meteo.data SIM2 - Extraction historique journalier pour une maille_23-12-23.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Portail meteo.data.gouv.fr - Données climatiques quotidienne (SIM2 = SAFRAN-ISBA) - Extraction de série chronologique pour une maille (1x1 km)\n",
    "\n",
    "Auparavant, télécharger les données depuis le portail ci-dessous (chaque décennie repésente 1.1 Go en archive et 5 Go décompressé)<br>\n",
    "1) Lecture du fichier de la décennie voulue\n",
    "2) Extraction du point voulu et tracé de la carte de situation\n",
    "3) Tracé du graphique chronologique de la décennie pour les paramètres et le point de maille choisis (par exemple 10 paramètres pour limiter l'occupation en mémoire vive)\n",
    "4) Sauvegarde des séries chronologiques avec le graphique dans un fichier Excel<br>\n",
    "    Le graphique dynamique est également sauvegardé en Html\n",
    "\n",
    "data: https://meteo.data.gouv.fr/<br>\n",
    "\n",
    "Auteur: https://github.com/loicduffar<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1) Lecture du fichier CSV\n",
    "Chaque fichier contient une décennie de données journalières depuis 1958 (à part le premier et le dernier dont les décennies sont incomplètes)<br>\n",
    "La taille d'un fichier est donc très importante (5 Go environ), et le temps de lecture est environ de 13 minutes pour 10 paramètres\n",
    "\n",
    " - Renseignez le fichier de la décennie à lire (et son chemin d'accès)\n",
    " - Définir les paramètres désirés (par exemple 10 sous peine de satuer une mémoire vive de 8 Go)\n",
    "\n",
    "ATENTION: La personalisation du point à lire est à faire ultérieurement dans la 2ème cellule (pour permettre d'interroger plusieurs points sans relire le fichier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Heure de démarrage :  2023-12-23 11:32\n",
      "Attendez l'affichage des données et soyez patient ! La lecture prend environ 13 minutes pour une décennie entière et 10 paramètres...\n",
      "Index(['PRENEI_Q', 'PRELIQ_Q', 'T_Q', 'DLI_Q', 'HU_Q', 'ETP_Q', 'SWI_Q',\n",
      "       'RESR_NEIGE_Q', 'TINF_H_Q', 'TSUP_H_Q'],\n",
      "      dtype='object')\n",
      "Heure de fin :  2023-12-23 11:36\n",
      "Durée d'éxécution :  0:03:17.161348\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>LAT_DG</th>\n",
       "      <th>LON_DG</th>\n",
       "      <th>PRENEI_Q</th>\n",
       "      <th>PRELIQ_Q</th>\n",
       "      <th>T_Q</th>\n",
       "      <th>DLI_Q</th>\n",
       "      <th>HU_Q</th>\n",
       "      <th>ETP_Q</th>\n",
       "      <th>SWI_Q</th>\n",
       "      <th>RESR_NEIGE_Q</th>\n",
       "      <th>TINF_H_Q</th>\n",
       "      <th>TSUP_H_Q</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th>DATE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">600_24010</th>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>48.3822</td>\n",
       "      <td>-4.96118</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>9.9</td>\n",
       "      <td>3161.6</td>\n",
       "      <td>98.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.940</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>10.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>48.3822</td>\n",
       "      <td>-4.96118</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>11.3</td>\n",
       "      <td>2955.5</td>\n",
       "      <td>89.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.933</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>11.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>48.3822</td>\n",
       "      <td>-4.96118</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>9.6</td>\n",
       "      <td>3066.2</td>\n",
       "      <td>87.2</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.926</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.8</td>\n",
       "      <td>10.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-04</th>\n",
       "      <td>48.3822</td>\n",
       "      <td>-4.96118</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2564.4</td>\n",
       "      <td>78.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.919</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>10.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-05</th>\n",
       "      <td>48.3822</td>\n",
       "      <td>-4.96118</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2774.9</td>\n",
       "      <td>81.9</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.912</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>8.8</td>\n",
       "    </tr>\n",
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       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">11960_17450</th>\n",
       "      <th>2023-11-26</th>\n",
       "      <td>42.4619</td>\n",
       "      <td>9.57413</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2403.7</td>\n",
       "      <td>41.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.099</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>14.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-27</th>\n",
       "      <td>42.4619</td>\n",
       "      <td>9.57413</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>10.4</td>\n",
       "      <td>2558.1</td>\n",
       "      <td>63.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.097</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-28</th>\n",
       "      <td>42.4619</td>\n",
       "      <td>9.57413</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>13.9</td>\n",
       "      <td>2535.8</td>\n",
       "      <td>45.6</td>\n",
       "      <td>4.1</td>\n",
       "      <td>0.089</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.2</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-29</th>\n",
       "      <td>42.4619</td>\n",
       "      <td>9.57413</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>2527.6</td>\n",
       "      <td>57.8</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>16.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-30</th>\n",
       "      <td>42.4619</td>\n",
       "      <td>9.57413</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.4</td>\n",
       "      <td>2920.4</td>\n",
       "      <td>74.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.083</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.2</td>\n",
       "      <td>19.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14145560 rows × 12 columns</p>\n",
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      ],
      "text/plain": [
       "                         LAT_DG   LON_DG  PRENEI_Q  PRELIQ_Q   T_Q   DLI_Q  \\\n",
       "ID          DATE                                                             \n",
       "600_24010   2020-01-01  48.3822 -4.96118       0.0       0.4   9.9  3161.6   \n",
       "            2020-01-02  48.3822 -4.96118       0.0       0.6  11.3  2955.5   \n",
       "            2020-01-03  48.3822 -4.96118       0.0       0.8   9.6  3066.2   \n",
       "            2020-01-04  48.3822 -4.96118       0.0       0.0   8.1  2564.4   \n",
       "            2020-01-05  48.3822 -4.96118       0.0       0.0   7.2  2774.9   \n",
       "...                         ...      ...       ...       ...   ...     ...   \n",
       "11960_17450 2023-11-26  42.4619  9.57413       0.0       0.0   7.9  2403.7   \n",
       "            2023-11-27  42.4619  9.57413       0.0       0.1  10.4  2558.1   \n",
       "            2023-11-28  42.4619  9.57413       0.0       0.5  13.9  2535.8   \n",
       "            2023-11-29  42.4619  9.57413       0.0       0.0  10.5  2527.6   \n",
       "            2023-11-30  42.4619  9.57413       0.0       0.0  13.4  2920.4   \n",
       "\n",
       "                        HU_Q  ETP_Q  SWI_Q  RESR_NEIGE_Q  TINF_H_Q  TSUP_H_Q  \n",
       "ID          DATE                                                              \n",
       "600_24010   2020-01-01  98.4    0.3  0.940           0.0       9.5      10.9  \n",
       "            2020-01-02  89.8    0.4  0.933           0.0       9.5      11.9  \n",
       "            2020-01-03  87.2    0.7  0.926           0.0       8.8      10.6  \n",
       "            2020-01-04  78.8    0.8  0.919           0.0       5.4      10.2  \n",
       "            2020-01-05  81.9    1.1  0.912           0.0       7.6       8.8  \n",
       "...                      ...    ...    ...           ...       ...       ...  \n",
       "11960_17450 2023-11-26  41.6    3.0  0.099           0.0       4.3      14.7  \n",
       "            2023-11-27  63.4    1.7  0.097           0.0       6.1      16.0  \n",
       "            2023-11-28  45.6    4.1  0.089           0.0      10.2      17.0  \n",
       "            2023-11-29  57.8    2.1  0.085           0.0       6.7      16.2  \n",
       "            2023-11-30  74.4    1.4  0.083           0.0       9.2      19.2  \n",
       "\n",
       "[14145560 rows x 12 columns]"
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   "source": [
    "############ Auteur: L. Duffar ###########\n",
    "############ Décembre 2023 ###########\n",
    "# python 3.8.12\n",
    "\n",
    "# Lecture du fichier au format suivant dans un dataframe pandas\n",
    "\n",
    "# LAMBX;LAMBY;DATE;PRENEI_Q;PRELIQ_Q;T_Q;FF_Q;Q_Q;DLI_Q;SSI_Q;HU_Q;EVAP_Q;ETP_Q;PE_Q;SWI_Q;DRAINC_Q;RUNC_Q;RESR_NEIGE_Q;RESR_NEIGE6_Q;HTEURNEIGE_Q;HTEURNEIGE6_Q;HTEURNEIGEX_Q;SNOW_FRAC_Q;ECOULEMENT_Q;WG_RACINE_Q;WGI_RACINE_Q;TINF_H_Q;TSUP_H_Q\n",
    "# 600;24010;20200101;0.0;0.4;9.9;2.1;7.414;3161.6;111.1;98.4;0.1;0.3;0.3;0.940;2.2;0.1;0.0;0.0;0.000;0.000;0.000;0.0;0.0;0.315;0.000;9.5;10.9\n",
    "# 600;24010;20200102;0.0;0.6;11.3;5.5;7.396;2955.5;55.2;89.8;0.7;0.4;-0.1;0.933;2.0;0.0;0.0;0.0;0.000;0.000;0.000;0.0;0.0;0.314;0.000;9.5;11.9\n",
    "# 600;24010;20200103;0.0;0.8;9.6;6.1;6.458;3066.2;56.5;87.2;1.0;0.7;-0.2;0.926;1.9;0.1;0.0;0.0;0.000;0.000;0.000;0.0;0.0;0.313;0.000;8.8;10.6\n",
    "# Etc…\n",
    "\n",
