msali123 / BCClass-29-12-19

Webscraping links from google search using Selenium and Beautifulsoup

Introduction

Extracting the all the links from google using Selenium and Beautifulsoup. Web scraping in Python is dominated by three major libraries: BeautifulSoup, Scrapy, and Selenium. Each of these libraries intends to solve for very different use cases.

Getting Started

pip install selenium

Requirement already satisfied: selenium in c:\users\kusam\anaconda3\lib\site-packages (3.141.0)

Requirement already satisfied: urllib3 in c:\users\kusam\anaconda3\lib\site-packages (from selenium) (1.24.2)

Note: you may need to restart the kernel to use updated packages.

Importing Libraries

from selenium import webdriver
from selenium.webdriver.common.keys import Keys
import time

from bs4 import BeautifulSoup
from urllib.request import Request, urlopen
import re
import requests

import pandas as pd

Steps

Installed chromedrivers then stored it program files(x86 folder). PATH isobtained by copying the path of where the drivers are installed.

PATH = "C:\Program Files (x86)\chromedriver.exe"
driver =  webdriver.Chrome(PATH)

Opens the urls given in the text file

driver.get("https://www.google.com/")

Class where details of the button are located

search = driver.find_element_by_name('q')

Automatically searches for the term and clicks on search button

search.send_keys("Selenium")
search.send_keys(Keys.RETURN)
driver.find_element_by_id("hdtb-tls").click()
time.sleep(1)

Need to sort results by last 24, week, month, etc.

driver.find_element_by_class_name('hdtb-mn-hd').click()
time.sleep(1)

Edit here to obtain the links from past week or month, etc

driver.find_element_by_link_text('Past week').click()

Fetches the html code of the page

html = driver.page_source
soup = BeautifulSoup(html, "lxml")

Gives the number of pages

td = len(soup.find_all('td'))

Iterate the process to fetach the links

links = []
for x in range(td):

    #Extracting the article links found after searching the term Selenium
    section = soup.find_all('div', attrs={'class' : 'r'})

    #since the first page is already open we have to extract the links before it moves to the next page
    if(x == 0):
         for elem in section:
                #extracting all the referenced links under a tag
                wrappers = elem.find_all('a', href = True)
                for href_tag in wrappers:
                    link = href_tag['href']
                    links.append({'Article_link':format(link)})


    else:
        #sleeps for 10 sec, to provide time to webscrape the new page opened.
        time.sleep(10)
        #automates clicking next page
        next_page = driver.find_element_by_link_text("Next").click()

        #getting the html code of the new page opened
        current_url = driver.current_url
        driver.get(current_url)

        page_source = driver.page_source
        section_new = BeautifulSoup(page_source, "lxml")
        for elem in section_new:
            wrappers = elem.find_all('a', href = True)
            for href_tag in wrappers:
                link = href_tag['href']
                links.append({"Article_link":format(link)})

links

Output:

[{'Article_link': 'https://www.selenium.dev/documentation/en/webdriver/'},
 {'Article_link': '#'},
 {'Article_link': 'https://webcache.googleusercontent.com/search?q=cache:FTGXWjrIyTEJ:https://www.selenium.dev/documentation/en/webdriver/+&cd=1&hl=en&ct=clnk&gl=us'},
 {'Article_link': 'https://www.healthline.com/nutrition/selenium-benefits'},
 {'Article_link': 'https://www.quora.com/How-good-is-learning-Selenium-for-developers'},
 {'Article_link': 'https://tutorials.botsfloor.com/top-tutorials-to-learn-selenium-for-beginners-4e1f301585'},
 {'Article_link': 'https://www.browserstack.com/guide/selenium-framework'},
 {'Article_link': 'https://www.selenium.dev/documentation/en/selenium_installation/'},
 {'Article_link': '#'},
 {'Article_link': 'https://webcache.googleusercontent.com/search?q=cache:Wf-QfmMNJwkJ:https://www.selenium.dev/documentation/en/selenium_installation/+&cd=10&hl=en&ct=clnk&gl=us'},
 {'Article_link': 'https://www.lambdatest.com/blog/selenium-webdriver-tutorial-with-examples/'},
 {'Article_link': '#'},
 {'Article_link': 'https://webcache.googleusercontent.com/search?q=cache:0lQ9hXKttS0J:https://www.lambdatest.com/blog/selenium-webdriver-tutorial-with-examples/+&cd=11&hl=en&ct=clnk&gl=us'},
 {'Article_link': 'https://www.softwaretestinghelp.com/selenium-tutorial-1/'},
 {'Article_link': '#'},
 {'Article_link': 'https://webcache.googleusercontent.com/search?q=cache:3Y3uMLzUbbcJ:https://www.softwaretestinghelp.com/selenium-tutorial-1/+&cd=12&hl=en&ct=clnk&gl=us'},
 {'Article_link': 'https://towardsdatascience.com/5-top-tips-for-data-scraping-using-selenium-d8b83804681c'},
 {'Article_link': '#'},
 {'Article_link': 'https://webcache.googleusercontent.com/search?q=cache:8HRaG9b99lkJ:https://towardsdatascience.com/5-top-tips-for-data-scraping-using-selenium-d8b83804681c+&cd=13&hl=en&ct=clnk&gl=us'},
 {'Article_link': 'https://growthhackers.com/articles/features-of-selenium-webdriver-benefits-of-selenium-webdriver'},
 {'Article_link': '#'},
 {'Article_link': 'https://webcache.googleusercontent.com/search?q=cache:MmwmFn91qyoJ:https://growthhackers.com/articles/features-of-selenium-webdriver-benefits-of-selenium-webdriver+&cd=14&hl=en&ct=clnk&gl=us'},
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 {'Article_link': '#'},
 {'Article_link': 'https://webcache.googleusercontent.com/search?q=cache:L1ekN3wrSy8J:https://gorillalogic.com/blog/an-easy-way-to-automate-web-app-testing-selenium-webdriver-tutorial/+&cd=15&hl=en&ct=clnk&gl=us'},
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 {'Article_link': '#'},
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 {'Article_link': 'https://stackoverflow.com/questions/63327204/selenium-chromedriver-and-proxy-problem'},
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 {'Article_link': '/search?q=Selenium&sa=N&biw=1036&bih=674&tbs=qdr:w&tbm=isch&source=iu&ictx=1&fir=gJI1s9nN4sGPLM%252C8HRaG9b99lmLyM%252C_&vet=1&usg=AI4_-kSugnqCyI2wRYSfwjD-buvjyNraxQ&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhD1ATAGegQIBxAm&cshid=1597328068817752#imgrc=gJI1s9nN4sGPLM'},
 {'Article_link': '/search?sa=N&biw=1036&bih=674&tbs=qdr:w&source=univ&tbm=isch&q=Selenium&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDjbSgFegQIBxAn&cshid=1597328068817752'},
 {'Article_link': '/search?sa=N&biw=1036&bih=674&tbs=qdr:w&source=univ&tbm=isch&q=Selenium&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDsCXoECAcQKA&cshid=1597328068817752'},
 {'Article_link': '#'},
 {'Article_link': '#'},
 {'Article_link': '#'},
 {'Article_link': '#'},
 {'Article_link': 'https://player.fm/podcasts/Selenium'},
 {'Article_link': '#'},
 {'Article_link': 'https://webcache.googleusercontent.com/search?q=cache:g_x2FtoZnEsJ:https://player.fm/podcasts/Selenium+&cd=118&hl=en&ct=clnk&gl=us'},
 {'Article_link': 'https://coderprog.com/elegant-browser-automation-python-selenium/'},
 {'Article_link': '#'},
 {'Article_link': 'https://webcache.googleusercontent.com/search?q=cache:wzn5t8LTSz0J:https://coderprog.com/elegant-browser-automation-python-selenium/+&cd=119&hl=en&ct=clnk&gl=us'},
 {'Article_link': 'http://ch.victorycoons.it/selenium-drag-and-drop-coordinates.html'},
 {'Article_link': '#'},
 {'Article_link': 'http://webcache.googleusercontent.com/search?q=cache:_zMu7szBKggJ:ch.victorycoons.it/selenium-drag-and-drop-coordinates.html+&cd=120&hl=en&ct=clnk&gl=us'},
 {'Article_link': 'http://cf.victorycoons.it/selenium-side-runner-documentation.html'},
 {'Article_link': '#'},
 {'Article_link': 'http://webcache.googleusercontent.com/search?q=cache:I3vDYDqHRd0J:cf.victorycoons.it/selenium-side-runner-documentation.html+&cd=121&hl=en&ct=clnk&gl=us'},
 {'Article_link': '/search?q=Selenium&biw=1036&bih=674&tbs=qdr:w&filter=0'},
 {'Article_link': '/search?biw=1036&bih=674&tbs=qdr:w&q=selenium+webdriver&sa=X&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDVAigAegQICBAB&cshid=1597328068817752'},
 {'Article_link': '/search?biw=1036&bih=674&tbs=qdr:w&q=selenium+testing&sa=X&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDVAigBegQICBAC&cshid=1597328068817752'},
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 {'Article_link': '/search?biw=1036&bih=674&tbs=qdr:w&q=selenium+tutorial&sa=X&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDVAigDegQICBAE&cshid=1597328068817752'},
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 {'Article_link': '/search?biw=1036&bih=674&tbs=qdr:w&q=selenium+download&sa=X&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDVAigFegQICBAG&cshid=1597328068817752'},
 {'Article_link': '/search?biw=1036&bih=674&tbs=qdr:w&q=selenium+java&sa=X&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDVAigGegQICBAH&cshid=1597328068817752'},
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 {'Article_link': '/search?q=Selenium&biw=1036&bih=674&tbs=qdr:w&ei=w0o1X6veK67f5gKh5bGIAQ&start=50&sa=N&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDy0wN6BAgJEDI&cshid=1597328068817752'},
 {'Article_link': '/search?q=Selenium&biw=1036&bih=674&tbs=qdr:w&ei=w0o1X6veK67f5gKh5bGIAQ&start=60&sa=N&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDy0wN6BAgJEDQ&cshid=1597328068817752'},
 {'Article_link': '/search?q=Selenium&biw=1036&bih=674&tbs=qdr:w&ei=w0o1X6veK67f5gKh5bGIAQ&start=70&sa=N&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDy0wN6BAgJEDY&cshid=1597328068817752'},
 {'Article_link': '/search?q=Selenium&biw=1036&bih=674&tbs=qdr:w&ei=w0o1X6veK67f5gKh5bGIAQ&start=80&sa=N&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDy0wN6BAgJEDg&cshid=1597328068817752'},
 {'Article_link': '/search?q=Selenium&biw=1036&bih=674&tbs=qdr:w&ei=w0o1X6veK67f5gKh5bGIAQ&start=90&sa=N&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDy0wN6BAgJEDo&cshid=1597328068817752'},
 {'Article_link': '/search?q=Selenium&biw=1036&bih=674&tbs=qdr:w&ei=w0o1X6veK67f5gKh5bGIAQ&start=100&sa=N&ved=2ahUKEwjry8PgrpjrAhWur1kKHaFyDBE4bhDy0wN6BAgJEDw&cshid=1597328068817752'},
 {'Article_link': '#'},
 {'Article_link': 'https://support.google.com/websearch?p=ws_settings_location&hl=en'},
 {'Article_link': 'https://support.google.com/websearch/?p=ws_results_help&hl=en&fg=1'},
 {'Article_link': '#'},
 {'Article_link': 'https://policies.google.com/privacy?hl=en&fg=1'},
 {'Article_link': 'https://policies.google.com/terms?hl=en&fg=1'}]

Converting the list into a dataframe

link_df = pd.DataFrame(links)

link_df

Output:

	Article_link
0	https://www.selenium.dev/documentation/en/webd...
1	#
2	https://webcache.googleusercontent.com/search?...
3	https://www.healthline.com/nutrition/selenium-...
4	https://www.quora.com/How-good-is-learning-Sel...
...	...
956	https://support.google.com/websearch?p=ws_sett...
957	https://support.google.com/websearch/?p=ws_res...
958	#
959	https://policies.google.com/privacy?hl=en&fg=1
960	https://policies.google.com/terms?hl=en&fg=1

961 rows X 1 columns

Data cleaning, get rid of unnecessary links

link_df = link_df[link_df.Article_link != '#']
link_df = link_df[~link_df['Article_link'].str.contains("webcache")]
link_df = link_df[~link_df['Article_link'].str.contains("policies.google")]
link_df = link_df[~link_df['Article_link'].str.contains("support.google")]
link_df = link_df[~link_df['Article_link'].str.contains("1036")]
link_df = link_df[~link_df['Article_link'].str.contains("preferences")]
link_df = link_df[~link_df['Article_link'].str.contains("history")]
link_df = link_df[~link_df['Article_link'].str.contains("google")]
link_df = link_df.reset_index(drop=True)

link_df

Output:

	Article_link
0	https://www.selenium.dev/documentation/en/webd...
1	https://www.healthline.com/nutrition/selenium-...
2	https://www.quora.com/How-good-is-learning-Sel...
3	https://tutorials.botsfloor.com/top-tutorials-...
4	https://www.browserstack.com/guide/selenium-fr...
...	...
117	http://bll.medicalpluscagliari.it/add-extensio...
118	https://player.fm/podcasts/Selenium
119	https://coderprog.com/elegant-browser-automati...
120	http://ch.victorycoons.it/selenium-drag-and-dr...
121	http://cf.victorycoons.it/selenium-side-runner...

122 rows X 1 columns

Output into a csv file

link_df.to_csv('link.csv',index=False)

Contributing

This project welcomes contributions and suggestions. Please see our contribution guidelines.