr-section-summary-in' type='checkbox'  checked><label for='section-044834c7-a193-450c-8f5b-ac93e7879386' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>history :</span></dt><dd>2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.11.0/ecCodes-2.24.2 with {&quot;source&quot;: &quot;arome_sp1_oh.grib2&quot;, &quot;filter_by_keys&quot;: {&quot;typeOfLevel&quot;: &quot;heightAboveGround&quot;, &quot;level&quot;: 2}, &quot;encode_cf&quot;: [&quot;parameter&quot;, &quot;time&quot;, &quot;geography&quot;, &quot;vertical&quot;]}</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 45MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B ...\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B ...\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B ...\n",
       "Data variables:\n",
       "    t2m                (step, latitude, longitude) float32 23MB ...\n",
       "    r2                 (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse\n",
       "    history:                 2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.1..."
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_2m = xr.open_dataset(filename, engine=\"cfgrib\", backend_kwargs={\"filter_by_keys\": {\"typeOfLevel\": \"heightAboveGround\", \"level\": 2}})\n",
    "ds_2m\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "skipping variable: paramId==260065 shortName='gust'\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 701, in build_dataset_components\n",
      "    dict_merge(variables, coord_vars)\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 629, in dict_merge\n",
      "    raise DatasetBuildError(\n",
      "cfgrib.dataset.DatasetBuildError: key present and new value is different: key='step' value=Variable(dimensions=('step',), data=array([0., 1., 2., 3., 4., 5., 6.])) new_value=Variable(dimensions=('step',), data=array([1., 2., 3., 4., 5., 6.]))\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "skipping variable: paramId==260646 shortName='efg10'\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 701, in build_dataset_components\n",
      "    dict_merge(variables, coord_vars)\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 629, in dict_merge\n",
      "    raise DatasetBuildError(\n",
      "cfgrib.dataset.DatasetBuildError: key present and new value is different: key='step' value=Variable(dimensions=('step',), data=array([0., 1., 2., 3., 4., 5., 6.])) new_value=Variable(dimensions=('step',), data=array([1., 2., 3., 4., 5., 6.]))\n",
      "skipping variable: paramId==260647 shortName='nfg10'\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 701, in build_dataset_components\n",
      "    dict_merge(variables, coord_vars)\n",
      "  File \"/home/ubuntu/.local/share/hatch/env/virtual/antoinetavant-github-io/vsXjhu16/antoinetavant-github-io/lib/python3.10/site-packages/cfgrib/dataset.py\", line 629, in dict_merge\n",
      "    raise DatasetBuildError(\n",
      "cfgrib.dataset.DatasetBuildError: key present and new value is different: key='step' value=Variable(dimensions=('step',), data=array([0., 1., 2., 3., 4., 5., 6.])) new_value=Variable(dimensions=('step',), data=array([1., 2., 3., 4., 5., 6.]))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 90MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B ...\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B ...\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B ...\n",
       "Data variables:\n",
       "    wdir10             (step, latitude, longitude) float32 23MB ...\n",
       "    si10               (step, latitude, longitude) float32 23MB ...\n",
       "    u10                (step, latitude, longitude) float32 23MB ...\n",
       "    v10                (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse\n",
       "    history:                 2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.1...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-301d0a14-00b4-4b69-9c6c-32dca834fa60' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-301d0a14-00b4-4b69-9c6c-32dca834fa60' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 7</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-86d45319-6a9b-485e-95cd-643e37282379' class='xr-section-summary-in' type='checkbox'  checked><label for='section-86d45319-6a9b-485e-95cd-643e37282379' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c134d6be-dbd6-45ef-a47b-e1f6499a21dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c134d6be-dbd6-45ef-a47b-e1f6499a21dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19b08953-0487-45ff-b539-eb4d00d478d8' class='xr-var-data-in' type='checkbox'><label for='data-19b08953-0487-45ff-b539-eb4d00d478d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:00 01:00:00 ... 06:00:00</div><input id='attrs-f9bbb019-473c-4955-a2ff-fc389fd13429' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f9bbb019-473c-4955-a2ff-fc389fd13429' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7777bf94-b04e-4352-b71a-8bb8da91b0a5' class='xr-var-data-in' type='checkbox'><label for='data-7777bf94-b04e-4352-b71a-8bb8da91b0a5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([             0,  3600000000000,  7200000000000, 10800000000000,\n",
       "       14400000000000, 18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>heightAboveGround</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-959e47b2-12c1-4303-921c-d91b0c29d14f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-959e47b2-12c1-4303-921c-d91b0c29d14f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-24db9fc7-e782-40b8-8247-9a52b3d73923' class='xr-var-data-in' type='checkbox'><label for='data-24db9fc7-e782-40b8-8247-9a52b3d73923' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>height above the surface</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-42ccb921-90de-499c-a287-6ad2febee3a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42ccb921-90de-499c-a287-6ad2febee3a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-290384b3-7009-46ef-886d-2a4b2bf9aa33' class='xr-var-data-in' type='checkbox'><label for='data-290384b3-7009-46ef-886d-2a4b2bf9aa33' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-215d243e-3daa-42e6-bdbf-4eb18cf63470' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-215d243e-3daa-42e6-bdbf-4eb18cf63470' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8484a09f-05df-4b81-9687-dba7f64e0a5b' class='xr-var-data-in' type='checkbox'><label for='data-8484a09f-05df-4b81-9687-dba7f64e0a5b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-932242ee-98c9-4b8a-a5b9-86c235b64a0f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-932242ee-98c9-4b8a-a5b9-86c235b64a0f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eec81dac-b04f-40ff-aea4-a1cdc39be545' class='xr-var-data-in' type='checkbox'><label for='data-eec81dac-b04f-40ff-aea4-a1cdc39be545' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[7 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e3849ecc-cf04-4cfa-bc75-bcf9308575f8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e3849ecc-cf04-4cfa-bc75-bcf9308575f8' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>wdir10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-22771267-b44f-4d51-8c8a-2c70f98be7c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-22771267-b44f-4d51-8c8a-2c70f98be7c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf56a489-1947-48df-bcc8-afe87fa152ca' class='xr-var-data-in' type='checkbox'><label for='data-bf56a489-1947-48df-bcc8-afe87fa152ca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260260</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>wdir10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre wind direction</dd><dt><span>GRIB_shortName :</span></dt><dd>10wdir</dd><dt><span>GRIB_stepRange :</span></dt><dd>0</dd><dt><span>GRIB_units :</span></dt><dd>Degree true</dd><dt><span>long_name :</span></dt><dd>10 metre wind direction</dd><dt><span>units :</span></dt><dd>Degree true</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>si10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-114cf648-13ae-4c30-9e85-dd22a7954058' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-114cf648-13ae-4c30-9e85-dd22a7954058' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-580d5814-8ba1-43f3-ac03-c5b130dd6177' class='xr-var-data-in' type='checkbox'><label for='data-580d5814-8ba1-43f3-ac03-c5b130dd6177' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>207</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>si10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre wind speed</dd><dt><span>GRIB_shortName :</span></dt><dd>10si</dd><dt><span>GRIB_stepRange :</span></dt><dd>0</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre wind speed</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2a7fd98e-2b81-4d76-a2da-d75b49816fa8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a7fd98e-2b81-4d76-a2da-d75b49816fa8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a24fdb1-e49a-44ff-98eb-544cefb22f68' class='xr-var-data-in' type='checkbox'><label for='data-2a24fdb1-e49a-44ff-98eb-544cefb22f68' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>165</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>eastward_wind</dd><dt><span>GRIB_cfVarName :</span></dt><dd>u10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre U wind component</dd><dt><span>GRIB_shortName :</span></dt><dd>10u</dd><dt><span>GRIB_stepRange :</span></dt><dd>0</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre U wind component</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>eastward_wind</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5e7b16d5-17a1-4040-9ffe-214d74059d77' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e7b16d5-17a1-4040-9ffe-214d74059d77' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cd28469-9c2f-43da-902a-47be4173aa8d' class='xr-var-data-in' type='checkbox'><label for='data-8cd28469-9c2f-43da-902a-47be4173aa8d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>166</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>northward_wind</dd><dt><span>GRIB_cfVarName :</span></dt><dd>v10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre V wind component</dd><dt><span>GRIB_shortName :</span></dt><dd>10v</dd><dt><span>GRIB_stepRange :</span></dt><dd>0</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre V wind component</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>northward_wind</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cfe86b17-7999-4ccc-b198-bf78177c35fa' class='xr-section-summary-in' type='checkbox'  ><label for='section-cfe86b17-7999-4ccc-b198-bf78177c35fa' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f69586f2-e51f-4f06-a114-5d427b7a2b49' class='xr-index-data-in' type='checkbox'/><label for='index-f69586f2-e51f-4f06-a114-5d427b7a2b49' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 00:00:00&#x27;, &#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;,\n",
       "                &#x27;0 days 03:00:00&#x27;, &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;,\n",
       "                &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7ae3eeba-1013-4b2c-b7d2-99b6247abe9f' class='xr-index-data-in' type='checkbox'/><label for='index-7ae3eeba-1013-4b2c-b7d2-99b6247abe9f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-85102150-47a6-4214-95e2-527f174fcd87' class='xr-index-data-in' type='checkbox'/><label for='index-85102150-47a6-4214-95e2-527f174fcd87' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e51c3e3f-1700-4bab-b31c-718329375d5f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e51c3e3f-1700-4bab-b31c-718329375d5f' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>history :</span></dt><dd>2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.11.0/ecCodes-2.24.2 with {&quot;source&quot;: &quot;arome_sp1_oh.grib2&quot;, &quot;filter_by_keys&quot;: {&quot;typeOfLevel&quot;: &quot;heightAboveGround&quot;, &quot;level&quot;: 10}, &quot;encode_cf&quot;: [&quot;parameter&quot;, &quot;time&quot;, &quot;geography&quot;, &quot;vertical&quot;]}</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 90MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B ...\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B ...\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B ...\n",
       "Data variables:\n",
       "    wdir10             (step, latitude, longitude) float32 23MB ...\n",
       "    si10               (step, latitude, longitude) float32 23MB ...\n",
       "    u10                (step, latitude, longitude) float32 23MB ...\n",
       "    v10                (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse\n",
       "    history:                 2024-05-21T12:01 GRIB to CDM+CF via cfgrib-0.9.1..."
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_10m = xr.open_dataset(filename, engine=\"cfgrib\", backend_kwargs={\"read_keys\": [\"stepRange\"],\n",
    "                                                                    \"filter_by_keys\": {\n",
    "                                                                                      \"typeOfLevel\": \"heightAboveGround\",\n",
    "                                                                                      \"level\": 10,\n",
    "                                                                                       }\n",
    "                                                                    })\n",
    "ds_10m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pour les variables à 10 m d'altitude, nous avons un nouvel message d'erreur.\n",
    "C'est du au fait que certaines variables sont fournies avec un horizon de 0h (ce qui correspond a la valeur initiale donc) et d'autres uniquement à partir de 1h d'horizon.\n",
    "\n",
    "Actuellement, je n'ai pas réussi à filtrer sur ce parametre. \n",
    "Une solution est de laisser `cfgrib` determiner lui-même les differents groupes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of datasets: 6\n"
     ]
    }
   ],
   "source": [
    "import cfgrib\n",
    "list_dataset = cfgrib.open_datasets(filename)\n",
    "print(f\"number of datasets: {len(list_dataset)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 90MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B 10.0\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B 2024-05-21T03:00:00 ... 2024...\n",
       "Data variables:\n",
       "    u10                (step, latitude, longitude) float32 23MB ...\n",
       "    v10                (step, latitude, longitude) float32 23MB ...\n",
       "    si10               (step, latitude, longitude) float32 23MB ...\n",
       "    wdir10             (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-36862bf8-119f-4def-80fe-e46a8adda75e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-36862bf8-119f-4def-80fe-e46a8adda75e' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 7</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a07c4c1e-bf97-416c-b6da-37cef77a96a7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a07c4c1e-bf97-416c-b6da-37cef77a96a7' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T03:00:00</div><input id='attrs-72753578-9afa-4cb5-8940-0d046ec7e471' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72753578-9afa-4cb5-8940-0d046ec7e471' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-780f4188-6378-4dc2-9bb1-387a2b33aaf6' class='xr-var-data-in' type='checkbox'><label for='data-780f4188-6378-4dc2-9bb1-387a2b33aaf6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;2024-05-21T03:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:00 01:00:00 ... 06:00:00</div><input id='attrs-2cb6ddd5-8a59-41b4-a0ba-10477b06ed74' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2cb6ddd5-8a59-41b4-a0ba-10477b06ed74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0755bfe-f948-4d63-bc80-8aa86db2c619' class='xr-var-data-in' type='checkbox'><label for='data-a0755bfe-f948-4d63-bc80-8aa86db2c619' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([             0,  3600000000000,  7200000000000, 10800000000000,\n",
       "       14400000000000, 18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>heightAboveGround</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0</div><input id='attrs-7e4a87e1-8b57-4fb8-8cf8-feb277041c32' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e4a87e1-8b57-4fb8-8cf8-feb277041c32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65e2498a-a858-4458-9df9-dba10f0691cf' class='xr-var-data-in' type='checkbox'><label for='data-65e2498a-a858-4458-9df9-dba10f0691cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>height above the surface</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(10.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-d5efc35f-2fff-43a7-ac92-ce0a721f5acf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5efc35f-2fff-43a7-ac92-ce0a721f5acf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c13fe407-0f4f-49e0-9e3f-6a63c9914323' class='xr-var-data-in' type='checkbox'><label for='data-c13fe407-0f4f-49e0-9e3f-6a63c9914323' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-32b282d5-4d3d-4983-941b-fc2a8c75fbcd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-32b282d5-4d3d-4983-941b-fc2a8c75fbcd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4df8305-e7b2-4eed-a2f2-1ecee2e33686' class='xr-var-data-in' type='checkbox'><label for='data-b4df8305-e7b2-4eed-a2f2-1ecee2e33686' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T03:00:00 ... 2024-05-...</div><input id='attrs-489acad4-ff03-41c1-91ed-270e043f44eb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-489acad4-ff03-41c1-91ed-270e043f44eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f149c65-4ec0-46d0-832c-6599935a781d' class='xr-var-data-in' type='checkbox'><label for='data-1f149c65-4ec0-46d0-832c-6599935a781d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2024-05-21T03:00:00.000000000&#x27;, &#x27;2024-05-21T04:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T05:00:00.000000000&#x27;, &#x27;2024-05-21T06:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T07:00:00.000000000&#x27;, &#x27;2024-05-21T08:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T09:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7a9dd9d1-1453-44f2-b2a0-3a63fde48b36' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7a9dd9d1-1453-44f2-b2a0-3a63fde48b36' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>u10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-375f5f4d-6527-443e-a894-2193baf71b11' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-375f5f4d-6527-443e-a894-2193baf71b11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f6a275d-a58a-40b2-bae4-0f1d8ce52b59' class='xr-var-data-in' type='checkbox'><label for='data-7f6a275d-a58a-40b2-bae4-0f1d8ce52b59' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>165</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>eastward_wind</dd><dt><span>GRIB_cfVarName :</span></dt><dd>u10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre U wind component</dd><dt><span>GRIB_shortName :</span></dt><dd>10u</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre U wind component</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>eastward_wind</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b8d83a1-0436-45e5-9e5e-8e2fd4411d4b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b8d83a1-0436-45e5-9e5e-8e2fd4411d4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-818dc95f-ba99-4142-a47d-ef063907d4d9' class='xr-var-data-in' type='checkbox'><label for='data-818dc95f-ba99-4142-a47d-ef063907d4d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>166</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>northward_wind</dd><dt><span>GRIB_cfVarName :</span></dt><dd>v10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre V wind component</dd><dt><span>GRIB_shortName :</span></dt><dd>10v</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre V wind component</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>northward_wind</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>si10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fce2fcbe-8394-4f6a-927b-55cc81657b55' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fce2fcbe-8394-4f6a-927b-55cc81657b55' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9145b44-b381-4e59-aacf-852fb00dc7e5' class='xr-var-data-in' type='checkbox'><label for='data-e9145b44-b381-4e59-aacf-852fb00dc7e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>207</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>si10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre wind speed</dd><dt><span>GRIB_shortName :</span></dt><dd>10si</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre wind speed</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wdir10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5cf7fe69-ceaa-4d54-95c6-4667e8a1c046' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5cf7fe69-ceaa-4d54-95c6-4667e8a1c046' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-333060fd-cebc-4278-8fec-d92ef34f5478' class='xr-var-data-in' type='checkbox'><label for='data-333060fd-cebc-4278-8fec-d92ef34f5478' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260260</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>wdir10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre wind direction</dd><dt><span>GRIB_shortName :</span></dt><dd>10wdir</dd><dt><span>GRIB_units :</span></dt><dd>Degree true</dd><dt><span>long_name :</span></dt><dd>10 metre wind direction</dd><dt><span>units :</span></dt><dd>Degree true</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-23fe2c86-b457-472d-a852-fd9330bf0ea8' class='xr-section-summary-in' type='checkbox'  ><label for='section-23fe2c86-b457-472d-a852-fd9330bf0ea8' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-142c0dda-67e4-4795-8e14-d2fc23e4238b' class='xr-index-data-in' type='checkbox'/><label for='index-142c0dda-67e4-4795-8e14-d2fc23e4238b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 00:00:00&#x27;, &#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;,\n",
       "                &#x27;0 days 03:00:00&#x27;, &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;,\n",
       "                &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fdaeebf8-7de1-435d-88ae-672a5adfbfcb' class='xr-index-data-in' type='checkbox'/><label for='index-fdaeebf8-7de1-435d-88ae-672a5adfbfcb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f436b8f8-be7a-488e-b19b-3753889caf9d' class='xr-index-data-in' type='checkbox'/><label for='index-f436b8f8-be7a-488e-b19b-3753889caf9d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5f082ab5-ca95-459c-a519-56b25e5dc75e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5f082ab5-ca95-459c-a519-56b25e5dc75e' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 90MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B 10.0\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B 2024-05-21T03:00:00 ... 2024...\n",
       "Data variables:\n",
       "    u10                (step, latitude, longitude) float32 23MB ...\n",
       "    v10                (step, latitude, longitude) float32 23MB ...\n",
       "    si10               (step, latitude, longitude) float32 23MB ...\n",
       "    wdir10             (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 45MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B 2.0\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B 2024-05-21T03:00:00 ... 2024...\n",
       "Data variables:\n",
       "    t2m                (step, latitude, longitude) float32 23MB ...\n",
       "    r2                 (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-05f34eff-b554-4f8e-9726-8ee152a889a0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-05f34eff-b554-4f8e-9726-8ee152a889a0' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 7</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4412894b-1bb0-4fa6-bd96-0957336663b2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4412894b-1bb0-4fa6-bd96-0957336663b2' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T03:00:00</div><input id='attrs-c399b08a-0b68-4eef-9340-46e0a693033b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c399b08a-0b68-4eef-9340-46e0a693033b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0dc56902-5694-448c-82d3-3b4936eefb87' class='xr-var-data-in' type='checkbox'><label for='data-0dc56902-5694-448c-82d3-3b4936eefb87' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;2024-05-21T03:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:00 01:00:00 ... 06:00:00</div><input id='attrs-8a79b1da-f0b9-46b2-990b-c3d52598f794' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a79b1da-f0b9-46b2-990b-c3d52598f794' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27464b77-1f6e-4f48-8b13-df0b20cb4874' class='xr-var-data-in' type='checkbox'><label for='data-27464b77-1f6e-4f48-8b13-df0b20cb4874' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([             0,  3600000000000,  7200000000000, 10800000000000,\n",
