Web scrapping using Beautiful Soup

August 11, 2017 Mitra N Mishra DATA SCIENCE 894

Introduction

Web Scraping is a technique for extracting data from web pages.This techniques basically focus on transforming unstructured data(HTML,XML) in structured data(spreadsheet). Please study this article for more about it. Here I am using python library for extracting information from web pages of its ease and rich ecosystem.

Libraries required for web scrapping

Request: Requests will allow you to send HTTP/1.1 requests using Python. With it, you can add content like headers, form data, multipart files, and parameters via simple Python libraries. It also allows you to access the response data of Python in the same way, for more details refer to the documentation page.

Beautiful Soup: Beautiful Soup is an incredible tool for pooling out data from web pages. You can use it to extract tables, lists, paragraph and you can also put filters to extract information from web pages, for more details refer to the documentation page.

BeautifulSoup does not fetch the web page for us. That is why I use requests in combination with the BeautifulSoup library.

Familiarity with HTML

 

What tags say?

    1. <!DOCTYPE html>:This is HTML document types of deceleration
    2.  <html>:HTML documents can be declared between <html></html>
    3. <body>:The visible part of html documents
    4. <h1>: One of the heading type among from h1 to h6
    5. <p></p>:Paragraph  defined in <p>

Apart from these there are other tags like <img> for image,<a> for link,<table> for table, <tr> for table row,<td> for table document(columns>,<ul> for unoredered  list,<li> for list,<ol> for ordered list etc..

If you are new to HTML and want to understand these document structure please take this class once HTML tutorial from W3schools.

step 1: Install important libraries

    1. pip install requests
    2. pip install html5lib
    3. pip install bs4

step 2: Accessing the HTML content from a webpage

import requests
URL = "https://www.youtube.com/feed/trending"
page = requests.get(URL)
print(page.content)

Try to understand the code

  • import requests libraries
  • specify webpage you want to scrap
  • send an HTTP request to specified URL and save the response from the server in a response object called page.
  • Display the page content

step 3: Parsing the HTML contents

import requests
from bs4 import BeautifulSoup 
 import pandas as pd
URL = "https://www.youtube.com/feed/trending"
page = requests.get(URL)
soup = BeautifulSoup(page.content, 'html5lib')
print(soup.prettify())

A really nice thing about BeautifulSoup library is that it is built on the top of the HTML parsing libraries like html5lib, lxml, html.parser, etc. So  BeautifulSoup object and specify the parser library can be created at the same time.

soup = BeautifulSoup(r.content, 'html5lib')

we create a Beautiful Soup object by passing two arguments

  1. page.content:This is raw html content
  2. html5lib: Specifying html parser we want to use

Now soup.prettify() is printed, it gives the visual representation of the parse tree created from the raw HTML content.

Step 4: Searching and navigating through the parse tree

html=requests.get("https://www.youtube.com/feed/trending")
page=html.content
soup=BeautifulSoup(page,'html.parser')
trending=[]
table=soup.find('div',attrs={'class':'feed-item-container'})
for row in table.findAll('div',attrs={'class':'yt-lockup-content'}):
trends={}
trends['Title']=row.a['title']
trends['Duration']=row.span.text
trends['Link']=row.a['href']
trends['Author']=row.find('div',attrs={'class':'yt-lockup-byline'}).text
trending.append(trends)

 

step 5: Converting it into Pandas Data Frames

df=pd.DataFrame(trending)
df

So, this was a simple example of how to create a web scraper in Python.  From here, you can try to scrap any other website of your choice. In case of any queries, post them below in comments section.

Note: Web Scraping is considered as illegal in many cases. It may also cause your IP to be blocked permanently by a website

Last Note

In this article, we knew about web scrapping technique using python libraries. We also recommend you to repeat this process for practical process and do some web scrapping work on the different website using these libraries.

Did you find this article helpful? Please share your thoughts in the comment section.

About Mitra N Mishra 35 Articles
Mitra N Mishra is working as a full-stack data scientist.

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