FIFA players analysis

Content 🐻

• 17,000+ players
• 50+ attributes per player ranging from ball skills aggression etc.
• Player's attributes sourced from EA Sports' FIFA video game series
• URLs to their homepage
• Club logos
• Player images male and female
• National and club team data

Data was scraped from Kaggle first by getting player profile url set (as stored in PlayerNames.csv) and then scraping the individual pages for their attributes

Exploring the data 👻

• Create attribute dependent or overall best teams
• Create the fastest/slowest teams
• See which areas of the world provide which attributes (like Africa : Stamina, Pace)
• See which players are the best at each position
• See which outfield players can play a better role at some other position
• See which youngsters have attributes which can be developed