    "import pandas as pd\n",
    "import os\n",
    "import datetime\n",
    "\n",
    "# ================ Personalisation ====================\n",
    "# Chemin d'accès au fichier d'entrée des données quotidiennes\n",
    "folder_in= r\"X:\\1-COMMUN\\DIS\\Documentation\\Hydrologie\\Documentation externe\\Climat France\\Météo-France\\meteo.data\\reference\\SIM2\"\n",
    "# Chemin d'accès au fichier d'entrée des métadonnées de coordonnées des mailles SIM2\n",
    "fld_meta= r'X:\\1-COMMUN\\DIS\\Documentation\\Hydrologie\\Documentation externe\\Climat France\\Météo-France\\meteo.data\\reference\\SIM2\\metada'\n",
    "# Chemin d'accès aux fichiers de sortie\n",
    "folder_out= r\"X:\\1-COMMUN\\DIS\\Documentation\\Hydrologie\\Documentation externe\\Climat France\\Météo-France\\meteo.data\\reference\\SIM2\"\n",
    "\n",
    "# Nom du fichier CSV de métadonnées de coordonnées des mailles SIM2\n",
    "file_meta= 'coordonnees_grille_safran_lambert-2-etendu.csv'\n",
    "# Nom du fichier CSV de données à lire\n",
    "file_name= 'QUOT_SIM2_latest-20231101-20231212.csv' # novembre 2023 jusqu'au jour précédent le teléchargement\n",
    "file_name= 'QUOT_SIM2_2010_2019.csv'\n",
    "file_name= 'QUOT_SIM2_latest-2020-202311.csv' # janvier 2020 jusqu'au mois précédent le teléchargement\n",
    "\n",
    "# Colonnes à lire (pour économiser la mémoire vive) - Les 3 premières sont obligatoires (LAMBX, LAMBY, DATE)\n",
    "usecols= ['LAMBX', 'LAMBY', 'DATE', 'PRENEI_Q', 'PRELIQ_Q', 'T_Q', 'FF_Q', 'Q_Q', 'DLI_Q', 'SSI_Q', 'HU_Q', 'EVAP_Q', 'ETP_Q', 'PE_Q', 'SWI_Q', 'DRAINC_Q', 'RUNC_Q', 'RESR_NEIGE_Q', 'RESR_NEIGE6_Q', 'HTEURNEIGE_Q', 'HTEURNEIGE6_Q', 'HTEURNEIGEX_Q', 'SNOW_FRAC_Q', 'ECOULEMENT_Q', 'WG_RACINE_Q', 'WGI_RACINE_Q', 'TINF_H_Q', 'TSUP_H_Q']\n",
    "\n",
    "usecols= ['LAMBX', 'LAMBY', 'DATE', 'PRENEI_Q', 'PRELIQ_Q', 'T_Q',                'DLI_Q',          'HU_Q',           'ETP_Q',          'SWI_Q',                       'RESR_NEIGE_Q',                                                                                                                                 'TINF_H_Q', 'TSUP_H_Q']\n",
    "\n",
    "# ================ Initialisation ====================\n",
    "# Associe aux paramètres une unité et un nom long grâce à un dictionnaire (tiré de liste_parametres.odt https://www.data.gouv.fr/fr/datasets/r/d1ffaf5e-7d15-4fb5-a34c-f76aaf417b46)\n",
    "dict_units= {'Precip': ['mm', 'Précipitations totales (06-06 UTC)'], 'PRENEI_Q': ['mm', 'Précipitations solides (06-06 UTC)'], 'PRELIQ_Q': ['mm', 'Précipitations liquides (06-06 UTC))'], \n",
    "             'T_Q': ['°C','Température moyenne'], 'FF_Q': ['m/s', 'Vit. vent'], 'Q_Q': ['g/kg','Humidité spécifique '], 'DLI_Q': ['J/cm2', 'Rayonnement atmosphérique '],\n",
    "             'SSI_Q': ['J/cm2', 'Rayonnement visible '], 'HU_Q': ['%', 'Humidité relative '], 'EVAP_Q': ['mm', 'ETR (cumul quotidien 06-06 UTC)'], \n",
    "             'ETP_Q': ['mm', 'ETP (Penman-Monteith)'], 'PE_Q': ['mm', 'Pluies efficaces'], 'SWI_Q': ['%', 'Indice humidité des sols (06-06 UTC)'],\n",
    "             'DRAINC_Q': ['mm', 'Drainage (06-06 UTC)'], 'RUNC_Q': ['mm', 'Ruissellement (06-06 UTC)'], 'RESR_NEIGE_Q': ['mm', 'Equivalent eau manteau neigeux (06-06 UTC)'], \n",
    "             'RESR_NEIGE6_Q': ['mm', 'Equivalent eau manteau neigeux à 06 UTC'], 'HTEURNEIGE_Q': ['m', 'Epaisseur manteau neigeux (moyenne 06-06 UTC)'], \n",
    "             'HTEURNEIGE6_Q': ['m', 'Epaisseur du manteau neigeux à 06 UTC)'], 'HTEURNEIGEX_Q': ['m', 'Epaisseur manteau neigeux maximum dans journée'], \n",
    "             'SNOW_FRAC_Q': ['%', 'Fraction maille recouverte par neige (moyenne 06-06 UTC)'], 'ECOULEMENT_Q': ['mm', 'Ecoulement en base manteau neigeux'], \n",
    "             'WG_RACINE_Q': ['mm','Contenu en eau liquide dans couche racinaire à 06 UTC'], 'WGI_RACINE_Q': ['mm', 'Contenu en eau gelée dans la couche de racinaire à 06 UTC'], \n",
    "             'TINF_H_Q': ['°C', 'Température minimale des 24 valeurs horaires'], 'TSUP_H_Q': ['°C', 'Température maximale des 24 valeurs horaires']}\n",
    "\n",
    "# ================ Lecture des données quotidiennes ====================\n",
    "# afficher l'heure \n",
    "start = datetime.datetime.now()\n",
    "print(\"Heure de démarrage : \", start.strftime(\"%Y-%m-%d %H:%M\"))\n",
    "print(\"Attendez l'affichage des données et soyez patient ! La lecture prend environ 13 minutes pour une décennie entière et 10 paramètres...\")\n",
    "\n",
    "file_path = os.path.join(folder_in, file_name)\n",
    "# Lit un fichier csv comportant des données météo dans un dataframe pandas, en précisant les champs à lire\n",
    "df = pd.read_csv(file_path, sep=';', header=0, parse_dates=True, decimal='.', usecols= usecols)\n",
    "\n",
    "# Ajoute une colonne 'ID' avec la concaténation des 2 colonnes  LAMBX et LAMBY\n",
    "df['ID'] = df['LAMBX'].astype(str) + '_' + df['LAMBY'].astype(str)\n",
    "df.drop(['LAMBX', 'LAMBY'], axis=1, inplace=True)\n",
    "# index sur les 2 colonnes 'DATE' et 'ID'\n",
    "df['DATE']= pd.to_datetime(df[\"DATE\"].values, format='%Y%m%d').values\n",
    "\n",
    "# df = df.set_index(['ID', 'DATE'])\n",
    "df = df.set_index(['ID', 'DATE'])\n",
    "print(df.columns)\n",
    "# afficher la durée d'éxécution\n",
    "now = datetime.datetime.now()\n",
    "print(\"Heure de fin : \", now.strftime(\"%Y-%m-%d %H:%M\"))\n",
    "# affiche la différence entre les instants de début et de fin\n",
    "print(\"Durée d'éxécution : \", now - start)\n",
    "\n",
    "# ================ lit le fichier csv de métadonnées des coordonnées lat long des mailles\n",
    "file_path = os.path.join(fld_meta, file_meta)\n",
    "\n",
    "# Lit un fichier csv comportant des données météo dans un dataframe pandas\n",
    "df_meta = pd.read_csv(file_path, sep=';', header=0, decimal=',')\n",
    "# Ajoute une colonne 'ID' avec la concaténation des 2 colonnes  LAMBX et LAMBY\n",
    "df_meta['ID'] = df_meta['LAMBX (hm)'].astype(str) + '_' + df_meta['LAMBY (hm)'].astype(str)\n",
    "# supprime les colonnes 'LAMBX (hm)' et 'LAMBY (hm)'\n",
    "df_meta.drop(['LAMBX (hm)', 'LAMBY (hm)'], axis=1, inplace=True)\n",
    "# index sur la colonne 'ID'\n",
    "df_meta = df_meta.set_index(['ID'], drop=True)\n",
    "# display(df_meta)\n",
    "\n",
    "# jointure des 2 dataframes en plaçant les nouvelles colonnes au début\n",
    "df = df_meta.join(df, how='inner')\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2) Extrait les lignes de la maille voulue (maille la plus proches des coordonnées lat lon)\n",
    "- Définir le point à lire"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "2023-12-23 11:38\n"
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       "      <th>LAT_DG</th>\n",
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       "      <td>44.7103</td>\n",
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       "                        LAT_DG   LON_DG  PRENEI_Q  PRELIQ_Q  T_Q   DLI_Q  \\\n",
       "ID         DATE                                                            \n",
       "9400_19770 2020-01-01  44.7103  6.62745       0.0       0.0  0.9  2095.4   \n",
       "           2020-01-02  44.7103  6.62745       0.0       0.0  0.1  2044.7   \n",
       "           2020-01-03  44.7103  6.62745       0.0       0.0 -0.1  2079.5   \n",
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       "           2020-01-05  44.7103  6.62745       0.0       0.0  0.4  2066.9   \n",
       "...                        ...      ...       ...       ...  ...     ...   \n",
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       "           2023-11-30  44.7103  6.62745       2.1      60.1  0.5  2967.5   \n",
       "\n",
       "                       HU_Q  ETP_Q  SWI_Q  RESR_NEIGE_Q  TINF_H_Q  TSUP_H_Q  \n",
       "ID         DATE                                                              \n",
       "9400_19770 2020-01-01  54.9    1.1  0.936          69.0      -1.8       7.5  \n",
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       "           2020-01-05  57.6    1.1  0.912          67.5      -2.9       6.8  \n",
       "...                     ...    ...    ...           ...       ...       ...  \n",
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       "           2023-11-30  94.5    0.4  0.947          16.6      -2.5       1.9  \n",
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    "# Extrait les lignes de la maille voulue (maille la plus proches des coordonnées lat lon)\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "# ================ Personalisation ====================\n",
    "# coordonnées du point pour lequel extraire les données\n",
    "lat, lon= [43.529910019461035, 5.424477733642604]# Aix Galice\n",
    "lat, lon= [44.70307665682509, 6.600304257413277] # St Crépin\n",
    "\n",
    "# ================ Traitement ====================\n",
    "# ----------- Initialisation\n",
    "# duplique le dataframe\n",
    "df_temp = df.copy(deep=True)\n",
    "\n",
    "# calcule la distance entre chaque ligne et les coordonnées lat lon\n",
    "df_temp['distance'] = ((df['LAT_DG'] - lat)**2 + (df['LON_DG'] - lon)**2)**0.5\n",
    "# sélectionne la ligne avec la distance minimale\n",
    "minimum = df_temp['distance'].min()\n",
    "\n",
    "df_temp = df_temp.loc[df_temp['distance'] == minimum]\n",
    "\n",
    "# supprime la colonne 'distance'\n",
    "df_temp.drop(['distance'], axis=1, inplace=True)\n",
    "\n",
    "# -----------trace une carte plotly avec le point de maille en spécifiant le nom de la trace pour la légende   \n",
    "\n",
    "fig = px.scatter_mapbox(lat= [df_temp['LAT_DG'][0]], lon= [df_temp['LON_DG'][0]], mapbox_style= \"open-street-map\", \n",
    "                        title= 'Maille SAFRAN la plus proche des coordonnées fournies', height= 500, width= 700,\n",
    "                        color_discrete_sequence= [ 'red'], size= [1 for i in [1]], size_max= 10,\n",
    "                        # labels= 'Maille la plus proche'\n",
    "                       hover_name= ['Maille la plus proche'], \n",
    "                      )\n",
    "\n",
    "# Ajoute les coordonnées cibles avec le nom de la trace en légente\n",
    "fig.add_trace(go.Scattermapbox(lat= [lat], lon= [lon], mode= 'markers', marker= {'size': 10, 'color': 'blue'}, name= 'Coordonnées cibles', ))\n",
    "\n",
    "# sauvegarde la carte au format png et html\n",
    "map_file= \"SIM2_map\"\n",
    "fig.write_image(os.path.join(folder_out, map_file + '.png'))\n",
    "fig.write_html(os.path.join(folder_out, map_file + '.html'))\n",
    "\n",
    "# ----------- Affichage\n",
    "print(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M\"))\n",
    "display(df_temp)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3) Trace le graphique chronologique des paramètres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-12-23 11:38\n"
     ]
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          3.4,
          3.5,
          4.6,
          5.2,
          6,
          6.8,
          6.3,
          6.4,
          7.4,
          8.1,
          8.2,
          7.9,
          8.8,
          8,
          8.9,
          9.1,
          9.5,
          7.3,
          8.7,
          6.1,
          6.4,
          8.2,
          9.3,
          10,
          9.1,
          9,
          7.8,
          7.4,
          5.1,
          5,
          8.4,
          10.4,
          10.9,
          12.8,
          11.2,
          12.1,
          13.5,
          11.9,
          8.7,
          7.1,
          9.9,
          8.2,
          8.9,
          8.9,
          10,
          10.2,
          11.9,
          11.6,
          13.2,
          14.1,
          15.3,
          12.5,
          11.3,
          12.9,
          13.7,
          12.5,
          12.3,
          9.9,
          8.9,
          10.6,
          10.9,
          12.2,
          10.8,
          8.1,
          10,
          12.4,
          10.3,
          8.8,
          6.8,
          7.6,
          9.2,
          10.6,
          8.5,
          10.5,
          12.5,
          11.4,
          11.2,
          9.6,
          11.2,
          12.6,
          13.7,
          16.1,
          17.4,
          17.6,
          17.5,
          17.2,
          14.4,
          16.4,
          17.5,
          17.6,
          16.3,
          13.8,
          11.6,
          15,
          17.6,
          17.8,
          15.8,
          17,
          18,
          16.2,
          16.4,
          17.1,
          15.4,
          12.5,
          12.5,
          14.3,
          15.3,
          16.5,
          15.7,
          16.3,
          17.3,
          14.8,
          16.5,
          14.6,
          15.2,
          16.4,
          18.1,
          18.8,
          18.6,
          20,
          19.3,
          20.4,
          18,
          13.4,
          12.7,
          14.8,
          17.3,
          18.2,
          19.2,
          19.5,
          16,
          16.3,
          18.4,
          15.3,
          15.2,
          15.6,
          15.1,
          14.9,
          14.7,
          16,
          17.3,
          18.8,
          17.4,
          15.6,
          14.6,
          15,
          16.6,
          16.9,
          14.3,
          11,
          8.9,
          8.9,
          9.7,
          11.2,
          11.8,
          14.6,
          14.7,
          13.4,
          12,
          13.2,
          13.1,
          13.9,
          14.1,
          14.9,
          16.3,
          15.2,
          14.5,
          14.4,
          13.8,
          15.1,
          13.4,
          12.1,
          11.6,
          10.4,
          11.2,
          9.9,
          5,
          2.1,
          2.4,
          5.2,
          8.3,
          9.7,
          8.9,
          8.1,
          5.9,
          4.8,
          5.2,
          6.4,
          6.3,
          7,
          8,
          6.3,
          4,
          2.3,
          2.7,
          2.6,
          2.4,
          3.3,
          3.3,
          3.1,
          3.4,
          5.8,
          9.1,
          7.7,
          6.7,
          5,
          6.2,
          3.1,
          1.2,
          4.3,
          5.6,
          8.4,
          8.4,
          7.5,
          8.2,
          8.2,
          6.9,
          5.5,
          5.3,
          7.2,
          5.6,
          4.3,
          4,
          3.2,
          3.5,
          3,
          3,
          4.3,
          4,
          3.1,
          4.7,
          5.5,
          2.5,
          0.4,
          3.1,
          2.3,
          2,
          0.6,
          -0.2,
          0.6,
          4.1,
          2.1,
          -0.2,
          -0.6,
          -1.5,
          -3.6,
          -3.2,
          -4.5,
          -4.5,
          -5.1,
          -3.2,
          -4.4,
          -6.1,
          -4.9,
          -2,
          -2.3,
          0,
          1.2,
          0.2,
          -1.9,
          -0.1,
          0.3,
          0.2,
          0.2,
          1.8,
          3.4,
          2.3,
          -2.5,
          -4.3,
          -4.2,
          -3.4,
          -4,
          -8.3,
          -7.2,
          -3.6,
          -2.7,
          -4.3,
          -4.4,
          -5,
          -7.5,
          -8.7,
          -9.4,
          -4.7,
          -3.6,
          -6.8,
          -3.8,
          1.3,
          1,
          -2,
          -5.1,
          -3.8,
          -6.2,
          -4.8,
          -1.1,
          0.1,
          -0.1,
          -2.9,
          -4,
          -6.1,
          -8.5,
          -2.4,
          1.5,
          1.9,
          -0.3,
          -0.3,
          -0.3,
          0.9,
          3.3,
          3.2,
          4.5,
          4.3,
          0.1,
          -3.3,
          -0.3,
          -1.1,
          -1.6,
          -1.6,
          -2,
          -6.1,
          -4.7,
          0.5,
          1.2,
          1.9,
          1.9,
          2.8,
          2.7,
          3.3,
          5.2,
          5.3,
          5.3,
          4.6,
          3.4,
          3.9,
          2.5,
          2.9,
          2.6,
          2.3,
          1.8,
          1.3,
          2.6,
          2.8,
          1.1,
          0.8,
          4.2,
          1.6,
          1,
          -0.7,
          -1,
          0.6,
          0.6,
          -1.9,
          -3.1,
          -2.8,
          0.2,
          1.2,
          2.2,
          3.4,
          4.4,
          4.5,
          5.4,
          4.9,
          7.6,
          9,
          9.5,
          8.1,
          9.3,
          7.4,
          6.6,
          6.1,
          1.2,
          -3.5,
          0.2,
          3.3,
          2.8,
          4.2,
          1.4,
          0.5,
          0.6,
          0.4,
          0.2,
          1,
          0.8,
          2.5,
          3.4,
          3.5,
          5.1,
          6.8,
          7.4,
          8.6,
          7.3,
          7,
          6.5,
          5.7,
          7.2,
          4.3,
          4.6,
          4.8,
          6.2,
          7,
          5.3,
          8.3,
          8.9,
          10.7,
          6.1,
          5.8,
          6.6,
          5.4,
          5.1,
          4.5,
          6,
          6.3,
          5.9,
          5.5,
          7.2,
          9,
          9.1,
          10.1,
          7.7,
          7.4,
          9.6,
          10.6,
          12.3,
          13.2,
          12.4,
          11.3,
          12.1,
          10.9,
          12,
          13.4,
          13,
          11.9,
          11.6,
          11.4,
          11.9,
          13.5,
          15.1,
          15.8,
          18.5,
          18.9,
          18,
          17.3,
          17.4,
          18,
          19.5,
          16,
          15.2,
          14.2,
          13.7,
          12.4,
          13,
          14.6,
          15.6,
          16.1,
          14,
          12.7,
          13.9,
          15.4,
          15.1,
          11.7,
          15.7,
          17.2,
          14.8,
          12,
          13.8,
          15.6,
          16.5,
          17.5,
          12.7,
          11.2,
          13,
          13,
          15.7,
          17.7,
          16.2,
          17.3,
          17.3,
          17.6,
          18.9,
          17.8,
          17.2,
          15.7,
          16.1,
          14.7,
          16.9,
          16,
          14.2,
          12.8,
          11.7,
          12.4,
          12,
          13.4,
          14.3,
          13.8,
          12.8,
          13.7,
          17,
          17.8,
          17.9,
          18.5,
          19.1,
          19.8,
          16.7,
          15.2,
          14.4,
          15.2,
          15.2,
          15.9,
          16.4,
          15,
          12.7,
          13.1,
          13.6,
          13.6,
          12.4,
          11.7,
          11.9,
          12.3,
          13.4,
          14.3,
          13.6,
          12.7,
          13.3,
          14.2,
          14.4,
          14.5,
          13.3,
          11.6,
          12.8,
          13.5,
          13.5,
          13.9,
          13,
          12,
          12.9,
          14,
          8.6,
          7.3,
          8.4,
          10.2,
          11.2,
          12.3,
          13.5,
          8.8,
          9.8,
          11.6,
          10,
          9.6,
          10.9,
          10.2,
          10.8,
          8.5,
          7.4,
          5.3,
          5.9,
          7.7,
          7.6,
          6.3,
          6.6,
          6,
          4.2,
          4,
          5.1,
          5.7,
          4.7,
          5.8,
          6.6,
          7.3,
          7.3,
          4.7,
          4.4,
          5.9,
          5.1,
          4.7,
          4.9,
          5.8,
          5.5,
          4,
          6.7,
          4.1,
          2.8,
          0.8,
          -0.8,
          -1.2,
          0.9,
          4.9,
          3.7,
