Team Significantly Different: • Aditya • Rosario • Michael • Jonathan
Project: Comparing real life season statistics of soccer players to their individual ratings in the corresponding FIFA video game year
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Extract: Below are the links of the sources from where data for the project was retrieved (CSV, JSON, pgAdmin 4, etc).
• https://www.kaggle.com/stefanoleone992/fifa-20-complete-player-dataset (CSV)
• https://data.world/cclayford/statbunker-football-statistics (CSV)
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Transform: The data cleaning primarily comprised of selection of relevant columns, removing null values and changing null values to 0.
• Only selecting the necessary columns
• Dropping NaN values
• Changing NaN values to 0
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Load: The data was chosen to compare and analyze the real life player attributes against the FIFA video game player attributes for the years 2019 and 2020.
• Tables
o Joins can be used effectively to query the data to compare FIFA video game attributes to
real life statistics
