MBB dataset loaders

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

Automation status

Dataset	Release tag	Pipeline
load_mbb_pbp	espn_mens_college_basketball_pbp	—
load_mbb_player_boxscore	espn_mens_college_basketball_player_boxscores	—
load_mbb_schedule	espn_mens_college_basketball_schedules	—
load_mbb_team_boxscore	espn_mens_college_basketball_team_boxscores	—
load_mbb_ratings	mbb_ratings	—
load_mbb_player_value	mbb_player_value	—
load_mbb_shots	espn_mens_college_basketball_shots	—
load_mbb_standings	espn_mens_college_basketball_standings	—
load_mbb_player_season_stats	espn_mens_college_basketball_player_season_stats	—
load_mbb_rosters	espn_mens_college_basketball_rosters	—
load_mbb_officials	espn_mens_college_basketball_officials	—
load_mbb_game_rosters	espn_mens_college_basketball_game_rosters	—
load_mbb_team_season_stats	espn_mens_college_basketball_team_season_stats	—
load_mbb_player_crosswalk	mbb_crosswalk	—
load_mbb_schedule_crosswalk	mbb_crosswalk	—
load_mbb_team_crosswalk	mbb_crosswalk	—
load_mbb_player_core	espn_mens_college_basketball_player_core	—
load_ncaa_mbb_pbp	ncaa_mbb_pbp	—
load_ncaa_mbb_schedule	ncaa_mbb_schedule	—
load_ncaa_mbb_player_box	ncaa_mbb_player_box	—
load_ncaa_mbb_team_box	ncaa_mbb_team_box	—
load_ncaa_mbb_rosters	ncaa_mbb_rosters	—
load_ncaa_mbb_team_rosters	ncaa_mbb_team_rosters	—
load_ncaa_mbb_team_ids	ncaa_mbb_team_ids	—
load_ncaa_mbb_possessions	ncaa_mbb_possessions	—
load_ncaa_mbb_lineups	ncaa_mbb_lineups	—
load_ncaa_mbb_matchup_stints	ncaa_mbb_matchup_stints	—
load_ncaa_mbb_shots	ncaa_mbb_shots	—
load_ncaa_mbb_rapm_within_team	ncaa_mbb_rapm_within_team	—
load_ncaa_mbb_rapm	ncaa_mbb_rapm	—

load_mbb_pbp

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

Returns

col_name	type	description
game_play_number	Int32	Sequential play number within the game.
id	Int64	Id.
sequence_number	Int32	Sequence number representing a shot-possession (V3 PBP).
type_id	Int32	Type identifier (numeric).
type_text	String	Display text for the type field.
text	String	Text description of the play / record.
away_score	Int32	Away team score at the time of the play.
home_score	Int32	Home team score at the time of the play.
period_number	Int32	Numeric period (1-4 for quarters; 5+ for OT).
period_display_value	String	Period display label (e.g. '1st Quarter', 'OT').
clock_display_value	String	Game clock display string (e.g. '8:32').
scoring_play	Boolean	TRUE if the play resulted in points scored.
score_value	Int32	Point value of the play (2 / 3 / 1).
wallclock	String	Wallclock.
shooting_play	Boolean	TRUE if the play was a shooting attempt.
coordinate_x_raw	Float64	X coordinate as returned by the API before any adjustment.
coordinate_y_raw	Float64	Y coordinate as returned by the API before any adjustment.
points_attempted	Int32	Point value at stake on the shot attempt (3 for threes, 2 for other field goals, 1 for free throws), from the ESPN play type.
short_description	String	Shortened version of ESPN's play description text, without score context.
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).
game_id	Int32	Unique game identifier.
season	Int32	Season year.
season_type	Int32	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
home_team_id	Int32	Unique identifier for the home team.
home_team_name	String	Home team name.
home_team_mascot	String	Home team mascot.
home_team_abbrev	String	Home team three-letter abbreviation.
home_team_name_alt	String	Alternate home team name.
away_team_id	Int32	Unique identifier for the away team.
away_team_name	String	Away team name.
away_team_mascot	String	Away team mascot.
away_team_abbrev	String	Away team three-letter abbreviation.
away_team_name_alt	String	Alternate away team name.
game_spread	Float64	Game spread (signed; positive = home favored).
home_favorite	Boolean	TRUE if the home team is the betting favorite.
game_spread_available	Boolean	TRUE if a point spread was available.
home_team_spread	Float64	Home team's point spread.
half	Int32	Half of the game (1 or 2).
time	String	Time / clock value.
clock_minutes	Int32	Clock minutes split out for convenience.
clock_seconds	Int32	Clock seconds split out for convenience.
home_timeout_called	Boolean	True when the home team called a timeout on the play.
away_timeout_called	Boolean	True when the away team called a timeout on the play.
lag_period	Int32	Period number of the previous play in the same game (period_number shifted forward one row within game_id), and null on each game's first play.
lead_period	Int32	Period number of the next play in the same game (period_number shifted back one row within game_id), and null on each game's final play.
lag_half	Int32	A lag column on the half
lead_half	Int32	A lead column on the half
start_period_seconds_remaining	Int32	Seconds left in the current period when the play started, computed as 60 times the game clock minutes plus the seconds, so 1200 at the tip of each 20-minute half and 300 at the start of an overtime.
start_game_seconds_remaining	Int32	Seconds remaining in the game at the start of the play.
end_period_seconds_remaining	Int32	Seconds left in the period when the play ended.
end_game_seconds_remaining	Int32	Seconds remaining in the game at the end of the play.
coordinate_x	Float64	X coordinate on the court (half-court layout).
coordinate_y	Float64	Y coordinate on the court (half-court layout).
game_date	Date	Game date (YYYY-MM-DD).
game_date_time	Datetime(time_unit='us', time_zone='America/New_York')	Game start date/time (ISO 8601).
athlete_name_1	String	Display name of the first athlete in the ESPN play participants (e.g., the shooter on a shot attempt).
athlete_name_2	String	Display name of the second athlete in the ESPN play participants (e.g., the assisting player), when present.
athlete_name_3	String	Display name of the third athlete in the ESPN play participants, when present.

load_mbb_pbp(seasons=2024)

load_mbb_player_boxscore

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

Returns

col_name	type	description
game_id	Int32	Unique game identifier.
season	Int32	Season year.
season_type	Int32	Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats).
game_date	Date	Game date (YYYY-MM-DD).
game_date_time	Datetime(time_unit='us', time_zone='America/New_York')	Game start date/time (ISO 8601).
athlete_id	Int32	Unique athlete identifier (ESPN).
athlete_display_name	String	Athlete display name (full).
team_id	Int32	Unique team identifier.
team_name	String	Full team display name (e.g. 'Las Vegas Aces').
team_location	String	Team city or location string.
team_short_display_name	String	Short team display name (e.g. 'Aces').
minutes	Float64	Minutes played, formatted MM:SS (V3 PT-duration parsed) or decimal minutes (V2).
field_goals_made	Int32	Field goals made (2-pt + 3-pt).
field_goals_attempted	Int32	Field goal attempts (2-pt + 3-pt).
three_point_field_goals_made	Int32	Three-point field goals made.
three_point_field_goals_attempted	Int32	Three-point field goal attempts.
free_throws_made	Int32	Free throws made.
free_throws_attempted	Int32	Free throw attempts.
offensive_rebounds	Int32	Offensive rebounds.
defensive_rebounds	Int32	Defensive rebounds.
rebounds	Int32	Total rebounds.
assists	Int32	Total assists.
steals	Int32	Total steals.
blocks	Int32	Total blocks.
turnovers	Int32	Total turnovers.
fouls	Int32	Personal fouls.
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.
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.
active	Boolean	TRUE if the row represents an active record (player / team / season).

load_mbb_player_boxscore(seasons=2024)

load_mbb_schedule

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

Returns

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

load_mbb_schedule(seasons=2024)

load_mbb_team_boxscore

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

Returns

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

load_mbb_team_boxscore(seasons=2024)

load_mbb_ratings

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

Returns

col_name	type	description
season	Int64	Season year.
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 possessions per 40 minutes, solved by the same fixed point as the efficiency ratings under the additive model that a game's pace is the two teams' tempos less the league baseline; it averages about 71 in 2025.
raw_o	Float64	Raw o.
raw_d	Float64	Raw d.
games	Int64	Games played.
rank	Int64	Rank.
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, so each season is centered at zero with unit spread.

load_mbb_ratings(seasons=2025)

load_mbb_player_value

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

Returns

col_name	type	description
player_id	String	Unique player identifier.
player	String	Player name.
season	Int64	Season year.
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 an average player, exactly box_obpm plus box_dbpm (verified to zero residual across all 9,805 rows of 2025).

load_mbb_player_value(seasons=2025)

load_mbb_shots

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

Returns

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

load_mbb_shots(seasons=2025)

load_mbb_standings

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

Returns

col_name	type	description
season	Int32	Season year.
group_id	String	ESPN group id.
group_name	String	Group name (conference / division).
group_abbreviation	String	Group abbreviation.
group_short_name	String	Abbreviated conference label ESPN prints in standings tables, such as ACC, Big Ten or Am. East, one value per group_id.
team_id	Int32	Unique team identifier.
team_uid	String	ESPN universal team identifier (UID format 's:40~l:...~t:...').
team_slug	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
team_location	String	Team city or location string.
team_name	String	Full team display name (e.g. 'Las Vegas Aces').
team_abbreviation	String	Short team abbreviation (e.g. 'LAS').
team_display_name	String	Full team display name.
team_short_display_name	String	Short team display name (e.g. 'Aces').
team_color	String	Team primary color (hex without leading '#').
team_alternate_color	String	Team alternate color (hex without leading '#').
team_logo	String	Team logo image URL.
stat_name	String	Stat key.
stat_display_name	String	Stat display name.
stat_short_display_name	String	Short human-readable stat name.
stat_description	String	ESPN's longer-form label for the standings statistic, which can differ from stat_display_name (streak is described as Current Streak and playoffSeed as Playoff Seed).
stat_abbreviation	String	Short code ESPN prints for the standings statistic in a table header, such as W, L, PCT, GB or STRK; it diverges from stat_short_display_name for playoff seed and the home and conference record 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_mbb_standings(seasons=2025)

load_mbb_player_season_stats

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

Returns

col_name	type	description
season	Int32	Season year.
athlete_id	Int32	Unique athlete identifier (ESPN).
athlete_display_name	String	Athlete display name (full).
athlete_position_abbreviation	String	Athlete position abbreviation (G / F / C).
athlete_jersey	String	Athlete jersey number.
team_id	Int32	Unique team identifier.
team_slug	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
team_display_name	String	Full team display name.
category	String	Category label.
stat_label	String	Human-readable label of the statistic (e.g. 'At bats').
stat_name	String	Stat key.
stat_display_name	String	Stat display name.
stat_description	String	ESPN's prose glossary definition of the statistic named in stat_name, for example defining assists as a pass to a teammate that leads directly to a field goal.
display_value	String	Display-formatted value.
value	Float64	Numeric or string value field.

load_mbb_player_season_stats(seasons=2025)

load_mbb_rosters

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

Returns

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

load_mbb_rosters(seasons=2025)

load_mbb_officials

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

Returns

col_name	type	description
season	Int32	Season year.
game_id	Int32	Unique game identifier.
official_full_name	String	Full name of the game official as published in ESPN's gameInfo officials list; in this release it is byte-identical to official_display_name on every row.
official_display_name	String	Display form of the official's name used by ESPN's game feed, which duplicates official_full_name for all 18,284 rows of the 2025 release.
official_position	String	ESPN's role label for the crew member, which is the constant Referee for every men's college basketball official in this release rather than a distinct crew chief or umpire designation.
official_position_id	Int32	ESPN's numeric code for the official's role, constant at 40 (Referee) across the entire men's college basketball officials release.
official_order	Int32	Position of the official within the game's listed officiating crew.

load_mbb_officials(seasons=2025)

load_mbb_game_rosters

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

Returns

col_name	type	description
season	Int32	Season year.
game_id	String	Unique game identifier.
team_id	Int32	Unique team identifier.
team_slug	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
team_abbreviation	String	Short team abbreviation (e.g. 'LAS').
team_display_name	String	Full team display name.
home_away	String	Game venue label ('home' or 'away').
athlete_id	Int32	Unique athlete identifier (ESPN).
athlete_uid	String	ESPN athlete UID (universal identifier).
athlete_guid	String	ESPN athlete GUID.
athlete_display_name	String	Athlete display name (full).
athlete_short_name	String	Athlete short display name.
athlete_first_name	String	Player first name; athlete_detail = TRUE only.
athlete_last_name	String	Athlete last name.
athlete_jersey	String	Athlete jersey number.
athlete_position	String	Athlete position.
athlete_headshot	String	URL of the player's ESPN headshot image, whose filename is the athlete_id (verified equal for all 190,365 non-null rows in 2025); null when ESPN publishes no photo 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_mbb_game_rosters(seasons=2025)

load_mbb_team_season_stats

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

Returns

col_name	type	description
season	Int32	Season year.
team_id	Int32	Unique team identifier.
team_slug	String	URL-safe team identifier (e.g. 'lasvegas-aces' / 'aces').
team_abbreviation	String	Short team abbreviation (e.g. 'LAS').
team_display_name	String	Full team display name.
team_short_display_name	String	Short team display name (e.g. 'Aces').
team_color	String	Team primary color (hex without leading '#').
team_alternate_color	String	Team alternate color (hex without leading '#').
team_logo	String	Team logo image URL.
category	String	Category label.
stat_label	String	Human-readable label of the statistic (e.g. 'At bats').
stat_name	String	Stat key.
stat_display_name	String	Stat display name.
stat_description	String	ESPN's prose glossary definition of the statistic named in stat_name, for example defining field goal percentage as the ratio of field goals made to field goals attempted.
display_value	String	Display-formatted value.
value	Float64	Numeric or string value field.

load_mbb_team_season_stats(seasons=2025)

load_mbb_player_crosswalk

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

Returns

col_name	type	description
season	Int32	Season year.
espn_team_id	Int32	ESPN team id (canonical key).
team_abbreviation	String	Short team abbreviation (e.g. 'LAS').
player_name	String	Player name.
espn_athlete_id	String	ESPN athlete id.
espn_full_name	String	ESPN full name.
espn_jersey	String	ESPN jersey number.
espn_position	String	ESPN position abbreviation.
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_mbb_player_crosswalk(seasons=2026)

load_mbb_schedule_crosswalk

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

Returns

col_name	type	description
season	Int32	Season year.
game_date	Date	Game date (YYYY-MM-DD).
home_espn_team_id	Int32	ESPN home team id (NA for bart-only rows).
away_espn_team_id	Int32	ESPN away team id (NA for bart-only rows).
espn_game_id	String	ESPN game id (NA for bart-only rows).
bart_muid	String	Torvik muid (NA for espn-only rows).
bart_team1	String	Torvik team1 name (NA for espn-only rows).
bart_team2	String	Torvik team2 name (NA for espn-only rows).
bart_winner	String	Torvik winner name (NA for espn-only rows).
kp_game_id	String	KenPom game id (NA unless kenpom enabled).
fox_game_id	String	Fox game id (NA placeholder).
yahoo_game_id	String	Yahoo game id (NA placeholder).
match_method	String	Combination of matched sources, e.g. "fox+bart" / "fox_only" / "bart_only" / "espn_only".
match_confidence	Float64	Jaro-Winkler score or 1 for exact (NA if none).

load_mbb_schedule_crosswalk(seasons=2026)

load_mbb_team_crosswalk

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

Returns

col_name	type	description
season	Int32	Season year.
espn_team_id	Int32	ESPN team id (canonical key).
espn_abbreviation	String	ESPN abbreviation.
espn_display_name	String	ESPN display name (school + mascot).
espn_short_name	String	ESPN short name.
espn_location	String	ESPN school/location only.
espn_mascot	String	ESPN mascot/nickname.
espn_conference	String	ESPN conference name.
fox_team_id	String	Fox Bifrost team id (NA if unmatched).
fox_team_name	String	Fox team name (NA if unmatched).
fox_section	String	Fox conference/section label (NA if unmatched).
bart_team	String	Torvik team name (NA if unmatched).
bart_conf	String	Torvik conference abbreviation (NA if unmatched).
kp_team	String	KenPom team name (NA if unmatched).
kp_conf	String	KenPom conference abbreviation (NA if unmatched).
yahoo_team_id	String	Yahoo team id (NA placeholder).
yahoo_team_name	String	Yahoo team name (NA placeholder).
fox_match_confidence	Float64	1 for matched, NA for unmatched.
bart_match_confidence	Float64	1 for matched, NA for unmatched.
kp_match_confidence	Float64	1 for matched, NA for unmatched.
match_method	String	Combination of matched sources, e.g. "fox+bart" / "fox_only" / "bart_only" / "espn_only".

load_mbb_team_crosswalk(seasons=2026)

load_mbb_player_core

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

Returns

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

load_mbb_player_core(seasons=2025)

load_ncaa_mbb_pbp

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

Returns

col_name	type	description
game_date	String	Game date (YYYY-MM-DD).
home	String	Home.
away	String	Away record.
period	Int64	Period of the game (1-4 quarters; 5+ for OT).
clock	String	Game clock value.
game_time	String	Game start time.
game_seconds	Int64	Elapsed seconds in the game.
home_score	Int64	Home team score at the time of the play.
away_score	Int64	Away team score at the time of the play.
event_team	String	Team associated with the shift change.
event_description	String	Human-readable event description.
player_1	String	Name of the primary player credited on the event (shooter, fouler, rebounder, etc.), as scraped from stats.ncaa.org.
player_2	String	Name of the secondary player on the event (e.g., the assister or the player subbed for), when present.
event_type	String	Event / play type code (V2 PBP).
event_result	String	Outcome of the event, e.g. made or missed for shot attempts.
shot_value	Int64	Point value of the shot (2 or 3).
event_length	Int64	Seconds elapsed between this event and the previous event in the game.
poss_num	Int64	Sequential possession number within the game that the event belongs to.
poss_team	String	Name of the team in possession when the event occurred.
poss_length	Int64	Duration of the enclosing possession in seconds.
is_transition	Boolean	Flag marking events that occurred in transition, within the opening seconds of the possession.
home_1	String	Name of the home team's on-floor player in lineup slot 1 for the event, from the substitution walk-forward.
home_2	String	Name of the home team's on-floor player in lineup slot 2 for the event, from the substitution walk-forward.
home_3	String	Name of the home team's on-floor player in lineup slot 3 for the event, from the substitution walk-forward.
home_4	String	Name of the home team's on-floor player in lineup slot 4 for the event, from the substitution walk-forward.
home_5	String	Name of the home team's on-floor player in lineup slot 5 for the event, from the substitution walk-forward.
away_1	String	Name of the away team's on-floor player in lineup slot 1 for the event, from the substitution walk-forward.
away_2	String	Name of the away team's on-floor player in lineup slot 2 for the event, from the substitution walk-forward.
away_3	String	Name of the away team's on-floor player in lineup slot 3 for the event, from the substitution walk-forward.
away_4	String	Name of the away team's on-floor player in lineup slot 4 for the event, from the substitution walk-forward.
away_5	String	Name of the away team's on-floor player in lineup slot 5 for the event, from the substitution walk-forward.
status	String	Status label.
is_garbage_time	Boolean	Flag marking events in garbage time under the score-margin and clock rule of the pbp builder.
sub_deviate	Int64	Per-game count of substitution-tracking deviations found while walking lineups forward; nonzero flags imperfect substitution data.
contest_id	String	stats.ncaa.org contest (game) identifier.
home_ncaa_team_id	String	stats.ncaa.org team identifier for the home team.
home_espn_team_id	String	ESPN home team id (NA for bart-only rows).
away_ncaa_team_id	String	stats.ncaa.org team identifier for the away team.
away_espn_team_id	String	ESPN away team id (NA for bart-only rows).
event_team_ncaa_team_id	String	stats.ncaa.org team identifier of the team credited with the event.
event_team_espn_team_id	String	ESPN team identifier of the team credited with the event, via the NCAA-to-ESPN crosswalk.
poss_team_ncaa_team_id	String	stats.ncaa.org team identifier of the team in possession.
poss_team_espn_team_id	String	ESPN team identifier of the team in possession, via the NCAA-to-ESPN crosswalk.
player_1_id	String	stats.ncaa.org player identifier for player_1, resolved through the roster name matcher.
player_1_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name for player_1.
player_2_id	String	stats.ncaa.org player identifier for player_2, resolved through the roster name matcher.
player_2_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name for player_2.
home_1_player_id	String	stats.ncaa.org player identifier for the home slot-1 on-floor player.
home_1_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the home slot-1 on-floor player.
home_2_player_id	String	stats.ncaa.org player identifier for the home slot-2 on-floor player.
home_2_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the home slot-2 on-floor player.
home_3_player_id	String	stats.ncaa.org player identifier for the home slot-3 on-floor player.
home_3_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the home slot-3 on-floor player.
home_4_player_id	String	stats.ncaa.org player identifier for the home slot-4 on-floor player.
home_4_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the home slot-4 on-floor player.
home_5_player_id	String	stats.ncaa.org player identifier for the home slot-5 on-floor player.
home_5_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the home slot-5 on-floor player.
away_1_player_id	String	stats.ncaa.org player identifier for the away slot-1 on-floor player.
away_1_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the away slot-1 on-floor player.
away_2_player_id	String	stats.ncaa.org player identifier for the away slot-2 on-floor player.
away_2_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the away slot-2 on-floor player.
away_3_player_id	String	stats.ncaa.org player identifier for the away slot-3 on-floor player.
away_3_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the away slot-3 on-floor player.
away_4_player_id	String	stats.ncaa.org player identifier for the away slot-4 on-floor player.
away_4_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the away slot-4 on-floor player.
away_5_player_id	String	stats.ncaa.org player identifier for the away slot-5 on-floor player.
away_5_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the away slot-5 on-floor player.
espn_game_id	String	ESPN game id (NA for bart-only rows).
is_fastbreak	Boolean	Flag marking the shot as a fast-break attempt, from the stats.ncaa.org play text.
is_from_turnover	Boolean	Flag marking an attempt generated off an opponent turnover.
is_paint	Boolean	Flag marking the shot as attempted in the paint.
is_second_chance	Boolean	Flag marking a second-chance attempt following an offensive rebound.
assist_player	String	Name of the player credited with the assist on a made shot, when present.
ft_number	Int64	Which free throw of the trip this attempt is (1 of 2, 2 of 2, etc.).
ft_attempts	Int64	Total free throws in the trip this attempt belongs to.
foul_class	String	Parsed category of the foul event (e.g. personal, offensive).
is_shooting_foul	Boolean	Flag marking the foul as a shooting foul.
is_looseball_foul	Boolean	Flag marking the foul as a loose-ball foul.
is_one_and_one	Boolean	Flag marking a bonus one-and-one free-throw trip.
is_flagrant	Boolean	Flag marking the foul as flagrant.
foul_tech_class	String	Parsed technical-foul class for technical foul events, when present.
ft_awarded	Int64	Number of free throws awarded by the foul.
turnover_type	String	Parsed turnover subtype (e.g. lost ball, bad pass, travel).
is_team_turnover	Boolean	Flag marking a turnover charged to the team rather than an individual player.
timeout_type	String	Type of timeout called (e.g. full, 30-second, media).
challenge_outcome	String	Outcome of a coach's challenge or video-review event, when present.
season	Int64	Season year.

load_ncaa_mbb_pbp(seasons=2024)

load_ncaa_mbb_schedule

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

Returns

col_name	type	description
contest_id	String	stats.ncaa.org contest (game) identifier.
game_date	String	Game date (YYYY-MM-DD).
home	String	Home.
away	String	Away record.
home_score	Int64	Home team score at the time of the play.
away_score	Int64	Away team score at the time of the play.
season	Int64	Season year.

load_ncaa_mbb_schedule(seasons=2024)

load_ncaa_mbb_player_box

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

Returns

col_name	type	description
game_date	String	Game date (YYYY-MM-DD).
home	String	Home.
away	String	Away record.
team	String	Team-side label or team identifier.
player	String	Player name.
mins	Float64	Minutes played, derived from the lineup walk-forward through the play-by-play.
o_poss	Float64	Offensive possessions the player was on the floor for.
pts	Float64	Points scored.
orb	Float64	Offensive rebounds.
drb	Float64	Defensive rebounds.
ast	Float64	Assists.
stl	Float64	Steals.
blk	Float64	Blocks.
tov	Float64	Turnovers.
pf	Float64	Personal fouls.
ts_pct	Float64	True shooting percentage (0-1).
efg_pct	Float64	Effective field-goal percentage, weighting made threes at 1.5.
fgm	Float64	Field goals made.
fga	Float64	Field goal attempts.
fg_pct	Float64	Field goal percentage (0-1).
tpm	Float64	Three-point field goals made.
tpa	Float64	Three-point field goals attempted.
tp_pct	Float64	Three-point field-goal percentage.
ftm	Float64	Free throws made.
fta	Float64	Free throw attempts.
ft_pct	Float64	Free throw percentage (0-1).
rimm	Float64	Rim shots (dunks, layups, hooks, tip-ins) made.
rima	Float64	Rim shots (dunks, layups, hooks, tip-ins) attempted.
rim_pct	Float64	Field-goal percentage on rim attempts.
midm	Float64	Mid-range (non-rim two-point) shots made.
mida	Float64	Mid-range (non-rim two-point) shots attempted.
mid_pct	Float64	Field-goal percentage on mid-range attempts.
pbackm	Float64	Putbacks made — rim shots immediately following an offensive rebound.
pbacka	Float64	Putbacks attempted — rim shots immediately following an offensive rebound.
pback_pct	Float64	Field-goal percentage on putback attempts.
blk_rim	Float64	Blocks recorded against opponent rim attempts.
blk_mid	Float64	Blocks recorded against opponent mid-range attempts.
blk_three	Float64	Blocks recorded against opponent three-point attempts.
pct_fga_trans	Float64	Share of the player's field-goal attempts taken in transition.
pct_tpa_trans	Float64	Share of the player's three-point attempts taken in transition.
pct_rima_trans	Float64	Share of the player's rim attempts taken in transition.
pct_fgm_trans	Float64	Share of the player's field-goal makes that came in transition.
pct_tpm_trans	Float64	Share of the player's three-point makes that came in transition.
pct_rimm_trans	Float64	Share of the player's rim makes that came in transition.
pct_fgm_ast	Float64	Share of the player's made field goals that were assisted.
pct_tpm_ast	Float64	Share of the player's made threes that were assisted.
pct_rimm_ast	Float64	Share of the player's made rim shots that were assisted.
pts_trans	Float64	Points scored in transition possessions.
orb_trans	Float64	Offensive rebounds in transition possessions.
drb_trans	Float64	Defensive rebounds in transition possessions.
ast_trans	Float64	Assists in transition possessions.
stl_trans	Float64	Steals in transition possessions.
blk_trans	Float64	Blocks in transition possessions.
tov_trans	Float64	Turnovers in transition possessions.
ts_pct_trans	Float64	True-shooting percentage in transition possessions.
efg_pct_trans	Float64	Effective field-goal percentage in transition possessions.
fgm_trans	Float64	Field goals made in transition possessions.
fga_trans	Float64	Field goals attempted in transition possessions.
fg_pct_trans	Float64	Field-goal percentage in transition possessions.
tpm_trans	Float64	Three-pointers made in transition possessions.
tpa_trans	Float64	Three-pointers attempted in transition possessions.
tp_pct_trans	Float64	Three-point percentage in transition possessions.
ftm_trans	Float64	Free throws made in transition possessions.
fta_trans	Float64	Free throws attempted in transition possessions.
ft_pct_trans	Float64	Free-throw percentage in transition possessions.
rimm_trans	Float64	Rim shots made in transition possessions.
rima_trans	Float64	Rim shots attempted in transition possessions.
rim_pct_trans	Float64	Rim field-goal percentage in transition possessions.
midm_trans	Float64	Mid-range shots made in transition possessions.
mida_trans	Float64	Mid-range shots attempted in transition possessions.
mid_pct_trans	Float64	Mid-range field-goal percentage in transition possessions.
pts_half	Float64	Points scored in halfcourt possessions.
orb_half	Float64	Offensive rebounds in halfcourt possessions.
drb_half	Float64	Defensive rebounds in halfcourt possessions.
ast_half	Float64	Assists in halfcourt possessions.
stl_half	Float64	Steals in halfcourt possessions.
blk_half	Float64	Blocks in halfcourt possessions.
tov_half	Float64	Turnovers in halfcourt possessions.
ts_pct_half	Float64	True-shooting percentage in halfcourt possessions.
efg_pct_half	Float64	Effective field-goal percentage in halfcourt possessions.
fgm_half	Float64	Field goals made in halfcourt possessions.
fga_half	Float64	Field goals attempted in halfcourt possessions.
fg_pct_half	Float64	Field-goal percentage in halfcourt possessions.
tpm_half	Float64	Three-pointers made in halfcourt possessions.
tpa_half	Float64	Three-pointers attempted in halfcourt possessions.
tp_pct_half	Float64	Three-point percentage in halfcourt possessions.
ftm_half	Float64	Free throws made in halfcourt possessions.
fta_half	Float64	Free throws attempted in halfcourt possessions.
ft_pct_half	Float64	Free-throw percentage in halfcourt possessions.
rimm_half	Float64	Rim shots made in halfcourt possessions.
rima_half	Float64	Rim shots attempted in halfcourt possessions.
rim_pct_half	Float64	Rim field-goal percentage in halfcourt possessions.
midm_half	Float64	Mid-range shots made in halfcourt possessions.
mida_half	Float64	Mid-range shots attempted in halfcourt possessions.
mid_pct_half	Float64	Mid-range field-goal percentage in halfcourt possessions.
pts_ast	Float64	Points from the player's assisted field-goal makes.
fgm_ast	Float64	Assisted field-goal makes.
tpm_ast	Float64	Assisted three-point makes.
rimm_ast	Float64	Assisted rim makes.
midm_ast	Float64	Assisted mid-range makes.
pts_unast	Float64	Points from the player's unassisted field-goal makes.
efg_pct_unast	Float64	Effective field-goal percentage in the unassisted split (makes for which no assist was credited).
fgm_unast	Float64	Field goals made in the unassisted split (makes for which no assist was credited).
fga_unast	Float64	Field goals attempted in the unassisted split (makes for which no assist was credited).
fg_pct_unast	Float64	Field-goal percentage in the unassisted split (makes for which no assist was credited).
tpm_unast	Float64	Three-pointers made in the unassisted split (makes for which no assist was credited).
tpa_unast	Float64	Three-pointers attempted in the unassisted split (makes for which no assist was credited).
tp_pct_unast	Float64	Three-point percentage in the unassisted split (makes for which no assist was credited).
rimm_unast	Float64	Rim shots made in the unassisted split (makes for which no assist was credited).
rima_unast	Float64	Rim shots attempted in the unassisted split (makes for which no assist was credited).
rim_pct_unast	Float64	Rim field-goal percentage in the unassisted split (makes for which no assist was credited).
midm_unast	Float64	Mid-range shots made in the unassisted split (makes for which no assist was credited).
mida_unast	Float64	Mid-range shots attempted in the unassisted split (makes for which no assist was credited).
mid_pct_unast	Float64	Mid-range field-goal percentage in the unassisted split (makes for which no assist was credited).
contest_id	String	stats.ncaa.org contest (game) identifier.
home_ncaa_team_id	String	stats.ncaa.org team identifier for the home team.
home_espn_team_id	String	ESPN home team id (NA for bart-only rows).
away_ncaa_team_id	String	stats.ncaa.org team identifier for the away team.
away_espn_team_id	String	ESPN away team id (NA for bart-only rows).
team_ncaa_team_id	String	stats.ncaa.org team identifier of the player's team.
team_espn_team_id	String	ESPN team identifier of the player's team, via the NCAA-to-ESPN crosswalk.
player_id	String	Unique player identifier.
clean_name	String	Normalized (diacritics- and punctuation-cleaned) player name used to join across the NCAA datasets.
espn_game_id	String	ESPN game id (NA for bart-only rows).
season	Int64	Season year.

load_ncaa_mbb_player_box(seasons=2024)

load_ncaa_mbb_team_box

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

Returns

col_name	type	description
home	String	Home.
away	String	Away record.
team	String	Team-side label or team identifier.
mins	Float64	Minutes covered by the team's tracked lineups in the game.
o_mins	Float64	Minutes spent on tracked offensive possessions.
d_mins	Float64	Minutes spent on tracked defensive possessions.
o_poss	Float64	Offensive possessions.
d_poss	Float64	Defensive possessions.
ortg	Float64	Offensive rating — points scored per 100 possessions.
drtg	Float64	Defensive rating — points allowed per 100 possessions.
netrtg	Float64	Net rating — offensive rating minus defensive rating.
pts	Float64	Points scored.
d_pts	Float64	Points allowed.
fga	Float64	Field goal attempts.
d_fga	Float64	Opponent field-goal attempts.
fgm	Float64	Field goals made.
d_fgm	Float64	Opponent field goals made.
tpa	Float64	Three-point attempts.
d_tpa	Float64	Opponent three-point attempts.
tpm	Float64	Three-pointers made.
d_tpm	Float64	Opponent three-pointers made.
fta	Float64	Free throw attempts.
d_fta	Float64	Opponent free-throw attempts.
ftm	Float64	Free throws made.
d_ftm	Float64	Opponent free throws made.
rima	Float64	Rim shots (dunks, layups, hooks, tip-ins) attempted.
d_rima	Float64	Opponent rim shots attempted.
rimm	Float64	Rim shots made.
d_rimm	Float64	Opponent rim shots made.
orb	Float64	Offensive rebounds.
d_orb	Float64	Opponent offensive rebounds.
drb	Float64	Defensive rebounds.
d_drb	Float64	Opponent defensive rebounds.
blk	Float64	Blocks.
d_blk	Float64	Opponent blocks (own shots blocked).
to	Float64	To.
d_to	Float64	Opponent turnovers forced.
ast	Float64	Assists.
d_ast	Float64	Opponent assists allowed.
e_poss	Float64	Estimated possessions — the average of the team's and the opponent's raw possession counts.
fg_pct	Float64	Field goal percentage (0-1).
d_fg_pct	Float64	Opponent field-goal percentage.
tpp	Float64	Three-point percentage.
d_tpp	Float64	Opponent three-point percentage.
ftp	Float64	Free-throw percentage.
d_ftp	Float64	Opponent free-throw percentage.
efg_pct	Float64	Effective field-goal percentage, weighting made threes at 1.5.
d_efg_pct	Float64	Opponent effective field-goal percentage.
ts_pct	Float64	True shooting percentage (0-1).
d_ts_pct	Float64	Opponent true-shooting percentage.
rim_pct	Float64	Field-goal percentage on rim attempts.
d_rim_pct	Float64	Opponent field-goal percentage on rim attempts.
mid_pct	Float64	Field-goal percentage on mid-range attempts.
d_mid_pct	Float64	Opponent field-goal percentage on mid-range attempts.
tp_rate	Float64	Three-point attempts as a share of field-goal attempts.
d_tp_rate	Float64	Opponent three-point attempts as a share of their field-goal attempts.
rim_rate	Float64	Rim attempts as a share of field-goal attempts.
d_rim_rate	Float64	Opponent rim attempts as a share of their field-goal attempts.
mid_rate	Float64	Mid-range attempts as a share of field-goal attempts.
d_mid_rate	Float64	Opponent mid-range attempts as a share of their field-goal attempts.
ft_rate	Float64	Ft rate.
d_ft_rate	Float64	Opponent free-throw attempts relative to their field-goal attempts.
ast_rate	Float64	Share of the team's made field goals that were assisted.
d_ast_rate	Float64	Share of opponent made field goals that were assisted.
to_rate	Float64	To rate.
d_to_rate	Float64	Opponent turnovers as a share of their possessions (forced-turnover rate).
blk_rate	Float64	Share of opponent two-point attempts the team blocked.
o_blk_rate	Float64	Share of the team's own two-point attempts blocked by the opponent.
orb_pct	Float64	Offensive rebound percentage.
drb_pct	Float64	Defensive rebound percentage.
time_per_poss	Float64	Average seconds per offensive possession.
d_time_per_poss	Float64	Average seconds per defensive possession.
contest_id	String	stats.ncaa.org contest (game) identifier.
home_ncaa_team_id	String	stats.ncaa.org team identifier for the home team.
home_espn_team_id	String	ESPN home team id (NA for bart-only rows).
away_ncaa_team_id	String	stats.ncaa.org team identifier for the away team.
away_espn_team_id	String	ESPN away team id (NA for bart-only rows).
team_ncaa_team_id	String	stats.ncaa.org team identifier of the team the row belongs to.
team_espn_team_id	String	ESPN team identifier of the team, via the NCAA-to-ESPN crosswalk.
espn_game_id	String	ESPN game id (NA for bart-only rows).
season	Int64	Season year.

load_ncaa_mbb_team_box(seasons=2024)

load_ncaa_mbb_rosters

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

Returns

col_name	type	description
season	Int64	Season year.
team	String	Team-side label or team identifier.
player	String	Player name.
games	Int64	Games played.

load_ncaa_mbb_rosters(seasons=2024)

load_ncaa_mbb_team_rosters

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

Returns

col_name	type	description
season	Int64	Season year.
team_id	String	Unique team identifier.
team	String	Team-side label or team identifier.
player_id	String	Unique player identifier.
player	String	Player name.
clean_name	String	Normalized (diacritics- and punctuation-cleaned) player name used to join across the NCAA datasets.
name	String	Display name.
jersey	String	Jersey number worn by the player.
class	String	College class / draft eligibility note.
position	String	Listed roster position (G, F, C, etc.).
height	String	Player height (string e.g. '6-2' or inches).
ht_inches	Int64	Player height converted to total inches from the stats.ncaa.org roster listing.
hometown	String	Player hometown.
high_school	String	High school
gp	String	Games played.
gs	String	Games started.

load_ncaa_mbb_team_rosters(seasons=2024)

load_ncaa_mbb_team_ids

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

Returns

col_name	type	description
team	String	Team-side label or team identifier.
conference	String	Conference name.
id	String	Id.
season	Int64	Season year.

load_ncaa_mbb_team_ids(seasons=2024)

load_ncaa_mbb_possessions

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

Returns

col_name	type	description
game_date	String	Game date (YYYY-MM-DD).
home	String	Home.
away	String	Away record.
period	Int64	Period of the game (1-4 quarters; 5+ for OT).
poss_num	Int64	Sequential possession number within the game.
poss_team	String	Name of the team in possession.
home_1	String	Name of the home team's on-floor player in lineup slot 1 for the possession, from the substitution walk-forward.
home_2	String	Name of the home team's on-floor player in lineup slot 2 for the possession, from the substitution walk-forward.
home_3	String	Name of the home team's on-floor player in lineup slot 3 for the possession, from the substitution walk-forward.
home_4	String	Name of the home team's on-floor player in lineup slot 4 for the possession, from the substitution walk-forward.
home_5	String	Name of the home team's on-floor player in lineup slot 5 for the possession, from the substitution walk-forward.
away_1	String	Name of the away team's on-floor player in lineup slot 1 for the possession, from the substitution walk-forward.
away_2	String	Name of the away team's on-floor player in lineup slot 2 for the possession, from the substitution walk-forward.
away_3	String	Name of the away team's on-floor player in lineup slot 3 for the possession, from the substitution walk-forward.
away_4	String	Name of the away team's on-floor player in lineup slot 4 for the possession, from the substitution walk-forward.
away_5	String	Name of the away team's on-floor player in lineup slot 5 for the possession, from the substitution walk-forward.
home_score	Int64	Home team score at the time of the play.
away_score	Int64	Away team score at the time of the play.
pts	Int64	Points scored.
is_assisted	Int64	1 when the possession's made field goal was assisted, else 0.
is_transition	Int64	1 for transition possessions, else 0.
is_garbage_time	Int64	1 for possessions in garbage time under the score-margin and clock rule, else 0.
start_event_type	String	Event type that opened the possession (e.g., a defensive rebound or a made-basket inbound).
first_shot_time	Int64	Clock time in seconds at the possession's first shot attempt, from the possession segmentation engine.
first_shot_type	String	Shot class of the possession's first attempt (rim, mid-range, or three).
last_event_time	Int64	Clock time in seconds at the possession's final event.
last_event_type	String	Event type that ended the possession (e.g., a made shot, turnover, or defensive rebound).
contest_id	String	stats.ncaa.org contest (game) identifier.
home_ncaa_team_id	String	stats.ncaa.org team identifier for the home team.
home_espn_team_id	String	ESPN home team id (NA for bart-only rows).
away_ncaa_team_id	String	stats.ncaa.org team identifier for the away team.
away_espn_team_id	String	ESPN away team id (NA for bart-only rows).
poss_team_ncaa_team_id	String	stats.ncaa.org team identifier of the team in possession.
poss_team_espn_team_id	String	ESPN team identifier of the team in possession, via the NCAA-to-ESPN crosswalk.
home_1_player_id	String	stats.ncaa.org player identifier for the home slot-1 on-floor player.
home_1_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the home slot-1 on-floor player.
home_2_player_id	String	stats.ncaa.org player identifier for the home slot-2 on-floor player.
home_2_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the home slot-2 on-floor player.
home_3_player_id	String	stats.ncaa.org player identifier for the home slot-3 on-floor player.
home_3_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the home slot-3 on-floor player.
home_4_player_id	String	stats.ncaa.org player identifier for the home slot-4 on-floor player.
home_4_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the home slot-4 on-floor player.
home_5_player_id	String	stats.ncaa.org player identifier for the home slot-5 on-floor player.
home_5_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the home slot-5 on-floor player.
away_1_player_id	String	stats.ncaa.org player identifier for the away slot-1 on-floor player.
away_1_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the away slot-1 on-floor player.
away_2_player_id	String	stats.ncaa.org player identifier for the away slot-2 on-floor player.
away_2_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the away slot-2 on-floor player.
away_3_player_id	String	stats.ncaa.org player identifier for the away slot-3 on-floor player.
away_3_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the away slot-3 on-floor player.
away_4_player_id	String	stats.ncaa.org player identifier for the away slot-4 on-floor player.
away_4_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the away slot-4 on-floor player.
away_5_player_id	String	stats.ncaa.org player identifier for the away slot-5 on-floor player.
away_5_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the away slot-5 on-floor player.
espn_game_id	String	ESPN game id (NA for bart-only rows).
season	Int64	Season year.

load_ncaa_mbb_possessions(seasons=2024)

load_ncaa_mbb_lineups

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

Returns

col_name	type	description
lineup_key	String	Sorted player-code key identifying the five-player unit on the floor (hoop-explorer convention).
date	String	Date in YYYY-MM-DD format.
