Posted On 21 Aug 2022
What is Web Scraping in Data Science
What is web scraping in data science? Suppose you want some information from a website. Let’s say a paragraph on Donald Trump! What do you do? You can copy and paste the information from Wikipedia and other sources into your file.
But what if you want to get large amounts of information from a website as quickly as possible? Such as large amounts of data from a website to train a Machine Learning algorithm?
In such a situation, copying and pasting will not work! And that’s when you’ll need to use Web Scraping.
What is Web Scraping in Data Science
Web scraping refers to the extraction of data from a website. This information is collected and then exported into a more helpful format for the user. Be it a spreadsheet or an API.
You can do web scraping in many different ways, such as manual data gathering (simple copy/paste), custom scripts, or web scraping tools like ScrapewithBots.
But in most cases, web scraping is not a simple task. Websites come in many shapes and forms; as a result, web scrapers vary in functionality and features.
There are many things you can do with the extracted data from web scraping like:
Get an insight into how your competitors are pricing their products or find what keywords they are targeting.
You can scrape articles, stocks, and prices to understand how well a particular industry performs.
Many web scrapers will scrape online directories to find businesses in their target market and create a list to reach out to.
Gather Data for Research
Some big data websites and libraries have data you need for your research; you can scrape these websites and export them to have them on file.
You can scrape financial data like stocks, income statements, balance sheets, and stock news.
What is Web Scraping, and how does it Works?
What is web scraping in data science? Let’s say data is vital for your e-commerce company. You can see the data on your competitor’s website. The question is, how will you download it in a usable format?
Most people would be able only to copy and paste it manually. However, it is not feasible to do it for large websites with hundreds of pages. That’s where web scraping comes into play.
Web scraping is a process of automating the extraction of data in an efficient and fast way. With the help of web scraping, you can extract data from any website on your computer, no matter how large the data is.
So, we now know what web scraping is and why different organizations use it. But how does a web scraper work? While the exact method differs depending on the software or tools you’re using; all web scraping bots follow three basic principles:
- Step 1: Making an HTTP request to a server
- Step 2: Extracting and parsing (or breaking down) the website’s code
- Step 3: Saving the relevant data locally
Is Web Scraping Part of Data Science
Web scraping helps data scientists collect online data more efficiently and is an essential skill data scientists need. Since data science includes collecting online data, many data scientists will use web scraper to help them.
Web scraping can be manual and automated, but automated web scrapers will get the job done faster and more effectively.
There’s a lot of publicly available data that can be used for data science purposes. Big data websites and libraries like DAta.gov Data Description and Amazon Public data sets allow you to extract data that can be related to your topic.
You can extract data from any website related to your research. Some companies and software engineers will create their web scrapers from scratch. That’s how vital web scraping is for data science.
What is the Purpose of Web Scraping
The Internet is a data store of the world’s information – be it text, media, or data in any other format. Every web page display data in one form or the other. Access to this data is crucial for the success of most businesses in the modern world.
The purpose of Web Scraping for business and personal requirements is endless. Each business or individual has its own specific need for gathering data. What is web scraping in data science? In this article, we discuss some of the most common purpose scenarios.
Lead Generation for Marketing
You can use web scraping software to generate leads for marketing. You can build email and Phone lists for cold outreach by scraping the data from relevant websites.
Price Comparison & Competition Monitoring
Companies catering products or services need to have comprehensive data of competitor products and services appearing in the market daily. You can use web scraping software to watch this data constantly.
Web Scraping can periodically extract product data from various e-commerce websites like Amazon, eBay, Google Shopping, etc.
Property details displayed by real estate websites like Zillow, Realtor, etc., can be extracted using Web Scraping software.
You might want to collect and analyze data related to a specific category from multiple websites.
Using a Web Scraper, you can extract data from multiple websites to a single spreadsheet (or database) so that it becomes easy for you to analyze (or visualize) the data.
In this article, what is web scraping in data science data is an integral part of any research, be it academic, marketing, or scientific? A Web Scraper will help you quickly gather structured data from multiple Internet sources.
FAQs: What is Web Scraping in Data Science
What is web scraping in data science? This article discusses whether web scraping is suitable for data science. The answer is yes; web scraping allows you to extract data from websites, process it, and store it for future use in data science.
In short, the action of web scraping isn't illegal. However, some rules need to be followed. Web scraping becomes illegal when non-publicly available data becomes extracted.
As the Internet has grown astronomically and businesses have become increasingly dependent on data, it is now a compulsion to access the latest data on every subject. Since one of the first steps in analyzing data is to collect it, web scraping can make the first job done easier.
You can contact us anytime for professional web scrapping services.