PWHL dataset loaders

Pipeline: scrape / raw → enrich → release asset → load_*()

Automation status

Dataset	Release tag	Pipeline
load_phf_pbp	phf_pbp	—
load_phf_player_boxscores	phf_player_boxscores	—
load_phf_schedules	phf_schedules	—
load_phf_team_boxscores	phf_team_boxscores	—
load_pwhl_game_info	pwhl_game_info	—
load_pwhl_game_rosters	pwhl_game_rosters	—
load_pwhl_shifts	pwhl_shifts	—
load_pwhl_goalie_boxscores	pwhl_goalie_boxscores	—
load_pwhl_officials	pwhl_officials	—
load_pwhl_pbp	pwhl_pbp	—
load_pwhl_xg_pbp	pwhl_xg_pbp	—
load_pwhl_penalty_summary	pwhl_penalty_summary	—
load_pwhl_player_boxscores	pwhl_player_boxscores	—
load_pwhl_rosters	pwhl_rosters	—
load_pwhl_schedules	pwhl_schedules	—
load_pwhl_scoring_summary	pwhl_scoring_summary	—
load_pwhl_shootout	pwhl_shootout	—
load_pwhl_shots_by_period	pwhl_shots_by_period	—
load_pwhl_skater_boxscores	pwhl_skater_boxscores	—
load_pwhl_team_boxscores	pwhl_team_boxscores	—
load_pwhl_three_stars	pwhl_three_stars	—

load_phf_pbp

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

Returns

col_name	type	description
play_type	String
team	String	Team name.
time	String	Game clock at infraction (MM:SS).
play_description	String	Free-text description of the play as published by the league.
period_id	Int32	Period identifier.
game_id	Int32	Unique game identifier.
game_date	String	Game date.
home_team	String	Home team name.
home_location	String	Home team city.
home_nickname	String	Nickname of the home team.
home_abbreviation	String	Home team abbreviation.
home_score_total	Int32	Home team's cumulative score after the play.
away_team	String	Away team name.
away_location	String	Away team city.
away_nickname	String	Nickname of the away team.
away_abbreviation	String	Away team abbreviation.
away_score_total	Int32	Away team's cumulative score after the play.
away_goalie	String	Name of the away goalie on the ice.
away_goalie_jersey	String	Jersey number of the away goaltender on the ice.
goalie_change	String	True when the play records a goaltender change.
penalty	Int32
on_ice_situation	String	Strength situation on the ice for the play (e.g. even strength, power play).
score	String	Final score string.
minute_start	Int32	Minute mark of the period when the event started.
second_start	Int32	Second mark of the period when the event started.
clock	String	Game clock time remaining (MM:SS).
leader	String	Team leading the game at this point in the play sequence.
away_goals	String	Away goals in the period.
home_goals	String	Home goals in the period.
sec_from_start	Int32	Seconds elapsed since the start of the game.
power_play_seconds	Int32	Elapsed seconds of the power play at this play.
time_elapsed	String
time_remaining	String
player_name_1	String	Name of the player in slot 1 of the play's participant list.
player_jersey_1	String	Jersey number of the player in slot 1 of the play's participant list.
home_skaters	Int32	Number of home skaters on the ice.
away_skaters	Int32	Number of away skaters on the ice.
home_goalie	String	Name of the home goalie on the ice.
home_goalie_jersey	String	Jersey number of the home goaltender on the ice.
player_name_2	String	Name of the player in slot 2 of the play's participant list.
player_jersey_2	String	Jersey number of the player in slot 2 of the play's participant list.
shot_result	String
goalie_involved	String	Name of the goaltender involved in the play.
penalty_type	String
penalty_level	String	Severity classification of the penalty (e.g. minor, major).
penalty_length	String	Penalty length in minutes.
start_power_play	Int32	True on the play where a power play begins.
end_power_play	Int32	True on the play where a power play ends.
player_name_3	String	Name of the player in slot 3 of the play's participant list.
player_jersey_3	String	Jersey number of the player in slot 3 of the play's participant list.
scoring_team_abbrev	String	Abbreviation of the team credited with the goal.
scoring_team_on_ice	String	Skaters the scoring team had on the ice for the goal.
offensive_player_name_1	String	Name of the attacking team's skater in on-ice slot 1 for the play.
offensive_player_name_2	String	Name of the attacking team's skater in on-ice slot 2 for the play.
offensive_player_name_3	String	Name of the attacking team's skater in on-ice slot 3 for the play.
offensive_player_name_4	String	Name of the attacking team's skater in on-ice slot 4 for the play.
offensive_player_name_5	String	Name of the attacking team's skater in on-ice slot 5 for the play.
defending_team_abbrev	String	Abbreviation of the team defending on the play.
offensive_player_jersey_1	String	Jersey number of the attacking team's skater in on-ice slot 1 for the play.
offensive_player_jersey_2	String	Jersey number of the attacking team's skater in on-ice slot 2 for the play.
offensive_player_jersey_3	String	Jersey number of the attacking team's skater in on-ice slot 3 for the play.
offensive_player_jersey_4	String	Jersey number of the attacking team's skater in on-ice slot 4 for the play.
offensive_player_jersey_5	String	Jersey number of the attacking team's skater in on-ice slot 5 for the play.
defending_team_on_ice	String	Skaters the defending team had on the ice for the play.
defensive_player_name_1	String	Name of the defending team's skater in on-ice slot 1 for the play.
defensive_player_name_2	String	Name of the defending team's skater in on-ice slot 2 for the play.
defensive_player_name_3	String	Name of the defending team's skater in on-ice slot 3 for the play.
defensive_player_name_4	String	Name of the defending team's skater in on-ice slot 4 for the play.
defensive_player_name_5	String	Name of the defending team's skater in on-ice slot 5 for the play.
defensive_player_jersey_1	String	Jersey number of the defending team's skater in on-ice slot 1 for the play.
defensive_player_jersey_2	String	Jersey number of the defending team's skater in on-ice slot 2 for the play.
defensive_player_jersey_3	String	Jersey number of the defending team's skater in on-ice slot 3 for the play.
defensive_player_jersey_4	String	Jersey number of the defending team's skater in on-ice slot 4 for the play.
defensive_player_jersey_5	String	Jersey number of the defending team's skater in on-ice slot 5 for the play.
defensive_player_name_6	String	Name of the defending team's skater in on-ice slot 6 for the play.
defensive_player_jersey_6	String	Jersey number of the defending team's skater in on-ice slot 6 for the play.
offensive_player_name_6	String	Name of the attacking team's skater in on-ice slot 6 for the play.
offensive_player_jersey_6	String	Jersey number of the attacking team's skater in on-ice slot 6 for the play.
season	Int32	Season year (echoed from arg).

load_phf_pbp(seasons=2023)

load_phf_player_boxscores

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

Returns

col_name	type	description
player_jersey	Int32	Player's jersey number.
player_name	String	Player name.
position	String	Player position.
goals	Int32	Goals scored.
assists	Int32	Assists.
points	Int32	Total points (goals + assists).
penalty_minutes	Int32	Penalty minutes.
plus_minus	Int32	Plus/minus rating.
shots_on_goal	Int32	Shots on goal.
blocks	Int32
giveaways	Int32	Giveaways.
takeaways	Int32	Takeaways.
faceoffs_won_lost	String	Faceoffs won and lost, as the league's combined won-lost string.
faceoffs_win_pct	Float64	Share of the player's faceoffs won.
powerplay_goals	Int32	Goals the player scored on the power play.
shorthanded_goals	Int32	Shorthanded goals.
shots	Int32	Shots on goal.
shots_blocked	Int32	Shots the player blocked.
faceoffs_won	Int32	Faceoffs won in the season.
faceoffs_lost	Int32	Faceoffs lost in the season.
team	String	Team name.
skaters_href	String	Relative link to the league's skater table for this game.
player_id	String	Unique player identifier.
game_id	Int32	Unique game identifier.
minutes_played	String	Minutes played.
shots_against	Int32	Shots faced.
goals_against	Int32	Goals against.
saves	Int32	Saves made.
save_percent	Float64	Share of shots faced that the goaltender saved.
goalies_href	String	Relative link to the league's goaltender table for this game.
season	Int32	Season year (echoed from arg).

