NHL dataset loaders

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

Automation status

Dataset	Release tag	Pipeline
load_nhl_pbp	nhl_pbp_full	—
load_nhl_player_boxscore	nhl_player_boxscores	—
load_nhl_schedule	nhl_schedules	—
load_nhl_team_boxscore	nhl_team_boxscores	—
load_nhl_game_info	nhl_game_info	—
load_nhl_game_rosters	nhl_game_rosters	—
load_nhl_goalie_boxscores	nhl_goalie_boxscores	—
load_nhl_linescore	nhl_linescore	—
load_nhl_officials	nhl_officials	—
load_nhl_pbp_full	nhl_pbp_full	—
load_nhl_pbp_lite	nhl_pbp_lite	—
load_nhl_penalties	nhl_penalties	—
load_nhl_player_boxscores	nhl_player_boxscores	—
load_nhl_rosters	nhl_rosters	—
load_nhl_schedules	nhl_schedules	—
load_nhl_scoring	nhl_scoring	—
load_nhl_scratches	nhl_scratches	—
load_nhl_shifts	nhl_shifts	—
load_nhl_shootout	nhl_shootout	—
load_nhl_shots_by_period	nhl_shots_by_period	—
load_nhl_skater_boxscores	nhl_skater_boxscores	—
load_nhl_team_boxscores	nhl_team_boxscores	—
load_nhl_three_stars	nhl_three_stars	—

load_nhl_pbp

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

Returns

col_name	type	description
event_type	String	Standardized event type code.
event	String	Event description label.
secondary_type	String	Secondary event type (e.g. shot type).
event_team_abbr	String	Abbreviation of the team credited with the event.
event_team_type	String	Whether the event team is home or away.
description	String	Full text description of the event.
period	Int64	Period number.
period_type	String	Period type (REG/OT/SO).
period_time	String	Elapsed time in the period (MM:SS).
period_seconds	Int64	Elapsed seconds in the period.
period_seconds_remaining	Int64	Seconds remaining in the period.
period_time_remaining	String	Time remaining in the period (MM:SS).
game_seconds	Int64	Elapsed seconds in the game.
game_seconds_remaining	Int64	Seconds remaining in regulation.
home_score	Int64	Home team final score.
away_score	Int64	Away team final score.
event_player_1_name	String	Name of the primary event player.
event_player_1_type	String	Role of the primary event player.
event_player_1_id	Int64	Player id of the primary event player.
event_player_2_name	String	Name of the secondary event player.
event_player_2_type	String	Role of the secondary event player.
event_player_2_id	Int64	Player id of the secondary event player.
event_player_3_name	String	Name of the tertiary event player.
event_player_3_type	String	Role of the tertiary event player.
event_player_3_id	Int64	Player ID of the tertiary event player.
event_goalie_name	String	Name of the goalie on the event.
event_goalie_id	Int64	Player id of the goalie on the event.
penalty_severity	String	Severity of the penalty.
penalty_minutes	Int64	Penalty minutes.
empty_net	Boolean	Whether the net was empty.
extra_attacker	Boolean	Whether an extra attacker was on the ice.
x	Int64	Raw x-coordinate of the event.
y	Int64	Raw y-coordinate of the event.
x_fixed	Int64	Normalized x coordinate (home shoots right).
y_fixed	Int64	Normalized y coordinate (home shoots right).
shot_distance	Float64	Distance of the shot from the net.
shot_angle	Float64	Angle of the shot relative to the net.
home_skaters	Int64	Number of home skaters on the ice.
away_skaters	Int64	Number of away skaters on the ice.
players_on	String	Names of players coming on.
players_off	String	Names of players going off.
game_id	Int64	Unique game identifier.
season	String	Season year (echoed from arg).
season_type	String	Season type code (echoed from arg).
home_abbr	String	Home team abbreviation.
away_abbr	String	Away team abbreviation.
event_idx	Int64	Sequential event index within the game.
event_id	Int64	ESPN event id (echoed from arg).
away_goalie_in	Int64	Whether the away goalie is on the ice (1/0).
home_goalie_in	Int64	Whether the home goalie is on the ice (1/0).
reason	String	Reason for the event (e.g. stoppage reason).
secondaryReason	String	Secondary reason for a stoppage.
xg	Float64	Expected goals value for the shot event.
strength_state	String	Strength state (e.g. 5v5, 5v4).
strength_code	String	Strength state code (e.g., all, even, pp, pk).
strength	String	Strength label (Even, Power Play, Shorthanded).
home_on_1	String	Name of home skater 1 on the ice.
home_on_2	String	Name of home skater 2 on the ice.
home_on_3	String	Name of home skater 3 on the ice.
home_on_4	String	Name of home skater 4 on the ice.
home_on_5	String	Name of home skater 5 on the ice.
home_on_6	String	Name of home skater 6 on the ice.
home_on_7	String	Name of home skater 7 on the ice.
away_on_1	String	Name of away skater 1 on the ice.
away_on_2	String	Name of away skater 2 on the ice.
away_on_3	String	Name of away skater 3 on the ice.
away_on_4	String	Name of away skater 4 on the ice.
away_on_5	String	Name of away skater 5 on the ice.
away_on_6	String	Name of away skater 6 on the ice.
away_on_7	String	Name of away skater 7 on the ice.
home_goalie	String	Name of the home goalie on the ice.
away_goalie	String	Name of the away goalie on the ice.
num_on	Int64	Number of players coming on (line change).
num_off	Int64	Number of players going off (line change).
ids_on	String	Player ids coming on.
ids_off	String	Player ids going off.
home_on_1_id	Int64	Player id of home skater 1 on the ice.
away_on_1_id	Int64	Player id of away skater 1 on the ice.
home_on_2_id	Int64	Player id of home skater 2 on the ice.
away_on_2_id	Int64	Player id of away skater 2 on the ice.
home_on_3_id	Int64	Player id of home skater 3 on the ice.
away_on_3_id	Int64	Player id of away skater 3 on the ice.
home_on_4_id	Int64	Player id of home skater 4 on the ice.
away_on_4_id	Int64	Player id of away skater 4 on the ice.
home_on_5_id	Int64	Player id of home skater 5 on the ice.
away_on_5_id	Int64	Player id of away skater 5 on the ice.
home_on_6_id	Int64	Player id of home skater 6 on the ice.
away_on_6_id	Int64	Player id of away skater 6 on the ice.
home_on_7_id	Int64	Player id of home skater 7 on the ice.
away_on_7_id	Int64	Player id of away skater 7 on the ice.
home_goalie_id	Int64	Player ID of the home goalie on the ice.
away_goalie_id	Int64	Player ID of the away goalie on the ice.
pptReplayUrl	String	URL to the play replay, if available.
game_date	String	Game date.

load_nhl_pbp(seasons=2024)

load_nhl_player_boxscore

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

Returns

col_name	type	description
home_away	String	Home or away indicator.
team_id	Int64	Unique team identifier.
team_abbrev	String	Team abbreviation.
player_id	Int64	Unique player identifier.
player_name	String	Player name.
sweater_number	Int64	Jersey number.
position	String	Player position.
goals	Int64	Goals scored.
assists	Int64	Assists.
points	Int64	Total points (goals + assists).
plus_minus	Int64	Plus/minus rating.
pim	Int64	Penalty minutes.
hits	Int64	Hits.
power_play_goals	Int64	Power-play goals.
shots_on_goal	Int64	Shots on goal.
faceoff_winning_pctg	Float64	Faceoff win percentage.
toi	String	Time on ice.
blocked_shots	Int64	Blocked shots.
shifts	Int64	CONSTANT false in every published row: the shift-chart block is not carried on this asset. An availability flag, not a shift count.
giveaways	Int64	Giveaways.
takeaways	Int64	Takeaways.
even_strength_shots_against	String	Even-strength shots against (saves/total).
power_play_shots_against	String	Power-play shots against (saves/total).
shorthanded_shots_against	String	Shorthanded shots against (saves/total).
save_shots_against	String	Total shots against (saves/total).
save_pctg	Float64	Save percentage.
even_strength_goals_against	Int64	Even-strength goals against.
power_play_goals_against	Int64	Power-play goals against.
shorthanded_goals_against	Int64	Shorthanded goals against.
goals_against	Int64	Goals against.
starter	Boolean	Whether the goalie started the game.
decision	String	Goalie decision (W/L/O).
shots_against	Int64	Shots faced.
saves	Int64	Saves made.
game_id	Int64	Unique game identifier.
season	Int64	Season year (echoed from arg).
game_date	String	Game date.

load_nhl_player_boxscore(seasons=2024)

load_nhl_schedule

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

Returns

col_name	type	description
game_id	Int32	Unique game identifier.
season_full	String	Full season label (e.g. 20212022).
game_type	String	Game type the row belongs to.
game_date	String	Game date.
game_time	String	Scheduled start time of the game.
home_team_abbr	String	Home team abbreviation.
away_team_abbr	String	Away team abbreviation.
home_team_name	String	Home team name.
away_team_name	String	Away team name.
home_score	Int32	Home team final score.
away_score	Int32	Away team final score.
game_state	String	Game state (e.g., FINAL, LIVE).
venue	String	Venue where the game was played.
season	Int32	Season year (echoed from arg).
game_json	Boolean	Whether processed game JSON is available.
game_json_url	String	URL to the processed game JSON.
PBP	Boolean	Whether play-by-play data is available.
team_box	Boolean	Whether team box score data is available.
player_box	Boolean	Whether player box score data is available.
series_letter	String	Playoff series identifier letter, populated only for postseason games (88 of 1,400 rows in 2024) and null for the regular season.
playoff_round	Int32	Playoff round identifier.
series_game_number	Int32	Series game number.
skater_box	Boolean	Whether skater box data is available.
goalie_box	Boolean	Whether goalie box data is available.
game_info	Boolean	CONSTANT true: marks that the source game record carried a game-info block.
game_rosters	Boolean	Whether game rosters data is available.
scoring	Boolean	CONSTANT true: marks that the source game record carried a scoring-summary block. It is an availability flag, not a count or a scoring event.
penalties	Boolean	CONSTANT true: marks that the source game record carried a penalty-summary block. It is an availability flag, not a penalty count.
scratches	Boolean	True when the source game record carried a scratches block for the game.
linescore	Boolean	CONSTANT: true on every published row, so it carries no information as shipped. It marks that a linescore block existed on the source game record.
three_stars	Boolean	CONSTANT true: marks that the source game record carried a three-stars block.
shifts	Boolean	CONSTANT false in every published row: the shift-chart block is not carried on this asset. An availability flag, not a shift count.
officials	Boolean	Whether officials data is available.
shots_by_period	Boolean	Whether shots-by-period data is available.
shootout	Boolean	Whether shootout data is available.

load_nhl_schedule(seasons=2024)

load_nhl_team_boxscore

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

Returns

col_name	type	description
home_away	String	Home or away indicator.
team_id	Int64	Unique team identifier.
team_abbrev	String	Team abbreviation.
team_name	String	Team name.
goals	Int64	Goals scored.
shots_on_goal	Int64	Shots on goal.
pim	Int64	Penalty minutes.
hits	Int64	Hits.
blocked_shots	Int64	Blocked shots.
giveaways	Int64	Giveaways.
takeaways	Int64	Takeaways.
power_play_goals	Int64	Power-play goals.
faceoff_win_pctg	Float64	Faceoff win percentage.
saves	Int64	Saves made.
save_pctg	Float64	Save percentage.
goals_against	Int64	Goals against.
game_id	Int64	Unique game identifier.
season	Int64	Season year (echoed from arg).
game_date	String	Game date.

load_nhl_team_boxscore(seasons=2024)

load_nhl_game_info

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

Returns

col_name	type	description
game_id	Int32	Unique game identifier.
season	Int32	Season year (echoed from arg).
game_type	String	Game type the row belongs to.
game_date	String	Game date.
venue	String	Venue where the game was played.
home_team_abbr	String	Home team abbreviation.
away_team_abbr	String	Away team abbreviation.
home_score	Int32	Home team final score.
away_score	Int32	Away team final score.
game_state	String	Game state (e.g., FINAL, LIVE).

load_nhl_game_info(seasons=2024)

load_nhl_game_rosters

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

Returns

col_name	type	description
player_id	Int32	Unique player identifier.
full_name	String	Player full name.
first_name	String	Player first name.
last_name	String	Player last name.
team_abbr	String	Team abbreviation.
team_id	Int32	Unique team identifier.
position_code	String	Player position code.
sweater_number	Int32	Jersey number.
game_id	Int32	Unique game identifier.
season	Int32	Season year (echoed from arg).
game_date	String	Game date.

load_nhl_game_rosters(seasons=2024)

load_nhl_goalie_boxscores

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

Returns

col_name	type	description
home_away	String	Home or away indicator.
team_id	Int32	Unique team identifier.
team_abbrev	String	Team abbreviation.
player_id	Int32	Unique player identifier.
player_name	String	Player name.
sweater_number	Int32	Jersey number.
even_strength_shots_against	String	Even-strength shots against (saves/total).
power_play_shots_against	String	Power-play shots against (saves/total).
shorthanded_shots_against	String	Shorthanded shots against (saves/total).
save_shots_against	String	Total shots against (saves/total).
save_pctg	Float64	Save percentage.
even_strength_goals_against	Int32	Even-strength goals against.
power_play_goals_against	Int32	Power-play goals against.
shorthanded_goals_against	Int32	Shorthanded goals against.
pim	Int32	Penalty minutes.
goals_against	Int32	Goals against.
toi	String	Time on ice.
starter	Boolean	Whether the goalie started the game.
decision	String	Goalie decision (W/L/O).
shots_against	Int32	Shots faced.
saves	Int32	Saves made.
game_id	Int32	Unique game identifier.
season	Int32	Season year (echoed from arg).
game_date	String	Game date.

load_nhl_goalie_boxscores(seasons=2024)

load_nhl_linescore

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

Returns

col_name	type	description
game_id	Int32	Unique game identifier.
home_team_id	Int32	Home team identifier.
home_team_abbr	String	Home team abbreviation.
home_goals	Int32	Home goals in the period.
home_shots	Int32	Home team shots in the period.
away_team_id	Int32	Away team identifier.
away_team_abbr	String	Away team abbreviation.
away_goals	Int32	Away goals in the period.
away_shots	Int32	Away team shots in the period.
has_shootout	Boolean	Flag for whether the game went to shootout.

load_nhl_linescore(seasons=2024)

load_nhl_officials

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

Returns

col_name	type	description
role	String	Grouped official role (Referee/Linesperson).
name	String	Team mascot name.
game_id	Int32	Unique game identifier.
season	Int32	Season year (echoed from arg).
game_date	String	Game date.

load_nhl_officials(seasons=2025)

load_nhl_pbp_full

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

Returns

col_name	type	description
event_type	String	Standardized event type code.
event	String	Event description label.
secondary_type	String	Secondary event type (e.g. shot type).
event_team_abbr	String	Abbreviation of the team credited with the event.
event_team_type	String	Whether the event team is home or away.
description	String	Full text description of the event.
period	Int32	Period number.
period_type	String	Period type (REG/OT/SO).
period_time	String	Elapsed time in the period (MM:SS).
period_seconds	Int32	Elapsed seconds in the period.
period_seconds_remaining	Int32	Seconds remaining in the period.
period_time_remaining	String	Time remaining in the period (MM:SS).
game_seconds	Int32	Elapsed seconds in the game.
game_seconds_remaining	Int32	Seconds remaining in regulation.
home_score	Int32	Home team final score.
away_score	Int32	Away team final score.
event_player_1_name	String	Name of the primary event player.
event_player_1_type	String	Role of the primary event player.
event_player_1_id	Int32	Player id of the primary event player.
event_player_2_name	String	Name of the secondary event player.
event_player_2_type	String	Role of the secondary event player.
event_player_2_id	Int32	Player id of the secondary event player.
event_player_3_name	String	Name of the tertiary event player.
event_player_3_type	String	Role of the tertiary event player.
event_player_3_id	Int32	Player ID of the tertiary event player.
event_goalie_name	String	Name of the goalie on the event.
event_goalie_id	Int32	Player id of the goalie on the event.
penalty_severity	String	Severity of the penalty.
penalty_minutes	Int32	Penalty minutes.
empty_net	Boolean	Whether the net was empty.
extra_attacker	Boolean	Whether an extra attacker was on the ice.
x	Int32	Raw x-coordinate of the event.
y	Int32	Raw y-coordinate of the event.
x_fixed	Int32	Normalized x coordinate (home shoots right).
y_fixed	Int32	Normalized y coordinate (home shoots right).
shot_distance	Float64	Distance of the shot from the net.
shot_angle	Float64	Angle of the shot relative to the net.
home_skaters	Int32	Number of home skaters on the ice.
away_skaters	Int32	Number of away skaters on the ice.
players_on	Boolean	Names of players coming on.
players_off	Boolean	Names of players going off.
game_id	Int32	Unique game identifier.
season	Int32	Season year (echoed from arg).
season_type	String	Season type code (echoed from arg).
home_abbr	String	Home team abbreviation.
away_abbr	String	Away team abbreviation.
event_idx	Int32	Sequential event index within the game.
event_id	Int32	ESPN event id (echoed from arg).
away_goalie_in	Int32	Whether the away goalie is on the ice (1/0).
home_goalie_in	Int32	Whether the home goalie is on the ice (1/0).
reason	String	Reason for the event (e.g. stoppage reason).
secondaryReason	String	Secondary reason for a stoppage.
xg	Float64	Expected goals value for the shot event.

load_nhl_pbp_full(seasons=2010)

load_nhl_pbp_lite

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

Returns

col_name	type	description
event_type	String	Standardized event type code.
event	String	Event description label.
secondary_type	String	Secondary event type (e.g. shot type).
event_team_abbr	String	Abbreviation of the team credited with the event.
event_team_type	String	Whether the event team is home or away.
description	String	Full text description of the event.
period	Int32	Period number.
period_type	String	Period type (REG/OT/SO).
period_time	String	Elapsed time in the period (MM:SS).
period_seconds	Int32	Elapsed seconds in the period.
period_seconds_remaining	Int32	Seconds remaining in the period.
period_time_remaining	String	Time remaining in the period (MM:SS).
game_seconds	Int32	Elapsed seconds in the game.
game_seconds_remaining	Int32	Seconds remaining in regulation.
home_score	Int32	Home team final score.
away_score	Int32	Away team final score.
event_player_1_name	String	Name of the primary event player.
event_player_1_type	String	Role of the primary event player.
event_player_1_id	Int32	Player id of the primary event player.
event_player_2_name	String	Name of the secondary event player.
event_player_2_type	String	Role of the secondary event player.
event_player_2_id	Int32	Player id of the secondary event player.
event_player_3_name	String	Name of the tertiary event player.
event_player_3_type	String	Role of the tertiary event player.
event_player_3_id	Int32	Player ID of the tertiary event player.
event_goalie_name	String	Name of the goalie on the event.
event_goalie_id	Int32	Player id of the goalie on the event.
penalty_severity	String	Severity of the penalty.
penalty_minutes	Int32	Penalty minutes.
empty_net	Boolean	Whether the net was empty.
extra_attacker	Boolean	Whether an extra attacker was on the ice.
x	Int32	Raw x-coordinate of the event.
y	Int32	Raw y-coordinate of the event.
x_fixed	Int32	Normalized x coordinate (home shoots right).
y_fixed	Int32	Normalized y coordinate (home shoots right).
shot_distance	Float64	Distance of the shot from the net.
shot_angle	Float64	Angle of the shot relative to the net.
home_skaters	Int32	Number of home skaters on the ice.
away_skaters	Int32	Number of away skaters on the ice.
players_on	Boolean	Names of players coming on.
players_off	Boolean	Names of players going off.
game_id	Int32	Unique game identifier.
season	Int32	Season year (echoed from arg).
season_type	String	Season type code (echoed from arg).
home_abbr	String	Home team abbreviation.
away_abbr	String	Away team abbreviation.
event_idx	Int32	Sequential event index within the game.
event_id	Int32	ESPN event id (echoed from arg).
away_goalie_in	Int32	Whether the away goalie is on the ice (1/0).
home_goalie_in	Int32	Whether the home goalie is on the ice (1/0).
reason	String	Reason for the event (e.g. stoppage reason).
secondaryReason	String	Secondary reason for a stoppage.
xg	Float64	Expected goals value for the shot event.

load_nhl_pbp_lite(seasons=2010)

load_nhl_penalties

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

Returns

col_name	type	description
timeInPeriod	String	Time within the period the penalty occurred.
type	String	Competitor type (e.g. "team").
duration	Int32	Penalty duration in minutes.
descKey	String	Penalty description key.
game_id	Int32	Unique game identifier.
period_number	Int32	Period number (1-3 regulation, 4+ OT).
period_type	String	Period type (REG/OT/SO).
committedByPlayer.sweaterNumber	Int32	Jersey number of the penalized player on the play.
committedByPlayer.firstName.default	String	Given name of the penalized player as published in the NHL feed's default English locale.
committedByPlayer.firstName.cs	String	Alternate given name for the penalized player under the NHL feed's Czech key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
committedByPlayer.firstName.de	String	Alternate given name for the penalized player under the NHL feed's German key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
committedByPlayer.firstName.es	String	Alternate given name for the penalized player under the NHL feed's Spanish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
committedByPlayer.firstName.fi	String	Alternate given name for the penalized player under the NHL feed's Finnish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
committedByPlayer.firstName.sk	String	Alternate given name for the penalized player under the NHL feed's Slovak key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
committedByPlayer.firstName.sv	String	Alternate given name for the penalized player under the NHL feed's Swedish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
committedByPlayer.firstName.fr	String	Alternate given name for the penalized player under the NHL feed's French key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
committedByPlayer.lastName.default	String	Family name of the penalized player as published in the NHL feed's default English locale.
committedByPlayer.lastName.cs	String	Alternate rendering of the family name published under the NHL feed's Czech key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
committedByPlayer.lastName.fi	String	Alternate rendering of the family name published under the NHL feed's Finnish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
committedByPlayer.lastName.sk	String	Alternate rendering of the family name published under the NHL feed's Slovak key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
committedByPlayer.lastName.sv	String	Alternate rendering of the family name published under the NHL feed's Swedish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
committedByPlayer.lastName.de	String	Alternate rendering of the penalized player's family name under the NHL feed's German key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
committedByPlayer.lastName.es	String	Alternate rendering of the penalized player's family name under the NHL feed's Spanish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
committedByPlayer.lastName.fr	String	Alternate rendering of the penalized player's family name under the NHL feed's French key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
teamAbbrev.default	String	Three-letter code of the team charged with the penalty, matching the committing player's boxscore team rather than the team that drew it.
drawnBy.sweaterNumber	Int32	Jersey number of the opposing player credited with drawing the infraction; null whenever no victim is credited, as on all bench and game-misconduct penalties.
drawnBy.firstName.default	String	Given name, in the feed's default English locale, of the opposing player credited with drawing the penalty.
drawnBy.firstName.cs	String	Alternate given name for the opposing player credited with drawing the penalty under the NHL feed's Czech key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
drawnBy.firstName.fi	String	Alternate given name for the opposing player credited with drawing the penalty under the NHL feed's Finnish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
drawnBy.firstName.sk	String	Alternate given name for the opposing player credited with drawing the penalty under the NHL feed's Slovak key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
drawnBy.firstName.de	String	Alternate given name for the opposing player credited with drawing the penalty under the NHL feed's German key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
drawnBy.firstName.es	String	Alternate given name for the opposing player credited with drawing the penalty under the NHL feed's Spanish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
drawnBy.firstName.sv	String	Alternate given name for the opposing player credited with drawing the penalty under the NHL feed's Swedish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
drawnBy.firstName.fr	String	Alternate given name for the opposing player credited with drawing the penalty under the NHL feed's French key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
drawnBy.lastName.default	String	Family name, in the feed's default English locale, of the opposing player credited with drawing the penalty.
drawnBy.lastName.cs	String	Alternate rendering of the family name published under the NHL feed's Czech key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
drawnBy.lastName.fi	String	Alternate rendering of the family name published under the NHL feed's Finnish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
drawnBy.lastName.sk	String	Alternate rendering of the family name published under the NHL feed's Slovak key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
drawnBy.lastName.sv	String	Alternate rendering of the family name published under the NHL feed's Swedish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
drawnBy.lastName.de	String	Alternate rendering of the opposing player credited with drawing the penalty's family name under the NHL feed's German key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
drawnBy.lastName.es	String	Alternate rendering of the opposing player credited with drawing the penalty's family name under the NHL feed's Spanish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
drawnBy.lastName.fr	String	Alternate rendering of the opposing player credited with drawing the penalty's family name under the NHL feed's French key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
servedBy.default	String	Abbreviated name, in the feed's default English locale, of the player serving the penalty.
servedBy.cs	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Czech key, differing from the default by diacritics or by an alternate given-name form.
servedBy.fi	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Finnish key, differing from the default by diacritics or by an alternate given-name form.
servedBy.sk	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Slovak key, differing from the default by diacritics or by an alternate given-name form.
servedBy.de	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's German key, differing from the default by diacritics or by an alternate given-name form.
servedBy.es	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Spanish key, differing from the default by diacritics or by an alternate given-name form.
servedBy.sv	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Swedish key, differing from the default by diacritics or by an alternate given-name form.

load_nhl_penalties(seasons=2024)

load_nhl_player_boxscores

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

Returns

col_name	type	description
home_away	String	Home or away indicator.
team_id	Int32	Unique team identifier.
team_abbrev	String	Team abbreviation.
player_id	Int32	Unique player identifier.
player_name	String	Player name.
sweater_number	Int32	Jersey number.
position	String	Player position.
goals	Int32	Goals scored.
assists	Int32	Assists.
points	Int32	Total points (goals + assists).
plus_minus	Int32	Plus/minus rating.
pim	Int32	Penalty minutes.
hits	Int32	Hits.
power_play_goals	Int32	Power-play goals.
shots_on_goal	Int32	Shots on goal.
faceoff_winning_pctg	Float64	Faceoff win percentage.
toi	String	Time on ice.
blocked_shots	Int32	Blocked shots.
shifts	Int32	CONSTANT false in every published row: the shift-chart block is not carried on this asset. An availability flag, not a shift count.
giveaways	Int32	Giveaways.
takeaways	Int32	Takeaways.
even_strength_shots_against	String	Even-strength shots against (saves/total).
power_play_shots_against	String	Power-play shots against (saves/total).
shorthanded_shots_against	String	Shorthanded shots against (saves/total).
save_shots_against	String	Total shots against (saves/total).
save_pctg	Float64	Save percentage.
even_strength_goals_against	Int32	Even-strength goals against.
power_play_goals_against	Int32	Power-play goals against.
shorthanded_goals_against	Int32	Shorthanded goals against.
goals_against	Int32	Goals against.
starter	Boolean	Whether the goalie started the game.
decision	String	Goalie decision (W/L/O).
shots_against	Int32	Shots faced.
saves	Int32	Saves made.

load_nhl_player_boxscores(seasons=2010)

load_nhl_rosters

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

Returns

col_name	type	description
player_id	Int32	Unique player identifier.
full_name	String	Player full name.
first_name	String	Player first name.
last_name	String	Player last name.
team_abbr	String	Team abbreviation.
team_id	Int32	Unique team identifier.
position_code	String	Player position code.
sweater_number	Int32	Jersey number.
season	Int32	Season year (echoed from arg).

load_nhl_rosters(seasons=2010)

load_nhl_schedules

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

Returns

col_name	type	description
game_id	Int32	Unique game identifier.
season_full	String	Full season label (e.g. 20212022).
game_type	String	Game type the row belongs to.
game_date	String	Game date.
game_time	String	Scheduled start time of the game.
home_team_abbr	String	Home team abbreviation.
away_team_abbr	String	Away team abbreviation.
home_team_name	String	Home team name.
away_team_name	String	Away team name.
home_score	Int32	Home team final score.
away_score	Int32	Away team final score.
game_state	String	Game state (e.g., FINAL, LIVE).
venue	String	Venue where the game was played.
season	Int32	Season year (echoed from arg).
game_json	Boolean	Whether processed game JSON is available.
game_json_url	String	URL to the processed game JSON.
PBP	Boolean	Whether play-by-play data is available.
team_box	Boolean	Whether team box score data is available.
player_box	Boolean	Whether player box score data is available.

load_nhl_schedules(seasons=2010)

load_nhl_scoring

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

Returns

col_name	type	description
situationCode	String	Strength/situation code for the goal.
eventId	Int32	Event identifier within the game.
strength	String	Strength label (Even, Power Play, Shorthanded).
playerId	Int32	Player identifier involved in the event.
headshot	String	URL to the player headshot image.
highlightClipSharingUrl	String	Shareable URL for the goal highlight clip.
highlightClip	Float64	Highlight clip identifier.
goalsToDate	Int32	Scorer goal total to date in the season.
awayScore	Int32	Away team score after the goal.
homeScore	Int32	Home team score after the goal.
timeInPeriod	String	Time within the period the penalty occurred.
shotType	String	Type of shot on the goal.
goalModifier	String	Goal modifier (e.g. empty-net, power-play).
assists	String	Assists.
pptReplayUrl	String	URL to the play replay, if available.
homeTeamDefendingSide	String	Side of the ice the home team is defending.
isHome	Boolean	Whether the scoring team is the home team.
game_id	Int32	Unique game identifier.
period_number	Int32	Period number (1-3 regulation, 4+ OT).
period_type	String	Period type (REG/OT/SO).
highlightClipSharingUrlFr	String	Shareable nhl.com URL for the French-language highlight clip; its trailing numeric segment is the same id carried in highlightClipFr.
highlightClipFr	Float64	NHL video id of the French-language highlight clip for the goal. Stored as Float64 even though it is a whole 13-digit identifier, so cast before using it as a key.
discreteClip	Float64	Discrete clip identifier.
discreteClipFr	Float64	Numeric NHL video identifier of the French-language standalone clip of the goal, always a different asset id from discreteClip.
firstName.default	String	Given name of the goal scorer as rendered in the NHL feed's default English locale.
firstName.cs	String	Alternate given name for the player under the NHL feed's Czech key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.de	String	Alternate given name for the player under the NHL feed's German key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.es	String	Alternate given name for the player under the NHL feed's Spanish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.fi	String	Alternate given name for the player under the NHL feed's Finnish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.sk	String	Alternate given name for the player under the NHL feed's Slovak key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.sv	String	Alternate given name for the player under the NHL feed's Swedish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.fr	String	Alternate given name for the player under the NHL feed's French key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
lastName.default	String	Family name of the goal scorer as rendered in the NHL feed's default English locale.
lastName.cs	String	Alternate rendering of the family name published under the NHL feed's Czech key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
lastName.fi	String	Alternate rendering of the family name published under the NHL feed's Finnish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
lastName.sk	String	Alternate rendering of the family name published under the NHL feed's Slovak key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
lastName.sv	String	Alternate rendering of the family name published under the NHL feed's Swedish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
lastName.de	String	Alternate rendering of the player's family name under the NHL feed's German key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
lastName.es	String	Alternate rendering of the player's family name under the NHL feed's Spanish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
lastName.fr	String	Alternate rendering of the family name published under the NHL feed's French key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
name.default	String	Abbreviated name of the player as published in the NHL feed's default English locale.
name.cs	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Czech key, differing from the default by diacritics or by an alternate given-name form.
name.fi	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Finnish key, differing from the default by diacritics or by an alternate given-name form.
name.sk	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Slovak key, differing from the default by diacritics or by an alternate given-name form.
name.sv	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Swedish key, differing from the default by diacritics or by an alternate given-name form.
name.de	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's German key, differing from the default by diacritics or by an alternate given-name form.
name.es	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Spanish key, differing from the default by diacritics or by an alternate given-name form.
name.fr	String	Alternate abbreviated name for the player under the NHL feed's French key, differing from the default by diacritics or by an alternate given-name form.
teamAbbrev.default	String	Three-letter code of the team that scored the goal, resolving to the home club exactly when isHome is true and to the visitor otherwise.
leadingTeamAbbrev.default	String	Three-letter code of the team ahead on the scoreboard immediately after this goal, null exactly when the goal tied the game and not always the scoring team.

load_nhl_scoring(seasons=2024)

load_nhl_scratches

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

Returns

col_name	type	description
id	Int32	Unique player identifier.
firstName	String	Scorer first name (localized list).
lastName	String	Scorer last name (localized list).
game_id	Int32	Unique game identifier.

load_nhl_scratches(seasons=2024)

load_nhl_shifts

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

Returns

col_name	type	description
event_team	String	Team associated with the shift change.
period	Int32	Period number.
period_time	String	Elapsed time in the period (MM:SS).
period_seconds	Int32	Elapsed seconds in the period.
game_seconds	Int32	Elapsed seconds in the game.
num_on	Int32	Number of players coming on (line change).
players_on	String	Names of players coming on.
ids_on	String	Player ids coming on.
num_off	Int32	Number of players going off (line change).
players_off	String	Names of players going off.
ids_off	String	Player ids going off.
event	String	Event description label.
event_type	String	Standardized event type code.
game_seconds_remaining	Int32	Seconds remaining in regulation.
game_id	Int32	Unique game identifier.
season	Int32	Season year (echoed from arg).
game_date	String	Game date.

load_nhl_shifts(seasons=2025)

load_nhl_shootout

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

Returns

col_name	type	description
home	Int32	Whether the player's team was home.
away	Int32	Away team shots in the period.
sequence	Int32	Sequence order of the season row.
playerId	Int32	Player identifier involved in the event.
shotType	String	Type of shot on the goal.
result	String	Attempt result (goal/save/miss).
headshot	String	URL to the player headshot image.
gameWinner	Boolean	True on the single attempt per shootout credited as the game-deciding goal, false on every other attempt and null on the per-game summary row.
homeScore	Int32	Home team score after the goal.
awayScore	Int32	Away team score after the goal.
game_id	Int32	Unique game identifier.
season	Int32	Season year (echoed from arg).
game_date	String	Game date.
discreteClip	Float64	Discrete clip identifier.
discreteClipFr	Float64	Numeric NHL video identifier of the French-language clip of the shootout attempt, distinct from the id in discreteClip.
teamAbbrev.default	String	Three-letter code of the shooting player's team; null on the per-game summary row that instead carries the home and away shootout goal totals.
firstName.default	String	Given name of the shooter in the feed's default English locale; null on the per-game summary row.
firstName.cs	String	Alternate given name published under the NHL feed's Czech key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.sk	String	Alternate given name published under the NHL feed's Slovak key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.fi	String	Alternate given name published under the NHL feed's Finnish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.de	String	Alternate given name published under the NHL feed's German key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.es	String	Alternate given name published under the NHL feed's Spanish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
firstName.sv	String	Alternate given name published under the NHL feed's Swedish key. Verified against the data it is frequently a different name form rather than a re-spelling (Joshua published as Josh, Aliaksei as Alexei), so it is not a reliable transliteration of the default.
lastName.default	String	Family name of the shooter in the feed's default English locale; null on the per-game summary row.
lastName.cs	String	Alternate rendering of the family name published under the NHL feed's Czech key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
lastName.fi	String	Alternate rendering of the family name published under the NHL feed's Finnish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
lastName.sk	String	Alternate rendering of the family name published under the NHL feed's Slovak key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.
lastName.sv	String	Alternate rendering of the family name published under the NHL feed's Swedish key. It differs from the default in orthography -- usually restoring diacritics the default folds to ASCII, though for some names it strips them instead -- so treat it as an alternate spelling, not a canonical one.