       "       14400000000000, 18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>heightAboveGround</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0</div><input id='attrs-1677f12c-d654-42e1-a723-0068ed306090' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1677f12c-d654-42e1-a723-0068ed306090' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35ff451a-dc74-49a9-804f-480e2d0db7e7' class='xr-var-data-in' type='checkbox'><label for='data-35ff451a-dc74-49a9-804f-480e2d0db7e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>height above the surface</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-d8955711-c6c7-4048-ad64-a22d693f6373' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8955711-c6c7-4048-ad64-a22d693f6373' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f795e332-9b6a-46d7-8bad-ae18f8f5225e' class='xr-var-data-in' type='checkbox'><label for='data-f795e332-9b6a-46d7-8bad-ae18f8f5225e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-438ca1e7-e0b3-4de1-b370-e4224ad2237c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-438ca1e7-e0b3-4de1-b370-e4224ad2237c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4a1f5bb-7b0a-4ad6-ac88-0b9083d4ffe7' class='xr-var-data-in' type='checkbox'><label for='data-e4a1f5bb-7b0a-4ad6-ac88-0b9083d4ffe7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T03:00:00 ... 2024-05-...</div><input id='attrs-0fdf1d9a-674f-4c0b-9aab-ef0c5d6e61b8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0fdf1d9a-674f-4c0b-9aab-ef0c5d6e61b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79e77cd3-0de2-4ea2-8fe4-33756859e915' class='xr-var-data-in' type='checkbox'><label for='data-79e77cd3-0de2-4ea2-8fe4-33756859e915' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2024-05-21T03:00:00.000000000&#x27;, &#x27;2024-05-21T04:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T05:00:00.000000000&#x27;, &#x27;2024-05-21T06:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T07:00:00.000000000&#x27;, &#x27;2024-05-21T08:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T09:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e2d8eb3f-3d7c-4a27-8a88-1d9e47f4ae88' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e2d8eb3f-3d7c-4a27-8a88-1d9e47f4ae88' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>t2m</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b867d241-05b7-43ad-9633-8b96047f1582' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b867d241-05b7-43ad-9633-8b96047f1582' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c48f92bc-8f9f-49f3-9923-7acd483a3893' class='xr-var-data-in' type='checkbox'><label for='data-c48f92bc-8f9f-49f3-9923-7acd483a3893' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>167</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>air_temperature</dd><dt><span>GRIB_cfVarName :</span></dt><dd>t2m</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>2 metre temperature</dd><dt><span>GRIB_shortName :</span></dt><dd>2t</dd><dt><span>GRIB_units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>2 metre temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>r2</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-08046ad4-e914-45f0-849d-6008606f5fca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-08046ad4-e914-45f0-849d-6008606f5fca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cee746af-3d5d-4750-81f6-a0563084a324' class='xr-var-data-in' type='checkbox'><label for='data-cee746af-3d5d-4750-81f6-a0563084a324' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260242</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>relative_humidity</dd><dt><span>GRIB_cfVarName :</span></dt><dd>r2</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>2 metre relative humidity</dd><dt><span>GRIB_shortName :</span></dt><dd>2r</dd><dt><span>GRIB_units :</span></dt><dd>%</dd><dt><span>long_name :</span></dt><dd>2 metre relative humidity</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-949868cc-a9c2-4985-ae0d-eff8b95bae25' class='xr-section-summary-in' type='checkbox'  ><label for='section-949868cc-a9c2-4985-ae0d-eff8b95bae25' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e78f4b74-ccce-406f-9369-38989f0d2004' class='xr-index-data-in' type='checkbox'/><label for='index-e78f4b74-ccce-406f-9369-38989f0d2004' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 00:00:00&#x27;, &#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;,\n",
       "                &#x27;0 days 03:00:00&#x27;, &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;,\n",
       "                &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2097b664-2b16-4100-b644-e626478dcd69' class='xr-index-data-in' type='checkbox'/><label for='index-2097b664-2b16-4100-b644-e626478dcd69' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-40ee9fd6-14f0-4780-8e06-1359ffd4d1a1' class='xr-index-data-in' type='checkbox'/><label for='index-40ee9fd6-14f0-4780-8e06-1359ffd4d1a1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b1e00a73-f667-4c6e-af28-fc4c38f19422' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b1e00a73-f667-4c6e-af28-fc4c38f19422' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 45MB\n",
       "Dimensions:            (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step               (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B 2.0\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 56B 2024-05-21T03:00:00 ... 2024...\n",
       "Data variables:\n",
       "    t2m                (step, latitude, longitude) float32 23MB ...\n",
       "    r2                 (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 58MB\n",
       "Dimensions:            (step: 6, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step               (step) timedelta64[ns] 48B 01:00:00 02:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B 10.0\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 48B 2024-05-21T04:00:00 ... 2024...\n",
       "Data variables:\n",
       "    gust               (step, latitude, longitude) float32 19MB ...\n",
       "    efg10              (step, latitude, longitude) float32 19MB ...\n",
       "    nfg10              (step, latitude, longitude) float32 19MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-963ea7b4-8d11-4086-922c-13cb8275614e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-963ea7b4-8d11-4086-922c-13cb8275614e' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 6</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ecd68845-2a6a-4521-bf28-582bdc89c84a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ecd68845-2a6a-4521-bf28-582bdc89c84a' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T03:00:00</div><input id='attrs-a8c4013f-9cf4-49a9-9d4c-7c01387cd1d3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a8c4013f-9cf4-49a9-9d4c-7c01387cd1d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27c4231f-2da6-464d-b343-4129532e85f4' class='xr-var-data-in' type='checkbox'><label for='data-27c4231f-2da6-464d-b343-4129532e85f4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;2024-05-21T03:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>01:00:00 02:00:00 ... 06:00:00</div><input id='attrs-89ca8a4c-d1e5-413f-b21d-edbefceff9b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-89ca8a4c-d1e5-413f-b21d-edbefceff9b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05559252-6401-449c-a1b7-bdd6ce79dd76' class='xr-var-data-in' type='checkbox'><label for='data-05559252-6401-449c-a1b7-bdd6ce79dd76' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([ 3600000000000,  7200000000000, 10800000000000, 14400000000000,\n",
       "       18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>heightAboveGround</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0</div><input id='attrs-c43c07bf-fbce-4625-a641-8b362dcd0f7f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c43c07bf-fbce-4625-a641-8b362dcd0f7f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41456b04-b29e-4f56-8401-23e74571368e' class='xr-var-data-in' type='checkbox'><label for='data-41456b04-b29e-4f56-8401-23e74571368e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>height above the surface</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(10.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-2ff72dc4-5514-4fbb-8696-bb253ff190cc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ff72dc4-5514-4fbb-8696-bb253ff190cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-278c01f9-b62e-48a6-9956-a766c47657a1' class='xr-var-data-in' type='checkbox'><label for='data-278c01f9-b62e-48a6-9956-a766c47657a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-eea0c65a-9685-47e9-ab1d-37d92685ceb2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eea0c65a-9685-47e9-ab1d-37d92685ceb2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8822134-520d-4d79-b37e-4de274bbf675' class='xr-var-data-in' type='checkbox'><label for='data-b8822134-520d-4d79-b37e-4de274bbf675' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T04:00:00 ... 2024-05-...</div><input id='attrs-09807561-a1fc-4e3a-9e32-9ffc33a175ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-09807561-a1fc-4e3a-9e32-9ffc33a175ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dbcf5f45-871d-44c1-b76c-8ba376fa6aed' class='xr-var-data-in' type='checkbox'><label for='data-dbcf5f45-871d-44c1-b76c-8ba376fa6aed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2024-05-21T04:00:00.000000000&#x27;, &#x27;2024-05-21T05:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T06:00:00.000000000&#x27;, &#x27;2024-05-21T07:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T08:00:00.000000000&#x27;, &#x27;2024-05-21T09:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-71937e33-b3b1-48bc-a268-87456f17a52b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-71937e33-b3b1-48bc-a268-87456f17a52b' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>gust</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ce5fe212-5e51-4519-9caa-923defeda4ef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce5fe212-5e51-4519-9caa-923defeda4ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc529464-dc1e-442b-89b9-3a6f56d1f777' class='xr-var-data-in' type='checkbox'><label for='data-fc529464-dc1e-442b-89b9-3a6f56d1f777' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260065</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>max</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>gust</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>Wind speed (gust)</dd><dt><span>GRIB_shortName :</span></dt><dd>gust</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>Wind speed (gust)</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[4822542 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>efg10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-66a95886-adf7-4f51-b698-b3e4f6eb3355' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66a95886-adf7-4f51-b698-b3e4f6eb3355' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-616c58f5-c802-47f1-a945-1b6aa4b4a35c' class='xr-var-data-in' type='checkbox'><label for='data-616c58f5-c802-47f1-a945-1b6aa4b4a35c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260646</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>max</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>efg10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre eastward wind gust since previous post-processing</dd><dt><span>GRIB_shortName :</span></dt><dd>10efg</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre eastward wind gust since previous post-processing</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[4822542 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nfg10</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-74792a54-16e1-4f7e-844d-55d02d79264d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-74792a54-16e1-4f7e-844d-55d02d79264d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27f03174-8ed6-4a57-8838-9880912c5662' class='xr-var-data-in' type='checkbox'><label for='data-27f03174-8ed6-4a57-8838-9880912c5662' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260647</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>heightAboveGround</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>max</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>nfg10</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>10 metre northward wind gust since previous post-processing</dd><dt><span>GRIB_shortName :</span></dt><dd>10nfg</dd><dt><span>GRIB_units :</span></dt><dd>m s**-1</dd><dt><span>long_name :</span></dt><dd>10 metre northward wind gust since previous post-processing</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[4822542 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d96adb71-8b26-4126-b11c-9dae572a5151' class='xr-section-summary-in' type='checkbox'  ><label for='section-d96adb71-8b26-4126-b11c-9dae572a5151' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2207906c-6e72-47d9-804c-8861a065ca37' class='xr-index-data-in' type='checkbox'/><label for='index-2207906c-6e72-47d9-804c-8861a065ca37' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;, &#x27;0 days 03:00:00&#x27;,\n",
       "                &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;, &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-67a266f8-edf1-4ff1-92d4-96ffa3282e3f' class='xr-index-data-in' type='checkbox'/><label for='index-67a266f8-edf1-4ff1-92d4-96ffa3282e3f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9359f4a3-0157-448b-8e68-6335b4b78785' class='xr-index-data-in' type='checkbox'/><label for='index-9359f4a3-0157-448b-8e68-6335b4b78785' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7945c6ee-0bcd-432c-b654-15caa547f8b5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7945c6ee-0bcd-432c-b654-15caa547f8b5' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 58MB\n",
       "Dimensions:            (step: 6, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time               datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step               (step) timedelta64[ns] 48B 01:00:00 02:00:00 ... 06:00:00\n",
       "    heightAboveGround  float64 8B 10.0\n",
       "  * latitude           (latitude) float64 6kB 55.4 55.38 55.35 ... 37.53 37.5\n",
       "  * longitude          (longitude) float64 9kB -12.0 -11.97 ... 15.98 16.0\n",
       "    valid_time         (step) datetime64[ns] 48B 2024-05-21T04:00:00 ... 2024...\n",
       "Data variables:\n",
       "    gust               (step, latitude, longitude) float32 19MB ...\n",
       "    efg10              (step, latitude, longitude) float32 19MB ...\n",
       "    nfg10              (step, latitude, longitude) float32 19MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 23MB\n",
       "Dimensions:     (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time        datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step        (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    meanSea     float64 8B 0.0\n",
       "  * latitude    (latitude) float64 6kB 55.4 55.38 55.35 ... 37.55 37.53 37.5\n",
       "  * longitude   (longitude) float64 9kB -12.0 -11.97 -11.95 ... 15.95 15.98 16.0\n",
       "    valid_time  (step) datetime64[ns] 56B ...\n",
       "Data variables:\n",
       "    prmsl       (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-193a68ad-363b-4fd3-90f9-5f0c2aed63fa' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-193a68ad-363b-4fd3-90f9-5f0c2aed63fa' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 7</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b3c4908b-8513-4c61-a586-9a8aec28408c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b3c4908b-8513-4c61-a586-9a8aec28408c' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T03:00:00</div><input id='attrs-1481001f-f677-49a0-8a4a-bd7f77ba093c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1481001f-f677-49a0-8a4a-bd7f77ba093c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a807ba6-9027-437c-8c62-a9e947aa8157' class='xr-var-data-in' type='checkbox'><label for='data-0a807ba6-9027-437c-8c62-a9e947aa8157' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;2024-05-21T03:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:00 01:00:00 ... 06:00:00</div><input id='attrs-c8fc544b-02ed-430a-8e0d-ca0c2f21cb0a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c8fc544b-02ed-430a-8e0d-ca0c2f21cb0a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-363a0228-b0f2-46cd-bb5e-3c10df5de5e6' class='xr-var-data-in' type='checkbox'><label for='data-363a0228-b0f2-46cd-bb5e-3c10df5de5e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([             0,  3600000000000,  7200000000000, 10800000000000,\n",
       "       14400000000000, 18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>meanSea</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-8abd43f8-5963-470f-819d-489d4e625986' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8abd43f8-5963-470f-819d-489d4e625986' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fc89df5-2cb2-4e72-94a2-afcbc75e0f69' class='xr-var-data-in' type='checkbox'><label for='data-7fc89df5-2cb2-4e72-94a2-afcbc75e0f69' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>original GRIB coordinate for key: level(meanSea)</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-c06ee000-3559-454c-9f53-105a1a4188fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c06ee000-3559-454c-9f53-105a1a4188fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0196eae-7009-4c41-a1d6-4d75b731218d' class='xr-var-data-in' type='checkbox'><label for='data-a0196eae-7009-4c41-a1d6-4d75b731218d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-58f26136-bf09-4e1c-9404-f7edb40387ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58f26136-bf09-4e1c-9404-f7edb40387ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ee5443a-e0e5-42b3-828b-38bd3fac8622' class='xr-var-data-in' type='checkbox'><label for='data-0ee5443a-e0e5-42b3-828b-38bd3fac8622' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6fea7c8d-64a5-4312-a7bb-cd6534b422d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6fea7c8d-64a5-4312-a7bb-cd6534b422d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1fa6e9e-8cb9-4f15-b254-8f54336f7754' class='xr-var-data-in' type='checkbox'><label for='data-a1fa6e9e-8cb9-4f15-b254-8f54336f7754' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[7 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-df7ded08-65e8-4d87-8b53-81a6d8abb0a2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-df7ded08-65e8-4d87-8b53-81a6d8abb0a2' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>prmsl</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8f6b1e53-6be8-45e8-8f85-4d5b570aa6be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f6b1e53-6be8-45e8-8f85-4d5b570aa6be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08712c15-a1d4-4850-9830-1dc52a30aa68' class='xr-var-data-in' type='checkbox'><label for='data-08712c15-a1d4-4850-9830-1dc52a30aa68' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260074</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>meanSea</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>prmsl</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>Pressure reduced to MSL</dd><dt><span>GRIB_shortName :</span></dt><dd>prmsl</dd><dt><span>GRIB_units :</span></dt><dd>Pa</dd><dt><span>long_name :</span></dt><dd>Pressure reduced to MSL</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[5626299 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1330c3a8-2452-4492-aa5b-2e17d8a9591c' class='xr-section-summary-in' type='checkbox'  ><label for='section-1330c3a8-2452-4492-aa5b-2e17d8a9591c' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5f7a4001-59a6-4ce8-8165-a0977fc7b137' class='xr-index-data-in' type='checkbox'/><label for='index-5f7a4001-59a6-4ce8-8165-a0977fc7b137' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 00:00:00&#x27;, &#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;,\n",
       "                &#x27;0 days 03:00:00&#x27;, &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;,\n",
       "                &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ccda24a6-389b-477d-ab37-f606ac204ee0' class='xr-index-data-in' type='checkbox'/><label for='index-ccda24a6-389b-477d-ab37-f606ac204ee0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a57a659c-9894-4f0e-ad5b-df334b231ede' class='xr-index-data-in' type='checkbox'/><label for='index-a57a659c-9894-4f0e-ad5b-df334b231ede' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0eb41158-fb6f-477b-b5e3-0f72a19e4c46' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0eb41158-fb6f-477b-b5e3-0f72a19e4c46' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 23MB\n",
       "Dimensions:     (step: 7, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time        datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step        (step) timedelta64[ns] 56B 00:00:00 01:00:00 ... 06:00:00\n",
       "    meanSea     float64 8B 0.0\n",
       "  * latitude    (latitude) float64 6kB 55.4 55.38 55.35 ... 37.55 37.53 37.5\n",
       "  * longitude   (longitude) float64 9kB -12.0 -11.97 -11.95 ... 15.95 15.98 16.0\n",
       "    valid_time  (step) datetime64[ns] 56B ...\n",
       "Data variables:\n",
       "    prmsl       (step, latitude, longitude) float32 23MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 77MB\n",
       "Dimensions:     (step: 6, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time        datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step        (step) timedelta64[ns] 48B 01:00:00 02:00:00 ... 06:00:00\n",
       "    surface     float64 8B 0.0\n",
       "  * latitude    (latitude) float64 6kB 55.4 55.38 55.35 ... 37.55 37.53 37.5\n",
       "  * longitude   (longitude) float64 9kB -12.0 -11.97 -11.95 ... 15.95 15.98 16.0\n",
       "    valid_time  (step) datetime64[ns] 48B 2024-05-21T04:00:00 ... 2024-05-21T...\n",
       "Data variables:\n",
       "    unknown     (step, latitude, longitude) float32 19MB nan nan nan ... nan nan\n",
       "    ssrd        (step, latitude, longitude) float32 19MB ...\n",
       "    tp          (step, latitude, longitude) float32 19MB ...\n",
       "    sprate      (step, latitude, longitude) float32 19MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-4622414d-82e5-488f-8f78-6c06778f1113' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4622414d-82e5-488f-8f78-6c06778f1113' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 6</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1708177e-7ff2-4122-b109-6285c5557e92' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1708177e-7ff2-4122-b109-6285c5557e92' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T03:00:00</div><input id='attrs-fd7015ed-ae1a-494b-b4cd-fe69a3d5f6dd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd7015ed-ae1a-494b-b4cd-fe69a3d5f6dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aab0c71d-ec16-450f-938f-232dd40f0682' class='xr-var-data-in' type='checkbox'><label for='data-aab0c71d-ec16-450f-938f-232dd40f0682' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;2024-05-21T03:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>01:00:00 02:00:00 ... 06:00:00</div><input id='attrs-0f1bbc51-b62e-4a3b-93ed-df34fc398910' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f1bbc51-b62e-4a3b-93ed-df34fc398910' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-848014c2-e5a4-480a-a75d-990be966e3cc' class='xr-var-data-in' type='checkbox'><label for='data-848014c2-e5a4-480a-a75d-990be966e3cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([ 3600000000000,  7200000000000, 10800000000000, 14400000000000,\n",
       "       18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surface</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-37380912-bcc0-4671-bc3d-e2e11f1c7fcd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-37380912-bcc0-4671-bc3d-e2e11f1c7fcd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1df0f422-e110-42cd-9b23-2624c6d6e078' class='xr-var-data-in' type='checkbox'><label for='data-1df0f422-e110-42cd-9b23-2624c6d6e078' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>original GRIB coordinate for key: level(surface)</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-88242a4a-2750-4198-b4bb-31da814369a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88242a4a-2750-4198-b4bb-31da814369a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f982f3d-8efb-40c3-b956-443c941c4219' class='xr-var-data-in' type='checkbox'><label for='data-2f982f3d-8efb-40c3-b956-443c941c4219' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-adb12fdc-8b5d-4219-a143-2176312a5dcc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-adb12fdc-8b5d-4219-a143-2176312a5dcc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4789633d-b390-4321-8192-8dc52a224fb7' class='xr-var-data-in' type='checkbox'><label for='data-4789633d-b390-4321-8192-8dc52a224fb7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T04:00:00 ... 2024-05-...</div><input id='attrs-0f12f5a2-7450-4d41-9d30-1b9ab0c9ab45' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f12f5a2-7450-4d41-9d30-1b9ab0c9ab45' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4027738-08bf-4af4-b175-0ab2edc2b69b' class='xr-var-data-in' type='checkbox'><label for='data-c4027738-08bf-4af4-b175-0ab2edc2b69b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2024-05-21T04:00:00.000000000&#x27;, &#x27;2024-05-21T05:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T06:00:00.000000000&#x27;, &#x27;2024-05-21T07:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T08:00:00.000000000&#x27;, &#x27;2024-05-21T09:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c58c7053-f1e1-4d51-9e44-b508c89a823a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c58c7053-f1e1-4d51-9e44-b508c89a823a' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>unknown</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-edd84ae5-94f6-46be-aec8-b2a3f3ddf4a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-edd84ae5-94f6-46be-aec8-b2a3f3ddf4a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10b9189c-e4a2-4de2-a615-7f1422de17f5' class='xr-var-data-in' type='checkbox'><label for='data-10b9189c-e4a2-4de2-a615-7f1422de17f5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>0</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>unknown</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>unknown</dd><dt><span>GRIB_shortName :</span></dt><dd>unknown</dd><dt><span>GRIB_units :</span></dt><dd>unknown</dd><dt><span>long_name :</span></dt><dd>unknown</dd><dt><span>units :</span></dt><dd>unknown</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>array([[[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan]],\n",
       "\n",
       "       [[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan]],\n",
       "\n",
       "       [[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ssrd</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1ec48f67-0e65-497b-b78d-dcb96ce5a2da' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ec48f67-0e65-497b-b78d-dcb96ce5a2da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fda36ab-26d8-44a5-a165-055dc995b88c' class='xr-var-data-in' type='checkbox'><label for='data-8fda36ab-26d8-44a5-a165-055dc995b88c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>169</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>accum</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>surface_downwelling_shortwave_flux_in_air</dd><dt><span>GRIB_cfVarName :</span></dt><dd>ssrd</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>Surface solar radiation downwards</dd><dt><span>GRIB_shortName :</span></dt><dd>ssrd</dd><dt><span>GRIB_units :</span></dt><dd>J m**-2</dd><dt><span>long_name :</span></dt><dd>Surface solar radiation downwards</dd><dt><span>units :</span></dt><dd>J m**-2</dd><dt><span>standard_name :</span></dt><dd>surface_downwelling_shortwave_flux_in_air</dd></dl></div><div class='xr-var-data'><pre>[4822542 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tp</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2f9faecf-7c72-40cb-8015-1945a75ee7d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2f9faecf-7c72-40cb-8015-1945a75ee7d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74944f94-4c79-4c27-b6f5-e5d62b029f5d' class='xr-var-data-in' type='checkbox'><label for='data-74944f94-4c79-4c27-b6f5-e5d62b029f5d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>228228</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>accum</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>tp</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>Total Precipitation</dd><dt><span>GRIB_shortName :</span></dt><dd>tp</dd><dt><span>GRIB_units :</span></dt><dd>kg m**-2</dd><dt><span>long_name :</span></dt><dd>Total Precipitation</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[4822542 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sprate</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-41535814-dc5c-4fb1-82f9-7db4f63c0ac2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-41535814-dc5c-4fb1-82f9-7db4f63c0ac2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c12fa9c6-6406-4b52-9185-ee067d20dfd5' class='xr-var-data-in' type='checkbox'><label for='data-c12fa9c6-6406-4b52-9185-ee067d20dfd5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>260059</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>accum</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>sprate</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>Snow precipitation rate</dd><dt><span>GRIB_shortName :</span></dt><dd>sprate</dd><dt><span>GRIB_units :</span></dt><dd>kg m**-2 s**-1</dd><dt><span>long_name :</span></dt><dd>Snow precipitation rate</dd><dt><span>units :</span></dt><dd>kg m**-2 s**-1</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[4822542 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1a8c91c8-4f37-4d29-b26b-39eaf1d1b0cf' class='xr-section-summary-in' type='checkbox'  ><label for='section-1a8c91c8-4f37-4d29-b26b-39eaf1d1b0cf' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-00661285-25e2-4845-b7d8-116b5dd09741' class='xr-index-data-in' type='checkbox'/><label for='index-00661285-25e2-4845-b7d8-116b5dd09741' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;, &#x27;0 days 03:00:00&#x27;,\n",
       "                &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;, &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ab23d086-054b-4458-bc09-ed1a699408a5' class='xr-index-data-in' type='checkbox'/><label for='index-ab23d086-054b-4458-bc09-ed1a699408a5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dcc284ff-7b46-4dfb-b13a-05b302e61601' class='xr-index-data-in' type='checkbox'/><label for='index-dcc284ff-7b46-4dfb-b13a-05b302e61601' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4a469fc1-3c26-4e4e-b2a1-12a3ac4cddfc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4a469fc1-3c26-4e4e-b2a1-12a3ac4cddfc' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 77MB\n",
       "Dimensions:     (step: 6, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time        datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step        (step) timedelta64[ns] 48B 01:00:00 02:00:00 ... 06:00:00\n",
       "    surface     float64 8B 0.0\n",
       "  * latitude    (latitude) float64 6kB 55.4 55.38 55.35 ... 37.55 37.53 37.5\n",
       "  * longitude   (longitude) float64 9kB -12.0 -11.97 -11.95 ... 15.95 15.98 16.0\n",
       "    valid_time  (step) datetime64[ns] 48B 2024-05-21T04:00:00 ... 2024-05-21T...\n",
       "Data variables:\n",
       "    unknown     (step, latitude, longitude) float32 19MB nan nan nan ... nan nan\n",
       "    ssrd        (step, latitude, longitude) float32 19MB ...\n",
       "    tp          (step, latitude, longitude) float32 19MB ...\n",
       "    sprate      (step, latitude, longitude) float32 19MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 19MB\n",
       "Dimensions:     (step: 6, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time        datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step        (step) timedelta64[ns] 48B 01:00:00 02:00:00 ... 06:00:00\n",
       "    surface     float64 8B 0.0\n",
       "  * latitude    (latitude) float64 6kB 55.4 55.38 55.35 ... 37.55 37.53 37.5\n",
       "  * longitude   (longitude) float64 9kB -12.0 -11.97 -11.95 ... 15.95 15.98 16.0\n",
       "    valid_time  (step) datetime64[ns] 48B 2024-05-21T04:00:00 ... 2024-05-21T...\n",
       "Data variables:\n",
       "    unknown     (step, latitude, longitude) float32 19MB nan nan nan ... nan nan\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-7ab41f32-496b-481a-b2f3-ca8333204d1e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7ab41f32-496b-481a-b2f3-ca8333204d1e' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>step</span>: 6</li><li><span class='xr-has-index'>latitude</span>: 717</li><li><span class='xr-has-index'>longitude</span>: 1121</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a71e69a8-bee7-4213-9194-03f53ec376dc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a71e69a8-bee7-4213-9194-03f53ec376dc' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T03:00:00</div><input id='attrs-bca63835-6b59-43e4-921c-6c54c112600e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bca63835-6b59-43e4-921c-6c54c112600e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a4ec1083-ae59-41cd-bd65-fff65189511e' class='xr-var-data-in' type='checkbox'><label for='data-a4ec1083-ae59-41cd-bd65-fff65189511e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;2024-05-21T03:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>01:00:00 02:00:00 ... 06:00:00</div><input id='attrs-e2602bef-3bb3-45a3-95a8-51abf838d3ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e2602bef-3bb3-45a3-95a8-51abf838d3ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17f0a523-24d3-45d2-a67c-534ace1fa4d8' class='xr-var-data-in' type='checkbox'><label for='data-17f0a523-24d3-45d2-a67c-534ace1fa4d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([ 3600000000000,  7200000000000, 10800000000000, 14400000000000,\n",
       "       18000000000000, 21600000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surface</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-00c89c38-12e2-4d9a-ae36-f18612f31ae6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00c89c38-12e2-4d9a-ae36-f18612f31ae6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc0b5149-cbe9-4ebf-a4dd-b3b8096a8f07' class='xr-var-data-in' type='checkbox'><label for='data-bc0b5149-cbe9-4ebf-a4dd-b3b8096a8f07' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>original GRIB coordinate for key: level(surface)</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>55.4 55.38 55.35 ... 37.53 37.5</div><input id='attrs-16de2813-b361-41f9-887b-633745de1efe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16de2813-b361-41f9-887b-633745de1efe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f91e86e9-4998-4312-b7d1-b181dd778515' class='xr-var-data-in' type='checkbox'><label for='data-f91e86e9-4998-4312-b7d1-b181dd778515' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([55.4  , 55.375, 55.35 , ..., 37.55 , 37.525, 37.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.0 -11.97 -11.95 ... 15.98 16.0</div><input id='attrs-49455aac-5622-40fa-bc4f-fffbb7eb9b2a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49455aac-5622-40fa-bc4f-fffbb7eb9b2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f17a207d-54ab-47c0-9869-262da4ecacff' class='xr-var-data-in' type='checkbox'><label for='data-f17a207d-54ab-47c0-9869-262da4ecacff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-12.   , -11.975, -11.95 , ...,  15.95 ,  15.975,  16.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-05-21T04:00:00 ... 2024-05-...</div><input id='attrs-c912b74b-4ea5-4e8d-adb4-88a793113499' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c912b74b-4ea5-4e8d-adb4-88a793113499' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa5c61eb-8d99-4241-8dfe-66e34452d0f7' class='xr-var-data-in' type='checkbox'><label for='data-fa5c61eb-8d99-4241-8dfe-66e34452d0f7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2024-05-21T04:00:00.000000000&#x27;, &#x27;2024-05-21T05:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T06:00:00.000000000&#x27;, &#x27;2024-05-21T07:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-21T08:00:00.000000000&#x27;, &#x27;2024-05-21T09:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-60d5552d-dca8-4cf9-8b8f-3f2c278c251e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-60d5552d-dca8-4cf9-8b8f-3f2c278c251e' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>unknown</span></div><div class='xr-var-dims'>(step, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-aaace328-de9f-48b4-9d7f-55e8ad3e5dd0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aaace328-de9f-48b4-9d7f-55e8ad3e5dd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6bfb139-4551-4328-9f7a-267164364b4f' class='xr-var-data-in' type='checkbox'><label for='data-a6bfb139-4551-4328-9f7a-267164364b4f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>0</dd><dt><span>GRIB_dataType :</span></dt><dd>fc</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>803757</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>accum</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>1121</dd><dt><span>GRIB_Ny :</span></dt><dd>717</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>unknown</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude </dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.025</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>55.4</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>37.5</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>348.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>16.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>unknown</dd><dt><span>GRIB_shortName :</span></dt><dd>unknown</dd><dt><span>GRIB_units :</span></dt><dd>unknown</dd><dt><span>long_name :</span></dt><dd>unknown</dd><dt><span>units :</span></dt><dd>unknown</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>array([[[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan]],\n",
       "\n",
       "       [[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan]],\n",
       "\n",
       "       [[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan, nan]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2746e1b7-e63b-4ae5-9d4c-05e602562348' class='xr-section-summary-in' type='checkbox'  ><label for='section-2746e1b7-e63b-4ae5-9d4c-05e602562348' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3f770fc1-7d06-4796-b23d-4315dc9973f3' class='xr-index-data-in' type='checkbox'/><label for='index-3f770fc1-7d06-4796-b23d-4315dc9973f3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days 01:00:00&#x27;, &#x27;0 days 02:00:00&#x27;, &#x27;0 days 03:00:00&#x27;,\n",
       "                &#x27;0 days 04:00:00&#x27;, &#x27;0 days 05:00:00&#x27;, &#x27;0 days 06:00:00&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a536ef4c-8dc6-4800-8c7f-e45c7ac1d8c1' class='xr-index-data-in' type='checkbox'/><label for='index-a536ef4c-8dc6-4800-8c7f-e45c7ac1d8c1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              55.4,             55.375,              55.35,\n",
       "                   55.325, 55.300000000000004, 55.275000000000006,\n",
       "        55.25000000000001,  55.22500000000001,  55.20000000000001,\n",
       "        55.17500000000001,\n",
       "       ...\n",
       "          37.725000000001, 37.700000000001005, 37.675000000001006,\n",
       "        37.65000000000101,  37.62500000000101,  37.60000000000101,\n",
       "        37.57500000000101,  37.55000000000101, 37.525000000001015,\n",
       "       37.500000000001016],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=717))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-af2cfe43-f680-4797-ba81-02000ca1e2bd' class='xr-index-data-in' type='checkbox'/><label for='index-af2cfe43-f680-4797-ba81-02000ca1e2bd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([              -12.0,             -11.975,              -11.95,\n",
       "       -11.924999999999999, -11.899999999999999, -11.874999999999998,\n",
       "       -11.849999999999998, -11.824999999999998, -11.799999999999997,\n",
       "       -11.774999999999997,\n",
       "       ...\n",
       "         15.77500000000026,   15.80000000000026,   15.82500000000026,\n",
       "         15.85000000000026,  15.875000000000261,  15.900000000000261,\n",
       "        15.925000000000262,  15.950000000000262,  15.975000000000263,\n",
       "        16.000000000000263],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=1121))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ba8836f1-6299-4a8d-9e8d-980c684994fb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ba8836f1-6299-4a8d-9e8d-980c684994fb' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>lfpw</dd><dt><span>GRIB_centreDescription :</span></dt><dd>French Weather Service - Toulouse</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>French Weather Service - Toulouse</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 19MB\n",
       "Dimensions:     (step: 6, latitude: 717, longitude: 1121)\n",
       "Coordinates:\n",
       "    time        datetime64[ns] 8B 2024-05-21T03:00:00\n",
       "  * step        (step) timedelta64[ns] 48B 01:00:00 02:00:00 ... 06:00:00\n",
       "    surface     float64 8B 0.0\n",
       "  * latitude    (latitude) float64 6kB 55.4 55.38 55.35 ... 37.55 37.53 37.5\n",
       "  * longitude   (longitude) float64 9kB -12.0 -11.97 -11.95 ... 15.95 15.98 16.0\n",
       "    valid_time  (step) datetime64[ns] 48B 2024-05-21T04:00:00 ... 2024-05-21T...\n",
       "Data variables:\n",
       "    unknown     (step, latitude, longitude) float32 19MB nan nan nan ... nan nan\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             lfpw\n",
       "    GRIB_centreDescription:  French Weather Service - Toulouse\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             French Weather Service - Toulouse"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for ds in list_dataset:\n",
    "    display(ds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On retrouve alors les differents champs indiquées dans la documentations :\n",
    "\n",
    "1. Le premier dataset correspond aux variables à 10 m d'altitude avec 7 pas de temps, donc les parametres de vent : `u10`, `v10`, `wdir10` et `si10`\n",
    "2. le deuxième dataset correspond aux variables à 2 m d'altitude avec 7 pas de temps, donc les parametres de temperature et humidité: `t2m`, `r2m`\n",
    "3. le troisième dataset correspond aux variables à 10 m d'altitude avec 6 pas de temps, donc les parametres de rafales de vent: `gust`, `efg10`, `nfg10`\n",
    "4. le quatrième dataset correspond aux variables à la surface de la mer avec 7 pas de temps, donc les parametres de pression au niveau de la mer: `prmsl`\n",
    "5. le cinquième dataset correspond aux variables à la surface du sol avec 7 pas de temps, donc les parametres de radiation solaire et de précipitation: `ssrd`, `sprate`, `tp`, et un `Unknown` qui n'est pas documenté\n",
    "6. le sixième dataset correspond aux variables à la surface du sol avec 6 pas de temps, mais il n'est pas documenté\n",
    "\n",
    "A partir de la documentation, on peut en deduire que les 2 variables non documentées sont:\n",
    "\n",
    "- Graupel (précipitation dite de neige roulée)\n",
    "- Nebulosity (nuage)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "\n",
    "Nous avons vu comment lire un fichier de prévision météo fournies par Météo France.\n",
    "\n",
    "Nous avons vu comment filtrer les variables pour ne garder que celles qui nous intéressent, en utilisant les paramètres de l'altitude.\n",
    "\n",
    "Nous avons finalement vu comment laisser `cfgrib` déterminer lui-même les groupes de variables.\n",
    "\n",
    "Les fichiers GRIB fournis par Météo France ne sont pas faciles à manipuler, en particulier à cause de la variété des indexes et des horizons de prévision toutes incluses dans un seul fichier.\n",
    "Nous verrons dans un prochain tutoriel comment utiliser l'API REST pour récupérer directement les variables qui nous intéressent."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dev",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}