WBB dataset loaders

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

Automation status

Dataset	Release tag	Pipeline
load_wbb_pbp	espn_womens_college_basketball_pbp	—
load_wbb_player_boxscore	espn_womens_college_basketball_player_boxscores	—
load_wbb_schedule	espn_womens_college_basketball_schedules	—
load_wbb_team_boxscore	espn_womens_college_basketball_team_boxscores	—
load_wbb_ratings	wbb_ratings	—
load_wbb_player_value	wbb_player_value	—
load_wbb_game_rosters	espn_womens_college_basketball_game_rosters	—
load_wbb_officials	espn_womens_college_basketball_officials	—
load_wbb_player_season_stats	espn_womens_college_basketball_player_season_stats	—
load_wbb_rosters	espn_womens_college_basketball_rosters	—
load_wbb_shots	espn_womens_college_basketball_shots	—
load_wbb_standings	espn_womens_college_basketball_standings	—
load_wbb_team_season_stats	espn_womens_college_basketball_team_season_stats	—

load_wbb_pbp

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

Returns

col_name	type	description
id	Float64	Unique play identifcation number
sequence_number	String	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).
wallclock	String	Wallclock.
shooting_play	Boolean	TRUE if the play was a shooting attempt.
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
season_type	Int32	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
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 versions of the away team abbreviation
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 versions of the home team abbreviation
home_team_spread	Float64	The game spread with respect to the home team
game_spread	Float64	Game spread in (-X Team) format. There are almost none, I would recommend not trusting any of these three columns
home_favorite	Boolean	Logical (TRUE/FALSE) indicating whether the home team is favored
game_spread_available	Boolean	Logical (TRUE/FALSE) indicating whether the spread was available from ESPN. Basically, I would just not recommend using any of the spread information, I think I defaulted a lot of them to -2.5 for the home team. Most games probably do not have spread information. This column should really be listed first
game_id	Int32	Unique game identifier.
qtr	Int32	Quarter of the game
time	String	Time left within the period
clock_minutes	String	Clock minutes split from seconds for developer convenience
clock_seconds	String	Clock seconds split from minutes for developer convenience
half	String	Half of the game
game_half	String	Half of the game
lead_qtr	Int32	A lead column on the quarter
lead_game_half	String	A lead column on the half
start_quarter_seconds_remaining	Int32	Quarter seconds remaining at the start of the play (these are more or less code artifacts from other sports, but may eventually be used more seriously)
start_half_seconds_remaining	Int32	Game half seconds remaining at the start of the play (these are more or less code artifacts from other sports, but may eventually be used more seriously)
start_game_seconds_remaining	Int32	Game seconds remaining at the start of the play (''')
game_play_number	Int32	Game play number
end_quarter_seconds_remaining	Int32	Quarter seconds remaining at the end of the play (''')
end_half_seconds_remaining	Int32	Game half seconds remaining at the end of the play (''')
end_game_seconds_remaining	Int32	Game seconds remaining at the end of the play (''')
period	Int32	Period of the game (1-4 quarters; 5+ for OT).
lag_qtr	Int32	A lag column on the quarter
lag_game_half	String	A lag column on the half
athlete_id_2	Int32	Secondary athlete identifier (e.g. assister / fouler).
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).
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.
coordinate_x	Float64	X coordinate on the court (half-court layout).
coordinate_y	Float64	Y coordinate on the court (half-court layout).
media_id	String	Where did you come from

load_wbb_pbp(seasons=2024)

load_wbb_player_boxscore

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

Returns

col_name	type	description
game_id	Int32	Unique game identifier.
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
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.
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.
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_wbb_player_boxscore(seasons=2024)

load_wbb_schedule

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

Returns

col_name	type	description
id	Int32	Unique play identifcation number
uid	String	ESPN UID string.
date	String	Date in YYYY-MM-DD format.
attendance	Int32	Reported attendance.
time_valid	Boolean	Whether the start time is confirmed.
neutral_site	Boolean	Neutral site.
conference_competition	Boolean	Conference competition.
recent	Boolean	Whether the game is recent.
start_date	String	Start date (YYYY-MM-DD).
notes_type	String	Notes type.
notes_headline	String	Notes headline.
type_id	Int32	Type identifier (numeric).
type_abbreviation	String	Play type abbreviation
status_clock	Int32	Game clock in seconds.
status_display_clock	String	Status display clock.
status_period	Int32	Current period.
status_type_id	Int32	Unique identifier for status type.
status_type_name	String	Status type name.
status_type_state	String	Status state (pre/in/post).
status_type_completed	Boolean	Whether the game is complete.
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	Int32	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 team display name.
home_abbreviation	String	Home team's abbreviation.
home_display_name	String	Home team display name.
home_short_display_name	String	Home short display name.
home_color	String	Home team primary color hex.
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_conference_id	Int32	Unique identifier for home conference.
home_score	Int32	Home team score at the time of the play.
home_winner	Boolean	Whether the home team won.
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 team display name.
away_abbreviation	String	Away team's abbreviation.
away_display_name	String	Away team display name.
away_short_display_name	String	Away short display name.
away_color	String	Away team primary color hex.
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_conference_id	Int32	Unique identifier for away conference.
away_score	Int32	Away team score at the time of the play.
away_winner	Boolean	Whether the away team won.
game_id	Int32	Unique game identifier.
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
season_type	Int32	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
groups_id	Int32	Unique identifier for groups.
groups_name	String	Groups name.
groups_short_name	String	Groups short name.
groups_is_conference	Boolean	Groups is conference.
status_type_alt_detail	String	Status type alt detail.
venue_id	Int32	Unique venue identifier.
venue_full_name	String	Venue full name.
venue_address_city	String	Venue address city.
venue_address_state	String	Venue address state / region.
venue_capacity	Int32	Venue seating capacity.
venue_indoor	Boolean	Whether the home venue is indoors.
PBP	Boolean	Whether play-by-play data is available.
team_box	Boolean	Whether team box score data is available.
player_box	Boolean	Whether player box score data is available.

load_wbb_schedule(seasons=2024)

load_wbb_team_boxscore

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

Returns

col_name	type	description
game_id	Int32	Unique game identifier.
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
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.
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.
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).
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.

load_wbb_team_boxscore(seasons=2024)

load_wbb_ratings

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

Returns

col_name	type	description
season	Int64	Season identifier (4-digit year or 'YYYY-YY' string).
team_id	String	Unique team identifier.
adj_o	Float64	Adj o.
adj_d	Float64	Adj d.
adj_em	Float64	Adj em.
adj_tempo	Float64	Opponent-adjusted tempo in possessions per 40 minutes, produced by the same fixed-point adjustment as the efficiencies applied to game possessions under the additive model poss = tempo_i + tempo_j minus the league baseline.
raw_o	Float64	Raw o.
raw_d	Float64	Raw d.
games	Int64	Games played.
rank	Int64	Whether to include statistical ranks in the returned table.
adj_em_z	Float64	Within-season z-score of adj_em, computed as adj_em minus the season mean divided by the season standard deviation over every team in the frame, so it is mean 0 and standard deviation 1 per season.

load_wbb_ratings(seasons=2025)

load_wbb_player_value

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

Returns

col_name	type	description
player_id	String	Unique player identifier.
player	String	Player name.
season	Int64	Season identifier (4-digit year or 'YYYY-YY' string).
team_id	String	Unique team identifier.
min	Float64	Minutes played.
box_obpm	Float64	Box-score offensive plus/minus for the player, the offensive half of box BPM.
box_dbpm	Float64	Box-score defensive plus/minus for the player, the defensive half of box BPM.
box_bpm	Float64	Total box plus/minus in points per 100 possessions above average, exactly box_obpm plus box_dbpm in every published row.

load_wbb_player_value(seasons=2025)

load_wbb_game_rosters

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

Returns

col_name	type	description
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
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 ESPN headshot image on a.espncdn.com, whose filename is the athlete_id; null when ESPN publishes no headshot for that player.
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_wbb_game_rosters(seasons=2026)

load_wbb_officials

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

Returns

col_name	type	description
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
game_id	String	Unique game identifier.
official_id	Int32	Unique official / referee identifier.
official_uid	String	ESPN's globally unique resource identifier for the official, read from the core-api items[] uid key; that payload never ships it, so the column is null for every published row.
official_full_name	String	ESPN's fullName for the official, falling back to displayName when fullName is absent; ESPN sometimes ships it with a middle initial or a doubled internal space, so it is not simply first plus last name.
official_display_name	String	ESPN's displayName for the official, which is identical to official_full_name in every published row of the released data.
official_first_name	String	The official's given name as ESPN splits it out separately from the full name, excluding any middle initial that appears in official_full_name.
official_last_name	String	The official's surname as ESPN splits it out; joined to official_first_name it reconstructs roughly 98 percent of official_full_name values, the rest differing by middle initials or spacing.
official_order	Int32	ESPN's 1-based sequence of the official within that game's crew listing, unique within a game and running 1 to 3 for the standard three-person crew.
position_name	String	Listed roster position ('Guard', 'Forward', 'Center').
position_display_name	String	Position display name.

load_wbb_officials(seasons=2026)

load_wbb_player_season_stats

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

Returns

col_name	type	description
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
athlete_id	Int32	Unique athlete identifier (ESPN).
athlete_display_name	String	Athlete display name (full).
athlete_first_name	String	Player first name; athlete_detail = TRUE only.
athlete_last_name	String	Athlete last name.
athlete_position_abbreviation	String	Athlete position abbreviation (G / F / C).
athlete_jersey	String	Athlete jersey number.
team_id	Int32	Unique team identifier.
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	Internal stat key.
stat_display_name	String	Stat display name.
stat_description	String	ESPN's prose definition of the statistic named in stat_name, for example The average assists per game for avgAssists; combined made-attempted stats carry both definitions joined by a hyphen.
display_value	String	Display-formatted value.
value	Float64	Numeric or string value field.

load_wbb_player_season_stats(seasons=2026)

load_wbb_rosters

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

Returns

col_name	type	description
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
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_wbb_rosters(seasons=2026)

load_wbb_shots

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

Returns

col_name	type	description
game_id	Int32	Unique game identifier.
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
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.

load_wbb_shots(seasons=2026)

load_wbb_standings

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

Returns

col_name	type	description
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
group_id	String	ESPN group id.
group_name	String	Group name (conference / division).
group_abbreviation	String	Group abbreviation.
group_short_name	String	Short display name of the conference or division grouping the row belongs to.
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	Internal stat key.
stat_display_name	String	Stat display name.
stat_short_display_name	String	Short human-readable stat name.
stat_description	String	ESPN's longer wording for the standings stat, for example Overall Record for the Team Season Record entry and Current Streak for Streak; null for stats ESPN ships without one, such as vs AP Top 25.
stat_abbreviation	String	ESPN's abbreviation for the standings stat, such as GB, OPP PPG or VS CONF; always populated and matching stat_short_display_name for about 90 percent of rows.
stat_type	String	Stat type code (e.g. "win", "loss").
display_value	String	Display-formatted value.
value	Float64	Numeric or string value field.

load_wbb_standings(seasons=2026)

load_wbb_team_season_stats

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

Returns

col_name	type	description
season	Int32	Season identifier (4-digit year or 'YYYY-YY' string).
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	Internal stat key.
stat_display_name	String	Stat display name.
stat_description	String	ESPN's prose definition of the team statistic named in stat_name, for example The average blocks per game for avgBlocks or the full sentence defining a blocked shot for blocks.
display_value	String	Display-formatted value.
value	Float64	Numeric or string value field.

load_wbb_team_season_stats(seasons=2026)