load_nhl_shootout(seasons=2025)

load_nhl_shots_by_period

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

Returns

col_name	type	description
away	Int32	Away team shots in the period.
home	Int32	Whether the player's team was home.
game_id	Int32	Unique game identifier.
season	Int32	Season year (echoed from arg).
game_date	String	Game date.
period	Int32	Period number.
period_type	String	Period type (REG/OT/SO).
max_regulation_periods	Int32	Number of regulation periods the game format defines before overtime, constant at 3 for every row in the published seasons.
ot_periods	Int32	Overtime period ordinal taken from the NHL period descriptor, populated only from the second overtime onward so period 5 rows carry 2 and all other rows are null.

load_nhl_shots_by_period(seasons=2025)

load_nhl_skater_boxscores

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

Returns

col_name	type	description
home_away	String	Home or away indicator.
team_id	Int32	Unique team identifier.
team_abbrev	String	Team abbreviation.
player_id	Int32	Unique player identifier.
player_name	String	Player name.
sweater_number	Int32	Jersey number.
position	String	Player position.
goals	Int32	Goals scored.
assists	Int32	Assists.
points	Int32	Total points (goals + assists).
plus_minus	Int32	Plus/minus rating.
pim	Int32	Penalty minutes.
hits	Int32	Hits.
power_play_goals	Int32	Power-play goals.
shots_on_goal	Int32	Shots on goal.
faceoff_winning_pctg	Float64	Faceoff win percentage.
toi	String	Time on ice.
blocked_shots	Int32	Blocked shots.
shifts	Int32	CONSTANT false in every published row: the shift-chart block is not carried on this asset. An availability flag, not a shift count.
giveaways	Int32	Giveaways.
takeaways	Int32	Takeaways.
game_id	Int32	Unique game identifier.
season	Int32	Season year (echoed from arg).
game_date	String	Game date.

load_nhl_skater_boxscores(seasons=2024)

load_nhl_team_boxscores

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

Returns

col_name	type	description
home_away	String	Home or away indicator.
team_id	Int32	Unique team identifier.
team_abbrev	String	Team abbreviation.
team_name	String	Team name.
goals	Int32	Goals scored.
shots_on_goal	Int32	Shots on goal.
pim	Int32	Penalty minutes.
hits	Int32	Hits.
blocked_shots	Int32	Blocked shots.
giveaways	Int32	Giveaways.
takeaways	Int32	Takeaways.
power_play_goals	Int32	Power-play goals.
faceoff_win_pctg	Float64	Faceoff win percentage.
saves	Int32	Saves made.
save_pctg	Float64	Save percentage.
goals_against	Int32	Goals against.

load_nhl_team_boxscores(seasons=2010)

load_nhl_three_stars

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

Returns

col_name	type	description
star	Int32	Star ranking (1, 2, or 3).
playerId	Int32	Player identifier involved in the event.
teamAbbrev	String	Penalized team abbreviation (localized list).
headshot	String	URL to the player headshot image.
sweaterNo	Int32	Jersey number.
position	String	Player position.
goals	Int32	Goals scored.
assists	Int32	Assists.
points	Int32	Total points (goals + assists).
game_id	Int32	Unique game identifier.
winner_id	Int32	Player id of the winning goalie.
winner_name	String	Name of the winning goalie.
loser_id	Int32	Player id of the losing goalie.
loser_name	String	Name of the losing goalie.
goalsAgainstAverage	Float64	Goals-against average (goalies).
savePctg	Float64	Save percentage (goalies).
name.default	String	Abbreviated name of the player as published in the NHL feed's default English locale.
name.cs	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Czech key, differing from the default by diacritics or by an alternate given-name form.
name.sk	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Slovak key, differing from the default by diacritics or by an alternate given-name form.
name.fi	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Finnish key, differing from the default by diacritics or by an alternate given-name form.
name.sv	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Swedish key, differing from the default by diacritics or by an alternate given-name form.
name.de	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's German key, differing from the default by diacritics or by an alternate given-name form.
name.es	String	Alternate abbreviated name (first initial plus family name) published under the NHL feed's Spanish key, differing from the default by diacritics or by an alternate given-name form.
name.fr	String	Alternate abbreviated name for the player under the NHL feed's French key, differing from the default by diacritics or by an alternate given-name form.

load_nhl_three_stars(seasons=2024)