Name: NBA Players & Team Data
Creator: Kaggle
License: https://creativecommons.org/publicdomain/zero/1.0/

About this Dataset

NBA Players & Team Data

I scraped player stats for all NBA seasons, ranging from 1949-50 to 2021-22, from Basketball Reference.

The team Payroll and player salary data was scraped from Hoops Hype.

I utilized the nba_api python package to scrape all of the box score data.

To see the code for scraping both sites see my Github repo.

This data set is an update to datasets such as NBA Player Stats & NBA Data from Basketball Reference.

Tables

Nba Payroll 1990–2023

@kaggle.loganlauton_nba_players_and_team_data.nba_payroll_1990_2023

25.03 kB
966 rows
5 columns

CREATE TABLE nba_payroll_1990_2023 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "team" VARCHAR,
  "seasonstartyear" BIGINT,
  "payroll" VARCHAR,
  "inflationadjpayroll" VARCHAR
);

Nba Player Box Score Stats 1950–2022

@kaggle.loganlauton_nba_players_and_team_data.nba_player_box_score_stats_1950_2022

27.52 MB
1,309,778 rows
29 columns

CREATE TABLE nba_player_box_score_stats_1950_2022 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "season" BIGINT,
  "game_id" BIGINT,
  "player_name" VARCHAR,
  "team" VARCHAR,
  "game_date" TIMESTAMP,
  "matchup" VARCHAR,
  "wl" VARCHAR,
  "min" BIGINT,
  "fgm" BIGINT,
  "fga" DOUBLE,
  "fg_pct" DOUBLE,
  "fg3m" DOUBLE,
  "fg3a" DOUBLE,
  "fg3_pct" DOUBLE,
  "ftm" BIGINT,
  "fta" DOUBLE,
  "ft_pct" DOUBLE,
  "oreb" DOUBLE,
  "dreb" DOUBLE,
  "reb" DOUBLE,
  "ast" DOUBLE,
  "stl" DOUBLE,
  "blk" DOUBLE,
  "tov" DOUBLE,
  "pf" DOUBLE,
  "pts" BIGINT,
  "plus_minus" DOUBLE,
  "video_available" BIGINT
);

Nba Player Stats 1950–2022

@kaggle.loganlauton_nba_players_and_team_data.nba_player_stats_1950_2022

1.25 MB
28,237 rows
32 columns

CREATE TABLE nba_player_stats_1950_2022 (
  "unnamed_0_1" BIGINT  -- Unnamed: 0.1,
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "season" BIGINT,
  "player" VARCHAR,
  "pos" VARCHAR,
  "age" DOUBLE,
  "tm" VARCHAR,
  "g" DOUBLE,
  "gs" DOUBLE,
  "mp" DOUBLE,
  "fg" DOUBLE,
  "fga" DOUBLE,
  "fg_51ab2d" DOUBLE  -- FG%,
  "n_3p" DOUBLE  -- 3P,
  "n_3pa" DOUBLE  -- 3PA,
  "n_3p_d87a85" DOUBLE  -- 3P%,
  "n_2p" DOUBLE  -- 2P,
  "n_2pa" DOUBLE  -- 2PA,
  "n_2p_c8658d" DOUBLE  -- 2P%,
  "efg" DOUBLE  -- EFG%,
  "ft" DOUBLE,
  "fta" DOUBLE,
  "ft_ba25d5" DOUBLE  -- FT%,
  "orb" DOUBLE,
  "drb" DOUBLE,
  "trb" DOUBLE,
  "ast" DOUBLE,
  "stl" DOUBLE,
  "blk" DOUBLE,
  "tov" DOUBLE,
  "pf" DOUBLE,
  "pts" DOUBLE
);

Nba Salaries 1990–2023

@kaggle.loganlauton_nba_players_and_team_data.nba_salaries_1990_2023

243.82 kB
15,857 rows
5 columns

CREATE TABLE nba_salaries_1990_2023 (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "playername" VARCHAR,
  "seasonstartyear" BIGINT,
  "salary" VARCHAR,
  "inflationadjsalary" VARCHAR
);