{ "cells": [ { "cell_type": "markdown", "id": "8faf5179", "metadata": {}, "source": [ "## Gathering data from a webpage with selene\n", "Webscraping generally involves a lot of retrieving elements from web pages. In selene, we generally use the PageSelene object as a starting point for element retrieval. The PageSelene object has methods to grab web elements using wrapped selenium and beautiful soup functionality. " ] }, { "cell_type": "code", "execution_count": 1, "id": "54c0102f", "metadata": {}, "outputs": [], "source": [ "from selenium.webdriver.common.by import By\n", "from selene.core.logger import get_logger\n", "from selene.core.selenium.driver import get_driver, stop_driver\n", "from selene.core.selenium.page import PageSelene" ] }, { "cell_type": "markdown", "id": "547325dc-4b34-404f-83b9-980978e0201f", "metadata": {}, "source": [ "### Starting a session\n", "The first thing you need to do to get started is to initialise a selenium webdriver. It is also often good practice to initialise a logger." ] }, { "cell_type": "code", "execution_count": 2, "id": "e57bc56e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-05-16 13:46:00 INFO Logger started\n" ] } ], "source": [ "driver = get_driver(width=800, height=600)\n", "logger = get_logger(level='INFO')" ] }, { "cell_type": "markdown", "id": "c4c883cb-5e03-4dfc-b118-f545c3600480", "metadata": {}, "source": [ "### Creating a PageSelene object\n", "There are several ways to initialise a PageSelene object (you can check the API for all your options) but one particularly useful one is to create it from a url. The PageSelene object is initialise from a webdriver, url and optional logger." ] }, { "cell_type": "code", "execution_count": 3, "id": "5dc2b67f", "metadata": {}, "outputs": [], "source": [ "url = 'https://www.scrapethissite.com/pages/simple/'\n", "page = PageSelene.from_url(driver, url, logger=logger)" ] }, { "cell_type": "markdown", "id": "8704b24a-d4c0-4f2c-9346-cce6508a3e14", "metadata": {}, "source": [ "Our new page object has some helpful functions when working in a notebook, such as this:" ] }, { "cell_type": "code", "execution_count": 4, "id": "148adf00", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 400, "width": 600 } }, "output_type": "display_data" } ], "source": [ "page.screenshot_to_notebook(driver)" ] }, { "cell_type": "markdown", "id": "66180e78-62a4-464e-9f24-2c4ee29ea6ca", "metadata": {}, "source": [ "### Retrieving elements\n", "Element retrieval functionality from a page object in selene comes in 4 varieties:\n", "* find - find the first element that meets your criteria using selenium webdriver\n", "* find_all - find all elements that meet your criteria using selenium webdriver\n", "* find_soup - find the first element that meets your criteria using beautiful soup\n", "* find_all_soup - find the first element that meets your criteria using beautiful soup\n", "\n", "The selenium webdriver functions return a dynamic element, whereas soup-based functions return a static web element. They can often be used interchangeably. \n", "Furthermore, the same find functions can be applied to elements (i.e. ElementSelene) objects as well as to pages, to retrieve sub-elements." ] }, { "cell_type": "code", "execution_count": 5, "id": "fd926b1c-b77c-464f-8bc8-d0e0f2dd308b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Andorra'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "page.find(driver, By.TAG_NAME, 'h3').text" ] }, { "cell_type": "markdown", "id": "76c36246-bbb3-4345-959a-9b2eedb72467", "metadata": {}, "source": [ "_Note:_ elements have a \"text\" attirbute that will return any text associated with that element. For other attributes associated with elements, you can use the get() method - for example get(\"href\") may return a url associated with a web element." ] }, { "cell_type": "code", "execution_count": 6, "id": "042caca7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Andorra la Vella\n", "Antananarivo\n", "Ankara\n" ] } ], "source": [ "for element in page.find_all(driver, By.XPATH, '//*[contains(text(), \\'An\\')]')[:3]:\n", " print(element.text)" ] }, { "cell_type": "code", "execution_count": 7, "id": "1c3d0387-b793-4d28-b036-4b920996de31", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"\\n A single page that lists information about all the countries in the world. Good for those just get started with web scraping.\\n Practice looking for patterns in the HTML that will allow you to extract information about each country. Then, build a simple web scraper that makes a request to this page, parses the HTML and prints out each country's name.\\n \"" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "page.find_soup('p', {'class': 'lead'}).text" ] }, { "cell_type": "code", "execution_count": 8, "id": "93fb8592", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "84000\n", "4975593\n", "29121286\n" ] } ], "source": [ "for element in page.find_all_soup('span', {'class': 'country-population'})[:3]:\n", " print(element.text)" ] }, { "cell_type": "markdown", "id": "84ab833b-bf2e-47eb-a995-ff2240a84d81", "metadata": {}, "source": [ "When you're done, it's often a good idea to stop the driver:" ] }, { "cell_type": "code", "execution_count": 9, "id": "f7ba7bfb", "metadata": {}, "outputs": [], "source": [ "stop_driver(driver)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9", "language": "python", "name": "py39" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }