NBA dataset loaders — Stats: schedules–player
load_nba_stats_schedules
Release: nba_stats_schedules · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_schedules/nba_schedule_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
game_id | String | Unique game identifier. |
season | Int64 | Season year. |
season_type | String | Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats). |
game_date | String | Game date (YYYY-MM-DD). |
matchup | String | Matchup. |
home_team_id | Int64 | Unique identifier for the home team. |
home_team_abbreviation | String | |
home_team_name | String | Home team name. |
home_pts | Int64 | Final points scored by the home team. |
home_wl | String | Home team's result for the game (W or L). |
away_team_id | Int64 | Unique identifier for the away team. |
away_team_abbreviation | String | |
away_team_name | String | Away team name. |
away_pts | Int64 | Final points scored by the away team. |
away_wl | String | Away team's result for the game (W or L). |
load_nba_stats_schedules(seasons=2025)
load_nba_stats_coaches
Release: nba_stats_coaches · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_coaches/coaches_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
team_id | Int64 | Unique team identifier. |
season | Int32 | Season year. |
coach_id | Int64 | ESPN coach id. |
first_name | String | Player's first name. |
last_name | String | Player's last name. |
coach_name | String | Coach's full name. |
is_assistant | Int64 | Numeric flag from the NBA Stats API distinguishing assistants from head coaches. |
coach_type | String | Coach role description (e.g. "Head Coach", "Assistant Coach"). |
sort_sequence | Int64 | Sort order of the coach within the team's staff listing. |
sub_sort_sequence | Int64 | Secondary sort order within the coach type. |
season_type | String | Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats). |
load_nba_stats_coaches(seasons=2025)
load_nba_stats_game_rosters
Release: nba_stats_game_rosters · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_game_rosters/game_rosters_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
player_id | Int64 | Unique player identifier. |
first_name | String | Player's first name. |
last_name | String | Player's last name. |
jersey_num | String | Jersey number worn by the player. |
team_id | Int64 | Unique team identifier. |
team_city | String | Team city or region (e.g. 'Las Vegas'). |
team_name | String | Full team display name (e.g. 'Las Vegas Aces'). |
team_abbreviation | String | Short team abbreviation (e.g. 'LAS'). |
season | Int32 | Season year. |
game_id | String | Unique game identifier. |
season_type_id | String | Season-type digit: the 3rd character of game_id (and the leading digit of season_id). 1 = preseason, 2 = regular season, 3 = All-Star, 4 = playoffs, 5 = play-in, 6 = NBA Cup final, 9 = international. |
load_nba_stats_game_rosters(seasons=2025)
load_nba_stats_lineups
Release: nba_stats_lineups · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_lineups/lineups_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
group_set | String | Lineup grouping label from the NBA Stats API (e.g. "Lineups"). |
group_id | String | ESPN group id. |
group_name | String | |
team_id | Int64 | Unique team identifier. |
team_abbreviation | String | Short team abbreviation (e.g. 'LAS'). |
gp | Int64 | Games played. |
w | Int64 | Wins. |
l | Int64 | Losses. |
w_pct | Float64 | Wins percentage (0-1 decimal). |
min | Float64 | Minutes played. |
e_off_rating | Float64 | Estimated offensive rating (NBA Stats estimated-metrics family) over the split. |
off_rating | Float64 | Offensive rating (points scored per 100 possessions) over the split. |
e_def_rating | Float64 | Estimated defensive rating (NBA Stats estimated-metrics family) over the split. |
def_rating | Float64 | Defensive rating (points allowed per 100 possessions) over the split. |
e_net_rating | Float64 | Estimated net rating (NBA Stats estimated-metrics family) over the split. |
net_rating | Float64 | Net rating (off rating - def rating). |
ast_pct | Float64 | Assist percentage. |
ast_to | Float64 | Assist-to-turnover ratio over the split. |
ast_ratio | Float64 | Assist ratio (assists per 100 possessions used) over the split. |
oreb_pct | Float64 | Offensive rebound percentage over the split, as a decimal. |
dreb_pct | Float64 | Defensive rebound percentage over the split, as a decimal. |
reb_pct | Float64 | Total rebound percentage over the split, as a decimal. |
tm_tov_pct | Float64 | Team turnover percentage (turnovers per 100 possessions) over the split, as a decimal. |
efg_pct | Float64 | Effective field goal percentage over the split, as a decimal. |
ts_pct | Float64 | True shooting percentage (0-1). |
e_pace | Float64 | Estimated pace (NBA Stats estimated-metrics family) over the split. |
pace | Float64 | Possessions per 48 minutes. |
pace_per40 | Float64 | Pace per40. |
poss | Int64 | Poss. |
pie | Float64 | Player Impact Estimate (0-1). |
gp_rank | Int64 | League rank of the row's games played for the season and split. |
w_rank | Int64 | League rank of the row's wins for the season and split. |
l_rank | Int64 | League rank of the row's losses for the season and split. |
w_pct_rank | Int64 | League rank of the row's win percentage for the season and split. |
min_rank | Int64 | League rank of the row's minutes played for the season and split. |
off_rating_rank | Int64 | League rank of the row's offensive rating (points scored per 100 possessions) for the season and split. |
def_rating_rank | Int64 | League rank of the row's defensive rating (points allowed per 100 possessions) for the season and split. |
net_rating_rank | Int64 | League rank of the row's net rating (offensive minus defensive rating) for the season and split. |
ast_pct_rank | Int64 | League rank of the row's assist percentage (share of teammate field goals assisted while on the floor) for the season and split. |
ast_to_rank | Int64 | League rank of the row's assist-to-turnover ratio for the season and split. |
ast_ratio_rank | Int64 | League rank of the row's assist ratio (assists per 100 possessions used) for the season and split. |
oreb_pct_rank | Int64 | League rank of the row's offensive rebound percentage for the season and split. |
dreb_pct_rank | Int64 | League rank of the row's defensive rebound percentage for the season and split. |
reb_pct_rank | Int64 | League rank of the row's total rebound percentage for the season and split. |
tm_tov_pct_rank | Int64 | League rank of the row's team turnover percentage (turnovers per 100 possessions) for the season and split. |
efg_pct_rank | Int64 | League rank of the row's effective field goal percentage for the season and split. |
ts_pct_rank | Int64 | League rank of the row's true shooting percentage for the season and split. |
pace_rank | Int64 | League rank of the row's pace (possessions per 48 minutes) for the season and split. |
pie_rank | Int64 | League rank of the row's Player Impact Estimate (PIE, the NBA Stats catch-all impact metric) for the season and split. |
sum_time_played | Int64 | Total time the five-man lineup was on the floor across the split. |
season | Int32 | Season year. |
season_type | String | Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats). |
measure_type | String | NBA Stats measure type the row was pulled from (e.g. Base, Advanced, Misc, Scoring, Opponent, Usage, Defense). |
per_mode | String | NBA Stats per-mode of the row values (e.g. Totals, PerGame, Per100Possessions). |
fgm | Float64 | Field goals made. |
fga | Float64 | Field goal attempts. |
fg_pct | Float64 | Field goal percentage (0-1). |
fg3m | Float64 | Three-point field goals made. |
fg3a | Float64 | Three-point field goal attempts. |
fg3_pct | Float64 | Three-point field goal percentage (0-1). |
ftm | Float64 | Free throws made. |
fta | Float64 | Free throw attempts. |
ft_pct | Float64 | Free throw percentage (0-1). |
oreb | Float64 | Offensive rebounds. |
dreb | Float64 | Defensive rebounds. |
reb | Float64 | Rebounds per game. |
ast | Float64 | Assists. |
tov | Float64 | Turnovers. |
stl | Float64 | Steals. |
blk | Float64 | Blocks. |
blka | Float64 | Shot attempts blocked by opponents (blocks against). |
pf | Float64 | Personal fouls. |
pfd | Float64 | Personal fouls drawn. |
pts | Float64 | Points scored. |
plus_minus | Float64 | Plus/minus point differential while on court. |
fgm_rank | Int64 | League rank of the row's field goals made for the season and split. |
fga_rank | Int64 | League rank of the row's field goals attempted for the season and split. |
fg_pct_rank | Int64 | League rank of the row's field goal percentage for the season and split. |
fg3m_rank | Int64 | League rank of the row's three-point field goals made for the season and split. |
fg3a_rank | Int64 | League rank of the row's three-point field goals attempted for the season and split. |
fg3_pct_rank | Int64 | League rank of the row's three-point field goal percentage for the season and split. |
ftm_rank | Int64 | League rank of the row's free throws made for the season and split. |
fta_rank | Int64 | League rank of the row's free throws attempted for the season and split. |
ft_pct_rank | Int64 | League rank of the row's free throw percentage for the season and split. |
oreb_rank | Int64 | League rank of the row's offensive rebounds for the season and split. |
dreb_rank | Int64 | League rank of the row's defensive rebounds for the season and split. |
reb_rank | Int64 | League rank of the row's total rebounds for the season and split. |
ast_rank | Int64 | League rank of the row's assists for the season and split. |
tov_rank | Int64 | League rank of the row's turnovers for the season and split. |
stl_rank | Int64 | League rank of the row's steals for the season and split. |
blk_rank | Int64 | League rank of the row's blocked shots for the season and split. |
blka_rank | Int64 | League rank of the row's shot attempts blocked by opponents (blocks against) for the season and split. |
pf_rank | Int64 | League rank of the row's personal fouls committed for the season and split. |
pfd_rank | Int64 | League rank of the row's personal fouls drawn for the season and split. |
pts_rank | Int64 | League rank of the row's points scored for the season and split. |
plus_minus_rank | Int64 | League rank of the row's plus-minus point differential while on the floor for the season and split. |
pts_off_tov | Float64 | Points scored off opponent turnovers over the split. |
pts_2nd_chance | Float64 | Second-chance points over the split. |
pts_fb | Float64 | Fast-break points over the split. |
pts_paint | Float64 | Points in the paint over the split. |
opp_pts_off_tov | Float64 | Opponent points scored off opponent turnovers allowed over the split. |
opp_pts_2nd_chance | Float64 | Opponent second-chance points allowed over the split. |
opp_pts_fb | Float64 | Opponent fast-break points allowed over the split. |
opp_pts_paint | Float64 | Opponent points in the paint allowed over the split. |
pts_off_tov_rank | Int64 | League rank of the row's points scored off opponent turnovers for the season and split. |
pts_2nd_chance_rank | Int64 | League rank of the row's second-chance points for the season and split. |
pts_fb_rank | Int64 | League rank of the row's fast-break points for the season and split. |
pts_paint_rank | Int64 | League rank of the row's points in the paint for the season and split. |
opp_pts_off_tov_rank | Int64 | League rank of the row's opponent points scored off opponent turnovers for the season and split. |
opp_pts_2nd_chance_rank | Int64 | League rank of the row's opponent second-chance points for the season and split. |
opp_pts_fb_rank | Int64 | League rank of the row's opponent fast-break points for the season and split. |
opp_pts_paint_rank | Int64 | League rank of the row's opponent points in the paint for the season and split. |
opp_fgm | Float64 | Opponent field goals made allowed over the split. |
opp_fga | Float64 | Opponent field goals attempted allowed over the split. |
opp_fg_pct | Float64 | Opponent field goal percentage allowed over the split. |
opp_fg3m | Float64 | Opponent three-point field goals made allowed over the split. |
opp_fg3a | Float64 | Opponent three-point field goals attempted allowed over the split. |
opp_fg3_pct | Float64 | Opponent three-point field goal percentage allowed over the split. |
opp_ftm | Float64 | Opponent free throws made allowed over the split. |
opp_fta | Float64 | Opponent free throws attempted allowed over the split. |
opp_ft_pct | Float64 | Opponent free throw percentage allowed over the split. |
opp_oreb | Float64 | Opponent offensive rebounds allowed over the split. |
opp_dreb | Float64 | Opponent defensive rebounds allowed over the split. |
opp_reb | Float64 | Opponent total rebounds allowed over the split. |
opp_ast | Float64 | Opponent assists allowed over the split. |
opp_tov | Float64 | Opponent turnovers allowed over the split. |
opp_stl | Float64 | Opponent steals allowed over the split. |
opp_blk | Float64 | Opponent blocked shots allowed over the split. |
opp_blka | Float64 | Opponent shot attempts blocked by opponents (blocks against) allowed over the split. |
opp_pf | Float64 | Opponent personal fouls committed allowed over the split. |
opp_pfd | Float64 | Opponent personal fouls drawn allowed over the split. |
opp_pts | Float64 | Opponent points. |
opp_fgm_rank | Int64 | League rank of the row's opponent field goals made for the season and split. |
opp_fga_rank | Int64 | League rank of the row's opponent field goals attempted for the season and split. |
opp_fg_pct_rank | Int64 | League rank of the row's opponent field goal percentage for the season and split. |
opp_fg3m_rank | Int64 | League rank of the row's opponent three-point field goals made for the season and split. |
opp_fg3a_rank | Int64 | League rank of the row's opponent three-point field goals attempted for the season and split. |
opp_fg3_pct_rank | Int64 | League rank of the row's opponent three-point field goal percentage for the season and split. |
opp_ftm_rank | Int64 | League rank of the row's opponent free throws made for the season and split. |
opp_fta_rank | Int64 | League rank of the row's opponent free throws attempted for the season and split. |
opp_ft_pct_rank | Int64 | League rank of the row's opponent free throw percentage for the season and split. |
opp_oreb_rank | Int64 | League rank of the row's opponent offensive rebounds for the season and split. |
opp_dreb_rank | Int64 | League rank of the row's opponent defensive rebounds for the season and split. |
opp_reb_rank | Int64 | League rank of the row's opponent total rebounds for the season and split. |
opp_ast_rank | Int64 | League rank of the row's opponent assists for the season and split. |
opp_tov_rank | Int64 | League rank of the row's opponent turnovers for the season and split. |
opp_stl_rank | Int64 | League rank of the row's opponent steals for the season and split. |
opp_blk_rank | Int64 | League rank of the row's opponent blocked shots for the season and split. |
opp_blka_rank | Int64 | League rank of the row's opponent shot attempts blocked by opponents (blocks against) for the season and split. |
opp_pf_rank | Int64 | League rank of the row's opponent personal fouls committed for the season and split. |
opp_pfd_rank | Int64 | League rank of the row's opponent personal fouls drawn for the season and split. |
opp_pts_rank | Int64 | League rank of the row's opponent points scored for the season and split. |
pct_fga_2pt | Float64 | Share of field goal attempts taken as two-pointers, as a decimal. |
pct_fga_3pt | Float64 | Share of field goal attempts taken as three-pointers, as a decimal. |
pct_pts_2pt | Float64 | Share of points scored on two-point field goals, as a decimal. |
pct_pts_2pt_mr | Float64 | Share of points scored on mid-range two-pointers, as a decimal. |
pct_pts_3pt | Float64 | Share of points scored on three-pointers, as a decimal. |
pct_pts_fb | Float64 | Share of points scored on fast breaks, as a decimal. |
pct_pts_ft | Float64 | Share of points scored at the free throw line, as a decimal. |
pct_pts_off_tov | Float64 | Share of points scored off opponent turnovers, as a decimal. |
pct_pts_paint | Float64 | Share of points scored in the paint, as a decimal. |
pct_ast_2pm | Float64 | Percentage of made two-pointers that were assisted, as a decimal. |
pct_uast_2pm | Float64 | Percentage of made two-pointers that were unassisted, as a decimal. |
pct_ast_3pm | Float64 | Percentage of made three-pointers that were assisted, as a decimal. |
pct_uast_3pm | Float64 | Percentage of made three-pointers that were unassisted, as a decimal. |
pct_ast_fgm | Float64 | Percentage of made field goals that were assisted, as a decimal. |
pct_uast_fgm | Float64 | Percentage of made field goals that were unassisted, as a decimal. |
pct_fga_2pt_rank | Int64 | League rank of the row's share of field goal attempts taken as two-pointers for the season and split. |
pct_fga_3pt_rank | Int64 | League rank of the row's share of field goal attempts taken as three-pointers for the season and split. |
pct_pts_2pt_rank | Int64 | League rank of the row's share of points scored on two-point field goals for the season and split. |
pct_pts_2pt_mr_rank | Int64 | League rank of the row's share of points scored on mid-range two-pointers for the season and split. |
pct_pts_3pt_rank | Int64 | League rank of the row's share of points scored on three-pointers for the season and split. |
pct_pts_fb_rank | Int64 | League rank of the row's share of points scored on fast breaks for the season and split. |
pct_pts_ft_rank | Int64 | League rank of the row's share of points scored at the free throw line for the season and split. |
pct_pts_off_tov_rank | Int64 | League rank of the row's share of points scored off opponent turnovers for the season and split. |
pct_pts_paint_rank | Int64 | League rank of the row's share of points scored in the paint for the season and split. |
pct_ast_2pm_rank | Int64 | League rank of the row's percentage of made two-pointers that were assisted for the season and split. |
pct_uast_2pm_rank | Int64 | League rank of the row's percentage of made two-pointers that were unassisted for the season and split. |
pct_ast_3pm_rank | Int64 | League rank of the row's percentage of made three-pointers that were assisted for the season and split. |
pct_uast_3pm_rank | Int64 | League rank of the row's percentage of made three-pointers that were unassisted for the season and split. |
pct_ast_fgm_rank | Int64 | League rank of the row's percentage of made field goals that were assisted for the season and split. |
pct_uast_fgm_rank | Int64 | League rank of the row's percentage of made field goals that were unassisted for the season and split. |
load_nba_stats_lineups(seasons=2025)
load_nba_stats_lineups_v3
Release: nba_stats_game_lineups · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_game_lineups/nba_lineups_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
game_id | String | Unique game identifier. |
action_number | Int64 | Sequential action number within a game (V3 PBP). |
period | Int64 | Period of the game (1-4 quarters; 5+ for OT). |
home_player_1 | Int64 | NBA Stats player id of the home on-court player 1 of 5 for the row. |
home_player_2 | Int64 | NBA Stats player id of the home on-court player 2 of 5 for the row. |
home_player_3 | Int64 | NBA Stats player id of the home on-court player 3 of 5 for the row. |
home_player_4 | Int64 | NBA Stats player id of the home on-court player 4 of 5 for the row. |
home_player_5 | Int64 | NBA Stats player id of the home on-court player 5 of 5 for the row. |
away_player_1 | Int64 | NBA Stats player id of the away on-court player 1 of 5 for the row. |
away_player_2 | Int64 | NBA Stats player id of the away on-court player 2 of 5 for the row. |
away_player_3 | Int64 | NBA Stats player id of the away on-court player 3 of 5 for the row. |
away_player_4 | Int64 | NBA Stats player id of the away on-court player 4 of 5 for the row. |
away_player_5 | Int64 | NBA Stats player id of the away on-court player 5 of 5 for the row. |
season | Int64 | Season year. |
load_nba_stats_lineups_v3(seasons=2025)
load_nba_stats_officials
Release: nba_stats_officials · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_officials/officials_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
official_id | Int64 | Unique official / referee identifier. |
first_name | String | Player's first name. |
last_name | String | Player's last name. |
jersey_num | String | Jersey number worn by the player. |
season | Int32 | Season year. |
game_id | String | Unique game identifier. |
season_type_id | String | Season-type digit: the 3rd character of game_id (and the leading digit of season_id). 1 = preseason, 2 = regular season, 3 = All-Star, 4 = playoffs, 5 = play-in, 6 = NBA Cup final, 9 = international. |
load_nba_stats_officials(seasons=2025)
load_nba_stats_pbp
Release: nba_stats_pbp · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_pbp/nba_play_by_play_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
order_index | Int64 | Stable within-game ordering index for events after pbpstats-style reordering of the raw feed. |
action_number | Int64 | Sequential action number within a game (V3 PBP). |
clock | String | Game clock value. |
period | Int64 | Period of the game (1-4 quarters; 5+ for OT). |
team_id | Int64 | Unique team identifier. |
team_tricode | String | Three-letter team code (e.g. 'LAS' / 'NYL'). |
person_id | Int64 | Unique player identifier (V3 endpoints). |
player_name | String | Player name. |
player_name_i | String | Player name i. |
x_legacy | Int64 | V2-format X coordinate (preserved for V3-to-V2 compatibility). |
y_legacy | Int64 | V2-format Y coordinate (preserved for V3-to-V2 compatibility). |
shot_distance | Int64 | Shot distance from the basket, in feet. |
shot_result | String | Shot result ('Made' / 'Missed'). |
is_field_goal | Int64 | 1 if the action was a field goal; 0 otherwise. |
score_home | String | Score home. |
score_away | String | Score away. |
points_total | Int64 | Running total of points scored. |
location | String | Location. |
description | String | Long-form description text. |
action_type | String | Action type label (e.g. 'Made Shot', 'Substitution'). |
sub_type | String | Action sub-type label. |
video_available | Int64 | Video available. |
shot_value | Int64 | Point value of the shot (2 or 3). |
action_id | Int64 | Unique action identifier within a game (V3 PBP). |
game_id | String | Unique game identifier. |
seconds_remaining | Float64 | Seconds remaining in the period. |
event_type | String | Event / play type code (V2 PBP). |
is_made_shot | Boolean | Whether the event is a made field goal. |
is_missed_shot | Boolean | Whether the event is a missed field goal. |
is_free_throw | Boolean | Whether the event is a free throw attempt. |
is_rebound | Boolean | Whether the event is a rebound. |
is_turnover | Boolean | |
is_foul | Boolean | Whether the event is a foul. |
is_substitution | Boolean | Whether the event is a substitution. |
is_jump_ball | Boolean | Whether the event is a jump ball. |
is_timeout | Boolean | Whether the event is a timeout. |
is_period | Boolean | Whether the event is a period start or end marker. |
possession_number | Int64 | Possession number. |
off_player_1 | Int64 | NBA Stats player id of offensive on-court player 1 of 5 during the event. |
off_player_2 | Int64 | NBA Stats player id of offensive on-court player 2 of 5 during the event. |
off_player_3 | Int64 | NBA Stats player id of offensive on-court player 3 of 5 during the event. |
off_player_4 | Int64 | NBA Stats player id of offensive on-court player 4 of 5 during the event. |
off_player_5 | Int64 | NBA Stats player id of offensive on-court player 5 of 5 during the event. |
def_player_1 | Int64 | NBA Stats player id of defensive on-court player 1 of 5 during the event. |
def_player_2 | Int64 | NBA Stats player id of defensive on-court player 2 of 5 during the event. |
def_player_3 | Int64 | NBA Stats player id of defensive on-court player 3 of 5 during the event. |
def_player_4 | Int64 | NBA Stats player id of defensive on-court player 4 of 5 during the event. |
def_player_5 | Int64 | NBA Stats player id of defensive on-court player 5 of 5 during the event. |
season | Int64 | Season year. |
load_nba_stats_pbp(seasons=2025)
load_nba_stats_possessions
Release: nba_stats_possessions · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_possessions/nba_possessions_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
game_id | String | Unique game identifier. |
period | Int64 | Period of the game (1-4 quarters; 5+ for OT). |
possession_number | Int64 | Possession number. |
offense_team_id | Int64 | Unique identifier for offense team. |
defense_team_id | Int64 | NBA Stats team id of the defending team for the possession. |
start_order_index | Int64 | order_index of the play-by-play event that starts the possession. |
end_order_index | Int64 | order_index of the play-by-play event that ends the possession. |
start_seconds_remaining | Float64 | Seconds remaining in the period when the possession started. |
end_seconds_remaining | Float64 | Seconds remaining in the period when the possession ended. |
points | Int64 | Points scored. |
is_second_chance | Boolean | Whether the row is a second-chance continuation following an offensive rebound. |
number_in_period | Int64 | Sequential possession number for the offense within the period. |
possession_start_type | String | How the possession began (e.g. off a made shot, defensive rebound, turnover, or period start). |
count_as_possession | Boolean | Whether the row counts as a true possession for per-possession rate stats. |
fg2a | Int64 | Two-point field goal attempts during the possession. |
fg2m | Int64 | Two-point field goals made during the possession. |
fg3a | Int64 | Three-point field goal attempts. |
fg3m | Int64 | Three-point field goals made. |
fta | Int64 | Free throw attempts. |
ftm | Int64 | Free throws made. |
oreb | Int64 | Offensive rebounds. |
dreb | Int64 | Defensive rebounds. |
tov | Int64 | Turnovers. |
off_player_1 | Int64 | NBA Stats player id of offensive on-court player 1 of 5 for the possession. |
off_player_2 | Int64 | NBA Stats player id of offensive on-court player 2 of 5 for the possession. |
off_player_3 | Int64 | NBA Stats player id of offensive on-court player 3 of 5 for the possession. |
off_player_4 | Int64 | NBA Stats player id of offensive on-court player 4 of 5 for the possession. |
off_player_5 | Int64 | NBA Stats player id of offensive on-court player 5 of 5 for the possession. |
def_player_1 | Int64 | NBA Stats player id of defensive on-court player 1 of 5 for the possession. |
def_player_2 | Int64 | NBA Stats player id of defensive on-court player 2 of 5 for the possession. |
def_player_3 | Int64 | NBA Stats player id of defensive on-court player 3 of 5 for the possession. |
def_player_4 | Int64 | NBA Stats player id of defensive on-court player 4 of 5 for the possession. |
def_player_5 | Int64 | NBA Stats player id of defensive on-court player 5 of 5 for the possession. |
lineup_source | String | Provenance of the on-court lineup identification for the row (how the five-man units were resolved). |
season | Int64 | Season year. |
load_nba_stats_possessions(seasons=2025)
load_nba_stats_game_lineups
Release: nba_stats_game_lineups · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_game_lineups/nba_lineups_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
game_id | String | Unique game identifier. |
action_number | Int64 | Sequential action number within a game (V3 PBP). |
period | Int64 | Period of the game (1-4 quarters; 5+ for OT). |
home_player_1 | Int64 | NBA Stats player id of the home on-court player 1 of 5 for the row. |
home_player_2 | Int64 | NBA Stats player id of the home on-court player 2 of 5 for the row. |
home_player_3 | Int64 | NBA Stats player id of the home on-court player 3 of 5 for the row. |
home_player_4 | Int64 | NBA Stats player id of the home on-court player 4 of 5 for the row. |
home_player_5 | Int64 | NBA Stats player id of the home on-court player 5 of 5 for the row. |
away_player_1 | Int64 | NBA Stats player id of the away on-court player 1 of 5 for the row. |
away_player_2 | Int64 | NBA Stats player id of the away on-court player 2 of 5 for the row. |
away_player_3 | Int64 | NBA Stats player id of the away on-court player 3 of 5 for the row. |
away_player_4 | Int64 | NBA Stats player id of the away on-court player 4 of 5 for the row. |
away_player_5 | Int64 | NBA Stats player id of the away on-court player 5 of 5 for the row. |
season | Int64 | Season year. |
load_nba_stats_game_lineups(seasons=2025)
load_nba_stats_game_matchups
Release: nba_stats_game_matchups · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_game_matchups/game_matchups_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
off_team_id | Int64 | Team id of the offensive player. Taken from the payload's team block. |
off_team_city | String | City/market of the offensive player's team ("Indiana"). |
off_team_name | String | Nickname of the offensive player's team ("Pacers") -- pair with off_team_city for the full club name. |
off_team_tricode | String | Three-letter abbreviation of the offensive player's team ("IND"). |
off_team_slug | String | URL slug of the offensive player's team ("pacers"). |
def_team_id | Int64 | Team id of the defender, read from the game envelope's homeTeamId/awayTeamId rather than the nested team object, which is 0 on uncovered captures. |
side | String | Which side of the game the row's team was on: "home" or "away". In game_matchups, where a row carries two teams, it is the OFFENSIVE player's team (off_team_id) -- the defender is always the other side. |
off_person_id | Int64 | stats.nba.com person id of the offensive player -- the one being guarded. |
off_first_name | String | First name of the offensive player. |
off_family_name | String | Family name of the offensive player. |
off_name_i | String | Offensive player's abbreviated display name ("B. Mathurin"). |
off_player_slug | String | URL slug of the offensive player ("bennedict-mathurin"). |
off_position | String | Starting position of the offensive player as the payload reports it; empty for players who did not start. |
off_comment | String | Availability note on the offensive player (DNP reason); empty when they played. |
off_jersey_num | String | Jersey number of the offensive player, as a string (it can carry a leading zero, e.g. "00"). |
def_person_id | Int64 | stats.nba.com person id of the defender guarding the offensive player. |
def_first_name | String | First name of the defender. |
def_family_name | String | Family name of the defender. |
def_name_i | String | Defender's abbreviated display name ("J. Allen"). |
def_player_slug | String | URL slug of the defender ("jarrett-allen"). |
def_jersey_num | String | Jersey number of the defender, as a string (it can carry a leading zero). |
matchup_minutes | String | Time the pair were matched up, as the payload's MM:SS string; use matchup_minutes_sort for arithmetic. |
matchup_minutes_sort | Float64 | The same matchup time in seconds, as a float -- the sortable/summable form. |
partial_possessions | Float64 | Possessions credited to the matchup. Fractional because a possession is split across every defender who guarded the ball-handler during it, which is why matchup counting stats do not sum exactly to a player's game totals. |
percentage_defender_total_time | Float64 | Share of the defender's floor time spent guarding this offensive player. |
percentage_offensive_total_time | Float64 | Share of the offensive player's floor time spent guarded by this defender. |
percentage_total_time_both_on | Float64 | Share of the time both players were on the floor together that they were matched up. |
switches_on | Int64 | Times the defense switched this defender onto the offensive player. |
player_points | Int64 | Points the offensive player scored while guarded by this defender. |
team_points | Int64 | Points the offensive player's team scored while this matchup was on. |
matchup_assists | Int64 | Assists by the offensive player while guarded by this defender. |
matchup_potential_assists | Int64 | Passes by the offensive player that would have been assists had the shot fallen, while guarded by this defender. |
matchup_turnovers | Int64 | Turnovers by the offensive player while guarded by this defender. |
matchup_blocks | Int64 | Shots by the offensive player blocked by this defender. |
matchup_field_goals_made | Int64 | Field goals made by the offensive player against this defender. |
matchup_field_goals_attempted | Int64 | Field goals attempted by the offensive player against this defender. |
matchup_field_goals_percentage | Float64 | Field-goal percentage of the offensive player against this defender. |
matchup_three_pointers_made | Int64 | Three-pointers made by the offensive player against this defender. |
matchup_three_pointers_attempted | Int64 | Three-pointers attempted by the offensive player against this defender. |
matchup_three_pointers_percentage | Float64 | Three-point percentage of the offensive player against this defender. |
help_blocks | Int64 | Blocks by this defender on the offensive player when helping off another assignment rather than as the primary defender. |
help_field_goals_made | Int64 | Field goals the offensive player made against this defender in help defense. |
help_field_goals_attempted | Int64 | Field goals the offensive player attempted against this defender in help defense. |
help_field_goals_percentage | Float64 | Field-goal percentage allowed by this defender in help defense. |
matchup_free_throws_made | Int64 | Free throws made by the offensive player on trips drawn against this defender. |
matchup_free_throws_attempted | Int64 | Free throws attempted by the offensive player on trips drawn against this defender. |
shooting_fouls | Int64 | Shooting fouls committed by this defender on the offensive player. |
game_id | String | Unique game identifier. |
season | Int32 | Season year. |
season_type_id | String | Season-type digit: the 3rd character of game_id (and the leading digit of season_id). 1 = preseason, 2 = regular season, 3 = All-Star, 4 = playoffs, 5 = play-in, 6 = NBA Cup final, 9 = international. |
load_nba_stats_game_matchups(seasons=2025)
load_nba_stats_pbp_v3
Release: nba_stats_pbp · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_pbp/nba_play_by_play_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
order_index | Int64 | Stable within-game ordering index for events after pbpstats-style reordering of the raw feed. |
action_number | Int64 | Sequential action number within a game (V3 PBP). |
clock | String | Game clock value. |
period | Int64 | Period of the game (1-4 quarters; 5+ for OT). |
team_id | Int64 | Unique team identifier. |
team_tricode | String | Three-letter team code (e.g. 'LAS' / 'NYL'). |
person_id | Int64 | Unique player identifier (V3 endpoints). |
player_name | String | Player name. |
player_name_i | String | Player name i. |
x_legacy | Int64 | V2-format X coordinate (preserved for V3-to-V2 compatibility). |
y_legacy | Int64 | V2-format Y coordinate (preserved for V3-to-V2 compatibility). |
shot_distance | Int64 | Shot distance from the basket, in feet. |
shot_result | String | Shot result ('Made' / 'Missed'). |
is_field_goal | Int64 | 1 if the action was a field goal; 0 otherwise. |
score_home | String | Score home. |
score_away | String | Score away. |
points_total | Int64 | Running total of points scored. |
location | String | Location. |
description | String | Long-form description text. |
action_type | String | Action type label (e.g. 'Made Shot', 'Substitution'). |
sub_type | String | Action sub-type label. |
video_available | Int64 | Video available. |
shot_value | Int64 | Point value of the shot (2 or 3). |
action_id | Int64 | Unique action identifier within a game (V3 PBP). |
game_id | String | Unique game identifier. |
seconds_remaining | Float64 | Seconds remaining in the period. |
event_type | String | Event / play type code (V2 PBP). |
is_made_shot | Boolean | Whether the event is a made field goal. |
is_missed_shot | Boolean | Whether the event is a missed field goal. |
is_free_throw | Boolean | Whether the event is a free throw attempt. |
is_rebound | Boolean | Whether the event is a rebound. |
is_turnover | Boolean | |
is_foul | Boolean | Whether the event is a foul. |
is_substitution | Boolean | Whether the event is a substitution. |
is_jump_ball | Boolean | Whether the event is a jump ball. |
is_timeout | Boolean | Whether the event is a timeout. |
is_period | Boolean | Whether the event is a period start or end marker. |
possession_number | Int64 | Possession number. |
off_player_1 | Int64 | NBA Stats player id of offensive on-court player 1 of 5 during the event. |
off_player_2 | Int64 | NBA Stats player id of offensive on-court player 2 of 5 during the event. |
off_player_3 | Int64 | NBA Stats player id of offensive on-court player 3 of 5 during the event. |
off_player_4 | Int64 | NBA Stats player id of offensive on-court player 4 of 5 during the event. |
off_player_5 | Int64 | NBA Stats player id of offensive on-court player 5 of 5 during the event. |
def_player_1 | Int64 | NBA Stats player id of defensive on-court player 1 of 5 during the event. |
def_player_2 | Int64 | NBA Stats player id of defensive on-court player 2 of 5 during the event. |
def_player_3 | Int64 | NBA Stats player id of defensive on-court player 3 of 5 during the event. |
def_player_4 | Int64 | NBA Stats player id of defensive on-court player 4 of 5 during the event. |
def_player_5 | Int64 | NBA Stats player id of defensive on-court player 5 of 5 during the event. |
season | Int64 | Season year. |
load_nba_stats_pbp_v3(seasons=2025)
load_nba_stats_player_boxscores
Release: nba_stats_player_boxscores · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_player_boxscores/player_boxscores_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
team_id | Int64 | Unique team identifier. |
team_city | String | City/market of the team ("Indiana"); pair with team_name for the full club name. |
team_name | String | Full team display name (e.g. 'Las Vegas Aces'). |
team_tricode | String | Three-letter team code (e.g. 'LAS' / 'NYL'). |
team_slug | String | URL slug of the team ("pacers"). |
side | String | Side label (e.g. 'home', 'away', or 'overUnder'). |
person_id | Int64 | Unique player identifier (V3 endpoints). |
first_name | String | Player's first name. |
family_name | String | Player's family / last name. |
name_i | String | Initialed name (e.g. 'A. Wilson'). |
player_slug | String | URL-safe player identifier. |
position | String | Listed roster position (G, F, C, etc.). |
comment | String | Player status / inactive reason (e.g. 'DNP - Coach's Decision', 'Inactive'). |
jersey_num | String | Jersey number worn by the player. |
minutes | String | Minutes played, formatted MM:SS (V3 PT-duration parsed) or decimal minutes (V2). |
field_goals_made | Int64 | Field goals made (2-pt + 3-pt). |
field_goals_attempted | Int64 | Field goal attempts (2-pt + 3-pt). |
field_goals_percentage | Float64 | Field goal percentage (0-1 decimal). |
three_pointers_made | Int64 | Three-point field goals made. |
three_pointers_attempted | Int64 | Three-point field goal attempts. |
three_pointers_percentage | Float64 | Three-point field goal percentage (0-1 decimal). |
free_throws_made | Int64 | Free throws made. |
free_throws_attempted | Int64 | Free throw attempts. |
free_throws_percentage | Float64 | Free throw percentage (0-1 decimal). |
rebounds_offensive | Int64 | Offensive rebounds. |
rebounds_defensive | Int64 | Defensive rebounds. |
rebounds_total | Int64 | Total rebounds. |
assists | Int64 | Total assists. |
steals | Int64 | Total steals. |
blocks | Int64 | Total blocks. |
turnovers | Int64 | Total turnovers. |
fouls_personal | Int64 | Personal fouls. |
points | Int64 | Points scored. |
plus_minus_points | Float64 | Plus/minus point differential while on court. |
game_id | String | Unique game identifier. |
season | Int32 | Season year. |
season_type_id | String | Season-type digit: the 3rd character of game_id (and the leading digit of season_id). 1 = preseason, 2 = regular season, 3 = All-Star, 4 = playoffs, 5 = play-in, 6 = NBA Cup final, 9 = international. |
load_nba_stats_player_boxscores(seasons=2025)
load_nba_stats_player_game_logs
Release: nba_stats_player_game_logs · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_player_game_logs/player_game_logs_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
season_id | String | Unique season identifier. |
team_id | Int64 | Unique team identifier. |
team_abbreviation | String | Short team abbreviation (e.g. 'LAS'). |
team_name | String | Full team display name (e.g. 'Las Vegas Aces'). |
game_id | String | Unique game identifier. |
game_date | String | Game date (YYYY-MM-DD). |
matchup | String | Matchup. |
wl | String | Wl. |
min | Int64 | Minutes played. |
fgm | Int64 | Field goals made. |
fga | Int64 | Field goal attempts. |
fg_pct | Float64 | Field goal percentage (0-1). |
fg3m | Int64 | Three-point field goals made. |
fg3a | Int64 | Three-point field goal attempts. |
fg3_pct | Float64 | Three-point field goal percentage (0-1). |
ftm | Int64 | Free throws made. |
fta | Int64 | Free throw attempts. |
ft_pct | Float64 | Free throw percentage (0-1). |
oreb | Int64 | Offensive rebounds. |
dreb | Int64 | Defensive rebounds. |
reb | Int64 | Rebounds per game. |
ast | Int64 | Assists. |
stl | Int64 | Steals. |
blk | Int64 | Blocks. |
tov | Int64 | Turnovers. |
pf | Int64 | Personal fouls. |
pts | Int64 | Points scored. |
plus_minus | Int64 | Plus/minus point differential while on court. |
video_available | Int64 | Video available. |
season | Int32 | Season year. |
season_type | String | Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats). |
load_nba_stats_player_game_logs(seasons=2025)
load_nba_stats_player_season_stats
Release: nba_stats_player_season_stats · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/nba_stats_player_season_stats/player_season_stats_{season + 1}.parquet
Returns
| col_name | type | description |
|---|---|---|
player_id | Int64 | Unique player identifier. |
player_name | String | Player name. |
nickname | String | Team or athlete nickname. |
team_id | Int64 | Unique team identifier. |
team_abbreviation | String | Short team abbreviation (e.g. 'LAS'). |
age | Float64 | Player age (in years). |
gp | Int64 | Games played. |
w | Int64 | Wins. |
l | Int64 | Losses. |
w_pct | Float64 | Wins percentage (0-1 decimal). |
min | Float64 | Minutes played. |
e_off_rating | Float64 | Estimated offensive rating (NBA Stats estimated-metrics family) over the split. |
off_rating | Float64 | Offensive rating (points scored per 100 possessions) over the split. |
sp_work_off_rating | Float64 | Offensive rating carried in the stats API's SP_WORK column set (mirrors off_rating) over the split. |
e_def_rating | Float64 | Estimated defensive rating (NBA Stats estimated-metrics family) over the split. |
def_rating | Float64 | Defensive rating (points allowed per 100 possessions) over the split. |
sp_work_def_rating | Float64 | Defensive rating carried in the stats API's SP_WORK column set (mirrors def_rating) over the split. |
e_net_rating | Float64 | Estimated net rating (NBA Stats estimated-metrics family) over the split. |
net_rating | Float64 | Net rating (off rating - def rating). |
sp_work_net_rating | Float64 | Net rating carried in the stats API's SP_WORK column set (mirrors net_rating) over the split. |
ast_pct | Float64 | Assist percentage. |
ast_to | Float64 | Assist-to-turnover ratio over the split. |
ast_ratio | Float64 | Assist ratio (assists per 100 possessions used) over the split. |
oreb_pct | Float64 | Offensive rebound percentage over the split, as a decimal. |
dreb_pct | Float64 | Defensive rebound percentage over the split, as a decimal. |
reb_pct | Float64 | Total rebound percentage over the split, as a decimal. |
tm_tov_pct | Float64 | Team turnover percentage (turnovers per 100 possessions) over the split, as a decimal. |
e_tov_pct | Float64 | Estimated turnover percentage (NBA Stats estimated-metrics family) over the split, as a decimal. |
efg_pct | Float64 | Effective field goal percentage over the split, as a decimal. |
ts_pct | Float64 | True shooting percentage (0-1). |
usg_pct | Float64 | Usage percentage (share of team plays used while on the floor) over the split, as a decimal. |
e_usg_pct | Float64 | Estimated usage percentage (NBA Stats estimated-metrics family) over the split, as a decimal. |
e_pace | Float64 | Estimated pace (NBA Stats estimated-metrics family) over the split. |
pace | Float64 | Possessions per 48 minutes. |
pace_per40 | Float64 | Pace per40. |
sp_work_pace | Float64 | Pace carried in the stats API's SP_WORK column set (mirrors pace) over the split. |
pie | Float64 | Player Impact Estimate (0-1). |
poss | Int64 | Poss. |
fgm | Float64 | Field goals made. |
fga | Float64 | Field goal attempts. |
fgm_pg | Float64 | Field goals made per game over the split. |
fga_pg | Float64 | Field goals attempted per game over the split. |
fg_pct | Float64 | Field goal percentage (0-1). |
gp_rank | Int64 | League rank of the row's games played for the season and split. |
w_rank | Int64 | League rank of the row's wins for the season and split. |
l_rank | Int64 | League rank of the row's losses for the season and split. |
w_pct_rank | Int64 | League rank of the row's win percentage for the season and split. |
min_rank | Int64 | League rank of the row's minutes played for the season and split. |
e_off_rating_rank | Int64 | League rank of the row's estimated offensive rating (NBA Stats estimated-metrics family) for the season and split. |
off_rating_rank | Int64 | League rank of the row's offensive rating (points scored per 100 possessions) for the season and split. |
sp_work_off_rating_rank | Int64 | League rank of the row's offensive rating carried in the stats API's SP_WORK column set (mirrors off_rating) for the season and split. |
e_def_rating_rank | Int64 | League rank of the row's estimated defensive rating (NBA Stats estimated-metrics family) for the season and split. |
def_rating_rank | Int64 | League rank of the row's defensive rating (points allowed per 100 possessions) for the season and split. |
sp_work_def_rating_rank | Int64 | League rank of the row's defensive rating carried in the stats API's SP_WORK column set (mirrors def_rating) for the season and split. |
e_net_rating_rank | Int64 | League rank of the row's estimated net rating (NBA Stats estimated-metrics family) for the season and split. |
net_rating_rank | Int64 | League rank of the row's net rating (offensive minus defensive rating) for the season and split. |
sp_work_net_rating_rank | Int64 | League rank of the row's net rating carried in the stats API's SP_WORK column set (mirrors net_rating) for the season and split. |
ast_pct_rank | Int64 | League rank of the row's assist percentage (share of teammate field goals assisted while on the floor) for the season and split. |
ast_to_rank | Int64 | League rank of the row's assist-to-turnover ratio for the season and split. |
ast_ratio_rank | Int64 | League rank of the row's assist ratio (assists per 100 possessions used) for the season and split. |
oreb_pct_rank | Int64 | League rank of the row's offensive rebound percentage for the season and split. |
dreb_pct_rank | Int64 | League rank of the row's defensive rebound percentage for the season and split. |
reb_pct_rank | Int64 | League rank of the row's total rebound percentage for the season and split. |
tm_tov_pct_rank | Int64 | League rank of the row's team turnover percentage (turnovers per 100 possessions) for the season and split. |
e_tov_pct_rank | Int64 | League rank of the row's estimated turnover percentage (NBA Stats estimated-metrics family) for the season and split. |
efg_pct_rank | Int64 | League rank of the row's effective field goal percentage for the season and split. |
ts_pct_rank | Int64 | League rank of the row's true shooting percentage for the season and split. |
usg_pct_rank | Int64 | League rank of the row's usage percentage (share of team plays used while on the floor) for the season and split. |
e_usg_pct_rank | Int64 | League rank of the row's estimated usage percentage (NBA Stats estimated-metrics family) for the season and split. |
e_pace_rank | Int64 | League rank of the row's estimated pace (NBA Stats estimated-metrics family) for the season and split. |
pace_rank | Int64 | League rank of the row's pace (possessions per 48 minutes) for the season and split. |
sp_work_pace_rank | Int64 | League rank of the row's pace carried in the stats API's SP_WORK column set (mirrors pace) for the season and split. |
pie_rank | Int64 | League rank of the row's Player Impact Estimate (PIE, the NBA Stats catch-all impact metric) for the season and split. |
fgm_rank | Int64 | League rank of the row's field goals made for the season and split. |
fga_rank | Int64 | League rank of the row's field goals attempted for the season and split. |
fgm_pg_rank | Int64 | League rank of the row's field goals made per game for the season and split. |
fga_pg_rank | Int64 | League rank of the row's field goals attempted per game for the season and split. |
fg_pct_rank | Int64 | League rank of the row's field goal percentage for the season and split. |
team_count | Int64 | Number of distinct teams aggregated into the split row. |
season | Int32 | Season year. |
season_type | String | Season type (1=pre-season, 2=regular season, 3=postseason, 4=off-season for ESPN; or string label for WNBA Stats). |
measure_type | String | NBA Stats measure type the row was pulled from (e.g. Base, Advanced, Misc, Scoring, Opponent, Usage, Defense). |
per_mode | String | NBA Stats per-mode of the row values (e.g. Totals, PerGame, Per100Possessions). |
fg3m | Float64 | Three-point field goals made. |
fg3a | Float64 | Three-point field goal attempts. |
fg3_pct | Float64 | Three-point field goal percentage (0-1). |
ftm | Float64 | Free throws made. |
fta | Float64 | Free throw attempts. |
ft_pct | Float64 | Free throw percentage (0-1). |
oreb | Float64 | Offensive rebounds. |
dreb | Float64 | Defensive rebounds. |
reb | Float64 | Rebounds per game. |
ast | Float64 | Assists. |
tov | Float64 | Turnovers. |
stl | Float64 | Steals. |
blk | Float64 | Blocks. |
blka | Float64 | Shot attempts blocked by opponents (blocks against). |
pf | Float64 | Personal fouls. |
pfd | Float64 | Personal fouls drawn. |
pts | Float64 | Points scored. |
plus_minus | Float64 | Plus/minus point differential while on court. |
nba_fantasy_pts | Float64 | Fantasy points under the NBA's fantasy scoring formula. |
dd2 | Int64 | Double-doubles recorded over the split. |
td3 | Int64 | Triple-doubles recorded over the split. |
wnba_fantasy_pts | Float64 | Fantasy points under the WNBA's fantasy scoring formula. |
fg3m_rank | Int64 | League rank of the row's three-point field goals made for the season and split. |
fg3a_rank | Int64 | League rank of the row's three-point field goals attempted for the season and split. |
fg3_pct_rank | Int64 | League rank of the row's three-point field goal percentage for the season and split. |
ftm_rank | Int64 | League rank of the row's free throws made for the season and split. |
fta_rank | Int64 | League rank of the row's free throws attempted for the season and split. |
ft_pct_rank | Int64 | League rank of the row's free throw percentage for the season and split. |
oreb_rank | Int64 | League rank of the row's offensive rebounds for the season and split. |
dreb_rank | Int64 | League rank of the row's defensive rebounds for the season and split. |
reb_rank | Int64 | League rank of the row's total rebounds for the season and split. |
ast_rank | Int64 | League rank of the row's assists for the season and split. |
tov_rank | Int64 | League rank of the row's turnovers for the season and split. |
stl_rank | Int64 | League rank of the row's steals for the season and split. |
blk_rank | Int64 | League rank of the row's blocked shots for the season and split. |
blka_rank | Int64 | League rank of the row's shot attempts blocked by opponents (blocks against) for the season and split. |
pf_rank | Int64 | League rank of the row's personal fouls committed for the season and split. |
pfd_rank | Int64 | League rank of the row's personal fouls drawn for the season and split. |
pts_rank | Int64 | League rank of the row's points scored for the season and split. |
plus_minus_rank | Int64 | League rank of the row's plus-minus point differential while on the floor for the season and split. |
nba_fantasy_pts_rank | Int64 | League rank of the row's NBA fantasy points (league scoring formula) for the season and split. |
dd2_rank | Int64 | League rank of the row's double-doubles for the season and split. |
td3_rank | Int64 | League rank of the row's triple-doubles for the season and split. |
wnba_fantasy_pts_rank | Int64 | League rank of the row's WNBA fantasy points (league scoring formula) for the season and split. |
pct_dreb | Float64 | Share of the team's defensive rebounds accounted for by the player while on the floor, as a decimal. |
pct_stl | Float64 | Share of the team's steals accounted for by the player while on the floor, as a decimal. |
pct_blk | Float64 | Share of the team's blocked shots accounted for by the player while on the floor, as a decimal. |
opp_pts_off_tov | Float64 | Opponent points scored off opponent turnovers allowed over the split. |
opp_pts_2nd_chance | Float64 | Opponent second-chance points allowed over the split. |
opp_pts_fb | Float64 | Opponent fast-break points allowed over the split. |
opp_pts_paint | Float64 | Opponent points in the paint allowed over the split. |
def_ws | Float64 | Defensive win shares credited to the player (NBA Stats defense dashboard metric). |
def_ws_raw | Float64 | Unscaled (raw) defensive win shares value carried alongside def_ws by the NBA Stats API. |
pct_dreb_rank | Int64 | League rank of the row's share of the team's defensive rebounds accounted for by the player while on the floor for the season and split. |
pct_stl_rank | Int64 | League rank of the row's share of the team's steals accounted for by the player while on the floor for the season and split. |
pct_blk_rank | Int64 | League rank of the row's share of the team's blocked shots accounted for by the player while on the floor for the season and split. |
opp_pts_off_tov_rank | Int64 | League rank of the row's opponent points scored off opponent turnovers for the season and split. |
opp_pts_2nd_chance_rank | Int64 | League rank of the row's opponent second-chance points for the season and split. |
opp_pts_fb_rank | Int64 | League rank of the row's opponent fast-break points for the season and split. |
opp_pts_paint_rank | Int64 | League rank of the row's opponent points in the paint for the season and split. |
def_ws_rank | Int64 | League rank of the row's defensive win shares (NBA Stats defense dashboard metric) for the season and split. |
pts_off_tov | Float64 | Points scored off opponent turnovers over the split. |
pts_2nd_chance | Float64 | Second-chance points over the split. |
pts_fb | Float64 | Fast-break points over the split. |
pts_paint | Float64 | Points in the paint over the split. |
pts_off_tov_rank | Int64 | League rank of the row's points scored off opponent turnovers for the season and split. |
pts_2nd_chance_rank | Int64 | League rank of the row's second-chance points for the season and split. |
pts_fb_rank | Int64 | League rank of the row's fast-break points for the season and split. |
pts_paint_rank | Int64 | League rank of the row's points in the paint for the season and split. |
pct_fga_2pt | Float64 | Share of field goal attempts taken as two-pointers, as a decimal. |
pct_fga_3pt | Float64 | Share of field goal attempts taken as three-pointers, as a decimal. |
pct_pts_2pt | Float64 | Share of points scored on two-point field goals, as a decimal. |
pct_pts_2pt_mr | Float64 | Share of points scored on mid-range two-pointers, as a decimal. |
pct_pts_3pt | Float64 | Share of points scored on three-pointers, as a decimal. |
pct_pts_fb | Float64 | Share of points scored on fast breaks, as a decimal. |
pct_pts_ft | Float64 | Share of points scored at the free throw line, as a decimal. |
pct_pts_off_tov | Float64 | Share of points scored off opponent turnovers, as a decimal. |
pct_pts_paint | Float64 | Share of points scored in the paint, as a decimal. |
pct_ast_2pm | Float64 | Percentage of made two-pointers that were assisted, as a decimal. |
pct_uast_2pm | Float64 | Percentage of made two-pointers that were unassisted, as a decimal. |
pct_ast_3pm | Float64 | Percentage of made three-pointers that were assisted, as a decimal. |
pct_uast_3pm | Float64 | Percentage of made three-pointers that were unassisted, as a decimal. |
pct_ast_fgm | Float64 | Percentage of made field goals that were assisted, as a decimal. |
pct_uast_fgm | Float64 | Percentage of made field goals that were unassisted, as a decimal. |
pct_fga_2pt_rank | Int64 | League rank of the row's share of field goal attempts taken as two-pointers for the season and split. |
pct_fga_3pt_rank | Int64 | League rank of the row's share of field goal attempts taken as three-pointers for the season and split. |
pct_pts_2pt_rank | Int64 | League rank of the row's share of points scored on two-point field goals for the season and split. |
pct_pts_2pt_mr_rank | Int64 | League rank of the row's share of points scored on mid-range two-pointers for the season and split. |
pct_pts_3pt_rank | Int64 | League rank of the row's share of points scored on three-pointers for the season and split. |
pct_pts_fb_rank | Int64 | League rank of the row's share of points scored on fast breaks for the season and split. |
pct_pts_ft_rank | Int64 | League rank of the row's share of points scored at the free throw line for the season and split. |
pct_pts_off_tov_rank | Int64 | League rank of the row's share of points scored off opponent turnovers for the season and split. |
pct_pts_paint_rank | Int64 | League rank of the row's share of points scored in the paint for the season and split. |
pct_ast_2pm_rank | Int64 | League rank of the row's percentage of made two-pointers that were assisted for the season and split. |
pct_uast_2pm_rank | Int64 | League rank of the row's percentage of made two-pointers that were unassisted for the season and split. |
pct_ast_3pm_rank | Int64 | League rank of the row's percentage of made three-pointers that were assisted for the season and split. |
pct_uast_3pm_rank | Int64 | League rank of the row's percentage of made three-pointers that were unassisted for the season and split. |
pct_ast_fgm_rank | Int64 | League rank of the row's percentage of made field goals that were assisted for the season and split. |
pct_uast_fgm_rank | Int64 | League rank of the row's percentage of made field goals that were unassisted for the season and split. |
pct_fgm | Float64 | Share of the team's field goals made accounted for by the player while on the floor, as a decimal. |
pct_fga | Float64 | Share of the team's field goals attempted accounted for by the player while on the floor, as a decimal. |
pct_fg3m | Float64 | Share of the team's three-point field goals made accounted for by the player while on the floor, as a decimal. |
pct_fg3a | Float64 | Share of the team's three-point field goals attempted accounted for by the player while on the floor, as a decimal. |
pct_ftm | Float64 | Share of the team's free throws made accounted for by the player while on the floor, as a decimal. |
pct_fta | Float64 | Share of the team's free throws attempted accounted for by the player while on the floor, as a decimal. |
pct_oreb | Float64 | Share of the team's offensive rebounds accounted for by the player while on the floor, as a decimal. |
pct_reb | Float64 | Share of the team's total rebounds accounted for by the player while on the floor, as a decimal. |
pct_ast | Float64 | Share of the team's assists accounted for by the player while on the floor, as a decimal. |
pct_tov | Float64 | Share of the team's turnovers accounted for by the player while on the floor, as a decimal. |
pct_blka | Float64 | Share of the team's shot attempts blocked by opponents (blocks against) accounted for by the player while on the floor, as a decimal. |
pct_pf | Float64 | Share of the team's personal fouls committed accounted for by the player while on the floor, as a decimal. |
pct_pfd | Float64 | Share of the team's personal fouls drawn accounted for by the player while on the floor, as a decimal. |
pct_pts | Float64 | Share of the team's points scored accounted for by the player while on the floor, as a decimal. |
pct_fgm_rank | Int64 | League rank of the row's share of the team's field goals made accounted for by the player while on the floor for the season and split. |
pct_fga_rank | Int64 | League rank of the row's share of the team's field goals attempted accounted for by the player while on the floor for the season and split. |
pct_fg3m_rank | Int64 | League rank of the row's share of the team's three-point field goals made accounted for by the player while on the floor for the season and split. |
pct_fg3a_rank | Int64 | League rank of the row's share of the team's three-point field goals attempted accounted for by the player while on the floor for the season and split. |
pct_ftm_rank | Int64 | League rank of the row's share of the team's free throws made accounted for by the player while on the floor for the season and split. |
pct_fta_rank | Int64 | League rank of the row's share of the team's free throws attempted accounted for by the player while on the floor for the season and split. |
pct_oreb_rank | Int64 | League rank of the row's share of the team's offensive rebounds accounted for by the player while on the floor for the season and split. |
pct_reb_rank | Int64 | League rank of the row's share of the team's total rebounds accounted for by the player while on the floor for the season and split. |
pct_ast_rank | Int64 | League rank of the row's share of the team's assists accounted for by the player while on the floor for the season and split. |
pct_tov_rank | Int64 | League rank of the row's share of the team's turnovers accounted for by the player while on the floor for the season and split. |
pct_blka_rank | Int64 | League rank of the row's share of the team's shot attempts blocked by opponents (blocks against) accounted for by the player while on the floor for the season and split. |
pct_pf_rank | Int64 | League rank of the row's share of the team's personal fouls committed accounted for by the player while on the floor for the season and split. |
pct_pfd_rank | Int64 | League rank of the row's share of the team's personal fouls drawn accounted for by the player while on the floor for the season and split. |
pct_pts_rank | Int64 | League rank of the row's share of the team's points scored accounted for by the player while on the floor for the season and split. |
load_nba_stats_player_season_stats(seasons=2025)