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!

Tables

Competitions

@blt.ultimate_basketball_dataset.competitions

28.95 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

2.9 MB
1355043 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

4.9 MB
94308 rows
26 columns


CREATE TABLE matches (
  "match_id" 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

461.8 KB
29703 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

11.81 MB
746400 rows
27 columns


CREATE TABLE match_player_stats (
  "match_id" VARCHAR,
  "team_id" 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

2.69 MB
1273304 rows
4 columns


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

NBA Standings

@blt.ultimate_basketball_dataset.nba_standings

32.41 KB
1110 rows
27 columns


CREATE TABLE nba_standings (
  "snapshot_date" TIMESTAMP,
  "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" BIGINT,
  "win_streak" BOOLEAN,
  "games_behind" DOUBLE
);

Non-NBA Standings

@blt.ultimate_basketball_dataset.non_nba_standings

177.31 KB
17248 rows
16 columns


CREATE TABLE non_nba_standings (
  "snapshot_date" TIMESTAMP,
  "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

392.74 KB
6112 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" DOUBLE,
  "weight_kg" DOUBLE,
  "college" VARCHAR
);

Player Team History

@blt.ultimate_basketball_dataset.player_team_history

297.15 KB
42186 rows
6 columns


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

Referees

@blt.ultimate_basketball_dataset.referees

15.39 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

181.8 KB
3332 rows
5 columns


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

Teams

@blt.ultimate_basketball_dataset.teams

52.71 KB
1000 rows
4 columns


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