load_phf_player_boxscores(seasons=2023)

load_phf_schedules

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

Returns

col_name	type	description
type	String	Competitor type (e.g. "team").
id	String	Unique player identifier.
league_id	Int32	League identifier of the team.
season_id	Int32	Season identifier.
tournament_id	Boolean	ESPN tournament id parsed from the $ref URL.
game_id	Int32	Unique game identifier.
number	Int32	Week number as returned by the API.
datetime	Datetime(time_unit='us', time_zone='UTC')	Scheduled start of the game as a timestamp.
datetime_tz	Datetime(time_unit='us', time_zone='UTC')	Scheduled start of the game including its time-zone offset.
time_zone	String	Time zone in which the game is played.
time_zone_abbr	String	Abbreviated form of the game's time zone.
updated_at	Datetime(time_unit='us', time_zone='UTC')	Timestamp at which the league last updated the game record.
created_at	Datetime(time_unit='us', time_zone='UTC')	Timestamp at which the league created the game record.
home_team_id	Int32	Home team identifier.
home_team	String	Home team name.
home_team_short	String	Short display name of the home team.
home_team_logo_url_full	String	URL of the home team's logo at the full rendition.
home_team_logo_url_small	String	URL of the home team's logo at the small rendition.
home_team_logo_url_medium	String	URL of the home team's logo at the medium rendition.
home_team_logo_url_large	String	URL of the home team's logo at the large rendition.
home_team_logo_url_50	String	URL of the home team's logo at the 50px rendition.
home_team_logo_url_100	String	URL of the home team's logo at the 100px rendition.
home_team_logo_url_200	String	URL of the home team's logo at the 200px rendition.
away_team_id	Int32	Away team identifier.
away_team	String	Away team name.
away_team_short	String	Short display name of the away team.
away_team_logo_url_full	String	URL of the away team's logo at the full rendition.
away_team_logo_url_small	String	URL of the away team's logo at the small rendition.
away_team_logo_url_medium	String	URL of the away team's logo at the medium rendition.
away_team_logo_url_large	String	URL of the away team's logo at the large rendition.
away_team_logo_url_50	String	URL of the away team's logo at the 50px rendition.
away_team_logo_url_100	String	URL of the away team's logo at the 100px rendition.
away_team_logo_url_200	String	URL of the away team's logo at the 200px rendition.
home_division_id	Int32	League identifier for the home team's division.
home_division	String	Home team division.
away_division_id	Int32	League identifier for the away team's division.
away_division	String
home_score	Int32	Home team final score.
away_score	Int32	Away team final score.
home_shots	Int32	Home team shots in the period.
away_shots	Int32	Away team shots in the period.
home_penalty_minutes	Int32	Penalty minutes assessed to the home team.
away_penalty_minutes	Int32	Penalty minutes assessed to the away team.
home_roster_count	Int32	Number of players dressed for the home team.
away_roster_count	Int32	Number of players dressed for the away team.
facility_id	Int32	League identifier for the hosting facility.
facility	String	Name of the facility hosting the game.
facility_address	String	Street address of the hosting facility.
rink_id	Boolean	League identifier for the rink.
rink	Boolean	Name of the rink within the facility.
game_type	String	Game type the row belongs to.
notes	String	Notes flag for the pick.
status	String	Status string (e.g. captain markers).
overtime	Boolean
shootout	Boolean	Whether shootout data is available.
allow_players	Boolean	League flag for whether player-level detail is published for the game.
tickets_url	String	Link to purchase tickets for the game.
watch_live_url	String	Link to the live broadcast of the game.
external_url	Boolean	League-published external link for the game.
has_play_by_play	Boolean	True when a play-by-play feed exists for the game.
highlight_color	Boolean	Display colour the league uses for the game in its schedule UI.
attendance	Int32	Game attendance.
date_group	Date	League grouping key for the game's date, used to bucket a slate.
winner	String	Whether this competitor won the game.
season	Int32	Season year (echoed from arg).
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_phf_schedules(seasons=2023)

load_phf_team_boxscores

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

Returns

col_name	type	description
team	String	Team name.
game_id	Int32	Unique game identifier.
winner	Boolean	Whether this competitor won the game.
total_scoring	Int32	Goals the team scored in the game.
successful_power_play	Float64	Number of power plays on which the team scored.
power_play_opportunities	Float64	Power play opportunities.
power_play_percent	Float64	Share of the team's power plays that produced a goal.
penalty_minutes	Float64	Penalty minutes.
faceoff_percent	Float64	Faceoff win percentage.
blocked_opponent_shots	Float64	Opponent shots the team blocked.
takeaways	Float64	Takeaways.
giveaways	Float64	Giveaways.
period_1_shots	Int32	Shots the team took in period 1.
period_2_shots	Int32	Shots the team took in period 2.
period_3_shots	Int32	Shots the team took in period 3.
overtime_shots	Int32	Shots the team took in overtime.
shootout_made_shots	Int32	Shootout shots the team took that scored.
shootout_missed_shots	Int32	Shootout shots the team took that did not score.
total_shots	Int32	Shots the team took in the game.
period_1_scoring	Int32	Goals the team scored in period 1.
period_2_scoring	Int32	Goals the team scored in period 2.
period_3_scoring	Int32	Goals the team scored in period 3.
overtime_scoring	Int32	Goals the team scored in overtime.
shootout_made_scoring	Float64	Shootout attempts the team converted.
shootout_missed_scoring	Float64	Shootout attempts the team failed to convert.
season	Int32	Season year (echoed from arg).

load_phf_team_boxscores(seasons=2023)

load_pwhl_game_info

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
game_number	String	Game number within the schedule.
game_date	String	Game date.
game_date_iso	String	ISO-8601 game start datetime.
start_time	String	Shift start time (MM:SS countdown clock).
end_time	String	Shift end time (MM:SS countdown clock).
game_duration	String	Game length (H:MM).
game_venue	String	Venue where the game was played.
attendance	Int64	Game attendance.
game_status	String	Game status text.
game_season_id	Int64	HockeyTech season identifier.
started	Int64	Flag for whether the game has started.
final	Int64	Flag for whether the game is final.
home_team_id	Int64	Home team identifier.
home_team	String	Home team name.
home_team_abbr	String	Home team abbreviation.
home_score	Int64	Home team final score.
away_team_id	Int64	Away team identifier.
away_team	String	Away team name.
away_team_abbr	String	Away team abbreviation.
away_score	Int64	Away team final score.
has_shootout	Int64	Flag for whether the game went to shootout.
game_report_url	String	URL to the game report.
boxscore_url	String	URL to the boxscore.

load_pwhl_game_info(seasons=2024)

load_pwhl_game_rosters

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
team_id	Int64	Unique team identifier.
team	String	Team name.
team_abbr	String	Team abbreviation.
team_side	String	Home or away indicator.
player_type	String	Player type (skater or goalie).
player_id	Int64	Unique player identifier.
first_name	String	Player first name.
last_name	String	Player last name.
jersey_number	Int64	Jersey number.
position	String	Player position.
birth_date	String	Player birth date.
starting	Int64	Whether the player started the game.
status	String	Status string (e.g. captain markers).

load_pwhl_game_rosters(seasons=2024)

load_pwhl_shifts

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
player_id	Int64	Unique player identifier.
first_name	String	Player first name.
last_name	String	Player last name.
jersey_number	String	Jersey number.
home	Int64	Whether the player's team was home.
period	Int64	Period number.
start_time	String	Shift start time (MM:SS countdown clock).
end_time	String	Shift end time (MM:SS countdown clock).
length	String	Length of the streak in games.
start_s	Int64	Shift start in countdown seconds.
end_s	Int64	Shift end in countdown seconds.
goal_on_shift	Int64	1 if a goal occurred during this shift, else 0.
penalty_on_shift	Int64	1 if a penalty occurred during this shift, else 0.

