Version: main

NBA dataset loaders

flowchart LR
  raw["scrape / raw"] --> enrich["enrich"] --> rel["release asset"] --> load["load_*()"]

Automation status

Dataset	Release tag	Pipeline
`load_nba_pbp`	espn_nba_pbp	—
`load_nba_player_boxscore`	espn_nba_player_boxscores	—
`load_nba_schedule`	espn_nba_schedules	—
`load_nba_team_boxscore`	espn_nba_team_boxscores	—
`load_nba_game_rosters`	espn_nba_game_rosters	—
`load_nba_officials`	espn_nba_officials	—
`load_nba_shots`	espn_nba_shots	—
`load_nba_standings`	espn_nba_standings	—
`load_nba_player_season_stats`	espn_nba_player_season_stats	—
`load_nba_team_season_stats`	espn_nba_team_season_stats	—
`load_nba_draft`	espn_nba_draft	—
`load_nba_rosters`	espn_nba_rosters	—
`load_nba_stats_schedules`	nba_stats_schedules	—
`load_nba_stats_coaches`	nba_stats_coaches	—
`load_nba_stats_game_rosters`	nba_stats_game_rosters	—
`load_nba_stats_lineups`	nba_stats_lineups	—
`load_nba_stats_lineups_v3`	nba_stats_game_lineups	—
`load_nba_stats_officials`	nba_stats_officials	—
`load_nba_stats_pbp`	nba_stats_pbp	—
`load_nba_stats_possessions`	nba_stats_possessions	—
`load_nba_stats_game_lineups`	nba_stats_game_lineups	—
`load_nba_stats_pbp_v3`	nba_stats_pbp	—
`load_nba_stats_player_boxscores`	nba_stats_player_boxscores	—
`load_nba_stats_player_game_logs`	nba_stats_player_game_logs	—
`load_nba_stats_player_season_stats`	nba_stats_player_season_stats	—
`load_nba_stats_possessions_v3`	nba_stats_possessions	—
`load_nba_stats_rosters`	nba_stats_rosters	—
`load_nba_stats_shots`	nba_stats_shots	—
`load_nba_stats_standings`	nba_stats_standings	—
`load_nba_stats_team_boxscores`	nba_stats_team_boxscores	—
`load_nba_stats_team_season_stats`	nba_stats_team_season_stats	—
`load_nba_player_crosswalk`	nba_crosswalk	—
`load_nba_schedule_crosswalk`	nba_crosswalk	—
`load_nba_team_crosswalk`	nba_crosswalk	—
`load_nba_player_core`	espn_nba_player_core	—
`load_nba_player_impact`	nba_player_impact	—

`load_nba_pbp`

Release: espn_nba_pbp · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_pbp/play_by_play_{season}.parquet

Returns

col_name	type	description
`game_play_number`	Int32	Sequential play number within the game.
`id`	Float64	Id.
`sequence_number`	Int32	Sequence number representing a shot-possession (V3 PBP).
`type_id`	Int32	Type identifier (numeric).
`type_text`	String	Display text for the type field.
`text`	String	Text description of the play / record.
`away_score`	Int32	Away team score at the time of the play.
`home_score`	Int32	Home team score at the time of the play.
`period_number`	Int32	Numeric period (1-4 for quarters; 5+ for OT).
`period_display_value`	String	Period display label (e.g. '1st Quarter', 'OT').
`clock_display_value`	String	Game clock display string (e.g. '8:32').
`scoring_play`	Boolean	TRUE if the play resulted in points scored.
`score_value`	Int32	Point value of the play (2 / 3 / 1).
`team_id`	Int32	Unique team identifier.
`athlete_id_1`	Int32	Primary athlete identifier (e.g. shooter).
`athlete_id_2`	Int32	Secondary athlete identifier (e.g. assister / fouler).
`athlete_id_3`	Int32	Athlete id 3.
`wallclock`	String	Wallclock.
`shooting_play`	Boolean	TRUE if the play was a shooting attempt.
`coordinate_x_raw`	Float64	X coordinate as returned by the API before any adjustment.
`coordinate_y_raw`	Float64	Y coordinate as returned by the API before any adjustment.
`points_attempted`	Int32	Point value attempted on the shot (2 or 3; 1 for a free throw).
`short_description`	String	Short text description of the play from ESPN.
`game_id`	Int32	Unique game identifier.
`season`	Int32	Season year.
`season_type`	Int32	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
`home_team_id`	Int32	Unique identifier for the home team.
`home_team_name`	String	Home team name.
`home_team_mascot`	String	Home team mascot.
`home_team_abbrev`	String	Home team three-letter abbreviation.
`home_team_name_alt`	String	Alternate home team name.
`away_team_id`	Int32	Unique identifier for the away team.
`away_team_name`	String	Away team name.
`away_team_mascot`	String	Away team mascot.
`away_team_abbrev`	String	Away team three-letter abbreviation.
`away_team_name_alt`	String	Alternate away team name.
`game_spread`	Float64	Game spread (signed; positive = home favored).
`home_favorite`	Boolean	TRUE if the home team is the betting favorite.
`game_spread_available`	Boolean	TRUE if a point spread was available.
`home_team_spread`	Float64	Home team's point spread.
`qtr`	Int32	Quarter (1-4) or OT period (5+).
`time`	String	Time / clock value.
`clock_minutes`	Int32	Clock minutes split out for convenience.
`clock_seconds`	Float64	Clock seconds split out for convenience.
`home_timeout_called`	Boolean	Whether the play is a timeout called by the home team.
`away_timeout_called`	Boolean	Whether the play is a timeout called by the away team.
`half`	Int32	Half of the game (1 or 2).
`game_half`	Int32	Half of the game (1 or 2).
`lead_qtr`	Int32	Quarter lead (the next-play's quarter).
`lead_half`	Int32	A lead column on the half
`start_quarter_seconds_remaining`	Float64	Seconds remaining in the period at the start of the play.
`start_half_seconds_remaining`	Float64	Seconds remaining in the half at the start of the play.
`start_game_seconds_remaining`	Float64	Seconds remaining in the game at the start of the play.
`end_quarter_seconds_remaining`	Float64	Seconds remaining in the period at the end of the play.
`end_half_seconds_remaining`	Float64	Seconds remaining in the half at the end of the play.
`end_game_seconds_remaining`	Float64	Seconds remaining in the game at the end of the play.
`period`	Int32	Period of the game (1-4 quarters; 5+ for OT).
`lag_qtr`	Int32	Quarter lag (the previous-play's quarter).
`lag_half`	Int32	A lag column on the half
`coordinate_x`	Float64	X coordinate on the court (half-court layout).
`coordinate_y`	Float64	Y coordinate on the court (half-court layout).
`game_date`	Date	Game date (YYYY-MM-DD).
`game_date_time`	Datetime(time_unit='us', time_zone='America/New_York')	Game start date/time (ISO 8601).
`athlete_name_1`	String	Name of the primary athlete involved in the play (pairs with athlete_id_1).
`athlete_name_2`	String	Name of the secondary athlete involved in the play (e.g. the assister or fouled player).
`athlete_name_3`	String	Name of the tertiary athlete involved in the play.
`type_abbreviation`	String	Type abbreviation.

load_nba_pbp(seasons=2024)

`load_nba_player_boxscore`

Release: espn_nba_player_boxscores · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_player_boxscores/player_box_{season}.parquet

Returns

col_name	type	description
`game_id`	Int32	Unique game identifier.
`season`	Int32	Season year.
`season_type`	Int32	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
`game_date`	Date	Game date (YYYY-MM-DD).
`game_date_time`	Datetime(time_unit='us', time_zone='America/New_York')	Game start date/time (ISO 8601).
`athlete_id`	Int32	Unique athlete identifier (ESPN).
`athlete_display_name`	String	Athlete display name (full).
`team_id`	Int32	Unique team identifier.
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`team_location`	String	Team city or location string.
`team_short_display_name`	String	Short team display name (e.g. 'Aces').
`minutes`	Float64	Minutes played, formatted MM:SS (V3 PT-duration parsed) or decimal minutes (V2).
`field_goals_made`	Int32	Field goals made (2-pt + 3-pt).
`field_goals_attempted`	Int32	Field goal attempts (2-pt + 3-pt).
`three_point_field_goals_made`	Int32	Three-point field goals made.
`three_point_field_goals_attempted`	Int32	Three-point field goal attempts.
`free_throws_made`	Int32	Free throws made.
`free_throws_attempted`	Int32	Free throw attempts.
`offensive_rebounds`	Int32	Offensive rebounds.
`defensive_rebounds`	Int32	Defensive rebounds.
`rebounds`	Int32	Total rebounds.
`assists`	Int32	Total assists.
`steals`	Int32	Total steals.
`blocks`	Int32	Total blocks.
`turnovers`	Int32	Total turnovers.
`fouls`	Int32	Personal fouls.
`plus_minus`	String	Plus/minus point differential while on court.
`points`	Int32	Points scored.
`starter`	Boolean	TRUE if the player was in the starting lineup; FALSE otherwise.
`ejected`	Boolean	TRUE if the player was ejected from the game.
`did_not_play`	Boolean	TRUE if the player did not appear in the game.
`reason`	String	Reason.
`active`	Boolean	TRUE if the row represents an active record (player / team / season).
`athlete_jersey`	String	Athlete jersey number.
`athlete_short_name`	String	Athlete short display name.
`athlete_headshot_href`	String	Athlete headshot image URL.
`athlete_position_name`	String	Athlete position ('Guard', 'Forward', 'Center').
`athlete_position_abbreviation`	String	Athlete position abbreviation (G / F / C).
`team_display_name`	String	Full team display name.
`team_uid`	String	ESPN universal team identifier (UID format 's:40~l:...~t:...').
`team_slug`	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
`team_logo`	String	Team logo image URL.
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`team_color`	String	Team primary color (hex without leading '#').
`team_alternate_color`	String	Team alternate color (hex without leading '#').
`home_away`	String	Game venue label ('home' or 'away').
`team_winner`	Boolean	TRUE if the team won this game.
`team_score`	Int32	Team's score / final score.
`opponent_team_id`	Int32	Unique identifier for the opponent team.
`opponent_team_name`	String	Opponent team display name.
`opponent_team_location`	String	Opponent team city / location.
`opponent_team_display_name`	String	Opponent team full display name.
`opponent_team_abbreviation`	String	Opponent team abbreviation.
`opponent_team_logo`	String	Opponent team logo URL.
`opponent_team_color`	String	Opponent team primary color (hex).
`opponent_team_alternate_color`	String	Opponent team alternate color (hex).
`opponent_team_score`	Int32	Opponent team's score.

load_nba_player_boxscore(seasons=2024)

`load_nba_schedule`

Release: espn_nba_schedules · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_schedules/nba_schedule_{season}.parquet

Returns

col_name	type	description
`id`	Int32	Id.
`uid`	String	ESPN UID string.
`date`	String	Date in YYYY-MM-DD format.
`attendance`	Float64	Reported attendance.
`time_valid`	Boolean	Time valid.
`neutral_site`	Boolean	Neutral site.
`conference_competition`	Boolean	Conference competition.
`play_by_play_available`	Boolean	Whether play-by-play data is available.
`recent`	Boolean	Recent.
`start_date`	String	Start date (YYYY-MM-DD).
`broadcast`	String	Broadcast information string.
`highlights`	String	Game highlight urls.
`notes_type`	String	Notes type.
`notes_headline`	String	Notes headline.
`broadcast_market`	String	Broadcast market label (e.g. 'national', 'home').
`broadcast_name`	String	Broadcast name.
`type_id`	Int32	Type identifier (numeric).
`type_abbreviation`	String	Type abbreviation.
`venue_id`	Int32	Unique venue identifier.
`venue_full_name`	String	Venue full name.
`venue_address_city`	String	Venue address city.
`venue_indoor`	Boolean	TRUE if the venue is indoors.
`status_clock`	Float64	Status clock.
`status_display_clock`	String	Status display clock.
`status_period`	Float64	Status period.
`status_type_id`	Int32	Unique identifier for status type.
`status_type_name`	String	Status type name.
`status_type_state`	String	Status type state.
`status_type_completed`	Boolean	Status type completed.
`status_type_description`	String	Status type description.
`status_type_detail`	String	Status type detail.
`status_type_short_detail`	String	Status type short detail.
`format_regulation_periods`	Float64	Format regulation periods.
`home_id`	Int32	Unique identifier for home.
`home_uid`	String	Home team's uid.
`home_location`	String	Home team's location.
`home_name`	String	Home name.
`home_abbreviation`	String	Home team's abbreviation.
`home_display_name`	String	Home display name.
`home_short_display_name`	String	Home short display name.
`home_color`	String	Color code (hex) for home.
`home_alternate_color`	String	Color code (hex) for home alternate.
`home_is_active`	Boolean	Home team's is active.
`home_venue_id`	Int32	Unique identifier for home venue.
`home_logo`	String	Home team logo URL.
`home_score`	Int32	Home team score at the time of the play.
`home_winner`	Boolean	Home team's winner.
`home_linescores`	String	Period-by-period points for the home team, stringified from ESPN's linescores array.
`home_records`	String	Home team's records at game time (overall, home, away), stringified from ESPN.
`away_id`	Int32	Unique identifier for away.
`away_uid`	String	Away team's uid.
`away_location`	String	Away team's location.
`away_name`	String	Away name.
`away_abbreviation`	String	Away team's abbreviation.
`away_display_name`	String	Away display name.
`away_short_display_name`	String	Away short display name.
`away_color`	String	Color code (hex) for away.
`away_alternate_color`	String	Color code (hex) for away alternate.
`away_is_active`	Boolean	Away team's is active.
`away_venue_id`	Int32	Unique identifier for away venue.
`away_logo`	String	Away team logo URL.
`away_score`	Int32	Away team score at the time of the play.
`away_winner`	Boolean	Away team's winner.
`away_linescores`	String	Period-by-period points for the away team, stringified from ESPN's linescores array.
`away_records`	String	Away team's records at game time (overall, home, away), stringified from ESPN.
`game_id`	Int32	Unique game identifier.
`season`	Int32	Season year.
`season_type`	Int32	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
`venue_address_state`	String	Venue address state / region.
`status_type_alt_detail`	String	Status type alt detail.
`game_json`	Boolean	Whether processed game JSON is available.
`game_json_url`	String	URL to the processed game JSON.
`game_date_time`	Datetime(time_unit='us', time_zone='America/New_York')	Game start date/time (ISO 8601).
`game_date`	Date	Game date (YYYY-MM-DD).
`PBP`	Boolean	Whether play-by-play data is available.
`team_box`	Boolean	Team box.
`player_box`	Boolean	Player box.

load_nba_schedule(seasons=2024)

`load_nba_team_boxscore`

Release: espn_nba_team_boxscores · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_team_boxscores/team_box_{season}.parquet

Returns

col_name	type	description
`game_id`	Int32	Unique game identifier.
`season`	Int32	Season year.
`season_type`	Int32	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
`game_date`	Date	Game date (YYYY-MM-DD).
`game_date_time`	Datetime(time_unit='us', time_zone='America/New_York')	Game start date/time (ISO 8601).
`team_id`	Int32	Unique team identifier.
`team_uid`	String	ESPN universal team identifier (UID format 's:40~l:...~t:...').
`team_slug`	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
`team_location`	String	Team city or location string.
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`team_display_name`	String	Full team display name.
`team_short_display_name`	String	Short team display name (e.g. 'Aces').
`team_color`	String	Team primary color (hex without leading '#').
`team_alternate_color`	String	Team alternate color (hex without leading '#').
`team_logo`	String	Team logo image URL.
`team_home_away`	String	Team home away.
`team_score`	Int32	Team's score / final score.
`team_winner`	Boolean	TRUE if the team won this game.
`assists`	Int32	Total assists.
`blocks`	Int32	Total blocks.
`defensive_rebounds`	Int32	Defensive rebounds.
`fast_break_points`	String	Fast-break points scored.
`field_goal_pct`	Float64	Field goal percentage (0-1).
`field_goals_made`	Int32	Field goals made (2-pt + 3-pt).
`field_goals_attempted`	Int32	Field goal attempts (2-pt + 3-pt).
`flagrant_fouls`	Int32	Total flagrant fouls.
`fouls`	Int32	Personal fouls.
`free_throw_pct`	Float64	Free throw percentage (0-1).
`free_throws_made`	Int32	Free throws made.
`free_throws_attempted`	Int32	Free throw attempts.
`largest_lead`	String	Largest lead during the game.
`offensive_rebounds`	Int32	Offensive rebounds.
`points_in_paint`	String	Points scored in the paint.
`steals`	Int32	Total steals.
`team_turnovers`	Int32	Team turnovers (turnovers credited to the team rather than a player).
`technical_fouls`	Int32	Total technical fouls.
`three_point_field_goal_pct`	Float64	Three-point field goal percentage (0-1).
`three_point_field_goals_made`	Int32	Three-point field goals made.
`three_point_field_goals_attempted`	Int32	Three-point field goal attempts.
`total_rebounds`	Int32	Total rebounds.
`total_technical_fouls`	Int32	Total technical fouls (player + team).
`total_turnovers`	Int32	Total turnovers (player + team).
`turnover_points`	String	Turnover points.
`turnovers`	Int32	Total turnovers.
`opponent_team_id`	Int32	Unique identifier for the opponent team.
`opponent_team_uid`	String	Opponent team uid.
`opponent_team_slug`	String	Opponent team slug.
`opponent_team_location`	String	Opponent team city / location.
`opponent_team_name`	String	Opponent team display name.
`opponent_team_abbreviation`	String	Opponent team abbreviation.
`opponent_team_display_name`	String	Opponent team full display name.
`opponent_team_short_display_name`	String	Opponent team short display name.
`opponent_team_color`	String	Opponent team primary color (hex).
`opponent_team_alternate_color`	String	Opponent team alternate color (hex).
`opponent_team_logo`	String	Opponent team logo URL.
`opponent_team_score`	Int32	Opponent team's score.
`lead_changes`	String	Lead changes.
`lead_percentage`	String	Percentage of the game the team held the lead, from ESPN's team box score stats.

load_nba_team_boxscore(seasons=2024)

`load_nba_game_rosters`

Release: espn_nba_game_rosters · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_game_rosters/game_rosters_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`game_id`	String	Unique game identifier.
`team_id`	Int32	Unique team identifier.
`team_slug`	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`team_display_name`	String	Full team display name.
`home_away`	String	Game venue label ('home' or 'away').
`athlete_id`	Int32	Unique athlete identifier (ESPN).
`athlete_uid`	String	ESPN athlete UID (universal identifier).
`athlete_guid`	String	ESPN athlete GUID.
`athlete_display_name`	String	Athlete display name (full).
`athlete_short_name`	String	Athlete short display name.
`athlete_first_name`	String	Player first name; `athlete_detail = TRUE` only.
`athlete_last_name`	String	Athlete last name.
`athlete_jersey`	String	Athlete jersey number.
`athlete_position`	String	Athlete position.
`athlete_headshot`	String	URL of the player's headshot image.
`starter`	Boolean	TRUE if the player was in the starting lineup; FALSE otherwise.
`did_not_play`	Boolean	TRUE if the player did not appear in the game.
`active`	Boolean	TRUE if the row represents an active record (player / team / season).
`ejected`	Boolean	TRUE if the player was ejected from the game.
`reason`	String	Reason.

load_nba_game_rosters(seasons=2002)

`load_nba_officials`

Release: espn_nba_officials · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_officials/officials_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`game_id`	Int32	Unique game identifier.
`official_full_name`	String	Full name of an on-court game official as ESPN publishes it in the summary gameInfo.officials array; it is identical to official_display_name in every released NBA row.
`official_display_name`	String	ESPN's display-form name for the official, falling back to the full name when ESPN omits it; it never diverges from official_full_name in the released NBA data.
`official_position`	String	ESPN's label for the official's assignment slot; the NBA summary feed only ever ships Referee, so this reads the same on every released row.
`official_position_id`	Int32	ESPN's numeric identifier for the official's assignment slot, constant at 40 (Referee) across every released NBA season.
`official_order`	Int32	The official's listing index within the game's crew as ESPN orders them, normally 1 through 3 for a three-person crew; a fourth entry appears in a small share of recent-season games and the sequence is not guaranteed to be gap-free.

load_nba_officials(seasons=2002)

`load_nba_shots`

Release: espn_nba_shots · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_shots/shots_{season}.parquet

Returns

col_name	type	description
`game_id`	Int32	Unique game identifier.
`season`	Int32	Season year.
`period_number`	Int32	Numeric period (1-4 for quarters; 5+ for OT).
`clock_display_value`	String	Game clock display string (e.g. '8:32').
`team_id`	Int32	Unique team identifier.
`athlete_id_1`	Int32	Primary athlete identifier (e.g. shooter).
`athlete_id_2`	Int32	Secondary athlete identifier (e.g. assister / fouler).
`type_id`	Int32	Type identifier (numeric).
`type_text`	String	Display text for the type field.
`scoring_play`	Boolean	TRUE if the play resulted in points scored.
`score_value`	Int32	Point value of the play (2 / 3 / 1).
`coordinate_x`	Float64	X coordinate on the court (half-court layout).
`coordinate_y`	Float64	Y coordinate on the court (half-court layout).
`coordinate_x_raw`	Float64	X coordinate as returned by the API before any adjustment.
`coordinate_y_raw`	Float64	Y coordinate as returned by the API before any adjustment.
`athlete_name_1`	String	Name of the shooter on the attempt.
`athlete_name_2`	String	Name of the secondary athlete on the attempt (e.g. the assister).
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`team_mascot`	String	Mascot (nickname) portion of the shooting team's name.
`team_abbrev`	String	Abbreviation for team.

load_nba_shots(seasons=2002)

`load_nba_standings`

Release: espn_nba_standings · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_standings/standings_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`group_id`	String	ESPN group id.
`group_name`	String	Group name (conference / division).
`group_abbreviation`	String	Group abbreviation.
`group_short_name`	String	ESPN's short name for the standings grouping the team sits in, read from the group node's shortName; the NBA standings payload supplies only the group name and abbreviation, so this is null throughout.
`team_id`	Int32	Unique team identifier.
`team_uid`	String	ESPN universal team identifier (UID format 's:40~l:...~t:...').
`team_slug`	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
`team_location`	String	Team city or location string.
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`team_display_name`	String	Full team display name.
`team_short_display_name`	String	Short team display name (e.g. 'Aces').
`team_color`	String	Team primary color (hex without leading '#').
`team_alternate_color`	String	Team alternate color (hex without leading '#').
`team_logo`	String	Team logo image URL.
`stat_name`	String	Stat key.
`stat_display_name`	String	Stat display name.
`stat_short_display_name`	String	Short human-readable stat name.
`stat_description`	String	ESPN's prose gloss for the standings statistic on this row; for the clincher stat it is not a fixed label but the team's actual status text, such as Clinched Playoff Berth or Eliminated From Playoff.
`stat_abbreviation`	String	ESPN's short code for the standings statistic, such as PCT, GB or OPP PPG; it is null for the four record-style splits (Home, Road, vs. Conf., vs. Div.), which ship no abbreviation.
`stat_type`	String	Stat type code (e.g. "win", "loss").
`display_value`	String	Display-formatted value.
`value`	Float64	Numeric or string value field.

load_nba_standings(seasons=2002)

`load_nba_player_season_stats`

Release: espn_nba_player_season_stats · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_player_season_stats/player_season_stats_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`athlete_id`	Int32	Unique athlete identifier (ESPN).
`athlete_display_name`	String	Athlete display name (full).
`athlete_position_abbreviation`	String	Athlete position abbreviation (G / F / C).
`athlete_jersey`	String	Athlete jersey number.
`team_id`	Int32	Unique team identifier.
`team_slug`	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
`team_display_name`	String	Full team display name.
`category`	String	Category label.
`stat_label`	String	Human-readable label of the statistic (e.g. 'At bats').
`stat_name`	String	Stat key.
`stat_display_name`	String	Stat display name.
`stat_description`	String	ESPN's prose definition of the statistic on this row, for example the ratio of field goals made to field goals attempted; for the paired Made-Attempted stats it is the two definitions joined with a hyphen.
`display_value`	String	Display-formatted value.
`value`	Float64	Numeric or string value field.

load_nba_player_season_stats(seasons=2025)

`load_nba_team_season_stats`

Release: espn_nba_team_season_stats · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_team_season_stats/team_season_stats_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`team_id`	Int32	Unique team identifier.
`team_slug`	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`team_display_name`	String	Full team display name.
`team_short_display_name`	String	Short team display name (e.g. 'Aces').
`team_color`	String	Team primary color (hex without leading '#').
`team_alternate_color`	String	Team alternate color (hex without leading '#').
`team_logo`	String	Team logo image URL.
`category`	String	Category label.
`stat_label`	String	Human-readable label of the statistic (e.g. 'At bats').
`stat_name`	String	Stat key.
`stat_display_name`	String	Stat display name.
`stat_description`	String	ESPN's prose definition of the team statistic on this row, for example the average number of assists a team records per turnover.
`display_value`	String	Display-formatted value.
`value`	Float64	Numeric or string value field.

load_nba_team_season_stats(seasons=2025)

`load_nba_draft`

Release: espn_nba_draft · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_draft/draft_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`round`	Int32	Tournament / playoff round.
`round_display_name`	String	ESPN's display label for the draft round a pick belongs to, read from the round object's displayName; the NBA payload supplies no round metadata, so this is null for every released season 2003 through 2025.
`pick`	Int32	Pick number within the round.
`overall_pick`	Int32	Overall pick.
`pick_traded`	String	ESPN's traded flag for the pick, carried through as a string rather than a boolean; every released NBA row reads FALSE, so it does not currently identify traded picks.
`pick_notes`	String	Free-text note ESPN can attach to a pick, read from the pick's notes or note field; the NBA draft payload never populates it, so it is null across all released seasons.
`athlete_id`	Int32	Unique athlete identifier (ESPN).
`athlete_uid`	String	ESPN athlete UID (universal identifier).
`athlete_guid`	String	ESPN athlete GUID.
`athlete_first_name`	String	Player first name; `athlete_detail = TRUE` only.
`athlete_last_name`	String	Athlete last name.
`athlete_full_name`	String	Drafted player full name.
`athlete_display_name`	String	Athlete display name (full).
`athlete_short_name`	String	Athlete short display name.
`athlete_height`	String	Athlete height.
`athlete_weight`	String	Athlete weight.
`athlete_position_abbreviation`	String	Athlete position abbreviation (G / F / C).
`athlete_position_name`	String	Athlete position ('Guard', 'Forward', 'Center').
`athlete_headshot_href`	String	Athlete headshot image URL.
`college_id`	Int32	Unique identifier for college.
`college_name`	String	College / pre-draft team.
`college_short_name`	String	College short name.
`college_abbreviation`	String	Abbreviation of the drafted player's college taken from the pick's nested college block; the ESPN NBA draft feed omits that block entirely, so this and the other college columns are null throughout.
`team_id`	Int32	Unique team identifier.
`team_uid`	String	ESPN universal team identifier (UID format 's:40~l:...~t:...').
`team_slug`	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
`team_location`	String	Team city or location string.
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`team_display_name`	String	Full team display name.
`team_short_display_name`	String	Short team display name (e.g. 'Aces').
`team_color`	String	Team primary color (hex without leading '#').
`team_alternate_color`	String	Team alternate color (hex without leading '#').
`team_logo`	String	Team logo image URL.

load_nba_draft(seasons=2025)

`load_nba_rosters`

Release: espn_nba_rosters · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_rosters/rosters_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`team_id`	Int32	Unique team identifier.
`team_slug`	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`team_display_name`	String	Full team display name.
`team_short_display_name`	String	Short team display name (e.g. 'Aces').
`team_color`	String	Team primary color (hex without leading '#').
`team_alternate_color`	String	Team alternate color (hex without leading '#').
`team_logo`	String	Team logo image URL.
`athlete_id`	String	Unique athlete identifier (ESPN).
`uid`	String	ESPN UID string.
`guid`	String	Stable cross-league team GUID.
`full_name`	String	Player's full name.
`display_name`	String	Display name.
`short_name`	String	Short display name.
`first_name`	String	Player's first name.
`last_name`	String	Player's last name.
`jersey`	String	Jersey number worn by the player.
`position_abbreviation`	String	Position abbreviation ('G' / 'F' / 'C').
`position_name`	String	Listed roster position ('Guard', 'Forward', 'Center').
`position_id`	String	Unique position identifier.
`height`	String	Player height (string e.g. '6-2' or inches).
`weight`	String	Player weight in pounds.
`age`	String	Player age (in years).
`date_of_birth`	String	Date of birth (YYYY-MM-DD).
`birth_place_city`	String	Birth place city.
`birth_place_state`	String	Birth place state.
`birth_place_country`	String	Birth place country.
`experience_years`	String	Experience years.
`experience_display_value`	String	Experience display value.
`headshot_href`	String	Headshot image URL.
`headshot_alt`	String	Alternative-text label for the headshot.
`link_web`	String	Web link / URL.
`status_id`	String	Status identifier.
`status_name`	String	Status label.
`status_type`	String	Status type.

load_nba_rosters(seasons=2025)

`load_nba_stats_schedules`

Release: nba_stats_schedules · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_schedules/nba_schedule_{season + 1}.parquet

Returns

col_name	type	description
`game_id`	String	Unique game identifier.
`season`	Int64	Season year.
`season_type`	String	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
`game_date`	String	Game date (YYYY-MM-DD).
`matchup`	String	Matchup.
`home_team_id`	Int64	Unique identifier for the home team.
`home_team_abbreviation`	String	Home team abbreviation; `team_detail = TRUE` only.
`home_team_name`	String	Home team name.
`home_pts`	Int64	Final points scored by the home team.
`home_wl`	String	Home team's result for the game (W or L).
`away_team_id`	Int64	Unique identifier for the away team.
`away_team_abbreviation`	String	Away team abbreviation; `team_detail = TRUE` only.
`away_team_name`	String	Away team name.
`away_pts`	Int64	Final points scored by the away team.
`away_wl`	String	Away team's result for the game (W or L).

load_nba_stats_schedules(seasons=2025)

`load_nba_stats_coaches`

Release: nba_stats_coaches · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_coaches/coaches_{season + 1}.parquet

Returns

col_name	type	description
`team_id`	Int64	Unique team identifier.
`season`	Int32	Season year.
`coach_id`	Int64	ESPN coach id.
`first_name`	String	Player's first name.
`last_name`	String	Player's last name.
`coach_name`	String	Coach's full name.
`is_assistant`	Int64	Numeric flag from the NBA Stats API distinguishing assistants from head coaches.
`coach_type`	String	Coach role description (e.g. "Head Coach", "Assistant Coach").
`sort_sequence`	Int64	Sort order of the coach within the team's staff listing.
`sub_sort_sequence`	Int64	Secondary sort order within the coach type.
`season_type`	String	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).

load_nba_stats_coaches(seasons=2025)

`load_nba_stats_game_rosters`

Release: nba_stats_game_rosters · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_game_rosters/game_rosters_{season + 1}.parquet

Returns

col_name	type	description
`player_id`	Int64	Unique player identifier.
`first_name`	String	Player's first name.
`last_name`	String	Player's last name.
`jersey_num`	String	Jersey number worn by the player.
`team_id`	Int64	Unique team identifier.
`team_city`	String	Team city or region (e.g. 'Las Vegas').
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`season`	Int32	Season year.
`game_id`	String	Unique game identifier.

load_nba_stats_game_rosters(seasons=2025)

`load_nba_stats_lineups`

Release: nba_stats_lineups · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_lineups/lineups_{season + 1}.parquet

Returns

col_name	type	description
`group_set`	String	Lineup grouping label from the NBA Stats API (e.g. "Lineups").
`group_id`	String	ESPN group id.
`group_name`	String	Group name (conference / division).
`team_id`	Int64	Unique team identifier.
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`gp`	Int64	Games played.
`w`	Int64	Wins.
`l`	Int64	Losses.
`w_pct`	Float64	Wins percentage (0-1 decimal).
`min`	Float64	Minutes played.
`e_off_rating`	Float64	Estimated offensive rating (NBA Stats estimated-metrics family) over the split.
`off_rating`	Float64	Offensive rating (points scored per 100 possessions) over the split.
`e_def_rating`	Float64	Estimated defensive rating (NBA Stats estimated-metrics family) over the split.
`def_rating`	Float64	Defensive rating (points allowed per 100 possessions) over the split.
`e_net_rating`	Float64	Estimated net rating (NBA Stats estimated-metrics family) over the split.
`net_rating`	Float64	Net rating (off rating - def rating).
`ast_pct`	Float64	Assist percentage.
`ast_to`	Float64	Assist-to-turnover ratio over the split.
`ast_ratio`	Float64	Assist ratio (assists per 100 possessions used) over the split.
`oreb_pct`	Float64	Offensive rebound percentage over the split, as a decimal.
`dreb_pct`	Float64	Defensive rebound percentage over the split, as a decimal.
`reb_pct`	Float64	Total rebound percentage over the split, as a decimal.
`tm_tov_pct`	Float64	Team turnover percentage (turnovers per 100 possessions) over the split, as a decimal.
`efg_pct`	Float64	Effective field goal percentage over the split, as a decimal.
`ts_pct`	Float64	True shooting percentage (0-1).
`e_pace`	Float64	Estimated pace (NBA Stats estimated-metrics family) over the split.
`pace`	Float64	Possessions per 48 minutes.
`pace_per40`	Float64	Pace per40.
`poss`	Int64	Poss.
`pie`	Float64	Player Impact Estimate (0-1).
`gp_rank`	Int64	League rank of the row's games played for the season and split.
`w_rank`	Int64	League rank of the row's wins for the season and split.
`l_rank`	Int64	League rank of the row's losses for the season and split.
`w_pct_rank`	Int64	League rank of the row's win percentage for the season and split.
`min_rank`	Int64	League rank of the row's minutes played for the season and split.
`off_rating_rank`	Int64	League rank of the row's offensive rating (points scored per 100 possessions) for the season and split.
`def_rating_rank`	Int64	League rank of the row's defensive rating (points allowed per 100 possessions) for the season and split.
`net_rating_rank`	Int64	League rank of the row's net rating (offensive minus defensive rating) for the season and split.
`ast_pct_rank`	Int64	League rank of the row's assist percentage (share of teammate field goals assisted while on the floor) for the season and split.
`ast_to_rank`	Int64	League rank of the row's assist-to-turnover ratio for the season and split.
`ast_ratio_rank`	Int64	League rank of the row's assist ratio (assists per 100 possessions used) for the season and split.
`oreb_pct_rank`	Int64	League rank of the row's offensive rebound percentage for the season and split.
`dreb_pct_rank`	Int64	League rank of the row's defensive rebound percentage for the season and split.
`reb_pct_rank`	Int64	League rank of the row's total rebound percentage for the season and split.
`tm_tov_pct_rank`	Int64	League rank of the row's team turnover percentage (turnovers per 100 possessions) for the season and split.
`efg_pct_rank`	Int64	League rank of the row's effective field goal percentage for the season and split.
`ts_pct_rank`	Int64	League rank of the row's true shooting percentage for the season and split.
`pace_rank`	Int64	League rank of the row's pace (possessions per 48 minutes) for the season and split.
`pie_rank`	Int64	League rank of the row's Player Impact Estimate (PIE, the NBA Stats catch-all impact metric) for the season and split.
`sum_time_played`	Int64	Total time the five-man lineup was on the floor across the split.
`season`	Int32	Season year.
`season_type`	String	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
`measure_type`	String	NBA Stats measure type the row was pulled from (e.g. Base, Advanced, Misc, Scoring, Opponent, Usage, Defense).
`per_mode`	String	NBA Stats per-mode of the row values (e.g. Totals, PerGame, Per100Possessions).
`fgm`	Float64	Field goals made.
`fga`	Float64	Field goal attempts.
`fg_pct`	Float64	Field goal percentage (0-1).
`fg3m`	Float64	Three-point field goals made.
`fg3a`	Float64	Three-point field goal attempts.
`fg3_pct`	Float64	Three-point field goal percentage (0-1).
`ftm`	Float64	Free throws made.
`fta`	Float64	Free throw attempts.
`ft_pct`	Float64	Free throw percentage (0-1).
`oreb`	Float64	Offensive rebounds.
`dreb`	Float64	Defensive rebounds.
`reb`	Float64	Rebounds per game.
`ast`	Float64	Assists.
`tov`	Float64	Turnovers.
`stl`	Float64	Steals.
`blk`	Float64	Blocks.
`blka`	Float64	Shot attempts blocked by opponents (blocks against).
`pf`	Float64	Personal fouls.
`pfd`	Float64	Personal fouls drawn.
`pts`	Float64	Points scored.
`plus_minus`	Float64	Plus/minus point differential while on court.
`fgm_rank`	Int64	League rank of the row's field goals made for the season and split.
`fga_rank`	Int64	League rank of the row's field goals attempted for the season and split.
`fg_pct_rank`	Int64	League rank of the row's field goal percentage for the season and split.
`fg3m_rank`	Int64	League rank of the row's three-point field goals made for the season and split.
`fg3a_rank`	Int64	League rank of the row's three-point field goals attempted for the season and split.
`fg3_pct_rank`	Int64	League rank of the row's three-point field goal percentage for the season and split.
`ftm_rank`	Int64	League rank of the row's free throws made for the season and split.
`fta_rank`	Int64	League rank of the row's free throws attempted for the season and split.
`ft_pct_rank`	Int64	League rank of the row's free throw percentage for the season and split.
`oreb_rank`	Int64	League rank of the row's offensive rebounds for the season and split.
`dreb_rank`	Int64	League rank of the row's defensive rebounds for the season and split.
`reb_rank`	Int64	League rank of the row's total rebounds for the season and split.
`ast_rank`	Int64	League rank of the row's assists for the season and split.
`tov_rank`	Int64	League rank of the row's turnovers for the season and split.
`stl_rank`	Int64	League rank of the row's steals for the season and split.
`blk_rank`	Int64	League rank of the row's blocked shots for the season and split.
`blka_rank`	Int64	League rank of the row's shot attempts blocked by opponents (blocks against) for the season and split.
`pf_rank`	Int64	League rank of the row's personal fouls committed for the season and split.
`pfd_rank`	Int64	League rank of the row's personal fouls drawn for the season and split.
`pts_rank`	Int64	League rank of the row's points scored for the season and split.
`plus_minus_rank`	Int64	League rank of the row's plus-minus point differential while on the floor for the season and split.
`pts_off_tov`	Float64	Points scored off opponent turnovers over the split.
`pts_2nd_chance`	Float64	Second-chance points over the split.
`pts_fb`	Float64	Fast-break points over the split.
`pts_paint`	Float64	Points in the paint over the split.
`opp_pts_off_tov`	Float64	Opponent points scored off opponent turnovers allowed over the split.
`opp_pts_2nd_chance`	Float64	Opponent second-chance points allowed over the split.
`opp_pts_fb`	Float64	Opponent fast-break points allowed over the split.
`opp_pts_paint`	Float64	Opponent points in the paint allowed over the split.
`pts_off_tov_rank`	Int64	League rank of the row's points scored off opponent turnovers for the season and split.
`pts_2nd_chance_rank`	Int64	League rank of the row's second-chance points for the season and split.
`pts_fb_rank`	Int64	League rank of the row's fast-break points for the season and split.
`pts_paint_rank`	Int64	League rank of the row's points in the paint for the season and split.
`opp_pts_off_tov_rank`	Int64	League rank of the row's opponent points scored off opponent turnovers for the season and split.
`opp_pts_2nd_chance_rank`	Int64	League rank of the row's opponent second-chance points for the season and split.
`opp_pts_fb_rank`	Int64	League rank of the row's opponent fast-break points for the season and split.
`opp_pts_paint_rank`	Int64	League rank of the row's opponent points in the paint for the season and split.
`opp_fgm`	Float64	Opponent field goals made allowed over the split.
`opp_fga`	Float64	Opponent field goals attempted allowed over the split.
`opp_fg_pct`	Float64	Opponent field goal percentage allowed over the split.
`opp_fg3m`	Float64	Opponent three-point field goals made allowed over the split.
`opp_fg3a`	Float64	Opponent three-point field goals attempted allowed over the split.
`opp_fg3_pct`	Float64	Opponent three-point field goal percentage allowed over the split.
`opp_ftm`	Float64	Opponent free throws made allowed over the split.
`opp_fta`	Float64	Opponent free throws attempted allowed over the split.
`opp_ft_pct`	Float64	Opponent free throw percentage allowed over the split.
`opp_oreb`	Float64	Opponent offensive rebounds allowed over the split.
`opp_dreb`	Float64	Opponent defensive rebounds allowed over the split.
`opp_reb`	Float64	Opponent total rebounds allowed over the split.
`opp_ast`	Float64	Opponent assists allowed over the split.
`opp_tov`	Float64	Opponent turnovers allowed over the split.
`opp_stl`	Float64	Opponent steals allowed over the split.
`opp_blk`	Float64	Opponent blocked shots allowed over the split.
`opp_blka`	Float64	Opponent shot attempts blocked by opponents (blocks against) allowed over the split.
`opp_pf`	Float64	Opponent personal fouls committed allowed over the split.
`opp_pfd`	Float64	Opponent personal fouls drawn allowed over the split.
`opp_pts`	Float64	Opponent points.
`opp_fgm_rank`	Int64	League rank of the row's opponent field goals made for the season and split.
`opp_fga_rank`	Int64	League rank of the row's opponent field goals attempted for the season and split.
`opp_fg_pct_rank`	Int64	League rank of the row's opponent field goal percentage for the season and split.
`opp_fg3m_rank`	Int64	League rank of the row's opponent three-point field goals made for the season and split.
`opp_fg3a_rank`	Int64	League rank of the row's opponent three-point field goals attempted for the season and split.
`opp_fg3_pct_rank`	Int64	League rank of the row's opponent three-point field goal percentage for the season and split.
`opp_ftm_rank`	Int64	League rank of the row's opponent free throws made for the season and split.
`opp_fta_rank`	Int64	League rank of the row's opponent free throws attempted for the season and split.
`opp_ft_pct_rank`	Int64	League rank of the row's opponent free throw percentage for the season and split.
`opp_oreb_rank`	Int64	League rank of the row's opponent offensive rebounds for the season and split.
`opp_dreb_rank`	Int64	League rank of the row's opponent defensive rebounds for the season and split.
`opp_reb_rank`	Int64	League rank of the row's opponent total rebounds for the season and split.
`opp_ast_rank`	Int64	League rank of the row's opponent assists for the season and split.
`opp_tov_rank`	Int64	League rank of the row's opponent turnovers for the season and split.
`opp_stl_rank`	Int64	League rank of the row's opponent steals for the season and split.
`opp_blk_rank`	Int64	League rank of the row's opponent blocked shots for the season and split.
`opp_blka_rank`	Int64	League rank of the row's opponent shot attempts blocked by opponents (blocks against) for the season and split.
`opp_pf_rank`	Int64	League rank of the row's opponent personal fouls committed for the season and split.
`opp_pfd_rank`	Int64	League rank of the row's opponent personal fouls drawn for the season and split.
`opp_pts_rank`	Int64	League rank of the row's opponent points scored for the season and split.
`pct_fga_2pt`	Float64	Share of field goal attempts taken as two-pointers, as a decimal.
`pct_fga_3pt`	Float64	Share of field goal attempts taken as three-pointers, as a decimal.
`pct_pts_2pt`	Float64	Share of points scored on two-point field goals, as a decimal.
`pct_pts_2pt_mr`	Float64	Share of points scored on mid-range two-pointers, as a decimal.
`pct_pts_3pt`	Float64	Share of points scored on three-pointers, as a decimal.
`pct_pts_fb`	Float64	Share of points scored on fast breaks, as a decimal.
`pct_pts_ft`	Float64	Share of points scored at the free throw line, as a decimal.
`pct_pts_off_tov`	Float64	Share of points scored off opponent turnovers, as a decimal.
`pct_pts_paint`	Float64	Share of points scored in the paint, as a decimal.
`pct_ast_2pm`	Float64	Percentage of made two-pointers that were assisted, as a decimal.
`pct_uast_2pm`	Float64	Percentage of made two-pointers that were unassisted, as a decimal.
`pct_ast_3pm`	Float64	Percentage of made three-pointers that were assisted, as a decimal.
`pct_uast_3pm`	Float64	Percentage of made three-pointers that were unassisted, as a decimal.
`pct_ast_fgm`	Float64	Percentage of made field goals that were assisted, as a decimal.
`pct_uast_fgm`	Float64	Percentage of made field goals that were unassisted, as a decimal.
`pct_fga_2pt_rank`	Int64	League rank of the row's share of field goal attempts taken as two-pointers for the season and split.
`pct_fga_3pt_rank`	Int64	League rank of the row's share of field goal attempts taken as three-pointers for the season and split.
`pct_pts_2pt_rank`	Int64	League rank of the row's share of points scored on two-point field goals for the season and split.
`pct_pts_2pt_mr_rank`	Int64	League rank of the row's share of points scored on mid-range two-pointers for the season and split.
`pct_pts_3pt_rank`	Int64	League rank of the row's share of points scored on three-pointers for the season and split.
`pct_pts_fb_rank`	Int64	League rank of the row's share of points scored on fast breaks for the season and split.
`pct_pts_ft_rank`	Int64	League rank of the row's share of points scored at the free throw line for the season and split.
`pct_pts_off_tov_rank`	Int64	League rank of the row's share of points scored off opponent turnovers for the season and split.
`pct_pts_paint_rank`	Int64	League rank of the row's share of points scored in the paint for the season and split.
`pct_ast_2pm_rank`	Int64	League rank of the row's percentage of made two-pointers that were assisted for the season and split.
`pct_uast_2pm_rank`	Int64	League rank of the row's percentage of made two-pointers that were unassisted for the season and split.
`pct_ast_3pm_rank`	Int64	League rank of the row's percentage of made three-pointers that were assisted for the season and split.
`pct_uast_3pm_rank`	Int64	League rank of the row's percentage of made three-pointers that were unassisted for the season and split.
`pct_ast_fgm_rank`	Int64	League rank of the row's percentage of made field goals that were assisted for the season and split.
`pct_uast_fgm_rank`	Int64	League rank of the row's percentage of made field goals that were unassisted for the season and split.

load_nba_stats_lineups(seasons=2025)

`load_nba_stats_lineups_v3`

Release: nba_stats_game_lineups · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_game_lineups/nba_lineups_{season + 1}.parquet

Returns

col_name	type	description
`game_id`	String	Unique game identifier.
`action_number`	Int64	Sequential action number within a game (V3 PBP).
`period`	Int64	Period of the game (1-4 quarters; 5+ for OT).
`home_player_1`	Int64	NBA Stats player id of the home on-court player 1 of 5 for the row.
`home_player_2`	Int64	NBA Stats player id of the home on-court player 2 of 5 for the row.
`home_player_3`	Int64	NBA Stats player id of the home on-court player 3 of 5 for the row.
`home_player_4`	Int64	NBA Stats player id of the home on-court player 4 of 5 for the row.
`home_player_5`	Int64	NBA Stats player id of the home on-court player 5 of 5 for the row.
`away_player_1`	Int64	NBA Stats player id of the away on-court player 1 of 5 for the row.
`away_player_2`	Int64	NBA Stats player id of the away on-court player 2 of 5 for the row.
`away_player_3`	Int64	NBA Stats player id of the away on-court player 3 of 5 for the row.
`away_player_4`	Int64	NBA Stats player id of the away on-court player 4 of 5 for the row.
`away_player_5`	Int64	NBA Stats player id of the away on-court player 5 of 5 for the row.
`season`	Int64	Season year.

load_nba_stats_lineups_v3(seasons=2025)

`load_nba_stats_officials`

Release: nba_stats_officials · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_officials/officials_{season + 1}.parquet

Returns

col_name	type	description
`official_id`	Int64	Unique official / referee identifier.
`first_name`	String	Player's first name.
`last_name`	String	Player's last name.
`jersey_num`	String	Jersey number worn by the player.
`season`	Int32	Season year.
`game_id`	String	Unique game identifier.

load_nba_stats_officials(seasons=2025)

`load_nba_stats_pbp`

Release: nba_stats_pbp · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_pbp/nba_play_by_play_{season + 1}.parquet

Returns

col_name	type	description
`order_index`	Int64	Stable within-game ordering index for events after pbpstats-style reordering of the raw feed.
`action_number`	Int64	Sequential action number within a game (V3 PBP).
`clock`	String	Game clock value.
`period`	Int64	Period of the game (1-4 quarters; 5+ for OT).
`team_id`	Int64	Unique team identifier.
`team_tricode`	String	Three-letter team code (e.g. 'LAS' / 'NYL').
`person_id`	Int64	Unique player identifier (V3 endpoints).
`player_name`	String	Player name.
`player_name_i`	String	Player name i.
`x_legacy`	Int64	V2-format X coordinate (preserved for V3-to-V2 compatibility).
`y_legacy`	Int64	V2-format Y coordinate (preserved for V3-to-V2 compatibility).
`shot_distance`	Int64	Shot distance from the basket, in feet.
`shot_result`	String	Shot result ('Made' / 'Missed').
`is_field_goal`	Int64	1 if the action was a field goal; 0 otherwise.
`score_home`	String	Score home.
`score_away`	String	Score away.
`points_total`	Int64	Running total of points scored.
`location`	String	Location.
`description`	String	Long-form description text.
`action_type`	String	Action type label (e.g. 'Made Shot', 'Substitution').
`sub_type`	String	Action sub-type label.
`video_available`	Int64	Video available.
`shot_value`	Int64	Point value of the shot (2 or 3).
`action_id`	Int64	Unique action identifier within a game (V3 PBP).
`game_id`	String	Unique game identifier.
`seconds_remaining`	Float64	Seconds remaining in the period.
`event_type`	String	Event / play type code (V2 PBP).
`is_made_shot`	Boolean	Whether the event is a made field goal.
`is_missed_shot`	Boolean	Whether the event is a missed field goal.
`is_free_throw`	Boolean	Whether the event is a free throw attempt.
`is_rebound`	Boolean	Whether the event is a rebound.
`is_turnover`	Boolean	`TRUE` if the play was a turnover.
`is_foul`	Boolean	Whether the event is a foul.
`is_substitution`	Boolean	Whether the event is a substitution.
`is_jump_ball`	Boolean	Whether the event is a jump ball.
`is_timeout`	Boolean	Whether the event is a timeout.
`is_period`	Boolean	Whether the event is a period start or end marker.
`possession_number`	Int64	Possession number.
`off_player_1`	Int64	NBA Stats player id of offensive on-court player 1 of 5 during the event.
`off_player_2`	Int64	NBA Stats player id of offensive on-court player 2 of 5 during the event.
`off_player_3`	Int64	NBA Stats player id of offensive on-court player 3 of 5 during the event.
`off_player_4`	Int64	NBA Stats player id of offensive on-court player 4 of 5 during the event.
`off_player_5`	Int64	NBA Stats player id of offensive on-court player 5 of 5 during the event.
`def_player_1`	Int64	NBA Stats player id of defensive on-court player 1 of 5 during the event.
`def_player_2`	Int64	NBA Stats player id of defensive on-court player 2 of 5 during the event.
`def_player_3`	Int64	NBA Stats player id of defensive on-court player 3 of 5 during the event.
`def_player_4`	Int64	NBA Stats player id of defensive on-court player 4 of 5 during the event.
`def_player_5`	Int64	NBA Stats player id of defensive on-court player 5 of 5 during the event.
`season`	Int64	Season year.

load_nba_stats_pbp(seasons=2025)

`load_nba_stats_possessions`

Release: nba_stats_possessions · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_possessions/nba_possessions_{season + 1}.parquet

Returns

col_name	type	description
`game_id`	String	Unique game identifier.
`period`	Int64	Period of the game (1-4 quarters; 5+ for OT).
`possession_number`	Int64	Possession number.
`offense_team_id`	Int64	Unique identifier for offense team.
`defense_team_id`	Int64	NBA Stats team id of the defending team for the possession.
`start_order_index`	Int64	order_index of the play-by-play event that starts the possession.
`end_order_index`	Int64	order_index of the play-by-play event that ends the possession.
`start_seconds_remaining`	Float64	Seconds remaining in the period when the possession started.
`end_seconds_remaining`	Float64	Seconds remaining in the period when the possession ended.
`points`	Int64	Points scored.
`is_second_chance`	Boolean	Whether the row is a second-chance continuation following an offensive rebound.
`number_in_period`	Int64	Sequential possession number for the offense within the period.
`possession_start_type`	String	How the possession began (e.g. off a made shot, defensive rebound, turnover, or period start).
`count_as_possession`	Boolean	Whether the row counts as a true possession for per-possession rate stats.
`fg2a`	Int64	Two-point field goal attempts during the possession.
`fg2m`	Int64	Two-point field goals made during the possession.
`fg3a`	Int64	Three-point field goal attempts.
`fg3m`	Int64	Three-point field goals made.
`fta`	Int64	Free throw attempts.
`ftm`	Int64	Free throws made.
`oreb`	Int64	Offensive rebounds.
`dreb`	Int64	Defensive rebounds.
`tov`	Int64	Turnovers.
`off_player_1`	Int64	NBA Stats player id of offensive on-court player 1 of 5 for the possession.
`off_player_2`	Int64	NBA Stats player id of offensive on-court player 2 of 5 for the possession.
`off_player_3`	Int64	NBA Stats player id of offensive on-court player 3 of 5 for the possession.
`off_player_4`	Int64	NBA Stats player id of offensive on-court player 4 of 5 for the possession.
`off_player_5`	Int64	NBA Stats player id of offensive on-court player 5 of 5 for the possession.
`def_player_1`	Int64	NBA Stats player id of defensive on-court player 1 of 5 for the possession.
`def_player_2`	Int64	NBA Stats player id of defensive on-court player 2 of 5 for the possession.
`def_player_3`	Int64	NBA Stats player id of defensive on-court player 3 of 5 for the possession.
`def_player_4`	Int64	NBA Stats player id of defensive on-court player 4 of 5 for the possession.
`def_player_5`	Int64	NBA Stats player id of defensive on-court player 5 of 5 for the possession.
`lineup_source`	String	Provenance of the on-court lineup identification for the row (how the five-man units were resolved).
`season`	Int64	Season year.

load_nba_stats_possessions(seasons=2025)

`load_nba_stats_game_lineups`

Release: nba_stats_game_lineups · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_game_lineups/nba_lineups_{season + 1}.parquet

Returns

col_name	type	description
`game_id`	String	Unique game identifier.
`action_number`	Int64	Sequential action number within a game (V3 PBP).
`period`	Int64	Period of the game (1-4 quarters; 5+ for OT).
`home_player_1`	Int64	NBA Stats player id of the home on-court player 1 of 5 for the row.
`home_player_2`	Int64	NBA Stats player id of the home on-court player 2 of 5 for the row.
`home_player_3`	Int64	NBA Stats player id of the home on-court player 3 of 5 for the row.
`home_player_4`	Int64	NBA Stats player id of the home on-court player 4 of 5 for the row.
`home_player_5`	Int64	NBA Stats player id of the home on-court player 5 of 5 for the row.
`away_player_1`	Int64	NBA Stats player id of the away on-court player 1 of 5 for the row.
`away_player_2`	Int64	NBA Stats player id of the away on-court player 2 of 5 for the row.
`away_player_3`	Int64	NBA Stats player id of the away on-court player 3 of 5 for the row.
`away_player_4`	Int64	NBA Stats player id of the away on-court player 4 of 5 for the row.
`away_player_5`	Int64	NBA Stats player id of the away on-court player 5 of 5 for the row.
`season`	Int64	Season year.

load_nba_stats_game_lineups(seasons=2025)

`load_nba_stats_pbp_v3`

Release: nba_stats_pbp · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_pbp/nba_play_by_play_{season + 1}.parquet

Returns

col_name	type	description
`order_index`	Int64	Stable within-game ordering index for events after pbpstats-style reordering of the raw feed.
`action_number`	Int64	Sequential action number within a game (V3 PBP).
`clock`	String	Game clock value.
`period`	Int64	Period of the game (1-4 quarters; 5+ for OT).
`team_id`	Int64	Unique team identifier.
`team_tricode`	String	Three-letter team code (e.g. 'LAS' / 'NYL').
`person_id`	Int64	Unique player identifier (V3 endpoints).
`player_name`	String	Player name.
`player_name_i`	String	Player name i.
`x_legacy`	Int64	V2-format X coordinate (preserved for V3-to-V2 compatibility).
`y_legacy`	Int64	V2-format Y coordinate (preserved for V3-to-V2 compatibility).
`shot_distance`	Int64	Shot distance from the basket, in feet.
`shot_result`	String	Shot result ('Made' / 'Missed').
`is_field_goal`	Int64	1 if the action was a field goal; 0 otherwise.
`score_home`	String	Score home.
`score_away`	String	Score away.
`points_total`	Int64	Running total of points scored.
`location`	String	Location.
`description`	String	Long-form description text.
`action_type`	String	Action type label (e.g. 'Made Shot', 'Substitution').
`sub_type`	String	Action sub-type label.
`video_available`	Int64	Video available.
`shot_value`	Int64	Point value of the shot (2 or 3).
`action_id`	Int64	Unique action identifier within a game (V3 PBP).
`game_id`	String	Unique game identifier.
`seconds_remaining`	Float64	Seconds remaining in the period.
`event_type`	String	Event / play type code (V2 PBP).
`is_made_shot`	Boolean	Whether the event is a made field goal.
`is_missed_shot`	Boolean	Whether the event is a missed field goal.
`is_free_throw`	Boolean	Whether the event is a free throw attempt.
`is_rebound`	Boolean	Whether the event is a rebound.
`is_turnover`	Boolean	`TRUE` if the play was a turnover.
`is_foul`	Boolean	Whether the event is a foul.
`is_substitution`	Boolean	Whether the event is a substitution.
`is_jump_ball`	Boolean	Whether the event is a jump ball.
`is_timeout`	Boolean	Whether the event is a timeout.
`is_period`	Boolean	Whether the event is a period start or end marker.
`possession_number`	Int64	Possession number.
`off_player_1`	Int64	NBA Stats player id of offensive on-court player 1 of 5 during the event.
`off_player_2`	Int64	NBA Stats player id of offensive on-court player 2 of 5 during the event.
`off_player_3`	Int64	NBA Stats player id of offensive on-court player 3 of 5 during the event.
`off_player_4`	Int64	NBA Stats player id of offensive on-court player 4 of 5 during the event.
`off_player_5`	Int64	NBA Stats player id of offensive on-court player 5 of 5 during the event.
`def_player_1`	Int64	NBA Stats player id of defensive on-court player 1 of 5 during the event.
`def_player_2`	Int64	NBA Stats player id of defensive on-court player 2 of 5 during the event.
`def_player_3`	Int64	NBA Stats player id of defensive on-court player 3 of 5 during the event.
`def_player_4`	Int64	NBA Stats player id of defensive on-court player 4 of 5 during the event.
`def_player_5`	Int64	NBA Stats player id of defensive on-court player 5 of 5 during the event.
`season`	Int64	Season year.

load_nba_stats_pbp_v3(seasons=2025)

`load_nba_stats_player_boxscores`

Release: nba_stats_player_boxscores · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_player_boxscores/player_boxscores_{season + 1}.parquet

Returns

col_name	type	description
`team_id`	Int64	Unique team identifier.
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`team_tricode`	String	Three-letter team code (e.g. 'LAS' / 'NYL').
`side`	String	Side label (e.g. 'home', 'away', or 'overUnder').
`person_id`	Int64	Unique player identifier (V3 endpoints).
`first_name`	String	Player's first name.
`family_name`	String	Player's family / last name.
`name_i`	String	Initialed name (e.g. 'A. Wilson').
`player_slug`	String	URL-safe player identifier.
`position`	String	Listed roster position (G, F, C, etc.).
`comment`	String	Player status / inactive reason (e.g. 'DNP - Coach's Decision', 'Inactive').
`jersey_num`	String	Jersey number worn by the player.
`minutes`	String	Minutes played, formatted MM:SS (V3 PT-duration parsed) or decimal minutes (V2).
`field_goals_made`	Int64	Field goals made (2-pt + 3-pt).
`field_goals_attempted`	Int64	Field goal attempts (2-pt + 3-pt).
`field_goals_percentage`	Float64	Field goal percentage (0-1 decimal).
`three_pointers_made`	Int64	Three-point field goals made.
`three_pointers_attempted`	Int64	Three-point field goal attempts.
`three_pointers_percentage`	Float64	Three-point field goal percentage (0-1 decimal).
`free_throws_made`	Int64	Free throws made.
`free_throws_attempted`	Int64	Free throw attempts.
`free_throws_percentage`	Float64	Free throw percentage (0-1 decimal).
`rebounds_offensive`	Int64	Offensive rebounds.
`rebounds_defensive`	Int64	Defensive rebounds.
`rebounds_total`	Int64	Total rebounds.
`assists`	Int64	Total assists.
`steals`	Int64	Total steals.
`blocks`	Int64	Total blocks.
`turnovers`	Int64	Total turnovers.
`fouls_personal`	Int64	Personal fouls.
`points`	Int64	Points scored.
`plus_minus_points`	Float64	Plus/minus point differential while on court.
`game_id`	String	Unique game identifier.
`season`	Int32	Season year.

load_nba_stats_player_boxscores(seasons=2025)

`load_nba_stats_player_game_logs`

Release: nba_stats_player_game_logs · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_player_game_logs/player_game_logs_{season + 1}.parquet

Returns

col_name	type	description
`season_id`	String	Unique season identifier.
`team_id`	Int64	Unique team identifier.
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`game_id`	String	Unique game identifier.
`game_date`	String	Game date (YYYY-MM-DD).
`matchup`	String	Matchup.
`wl`	String	Wl.
`min`	Int64	Minutes played.
`fgm`	Int64	Field goals made.
`fga`	Int64	Field goal attempts.
`fg_pct`	Float64	Field goal percentage (0-1).
`fg3m`	Int64	Three-point field goals made.
`fg3a`	Int64	Three-point field goal attempts.
`fg3_pct`	Float64	Three-point field goal percentage (0-1).
`ftm`	Int64	Free throws made.
`fta`	Int64	Free throw attempts.
`ft_pct`	Float64	Free throw percentage (0-1).
`oreb`	Int64	Offensive rebounds.
`dreb`	Int64	Defensive rebounds.
`reb`	Int64	Rebounds per game.
`ast`	Int64	Assists.
`stl`	Int64	Steals.
`blk`	Int64	Blocks.
`tov`	Int64	Turnovers.
`pf`	Int64	Personal fouls.
`pts`	Int64	Points scored.
`plus_minus`	Int64	Plus/minus point differential while on court.
`video_available`	Int64	Video available.
`season`	Int32	Season year.
`season_type`	String	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).

load_nba_stats_player_game_logs(seasons=2025)

`load_nba_stats_player_season_stats`

Release: nba_stats_player_season_stats · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_player_season_stats/player_season_stats_{season + 1}.parquet

Returns

col_name	type	description
`player_id`	Int64	Unique player identifier.
`player_name`	String	Player name.
`nickname`	String	Team or athlete nickname.
`team_id`	Int64	Unique team identifier.
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`age`	Float64	Player age (in years).
`gp`	Int64	Games played.
`w`	Int64	Wins.
`l`	Int64	Losses.
`w_pct`	Float64	Wins percentage (0-1 decimal).
`min`	Float64	Minutes played.
`e_off_rating`	Float64	Estimated offensive rating (NBA Stats estimated-metrics family) over the split.
`off_rating`	Float64	Offensive rating (points scored per 100 possessions) over the split.
`sp_work_off_rating`	Float64	Offensive rating carried in the stats API's SP_WORK column set (mirrors off_rating) over the split.
`e_def_rating`	Float64	Estimated defensive rating (NBA Stats estimated-metrics family) over the split.
`def_rating`	Float64	Defensive rating (points allowed per 100 possessions) over the split.
`sp_work_def_rating`	Float64	Defensive rating carried in the stats API's SP_WORK column set (mirrors def_rating) over the split.
`e_net_rating`	Float64	Estimated net rating (NBA Stats estimated-metrics family) over the split.
`net_rating`	Float64	Net rating (off rating - def rating).
`sp_work_net_rating`	Float64	Net rating carried in the stats API's SP_WORK column set (mirrors net_rating) over the split.
`ast_pct`	Float64	Assist percentage.
`ast_to`	Float64	Assist-to-turnover ratio over the split.
`ast_ratio`	Float64	Assist ratio (assists per 100 possessions used) over the split.
`oreb_pct`	Float64	Offensive rebound percentage over the split, as a decimal.
`dreb_pct`	Float64	Defensive rebound percentage over the split, as a decimal.
`reb_pct`	Float64	Total rebound percentage over the split, as a decimal.
`tm_tov_pct`	Float64	Team turnover percentage (turnovers per 100 possessions) over the split, as a decimal.
`e_tov_pct`	Float64	Estimated turnover percentage (NBA Stats estimated-metrics family) over the split, as a decimal.
`efg_pct`	Float64	Effective field goal percentage over the split, as a decimal.
`ts_pct`	Float64	True shooting percentage (0-1).
`usg_pct`	Float64	Usage percentage (share of team plays used while on the floor) over the split, as a decimal.
`e_usg_pct`	Float64	Estimated usage percentage (NBA Stats estimated-metrics family) over the split, as a decimal.
`e_pace`	Float64	Estimated pace (NBA Stats estimated-metrics family) over the split.
`pace`	Float64	Possessions per 48 minutes.
`pace_per40`	Float64	Pace per40.
`sp_work_pace`	Float64	Pace carried in the stats API's SP_WORK column set (mirrors pace) over the split.
`pie`	Float64	Player Impact Estimate (0-1).
`poss`	Int64	Poss.
`fgm`	Float64	Field goals made.
`fga`	Float64	Field goal attempts.
`fgm_pg`	Float64	Field goals made per game over the split.
`fga_pg`	Float64	Field goals attempted per game over the split.
`fg_pct`	Float64	Field goal percentage (0-1).
`gp_rank`	Int64	League rank of the row's games played for the season and split.
`w_rank`	Int64	League rank of the row's wins for the season and split.
`l_rank`	Int64	League rank of the row's losses for the season and split.
`w_pct_rank`	Int64	League rank of the row's win percentage for the season and split.
`min_rank`	Int64	League rank of the row's minutes played for the season and split.
`e_off_rating_rank`	Int64	League rank of the row's estimated offensive rating (NBA Stats estimated-metrics family) for the season and split.
`off_rating_rank`	Int64	League rank of the row's offensive rating (points scored per 100 possessions) for the season and split.
`sp_work_off_rating_rank`	Int64	League rank of the row's offensive rating carried in the stats API's SP_WORK column set (mirrors off_rating) for the season and split.
`e_def_rating_rank`	Int64	League rank of the row's estimated defensive rating (NBA Stats estimated-metrics family) for the season and split.
`def_rating_rank`	Int64	League rank of the row's defensive rating (points allowed per 100 possessions) for the season and split.
`sp_work_def_rating_rank`	Int64	League rank of the row's defensive rating carried in the stats API's SP_WORK column set (mirrors def_rating) for the season and split.
`e_net_rating_rank`	Int64	League rank of the row's estimated net rating (NBA Stats estimated-metrics family) for the season and split.
`net_rating_rank`	Int64	League rank of the row's net rating (offensive minus defensive rating) for the season and split.
`sp_work_net_rating_rank`	Int64	League rank of the row's net rating carried in the stats API's SP_WORK column set (mirrors net_rating) for the season and split.
`ast_pct_rank`	Int64	League rank of the row's assist percentage (share of teammate field goals assisted while on the floor) for the season and split.
`ast_to_rank`	Int64	League rank of the row's assist-to-turnover ratio for the season and split.
`ast_ratio_rank`	Int64	League rank of the row's assist ratio (assists per 100 possessions used) for the season and split.
`oreb_pct_rank`	Int64	League rank of the row's offensive rebound percentage for the season and split.
`dreb_pct_rank`	Int64	League rank of the row's defensive rebound percentage for the season and split.
`reb_pct_rank`	Int64	League rank of the row's total rebound percentage for the season and split.
`tm_tov_pct_rank`	Int64	League rank of the row's team turnover percentage (turnovers per 100 possessions) for the season and split.
`e_tov_pct_rank`	Int64	League rank of the row's estimated turnover percentage (NBA Stats estimated-metrics family) for the season and split.
`efg_pct_rank`	Int64	League rank of the row's effective field goal percentage for the season and split.
`ts_pct_rank`	Int64	League rank of the row's true shooting percentage for the season and split.
`usg_pct_rank`	Int64	League rank of the row's usage percentage (share of team plays used while on the floor) for the season and split.
`e_usg_pct_rank`	Int64	League rank of the row's estimated usage percentage (NBA Stats estimated-metrics family) for the season and split.
`e_pace_rank`	Int64	League rank of the row's estimated pace (NBA Stats estimated-metrics family) for the season and split.
`pace_rank`	Int64	League rank of the row's pace (possessions per 48 minutes) for the season and split.
`sp_work_pace_rank`	Int64	League rank of the row's pace carried in the stats API's SP_WORK column set (mirrors pace) for the season and split.
`pie_rank`	Int64	League rank of the row's Player Impact Estimate (PIE, the NBA Stats catch-all impact metric) for the season and split.
`fgm_rank`	Int64	League rank of the row's field goals made for the season and split.
`fga_rank`	Int64	League rank of the row's field goals attempted for the season and split.
`fgm_pg_rank`	Int64	League rank of the row's field goals made per game for the season and split.
`fga_pg_rank`	Int64	League rank of the row's field goals attempted per game for the season and split.
`fg_pct_rank`	Int64	League rank of the row's field goal percentage for the season and split.
`team_count`	Int64	Number of distinct teams aggregated into the split row.
`season`	Int32	Season year.
`season_type`	String	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
`measure_type`	String	NBA Stats measure type the row was pulled from (e.g. Base, Advanced, Misc, Scoring, Opponent, Usage, Defense).
`per_mode`	String	NBA Stats per-mode of the row values (e.g. Totals, PerGame, Per100Possessions).
`fg3m`	Float64	Three-point field goals made.
`fg3a`	Float64	Three-point field goal attempts.
`fg3_pct`	Float64	Three-point field goal percentage (0-1).
`ftm`	Float64	Free throws made.
`fta`	Float64	Free throw attempts.
`ft_pct`	Float64	Free throw percentage (0-1).
`oreb`	Float64	Offensive rebounds.
`dreb`	Float64	Defensive rebounds.
`reb`	Float64	Rebounds per game.
`ast`	Float64	Assists.
`tov`	Float64	Turnovers.
`stl`	Float64	Steals.
`blk`	Float64	Blocks.
`blka`	Float64	Shot attempts blocked by opponents (blocks against).
`pf`	Float64	Personal fouls.
`pfd`	Float64	Personal fouls drawn.
`pts`	Float64	Points scored.
`plus_minus`	Float64	Plus/minus point differential while on court.
`nba_fantasy_pts`	Float64	Fantasy points under the NBA's fantasy scoring formula.
`dd2`	Int64	Double-doubles recorded over the split.
`td3`	Int64	Triple-doubles recorded over the split.
`wnba_fantasy_pts`	Float64	Fantasy points under the WNBA's fantasy scoring formula.
`fg3m_rank`	Int64	League rank of the row's three-point field goals made for the season and split.
`fg3a_rank`	Int64	League rank of the row's three-point field goals attempted for the season and split.
`fg3_pct_rank`	Int64	League rank of the row's three-point field goal percentage for the season and split.
`ftm_rank`	Int64	League rank of the row's free throws made for the season and split.
`fta_rank`	Int64	League rank of the row's free throws attempted for the season and split.
`ft_pct_rank`	Int64	League rank of the row's free throw percentage for the season and split.
`oreb_rank`	Int64	League rank of the row's offensive rebounds for the season and split.
`dreb_rank`	Int64	League rank of the row's defensive rebounds for the season and split.
`reb_rank`	Int64	League rank of the row's total rebounds for the season and split.
`ast_rank`	Int64	League rank of the row's assists for the season and split.
`tov_rank`	Int64	League rank of the row's turnovers for the season and split.
`stl_rank`	Int64	League rank of the row's steals for the season and split.
`blk_rank`	Int64	League rank of the row's blocked shots for the season and split.
`blka_rank`	Int64	League rank of the row's shot attempts blocked by opponents (blocks against) for the season and split.
`pf_rank`	Int64	League rank of the row's personal fouls committed for the season and split.
`pfd_rank`	Int64	League rank of the row's personal fouls drawn for the season and split.
`pts_rank`	Int64	League rank of the row's points scored for the season and split.
`plus_minus_rank`	Int64	League rank of the row's plus-minus point differential while on the floor for the season and split.
`nba_fantasy_pts_rank`	Int64	League rank of the row's NBA fantasy points (league scoring formula) for the season and split.
`dd2_rank`	Int64	League rank of the row's double-doubles for the season and split.
`td3_rank`	Int64	League rank of the row's triple-doubles for the season and split.
`wnba_fantasy_pts_rank`	Int64	League rank of the row's WNBA fantasy points (league scoring formula) for the season and split.
`pct_dreb`	Float64	Share of the team's defensive rebounds accounted for by the player while on the floor, as a decimal.
`pct_stl`	Float64	Share of the team's steals accounted for by the player while on the floor, as a decimal.
`pct_blk`	Float64	Share of the team's blocked shots accounted for by the player while on the floor, as a decimal.
`opp_pts_off_tov`	Float64	Opponent points scored off opponent turnovers allowed over the split.
`opp_pts_2nd_chance`	Float64	Opponent second-chance points allowed over the split.
`opp_pts_fb`	Float64	Opponent fast-break points allowed over the split.
`opp_pts_paint`	Float64	Opponent points in the paint allowed over the split.
`def_ws`	Float64	Defensive win shares credited to the player (NBA Stats defense dashboard metric).
`def_ws_raw`	Float64	Unscaled (raw) defensive win shares value carried alongside def_ws by the NBA Stats API.
`pct_dreb_rank`	Int64	League rank of the row's share of the team's defensive rebounds accounted for by the player while on the floor for the season and split.
`pct_stl_rank`	Int64	League rank of the row's share of the team's steals accounted for by the player while on the floor for the season and split.
`pct_blk_rank`	Int64	League rank of the row's share of the team's blocked shots accounted for by the player while on the floor for the season and split.
`opp_pts_off_tov_rank`	Int64	League rank of the row's opponent points scored off opponent turnovers for the season and split.
`opp_pts_2nd_chance_rank`	Int64	League rank of the row's opponent second-chance points for the season and split.
`opp_pts_fb_rank`	Int64	League rank of the row's opponent fast-break points for the season and split.
`opp_pts_paint_rank`	Int64	League rank of the row's opponent points in the paint for the season and split.
`def_ws_rank`	Int64	League rank of the row's defensive win shares (NBA Stats defense dashboard metric) for the season and split.
`pts_off_tov`	Float64	Points scored off opponent turnovers over the split.
`pts_2nd_chance`	Float64	Second-chance points over the split.
`pts_fb`	Float64	Fast-break points over the split.
`pts_paint`	Float64	Points in the paint over the split.
`pts_off_tov_rank`	Int64	League rank of the row's points scored off opponent turnovers for the season and split.
`pts_2nd_chance_rank`	Int64	League rank of the row's second-chance points for the season and split.
`pts_fb_rank`	Int64	League rank of the row's fast-break points for the season and split.
`pts_paint_rank`	Int64	League rank of the row's points in the paint for the season and split.
`pct_fga_2pt`	Float64	Share of field goal attempts taken as two-pointers, as a decimal.
`pct_fga_3pt`	Float64	Share of field goal attempts taken as three-pointers, as a decimal.
`pct_pts_2pt`	Float64	Share of points scored on two-point field goals, as a decimal.
`pct_pts_2pt_mr`	Float64	Share of points scored on mid-range two-pointers, as a decimal.
`pct_pts_3pt`	Float64	Share of points scored on three-pointers, as a decimal.
`pct_pts_fb`	Float64	Share of points scored on fast breaks, as a decimal.
`pct_pts_ft`	Float64	Share of points scored at the free throw line, as a decimal.
`pct_pts_off_tov`	Float64	Share of points scored off opponent turnovers, as a decimal.
`pct_pts_paint`	Float64	Share of points scored in the paint, as a decimal.
`pct_ast_2pm`	Float64	Percentage of made two-pointers that were assisted, as a decimal.
`pct_uast_2pm`	Float64	Percentage of made two-pointers that were unassisted, as a decimal.
`pct_ast_3pm`	Float64	Percentage of made three-pointers that were assisted, as a decimal.
`pct_uast_3pm`	Float64	Percentage of made three-pointers that were unassisted, as a decimal.
`pct_ast_fgm`	Float64	Percentage of made field goals that were assisted, as a decimal.
`pct_uast_fgm`	Float64	Percentage of made field goals that were unassisted, as a decimal.
`pct_fga_2pt_rank`	Int64	League rank of the row's share of field goal attempts taken as two-pointers for the season and split.
`pct_fga_3pt_rank`	Int64	League rank of the row's share of field goal attempts taken as three-pointers for the season and split.
`pct_pts_2pt_rank`	Int64	League rank of the row's share of points scored on two-point field goals for the season and split.
`pct_pts_2pt_mr_rank`	Int64	League rank of the row's share of points scored on mid-range two-pointers for the season and split.
`pct_pts_3pt_rank`	Int64	League rank of the row's share of points scored on three-pointers for the season and split.
`pct_pts_fb_rank`	Int64	League rank of the row's share of points scored on fast breaks for the season and split.
`pct_pts_ft_rank`	Int64	League rank of the row's share of points scored at the free throw line for the season and split.
`pct_pts_off_tov_rank`	Int64	League rank of the row's share of points scored off opponent turnovers for the season and split.
`pct_pts_paint_rank`	Int64	League rank of the row's share of points scored in the paint for the season and split.
`pct_ast_2pm_rank`	Int64	League rank of the row's percentage of made two-pointers that were assisted for the season and split.
`pct_uast_2pm_rank`	Int64	League rank of the row's percentage of made two-pointers that were unassisted for the season and split.
`pct_ast_3pm_rank`	Int64	League rank of the row's percentage of made three-pointers that were assisted for the season and split.
`pct_uast_3pm_rank`	Int64	League rank of the row's percentage of made three-pointers that were unassisted for the season and split.
`pct_ast_fgm_rank`	Int64	League rank of the row's percentage of made field goals that were assisted for the season and split.
`pct_uast_fgm_rank`	Int64	League rank of the row's percentage of made field goals that were unassisted for the season and split.
`pct_fgm`	Float64	Share of the team's field goals made accounted for by the player while on the floor, as a decimal.
`pct_fga`	Float64	Share of the team's field goals attempted accounted for by the player while on the floor, as a decimal.
`pct_fg3m`	Float64	Share of the team's three-point field goals made accounted for by the player while on the floor, as a decimal.
`pct_fg3a`	Float64	Share of the team's three-point field goals attempted accounted for by the player while on the floor, as a decimal.
`pct_ftm`	Float64	Share of the team's free throws made accounted for by the player while on the floor, as a decimal.
`pct_fta`	Float64	Share of the team's free throws attempted accounted for by the player while on the floor, as a decimal.
`pct_oreb`	Float64	Share of the team's offensive rebounds accounted for by the player while on the floor, as a decimal.
`pct_reb`	Float64	Share of the team's total rebounds accounted for by the player while on the floor, as a decimal.
`pct_ast`	Float64	Share of the team's assists accounted for by the player while on the floor, as a decimal.
`pct_tov`	Float64	Share of the team's turnovers accounted for by the player while on the floor, as a decimal.
`pct_blka`	Float64	Share of the team's shot attempts blocked by opponents (blocks against) accounted for by the player while on the floor, as a decimal.
`pct_pf`	Float64	Share of the team's personal fouls committed accounted for by the player while on the floor, as a decimal.
`pct_pfd`	Float64	Share of the team's personal fouls drawn accounted for by the player while on the floor, as a decimal.
`pct_pts`	Float64	Share of the team's points scored accounted for by the player while on the floor, as a decimal.
`pct_fgm_rank`	Int64	League rank of the row's share of the team's field goals made accounted for by the player while on the floor for the season and split.
`pct_fga_rank`	Int64	League rank of the row's share of the team's field goals attempted accounted for by the player while on the floor for the season and split.
`pct_fg3m_rank`	Int64	League rank of the row's share of the team's three-point field goals made accounted for by the player while on the floor for the season and split.
`pct_fg3a_rank`	Int64	League rank of the row's share of the team's three-point field goals attempted accounted for by the player while on the floor for the season and split.
`pct_ftm_rank`	Int64	League rank of the row's share of the team's free throws made accounted for by the player while on the floor for the season and split.
`pct_fta_rank`	Int64	League rank of the row's share of the team's free throws attempted accounted for by the player while on the floor for the season and split.
`pct_oreb_rank`	Int64	League rank of the row's share of the team's offensive rebounds accounted for by the player while on the floor for the season and split.
`pct_reb_rank`	Int64	League rank of the row's share of the team's total rebounds accounted for by the player while on the floor for the season and split.
`pct_ast_rank`	Int64	League rank of the row's share of the team's assists accounted for by the player while on the floor for the season and split.
`pct_tov_rank`	Int64	League rank of the row's share of the team's turnovers accounted for by the player while on the floor for the season and split.
`pct_blka_rank`	Int64	League rank of the row's share of the team's shot attempts blocked by opponents (blocks against) accounted for by the player while on the floor for the season and split.
`pct_pf_rank`	Int64	League rank of the row's share of the team's personal fouls committed accounted for by the player while on the floor for the season and split.
`pct_pfd_rank`	Int64	League rank of the row's share of the team's personal fouls drawn accounted for by the player while on the floor for the season and split.
`pct_pts_rank`	Int64	League rank of the row's share of the team's points scored accounted for by the player while on the floor for the season and split.

load_nba_stats_player_season_stats(seasons=2025)

`load_nba_stats_possessions_v3`

Release: nba_stats_possessions · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_possessions/nba_possessions_{season + 1}.parquet

Returns

col_name	type	description
`game_id`	String	Unique game identifier.
`period`	Int64	Period of the game (1-4 quarters; 5+ for OT).
`possession_number`	Int64	Possession number.
`offense_team_id`	Int64	Unique identifier for offense team.
`defense_team_id`	Int64	NBA Stats team id of the defending team for the possession.
`start_order_index`	Int64	order_index of the play-by-play event that starts the possession.
`end_order_index`	Int64	order_index of the play-by-play event that ends the possession.
`start_seconds_remaining`	Float64	Seconds remaining in the period when the possession started.
`end_seconds_remaining`	Float64	Seconds remaining in the period when the possession ended.
`points`	Int64	Points scored.
`is_second_chance`	Boolean	Whether the row is a second-chance continuation following an offensive rebound.
`number_in_period`	Int64	Sequential possession number for the offense within the period.
`possession_start_type`	String	How the possession began (e.g. off a made shot, defensive rebound, turnover, or period start).
`count_as_possession`	Boolean	Whether the row counts as a true possession for per-possession rate stats.
`fg2a`	Int64	Two-point field goal attempts during the possession.
`fg2m`	Int64	Two-point field goals made during the possession.
`fg3a`	Int64	Three-point field goal attempts.
`fg3m`	Int64	Three-point field goals made.
`fta`	Int64	Free throw attempts.
`ftm`	Int64	Free throws made.
`oreb`	Int64	Offensive rebounds.
`dreb`	Int64	Defensive rebounds.
`tov`	Int64	Turnovers.
`off_player_1`	Int64	NBA Stats player id of offensive on-court player 1 of 5 for the possession.
`off_player_2`	Int64	NBA Stats player id of offensive on-court player 2 of 5 for the possession.
`off_player_3`	Int64	NBA Stats player id of offensive on-court player 3 of 5 for the possession.
`off_player_4`	Int64	NBA Stats player id of offensive on-court player 4 of 5 for the possession.
`off_player_5`	Int64	NBA Stats player id of offensive on-court player 5 of 5 for the possession.
`def_player_1`	Int64	NBA Stats player id of defensive on-court player 1 of 5 for the possession.
`def_player_2`	Int64	NBA Stats player id of defensive on-court player 2 of 5 for the possession.
`def_player_3`	Int64	NBA Stats player id of defensive on-court player 3 of 5 for the possession.
`def_player_4`	Int64	NBA Stats player id of defensive on-court player 4 of 5 for the possession.
`def_player_5`	Int64	NBA Stats player id of defensive on-court player 5 of 5 for the possession.
`lineup_source`	String	Provenance of the on-court lineup identification for the row (how the five-man units were resolved).
`season`	Int64	Season year.

load_nba_stats_possessions_v3(seasons=2025)

`load_nba_stats_rosters`

Release: nba_stats_rosters · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_rosters/rosters_{season + 1}.parquet

Returns

col_name	type	description
`team_id`	Int64	Unique team identifier.
`season`	Int32	Season year.
`league_id`	String	League identifier ('10' = WNBA).
`player`	String	Player name.
`nickname`	String	Team or athlete nickname.
`player_slug`	String	URL-safe player identifier.
`num`	String	Jersey number worn by the player.
`position`	String	Listed roster position (G, F, C, etc.).
`height`	String	Player height (string e.g. '6-2' or inches).
`weight`	String	Player weight in pounds.
`birth_date`	String	Date of birth (YYYY-MM-DD).
`age`	Float64	Player age (in years).
`exp`	String	Years of NBA playing experience entering the season ('R' = rookie).
`school`	String	Player school / pre-draft team.
`player_id`	Int64	Unique player identifier.
`how_acquired`	String	How the team acquired the player (e.g. draft, trade, free agency).
`season_type`	String	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).

load_nba_stats_rosters(seasons=2025)

`load_nba_stats_shots`

Release: nba_stats_shots · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_shots/shots_{season + 1}.parquet

Returns

col_name	type	description
`game_id`	String	Unique game identifier.
`season`	Int32	Season year.
`period`	Int64	Period of the game (1-4 quarters; 5+ for OT).
`clock`	String	Game clock value.
`team_id`	Int64	Unique team identifier.
`team_tricode`	String	Three-letter team code (e.g. 'LAS' / 'NYL').
`person_id`	Int64	Unique player identifier (V3 endpoints).
`player_name`	String	Player name.
`action_type`	String	Action type label (e.g. 'Made Shot', 'Substitution').
`sub_type`	String	Action sub-type label.
`shot_result`	String	Shot result ('Made' / 'Missed').
`shot_value`	Int64	Point value of the shot (2 or 3).
`shot_distance`	Int64	Shot distance from the basket, in feet.
`x_legacy`	Int64	V2-format X coordinate (preserved for V3-to-V2 compatibility).
`y_legacy`	Int64	V2-format Y coordinate (preserved for V3-to-V2 compatibility).
`description`	String	Long-form description text.
`score_home`	String	Score home.
`score_away`	String	Score away.

load_nba_stats_shots(seasons=2025)

`load_nba_stats_standings`

Release: nba_stats_standings · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_standings/standings_{season + 1}.parquet

Returns

col_name	type	description
`league_id`	String	League identifier ('10' = WNBA).
`season_id`	String	Unique season identifier.
`team_id`	Int64	Unique team identifier.
`team_city`	String	Team city or region (e.g. 'Las Vegas').
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`team_slug`	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
`conference`	String	Conference name.
`conference_record`	String	Conference win-loss record.
`playoff_rank`	Int64	League/season rank for playoff.
`clinch_indicator`	String	Playoff clinch indicator (e.g. 'x' clinched playoff, 'e' eliminated).
`division`	String	Team division.
`division_record`	String	Win-loss record against division opponents.
`division_rank`	Int64	Team's rank within its division.
`wins`	Int64	Total wins.
`losses`	Int64	Total losses.
`win_pct`	Float64	Win percentage (0-1 decimal).
`league_rank`	Int64	Team's rank in the overall league standings.
`record`	String	Overall win-loss record.
`home`	String	Home.
`road`	String	Road.
`l10`	String	Last-ten record.
`last10_home`	String	Win-loss record over the team's last 10 home games.
`last10_road`	String	Win-loss record over the team's last 10 road games.
`ot`	String	Ot.
`three_pts_or_less`	String	Win-loss record in games decided by three points or fewer.
`ten_pts_or_more`	String	Win-loss record in games decided by ten points or more.
`long_home_streak`	Int64	Longest home streak of the season (positive counts wins, negative losses).
`str_long_home_streak`	String	Longest home streak of the season as display text (e.g. "W 5").
`long_road_streak`	Int64	Longest road streak of the season (positive counts wins, negative losses).
`str_long_road_streak`	String	Longest road streak of the season as display text (e.g. "W 5").
`long_win_streak`	Int64	Longest winning streak of the season, in games.
`long_loss_streak`	Int64	Longest losing streak of the season, in games.
`current_home_streak`	Int64	Current home streak (positive counts wins, negative losses).
`str_current_home_streak`	String	Current home streak as display text (e.g. "L 2").
`current_road_streak`	Int64	Current road streak (positive counts wins, negative losses).
`str_current_road_streak`	String	Current road streak as display text (e.g. "W 3").
`current_streak`	Int64	Current overall streak (positive counts wins, negative losses).
`str_current_streak`	String	Current overall streak as display text (e.g. "W 4").
`conference_games_back`	Float64	Games behind the conference leader.
`division_games_back`	Float64	Games behind the division leader.
`clinched_conference_title`	Int64	Flag (1/0) for whether the team has clinched the conference title.
`clinched_division_title`	Int64	Flag (1/0) for whether the team has clinched its division.
`clinched_playoff_birth`	Int64	Flag (1/0) for whether the team has clinched a playoff berth.
`clinched_play_in`	Int64	Flag (1/0) for whether the team has clinched a play-in tournament spot.
`eliminated_conference`	Int64	Flag (1/0) for whether the team is eliminated from conference contention.
`eliminated_division`	Int64	Flag (1/0) for whether the team is eliminated from division contention.
`ahead_at_half`	String	Win-loss record when leading at halftime.
`behind_at_half`	String	Win-loss record when trailing at halftime.
`tied_at_half`	String	Win-loss record when tied at halftime.
`ahead_at_third`	String	Win-loss record when leading after three quarters.
`behind_at_third`	String	Win-loss record when trailing after three quarters.
`tied_at_third`	String	Win-loss record when tied after three quarters.
`score100_pts`	String	Win-loss record when scoring 100 or more points.
`opp_score100_pts`	String	Win-loss record when the opponent scores 100 or more points.
`opp_over500`	String	Win-loss record against teams with winning (over .500) records.
`lead_in_fgpct`	String	Win-loss record when posting the higher field goal percentage.
`lead_in_reb`	String	Win-loss record when out-rebounding the opponent.
`fewer_turnovers`	String	Win-loss record when committing fewer turnovers than the opponent.
`points_pg`	Float64	Points pg.
`opp_points_pg`	Float64	Opponent points pg.
`diff_points_pg`	Float64	Diff points pg.
`vs_east`	String	Win-loss record against Eastern Conference opponents.
`vs_atlantic`	String	Win-loss record against Atlantic Division opponents.
`vs_central`	String	Win-loss record against Central Division opponents.
`vs_southeast`	String	Win-loss record against Southeast Division opponents.
`vs_west`	String	Win-loss record against Western Conference opponents.
`vs_northwest`	String	Win-loss record against Northwest Division opponents.
`vs_pacific`	String	Win-loss record against Pacific Division opponents.
`vs_southwest`	String	Win-loss record against Southwest Division opponents.
`jan`	String	Win-loss record in games played in January.
`feb`	String	Win-loss record in games played in February.
`mar`	String	Win-loss record in games played in March.
`apr`	String	Win-loss record in games played in April.
`may`	Null	Win-loss record in games played in May.
`jun`	Null	Win-loss record in games played in June.
`jul`	Null	Win-loss record in games played in July.
`aug`	Null	Win-loss record in games played in August.
`sep`	Null	Win-loss record in games played in September.
`oct`	String	Win-loss record in games played in October.
`nov`	String	Win-loss record in games played in November.
`dec`	String	Win-loss record in games played in December.
`score_80_plus`	String	Win-loss record when scoring 80 or more points.
`opp_score_80_plus`	String	Win-loss record when the opponent scores 80 or more points.
`score_below_80`	String	Win-loss record when scoring fewer than 80 points.
`opp_score_below_80`	String	Win-loss record when holding the opponent below 80 points.
`total_points`	Int64	Total points scored by the team over the season to date.
`opp_total_points`	Int64	Total points allowed by the team over the season to date.
`diff_total_points`	Int64	Season point differential (points scored minus points allowed).
`league_games_back`	Float64	Games behind the overall league leader.
`playoff_seeding`	Int64	Team's current playoff seed.
`clinched_post_season`	Int64	Flag (1/0) for whether the team has clinched any postseason berth.
`neutral`	String	Neutral.
`season`	Int32	Season year.
`season_type`	String	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).

load_nba_stats_standings(seasons=2025)

`load_nba_stats_team_boxscores`

Release: nba_stats_team_boxscores · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_team_boxscores/team_boxscores_{season + 1}.parquet

Returns

col_name	type	description
`team_id`	Int64	Unique team identifier.
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`team_tricode`	String	Three-letter team code (e.g. 'LAS' / 'NYL').
`side`	String	Side label (e.g. 'home', 'away', or 'overUnder').
`minutes`	String	Minutes played, formatted MM:SS (V3 PT-duration parsed) or decimal minutes (V2).
`field_goals_made`	Int64	Field goals made (2-pt + 3-pt).
`field_goals_attempted`	Int64	Field goal attempts (2-pt + 3-pt).
`field_goals_percentage`	Float64	Field goal percentage (0-1 decimal).
`three_pointers_made`	Int64	Three-point field goals made.
`three_pointers_attempted`	Int64	Three-point field goal attempts.
`three_pointers_percentage`	Float64	Three-point field goal percentage (0-1 decimal).
`free_throws_made`	Int64	Free throws made.
`free_throws_attempted`	Int64	Free throw attempts.
`free_throws_percentage`	Float64	Free throw percentage (0-1 decimal).
`rebounds_offensive`	Int64	Offensive rebounds.
`rebounds_defensive`	Int64	Defensive rebounds.
`rebounds_total`	Int64	Total rebounds.
`assists`	Int64	Total assists.
`steals`	Int64	Total steals.
`blocks`	Int64	Total blocks.
`turnovers`	Int64	Total turnovers.
`fouls_personal`	Int64	Personal fouls.
`points`	Int64	Points scored.
`plus_minus_points`	Float64	Plus/minus point differential while on court.
`game_id`	String	Unique game identifier.
`season`	Int32	Season year.

load_nba_stats_team_boxscores(seasons=2025)

`load_nba_stats_team_season_stats`

Release: nba_stats_team_season_stats · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_team_season_stats/team_season_stats_{season + 1}.parquet

Returns

col_name	type	description
`team_id`	Int64	Unique team identifier.
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`gp`	Int64	Games played.
`w`	Int64	Wins.
`l`	Int64	Losses.
`w_pct`	Float64	Wins percentage (0-1 decimal).
`min`	Float64	Minutes played.
`e_off_rating`	Float64	Estimated offensive rating (NBA Stats estimated-metrics family) over the split.
`off_rating`	Float64	Offensive rating (points scored per 100 possessions) over the split.
`e_def_rating`	Float64	Estimated defensive rating (NBA Stats estimated-metrics family) over the split.
`def_rating`	Float64	Defensive rating (points allowed per 100 possessions) over the split.
`e_net_rating`	Float64	Estimated net rating (NBA Stats estimated-metrics family) over the split.
`net_rating`	Float64	Net rating (off rating - def rating).
`ast_pct`	Float64	Assist percentage.
`ast_to`	Float64	Assist-to-turnover ratio over the split.
`ast_ratio`	Float64	Assist ratio (assists per 100 possessions used) over the split.
`oreb_pct`	Float64	Offensive rebound percentage over the split, as a decimal.
`dreb_pct`	Float64	Defensive rebound percentage over the split, as a decimal.
`reb_pct`	Float64	Total rebound percentage over the split, as a decimal.
`tm_tov_pct`	Float64	Team turnover percentage (turnovers per 100 possessions) over the split, as a decimal.
`efg_pct`	Float64	Effective field goal percentage over the split, as a decimal.
`ts_pct`	Float64	True shooting percentage (0-1).
`e_pace`	Float64	Estimated pace (NBA Stats estimated-metrics family) over the split.
`pace`	Float64	Possessions per 48 minutes.
`pace_per40`	Float64	Pace per40.
`poss`	Int64	Poss.
`pie`	Float64	Player Impact Estimate (0-1).
`gp_rank`	Int64	League rank of the row's games played for the season and split.
`w_rank`	Int64	League rank of the row's wins for the season and split.
`l_rank`	Int64	League rank of the row's losses for the season and split.
`w_pct_rank`	Int64	League rank of the row's win percentage for the season and split.
`min_rank`	Int64	League rank of the row's minutes played for the season and split.
`off_rating_rank`	Int64	League rank of the row's offensive rating (points scored per 100 possessions) for the season and split.
`def_rating_rank`	Int64	League rank of the row's defensive rating (points allowed per 100 possessions) for the season and split.
`net_rating_rank`	Int64	League rank of the row's net rating (offensive minus defensive rating) for the season and split.
`ast_pct_rank`	Int64	League rank of the row's assist percentage (share of teammate field goals assisted while on the floor) for the season and split.
`ast_to_rank`	Int64	League rank of the row's assist-to-turnover ratio for the season and split.
`ast_ratio_rank`	Int64	League rank of the row's assist ratio (assists per 100 possessions used) for the season and split.
`oreb_pct_rank`	Int64	League rank of the row's offensive rebound percentage for the season and split.
`dreb_pct_rank`	Int64	League rank of the row's defensive rebound percentage for the season and split.
`reb_pct_rank`	Int64	League rank of the row's total rebound percentage for the season and split.
`tm_tov_pct_rank`	Int64	League rank of the row's team turnover percentage (turnovers per 100 possessions) for the season and split.
`efg_pct_rank`	Int64	League rank of the row's effective field goal percentage for the season and split.
`ts_pct_rank`	Int64	League rank of the row's true shooting percentage for the season and split.
`pace_rank`	Int64	League rank of the row's pace (possessions per 48 minutes) for the season and split.
`pie_rank`	Int64	League rank of the row's Player Impact Estimate (PIE, the NBA Stats catch-all impact metric) for the season and split.
`season`	Int32	Season year.
`season_type`	String	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
`measure_type`	String	NBA Stats measure type the row was pulled from (e.g. Base, Advanced, Misc, Scoring, Opponent, Usage, Defense).
`per_mode`	String	NBA Stats per-mode of the row values (e.g. Totals, PerGame, Per100Possessions).
`fgm`	Float64	Field goals made.
`fga`	Float64	Field goal attempts.
`fg_pct`	Float64	Field goal percentage (0-1).
`fg3m`	Float64	Three-point field goals made.
`fg3a`	Float64	Three-point field goal attempts.
`fg3_pct`	Float64	Three-point field goal percentage (0-1).
`ftm`	Float64	Free throws made.
`fta`	Float64	Free throw attempts.
`ft_pct`	Float64	Free throw percentage (0-1).
`oreb`	Float64	Offensive rebounds.
`dreb`	Float64	Defensive rebounds.
`reb`	Float64	Rebounds per game.
`ast`	Float64	Assists.
`tov`	Float64	Turnovers.
`stl`	Float64	Steals.
`blk`	Float64	Blocks.
`blka`	Float64	Shot attempts blocked by opponents (blocks against).
`pf`	Float64	Personal fouls.
`pfd`	Float64	Personal fouls drawn.
`pts`	Float64	Points scored.
`plus_minus`	Float64	Plus/minus point differential while on court.
`fgm_rank`	Int64	League rank of the row's field goals made for the season and split.
`fga_rank`	Int64	League rank of the row's field goals attempted for the season and split.
`fg_pct_rank`	Int64	League rank of the row's field goal percentage for the season and split.
`fg3m_rank`	Int64	League rank of the row's three-point field goals made for the season and split.
`fg3a_rank`	Int64	League rank of the row's three-point field goals attempted for the season and split.
`fg3_pct_rank`	Int64	League rank of the row's three-point field goal percentage for the season and split.
`ftm_rank`	Int64	League rank of the row's free throws made for the season and split.
`fta_rank`	Int64	League rank of the row's free throws attempted for the season and split.
`ft_pct_rank`	Int64	League rank of the row's free throw percentage for the season and split.
`oreb_rank`	Int64	League rank of the row's offensive rebounds for the season and split.
`dreb_rank`	Int64	League rank of the row's defensive rebounds for the season and split.
`reb_rank`	Int64	League rank of the row's total rebounds for the season and split.
`ast_rank`	Int64	League rank of the row's assists for the season and split.
`tov_rank`	Int64	League rank of the row's turnovers for the season and split.
`stl_rank`	Int64	League rank of the row's steals for the season and split.
`blk_rank`	Int64	League rank of the row's blocked shots for the season and split.
`blka_rank`	Int64	League rank of the row's shot attempts blocked by opponents (blocks against) for the season and split.
`pf_rank`	Int64	League rank of the row's personal fouls committed for the season and split.
`pfd_rank`	Int64	League rank of the row's personal fouls drawn for the season and split.
`pts_rank`	Int64	League rank of the row's points scored for the season and split.
`plus_minus_rank`	Int64	League rank of the row's plus-minus point differential while on the floor for the season and split.
`opp_pts_off_tov`	Float64	Opponent points scored off opponent turnovers allowed over the split.
`opp_pts_2nd_chance`	Float64	Opponent second-chance points allowed over the split.
`opp_pts_fb`	Float64	Opponent fast-break points allowed over the split.
`opp_pts_paint`	Float64	Opponent points in the paint allowed over the split.
`opp_pts_off_tov_rank`	Int64	League rank of the row's opponent points scored off opponent turnovers for the season and split.
`opp_pts_2nd_chance_rank`	Int64	League rank of the row's opponent second-chance points for the season and split.
`opp_pts_fb_rank`	Int64	League rank of the row's opponent fast-break points for the season and split.
`opp_pts_paint_rank`	Int64	League rank of the row's opponent points in the paint for the season and split.
`pts_off_tov`	Float64	Points scored off opponent turnovers over the split.
`pts_2nd_chance`	Float64	Second-chance points over the split.
`pts_fb`	Float64	Fast-break points over the split.
`pts_paint`	Float64	Points in the paint over the split.
`pts_off_tov_rank`	Int64	League rank of the row's points scored off opponent turnovers for the season and split.
`pts_2nd_chance_rank`	Int64	League rank of the row's second-chance points for the season and split.
`pts_fb_rank`	Int64	League rank of the row's fast-break points for the season and split.
`pts_paint_rank`	Int64	League rank of the row's points in the paint for the season and split.
`opp_fgm`	Float64	Opponent field goals made allowed over the split.
`opp_fga`	Float64	Opponent field goals attempted allowed over the split.
`opp_fg_pct`	Float64	Opponent field goal percentage allowed over the split.
`opp_fg3m`	Float64	Opponent three-point field goals made allowed over the split.
`opp_fg3a`	Float64	Opponent three-point field goals attempted allowed over the split.
`opp_fg3_pct`	Float64	Opponent three-point field goal percentage allowed over the split.
`opp_ftm`	Float64	Opponent free throws made allowed over the split.
`opp_fta`	Float64	Opponent free throws attempted allowed over the split.
`opp_ft_pct`	Float64	Opponent free throw percentage allowed over the split.
`opp_oreb`	Float64	Opponent offensive rebounds allowed over the split.
`opp_dreb`	Float64	Opponent defensive rebounds allowed over the split.
`opp_reb`	Float64	Opponent total rebounds allowed over the split.
`opp_ast`	Float64	Opponent assists allowed over the split.
`opp_tov`	Float64	Opponent turnovers allowed over the split.
`opp_stl`	Float64	Opponent steals allowed over the split.
`opp_blk`	Float64	Opponent blocked shots allowed over the split.
`opp_blka`	Float64	Opponent shot attempts blocked by opponents (blocks against) allowed over the split.
`opp_pf`	Float64	Opponent personal fouls committed allowed over the split.
`opp_pfd`	Float64	Opponent personal fouls drawn allowed over the split.
`opp_pts`	Float64	Opponent points.
`opp_fgm_rank`	Int64	League rank of the row's opponent field goals made for the season and split.
`opp_fga_rank`	Int64	League rank of the row's opponent field goals attempted for the season and split.
`opp_fg_pct_rank`	Int64	League rank of the row's opponent field goal percentage for the season and split.
`opp_fg3m_rank`	Int64	League rank of the row's opponent three-point field goals made for the season and split.
`opp_fg3a_rank`	Int64	League rank of the row's opponent three-point field goals attempted for the season and split.
`opp_fg3_pct_rank`	Int64	League rank of the row's opponent three-point field goal percentage for the season and split.
`opp_ftm_rank`	Int64	League rank of the row's opponent free throws made for the season and split.
`opp_fta_rank`	Int64	League rank of the row's opponent free throws attempted for the season and split.
`opp_ft_pct_rank`	Int64	League rank of the row's opponent free throw percentage for the season and split.
`opp_oreb_rank`	Int64	League rank of the row's opponent offensive rebounds for the season and split.
`opp_dreb_rank`	Int64	League rank of the row's opponent defensive rebounds for the season and split.
`opp_reb_rank`	Int64	League rank of the row's opponent total rebounds for the season and split.
`opp_ast_rank`	Int64	League rank of the row's opponent assists for the season and split.
`opp_tov_rank`	Int64	League rank of the row's opponent turnovers for the season and split.
`opp_stl_rank`	Int64	League rank of the row's opponent steals for the season and split.
`opp_blk_rank`	Int64	League rank of the row's opponent blocked shots for the season and split.
`opp_blka_rank`	Int64	League rank of the row's opponent shot attempts blocked by opponents (blocks against) for the season and split.
`opp_pf_rank`	Int64	League rank of the row's opponent personal fouls committed for the season and split.
`opp_pfd_rank`	Int64	League rank of the row's opponent personal fouls drawn for the season and split.
`opp_pts_rank`	Int64	League rank of the row's opponent points scored for the season and split.
`pct_fga_2pt`	Float64	Share of field goal attempts taken as two-pointers, as a decimal.
`pct_fga_3pt`	Float64	Share of field goal attempts taken as three-pointers, as a decimal.
`pct_pts_2pt`	Float64	Share of points scored on two-point field goals, as a decimal.
`pct_pts_2pt_mr`	Float64	Share of points scored on mid-range two-pointers, as a decimal.
`pct_pts_3pt`	Float64	Share of points scored on three-pointers, as a decimal.
`pct_pts_fb`	Float64	Share of points scored on fast breaks, as a decimal.
`pct_pts_ft`	Float64	Share of points scored at the free throw line, as a decimal.
`pct_pts_off_tov`	Float64	Share of points scored off opponent turnovers, as a decimal.
`pct_pts_paint`	Float64	Share of points scored in the paint, as a decimal.
`pct_ast_2pm`	Float64	Percentage of made two-pointers that were assisted, as a decimal.
`pct_uast_2pm`	Float64	Percentage of made two-pointers that were unassisted, as a decimal.
`pct_ast_3pm`	Float64	Percentage of made three-pointers that were assisted, as a decimal.
`pct_uast_3pm`	Float64	Percentage of made three-pointers that were unassisted, as a decimal.
`pct_ast_fgm`	Float64	Percentage of made field goals that were assisted, as a decimal.
`pct_uast_fgm`	Float64	Percentage of made field goals that were unassisted, as a decimal.
`pct_fga_2pt_rank`	Int64	League rank of the row's share of field goal attempts taken as two-pointers for the season and split.
`pct_fga_3pt_rank`	Int64	League rank of the row's share of field goal attempts taken as three-pointers for the season and split.
`pct_pts_2pt_rank`	Int64	League rank of the row's share of points scored on two-point field goals for the season and split.
`pct_pts_2pt_mr_rank`	Int64	League rank of the row's share of points scored on mid-range two-pointers for the season and split.
`pct_pts_3pt_rank`	Int64	League rank of the row's share of points scored on three-pointers for the season and split.
`pct_pts_fb_rank`	Int64	League rank of the row's share of points scored on fast breaks for the season and split.
`pct_pts_ft_rank`	Int64	League rank of the row's share of points scored at the free throw line for the season and split.
`pct_pts_off_tov_rank`	Int64	League rank of the row's share of points scored off opponent turnovers for the season and split.
`pct_pts_paint_rank`	Int64	League rank of the row's share of points scored in the paint for the season and split.
`pct_ast_2pm_rank`	Int64	League rank of the row's percentage of made two-pointers that were assisted for the season and split.
`pct_uast_2pm_rank`	Int64	League rank of the row's percentage of made two-pointers that were unassisted for the season and split.
`pct_ast_3pm_rank`	Int64	League rank of the row's percentage of made three-pointers that were assisted for the season and split.
`pct_uast_3pm_rank`	Int64	League rank of the row's percentage of made three-pointers that were unassisted for the season and split.
`pct_ast_fgm_rank`	Int64	League rank of the row's percentage of made field goals that were assisted for the season and split.
`pct_uast_fgm_rank`	Int64	League rank of the row's percentage of made field goals that were unassisted for the season and split.

load_nba_stats_team_season_stats(seasons=2025)

`load_nba_player_crosswalk`

Release: nba_crosswalk · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_crosswalk/nba_player_crosswalk_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`espn_team_id`	Int32	ESPN team id (canonical key).
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`player_name`	String	Player name.
`espn_athlete_id`	String	ESPN athlete id.
`espn_full_name`	String	ESPN full name.
`espn_jersey`	String	ESPN jersey number.
`espn_position`	String	ESPN position abbreviation.
`nba_player_id`	String	NBA Stats player id side of the ESPN-to-NBA player crosswalk.
`nba_player_name`	String	Player name as listed by the NBA Stats API.
`nba_jersey_num`	String	Player's jersey number as listed by the NBA Stats API.
`nba_position`	String	Player's position as listed by the NBA Stats API.
`fox_athlete_id`	String	Fox athlete id (NA if unmatched).
`fox_player`	String	Fox player name (NA if unmatched).
`fox_jersey`	String	Fox jersey number (NA if unmatched).
`fox_position_group`	String	Fox position group label (NA if unmatched).
`yahoo_player_id`	String	Yahoo player id (NA placeholder).
`yahoo_player_name`	String	Yahoo player name (NA placeholder).
`match_method`	String	Combination of matched sources, e.g. "fox+bart" / "fox_only" / "bart_only" / "espn_only".
`match_confidence`	Float64	Jaro-Winkler score or 1 for exact (NA if none).
`match_keys`	String	NA (reserved for future use).

load_nba_player_crosswalk(seasons=2026)

`load_nba_schedule_crosswalk`

Release: nba_crosswalk · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_crosswalk/nba_schedule_crosswalk_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`season_type`	String	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
`game_date`	Date	Game date (YYYY-MM-DD).
`home_espn_team_id`	Int32	ESPN home team id (NA for bart-only rows).
`away_espn_team_id`	Int32	ESPN away team id (NA for bart-only rows).
`espn_game_id`	String	ESPN game id (NA for bart-only rows).
`nba_game_id`	String	NBA Stats 10-character game id matched to the ESPN game in the crosswalk.
`nba_game_code`	String	NBA game code (date and matchup string) from the NBA Stats API.
`nba_home_team_id`	String	NBA Stats team id of the home team.
`nba_away_team_id`	String	NBA Stats team id of the away team.
`fox_game_id`	String	Fox game id (NA placeholder).
`fox_home_team_id`	String	FOX Sports team id of the home team in the crosswalk.
`fox_away_team_id`	String	FOX Sports team id of the away team in the crosswalk.
`yahoo_game_id`	String	Yahoo game id (NA placeholder).
`match_method`	String	Combination of matched sources, e.g. "fox+bart" / "fox_only" / "bart_only" / "espn_only".
`match_confidence`	Float64	Jaro-Winkler score or 1 for exact (NA if none).

load_nba_schedule_crosswalk(seasons=2026)

`load_nba_team_crosswalk`

Release: nba_crosswalk · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_crosswalk/nba_team_crosswalk_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`espn_team_id`	Int32	ESPN team id (canonical key).
`espn_abbreviation`	String	ESPN abbreviation.
`espn_display_name`	String	ESPN display name (school + mascot).
`espn_short_name`	String	ESPN short name.
`espn_location`	String	ESPN school/location only.
`espn_mascot`	String	ESPN mascot/nickname.
`nba_team_id`	String	NBA Stats team id side of the ESPN-to-NBA team crosswalk.
`nba_team_abbreviation`	String	Team abbreviation as listed by the NBA Stats API.
`nba_team_name`	String	Team nickname as listed by the NBA Stats API.
`nba_team_city`	String	Team city as listed by the NBA Stats API.
`nba_team_slug`	String	URL-friendly slug for the team's name on NBA Stats.
`nba_conference`	String	Team's conference as listed by the NBA Stats API.
`nba_division`	String	Team's division as listed by the NBA Stats API.
`fox_team_id`	String	Fox Bifrost team id (NA if unmatched).
`fox_team_name`	String	Fox team name (NA if unmatched).
`yahoo_team_id`	String	Yahoo team id (NA placeholder).
`yahoo_team_abbreviation`	String	Yahoo abbreviation (NA placeholder).
`yahoo_team_name`	String	Yahoo team name (NA placeholder).
`match_method`	String	Combination of matched sources, e.g. "fox+bart" / "fox_only" / "bart_only" / "espn_only".
`match_confidence`	Float64	Jaro-Winkler score or 1 for exact (NA if none).

load_nba_team_crosswalk(seasons=2026)

`load_nba_player_core`

Release: espn_nba_player_core · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_nba_player_core/player_core_{season}.parquet

Returns

col_name	type	description
`season`	Int32	Season year.
`athlete_id`	Int64	Unique athlete identifier (ESPN).
`guid`	String	Stable cross-league team GUID.
`uid`	String	ESPN UID string.
`slug`	String	URL-safe identifier.
`type`	String	Record type / category.
`first_name`	String	Player's first name.
`last_name`	String	Player's last name.
`full_name`	String	Player's full name.
`display_name`	String	Display name.
`short_name`	String	Short display name.
`height`	Float64	Player height (string e.g. '6-2' or inches).
`display_height`	String	Player height in display format (e.g. '6-2').
`weight`	Float64	Player weight in pounds.
`display_weight`	String	Player weight in display format (e.g. '180 lbs').
`age`	Int32	Player age (in years).
`date_of_birth`	String	Date of birth (YYYY-MM-DD).
`birth_city`	String	Birth city.
`birth_state`	String	Birth state / region.
`birth_country`	String	Player birth country.
`jersey`	String	Jersey number worn by the player.
`position_id`	Int32	Unique position identifier.
`position_name`	String	Listed roster position ('Guard', 'Forward', 'Center').
`position_abbreviation`	String	Position abbreviation ('G' / 'F' / 'C').
`position_display_name`	String	Position display name.
`college_id`	Int32	Unique identifier for college.
`current_team_id`	Int32	Player's current team identifier.
`headshot_href`	String	Headshot image URL.
`experience_years`	Int32	Experience years.
`status_id`	Int32	Status identifier.
`status_name`	String	Status label.
`status_type`	String	Status type.
`draft_year`	Int32	Draft year (4-digit).
`draft_round`	Int32	Round of the draft selection.
`draft_selection`	Int32	Draft selection.
`active`	Boolean	TRUE if the row represents an active record (player / team / season).

load_nba_player_core(seasons=2025)

`load_nba_player_impact`

Release: nba_player_impact · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_player_impact/nba_player_impact_{season}.parquet

Returns

col_name	type	description
`player_id`	Int64	Unique player identifier.
`player_name`	String	Player name.
`team_id`	Int64	Unique team identifier.
`team_abbreviation`	String	Short team abbreviation (e.g. 'LAS').
`team_name`	String	Full team display name (e.g. 'Las Vegas Aces').
`teams`	String	Nested list of member-team membership spans.
`season`	Int64	Season year.
`season_type`	String	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
`o_rapm`	Float64	Offensive regularized adjusted plus-minus per 100 possessions from the single-season ridge fit over possession-level lineup indicators; positive means the player raised his team's scoring rate while on offense.
`d_rapm`	Float64	Defensive regularized adjusted plus-minus per 100 possessions, negated from the raw points-allowed coefficient so a positive value marks a defender who suppresses opponent scoring.
`rapm`	Float64	Total regularized adjusted plus-minus per 100 possessions, exactly the sum of o_rapm and d_rapm.
`off_poss`	Int64	Number of possessions the player was on the floor on offense, the count of design-matrix rows carrying his offensive indicator and therefore the offensive-side sample size behind o_rapm.
`def_poss`	Int64	Number of possessions the player was on the floor on defense, the sample size behind d_rapm; it tracks off_poss almost exactly because substitutions rarely split an offense-defense pair.
`o_adj_rapm`	Float64	Offensive regularized adjusted plus/minus after the ridge opponent adjustment.
`d_adj_rapm`	Float64	Defensive regularized adjusted plus/minus after the ridge opponent adjustment.
`adj_rapm`	Float64	Total prior-informed RAPM per 100 possessions, exactly the sum of o_adj_rapm and d_adj_rapm.
`ospm`	Float64	Offensive statistical plus-minus per 100 possessions: the player's per-100 box-score feature vector scored through ridge coefficients trained on that season's o_rapm target.
`dspm`	Float64	Defensive statistical plus-minus per 100 possessions from the same box-score feature vector scored through coefficients trained on the d_rapm target.
`spm`	Float64	Total statistical plus-minus per 100 possessions, exactly the sum of ospm and dspm.
`min`	Float64	Minutes played.
`gp`	Int64	Games played.
`obpm`	Float64	Offensive box plus/minus.
`dbpm`	Float64	Defensive box plus/minus.
`bpm`	Float64	Career box plus/minus.
`war`	Float64	Wins above replacement, computed as (rapm minus a replacement level of -2.0 per 100) times total possessions divided by 100, divided by a points-per-win constant calibrated each season by regressing team wins on full-season point margin.
`darko_filtered_skill`	Float64	DARKO-style Kalman-filtered skill estimate at the end of the player's observed multi-season RAPM panel, i.e. his current-form rating after aging drift and possession-weighted observation noise.
`darko_projected_rating`	Float64	One-season-ahead DARKO forecast, the filtered skill plus the empirical aging-curve drift at the player's last observed age; both season_type rows of a player-season carry the same value because the projection is not playoff-specific.
`darko_projected_sd`	Float64	Standard deviation of the one-season-ahead DARKO forecast, the square root of the filtered state variance plus the Kalman process variance; it sits at roughly 10.19 for a player with only one season in the panel, whose diffuse prior variance was never updated.

load_nba_player_impact(seasons=2024)

Automation status​

load_nba_pbp​

Returns​

load_nba_player_boxscore​

Returns​

load_nba_schedule​

Returns​

load_nba_team_boxscore​

Returns​

load_nba_game_rosters​

Returns​

load_nba_officials​

Returns​

load_nba_shots​

Returns​

load_nba_standings​

Returns​

load_nba_player_season_stats​

Returns​

load_nba_team_season_stats​

Returns​

load_nba_draft​

Returns​

load_nba_rosters​

Returns​

load_nba_stats_schedules​

Returns​

load_nba_stats_coaches​

Returns​

load_nba_stats_game_rosters​

Returns​

load_nba_stats_lineups​

Returns​

load_nba_stats_lineups_v3​

Returns​

load_nba_stats_officials​

Returns​

load_nba_stats_pbp​

Returns​

load_nba_stats_possessions​

Returns​

load_nba_stats_game_lineups​

Returns​

load_nba_stats_pbp_v3​

Returns​

load_nba_stats_player_boxscores​

Returns​

load_nba_stats_player_game_logs​

Returns​

load_nba_stats_player_season_stats​

Returns​

load_nba_stats_possessions_v3​

Returns​

load_nba_stats_rosters​

Returns​

load_nba_stats_shots​

Returns​

load_nba_stats_standings​

Returns​

load_nba_stats_team_boxscores​

Returns​

load_nba_stats_team_season_stats​

Returns​

load_nba_player_crosswalk​

Returns​

load_nba_schedule_crosswalk​

Returns​

load_nba_team_crosswalk​

Returns​

load_nba_player_core​

Returns​

load_nba_player_impact​

Returns​

Automation status

`load_nba_pbp`

Returns

`load_nba_player_boxscore`

Returns

`load_nba_schedule`

Returns

`load_nba_team_boxscore`

Returns

`load_nba_game_rosters`

Returns

`load_nba_officials`

Returns

`load_nba_shots`

Returns

`load_nba_standings`

Returns

`load_nba_player_season_stats`

Returns

`load_nba_team_season_stats`

Returns

`load_nba_draft`

Returns

`load_nba_rosters`

Returns

`load_nba_stats_schedules`

Returns

`load_nba_stats_coaches`

Returns

`load_nba_stats_game_rosters`

Returns

`load_nba_stats_lineups`

Returns

`load_nba_stats_lineups_v3`

Returns

`load_nba_stats_officials`

Returns

`load_nba_stats_pbp`

Returns

`load_nba_stats_possessions`

Returns

`load_nba_stats_game_lineups`

Returns

`load_nba_stats_pbp_v3`

Returns

`load_nba_stats_player_boxscores`

Returns

`load_nba_stats_player_game_logs`

Returns

`load_nba_stats_player_season_stats`

Returns

`load_nba_stats_possessions_v3`

Returns

`load_nba_stats_rosters`

Returns

`load_nba_stats_shots`

Returns

`load_nba_stats_standings`

Returns

`load_nba_stats_team_boxscores`

Returns

`load_nba_stats_team_season_stats`

Returns

`load_nba_player_crosswalk`

Returns

`load_nba_schedule_crosswalk`

Returns

`load_nba_team_crosswalk`

Returns

`load_nba_player_core`

Returns

`load_nba_player_impact`

Returns