{ "cells": [ { "cell_type": "markdown", "id": "10011d11", "metadata": {}, "source": [ "# Données climatiques et hydrologiques - IRM\n", "\n", "Les données journalières historiques proviennent de l'Institut Royal Météorologique de Belgique (IRM) et sont disponibles en open data pour le milieu académique.\n", "Si vous êtes dans ces conditions, vous pouvez les consulter et les télécharger à partir du site officiel de l'IRM : https://opendata.meteo.be/\n", "\n", "Les licences d'utilisation sont disponibles sur le site de l'IRM.\n", "\n", "D'autres données sont disponibles en accès libre, que ce soit sur le site https://opendata.meteo.be/ ou via leur serveur FTP : ftp://opendata.meteo.be/.\n", "\n", "Il s'agit notamment des fichiers Excel (ou PDF) des données de précipitations extrêmes (QDF, coeffciients de Montana...) ou de statistiques climatiques établies pour chaque commune." ] }, { "cell_type": "code", "execution_count": 1, "id": "8e6cd6c0", "metadata": {}, "outputs": [], "source": [ "import _add_path # for debugging purposes only - must be removed in production\n", "\n", "from pathlib import Path\n", "from IPython.display import HTML\n", "from datetime import datetime as dt\n", "from datetime import timezone as tz\n", "\n", "from wolfhece.hydrology.hyetograms import ClimateData_IRM # Class to handle climate data from IRM" ] }, { "cell_type": "markdown", "id": "40e33447", "metadata": {}, "source": [ "## Instanciation de la classe\n", "\n", "Sur base du répertoiree de stockage des données climatiques.\n", "\n", "En l'absence de répertoire, on pointe sur les serveurs internes du HECE-ULiège. Il est donc impossible d'y avoir accès de cette manière en dehors de l'Institution." ] }, { "cell_type": "code", "execution_count": 2, "id": "2a7e1b69", "metadata": {}, "outputs": [], "source": [ "cd = ClimateData_IRM()" ] }, { "cell_type": "markdown", "id": "52175044", "metadata": {}, "source": [ "## Dessin des points de données\n", "\n", "et des surfaces associées" ] }, { "cell_type": "code", "execution_count": 3, "id": "aa680953", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = cd.plot()\n" ] }, { "cell_type": "markdown", "id": "7eb264fb", "metadata": {}, "source": [ "## Lecture des données climatiques\n", "\n", "- soit sur base d'une année et d'un mois de départ et d'une année et d'un mois de fin.\n", "- soit 'all' pour toutes les données disponibles --> le chargement peut être long" ] }, { "cell_type": "code", "execution_count": 4, "id": "3c554113", "metadata": {}, "outputs": [], "source": [ "cd.read_data(start_yearmonth=(2025,5), end_yearmonth=(2025,6), all = False)" ] }, { "cell_type": "markdown", "id": "6317b666", "metadata": {}, "source": [ "## Manipulation des données\n", "\n", "Les données sont dans un Pandas DataFrame, ce qui permet de les manipuler facilement.\n", "\n", "Le DataFrame est accessible via l'attribut `data` de l'instance de la classe `ClimateData_IRM`." ] }, { "cell_type": "code", "execution_count": 5, "id": "28e2537a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(Timestamp('2025-05-01 00:00:00+0000', tz='UTC'),\n", " Timestamp('2025-06-30 00:00:00+0000', tz='UTC'))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cd._data.day.min(), cd._data.day.max()" ] }, { "cell_type": "markdown", "id": "8c93e186", "metadata": {}, "source": [ "## Variables disponibles" ] }, { "cell_type": "code", "execution_count": 6, "id": "7f56d1a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['day',\n", " 'temp_max',\n", " 'temp_min',\n", " 'temp_avg',\n", " 'precip_quantity',\n", " 'humidity_relative',\n", " 'pressure',\n", " 'sun_duration',\n", " 'short_wave_from_sky',\n", " 'evapotrans_ref']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cd.variables" ] }, { "cell_type": "markdown", "id": "d5a71e29", "metadata": {}, "source": [ "## Trouver le pixelID sur base d'un coordonnée en Lambert 72" ] }, { "cell_type": "code", "execution_count": 8, "id": "5cbfd90c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.int64(1)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cd.find_pixelid_from_X_Y(X = 226000, Y = 22500)" ] }, { "cell_type": "markdown", "id": "42d33139", "metadata": {}, "source": [ "## Tracer un hyétogramme pour une coordonnée en Lambert 72" ] }, { "cell_type": "code", "execution_count": 8, "id": "2132d2e2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax =cd.plot_hyetogram(position = (169930, 123560))\n", "fig.set_size_inches(15, 7)" ] }, { "cell_type": "markdown", "id": "526388ed", "metadata": {}, "source": [ "## Tracer une carte 2D des données pour une date spécifique\n", "\n", "La date doit être fournie au format `datetime.datetime` en timezone UTC." ] }, { "cell_type": "code", "execution_count": 7, "id": "aecee32e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cd.plot_spatial_attribute(date = dt(2025, 5, 12, tzinfo=tz.utc), variable = 'precip_quantity')" ] }, { "cell_type": "markdown", "id": "561dc6d4", "metadata": {}, "source": [ "## Créer une animation d'une variable\n", "\n", "La routine retourne un objet `FuncAnimation` de Matplotlib qui peut être utilisé pour afficher l'animation dans un notebook Jupyter ou sauvegardé en tant que fichier vidéo." ] }, { "cell_type": "code", "execution_count": 8, "id": "161b61f5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ani = cd.animation_spatial_attribute('precip_quantity')" ] }, { "cell_type": "markdown", "id": "3861bb71", "metadata": {}, "source": [ "## Visualisation de l'animation\n", "\n", "On peut exploiter la fonction `HTML` de IPython pour afficher l'animation dans un notebook Jupyter après l'avoir convertie en HTML5.\n", "\n", "**ATTENTION** : Cette étape peut prendre du temps en fonction de la taille de l'animation et de la puissance de votre machine. Il peut être préférable de sauvegarder l'animation dans un fichier vidéo et de l'afficher avec un lecteur vidéo externe." ] }, { "cell_type": "code", "execution_count": 9, "id": "d1037542", "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML(ani.to_html5_video())" ] } ], "metadata": { "kernelspec": { "display_name": "python3.11", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }