123ArticleOnline Logo
Welcome to 123ArticleOnline.com!
ALL >> Computer-Programming >> View Article

How To Scrape Rentals Websites Using Beautifulsoup And Python?

Profile Picture
By Author: 3i Data Scraping
Total Articles: 41
Comment this article
Facebook ShareTwitter ShareGoogle+ ShareTwitter Share

Web scraping using BeautifulSoup and data wrangling using Pandas to discuss generated insights.

Would renting a condo or apartment in Etobicoke, North York, or Mississauga be considerably cheaper than having one in downtown Toronto?

How do suburb's rents compare to the Toronto city’s rents?
How much can you potentially save if you have rented a basement unit?
Which suburbs have the lowest rent rates?
Browsing manually using listings on rental websites can be very time-consuming. So, the better option is to scrape rental websites using web scraping Python as well as analyze that to get answers to all your questions.

Scraping Rental Website Data through Web scraping using BeautifulSoup and Python
Scraping Rental Website Data through Web scraping using BeautifulSoup and Python
We have decided to extract data from TorontoRentals.com with Python and BeautifulSoup. This website has lists for Toronto as well as many suburbs like Brampton, Scarborough, Mississauga, Vaughan, etc. This has various kinds of listings like apartments, houses, condos, as well as basements.

Initially, ...
... we imported the necessary Python libraries.

# Import Python Libraries
# For HTML parsing
from bs4 import BeautifulSoup
# For website connections
import requests
# To prevent overwhelming the server between connections
from time import sleep

# Display the progress bar
from tqdm import tqdm
# For data wrangling
import numpy as np
import pandas as pd
pd.set_option('display.max_columns', 500)
pd.set_option('display.width', 1000)
# For creating plots
import matplotlib.pyplot as plt
import plotly.graph_objects as go
Next, we have written the function named get_page to have soup objects for every page (iteration). Functions accept 4 user inputs — type, city, beds, and page. The function consists of logic for checking HTTP response status codes for finding if HTTP requests have been completed successfully. A get_page function is named from the key function named page_num.

def get_page(city, type, beds, page):

url = f'https://www.torontorentals.com/{city}/{type}?beds={beds}%20&p={page}'
# https://www.torontorentals.com/toronto/condos?beds=1%20&p=2

result = requests.get(url)

# check HTTP response status codes to find if HTTP request has been successfully completed
if result.status_code >= 100 and result.status_code = 200 and result.status_code = 300 and result.status_code = 400 and result.status_code = 500 and result.status_code

More About the Author

3i Data Scraping is an Experienced Web Scraping Services Company in the USA. We are Providing a Complete Range of Web Scraping, Mobile App Scraping, Data Extraction, Data Mining, and Real-Time Data Scraping (API) Services. We have 11+ Years of Experience in Providing Website Data Scraping Solutions to Hundreds of Customers Worldwide.

Total Views: 21Word Count: 1508See All articles From Author

Add Comment

Computer Programming Articles

1. Why Selecting The Mobile App Development Company That Fits Your Needs Best
Author: Saran

2. Some Secrets Of Plc Data Logging Software- Keeping It Simple And Reasonable
Author: Vincent Gabriel

3. Focus On The Best App Development Cost In 2022
Author: vidhan infotech

4. Top 6 Benefits Of Integrating Dynamics 365 Maps With Your Crm
Author: Maulik Shah

5. Ebooks For Junior Ios And Android Builders
Author: appdeveloper,systemdeveloper,webdeveloper,

6. How Does Scraping Add Value To Customer Reviews In The Business World?
Author: 3i Data Scraping

7. 5 Emerging Tech Trends Set To Take Over 2022 By Storm!
Author: TechSagar

8. How Blockchain And Iot Are Improving The Food Supply Chain?
Author: shelly

9. How Web Scraping Is Used To Extract Healthcare Data?
Author: 3i Data Scraping

10. Benefits Of Hiring A Web Development Company
Author: Saran

11. How Web Scraping Is Used To Monitor Trending Products And Fetch Fashion Website Data?
Author: 3i Data Scraping

12. Livsite In Education — Livsite
Author: Livsite

13. How Web Scraping Is Used For Extracting Product Data From E-commerce Websites?
Author: 3i Data Scraping

14. What Makes The Top Ios App Development Company In Bangalore?
Author: saran

15. Which Are The Top 5 Python Libraries Used For Web Scraping?
Author: 3i Data Scraping

Login To Account
Login Email:
Password:
Forgot Password?
New User?
Sign Up Newsletter
Email Address: