Load cleaned NCAA women's college basketball play-by-play from the data repo

Loads season-level NCAA women's college basketball play-by-play. One row per event, with reconstructed 5-man lineups, possession numbering, shot context (transition/paint/second-chance), and an ESPN game-id crosswalk. Produced by the sdv-py ncaa_wbb engine (stats.ncaa.org play-by-play parsed, cleaned, and enriched); backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_pbp release tag as csv.gz/parquet/rds.

Loads shot-chart events for NCAA women's college basketball – one row per field goal attempt, with court coordinates, distance, shot zone, and made/missed result. Coordinates are only available from the 2019 season onward (stats.ncaa.org did not publish shot-location data before then), so seasons has a 2019 floor even though most sibling NCAA WBB datasets start at 2010. Produced by the sdv-py ncaa_wbb engine; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_shots release tag as csv.gz/parquet/rds.

Loads reconstructed 5-man lineup stints for NCAA women's college basketball – one row per contiguous stretch a specific 5-player lineup was on court for a team, with on/off scoring, shooting, and rebounding splits plus the matching opponent (opp_*) splits. Produced by the sdv-py ncaa_wbb engine's lineup reconstructor; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_lineups release tag as csv.gz/parquet/rds.

Loads reconstructed 10-man matchup stints (the home 5-man lineup crossed with the away 5-man lineup) for NCAA women's college basketball – one row per contiguous stretch both lineups were on court together, with the score at stint start/end and both team's lineup rosters. Produced by the sdv-py ncaa_wbb engine's lineup reconstructor; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_matchup_stints release tag as csv.gz/parquet/rds.

Loads possession-level data for NCAA women's college basketball – one row per offensive possession, with the on-court 5-man lineups for both teams, points scored, assist/transition/garbage-time flags, and the possession's first and last event types. Produced by the sdv-py ncaa_wbb engine's possession detector; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_possessions release tag as csv.gz/parquet/rds.

Loads within-team regularized adjusted plus-minus (RAPM) ratings for NCAA women's college basketball – one row per player-team-season, fit against teammate lineup variation within that team's own possessions (not a cross-team national RAPM). Produced by the sdv-py ncaa_wbb engine's RAPM model on top of the reconstructed lineup/possession data; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_rapm_within_team release tag as csv.gz/parquet/rds.

Loads league-wide regularized adjusted plus-minus (RAPM) ratings for NCAA women's college basketball – one row per player-season, fit against lineup variation across all Division I stints for that season (not a within-team RAPM). Produced by the sdv-py ncaa_wbb engine's league-wide stint-ridge RAPM solver (Torvik-gated to Division I teams) on top of the reconstructed lineup/possession data; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_rapm release tag as csv.gz/parquet/rds.

Loads advanced per-player, per-game box scores for NCAA women's college basketball – one row per player-game, with shooting splits by zone (rim/mid/3), transition and half-court splits, assisted-vs-unassisted splits, and shot-zone efficiency rates. A superset of the traditional box score (points/rebounds/assists/steals/blocks/turnovers/fouls are included alongside the advanced splits). Produced by the sdv-py ncaa_wbb engine; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_player_box release tag as csv.gz/parquet/rds.

Loads advanced per-team, per-game box scores for NCAA women's college basketball – one row per team-game, with offensive/defensive ratings, shot-zone rates and efficiency (rim/mid/3), rebounding/assist/turnover rates, and the matching opponent (d_*) splits. Produced by the sdv-py ncaa_wbb engine; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_team_box release tag as csv.gz/parquet/rds.

Loads a lightweight season roster for NCAA women's college basketball – one row per player-team-season with a games-played count. For the fuller roster (jersey, class, position, height, hometown, high school), use load_ncaa_wbb_team_rosters(). Produced by the sdv-py ncaa_wbb engine; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_rosters release tag as csv.gz/parquet/rds.

Loads the full season roster for NCAA women's college basketball – one row per player-team-season with jersey number, class year, position, height, hometown, high school, and games played/started. Produced by the sdv-py ncaa_wbb engine; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_team_rosters release tag as csv.gz/parquet/rds.

Loads season schedules/results for NCAA women's college basketball – one row per game with home/away teams and final scores. Produced by the sdv-py ncaa_wbb engine; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_schedule release tag as csv.gz/parquet/rds.

Loads the season-level stats.ncaa.org team-id / conference crosswalk for NCAA women's college basketball – one row per team-season. Useful for joining ncaa_team_id columns on the other ncaa_wbb_* datasets back to a team name and conference. Produced by the sdv-py ncaa_wbb engine; backed by the ncaa-wbb-hoops-data pipeline, published to the ncaa_wbb_team_ids release tag as csv.gz/parquet/rds.

Usage

load_ncaa_wbb_pbp(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_shots(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_lineups(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_matchup_stints(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_possessions(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_rapm_within_team(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_rapm(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_player_box(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_team_box(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_rosters(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_team_rosters(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_schedule(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

load_ncaa_wbb_team_ids(
  seasons = most_recent_wbb_season(),
  ...,
  dbConnection = NULL,
  tablename = NULL
)

Arguments

seasons

A vector of 4-digit season-ending years for NCAA women's college basketball (e.g. 2024 for the 2023-24 season). Published coverage runs 2010 through the most recent season, with no gaps. Pass seasons = TRUE for every published season. (Min: 2010)

...

Additional arguments passed to an underlying function that writes the season data into a database.

dbConnection

A DBIConnection object, as returned by DBI::dbConnect()

tablename

The name of the data table within the database

Value

Returns a wehoop_data tibble with one row per play-by-play event.

col_name	types	description
game_date	character	Date the game was played (MM/DD/YYYY).
home	character	Home team name.
away	character	Away team name.
period	integer	Period of the game (1-2 halves pre-2016, 1-4 quarters 2016+).
clock	character	Game clock remaining in the period (MM:SS).
game_time	character	Elapsed game time (MM:SS).
game_seconds	integer	Elapsed game time in seconds from tip-off.
home_score	integer	Home team score after the event.
away_score	integer	Away team score after the event.
event_team	character	Team name credited with the play event.
event_description	character	Raw play-by-play text description.
player_1	character	Primary player name involved in the event (raw, upper-cased).
player_2	character	Secondary player name involved in the event (raw, upper-cased).
event_type	character	Play event type label (e.g. 'made Layup', 'won Jumpball').
event_result	character	Event result ('made', 'missed', or NA for non-shot events).
shot_value	integer	Point value of a shot event (2 or 3).
event_length	integer	Duration of the event in seconds.
poss_num	integer	Sequential possession number within the game.
poss_team	character	Team name on offense for the possession.
poss_length	integer	Duration of the possession in seconds.
is_transition	logical	Whether the play occurred in transition.
home_1	character	Home lineup slot 1 player name (raw).
home_2	character	Home lineup slot 2 player name (raw).
home_3	character	Home lineup slot 3 player name (raw).
home_4	character	Home lineup slot 4 player name (raw).
home_5	character	Home lineup slot 5 player name (raw).
away_1	character	Away lineup slot 1 player name (raw).
away_2	character	Away lineup slot 2 player name (raw).
away_3	character	Away lineup slot 3 player name (raw).
away_4	character	Away lineup slot 4 player name (raw).
away_5	character	Away lineup slot 5 player name (raw).
status	character	Row QA status flag ('CLEAN' or a data-quality note).
is_garbage_time	logical	Whether the event occurred in garbage time.
sub_deviate	integer	Substitution-inference deviation counter used by the lineup reconstructor.
contest_id	character	Unique stats.ncaa.org contest identifier.
home_ncaa_team_id	character	stats.ncaa.org team identifier for the home team.
home_espn_team_id	character	ESPN team identifier for the home team.
away_ncaa_team_id	character	stats.ncaa.org team identifier for the away team.
away_espn_team_id	character	ESPN team identifier for the away team.
event_team_ncaa_team_id	character	stats.ncaa.org team identifier for the event team.
event_team_espn_team_id	character	ESPN team identifier for the event team.
poss_team_ncaa_team_id	character	stats.ncaa.org team identifier for the possession team.
poss_team_espn_team_id	character	ESPN team identifier for the possession team.
player_1_id	character	stats.ncaa.org player identifier for player_1.
player_1_clean_name	character	Cleaned/title-cased display name for player_1.
player_2_id	character	stats.ncaa.org player identifier for player_2.
player_2_clean_name	character	Cleaned/title-cased display name for player_2.
home_1_player_id	character	stats.ncaa.org player identifier for home lineup slot 1.
home_1_clean_name	character	Cleaned display name for home lineup slot 1.
home_2_player_id	character	stats.ncaa.org player identifier for home lineup slot 2.
home_2_clean_name	character	Cleaned display name for home lineup slot 2.
home_3_player_id	character	stats.ncaa.org player identifier for home lineup slot 3.
home_3_clean_name	character	Cleaned display name for home lineup slot 3.
home_4_player_id	character	stats.ncaa.org player identifier for home lineup slot 4.
home_4_clean_name	character	Cleaned display name for home lineup slot 4.
home_5_player_id	character	stats.ncaa.org player identifier for home lineup slot 5.
home_5_clean_name	character	Cleaned display name for home lineup slot 5.
away_1_player_id	character	stats.ncaa.org player identifier for away lineup slot 1.
away_1_clean_name	character	Cleaned display name for away lineup slot 1.
away_2_player_id	character	stats.ncaa.org player identifier for away lineup slot 2.
away_2_clean_name	character	Cleaned display name for away lineup slot 2.
away_3_player_id	character	stats.ncaa.org player identifier for away lineup slot 3.
away_3_clean_name	character	Cleaned display name for away lineup slot 3.
away_4_player_id	character	stats.ncaa.org player identifier for away lineup slot 4.
away_4_clean_name	character	Cleaned display name for away lineup slot 4.
away_5_player_id	character	stats.ncaa.org player identifier for away lineup slot 5.
away_5_clean_name	character	Cleaned display name for away lineup slot 5.
espn_game_id	character	ESPN game identifier crosswalked to this contest.
is_fastbreak	logical	Whether the play was a fastbreak possession.
is_from_turnover	logical	Whether the possession began off a turnover.
is_paint	logical	Whether the shot was taken in the paint.
is_second_chance	logical	Whether the possession followed an offensive rebound.
assist_player	character	Cleaned display name of the player credited with the assist.
ft_number	integer	Free throw number within the trip to the line (1st, 2nd, ...).
ft_attempts	integer	Total free throws awarded on the trip to the line.
foul_class	character	Foul classification ('personal', 'technical', etc.).
is_shooting_foul	logical	Whether the foul was a shooting foul.
is_looseball_foul	logical	Whether the foul was a loose-ball foul.
is_one_and_one	logical	Whether the free throw trip was a one-and-one bonus.
is_flagrant	logical	Whether the foul was flagrant.
foul_tech_class	character	Technical foul sub-classification (e.g. 'administrative').
ft_awarded	integer	Total free throws awarded for the foul.
turnover_type	character	Turnover sub-type (e.g. 'shotclock', 'travel').
is_team_turnover	logical	Whether the turnover is a team turnover (no individual credited).
timeout_type	character	Timeout sub-type (e.g. 'short', 'full').
challenge_outcome	character	Replay-challenge outcome, when the event was a review.
season	integer	Season identifier (4-digit season-ending year).

Returns a wehoop_data tibble with one row per shot attempt.

col_name	types	description
season	integer	Season identifier (4-digit season-ending year).
team_id	character	Team name of the shooting team (raw scrape field; despite the column name it holds the team name string, not a numeric id – see ncaa_team_id / espn_team_id for the crosswalked ids).
shooter_id	character	Raw scrape key for the shooter (see shooter_player_id for the stats.ncaa.org id).
shot_x	numeric	Shot chart X coordinate.
shot_y	numeric	Shot chart Y coordinate.
dist_ft	numeric	Shot distance from the basket, in feet.
shot_zone	character	Shot zone label (e.g. 'abovebreak3', 'rim').
shot_type	character	Shot type label from the source play description.
made	logical	Whether the shot was made.
point_value	integer	Point value of the shot (2 or 3).
period	logical	Period of the game (1-2 halves pre-2016, 1-4 quarters 2016+).
sec_left	logical	Seconds remaining in the period at the time of the shot.
source	character	Source system for the shot record (e.g. 'ncaa').
contest_id	character	Unique stats.ncaa.org contest identifier.
ncaa_team_id	character	stats.ncaa.org team identifier for the shooting team.
espn_team_id	character	ESPN team identifier for the shooting team.
shooter_player_id	character	stats.ncaa.org player identifier for the shooter.
shooter_clean_name	character	Cleaned display name for the shooter.
espn_game_id	character	ESPN game identifier crosswalked to this contest.

Returns a wehoop_data tibble with one row per lineup stint.

col_name	types	description
lineup_key	character	Hash key uniquely identifying the 5-player lineup.
date	character	Game date/time (ISO 8601).
location_type	character	Home/away designation for team in this stint ('Home' or 'Away').
team	character	Team name.
team_year	integer	Season-start calendar year for the stint.
opponent	character	Opponent team name.
lineup_id	character	Human-readable lineup identifier built from the five player codes.
start_min	numeric	Game-clock minute the lineup entered.
end_min	numeric	Game-clock minute the lineup exited.
duration_mins	numeric	Minutes the lineup was on court together.
player_1	character	Lineup slot 1 player display name ('Last, First').
player_2	character	Lineup slot 2 player display name ('Last, First').
player_3	character	Lineup slot 3 player display name ('Last, First').
player_4	character	Lineup slot 4 player display name ('Last, First').
player_5	character	Lineup slot 5 player display name ('Last, First').
players_in	character	Player(s) substituted into the lineup at the start of the stint.
players_out	character	Player(s) substituted out of the lineup at the start of the stint.
start_scored	integer	Team's points scored at the moment the lineup entered.
start_allowed	integer	Points allowed at the moment the lineup entered.
end_scored	integer	Team's points scored at the moment the lineup exited.
end_allowed	integer	Points allowed at the moment the lineup exited.
start_diff	integer	Score differential at the moment the lineup entered.
end_diff	integer	Score differential at the moment the lineup exited.
player_count_error	logical	Flag set when fewer/more than 5 players were reconstructed for the stint.
poss	integer	Possessions played by the lineup.
pts	integer	Points scored.
plus_minus	integer	Point differential while the lineup was on court.
fga	integer	Field goal attempts by the lineup.
fgm	integer	Field goals made by the lineup.
rima	integer	Rim-area shot attempts.
rimm	integer	Rim-area shots made.
rim_ast	integer	Rim-area makes that came off an assist.
mida	integer	Mid-range shot attempts.
midm	integer	Mid-range shots made.
mid_ast	integer	Mid-range makes that came off an assist.
fg2a	integer	2-point field goal attempts by the lineup.
fg2m	integer	2-point field goals made by the lineup.
tpa	integer	3-point field goal attempts.
tpm	integer	3-point field goals made.
tp_ast	integer	3-pointers made that came off an assist.
fta	integer	Free throw attempts by the lineup.
ftm	integer	Free throws made by the lineup.
orb	integer	Offensive rebounds.
drb	integer	Defensive rebounds.
to	integer	Turnovers by the lineup.
stl	integer	Steals.
blk	integer	Blocks.
ast	integer	Assists.
foul	integer	Personal fouls.
opp_poss	integer	Opponent possessions while this lineup was on court.
opp_pts	integer	Opponent points scored while this lineup was on court.
opp_plus_minus	integer	Opponent point differential while this lineup was on court (negative of plus_minus).
opp_fga	integer	Opponent field goal attempts.
opp_fgm	integer	Opponent field goals made.
opp_rima	integer	Opponent rim-area shot attempts.
opp_rimm	integer	Opponent rim-area shots made.
opp_rim_ast	integer	Opponent rim-area makes that came off an assist.
opp_mida	integer	Opponent mid-range shot attempts.
opp_midm	integer	Opponent mid-range shots made.
opp_mid_ast	integer	Opponent mid-range makes that came off an assist.
opp_fg2a	integer	Opponent 2-point field goal attempts.
opp_fg2m	integer	Opponent 2-point field goals made.
opp_tpa	integer	Opponent 3-point field goal attempts.
opp_tpm	integer	Opponent 3-point field goals made.
opp_tp_ast	integer	Opponent 3-pointers made that came off an assist.
opp_fta	integer	Opponent free throw attempts.
opp_ftm	integer	Opponent free throws made.
opp_orb	integer	Opponent offensive rebounds.
opp_drb	integer	Opponent defensive rebounds.
opp_to	integer	Opponent turnovers.
opp_stl	integer	Opponent steals.
opp_blk	integer	Opponent blocks.
opp_ast	integer	Opponent assists.
opp_foul	integer	Opponent personal fouls.
stint_num	integer	Sequential stint number for this lineup within the game.
contest_id	character	Unique stats.ncaa.org contest identifier.
season	integer	Season identifier (4-digit season-ending year).

Returns a wehoop_data tibble with one row per matchup stint.

col_name	types	description
contest_id	character	Unique stats.ncaa.org contest identifier.
season	integer	Season identifier (4-digit season-ending year).
game_date	character	Date the game was played (MM/DD/YYYY).
home	character	Home team name.
away	character	Away team name.
game_stint_num	integer	Sequential stint number within the game (all 10-man matchups).
period	integer	Period of the game (1-2 halves pre-2016, 1-4 quarters 2016+).
start_seconds	integer	Elapsed game seconds at the start of the stint.
end_seconds	integer	Elapsed game seconds at the end of the stint.
duration_seconds	integer	Duration of the stint in seconds.
matchup_key	character	Hash key uniquely identifying the home-lineup/away-lineup matchup.
home_lineup_key	character	Hash key for the home team's 5-player lineup.
away_lineup_key	character	Hash key for the away team's 5-player lineup.
home_lineup	character	Pipe-delimited list of the 5 home players on court.
away_lineup	character	Pipe-delimited list of the 5 away players on court.
end_home_score	integer	Home team score at the end of the stint.
end_away_score	integer	Away team score at the end of the stint.
n_events	integer	Number of play-by-play events within the stint.
n_possessions	integer	Number of possessions within the stint.
start_home_score	integer	Home team score at the start of the stint.
start_away_score	integer	Away team score at the start of the stint.
home_pts	integer	Points scored by the home team during the stint.
away_pts	integer	Points scored by the away team during the stint.
home_1	character	Home lineup slot 1 player name (raw).
home_2	character	Home lineup slot 2 player name (raw).
home_3	character	Home lineup slot 3 player name (raw).
home_4	character	Home lineup slot 4 player name (raw).
home_5	character	Home lineup slot 5 player name (raw).
away_1	character	Away lineup slot 1 player name (raw).
away_2	character	Away lineup slot 2 player name (raw).
away_3	character	Away lineup slot 3 player name (raw).
away_4	character	Away lineup slot 4 player name (raw).
away_5	character	Away lineup slot 5 player name (raw).

Returns a wehoop_data tibble with one row per possession.

col_name	types	description
game_date	character	Date the game was played (MM/DD/YYYY).
home	character	Home team name.
away	character	Away team name.
period	integer	Period of the game (1-2 halves pre-2016, 1-4 quarters 2016+).
poss_num	integer	Sequential possession number within the game.
poss_team	character	Team name on offense for the possession.
home_1	character	Home lineup slot 1 player name (raw).
home_2	character	Home lineup slot 2 player name (raw).
home_3	character	Home lineup slot 3 player name (raw).
home_4	character	Home lineup slot 4 player name (raw).
home_5	character	Home lineup slot 5 player name (raw).
away_1	character	Away lineup slot 1 player name (raw).
away_2	character	Away lineup slot 2 player name (raw).
away_3	character	Away lineup slot 3 player name (raw).
away_4	character	Away lineup slot 4 player name (raw).
away_5	character	Away lineup slot 5 player name (raw).
home_score	integer	Home team score after the event.
away_score	integer	Away team score after the event.
pts	integer	Points scored.
is_assisted	integer	Whether the possession ended in an assisted make.
is_transition	integer	Whether the play occurred in transition.
is_garbage_time	integer	Whether the event occurred in garbage time.
start_event_type	character	Event type that started the possession.
first_shot_time	integer	Elapsed game seconds at the possession's first shot attempt.
first_shot_type	character	Event type of the possession's first shot attempt.
last_event_time	integer	Elapsed game seconds at the possession's final event.
last_event_type	character	Event type of the possession's final event.
contest_id	character	Unique stats.ncaa.org contest identifier.
home_ncaa_team_id	character	stats.ncaa.org team identifier for the home team.
home_espn_team_id	character	ESPN team identifier for the home team.
away_ncaa_team_id	character	stats.ncaa.org team identifier for the away team.
away_espn_team_id	character	ESPN team identifier for the away team.
poss_team_ncaa_team_id	character	stats.ncaa.org team identifier for the possession team.
poss_team_espn_team_id	character	ESPN team identifier for the possession team.
home_1_player_id	character	stats.ncaa.org player identifier for home lineup slot 1.
home_1_clean_name	character	Cleaned display name for home lineup slot 1.
home_2_player_id	character	stats.ncaa.org player identifier for home lineup slot 2.
home_2_clean_name	character	Cleaned display name for home lineup slot 2.
home_3_player_id	character	stats.ncaa.org player identifier for home lineup slot 3.
home_3_clean_name	character	Cleaned display name for home lineup slot 3.
home_4_player_id	character	stats.ncaa.org player identifier for home lineup slot 4.
home_4_clean_name	character	Cleaned display name for home lineup slot 4.
home_5_player_id	character	stats.ncaa.org player identifier for home lineup slot 5.
home_5_clean_name	character	Cleaned display name for home lineup slot 5.
away_1_player_id	character	stats.ncaa.org player identifier for away lineup slot 1.
away_1_clean_name	character	Cleaned display name for away lineup slot 1.
away_2_player_id	character	stats.ncaa.org player identifier for away lineup slot 2.
away_2_clean_name	character	Cleaned display name for away lineup slot 2.
away_3_player_id	character	stats.ncaa.org player identifier for away lineup slot 3.
away_3_clean_name	character	Cleaned display name for away lineup slot 3.
away_4_player_id	character	stats.ncaa.org player identifier for away lineup slot 4.
away_4_clean_name	character	Cleaned display name for away lineup slot 4.
away_5_player_id	character	stats.ncaa.org player identifier for away lineup slot 5.
away_5_clean_name	character	Cleaned display name for away lineup slot 5.
espn_game_id	character	ESPN game identifier crosswalked to this contest.
season	integer	Season identifier (4-digit season-ending year).

Returns a wehoop_data tibble with one row per player-team-season.

col_name	types	description
team	character	Team name.
player_code	character	Player display name as 'Last, First' used as the RAPM join key.
rapm_off	numeric	Within-team offensive regularized adjusted plus-minus.
rapm_def	numeric	Within-team defensive regularized adjusted plus-minus.
team_off_poss	numeric	Team offensive possessions used in the RAPM fit.
num_players	integer	Number of teammates included in the within-team RAPM fit.
rapm_net	numeric	Within-team net regularized adjusted plus-minus (rapm_off + rapm_def).
season	integer	Season identifier (4-digit season-ending year).
player_id	character	stats.ncaa.org player identifier.
team_id	character	Unique team identifier.
person_id	character	Internal person identifier used to join across seasons/teams.

Returns a wehoop_data tibble with one row per player-season.

col_name	types	description
season	integer	Season identifier (4-digit season-ending year).
player_id	character	stats.ncaa.org player identifier.
person_id	character	Internal person identifier used to join across seasons/teams.
player	character	Player display name ('LAST.FIRST' format).
team	character	Team name.
orapm	numeric	League-wide offensive regularized adjusted plus-minus.
drapm	numeric	League-wide defensive regularized adjusted plus-minus.
rapm_net	numeric	League-wide net regularized adjusted plus-minus (orapm + drapm).
off_poss	integer	Offensive possessions used in the RAPM fit.
def_poss	integer	Defensive possessions used in the RAPM fit.
estimand	character	Estimand tag for the RAPM fit (e.g. 'league' for the Division I stint solve).

Returns a wehoop_data tibble with one row per player-game.

col_name	types	description
game_date	character	Date the game was played (MM/DD/YYYY).
home	character	Home team name.
away	character	Away team name.
team	character	Team name.
player	character	Player name (raw, upper-cased).
mins	numeric	Minutes played.
o_poss	numeric	Offensive possessions played.
pts	numeric	Points scored.
orb	numeric	Offensive rebounds.
drb	numeric	Defensive rebounds.
ast	numeric	Assists.
stl	numeric	Steals.
blk	numeric	Blocks.
tov	numeric	Turnovers.
pf	numeric	Personal fouls.
ts_pct	numeric	True shooting percentage.
efg_pct	numeric	Effective field goal percentage.
fgm	numeric	Field goals made by the lineup.
fga	numeric	Field goal attempts by the lineup.
fg_pct	numeric	Field goal percentage.
tpm	numeric	3-point field goals made.
tpa	numeric	3-point field goal attempts.
tp_pct	numeric	3-point field goal percentage.
ftm	numeric	Free throws made by the lineup.
fta	numeric	Free throw attempts by the lineup.
ft_pct	numeric	Free throw percentage.
rimm	numeric	Rim-area shots made.
rima	numeric	Rim-area shot attempts.
rim_pct	numeric	Rim-area field goal percentage.
midm	numeric	Mid-range shots made.
mida	numeric	Mid-range shot attempts.
mid_pct	numeric	Mid-range field goal percentage.
pbackm	numeric	Post/back-to-basket shots made.
pbacka	numeric	Post/back-to-basket attempts.
pback_pct	numeric	Post/back-to-basket shooting percentage.
blk_rim	numeric	Blocked shots at the rim.
blk_mid	numeric	Blocked mid-range shots.
blk_three	numeric	Blocked 3-point attempts.
pct_fga_trans	numeric	Share of field goal attempts taken in transition.
pct_tpa_trans	numeric	Share of 3-point attempts taken in transition.
pct_rima_trans	numeric	Share of rim-area attempts taken in transition.
pct_fgm_trans	numeric	Share of field goals made in transition.
pct_tpm_trans	numeric	Share of 3-pointers made in transition.
pct_rimm_trans	numeric	Share of rim-area shots made in transition.
pct_fgm_ast	numeric	Share of field goals made that were assisted.
pct_tpm_ast	numeric	Share of 3-pointers made that were assisted.
pct_rimm_ast	numeric	Share of rim-area shots made that were assisted.
pts_trans	numeric	Points scored in transition.
orb_trans	numeric	Offensive rebounds in transition possessions.
drb_trans	numeric	Defensive rebounds in transition possessions.
ast_trans	numeric	Assists in transition possessions.
stl_trans	numeric	Steals in transition possessions.
blk_trans	numeric	Blocks in transition possessions.
tov_trans	numeric	Turnovers in transition possessions.
ts_pct_trans	numeric	True shooting percentage in transition possessions.
efg_pct_trans	numeric	Effective field goal percentage in transition possessions.
fgm_trans	numeric	Field goals made in transition possessions.
fga_trans	numeric	Field goal attempts in transition possessions.
fg_pct_trans	numeric	Field goal percentage in transition possessions.
tpm_trans	numeric	3-point field goals made in transition possessions.
tpa_trans	numeric	3-point field goal attempts in transition possessions.
tp_pct_trans	numeric	3-point field goal percentage in transition possessions.
ftm_trans	numeric	Free throws made in transition possessions.
fta_trans	numeric	Free throw attempts in transition possessions.
ft_pct_trans	numeric	Free throw percentage in transition possessions.
rimm_trans	numeric	Rim-area shots made in transition possessions.
rima_trans	numeric	Rim-area shot attempts in transition possessions.
rim_pct_trans	numeric	Rim-area field goal percentage in transition possessions.
midm_trans	numeric	Mid-range shots made in transition possessions.
mida_trans	numeric	Mid-range shot attempts in transition possessions.
mid_pct_trans	numeric	Mid-range field goal percentage in transition possessions.
pts_half	numeric	Points scored in half-court possessions.
orb_half	numeric	Offensive rebounds in half-court possessions.
drb_half	numeric	Defensive rebounds in half-court possessions.
ast_half	numeric	Assists in half-court possessions.
stl_half	numeric	Steals in half-court possessions.
blk_half	numeric	Blocks in half-court possessions.
tov_half	numeric	Turnovers in half-court possessions.
ts_pct_half	numeric	True shooting percentage in half-court possessions.
efg_pct_half	numeric	Effective field goal percentage in half-court possessions.
fgm_half	numeric	Field goals made in half-court possessions.
fga_half	numeric	Field goal attempts in half-court possessions.
fg_pct_half	numeric	Field goal percentage in half-court possessions.
tpm_half	numeric	3-point field goals made in half-court possessions.
tpa_half	numeric	3-point field goal attempts in half-court possessions.
tp_pct_half	numeric	3-point field goal percentage in half-court possessions.
ftm_half	numeric	Free throws made in half-court possessions.
fta_half	numeric	Free throw attempts in half-court possessions.
ft_pct_half	numeric	Free throw percentage in half-court possessions.
rimm_half	numeric	Rim-area shots made in half-court possessions.
rima_half	numeric	Rim-area shot attempts in half-court possessions.
rim_pct_half	numeric	Rim-area field goal percentage in half-court possessions.
midm_half	numeric	Mid-range shots made in half-court possessions.
mida_half	numeric	Mid-range shot attempts in half-court possessions.
mid_pct_half	numeric	Mid-range field goal percentage in half-court possessions.
pts_ast	numeric	Points scored off an assisted make.
fgm_ast	numeric	Field goals made that came off an assist.
tpm_ast	numeric	3-point field goals made that came off an assist.
rimm_ast	numeric	Rim-area shots made that came off an assist.
midm_ast	numeric	Mid-range shots made that came off an assist.
pts_unast	numeric	Points scored off an unassisted make.
efg_pct_unast	numeric	Effective field goal percentage that were unassisted.
fgm_unast	numeric	Field goals made that were unassisted.
fga_unast	numeric	Field goal attempts that were unassisted.
fg_pct_unast	numeric	Field goal percentage that were unassisted.
tpm_unast	numeric	3-point field goals made that were unassisted.
tpa_unast	numeric	3-point field goal attempts that were unassisted.
tp_pct_unast	numeric	3-point field goal percentage that were unassisted.
rimm_unast	numeric	Rim-area shots made that were unassisted.
rima_unast	numeric	Rim-area shot attempts that were unassisted.
rim_pct_unast	numeric	Rim-area field goal percentage that were unassisted.
midm_unast	numeric	Mid-range shots made that were unassisted.
mida_unast	numeric	Mid-range shot attempts that were unassisted.
mid_pct_unast	numeric	Mid-range field goal percentage that were unassisted.
contest_id	character	Unique stats.ncaa.org contest identifier.
home_ncaa_team_id	character	stats.ncaa.org team identifier for the home team.
home_espn_team_id	character	ESPN team identifier for the home team.
away_ncaa_team_id	character	stats.ncaa.org team identifier for the away team.
away_espn_team_id	character	ESPN team identifier for the away team.
team_ncaa_team_id	character	stats.ncaa.org team identifier.
team_espn_team_id	character	ESPN team identifier.
player_id	character	stats.ncaa.org player identifier.
clean_name	character	Cleaned/title-cased display name.
espn_game_id	character	ESPN game identifier crosswalked to this contest.
season	integer	Season identifier (4-digit season-ending year).

Returns a wehoop_data tibble with one row per team-game.

col_name	types	description
home	character	Home team name.
away	character	Away team name.
team	character	Team name.
mins	numeric	Minutes played.
o_mins	numeric	Minutes with the team on offense.
d_mins	numeric	Minutes with the team on defense.
o_poss	numeric	Offensive possessions played.
d_poss	numeric	Defensive possessions played.
ortg	numeric	Offensive rating (points per 100 possessions).
drtg	numeric	Defensive rating (points allowed per 100 possessions).
netrtg	numeric	Net rating (ortg minus drtg).
pts	numeric	Points scored.
d_pts	numeric	Points allowed.
fga	numeric	Field goal attempts by the lineup.
d_fga	numeric	Opponent field goal attempts.
fgm	numeric	Field goals made by the lineup.
d_fgm	numeric	Opponent field goals made.
tpa	numeric	3-point field goal attempts.
d_tpa	numeric	Opponent 3-point attempts.
tpm	numeric	3-point field goals made.
d_tpm	numeric	Opponent 3-pointers made.
fta	numeric	Free throw attempts by the lineup.
d_fta	numeric	Opponent free throw attempts.
ftm	numeric	Free throws made by the lineup.
d_ftm	numeric	Opponent free throws made.
rima	numeric	Rim-area shot attempts.
d_rima	numeric	Opponent rim-area attempts.
rimm	numeric	Rim-area shots made.
d_rimm	numeric	Opponent rim-area shots made.
orb	numeric	Offensive rebounds.
d_orb	numeric	Opponent offensive rebounds.
drb	numeric	Defensive rebounds.
d_drb	numeric	Opponent defensive rebounds.
blk	numeric	Blocks.
d_blk	numeric	Opponent blocks.
to	numeric	Turnovers by the lineup.
d_to	numeric	Opponent turnovers.
ast	numeric	Assists.
d_ast	numeric	Opponent assists.
e_poss	numeric	Estimated possessions (alternate possession estimator).
fg_pct	numeric	Field goal percentage.
d_fg_pct	numeric	Opponent field goal percentage.
tpp	numeric	3-point field goal percentage.
d_tpp	numeric	Opponent 3-point percentage.
ftp	numeric	Free throw percentage.
d_ftp	numeric	Opponent free throw percentage.
efg_pct	numeric	Effective field goal percentage.
d_efg_pct	numeric	Opponent effective field goal percentage.
ts_pct	numeric	True shooting percentage.
d_ts_pct	numeric	Opponent true shooting percentage.
rim_pct	numeric	Rim-area field goal percentage.
d_rim_pct	numeric	Opponent rim-area field goal percentage.
mid_pct	numeric	Mid-range field goal percentage.
d_mid_pct	numeric	Opponent mid-range field goal percentage.
tp_rate	numeric	Share of shot attempts taken from 3-point range.
d_tp_rate	numeric	Opponent share of shot attempts from 3-point range.
rim_rate	numeric	Share of shot attempts taken at the rim.
d_rim_rate	numeric	Opponent share of shot attempts at the rim.
mid_rate	numeric	Share of shot attempts taken mid-range.
d_mid_rate	numeric	Opponent share of shot attempts mid-range.
ft_rate	numeric	Free throw rate (FTA per FGA).
d_ft_rate	numeric	Opponent free throw rate.
ast_rate	numeric	Assist rate.
d_ast_rate	numeric	Opponent assist rate.
to_rate	numeric	Turnover rate.
d_to_rate	numeric	Opponent turnover rate.
blk_rate	numeric	Block rate.
o_blk_rate	numeric	Offensive possessions ending in a block allowed, as a rate.
orb_pct	numeric	Offensive rebound percentage.
drb_pct	numeric	Defensive rebound percentage.
time_per_poss	numeric	Average seconds per possession.
d_time_per_poss	numeric	Opponent average seconds per possession.
contest_id	character	Unique stats.ncaa.org contest identifier.
home_ncaa_team_id	character	stats.ncaa.org team identifier for the home team.
home_espn_team_id	character	ESPN team identifier for the home team.
away_ncaa_team_id	character	stats.ncaa.org team identifier for the away team.
away_espn_team_id	character	ESPN team identifier for the away team.
team_ncaa_team_id	character	stats.ncaa.org team identifier.
team_espn_team_id	character	ESPN team identifier.
espn_game_id	character	ESPN game identifier crosswalked to this contest.
season	integer	Season identifier (4-digit season-ending year).

Returns a wehoop_data tibble with one row per player-team-season.

col_name	types	description
season	integer	Season identifier (4-digit season-ending year).
team	character	Team name.
player	character	Player name (raw, upper-cased).
games	integer	Games played (season total).

Returns a wehoop_data tibble with one row per player-team-season.

col_name	types	description
season	integer	Season identifier (4-digit season-ending year).
team_id	character	Unique team identifier.
team	character	Team name.
player_id	character	stats.ncaa.org player identifier.
player	character	Player name (raw, upper-cased).
clean_name	character	Cleaned/title-cased display name.
name	character	Player full display name.
jersey	character	Jersey number.
class	character	Class year (e.g. 'Fr.', 'So.', 'Jr.', 'Sr.').
position	character	Position abbreviation.
height	character	Height as a 'feet-inches' string (e.g. '6-1').
ht_inches	integer	Height in total inches.
hometown	character	Player hometown (city, state).
high_school	character	Player high school.
gp	character	Games played.
gs	character	Games started.

Returns a wehoop_data tibble with one row per game.

col_name	types	description
contest_id	character	Unique stats.ncaa.org contest identifier.
game_date	character	Date the game was played (MM/DD/YYYY).
home	character	Home team name.
away	character	Away team name.
home_score	integer	Home team score after the event.
away_score	integer	Away team score after the event.
season	integer	Season identifier (4-digit season-ending year).

Returns a wehoop_data tibble with one row per team-season.

col_name	types	description
team	character	Team name.
conference	character	Conference affiliation.
id	character	stats.ncaa.org team identifier.
season	integer	Season identifier (4-digit season-ending year).

Details

League-wide regularized adjusted plus-minus – a single ridge fit over all Division I stints per season, distinct from load_ncaa_wbb_rapm_within_team()'s within-team fit. Published coverage runs seasons 2011 through 2026.

Author

Saiem Gilani

Examples

# \donttest{
  try(load_ncaa_wbb_pbp(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 2,986,683 × 87
#>    game_date  home          away  period clock game_time game_seconds home_score
#>    <chr>      <chr>         <chr>  <int> <chr> <chr>            <int>      <int>
#>  1 11/03/2025 George Washi… Dist…      1 09:59 00:01                1          0
#>  2 11/03/2025 George Washi… Dist…      1 09:59 00:01                1          0
#>  3 11/03/2025 George Washi… Dist…      1 09:38 00:22               22          0
#>  4 11/03/2025 George Washi… Dist…      1 09:11 00:49               49          0
#>  5 11/03/2025 George Washi… Dist…      1 08:44 01:16               76          2
#>  6 11/03/2025 George Washi… Dist…      1 08:19 01:41              101          2
#>  7 11/03/2025 George Washi… Dist…      1 08:16 01:44              104          2
#>  8 11/03/2025 George Washi… Dist…      1 08:10 01:50              110          5
#>  9 11/03/2025 George Washi… Dist…      1 07:44 02:16              136          5
#> 10 11/03/2025 George Washi… Dist…      1 07:23 02:37              157          5
#> # ℹ 2,986,673 more rows
#> # ℹ 79 more variables: away_score <int>, event_team <chr>,
#> #   event_description <chr>, player_1 <chr>, player_2 <chr>, event_type <chr>,
#> #   event_result <chr>, shot_value <int>, event_length <int>, poss_num <int>,
#> #   poss_team <chr>, poss_length <int>, is_transition <lgl>, home_1 <chr>,
#> #   home_2 <chr>, home_3 <chr>, home_4 <chr>, home_5 <chr>, away_1 <chr>,
#> #   away_2 <chr>, away_3 <chr>, away_4 <chr>, away_5 <chr>, status <chr>, …
# }
# \donttest{
  try(load_ncaa_wbb_shots(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 708,038 × 19
#>    season team_id     shooter_id shot_x shot_y dist_ft shot_zone shot_type made 
#>     <int> <chr>       <chr>       <dbl>  <dbl>   <dbl> <chr>     <chr>     <lgl>
#>  1   2026 Dist. Colu… KrHarris      9    18.5    20.6  mid       unknown   TRUE 
#>  2   2026 George Was… MiJames      -8    13.8    16.0  mid       unknown   TRUE 
#>  3   2026 Dist. Colu… DaColeman   -16.5  18.5    24.8  abovebre… unknown   FALSE
#>  4   2026 George Was… KaSims       22     6.28   22.9  corner3   unknown   TRUE 
#>  5   2026 Dist. Colu… AiEllis       2     2.52    3.22 rim       unknown   TRUE 
#>  6   2026 George Was… EmTheodor…   -2.5   2.52    3.55 rim       unknown   TRUE 
#>  7   2026 George Was… KaSims      -14.5  21.3    25.8  abovebre… unknown   TRUE 
#>  8   2026 Dist. Colu… AiEllis       3.5  -0.3     3.51 rim       unknown   FALSE
#>  9   2026 George Was… GaReynolds  -19    17.6    25.9  abovebre… unknown   TRUE 
#> 10   2026 Dist. Colu… AiEllis       3    24.1    24.3  abovebre… unknown   FALSE
#> # ℹ 708,028 more rows
#> # ℹ 10 more variables: point_value <int>, period <???>, sec_left <???>,
#> #   source <chr>, contest_id <chr>, ncaa_team_id <chr>, espn_team_id <chr>,
#> #   shooter_player_id <chr>, shooter_clean_name <chr>, espn_game_id <chr>
# }
# \donttest{
  try(load_ncaa_wbb_lineups(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 286,277 × 77
#>    lineup_key   date  location_type team  team_year opponent lineup_id start_min
#>    <chr>        <chr> <chr>         <chr>     <int> <chr>    <chr>         <dbl>
#>  1 df6fae292b6… 2025… Home          Geor…      2025 Dist. C… MiJames_…      0   
#>  2 2f2aac04c50… 2025… Home          Geor…      2025 Dist. C… CoPhiri_…     33.3 
#>  3 24edf54ac02… 2025… Home          Geor…      2025 Dist. C… CoPhiri_…     34.2 
#>  4 985e9726e60… 2025… Home          Geor…      2025 Dist. C… MiJames_…     34.6 
#>  5 f4de5f52ce5… 2025… Home          Geor…      2025 Dist. C… CoPhiri_…     36.9 
#>  6 e1c6a31d4f9… 2025… Home          Geor…      2025 Dist. C… CoPhiri_…      9.10
#>  7 b9749a2194c… 2025… Home          Geor…      2025 Dist. C… EmTheodo…     10   
#>  8 b00030feb96… 2025… Home          Geor…      2025 Dist. C… JaWilson…     12.4 
#>  9 f0274ff383f… 2025… Home          Geor…      2025 Dist. C… GaReynol…     14.5 
#> 10 893c7c14841… 2025… Home          Geor…      2025 Dist. C… CoPhiri_…     15.6 
#> # ℹ 286,267 more rows
#> # ℹ 69 more variables: end_min <dbl>, duration_mins <dbl>, player_1 <chr>,
#> #   player_2 <chr>, player_3 <chr>, player_4 <chr>, player_5 <chr>,
#> #   players_in <chr>, players_out <chr>, start_scored <int>,
#> #   start_allowed <int>, end_scored <int>, end_allowed <int>, start_diff <int>,
#> #   end_diff <int>, player_count_error <???>, poss <int>, pts <int>,
#> #   plus_minus <int>, fga <int>, fgm <int>, rima <int>, rimm <int>, …
# }
# \donttest{
  try(load_ncaa_wbb_matchup_stints(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 208,582 × 33
#>    contest_id season game_date  home   away  game_stint_num period start_seconds
#>    <chr>       <int> <chr>      <chr>  <chr>          <int>  <int>         <int>
#>  1 6387146      2026 11/03/2025 Georg… Dist…              1      1             1
#>  2 6387146      2026 11/03/2025 Georg… Dist…              2      1           264
#>  3 6387146      2026 11/03/2025 Georg… Dist…              3      1           351
#>  4 6387146      2026 11/03/2025 Georg… Dist…              4      1           402
#>  5 6387146      2026 11/03/2025 Georg… Dist…              5      1           482
#>  6 6387146      2026 11/03/2025 Georg… Dist…              6      1           543
#>  7 6387146      2026 11/03/2025 Georg… Dist…              7      1           554
