Welcome

Below are three visualizations of NBA basketball player data.

Choose the players, years, and variables you want to explore.

Each year indicates the end of each regular season.

For example, 2020 denotes the season for 2019-2020.

Compare Player Trendlines

Which player had more over the years?

Player 1 Player 2

Player Ranks

Who were the top 10 for in the year ?

Team Ranks

How did all the teams rank for in the year ?

Data Sources

  • NBA player salaries from seasons 1999-2000 to 2019-2020 from ESPN
    • Data scraping using Python library Beautiful Soup
  • NBA team colors from TeamColorCodes
    • Data scraping using Python library Beautiful Soup
  • Other basketball player stats dataset from Kaggle
  • Data cleaning and preparation using R