          3.8,
          6.5,
          7.2,
          7.2,
          4,
          2.6,
          3,
          4.6,
          4.3,
          3.3,
          3.3,
          4.3,
          2.3,
          2.2,
          2.5,
          2.3,
          -0.5,
          -1.2,
          -2.6,
          -5.2,
          -5.5,
          -3.8,
          -0.9,
          -1.9,
          -4.5,
          -1.8,
          -5.3,
          -6.6,
          -2.1,
          -3.9,
          -6.7,
          -5.9,
          -5.6,
          -3.7,
          0.5,
          1.2,
          0.9,
          1.8,
          1.2,
          0.5,
          -0.5,
          -0.1,
          -1.5,
          -4.8,
          -3.1,
          -0.5,
          -0.7,
          -0.9,
          -1.3,
          0.5,
          4.1,
          5.1,
          5.3,
          5.5,
          3.6,
          1.1,
          2.6,
          -0.5,
          -4.6,
          -4.9,
          -3.3,
          -3.3,
          -6.3,
          -4.7,
          -3.5,
          -0.8,
          1.3,
          1,
          -0.5,
          -1.2,
          1.2,
          -1.1,
          -2.6,
          -4.3,
          -2.4,
          -0.1,
          -0.3,
          -0.9,
          0.6,
          -0.4,
          1.5,
          1.3,
          3,
          0,
          2.2,
          6,
          3.3,
          1.7,
          0.1,
          -0.4,
          3.2,
          0.9,
          2.8,
          1.9,
          -0.2,
          -1.3,
          -0.5,
          -1,
          -2.9,
          -1.4,
          3.9,
          5,
          3.3,
          1.8,
          -0.1,
          1.8,
          1.7,
          1,
          -0.4,
          -2.3,
          -2.9,
          -1,
          -0.2,
          0,
          2.6,
          0.8,
          -1.6,
          -3.2,
          -2,
          -1.1,
          0.1,
          1.9,
          0.1,
          0.3,
          -0.7,
          1.7,
          5.3,
          6.9,
          7.6,
          5.5,
          3.8,
          1.6,
          1.1,
          1.1,
          3,
          3.7,
          4.4,
          4.4,
          3.8,
          5.2,
          5.4,
          3,
          2.5,
          -2.6,
          -3.6,
          -2.8,
          -0.9,
          3.6,
          4.2,
          4.7,
          6.2,
          1.3,
          1.8,
          5.3,
          8.6,
          9.5,
          9.4,
          10.7,
          11.6,
          9.1,
          8.3,
          7,
          7.3,
          6.2,
          8.3,
          3.5,
          3.9,
          7.2,
          6.3,
          7.8,
          9.2,
          9.8,
          8.4,
          7.3,
          7.1,
          7,
          7.3,
          5.9,
          8.2,
          9.3,
          8.8,
          9.7,
          11.5,
          13.1,
          13,
          13.4,
          12.8,
          11.4,
          12.8,
          14.7,
          14.2,
          14.9,
          16.1,
          16.6,
          17.7,
          15,
          12.2,
          10.5,
          12.9,
          15,
          15.5,
          12,
          11.1,
          11.7,
          14.4,
          16.8,
          13.6,
          17.2,
          15.7,
          15.8,
          14.4,
          12,
          11.4,
          14.4,
          16.8,
          18.3,
          18.2,
          18.2,
          17.9,
          19.3,
          21,
          19.3,
          19.5,
          19,
          17.9,
          15.5,
          13.8,
          11.1,
          14.3,
          17.1,
          19,
          14.2,
          15.6,
          16.8,
          16.6,
          17.5,
          19.3,
          18.3,
          17.8,
          17.4,
          17.4,
          17.9,
          17.6,
          18.3,
          18.5,
          18.7,
          19.4,
          19.8,
          20.8,
          20.5,
          20.4,
          19.5,
          20,
          20.4,
          20.9,
          21.6,
          20.9,
          21.4,
          20,
          19.2,
          19.2,
          18.5,
          15.8,
          16.8,
          18.4,
          19.9,
          20,
          20,
          18.4,
          16.5,
          17.8,
          16.9,
          16.8,
          18.7,
          16.8,
          17.6,
          17.8,
          17.5,
          12.9,
          14.2,
          15.6,
          15.7,
          11.5,
          13.4,
          15.1,
          16,
          15.7,
          16.4,
          17.2,
          17.5,
          14.8,
          14.8,
          16.2,
          15.3,
          15.5,
          13.8,
          14.8,
          12.8,
          12.7,
          13.3,
          14.2,
          15.4,
          15.2,
          13.2,
          10.4,
          9.8,
          12.1,
          14.1,
          15.8,
          13.2,
          13.1,
          12,
          7.8,
          7.7,
          9.8,
          9.6,
          10,
          10.2,
          8.8,
          7.1,
          6.4,
          6.4,
          6.5,
          5.9,
          7,
          5.2,
          7,
          10.2,
          9.7,
          9.5,
          10.8,
          10.5,
          9.8,
          8.7,
          8.9,
          8.9,
          9.4,
          8.6,
          7.7,
          8.8,
          9.5,
          9.8,
          10.9,
          10.8,
          10.7,
          10.5,
          10.4,
          10.1,
          11.1,
          10.3,
          9.8,
          11.4,
          11.9,
          11.7,
          11.6,
          9.8,
          9.2,
          6.9,
          5.6,
          3.5,
          2.4,
          1.6,
          2.7,
          3.7,
          5.5,
          5.1,
          4.6,
          5.5,
          7.7,
          5.6,
          4.2,
          4.8,
          3.7,
          4.6,
          2.2,
          -0.3,
          -1.9,
          -0.2,
          -0.1,
          -0.6,
          0.2,
          0.9,
          0.1,
          0.2,
          -1.2,
          -0.5,
          -1.1,
          -2,
          -2.2,
          -0.7,
          0.7,
          -2.5,
          -3.2,
          -3.2,
          -2.6,
          -0.4,
          -1.2,
          -7.9,
          -6.9,
          -3.1,
          -0.2,
          -1.3,
          0,
          -3.4,
          -4.3,
          -1.6,
          -1.1,
          0.1,
          0.7,
          2.4,
          2.4,
          2.5,
          3.2,
          -0.2,
          -2.1,
          -0.4,
          1.2,
          4.5,
          2.9,
          2.5,
          1.9,
          0.5,
          2.3,
          1.2,
          -0.9,
          -0.7,
          -0.6,
          -2.6,
          0.3,
          -1,
          0,
          -0.2,
          -0.1,
          -4.4,
          -2.5,
          -5.9,
          -9.4,
          -9.2,
          -9.8,
          -8.1,
          -4.6,
          -1.3,
          -2.6,
          -4.6,
          -6.7,
          -6.1,
          -4.7,
          -2.1,
          -2,
          -0.9,
          -0.2,
          1.5,
          1.5,
          0.4,
          -1.1,
          -6.1,
          -6,
          -7.8,
          -4.3,
          -1.5,
          1.5,
          0.1,
          1.7,
          2.4,
          1.5,
          2,
          2.9,
          3.7,
          4,
          3.6,
          1.8,
          2.8,
          2.8,
          1,
          -2.3,
          -3.1,
          -1.3,
          1,
          0.4,
          1.1,
          0.7,
          0.6,
          -1.2,
          -1.2,
          2,
          4.9,
          3.1,
          3.5,
          4.6,
          8.2,
          1.9,
          0.7,
          2.6,
          4.1,
          5.2,
          3.7,
          4.4,
          4.3,
          5.8,
          7.1,
          6.8,
          5.2,
          1.9,
          1.1,
          1.5,
          6.3,
          7.3,
          4.3,
          1.9,
          2.8,
          2.2,
          1.2,
          0.6,
          1.3,
          0.6,
          2.5,
          4,
          6.4,
          7.3,
          5.2,
          1.1,
          2,
          1.4,
          5.4,
          4.9,
          4.4,
          5.3,
          3.6,
          5.6,
          7.8,
          7.2,
          6,
          4.6,
          6,
          7.7,
          10.3,
          10.4,
          8,
          5.5,
          7.8,
          9.1,
          10.5,
          10.6,
          11.6,
          10.1,
          10.4,
          10.3,
          8.7,
          6,
          4.4,
          6.6,
          6.9,
          7.5,
          8.1,
          7.3,
          7.5,
          8.2,
          8.8,
          9.8,
          11.2,
          11.8,
          10.2,
          9,
          11.4,
          13.2,
          11.2,
          10.1,
          11.7,
          10.1,
          11.1,
          10.9,
          10.8,
          10.1,
          10.8,
          12.3,
          11.8,
          13.1,
          12,
          13.2,
          12.9,
          11.9,
          11.4,
          12.2,
          12.9,
          13.8,
          14.7,
          14.8,
          16.8,
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          2451.4,
          2474.9,
          1990.5,
          2649.6,
          2022.8,
          1750.2,
          1969.3,
          2275,
          2111.3,
          2174.4,
          2228.1,
          2154.2,
          2135.7,
          2659.2,
          2614.6,
          2276.2,
          2262.9,
          2215.4,
          2584.7,
          2373.1,
          2059.4,
          2030.9,
          2076.8,
          2226.6,
          2222.4,
          2474.1,
          2602.1,
          2424.9,
          2324.8,
          1965.1,
          2785.2,
          2398.6,
          2207.2,
          2343.7,
          2289.8,
          2092.6,
          2420.1,
          2117.6,
          2241,
          1892.1,
          1939.5,
          2010.8,
          2070.1,
          2131,
          2088.4,
          2203.8,
          2459.1,
          2153.6,
          2309.5,
          2407.1,
          2503.3,
          2533.9,
          2482.9,
          2487.1,
          2623.4,
          2400.4,
          2095.3,
          1791.5,
          1914.2,
          2193.1,
          2819.7,
          2791.3,
          2523.6,
          1906.4,
          2145.8,
          2270.8,
          2395.7,
          2163.6,
          2359.9,
          2342.4,
          2452.9,
          2681,
          2394.4,
          2371.4,
          2381.1,
          2449.5,
          2933.1,
          2913.8,
          2927.5,
          3020.2,
          2925.3,
          3017.8,
          2450.8,
          2106.2,
          2336.2,
          2636.9,
          2683.7,
          2639,
          2488.6,
          2859.4,
          3125.3,
          2839,
          2302.5,
          2457.2,
          2358.2,
          2624.4,
          3046.7,
          2614.5,
          2530.9,
          2422,
          2299.6,
          2778.5,
          2464.8,
          2495.3,
          2934.6,
          2338.5,
          2472.3,
          2539.6,
          2747.4,
          2753.4,
          2961.8,
          3026.2,
          2995.1,
          3082,
          3065.6,
          3057.4,
          3043.1,
          3055.2,
          3066.5,
          3227.1,
          3033.9,
          3145.3,
          3151.2,
          2947,
          3052.8,
          3119.9,
          3110.6,
          3194.6,
          3254,
          3123,
          3003.3,
          3329.8,
          2917.6,
          3039.4,
          2936.5,
          2900.2,
          2789.3,
          2741.6,
          2947,
          3052.3,
          2894.9,
          2787.5,
          2791.6,
          2805.8,
          3054.5,
          3016.8,
          3045.7,
          3079.7,
          3257.8,
          3088.7,
          2802.6,
          3016.5,
          2991.6,
          3152.2,
          3029.3,
          2977.5,
          3013.2,
          3004.9,
          3097.2,
          3146.1,
          3235.7,
          3064.7,
          3143.2,
          3004.7,
          3039.3,
          2939.8,
          3018.9,
          2893.1,
          3101.7,
          3167.6,
          2947.6,
          3455.8,
          3170.5,
          3091,
          2843.1,
          2827.8,
          3389.5,
          2998.4,
          2898,
          3110.3,
          2649.5,
          2711.3,
          2948.9,
          3088.7,
          3164.3,
          3301.6,
          3197.3,
          3149.6,
          2872.1,
          2757.4,
          2897.6,
          3101.8,
          3078.2,
          2992.1,
          3004.4,
          2844.1,
          3044.8,
          3103.7,
          2877.8,
          2803.7,
          2798.2,
          2673,
          2799.4,
          2899,
          2945,
          3021.1,
          3098.8,
          3109.9,
          3108.3,
          3172.1,
          3096.4,
          3207.6,
          3193.6,
          3174.8,
          3040.6,
          3054.6,
          2922,
          2808.7,
          3375.2,
          3295.3,
          3071.3,
          3156,
          2918.7,
          2861,
          2869.3,
          2650.7,
          2709.9,
          2808.4,
          2891.4,
          3150,
          2793,
          2711.9,
          2590.3,
          2591,
          2822.2,
          2834.2,
          2857.2,
          3251.3,
          2950.4,
          2420.4,
          2397.4,
          2783.8,
          2778.3,
          2510.7,
          2326.6,
          2331.3,
          2348.3,
          2428.9,
          2306.2,
          2341.9,
          2338.9,
          2399.7,
          2441.2,
          2676.1,
          2708.9,
          2261.5,
          2214.3,
          2198.3,
          2190.9,
          2246.3,
          2330.6,
          2307.7,
          2740.6,
          2932.5,
          3028.7,
          3006.4,
          2534.5,
          2779.6,
          2206.5,
          1932.3,
          2025.8,
          2335.2,
          2295.6,
          2600,
          2905.2,
          2871.1,
          2836.9,
          2754.6,
          2627.4,
          2960.3,
          2599.6,
          2545.1,
          2249.6,
          2283.6,
          2293.7,
          2221,
          2397.5,
          2645.2,
          2429.2,
          2553.1,
          2339.4,
          2355.1,
          2137.9,
          1752.1,
          1989.2,
          2329.2,
          2189.1,
          2146.7,
          2747.2,
          2120.6,
          1884.1,
          2186.4,
          2665.1,
          1765.1,
          2205.6,
          1857.5,
          2010.9,
          2152.7,
          2167.8,
          2176.6,
          2178.5,
          2099.7,
          2074.7,
          2076.4,
          2056.2,
          1868.8,
          1822.9,
          1946.6,
          2705.6,
          2626.2,
          2305.2,
          2352.4,
          2834.8,
          2828.9,
          2525.7,
          2460.7,
          2418.1,
          2263.5,
          2213.1,
          2384.6,
          2312.3,
          1760,
          1777.3,
          2451.1,
          2493.2,
          1880.9,
          1737.2,
          1822.7,
          1951.5,
          2125.6,
          2131.1,
          1979.2,
          1972.4,
          2052,
          2075.4,
          1898.3,
          1828.5,
          1902,
          1956.9,
          1979.5,
          1958.9,
          2050,
          2036,
          1973.2,
          2052.4,
          2126.4,
          2000.7,
          2072.2,
          2234.7,
          2108.1,
          2161.6,
          1982,
          2067.9,
          2139.1,
          2059.6,
          2161.2,
          2087.2,
          2298.8,
          1940.9,
          2235.7,
          2813.7,
          2016,
          2288.8,
          2413.2,
          2334.4,
          2123.4,
          2052.9,
          2619.7,
          2063.1,
          2067.7,
          2220.4,
          1962.1,
          1773.6,
          1784.3,
          1878.8,
          1918.6,
          1972.3,
          2231.9,
          2090,
          1939.5,
          2005.6,
          1861.9,
          1865,
          1918.3,
          1991.3,
          2380.6,
          2446.3,
          2683.7,
          2542.7,
          2492.5,
          2293.7,
          2342.4,
          2417.9,
          2304.2,
          2529.3,
          2126.2,
          1888.1,
          1992.2,
          2064.4,
          2060.6,
          2079.4,
          2109.2,
          2162.5,
          2353.8,
          2767,
          2481,
          2529.3,
          2110.8,
          2375.4,
          2048.7,
          2122.7,
          2440.1,
          2896.9,
          3007.2,
          2284.2,
          1996.3,
          2252.1,
          2334.8,
          2345.1,
          2410.3,
          2527.1,
          2535.6,
          2368.8,
          2449.8,
          2295.4,
          2696,
          2650.2,
          2604.6,
          2816.1,
          2643,
          2693.5,
          2373.3,
          2448.4,
          2536.1,
          2452.7,
          2736.6,
          2652.3,
          2624,
          2842.7,
          2787.6,
          2984.1,
          2656.9,
          2798.6,
          2804.7,
          2835.1,
          2840,
          2778.3,
          2703.6,
          2788.2,
          3007.3,
          3198.2,
          2881.1,
          2888.6,
          2935,
          3128.3,
          2865.3,
          2901.3,
          2942.3,
          2795.3,
          2914.3,
          3215.1,
          2984.4,
          2994.2,
          2720.4,
          2609,
          2573,
          2810.7,
          2861.2,
          2853.9,
          3093.5,
          3078.1,
          2878.6,
          2818.9,
          2769.6,
          2742.6,
          2760,
          2736.6,
          2864.6,
          2935.3,
          3002,
          3012.6,
          3045.5,
          3043.8,
          3100.7,
          3233.9,
          3248.1,
          3030.4,
          2963.2,
          3303.2,
          3009.4,
          3082.4,
          2984.3,
          3090.5,
          3093.9,
          3198,
          3081.5,
          3138.8,
          2954.9,
          2932.2,
          3132.9,
          3172.7,
          3082.1,
          3015.3,
          3022.2,
          2951.3,
          3031.4,
          3106.1,
          3149.4,
          3111.6,
          3232.7,
          3191.3,
          3112.5,
          3092.8,
          3249.8,
          3246.6,
          3221.6,
          3366.5,
          3192.3,
          3218.2,
          3165,
          3263.9,
          3291.8,
          3074.8,
          3130.1,
          3103.3,
          2980.8,
          3039.6,
          3124.2,
          3072.2,
          3095.2,
          3249.4,
          3382.5,
          3461.7,
          3134.6,
          3196.5,
          3066.8,
          3086.7,
          3201.7,
          3177.6,
          3015.5,
          2929,
          3204.9,
          2876.2,
          2958.5,
          3012.4,
          3141.7,
          3056.6,
          2996.2,
          3071.7,
          3118.1,
          3097.5,
          3162,
          3185.4,
          3053.5,
          3167.4,
          3059.3,
          3014.1,
          2988.9,
          3280.3,
          2973.7,
          2953.7,
          3126.1,
          3087.4,
          3023.9,
          3337.9,
          3082.2,
          2962.7,
          2783.8,
          2633.1,
          2706.5,
          2843,
          2931.8,
          3201.8,
          3110.1,
          2967.8,
          2397.9,
          2363.9,
          2430.7,
          2506.8,
          2731.9,
          2841.5,
          2665.6,
          3169.9,
          2947.6,
          2582.4,
          2811.5,
          3011.9,
          2713.4,
          2824.3,
          2910.4,
          2799.8,
          2604.3,
          2613.5,
          2705.5,
          2710.4,
          2704.4,
          2893.4,
          3157.5,
          3018.5,
          2703.1,
          2859.7,
