Premier league Player Market Value Scraper

This project scrapes player information from Transfermarkt's Premier league market value change page and builds a structured CSV dataset.

Features Extracted

-Player Name -Age -Club -Position -Market Value(Price) -Nationality

Data Stats

-Players: 499 -Source: Transfermarkt -Season:2025

Tech Stack

-Python -BeautifulSoup -Pandas -Requests

Sample Analysis

Check my analysis.IPYNB for the visualizations, and you can even create your visualizations using the dataset to make it more insightful for yourself.

How to Run

'''bash pip install -r requirments.txt python transfermarkt_scraper.ipynb

Contact

Made with ♥ by [Piyush Sharma] Twitter: @Piyushsharma_37