{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Web scraping avec Python\n", "## RoboBrowser\n", "\n", "- RoboBrowser est une librairie python qui permet de simuler un comportement de navigation dans un navigateur web.\n", "- Elle permet aussi d'extraire des éléments précis d'information d'une page et de les structurer. \n", "- C'est la plus populaire qui combine les avantages de `beautifulsoup` avec la flexibilité de `requests`. \n", "- Elle est disponible pour Python 2.7 et Python 3.6" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import re\n", "from robobrowser import RoboBrowser" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On crée un objet navigateur et on navigue vers une première URL" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "browser = RoboBrowser(history=True,parser=\"lxml\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "browser.open('https://meteo.gc.ca/')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ouverture d'un formulaire à partir d'une de ses propriétés (ici, son identifiant unique)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "form = browser.get_form(id=\"cityjump\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En affichant le formulaire, on peut voir les différents champs disponibles, ainsi que les valeurs par défauts qui sont attribuées, si applicable" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "form" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En utilisant la propriété `value`, on peut remplir le formulaire" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "form['city'].value = 'Québec'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On envoie ensuite le formulaire, comme si on cliquait sur le bouton d'envoi" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "browser.submit_form(form)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'dl.mrgn-bttm-0'" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\"dl.mrgn-bttm-0\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On obtient le résultat de la page suivante dans le navigatuer. À partir de ce résultat, on peut extraire différents éléments en utilisant le sélecteur `CSS`." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "location_xml = browser. \\\n", "select('.col-sm-10')[0]. \\\n", "select('dl.mrgn-bttm-0')[0]. \\\n", "select('dd.mrgn-bttm-0')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lorsqu'un motif se répète, on préfère alors créer une fonction qui va extraire l'élément selon des paramètres. La librairie RoboBrowser ne gere pas les noeuds enfants de la structure XML (sélecteur `nth_child()`), mais on peut utiliser les listes de Python pour répliquer un comportement similaire." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\"div.div-column:nth-child(4) > div:nth-child(2) > p:nth-child(2) > span:nth-child(1)\"" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def temperature_xml(jour): \n", " return browser. \\\n", " select('div.div-column')[jour]. \\\n", " select('div')[1]. \\\n", " select('p.mrgn-bttm-0')[0]. \\\n", " select('span')[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut assembler les données extraites dans un dictionnaire python et les utiliser dans son application." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'city': 'Aéroport int. Lesage de Québec',\n", " 'date': '13h00 HNE le samedi 9 décembre 2017',\n", " 'temperature': ['-1°C\\n',\n", " '-2°C\\n',\n", " '-13°C\\n',\n", " '-4°C\\n',\n", " '-8°C\\n',\n", " '-11°C\\n',\n", " '-11°C\\n']}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "{'city': location_xml[0].text, \n", " 'date': location_xml[1].text,\n", " 'temperature': [temperature_xml(i).text for i in range(0,7)]}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }