batuhan-demirci / fifa21_dataset

This repository contains FIFA 2021 Player & Team ratings scraped from the web.

FIFA 21 Rating Crawler

This repository contains FIFA 2021 Player & Team ratings scraped from web.

Dataset Content

• 19.002 player information
  
• 56 player attribute
  
• 16.630 player image
  

• 681 team
  
• 17 team attribute
  

The red squares indicate that specified information has been scraped.

What can you do with this dataset? - Ideas (next step)

• General EDA

About Players

• Visualize player's position(s)
• Predict player's all overall rating for every position (ST = 92, CAM = 84 etc.)
• Predict player's value
• Get most similar 11 (based on images)
• Generate perfect player for given position (combine best 10? player's faces)
• and more...

About Teams

• Which team will most likely win the game X vs Y?
• What is best possible tactic for team X? (should implement classic tactics such as 4-4-2, 4-3-3 etc.)
• Who should you transfer for team X? (using team's player ratings + transfer budget)
• and more...

Acknowledgements

The data has been crawled from the https://sofifa.com website.