          2839.7,
          2845.9,
          2700.4,
          2842.2,
          2750.4,
          2782.8,
          2668,
          2722.2,
          3187.1,
          3007.9,
          2690.2,
          2873.7,
          2727.2,
          2624.3,
          2676.6,
          2714.7,
          2721.9,
          2435.1,
          2514.1,
          2974.3,
          2512,
          2771.5,
          2543.8,
          2199.9,
          2255.9,
          2248.2,
          2439.7,
          3002.8,
          2518.2,
          2307,
          2393.4,
          2530,
          2669.5,
          3045.2,
          2459.5,
          2614.8,
          2422.2,
          2143.2,
          1948.4,
          2229.5,
          2258.9,
          2400.2,
          2122.5,
          2266.5,
          2056.4,
          2105,
          2175.8,
          2360.1,
          2175.8,
          2042.3,
          2245.5,
          2495.1,
          2738,
          2114.2,
          1967.3,
          1888.5,
          2224.3,
          2865.4,
          2245.9,
          1733.8,
          1954.4,
          2717.3,
          2758.5,
          2721.4,
          2597.8,
          1946.1,
          1986.1,
          2212.8,
          2195.4,
          2823.5,
          2514.2,
          2980.2,
          2590.7,
          2229.6,
          2409.1,
          2167.4,
          2055.3,
          2603.8,
          2796.5,
          2938.4,
          2654,
          2726.1,
          2561.2,
          2103.6,
          2193.1,
          2134.8,
          2026,
          2824,
          2554.4,
          2077.1,
          2213.1,
          1995.1,
          2035.4,
          2051.7,
          2477.5,
          2425.4,
          2640.8,
          1925.7,
          1595.7,
          1580,
          1605.8,
          1842.6,
          2316.5,
          2490.2,
          2189,
          1753.9,
          1696,
          1904.4,
          1845.6,
          1992.1,
          1933.2,
          1944.3,
          1945.5,
          2066.8,
          2220.4,
          2075.4,
          2089.8,
          1888.2,
          1793.3,
          1736.5,
          1841.6,
          1994.9,
          2150.6,
          2174.2,
          2161.4,
          2160.9,
          2070.5,
          2142.4,
          2204.1,
          2171.3,
          2230.2,
          2176.2,
          2534.8,
          2546.2,
          2677.2,
          2227.8,
          2341.9,
          2271.8,
          2254,
          2466.2,
          2344,
          2098.5,
          2036.8,
          1984.2,
          1901.6,
          2154.7,
          2762.7,
          2514.2,
          2806.8,
          2992.4,
          2282.8,
          2607.1,
          2658.2,
          1980.4,
          2091.4,
          2235.1,
          2393.3,
          2665.1,
          2301.9,
          2150.3,
          2295.5,
          2676.3,
          2563.2,
          2381.2,
          2682.1,
          2224.3,
          2117.1,
          2632.3,
          2430.4,
          2652.2,
          2691.8,
          2282.6,
          2289,
          2276.5,
          2056.5,
          2069.3,
          2267.7,
          2165.1,
          2096.5,
          2244.4,
          2620.7,
          2706,
          2233.3,
          2198.8,
          2491.6,
          2384.2,
          2517.1,
          2594.7,
          2559.5,
          2678.4,
          2745.7,
          2518,
          2801.6,
          2622.7,
          2377.3,
          2264.2,
          2490.9,
          2908.6,
          2932.1,
          2975.4,
          2915.9,
          2427.8,
          2509.2,
          2714.9,
          2610.6,
          2779.6,
          2883.5,
          2927.1,
          2828,
          2614.3,
          2471.4,
          2767.8,
          2591.2,
          2651.3,
          2481.5,
          2686.7,
          2692.2,
          2784,
          2715.7,
          2723.5,
          3080.8,
          2721.1,
          2773.4,
          2863.5,
          3021.5,
          2746.6,
          2785,
          3082,
          2886.8,
          2813.3,
          3009.8,
          2854.7,
          2836.9,
          3017.2,
          2986.3,
          3060.3,
          2973.2,
          3023.3,
          3072.3,
          3093.6,
          3168.6,
          3026,
          3122.2,
          3223.8,
          3101.6,
          2790.5,
          2792.9,
          2919,
          3104.9,
          3023.4,
          3003.7,
          3057.2,
          3152.9,
          3022,
          3030,
          3043.4,
          2993.6,
          2992.9,
          3152.4,
          3493.7,
          3255,
          3022,
          3116.8,
          2903.5,
          2852.3,
          2821,
          2835.3,
          3057.4,
          3188.9,
          3161.9,
          3216.4,
          3207,
          3170.2,
          3098.2,
          3071.5,
          3071.4,
          3107.8,
          3160.6,
          3227.7,
          3114.4,
          2970.6,
          2892.2,
          2776.6,
          2963.2,
          3145.1,
          2890.6,
          2670.4,
          2871.4,
          3043.2,
          3145.6,
          3055.4,
          2976.1,
          3000.1,
          3138.6,
          2975.1,
          2847.3,
          2852.2,
          2658.9,
          2525,
          2690,
          2945,
          3055.3,
          3164.8,
          3314.8,
          3166.9,
          3126.4,
          3021.1,
          3034.6,
          2966.5,
          3117.2,
          3203.4,
          3317.4,
          3322.8,
          3387.8,
          3681.7,
          3362.7,
          3197.3,
          3090.8,
          3143.3,
          3074.2,
          2845.8,
          2913.5,
          2768.1,
          2940.5,
          2947.3,
          2987.3,
          3054.4,
          3065.9,
          2965.4,
          2940.9,
          2962.2,
          2940.2,
          2990.5,
          2952,
          2857.5,
          3175.6,
          3055.5,
          3130.5,
          3265.5,
          3075.4,
          3299.9,
          2869.5,
          2960.6,
          3120.2,
          2984,
          2687.7,
          2550.5,
          2668.4,
          2747.7,
          2801.8,
          2882.3,
          2929.8,
          2889.3,
          2849.7,
          2871.8,
          2793,
          2710.6,
          2700.5,
          2776.2,
          2769.7,
          2811.3,
          2806.3,
          2780.7,
          2699.3,
          2647.8,
          2673,
          2794.1,
          2443.2,
          2403.8,
          2907.8,
          3207.7,
          3213.8,
          3108.8,
          2794.3,
          2439.6,
          2930.1,
          3062.4,
          2874.3,
          3035.7,
          2825.3,
          2520.6,
          2747.5,
          2995.1,
          2707.4,
          2380.7,
          3003.2,
          2583.2,
          2580.1,
          2874.2,
          2585.7,
          2201.7,
          2065.7,
          2552.7,
          2596.8,
          2291.4,
          2822.7,
          2941,
          3103.7,
          2368.8,
          2573.5,
          2386.2,
          2569.8,
          2457.7,
          2340.3,
          2234.3,
          2209.9,
          2429.2,
          2304.4,
          1943.5,
          1947.1,
          2401.1,
          2362.9,
          2082.1,
          2967.5
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          86,
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          74,
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          4.1,
          7.6,
          11,
          11.3,
          17.9,
          17.8,
          14.2,
          16.7,
          14,
          10.8,
          13.1,
          12,
          13,
          7.8,
          11.4,
          11.8,
          11.1,
          10.7,
          9.5,
          10.2,
          9.8,
          8.6,
          10.7,
          13.1,
          12.6,
          8.4,
          7.5,
          12.5,
          9.6,
          9.7,
          8,
          6.9,
          6.4,
          7.6,
          8.5,
          7.2,
          2.5,
          1.9,
          1.1,
          -2.6,
          -2.7,
          0.1,
          -1.6,
          0.4,
          0.8,
          0.2,
          -2.4,
          1.5,
          2.8,
          5.7,
          1.8,
          4.3,
          2.7,
          5.6,
          3,
          3.1,
          4.7,
          7.7,
          7.5,
          4.9,
          -1.3,
          0.3,
          -0.8,
          -1.8,
          0.7,
          -2.7,
          -3.4,
          -1.5,
          0.5,
          0.3,
          -0.4,
          -0.9,
          -1.7,
          -2.5,
          -2.3,
          -2,
          0.6,
          0.5,
          1,
          4.5,
          5.1,
          2,
          1.6,
          2,
          1.1,
          1.6,
          4,
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          1.3,
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          0.4,
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          -1.5,
          3.5,
          5.8,
          5.5,
          3.6,
          5.3,
          3,
          5.5,
          7.2,
          7,
          8.8,
          7.4,
          1.8,
          1.6,
          3.7,
          1.5,
          5.2,
          1,
          3.5,
          -1.1,
          2.1,
          7.9,
          9.1,
          9,
          7.8,
          11.4,
          10.1,
          6.7,
          12.7,
          15,
          15.4,
          14.4,
          6.3,
          8.2,
          11.1,
          11,
          8,
          8.1,
          9.3,
          7,
          6.6,
          9,
          6.6,
          9.1,
          9.5,
          6.6,
          7.2,
          2.2,
          3.4,
          4.9,
          6.1,
          4.1,
          1.5,
          3.1,
          8.1,
          9,
          10,
          12.6,
          13.8,
          12,
          10.7,
          13.7,
          17.4,
          17.7,
          18.7,
          17.5,
          17.5,
          15.8,
          13,
          13.5,
          7.1,
          0.5,
          9,
          10.2,
          4.9,
          10.1,
          4.2,
          8.4,
          7.8,
          6.4,
          4,
          5.2,
          6.5,
          8.6,
          10.5,
          7.1,
          11.1,
          15.1,
          15.5,
          15.8,
          10.8,
          12,
          9.3,
          6.5,
          12.4,
          5.2,
          9.6,
          13.4,
          11.8,
          12.6,
          10.1,
          12.9,
          16.4,
          16.4,
          7.8,
          8,
          13.8,
          11.5,
          11.4,
          8.6,
          8.6,
          10.7,
          14.6,
          11.3,
          13.9,
          16.9,
          13.2,
          14.3,
          10.3,
          12.9,
          17,
          17.8,
          19.1,
          18.9,
          18.8,
          16.1,
          18.1,
          12.9,
          18.3,
          21.6,
          17.6,
          19.6,
          16.9,
          15.7,
          17.6,
          19.8,
          21.9,
          21.8,
          26.8,
          25.8,
          24.1,
          23.8,
          24.1,
          24.8,
          24.6,
          18.4,
          20.7,
          19.7,
          19.7,
          18,
          20,
          21.9,
          22.1,
          23.2,
          19,
          19.5,
          21.7,
          23,
          22.5,
          14.7,
          22.9,
          22.4,
          18.7,
          15.9,
          21.7,
          22.6,
          23.6,
          24.2,
          15.7,
          14.6,
          18.2,
          19.3,
          23,
          25.9,
          22.4,
          24.5,
          25.1,
          25.1,
          26.5,
          23.5,
          23.7,
          21.3,
          22.6,
          18.9,
          24.6,
          20.3,
          21.2,
          16.6,
          18.2,
          17.8,
          13.7,
          19.5,
          20.1,
          20.2,
          19.2,
          21.7,
          24.9,
          25.7,
          27.5,
          26.8,
          27.5,
          27.8,
          24.1,
          24,
          21.7,
          21.8,
          22.4,
          23.8,
          23.5,
          22.4,
          16.8,
          19.6,
          20.9,
          22.5,
          19.8,
          19.8,
          19.6,
          19.8,
          20.8,
          21.7,
          17.5,
          17.6,
          21,
          19.8,
          20.4,
          19.4,
          15.5,
          15.5,
          20.6,
          21.5,
          21.4,
          19.5,
          14.6,
          14.6,
          20.1,
          20.7,
          12.8,
          14.9,
          15.8,
          19.9,
          19.3,
          20.8,
          18,
          10.3,
          18.1,
          19.1,
          17.2,
          17.6,
          17.2,
          16.5,
          15.7,
          9.7,
          10.6,
          10.5,
          13.9,
          14.2,
          14.3,
          14,
          15.4,
          14.9,
          12.9,
          12.8,
          13.3,
          13.8,
          13.4,
          14.7,
          15.4,
          13.6,
          13.5,
          13.3,
          12.7,
          14,
          13.7,
          12.8,
          13.7,
          13.7,
          9.2,
          5.2,
          9.9,
          5.2,
          6.3,
          1.6,
          4.3,
          6.7,
          8.5,
          13.4,
          11.1,
          7.2,
          8.8,
          9.6,
          10.9,
          7.9,
          7.9,
          3.8,
          9.8,
          9.4,
          10.9,
          11.3,
          12.7,
          7.4,
          8.4,
          6.7,
          7.5,
          1.4,
          3.5,
          0.5,
          -2.1,
          -0.8,
          2.1,
          3.5,
          2.4,
          1.9,
          0.8,
          -1.5,
          -0.6,
          2.6,
          -2.7,
          -0.9,
          -2.8,
          -0.3,
          2.9,
          5.9,
          7.2,
          6.8,
          9.3,
          8.1,
          7.5,
          6.7,
          6,
          4.9,
          0.5,
          2.4,
          2.3,
          0.7,
          3.1,
          1.6,
          2.9,
          8.2,
          9.2,
          10.1,
          11.4,
          8.9,
          6.3,
          6.6,
          2.9,
          1.8,
          0.4,
          1.6,
          -1.6,
          -0.7,
          3.1,
          3.7,
          7.1,
          8.9,
          8.3,
          5.9,
          6.1,
          8.1,
          5.3,
          3.7,
          2.5,
          3.8,
          6.9,
          7.3,
          6.5,
          8.9,
          7.1,
          8.9,
          8,
          11.2,
          5.9,
          7.4,
          11.7,
          10.5,
          8.6,
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          5.5,
          9.9,
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          7,
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          6,
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          4.6,
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          5.8,
          5.7,
          7.5,
          9.9,
          4.2,
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          1.7,
          7.6,
          10.3,
          14.6,
          12.2,
          8.9,
          7.9,
          5,
          6.9,
          8.1,
          10.3,
          12.7,
          13.7,
          11.4,
          9.2,
          13,
          11.7,
          4.7,
          8.1,
          1.8,
          1.1,
          2.9,
          5.8,
          13.5,
          11.4,
          9.6,
          10.5,
          3.8,
          10.8,
          12.5,
          16.1,
          17,
          17.1,
          19.5,
          20.8,
          15.7,
          16.1,
          14,
          12.9,
          8.2,
          12.2,
          4.8,
          6.9,
          13.5,
          13.2,
          17.8,
          17.5,
          18.7,
          15.1,
          13.8,
          14.8,
          11.9,
          10.5,
          6.7,
          11.4,
          13.9,
          12.6,
          14,
          18.1,
          20.2,
          20.6,
          20.8,
          22.5,
          18.2,
          18,
          21.9,
          23.5,
          21.7,
          23.5,
          25.2,
          24.7,
          21.2,
          18.1,
          12.8,
          18.1,
          22,
          23.7,
          19.2,
          17.5,
          16.6,
          19.7,
          23.3,
          16.4,
          23.5,
          21.5,
          22.8,
          19.7,
          16,
          18,
          24.5,
          25.4,
          26.9,
          24.8,
          26.1,
          23.2,
          27.4,
          29.9,
          27.6,
          27.1,
          26,
          25.2,
          19.6,
          17.3,
          14.2,
          22.1,
          24.3,
          25.2,
          19.3,
          24.2,
          22.6,
          22,
          25.9,
          27.7,
          26.7,
          24.2,
          24.9,
          25.1,
          26.5,
          24.5,
          26.3,
          25.8,
          25.5,
          25.9,
          26.4,
          28.7,
          28.8,
          28.9,
          29,
          27.8,
          25.9,
          28,
          29.5,
          26,
          29.3,
          28.6,
          27.7,
          25.7,
          24.3,
          18.9,
          24.9,
          27.3,
          29.3,
          28.7,
          26.6,
          25.2,
          25.2,
          26.1,
          25,
          26.2,
          25.8,
          24.7,
          25.8,
          26.9,
          25.4,
          14.6,
          21.7,
          23.4,
          20.9,
          17.8,
          20.2,
          22,
          23.6,
          23.6,
          24.8,
          24.8,
          24.9,
          22.9,
          22.2,
          23.6,
          22.1,
          22.3,
          22.2,
          22.3,
          18.6,
          17.6,
          21,
          21.7,
          22,
          22.3,
          18.8,
          16.6,
          18.6,
          21,
          23.2,
          23.2,
          14.7,
          18.7,
          19.6,
          14.9,
          16.6,
          20.3,
          18.7,
          17,
          16.4,
          14.2,
          8.1,
          11.5,
          13.5,
          13.2,
          9.6,
          12,
          8.3,
          11.2,
          18.4,
          19.4,
          18.8,
          20.5,
          19.4,
          16.8,
          13,
          11.4,
          13.1,
          16.8,
          14.5,
          13.2,
          15.4,
          16.9,
          15.9,
          17.8,
          19.2,
          19.9,
          13.5,
          11.8,
          13,
          15.4,
          12.3,
          16.5,
          18.7,
          19.4,
          19.4,
          20.4,
          17.7,
          16.7,
          10.4,
          11.7,
          7,
          6.7,
          8.5,
          10.6,
          12.7,
          10.5,
          8.8,
          11.4,
          13.1,
          13.5,
          10,
          6.2,
          6.2,
          8.6,
          10.5,
          7.2,
          7.3,
          5.4,
          5.2,
          3.9,
          5.9,
          6.9,
          7.6,
          7.1,
          7.3,
          3.3,
          1.9,
          5,
          4.9,
          2.4,
          1,
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          2.1,
          3.9,
          4.1,
          0.9,
          0.3,
          4.3,
          -1.7,
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          3.2,
          0.2,
          3.9,
          1.6,
          1.7,
          3.8,
          4.6,
          2.9,
          4.3,
          5.9,
          6.7,
          8.3,
          7.8,
          5.7,
          3.6,
          3,
          4.2,
          7.9,
          7.6,
          6.8,
