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Data Analysis of FIFA 15-20

In this project we're going to analyse the data of 6 FIFA Games collected and presented by Stefano Leone.

FIFA is a game released annually by Electronic Arts under the EA Sports label. As of 2011, the FIFA franchise has been localised into 18 languages and available in 51 countries. Listed in Guinness World Records as the best-selling sports video game franchise in the world, by 2019, the FIFA series had sold over 282.4 million copies. It is also one of the best-selling video game franchises...Read More

Brief description of the dataset:

  • Every player available in FIFA 15, 16, 17, 18, 19, and also FIFA 20
  • 100+ attributes
  • URL of the scraped player
  • Player positions, with the role in the club and in the national team
  • Player attributes with statistics as Attacking, Skills, Defense, Mentality, GK Skills, etc.
  • Player personal data like Nationality, Club, DateOfBirth, Wage, Salary, etc.

Notebook Structure

  1. Data Wrangling
    1. Gathering
    2. Assessing
    3. Cleaning
  2. Exploratory data analysis
  3. Prediction Models
    1. OLS regression Model
    2. Classification Models
    3. Summary

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Exploratory analysis of 6 FIFA games (2015-2020).

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