Name: Ultimate Basketball Dataset
Creator: Baselight
License: https://creativecommons.org/licenses/by/4.0/

About this Dataset

Ultimate Basketball Dataset

The Ultimate Basketball Dataset is a comprehensive, structured collection of global basketball data compiled by the Baselight team and partners. It includes standardized information on competitions, seasons, matches, teams, players, odds, and more — spanning national leagues and international tournaments worldwide.

This dataset is designed to support deep statistical analysis, machine learning models, scouting, and historical research. All data has been normalized across competitions and time to ensure consistency and ease of querying.

We welcome contributions and suggestions — help us expand and refine the dataset further!

Competition coverage

Country	Competition	First season	Last season	First game	Last game
Australia	NBL	2009	2025	2009-09-24	2026-02-20
Europe	Champions League	2016	2025	2016-09-27	2025-12-17
Europe	Eurocup	2008	2025	2008-10-14	2026-02-11
Europe	Euroleague	2008	2025	2008-10-20	2026-04-17
Greece	Basket League	2008	2025	2008-10-15	2026-04-25
Italy	Lega A	2008	2025	2008-10-12	2026-05-10
Russia	VTB United League Promo-Cup	2008	2025	2008-12-20	2026-04-22
Spain	ACB	2008	2025	2008-10-04	2026-05-29
Turkey	Super Ligi	2016	2025	2016-10-08	2026-05-09
USA	NBA - G League	2012	2025	2012-11-24	2026-03-29
USA	NBA - Las Vegas Summer League	2013	2025	2013-07-12	2025-07-21
USA	NBA Orlando Summer League	2013	2017	2013-07-07	2017-07-06
USA	NBA Salt Lake City Summer League	2021	2025	2021-08-03	2025-07-09
USA	NBA W	2008	2025	2008-05-17	2025-10-11
USA	NBA sacramento	2018	2022	2018-07-03	2022-07-05
USA	NBA standard	2015	2025	2015-10-03	2026-04-13
USA	NBA utah	2017	2022	2017-07-03	2022-07-08
USA	NBA vegas	2017	2022	2017-07-07	2022-07-18
USA	NCAA	2019	2025	2019-11-22	2026-03-07
World	NBA africa	2018	2018	2018-08-04	2018-08-04

Tables

Competitions

@blt.ultimate_basketball_dataset.competitions

29.64 kB
426 rows
5 columns

CREATE TABLE competitions (
  "competition_id" VARCHAR,
  "slug" VARCHAR,
  "name" VARCHAR,
  "type" VARCHAR,
  "country" VARCHAR
);

Odds

@blt.ultimate_basketball_dataset.match_betting_odds

14.43 MB
6,065,438 rows
7 columns

CREATE TABLE match_betting_odds (
  "match_id" VARCHAR,
  "bookmaker" VARCHAR,
  "market" VARCHAR,
  "outcome" VARCHAR,
  "odds" DOUBLE,
  "odds_type" VARCHAR,
  "collected_at" TIMESTAMP
);

Matches

@blt.ultimate_basketball_dataset.matches

5.25 MB
96,524 rows
28 columns

CREATE TABLE matches (
  "match_id" VARCHAR,
  "competition_name" VARCHAR,
  "season_label" VARCHAR,
  "season_id" VARCHAR,
  "date" TIMESTAMP,
  "home_team_id" VARCHAR,
  "home_team_name" VARCHAR,
  "away_team_id" VARCHAR,
  "away_team_name" VARCHAR,
  "venue_name" VARCHAR,
  "venue_city" VARCHAR,
  "venue_country" VARCHAR,
  "referees" VARCHAR,
  "raw_status_short" VARCHAR,
  "raw_status_long" VARCHAR,
  "status" VARCHAR,
  "home_score" DOUBLE,
  "away_score" DOUBLE,
  "home_score_q1" DOUBLE,
  "home_score_q2" DOUBLE,
  "home_score_q3" DOUBLE,
  "home_score_q4" DOUBLE,
  "home_score_ot" DOUBLE,
  "away_score_q1" DOUBLE,
  "away_score_q2" DOUBLE,
  "away_score_q3" DOUBLE,
  "away_score_q4" DOUBLE,
  "away_score_ot" DOUBLE
);

Match Referees

@blt.ultimate_basketball_dataset.matches_referees

472.89 kB
29,703 rows
3 columns

CREATE TABLE matches_referees (
  "match_id" VARCHAR,
  "referee_id" VARCHAR,
  "referee_name" VARCHAR
);

Match Player Stats

@blt.ultimate_basketball_dataset.match_player_stats

18.29 MB
1,374,681 rows
28 columns

CREATE TABLE match_player_stats (
  "match_id" VARCHAR,
  "team_id" VARCHAR,
  "team_name" VARCHAR,
  "player_id" VARCHAR,
  "player_name" VARCHAR,
  "starters_bench" VARCHAR,
  "position" VARCHAR,
  "minutes_played" VARCHAR,
  "points" DOUBLE,
  "assists" DOUBLE,
  "personal_fouls" DOUBLE,
  "steals" DOUBLE,
  "turnovers" DOUBLE,
  "blocks" DOUBLE,
  "plus_minus" VARCHAR,
  "comment" VARCHAR,
  "field_goals_made" DOUBLE,
  "field_goals_attempted" DOUBLE,
  "field_goal_percentage" DOUBLE,
  "threepoint_made" DOUBLE,
  "threepoint_attempted" DOUBLE,
  "threepoint_percentage" DOUBLE,
  "freethrows_made" DOUBLE,
  "freethrows_attempted" DOUBLE,
  "freethrow_percentage" DOUBLE,
  "rebounds_offensive" DOUBLE,
  "rebounds_defensive" DOUBLE,
  "rebounds_total" DOUBLE
);

Match Stats

@blt.ultimate_basketball_dataset.match_stats

3.85 MB
2,161,780 rows
5 columns

CREATE TABLE match_stats (
  "match_id" VARCHAR,
  "team_id" VARCHAR,
  "team_name" VARCHAR,
  "type" VARCHAR,
  "value" DOUBLE
);

NBA Standings

@blt.ultimate_basketball_dataset.nba_standings

38.36 kB
3,750 rows
29 columns

CREATE TABLE nba_standings (
  "snapshot_date" TIMESTAMP,
  "competition_name" VARCHAR,
  "season_label" BIGINT,
  "season_id" VARCHAR,
  "team_id" VARCHAR,
  "team_name" VARCHAR,
  "conference_name" VARCHAR,
  "conference_rank" BIGINT,
  "conference_games_played" BIGINT,
  "conference_games_win" BIGINT,
  "conference_games_loss" BIGINT,
  "division_name" VARCHAR,
  "division_rank" BIGINT,
  "division_games_played" BIGINT,
  "division_games_win" BIGINT,
  "division_games_loss" BIGINT,
  "win_total" BIGINT,
  "win_home" BIGINT,
  "win_away" BIGINT,
  "win_pct" DOUBLE,
  "win_last10" BIGINT,
  "loss_total" BIGINT,
  "loss_home" BIGINT,
  "loss_away" BIGINT,
  "loss_pct" DOUBLE,
  "loss_last10" BIGINT,
  "streak" DOUBLE,
  "win_streak" BOOLEAN,
  "games_behind" VARCHAR
);

Non-NBA Standings

@blt.ultimate_basketball_dataset.non_nba_standings

320.06 kB
48,074 rows
18 columns

CREATE TABLE non_nba_standings (
  "snapshot_date" TIMESTAMP,
  "competition_name" VARCHAR,
  "season_label" VARCHAR,
  "season_id" VARCHAR,
  "team_id" VARCHAR,
  "team_name" VARCHAR,
  "group_name" VARCHAR,
  "rank" BIGINT,
  "group_points" DOUBLE,
  "points_for" BIGINT,
  "points_against" BIGINT,
  "games_played" BIGINT,
  "games_win" BIGINT,
  "games_win_pct" DOUBLE,
  "games_lose" BIGINT,
  "games_lose_pct" DOUBLE,
  "stage" VARCHAR,
  "notes" VARCHAR
);

Players

@blt.ultimate_basketball_dataset.players

440.5 kB
6,723 rows
9 columns

CREATE TABLE players (
  "player_id" VARCHAR,
  "name" VARCHAR,
  "full_name" VARCHAR,
  "date_of_birth" TIMESTAMP,
  "country_of_birth" VARCHAR,
  "positions" VARCHAR,
  "height_cm" VARCHAR,
  "weight_kg" VARCHAR,
  "college" VARCHAR
);

Player Team History

@blt.ultimate_basketball_dataset.player_team_history

479.55 kB
47,962 rows
9 columns

CREATE TABLE player_team_history (
  "player_id" VARCHAR,
  "player_name" VARCHAR,
  "team_id" VARCHAR,
  "team_name" VARCHAR,
  "competition_id" VARCHAR,
  "competition_name" VARCHAR,
  "season_id" VARCHAR,
  "season_label" VARCHAR,
  "position" VARCHAR
);

Referees

@blt.ultimate_basketball_dataset.referees

15.76 kB
239 rows
4 columns

CREATE TABLE referees (
  "referee_id" VARCHAR,
  "name" VARCHAR,
  "nationality" VARCHAR,
  "date_of_birth" VARCHAR
);

Seasons

@blt.ultimate_basketball_dataset.seasons

195.22 kB
3,397 rows
6 columns

CREATE TABLE seasons (
  "season_id" VARCHAR,
  "competition_id" VARCHAR,
  "competition_name" VARCHAR,
  "start_date" TIMESTAMP,
  "end_date" TIMESTAMP,
  "season_label" VARCHAR
);

Teams

@blt.ultimate_basketball_dataset.teams

54.19 kB
1,004 rows
4 columns

CREATE TABLE teams (
  "team_id" VARCHAR,
  "name" VARCHAR,
  "team_type" VARCHAR,
  "country" VARCHAR
);