Complete NBA 2K25 Player Dataset

This dataset contains all the data of the players listed in the NBA 2K25 games developed by 2K. The dataset is made out of three big parts, the biodata of the player, the attributes, and the badges. At this moment, there is no more missing data that is due to the connection issue of the web scraper as I added the validation process algorithm on my code. Soon I will be adding the data for the hot zones of every player.

Please kindly upvote this dataset! 😉

I do not own any part of the data, the data is scraped from https://www.2kratings.com/. So hopefully this dataset can you help you in some way especially in learning about data science or statistics.

If you have any question or suggestion, please let me know. Thanks a lot!

Columns explanation:

1. name : Player's full name (suffix included).
2. nationality_1 : Player's main nationality.
3. nationality_2 : Player's second nationality for player's with multiple nationality.
4. team : Player's current NBA team.
5. jersey : Player's current jersey number.
6. position_1 : Player's main position on the team lineup.
7. position_2 : Player's secondary position on the team lineup.
8. archetype : Player's type/characteristics of gameplay in a game.
9. height_feet : Player's height in feet and inch (separated by ' and ").
10. height_cm : Player's height in centimeters.
11. weight_lbs : Player's weight in pounds.
12. weight_kg : Player's weight in kilograms.
13. wingspan_feet : Player's wingspan in feet and inch (separated by ' and ").
14. wingspan_cm : Player's wingspan in centimeters.
15. season_salary : Player's salary in a season (numerical value).
16. years_in_the_nba : Player's professional years in the NBA.
17. birthdate : Player's birthdate (format : "Month dd, Year").
18. hometown : Player's hometown (format : "City, State/Country").
19. prior_to_nba : Player's prior to NBA (city, state, Uni, or country).