#>  8 6387146      2026 11/03/2025 Georg… Dist…              8      2           600
#>  9 6387146      2026 11/03/2025 Georg… Dist…              9      2           685
#> 10 6387146      2026 11/03/2025 Georg… Dist…             10      2           794
#> # ℹ 208,572 more rows
#> # ℹ 25 more variables: end_seconds <int>, duration_seconds <int>,
#> #   matchup_key <chr>, home_lineup_key <chr>, away_lineup_key <chr>,
#> #   home_lineup <chr>, away_lineup <chr>, end_home_score <int>,
#> #   end_away_score <int>, n_events <int>, n_possessions <int>,
#> #   start_home_score <int>, start_away_score <int>, home_pts <int>,
#> #   away_pts <int>, home_1 <chr>, home_2 <chr>, home_3 <chr>, home_4 <chr>, …
# }
# \donttest{
  try(load_ncaa_wbb_possessions(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 862,940 × 56
#>    game_date  home   away  period poss_num poss_team home_1 home_2 home_3 home_4
#>    <chr>      <chr>  <chr>  <int>    <int> <chr>     <chr>  <chr>  <chr>  <chr> 
#>  1 11/03/2025 Georg… Dist…      1        1 George W… EMMA.… GABBY… KAMAR… MIA.J…
#>  2 11/03/2025 Georg… Dist…      1        2 Dist. Co… EMMA.… GABBY… KAMAR… MIA.J…
#>  3 11/03/2025 Georg… Dist…      1        3 George W… EMMA.… GABBY… KAMAR… MIA.J…
#>  4 11/03/2025 Georg… Dist…      1        4 Dist. Co… EMMA.… GABBY… KAMAR… MIA.J…
#>  5 11/03/2025 Georg… Dist…      1        5 George W… EMMA.… GABBY… KAMAR… MIA.J…
#>  6 11/03/2025 Georg… Dist…      1        6 Dist. Co… EMMA.… GABBY… KAMAR… MIA.J…
#>  7 11/03/2025 Georg… Dist…      1        7 George W… EMMA.… GABBY… KAMAR… MIA.J…
#>  8 11/03/2025 Georg… Dist…      1        8 Dist. Co… EMMA.… GABBY… KAMAR… MIA.J…
#>  9 11/03/2025 Georg… Dist…      1        9 George W… EMMA.… GABBY… KAMAR… MIA.J…
#> 10 11/03/2025 Georg… Dist…      1       10 Dist. Co… EMMA.… GABBY… KAMAR… MIA.J…
#> # ℹ 862,930 more rows
#> # ℹ 46 more variables: home_5 <chr>, away_1 <chr>, away_2 <chr>, away_3 <chr>,
#> #   away_4 <chr>, away_5 <chr>, home_score <int>, away_score <int>, pts <int>,
#> #   is_assisted <int>, is_transition <int>, is_garbage_time <int>,
#> #   start_event_type <chr>, first_shot_time <int>, first_shot_type <chr>,
#> #   last_event_time <int>, last_event_type <chr>, contest_id <chr>,
#> #   home_ncaa_team_id <chr>, home_espn_team_id <chr>, …
# }
# \donttest{
  try(load_ncaa_wbb_rapm_within_team(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 4,118 × 11
#>    team  player_code rapm_off rapm_def team_off_poss num_players rapm_net season
#>    <chr> <chr>          <dbl>    <dbl>         <dbl>       <int>    <dbl>  <int>
#>  1 A&M-… Shelton, M…   -1.90     2.36           1862           9    -4.26   2026
#>  2 A&M-… Walker, As…   -2.05     2.22           1862           9    -4.27   2026
#>  3 A&M-… Slocum, Tr…   -2.71    -0.310          1862           9    -2.40   2026
#>  4 A&M-… Wooten, Ch…   -3.07     2.35           1862           9    -5.42   2026
#>  5 A&M-… Sevier, To…   -2.27    -0.119          1862           9    -2.15   2026
#>  6 A&M-… Holliday, …   -0.962    0.345          1862           9    -1.31   2026
#>  7 A&M-… Williams, …   -1.44     1.35           1862           9    -2.79   2026
#>  8 A&M-… Watson, Sa…   -1.13     2.46           1862           9    -3.59   2026
#>  9 A&M-… Anguera, B…   -2.57     0.988          1862           9    -3.56   2026
#> 10 Abil… Davis, Bre…    1.87    -0.929          2168          12     2.80   2026
#> # ℹ 4,108 more rows
#> # ℹ 3 more variables: player_id <chr>, team_id <chr>, person_id <chr>
# }
# \donttest{
  try(load_ncaa_wbb_rapm(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 4,596 × 11
#>    season player_id person_id     player     team  orapm drapm rapm_net off_poss
#>     <int> <chr>     <chr>         <chr>      <chr> <dbl> <dbl>    <dbl>    <int>
#>  1   2026 9341835   pedde933d1164 SARAH.STR… UConn 11.2   8.44     19.7     1954
#>  2   2026 9342055   p04aec3b0b845 MADISON.B… Texas  8.53  9.21     17.7     2328
#>  3   2026 10809355  pa5aeb0eead4a AZZI.FUDD  UConn  8.04  8.95     17.0     2088
#>  4   2026 9342023   p664f8ed3b328 JOYCE.EDW… Sout…  8.33  7.52     15.9     2270
#>  5   2026 9343365   pab59a68757fa GABRIELA.… UCLA   8.72  6.03     14.8     1998
#>  6   2026 9341960   p3950ead3c152 HANNAH.HI… Notr…  6.84  7.68     14.5     2316
#>  7   2026 10802884  p1b97dafd99e9 MADINA.OK… Sout…  8.93  4.96     13.9     1678
#>  8   2026 9342060   p81f1d7261d79 JORDAN.LEE Texas  8.86  4.61     13.5     2260
#>  9   2026 10011276  p0e80e1c24e79 MILAYSIA.… LSU    6.47  6.95     13.4     1567
#> 10   2026 9341828   p797f514500dc ASHLYNN.S… UConn  4.69  8.40     13.1     1934
#> # ℹ 4,586 more rows
#> # ℹ 2 more variables: def_poss <int>, estimand <chr>
# }
# \donttest{
  try(load_ncaa_wbb_player_box(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 121,918 × 125
#>    game_date home  away  team  player  mins o_poss   pts   orb   drb   ast   stl
#>    <chr>     <chr> <chr> <chr> <chr>  <dbl>  <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#>  1 11/03/20… Geor… Dist… Dist… AIYAN…  34.8     60     4     1     2     1     1
#>  2 11/03/20… Geor… Dist… Dist… CALIS…  26.5     47     8     1     1     0     0
#>  3 11/03/20… Geor… Dist… Dist… DASHA…  27.2     46    10     0     1     1     1
#>  4 11/03/20… Geor… Dist… Dist… KRIST…  33.0     55     6     1     1     4     0
#>  5 11/03/20… Geor… Dist… Dist… LEASI…  29.7     53     6     2     4     0     0
#>  6 11/03/20… Geor… Dist… Dist… MAYA.…  31.6     52    10     0     2     1     0
#>  7 11/03/20… Geor… Dist… Dist… NHAIK…  16.6     27     3     1     0     1     1
#>  8 11/03/20… Geor… Dist… Geor… CAIA.…   6.7     11     2     0     3     0     0
#>  9 11/03/20… Geor… Dist… Geor… COLLE…  22.7     41    18     3     2     2     0
#> 10 11/03/20… Geor… Dist… Geor… EMMA.…  18.3     36    10     0     3     2     0
#> # ℹ 121,908 more rows
#> # ℹ 113 more variables: blk <dbl>, tov <dbl>, pf <dbl>, ts_pct <dbl>,
#> #   efg_pct <dbl>, fgm <dbl>, fga <dbl>, fg_pct <dbl>, tpm <dbl>, tpa <dbl>,
#> #   tp_pct <dbl>, ftm <dbl>, fta <dbl>, ft_pct <dbl>, rimm <dbl>, rima <dbl>,
#> #   rim_pct <dbl>, midm <dbl>, mida <dbl>, mid_pct <dbl>, pbackm <dbl>,
#> #   pbacka <dbl>, pback_pct <dbl>, blk_rim <dbl>, blk_mid <dbl>,
#> #   blk_three <dbl>, pct_fga_trans <dbl>, pct_tpa_trans <dbl>, …
# }
# \donttest{
  try(load_ncaa_wbb_team_box(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 12,038 × 81
#>    home   away  team   mins o_mins d_mins o_poss d_poss  ortg  drtg netrtg   pts
#>    <chr>  <chr> <chr> <dbl>  <dbl>  <dbl>  <dbl>  <dbl> <dbl> <dbl>  <dbl> <dbl>
#>  1 Georg… Dist… Dist…  39.4   20.8   18.6     68     70  69.1 123.  -53.7     47
#>  2 Georg… Dist… Geor…  39.4   18.6   20.8     70     68 123.   69.1  53.7     86
#>  3 Temple Geor… Geor…  38.9   22.2   16.7     69     71  72.5 121.  -48.7     50
#>  4 Temple Geor… Temp…  38.9   16.7   22.2     71     69 121.   72.5  48.7     86
#>  5 Georg… Howa… Geor…  39.8   21.4   18.4     68     69  88.2  89.9  -1.62    60
#>  6 Georg… Howa… Howa…  39.8   18.4   21.4     69     68  89.9  88.2   1.62    62
#>  7 Longw… Geor… Geor…  39.8   19.4   20.4     76     76  81.6  93.4 -11.8     62
#>  8 Longw… Geor… Long…  39.8   20.4   19.4     76     76  93.4  81.6  11.8     71
#>  9 Georg… Geor… Geor…  38.7   20.0   18.7     69     71  72.5 111.  -38.8     50
#> 10 Georg… Geor… Geor…  38.7   18.7   20.0     71     69 111.   72.5  38.8     79
#> # ℹ 12,028 more rows
#> # ℹ 69 more variables: d_pts <dbl>, fga <dbl>, d_fga <dbl>, fgm <dbl>,
#> #   d_fgm <dbl>, tpa <dbl>, d_tpa <dbl>, tpm <dbl>, d_tpm <dbl>, fta <dbl>,
#> #   d_fta <dbl>, ftm <dbl>, d_ftm <dbl>, rima <dbl>, d_rima <dbl>, rimm <dbl>,
#> #   d_rimm <dbl>, orb <dbl>, d_orb <dbl>, drb <dbl>, d_drb <dbl>, blk <dbl>,
#> #   d_blk <dbl>, to <dbl>, d_to <dbl>, ast <dbl>, d_ast <dbl>, e_poss <dbl>,
#> #   fg_pct <dbl>, d_fg_pct <dbl>, tpp <dbl>, d_tpp <dbl>, ftp <dbl>, …
# }
# \donttest{
  try(load_ncaa_wbb_rosters(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 8,382 × 4
#>    season team               player              games
#>     <int> <chr>              <chr>               <int>
#>  1   2026 A&M-Corpus Christi ASHA.WALKER            29
#>  2   2026 A&M-Corpus Christi BRUNA.ANGUERA          23
#>  3   2026 A&M-Corpus Christi CHELSEA.WOOTEN         28
#>  4   2026 A&M-Corpus Christi KNARI.HOLLIDAY         27
#>  5   2026 A&M-Corpus Christi MARISSA.SHELTON        29
#>  6   2026 A&M-Corpus Christi RAYNA.WILLIAMS         29
#>  7   2026 A&M-Corpus Christi SAMORA.WATSON          22
#>  8   2026 A&M-Corpus Christi TAMAR.VOOR.DE.POORT    19
#>  9   2026 A&M-Corpus Christi TORIE.SEVIER           29
#> 10   2026 A&M-Corpus Christi TRINITY.SLOCUM         28
#> # ℹ 8,372 more rows
# }
# \donttest{
  try(load_ncaa_wbb_team_rosters(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 4,969 × 16
#>    season team_id team   player_id player clean_name name  jersey class position
#>     <int> <chr>   <chr>  <chr>     <chr>  <chr>      <chr> <chr>  <chr> <chr>   
#>  1   2026 610016  A&M-C… 10005559  ASHA.… Asha Walk… Asha… 11     Jr.   G       
#>  2   2026 610016  A&M-C… 9341790   BRUNA… Bruna Ang… Brun… 14     Sr.   C       
#>  3   2026 610016  A&M-C… 10005568  CHELS… Chelsea W… Chel… 3      Sr.   G       
#>  4   2026 610016  A&M-C… 10005541  KNARI… K'Nari Ho… K'Na… 32     Sr.   F       
#>  5   2026 610016  A&M-C… 10005553  MARIS… Marissa S… Mari… 4      Sr.   G       
#>  6   2026 610016  A&M-C… 9341797   NAIYA… Naiya Car… Naiy… 0      So.   G       
#>  7   2026 610016  A&M-C… 10005564  RAYNA… Rayna Wil… Rayn… 12     So.   F       
#>  8   2026 610016  A&M-C… 9341791   SAMOR… Samora Wa… Samo… 5      Sr.   G       
#>  9   2026 610016  A&M-C… 10005543  SYDNE… Sydney Pe… Sydn… 21     Jr.   F       
#> 10   2026 610016  A&M-C… 10005549  TAMAR… Tamar voo… Tama… 2      Sr.   G       
#> # ℹ 4,959 more rows
#> # ℹ 6 more variables: height <chr>, ht_inches <int>, hometown <chr>,
#> #   high_school <chr>, gp <chr>, gs <chr>
# }
# \donttest{
  try(load_ncaa_wbb_schedule(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 6,019 × 7
#>    contest_id game_date  home              away     home_score away_score season
#>    <chr>      <chr>      <chr>             <chr>         <int>      <int>  <int>
#>  1 6387146    11/03/2025 George Washington Dist. C…         86         47   2026
#>  2 6387150    11/07/2025 Temple            George …         86         50   2026
#>  3 6387163    11/11/2025 George Washington Howard           60         62   2026
#>  4 6387165    11/17/2025 Longwood          George …         71         62   2026
#>  5 6387168    11/21/2025 Georgetown        George …         79         50   2026
#>  6 6387172    11/23/2025 George Washington Morgan …         82         56   2026
#>  7 6387173    12/06/2025 George Washington Brown            53         48   2026
#>  8 6387176    12/10/2025 Delaware          George …         59         63   2026
#>  9 6387179    12/14/2025 George Washington American         70         44   2026
#> 10 6387182    12/21/2025 George Washington Northwe…         75         62   2026
#> # ℹ 6,009 more rows
# }
# \donttest{
  try(load_ncaa_wbb_team_ids(seasons = most_recent_wbb_season()))
#> ──────────────────────────────────────────────────────────────── wehoop 3.0.0 ──
#> # A tibble: 359 × 4
#>    team               conference id     season
#>    <chr>              <chr>      <chr>   <int>
#>  1 A&M-Corpus Christi Southland  610016   2026
#>  2 Abilene Christian  WAC        610128   2026
#>  3 Air Force          MWC        609930   2026
#>  4 Akron              MAC        610133   2026
#>  5 Alabama            SEC        610143   2026
#>  6 Alabama A&M        SWAC       610135   2026
#>  7 Alabama St.        SWAC       610138   2026
#>  8 Alcorn             SWAC       610153   2026
#>  9 American           Patriot    610157   2026
#> 10 App State          Sun Belt   610159   2026
#> # ℹ 349 more rows
# }