This dataset contains FIFA ratings of English Premier League players across FIFA editions FIFA 16 through FIFA 24 (inclusive).

All data were scraped directly from FIFAIndex.com using my custom Python scraping library: sportscraper-yarkin

You can use the library yourself to scrape FIFAIndex for any league or version you’re interested in.