{ "cells": [ { "cell_type": "markdown", "id": "1c287ce1-a43c-4f15-81ba-1a3526660991", "metadata": {}, "source": [ "# Webscraping\n", "\n", "We'll need some packages to start, `requests`, `beautifulsoup4` and `selenium`. Requesting elements from a static web page is very straightforward. Let's take an example by trying to grab and plot the table of multiple Olympic medalists from Wikipedia then create a barplot of which sports have the most multiple medal winners. \n", "\n", "First we have to grab the data from the url, then pass it to beautifulsoup4, which parses the html, then pass it to pandas. First let's import the packages we need." ] }, { "cell_type": "code", "execution_count": 1, "id": "3634b055-263c-428b-9983-7aa2d8c5a9ba", "metadata": {}, "outputs": [], "source": [ "import requests as rq\n", "import bs4\n", "import pandas as pd" ] }, { "cell_type": "markdown", "id": "90f9e575-beec-4ead-afd8-a5d3098d2f8e", "metadata": {}, "source": [ "We then need to read the web page into data." ] }, { "cell_type": "code", "execution_count": 2, "id": "dddc9158-aa75-4dd7-84ac-63076e7628a7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'\\n\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
No.AthleteNationSportYearsGamesGenderGoldSilverBronzeTotal
01Michael PhelpsUnited StatesSwimming2000–2016SummerM23.03.02.028.0
12Larisa LatyninaSoviet UnionGymnastics1956–1964SummerF9.05.04.018.0
23Paavo NurmiFinlandAthletics1920–1928SummerM9.03.00.012.0
34Mark SpitzUnited StatesSwimming1968–1972SummerM9.01.01.011.0
45Carl LewisUnited StatesAthletics1984–1996SummerM9.01.00.010.0
\n", "" ], "text/plain": [ " No. Athlete Nation Sport Years Games Gender \\\n", "0 1 Michael Phelps United States Swimming 2000–2016 Summer M \n", "1 2 Larisa Latynina Soviet Union Gymnastics 1956–1964 Summer F \n", "2 3 Paavo Nurmi Finland Athletics 1920–1928 Summer M \n", "3 4 Mark Spitz United States Swimming 1968–1972 Summer M \n", "4 5 Carl Lewis United States Athletics 1984–1996 Summer M \n", "\n", " Gold Silver Bronze Total \n", "0 23.0 3.0 2.0 28.0 \n", "1 9.0 5.0 4.0 18.0 \n", "2 9.0 3.0 0.0 12.0 \n", "3 9.0 1.0 1.0 11.0 \n", "4 9.0 1.0 0.0 10.0 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from io import StringIO\n", "# Read the table from the StringIO object into pandas\n", "# Note most recent version of pandas won't accept a string as input, it needs to be passed through stringio\n", "medals = pd.read_html(StringIO(str(tables[0])))[0]\n", "medals = medals.dropna()\n", "medals.head()" ] }, { "cell_type": "markdown", "id": "6167635b-80c7-4cd8-ab63-19aaff8fc708", "metadata": {}, "source": [ "Now we're in a position to build our plot. Let's look at the count of 4 or more medal winers by sport and games." ] }, { "cell_type": "code", "execution_count": 9, "id": "ac9eef25-b014-4c43-8f8e-1a2458a74ff4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "medals[['Sport', 'Games']].value_counts().plot.bar();" ] }, { "cell_type": "markdown", "id": "70d3da46-3582-4f66-8846-481c72b1d339", "metadata": {}, "source": [ "## Selenium\n", "\n", "If the page has javacript, your basic web scraping may not work. In this case, you not only need to get and parse the page, but also to interact with the javascript. For this, enter Selenium. This is a python browser that allows you to automate web navigation. For this class, we're going to work on static web pages, so won't need Selenium." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }