WBB dataset loaders — Player

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 as a 4-digit starting year (integer). A 'YYYY-YY' string is not accepted.
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_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 as a 4-digit starting year (integer). A 'YYYY-YY' string is not accepted.
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.
qualified	Boolean	True/False indicator of whether or not player meets minimum play requirement

load_wbb_player_value(seasons=2025)

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 as a 4-digit starting year (integer). A 'YYYY-YY' string is not accepted.
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_player_crosswalk

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

Returns

col_name	type	description
season	Int32	Season as a 4-digit starting year (integer). A 'YYYY-YY' string is not accepted.
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.
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_wbb_player_crosswalk(seasons=2026)

load_wbb_player_core

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

Returns

col_name	type	description
season	Int32	Season as a 4-digit starting year (integer). A 'YYYY-YY' string is not accepted.
athlete_id	Int32	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_wbb_player_core(seasons=2025)