location_type	String	Whether the lineup's team was the Home or Away side in the game.
team	String	Team-side label or team identifier.
team_year	Int64	Season year of the team-season the lineup row belongs to.
opponent	String	Opponent.
lineup_id	String	Sorted-name identifier of the five-player lineup, joined from the on-floor player names.
start_min	Float64	Game minute at which the stint began.
end_min	Float64	Game minute at which the stint ended.
duration_mins	Float64	Length of the stint in minutes.
player_1	String	Name of the first player (in sorted order) of the five-player lineup.
player_2	String	Name of the second player (in sorted order) of the five-player lineup.
player_3	String	Name of the third player (in sorted order) of the five-player lineup.
player_4	String	Name of the fourth player (in sorted order) of the five-player lineup.
player_5	String	Name of the fifth player (in sorted order) of the five-player lineup.
players_in	String	Delimited names of the players substituted in at the start of the stint.
players_out	String	Delimited names of the players substituted out at the end of the stint.
start_scored	Int64	Team points scored at the moment the stint began.
start_allowed	Int64	Points allowed at the moment the stint began.
end_scored	Int64	Team points scored at the moment the stint ended.
end_allowed	Int64	Points allowed at the moment the stint ended.
start_diff	Int64	Score margin (scored minus allowed) when the stint began.
end_diff	Int64	Score margin (scored minus allowed) when the stint ended.
player_count_error	Null	Flag marking stints where the reconciled on-floor count was not exactly five players (all-null when clean).
poss	Int64	Poss.
pts	Int64	Points scored.
plus_minus	Int64	Plus/minus point differential while on court.
fga	Int64	Field goal attempts.
fgm	Int64	Field goals made.
rima	Int64	Rim shots (dunks, layups, hooks, tip-ins) attempted by the lineup during the stint.
rimm	Int64	Rim shots made by the lineup during the stint.
rim_ast	Int64	Assisted rim makes by the lineup during the stint.
mida	Int64	Mid-range shots attempted by the lineup during the stint.
midm	Int64	Mid-range shots made by the lineup during the stint.
mid_ast	Int64	Assisted mid-range makes by the lineup during the stint.
fg2a	Int64	Two-point field goals attempted by the lineup during the stint.
fg2m	Int64	Two-point field goals made by the lineup during the stint.
tpa	Int64	Three-pointers attempted by the lineup during the stint.
tpm	Int64	Three-pointers made by the lineup during the stint.
tp_ast	Int64	Assisted three-point makes by the lineup during the stint.
fta	Int64	Free throw attempts.
ftm	Int64	Free throws made.
orb	Int64	Offensive rebounds by the lineup during the stint.
drb	Int64	Defensive rebounds by the lineup during the stint.
to	Int64	To.
stl	Int64	Steals.
blk	Int64	Blocks.
ast	Int64	Assists.
foul	Int64	Fouls committed by the lineup during the stint.
opp_poss	Int64	Opponent possessions while the lineup was on the floor during the stint.
opp_pts	Int64	Opponent points.
opp_plus_minus	Int64	Opponent scoring margin while the lineup was on the floor during the stint.
opp_fga	Int64	Opponent field-goal attempts while the lineup was on the floor during the stint.
opp_fgm	Int64	Opponent field goals made while the lineup was on the floor during the stint.
opp_rima	Int64	Opponent rim shots attempted while the lineup was on the floor during the stint.
opp_rimm	Int64	Opponent rim shots made while the lineup was on the floor during the stint.
opp_rim_ast	Int64	Opponent assisted rim makes while the lineup was on the floor during the stint.
opp_mida	Int64	Opponent mid-range shots attempted while the lineup was on the floor during the stint.
opp_midm	Int64	Opponent mid-range shots made while the lineup was on the floor during the stint.
opp_mid_ast	Int64	Opponent assisted mid-range makes while the lineup was on the floor during the stint.
opp_fg2a	Int64	Opponent two-point attempts while the lineup was on the floor during the stint.
opp_fg2m	Int64	Opponent two-point makes while the lineup was on the floor during the stint.
opp_tpa	Int64	Opponent three-point attempts while the lineup was on the floor during the stint.
opp_tpm	Int64	Opponent three-point makes while the lineup was on the floor during the stint.
opp_tp_ast	Int64	Opponent assisted three-point makes while the lineup was on the floor during the stint.
opp_fta	Int64	Opponent free-throw attempts while the lineup was on the floor during the stint.
opp_ftm	Int64	Opponent free throws made while the lineup was on the floor during the stint.
opp_orb	Int64	Opponent offensive rebounds while the lineup was on the floor during the stint.
opp_drb	Int64	Opponent defensive rebounds while the lineup was on the floor during the stint.
opp_to	Int64	Opponent turnovers while the lineup was on the floor during the stint.
opp_stl	Int64	Opponent steals while the lineup was on the floor during the stint.
opp_blk	Int64	Opponent blocks while the lineup was on the floor during the stint.
opp_ast	Int64	Opponent assists while the lineup was on the floor during the stint.
opp_foul	Int64	Opponent fouls committed while the lineup was on the floor during the stint.
stint_num	Int64	Sequential on-floor stint number for the lineup within the game.
contest_id	String	stats.ncaa.org contest (game) identifier.
season	Int64	Season year.

load_ncaa_mbb_lineups(seasons=2024)

load_ncaa_mbb_matchup_stints

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

Returns

col_name	type	description
contest_id	String	stats.ncaa.org contest (game) identifier.
season	Int64	Season year.
game_date	String	Game date (YYYY-MM-DD).
home	String	Home.
away	String	Away record.
game_stint_num	Int64	Sequential stint number within the game, incremented at every substitution by either team.
period	Int64	Period of the game (1-4 quarters; 5+ for OT).
start_seconds	Int64	Elapsed game seconds at which the stint began.
end_seconds	Int64	Elapsed game seconds at which the stint ended.
duration_seconds	Int64	Duration of the lineup stint in seconds.
matchup_key	String	Combined home-plus-away lineup key identifying the ten-player matchup on the floor.
home_lineup_key	String	Sorted player-code key for the home five on the floor.
away_lineup_key	String	Sorted player-code key for the away five on the floor.
home_lineup	String	Delimited names of the home five on the floor during the stint.
away_lineup	String	Delimited names of the away five on the floor during the stint.
end_home_score	Int64	Home team score when the stint ended.
end_away_score	Int64	Away team score when the stint ended.
n_events	Int64	Number of play-by-play events falling within the stint.
n_possessions	Int64	Number of possessions falling within the stint.
start_home_score	Int64	Home team score when the stint began.
start_away_score	Int64	Away team score when the stint began.
home_pts	Int64	Points scored by the home team during the stint.
away_pts	Int64	Points scored by the away team during the stint.
home_1	String	Name of the home team's on-floor player in lineup slot 1 for the stint.
home_2	String	Name of the home team's on-floor player in lineup slot 2 for the stint.
home_3	String	Name of the home team's on-floor player in lineup slot 3 for the stint.
home_4	String	Name of the home team's on-floor player in lineup slot 4 for the stint.
home_5	String	Name of the home team's on-floor player in lineup slot 5 for the stint.
away_1	String	Name of the away team's on-floor player in lineup slot 1 for the stint.
away_2	String	Name of the away team's on-floor player in lineup slot 2 for the stint.
away_3	String	Name of the away team's on-floor player in lineup slot 3 for the stint.
away_4	String	Name of the away team's on-floor player in lineup slot 4 for the stint.
away_5	String	Name of the away team's on-floor player in lineup slot 5 for the stint.

load_ncaa_mbb_matchup_stints(seasons=2024)

load_ncaa_mbb_shots

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

Returns

col_name	type	description
season	Int64	Season year.
team_id	String	Unique team identifier.
shooter_id	String	Unique identifier for shooter.
shot_x	Float64	Court x-coordinate of the attempt in feet, decoded from the stats.ncaa.org shot-chart map.
shot_y	Float64	Court y-coordinate of the attempt in feet, decoded from the stats.ncaa.org shot-chart map.
dist_ft	Float64	Shot distance from the basket in feet.
shot_zone	String	Labeled zone of the attempt (rim, mid-range, or three-point).
shot_type	String	Shot type label (e.g. 'Jump Shot', 'Layup').
made	Boolean	Whether the shot was made.
point_value	Int64	Point value of the attempt (2 or 3).
period	Null	Period of the game (1-4 quarters; 5+ for OT).
sec_left	Null	Seconds remaining in the period when the shot was taken (all-null in current captures).
source	String	News source.
contest_id	String	stats.ncaa.org contest (game) identifier.
ncaa_team_id	String	stats.ncaa.org team identifier of the shooting team.
espn_team_id	String	ESPN team id (canonical key).
shooter_player_id	String	stats.ncaa.org player identifier of the shooter.
shooter_clean_name	String	Normalized (diacritics- and punctuation-cleaned) name of the shooter.
espn_game_id	String	ESPN game id (NA for bart-only rows).

load_ncaa_mbb_shots(seasons=2024)

load_ncaa_mbb_rapm_within_team

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

Returns

col_name	type	description
team	String	Team-side label or team identifier.
player_code	String	Short unique-within-team player code generated from the player's name (hoop-explorer convention).
rapm_off	Float64	Ridge-regressed offensive RAPM per 100 possessions, estimated relative to the player's own teammates.
rapm_def	Float64	Ridge-regressed defensive RAPM per 100 possessions relative to teammates; positive means good defense.
team_off_poss	Float64	Team offensive possessions underlying the within-team fit.
num_players	Int64	Number of players in the team's RAPM design matrix.
rapm_net	Float64	Net RAPM — the sum of the offensive and defensive components, per 100 possessions.
season	Int32	Season year.
player_id	String	Unique player identifier.
team_id	String	Unique team identifier.
person_id	String	Unique player identifier (V3 endpoints).

load_ncaa_mbb_rapm_within_team(seasons=2024)

load_ncaa_mbb_rapm

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

Returns

col_name	type	description
season	Int32	Season as a 4-digit starting year (integer). A 'YYYY-YY' string is not accepted.
player_id	String	Unique player identifier.
person_id	String	Unique player identifier (V3 endpoints).
player	String	Player name.
team	String	Team-side label or team identifier.
orapm	Float64	Offensive regularized adjusted plus-minus: points contributed per 100 possessions on offense, adjusted for the other 9 players on the floor.
drapm	Float64	Defensive regularized adjusted plus-minus: points prevented per 100 possessions on defense (higher is better defense), adjusted for the other 9 players on the floor.
rapm_net	Float64	Net RAPM (orapm plus drapm): overall point contribution per 100 possessions. Verified against live data: rapm_net == orapm + drapm exactly.
off_poss	Int64	Offensive possessions the player was on court for; the regression weight behind orapm.
def_poss	Int64	Defensive possessions the player was on court for; the regression weight behind drapm.
estimand	String	Fit-scope tag for the RAPM model that produced this row (observed value: 'league', a Division I-wide fit) -- one row per player-season, not per estimand.

load_ncaa_mbb_rapm(seasons=2024)