          6.6,
          7,
          8.6,
          8.2,
          4.4,
          1.1,
          1.8,
          3,
          6.7,
          3.8,
          4.8,
          4.9,
          5.9,
          -2,
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          3,
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          2,
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          6.7,
          11,
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          -1,
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          6.6,
          10.9,
          10.5,
          11.1,
          11.9,
          10.2,
          10.9,
          12.2,
          12.6,
          13.6,
          12.8,
          6,
          6,
          8.7,
          6.2,
          3.3,
          -1.3,
          1.3,
          5.4,
          4.3,
          7.4,
          8.1,
          9.9,
          7,
          7.7,
          5.2,
          10.4,
          6.1,
          6.8,
          10.5,
          15,
          4.4,
          8.1,
          10.4,
          11.3,
          13.4,
          6.4,
          12,
          12.5,
          14.2,
          13.6,
          12.6,
          10.4,
          3.9,
          6.6,
          9.8,
          14.9,
          14,
          8.3,
          7.8,
          9.6,
          9.9,
          8.4,
          8.6,
          9.3,
          6.4,
          10.6,
          12.8,
          15.1,
          16.1,
          12,
          4.6,
          8.7,
          4.2,
          13.5,
          10.1,
          10.2,
          14.8,
          9.8,
          10,
          14,
          13,
          11.9,
          12.4,
          16.2,
          14.9,
          17.3,
          13.8,
          10.1,
          6.7,
          13.9,
          15.9,
          17.2,
          18.2,
          18.8,
          15.1,
          15.6,
          15.5,
          14.9,
          13,
          5.9,
          11.9,
          12.7,
          14.6,
          13.8,
          11.7,
          10.2,
          10.9,
          10.3,
          11.8,
          15.4,
          19.3,
          19.4,
          12.4,
          18.8,
          20.9,
          18.3,
          14.7,
          19.1,
          12.9,
          15.2,
          17.4,
          17.9,
          14.2,
          15.7,
          18.5,
          17.2,
          17.5,
          14.6,
          19.2,
          21.3,
          18.3,
          13.5,
          16.3,
          19.7,
          20.1,
          20.9,
          18.7,
          21.5,
          24.6,
          25.3,
          19,
          22.8,
          24.1,
          23.3,
          27,
          25.2,
          24.8,
          17.8,
          14.2,
          19.5,
          22.8,
          23.7,
          22,
          21.3,
          21.4,
          23.6,
          25.8,
          27.3,
          28.3,
          30.2,
          29.1,
          24.2,
          25.6,
          25.2,
          28.8,
          28.5,
          31.5,
          28.8,
          26.3,
          24.6,
          23.1,
          24.4,
          24.5,
          19.8,
          19.7,
          24.4,
          22.7,
          24.4,
          21.5,
          26.4,
          20.2,
          25.2,
          21.9,
          16,
          22.3,
          20.2,
          19.8,
          24,
          24.1,
          28.2,
          28.2,
          26.6,
          27.5,
          27.7,
          26.2,
          28.2,
          25,
          28.2,
          29.3,
          30.3,
          30.4,
          30.9,
          32.4,
          30,
          29.1,
          18.2,
          14.6,
          9.7,
          15.7,
          16.2,
          21.1,
          22.1,
          22.7,
          24.9,
          27.5,
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          24.5,
          26,
          24.5,
          24.6,
          23.9,
          24.7,
          22.9,
          16.1,
          20,
          18.2,
          12.6,
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          16.5,
          20.1,
          16,
          13,
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          16,
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          20.2,
          20.9,
          21,
          22.8,
          21.8,
          22.5,
          23.9,
          22.9,
          20.7,
          19.2,
          21.3,
          22,
          23.8,
          22.3,
          21.8,
          20.9,
          20.1,
          19.5,
          14.3,
          14.8,
          11.3,
          12.2,
          12.1,
          12,
          9.6,
          10.1,
          11.3,
          11,
          7.8,
          8.9,
          10.8,
          12.1,
          9.8,
          11,
          8.1,
          7.9,
          8.3,
          5,
          4.2,
          3.4,
          4.5,
          6.5,
          6.2,
          7.6,
          0,
          3.6,
          5.1,
          4.2,
          12.7,
          12.3,
          10.4,
          3.5,
          9,
          8.8,
          13.2,
          10.8,
          7.9,
          7.2,
          11.9,
          11.4,
          1.5,
          3.8,
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          0.10200000000000001,
          0.184
         ],
         "title": {
          "text": "°C"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Affiches des subplots multiples plotly superposé de tous des paramètres\n",
    "# (température par exemple car pour les précipitations il faut choisir liquide ou solide ou en faire la somme)\n",
    "\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "# ================ Traitement ====================\n",
    "param_list= df_temp.columns.values[2:]\n",
    "# Création d'un graphique plotly\n",
    "fig = make_subplots(rows= len(param_list), cols= 1, shared_xaxes= True, vertical_spacing= 0.02, subplot_titles= param_list)\n",
    "\n",
    "for i, param in enumerate(param_list):\n",
    "    fig.add_trace(go.Scatter(x= df_temp.index.get_level_values(1).values, y= df_temp[param], name= param), row= i+1, col= 1)\n",
    "\n",
    "    fig.update_yaxes(title_text= dict_units[param][0], row= i+1, col=1)\n",
    "    fig.update_xaxes(title_text='Date', row= i+1, col= 1)\n",
    "    fig.update_traces(line= dict(width=1), row= i+1, col= 1)\n",
    "    # if i == len(param_list)-1:\n",
    "    #     fig.update_xaxes(showticklabels=True, title_text='Date', row= i+1, col=1)\n",
    "        \n",
    "fig.update_layout(height= 1500, width= 1000, title_text= 'Paramètres météorologiques quotidiens SIM2 (SAFRAN)', title_x= 0.5,\n",
    "                  hovermode='x unified', hoverlabel= dict(bgcolor='rgba(255,255,255,0.6)'))\n",
    "# Trace une ligne verticale au travers tous les subplots matérialisant l'abscisse survolée par la souris \n",
    "xlast= 'x' + str(len(param_list))\n",
    "fig.update_traces(xaxis= xlast)\n",
    "fig.update_xaxes(showticklabels= True, title_text= 'Date', row= len(param_list), col= 1)\n",
    "\n",
    "# définit le titre des différents subplots\n",
    "for i, param in enumerate(param_list):\n",
    "    fig.layout.annotations[i].update(text= dict_units[param][1])\n",
    "\n",
    "# supprime la légende\n",
    "fig.update_layout(showlegend=False)\n",
    "# sauvegarde le graphique dans des fichiers image et html\n",
    "graph_file= \"SIM2_graph\"\n",
    "fig.write_image(os.path.join(folder_out, graph_file + \".png\"))\n",
    "fig.write_html(os.path.join(folder_out, graph_file + \".html\"))\n",
    "\n",
    "print(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M\"))\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5) Sauvegarde les données et le graphique dans un fichier Excel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-12-23 11:39\n",
      "Enregistrement terminé du fichier excel :  X:\\1-COMMUN\\DIS\\Documentation\\Hydrologie\\Documentation externe\\Climat France\\Météo-France\\meteo.data\\reference\\SIM2\\QUOT_SIM2_020-202311.xlsx\n"
     ]
    }
   ],
   "source": [
    "# Enregistre le dataframe dans un fichier excel\n",
    "\n",
    "# ================ Personalisation ====================\n",
    "# Chemin d'accès aux fichiers de sortie\n",
    "\n",
    "# Nom du fichier CSV à lire\n",
    "\n",
    "name_end= os.path.splitext(file_name)[0][-10:]\n",
    "\n",
    "file_excel= 'QUOT_SIM2_' + name_end + '.xlsx'\n",
    "\n",
    "# ================ Traitement ====================\n",
    "file_path = os.path.join(folder_out, file_excel)\n",
    "# Enregistre le dataframe dans un fichier excel\n",
    "writer = pd.ExcelWriter(file_path, engine='xlsxwriter')\n",
    "workbook  = writer.book\n",
    "df_temp.to_excel(writer, sheet_name='data', startrow=3)\n",
    "worksheet = writer.sheets['data']\n",
    "worksheet.write('A1', 'Lambert2 =')\n",
    "worksheet.write('A2', 'Lat. Lon. ')\n",
    "\n",
    "worksheet.write('B1', df_temp.index.get_level_values(0)[0])\n",
    "worksheet.write('B2', str(lat) + '_' + str(lon))\n",
    "\n",
    "# créé un autre sheet avec les graphiques\n",
    "worksheet = workbook.add_worksheet('graphiques')\n",
    "if os.path.exists(os.path.join(folder_out, graph_file + '.png')):\n",
    "    worksheet.insert_image('A1', os.path.join(folder_out, graph_file + '.png'))\n",
    "if os.path.exists(os.path.join(folder_out, map_file + '.png')):\n",
    "    worksheet.insert_image('Q1', os.path.join(folder_out, map_file + '.png'))\n",
    "workbook.close()\n",
    "\n",
    "if os.path.exists(os.path.join(folder_out, graph_file + '.png')):\n",
    "    os.remove(os.path.join(folder_out, graph_file + '.png'))\n",
    "if os.path.exists(os.path.join(folder_out, map_file + '.png')):\n",
    "    os.remove(os.path.join(folder_out, map_file + '.png'))\n",
    "\n",
    "print(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M\"))\n",
    "print('Enregistrement terminé du fichier excel : ', file_path)"
   ]
  }
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