• Data Sources
    • Free football data available from FBref, FiveThirtyEight, WhoScored, and Club ELO
    • API Football offers free basic plan with 30 requests per minute
    • Basic Plan provides 100 requests daily for two leagues
    Implementation
    • Python programming language with pandas, requests, and json packages required
    • API Key needed for authentication through RAPID API platform
    • Data parsed from JSON format using Python's json package
    • Weight and Height columns transformed using regular expressions
    Data Processing
    • Players endpoint returns data about selected league
    • Data saved in CSV format for analysis
    • CSV files enable easy EDA in Google Colab or Jupyter Notebooks
    • Data can be used for machine learning and exploratory analysis

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