WNBA dataset loaders

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

Automation status

Dataset	Release tag	Pipeline
load_wnba_pbp	espn_wnba_pbp	—
load_wnba_player_boxscore	espn_wnba_player_boxscores	—
load_wnba_schedule	espn_wnba_schedules	—
load_wnba_team_boxscore	espn_wnba_team_boxscores	—
load_wnba_draft	espn_wnba_draft	—
load_wnba_game_rosters	espn_wnba_game_rosters	—
load_wnba_officials	espn_wnba_officials	—
load_wnba_player_season_stats	espn_wnba_player_season_stats	—
load_wnba_rosters	espn_wnba_rosters	—
load_wnba_shots	espn_wnba_shots	—
load_wnba_standings	espn_wnba_standings	—
load_wnba_team_season_stats	espn_wnba_team_season_stats	—
load_wnba_stats_coaches	wnba_stats_coaches	—
load_wnba_stats_draft	wnba_stats_draft	—
load_wnba_stats_game_rosters	wnba_stats_game_rosters	—
load_wnba_stats_officials	wnba_stats_officials	—
load_wnba_stats_pbp	wnba_stats_pbp	—
load_wnba_stats_player_game_logs	wnba_stats_player_game_logs	—
load_wnba_stats_rosters	wnba_stats_rosters	—
load_wnba_stats_schedules	wnba_stats_schedules	—
load_wnba_stats_shots	wnba_stats_shots	—

load_wnba_pbp

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

Returns

col_name	type
id	Float64
sequence_number	String
type_id	Int32
type_text	String
text	String
away_score	Int32
home_score	Int32
period_number	Int32
period_display_value	String
clock_display_value	String
scoring_play	Boolean
score_value	Int32
shooting_play	Boolean
coordinate_x_raw	Float64
coordinate_y_raw	Float64
season	Int32
season_type	Int32
away_team_id	Int32
away_team_name	String
away_team_mascot	String
away_team_abbrev	String
away_team_name_alt	String
home_team_id	Int32
home_team_name	String
home_team_mascot	String
home_team_abbrev	String
home_team_name_alt	String
home_team_spread	Float64
game_spread	Float64
home_favorite	Boolean
game_spread_available	Boolean
game_id	Int32
qtr	Int32
time	String
clock_minutes	Int32
clock_seconds	Float64
half	String
game_half	String
lead_qtr	Int32
lead_game_half	String
start_quarter_seconds_remaining	Int32
start_half_seconds_remaining	Int32
start_game_seconds_remaining	Int32
game_play_number	Int32
end_quarter_seconds_remaining	Int32
end_half_seconds_remaining	Int32
end_game_seconds_remaining	Int32
period	Int32
team_id	Int32
athlete_id_1	Int32
athlete_id_2	Int32
athlete_id_3	Int32
lag_qtr	Int32
lag_game_half	String
coordinate_x	Float64
coordinate_y	Float64
game_date	Date
game_date_time	Datetime(time_unit='us', time_zone='America/New_York')
type_abbreviation	String

load_wnba_pbp(seasons=2024)

load_wnba_player_boxscore

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

Returns

col_name	type
athlete_display_name	String
team_short_display_name	String
min	String
fg	String
fg3	String
ft	String
oreb	String
dreb	String
reb	String
ast	String
stl	String
blk	String
to	String
pf	String
plus_minus	String
pts	String
starter	Boolean
ejected	Boolean
did_not_play	Boolean
active	Boolean
athlete_jersey	String
athlete_id	String
athlete_short_name	String
athlete_position_name	String
athlete_position_abbreviation	String
team_name	String
team_logo	String
team_id	String
team_abbreviation	String
team_color	String
game_id	Int32
season	Int32
season_type	Int32
game_date	Date
athlete_headshot_href	String

load_wnba_player_boxscore(seasons=2024)

load_wnba_schedule

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

Returns

col_name	type
id	Int32
uid	String
date	String
attendance	Float64
time_valid	Boolean
neutral_site	Boolean
conference_competition	Boolean
recent	Boolean
start_date	String
notes_type	String
notes_headline	String
type_id	Int32
type_abbreviation	String
status_clock	Float64
status_display_clock	String
status_period	Float64
status_type_id	Int32
status_type_name	String
status_type_state	String
status_type_completed	Boolean
status_type_description	String
status_type_detail	String
status_type_short_detail	String
format_regulation_periods	Float64
home_id	Int32
home_uid	String
home_location	String
home_name	String
home_abbreviation	String
home_display_name	String
home_short_display_name	String
home_color	String
home_alternate_color	String
home_is_active	Boolean
home_venue_id	Int32
home_logo	String
home_score	Int32
home_winner	Boolean
away_id	Int32
away_uid	String
away_location	String
away_name	String
away_abbreviation	String
away_display_name	String
away_short_display_name	String
away_is_active	Boolean
away_venue_id	Int32
away_score	Int32
away_winner	Boolean
game_id	Int32
season	Int32
season_type	Int32
venue_id	Int32
venue_full_name	String
venue_address_city	String
venue_address_state	String
venue_capacity	Float64
venue_indoor	Boolean
away_color	String
away_alternate_color	String
away_logo	String
status_type_alt_detail	String
game_json	Boolean
game_json_url	String
game_date_time	Datetime(time_unit='us', time_zone='America/New_York')
game_date	Date
PBP	Boolean
team_box	Boolean
player_box	Boolean

load_wnba_schedule(seasons=2024)

load_wnba_team_boxscore

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

Returns

col_name	type
game_id	Int32
season	Int32
season_type	Int32
game_date	Date
game_date_time	Datetime(time_unit='us', time_zone='America/New_York')
team_id	Int32
team_uid	String
team_slug	String
team_location	String
team_name	String
team_abbreviation	String
team_display_name	String
team_short_display_name	String
team_color	String
team_alternate_color	String
team_logo	String
team_home_away	String
team_score	Int32
team_winner	Boolean
assists	Int32
blocks	Int32
defensive_rebounds	Int32
fast_break_points	String
field_goal_pct	Float64
field_goals_made	Int32
field_goals_attempted	Int32
flagrant_fouls	Int32
fouls	Int32
free_throw_pct	Float64
free_throws_made	Int32
free_throws_attempted	Int32
largest_lead	String
offensive_rebounds	Int32
points_in_paint	String
steals	Int32
team_turnovers	Int32
technical_fouls	Int32
three_point_field_goal_pct	Float64
three_point_field_goals_made	Int32
three_point_field_goals_attempted	Int32
total_rebounds	Int32
total_technical_fouls	Int32
total_turnovers	Int32
turnover_points	String
turnovers	Int32
opponent_team_id	Int32
opponent_team_uid	String
opponent_team_slug	String
opponent_team_location	String
opponent_team_name	String
opponent_team_abbreviation	String
opponent_team_display_name	String
opponent_team_short_display_name	String
opponent_team_color	String
opponent_team_alternate_color	String
opponent_team_logo	String
opponent_team_score	Int32

load_wnba_team_boxscore(seasons=2024)

load_wnba_draft

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

Returns

col_name	type
season	Int32
round	Int32
round_display_name	String
pick	Int32
overall_pick	Int32
pick_traded	String
pick_notes	String
athlete_id	Int32
athlete_uid	String
athlete_guid	String
athlete_first_name	String
athlete_last_name	String
athlete_full_name	String
athlete_display_name	String
athlete_short_name	String
athlete_height	String
athlete_weight	String
athlete_position_abbreviation	String
athlete_position_name	String
athlete_headshot_href	String
college_id	Int32
college_name	String
college_short_name	String
college_abbreviation	String
team_id	Int32
team_uid	String
team_slug	String
team_location	String
team_name	String
team_abbreviation	String
team_display_name	String
team_short_display_name	String
team_color	String
team_alternate_color	String
team_logo	String

load_wnba_draft(seasons=2026)

load_wnba_game_rosters

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

Returns

col_name	type
season	Int32
game_id	String
team_id	Int32
team_slug	String
team_abbreviation	String
team_display_name	String
home_away	String
athlete_id	Int32
athlete_uid	String
athlete_guid	String
athlete_display_name	String
athlete_short_name	String
athlete_first_name	String
athlete_last_name	String
athlete_jersey	String
athlete_position	String
athlete_headshot	String
starter	Boolean
did_not_play	Boolean
active	Boolean
ejected	Boolean
reason	String

load_wnba_game_rosters(seasons=2024)

load_wnba_officials

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

Returns

col_name	type
season	Int32
game_id	String
official_id	Int32
official_uid	String
official_full_name	String
official_display_name	String
official_first_name	String
official_last_name	String
official_order	Int32
position_name	String
position_display_name	String

load_wnba_officials(seasons=2024)

load_wnba_player_season_stats

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

Returns

col_name	type
season	Int32
athlete_id	Int32
athlete_display_name	String
athlete_first_name	String
athlete_last_name	String
athlete_position_abbreviation	String
athlete_jersey	String
team_id	Int32
team_display_name	String
category	String
stat_label	String
stat_name	String
stat_display_name	String
stat_description	String
display_value	String
value	Float64

load_wnba_player_season_stats(seasons=2024)

load_wnba_rosters

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

Returns

col_name	type
season	Int32
team_id	Int32
team_slug	String
team_abbreviation	String
team_display_name	String
team_short_display_name	String
team_color	String
team_alternate_color	String
team_logo	String
athlete_id	String
uid	String
guid	String
full_name	String
display_name	String
short_name	String
first_name	String
last_name	String
jersey	String
position_abbreviation	String
position_name	String
position_id	String
height	String
weight	String
age	String
date_of_birth	String
birth_place_city	String
birth_place_state	String
birth_place_country	String
experience_years	String
experience_display_value	String
headshot_href	String
headshot_alt	String
link_web	String
status_id	String
status_name	String
status_type	String

load_wnba_rosters(seasons=2024)

load_wnba_shots

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

Returns

col_name	type
game_id	Int32
season	Int32
period_number	Int32
clock_display_value	String
team_id	Int32
athlete_id_1	Int32
athlete_id_2	Int32
type_id	Int32
type_text	String
scoring_play	Boolean
score_value	Int32
coordinate_x	Float64
coordinate_y	Float64
coordinate_x_raw	Float64
coordinate_y_raw	Float64

load_wnba_shots(seasons=2024)

load_wnba_standings

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

Returns

col_name	type
season	Int32
group_id	String
group_name	String
group_abbreviation	String
group_short_name	String
team_id	Int32
team_uid	String
team_slug	String
team_location	String
team_name	String
team_abbreviation	String
team_display_name	String
team_short_display_name	String
team_color	String
team_alternate_color	String
team_logo	String
stat_name	String
stat_display_name	String
stat_short_display_name	String
stat_description	String
stat_abbreviation	String
stat_type	String
display_value	String
value	Float64

load_wnba_standings(seasons=2024)

load_wnba_team_season_stats

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

Returns

col_name	type
season	Int32
team_id	Int32
team_slug	String
team_abbreviation	String
team_display_name	String
team_short_display_name	String
team_color	String
team_alternate_color	String
team_logo	String
category	String
stat_label	String
stat_name	String
stat_display_name	String
stat_description	String
display_value	String
value	Float64

load_wnba_team_season_stats(seasons=2024)

load_wnba_stats_coaches

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

Returns

col_name	type
team_id	String
season	Int32
coach_id	String
first_name	String
last_name	String
coach_name	String
is_assistant	String
coach_type	String
sort_sequence	String
sub_sort_sequence	String
season_2	Int32
team_id_lookup	Int32

load_wnba_stats_coaches(seasons=2026)

load_wnba_stats_draft

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

Returns

col_name	type
person_id	String
player_name	String
season	Int32
round_number	String
round_pick	String
overall_pick	String
draft_type	String
team_id	String
team_city	String
team_name	String
team_abbreviation	String
organization	String
organization_type	String
player_profile_flag	String
season_2	Int32

load_wnba_stats_draft(seasons=2025)

load_wnba_stats_game_rosters

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

Returns

col_name	type
player_id	String
first_name	String
last_name	String
jersey_num	String
team_id	String
team_city	String
team_name	String
team_abbreviation	String
game_id	String
season	Int32

load_wnba_stats_game_rosters(seasons=2026)

load_wnba_stats_officials

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

Returns

col_name	type
official_id	String
first_name	String
last_name	String
jersey_num	String
game_id	String
season	Int32

load_wnba_stats_officials(seasons=2026)

load_wnba_stats_pbp

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

Returns

col_name	type
game_id	String
event_num	String
event_type	String
event_action_type	String
period	Int32
clock	String
minute_game	Float64
time_remaining	Float64
time_quarter	String
minute_remaining_quarter	Int32
seconds_remaining_quarter	Int32
action_type	String
sub_type	String
neutral_description	String
description	String
location	String
score	String
away_score	Int32
home_score	Int32
score_margin	String
person1type	String
player1_id	String
player1_name	String
player1_team_id	String
player1_team_abbreviation	String
video_available_flag	String
team_leading	String
x_legacy	Int32
y_legacy	Int32
shot_distance	Int32
shot_result	String
is_field_goal	Int32
points_total	Int32
shot_value	Int32
action_number	Int32
team_id	Int32
team_tricode	String
person_id	Int32
player_name	String
player_name_i	String
score_home	String
score_away	String
video_available	Int32
action_id	Int32
away_player1	Int32
away_player2	Int32
away_player3	Int32
away_player4	Int32
away_player5	Int32
home_player1	Int32
home_player2	Int32
home_player3	Int32
home_player4	Int32
home_player5	Int32
home_description	String
player1_team_city	String
player1_team_nickname	String
visitor_description	String
player2_id	String
player2_name	String
player2_team_id	String
player2_team_city	String
player2_team_nickname	String
player2_team_abbreviation	String
player3_id	String
player3_name	String
player3_team_id	String
player3_team_city	String
player3_team_nickname	String
player3_team_abbreviation	String
score_value	Int32
msg_type	Int32
act_type	Int32
slug_team	String
shot_pts	Int32
secs_passed_game	Float64
team_away	String
team_home	String
off_slug_team	String
number_event	Int32
possession	Int32
total_starters_home	Int32
total_starters_away	Int32
garbage_time	Int32
season	Int32

load_wnba_stats_pbp(seasons=2026)

load_wnba_stats_player_game_logs

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

Returns

col_name	type
season_id	String
player_id	Int32
player_name	String
team_id	Int32
team_abbreviation	String
team_name	String
game_id	String
game_date	String
matchup	String
wl	String
min	String
fgm	String
fga	String
fg_pct	String
fg3m	String
fg3a	String
fg3_pct	String
ftm	String
fta	String
ft_pct	String
oreb	String
dreb	String
reb	String
ast	String
stl	String
blk	String
tov	String
pf	String
pts	String
plus_minus	String
fantasy_pts	String
video_available	String
team_location	String
season	Int32

load_wnba_stats_player_game_logs(seasons=2025)

load_wnba_stats_rosters

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

Returns

col_name	type
team_id	String
season	Int32
league_id	String
player	String
nickname	String
player_slug	String
num	String
position	String
height	String
weight	String
birth_date	String
age	String
exp	String
school	String
player_id	String
how_acquired	String
season_2	Int32
team_id_lookup	Int32

load_wnba_stats_rosters(seasons=2026)

load_wnba_stats_schedules

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

Returns

col_name	type
SEASON_ID	String
TEAM_ID	String
TEAM_ABBREVIATION	String
TEAM_NAME	String
GAME_ID	String
GAME_DATE	String
MATCHUP	String
WL	String
MIN	String
PTS	String
FGM	String
FGA	String
FG_PCT	String
FG3M	String
FG3A	String
FG3_PCT	String
FTM	String
FTA	String
FT_PCT	String
OREB	String
DREB	String
REB	String
AST	String
STL	String
BLK	String
TOV	String
PF	String
PLUS_MINUS	String
season	Int32

load_wnba_stats_schedules(seasons=2025)

load_wnba_stats_shots

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

Returns

col_name	type
game_id	String
season	Int32
period	Int32
clock	String
team_id	Int32
person_id	Int32
action_type	String
sub_type	String
description	String
x_legacy	Int32
y_legacy	Int32
shot_distance	Int32
shot_value	Int32
shot_result	String
points_total	Int32

load_wnba_stats_shots(seasons=2026)