load_pwhl_shifts(seasons=2025)

load_pwhl_goalie_boxscores

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

Returns

col_name	type	description
player_id	String	Unique player identifier.
first_name	String	Player first name.
last_name	String	Player last name.
position	String	Player position.
team_id	Int64	Unique team identifier.
game_id	Int64	Unique game identifier.
league	String	League code.
toi	String	Time on ice.
time_on_ice	Float64	Time on ice in seconds.
saves	Int64	Saves made.
goals_against	Int64	Goals against.
shots_against	Int64	Shots faced.
goals	Int64	Goals scored.
assists	Int64	Assists.
points	Int64	Total points (goals + assists).
penalty_minutes	Int64	Penalty minutes.
faceoff_attempts	Int64	Faceoff attempts.
faceoff_wins	Int64	Faceoff wins.
faceoff_losses	Int64	Faceoff losses.
faceoff_pct	Null	Faceoff win percentage.
starting	Int64	Whether the player started the game.

load_pwhl_goalie_boxscores(seasons=2024)

load_pwhl_officials

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
role	String	Grouped official role (Referee/Linesperson).
first_name	String	Player first name.
last_name	String	Player last name.
jersey_number	Int64	Jersey number.
official_role	String	Official's specific role.

load_pwhl_officials(seasons=2024)

load_pwhl_pbp

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
event	String	Event description label.
team_id	String	Unique team identifier.
period_of_game	String	Period in which the event occurred.
time_of_period	String	Elapsed time within the period (MM:SS).
x_coord	Float64	Transformed x-coordinate of the event (feet scale).
y_coord	Float64	Transformed y-coordinate of the event (feet scale).
player_id	Int64	Unique player identifier.
player_name_first	String	Primary player first name.
player_name_last	String	Primary player last name.
player_position	String	Primary player position.
goal	Boolean	Flag for whether the event was a goal.
goalie_id	Int64	Goalie identifier on the play.
goalie_first	String	Goalie first name.
goalie_last	String	Goalie last name.
home_win	String	Whether the home player won the faceoff.
player_team_id	String	Unique team identifier of the primary player.
event_type	String	Standardized event type code.
shot_quality	String	Shot quality descriptor.
empty_net	String	Whether the net was empty.
game_winner	String	Whether the goal was the game-winning goal.
penalty_shot	String	Whether the goal came on a penalty shot.
insurance	String	Whether the goal was an insurance goal.
short_handed	String	Whether the event occurred while short-handed.
power_play	String	Whether the event occurred on a power play.
player_two_id	Int64	Second player's unique identifier.
player_two_name_first	String	Second player first name.
player_two_name_last	String	Second player last name.
player_two_position	String	Second player position.
player_three_id	Int64	Third player's unique identifier.
player_three_name_first	String	Third player first name.
player_three_name_last	String	Third player last name.
player_three_position	String	Third player position.
plus_player_one_id	Int64	On-ice plus player one unique identifier.
plus_player_one_first	String	On-ice plus player one first name.
plus_player_one_last	String	On-ice plus player one last name.
plus_player_one_position	String	On-ice plus player one position.
plus_player_two_id	Int64	On-ice plus player two unique identifier.
plus_player_two_first	String	On-ice plus player two first name.
plus_player_two_last	String	On-ice plus player two last name.
plus_player_two_position	String	On-ice plus player two position.
plus_player_three_id	Int64	On-ice plus player three unique identifier.
plus_player_three_first	String	On-ice plus player three first name.
plus_player_three_last	String	On-ice plus player three last name.
plus_player_three_position	String	On-ice plus player three position.
plus_player_four_id	Int64	On-ice plus player four unique identifier.
plus_player_four_first	String	On-ice plus player four first name.
plus_player_four_last	String	On-ice plus player four last name.
plus_player_four_position	String	On-ice plus player four position.
plus_player_five_id	Int64	On-ice plus player five unique identifier.
plus_player_five_first	String	On-ice plus player five first name.
plus_player_five_last	String	On-ice plus player five last name.
plus_player_five_position	String	On-ice plus player five position.
minus_player_one_id	Int64	On-ice minus player one unique identifier.
minus_player_one_first	String	On-ice minus player one first name.
minus_player_one_last	String	On-ice minus player one last name.
minus_player_one_position	String	On-ice minus player one position.
minus_player_two_id	Int64	On-ice minus player two unique identifier.
minus_player_two_first	String	On-ice minus player two first name.
minus_player_two_last	String	On-ice minus player two last name.
minus_player_two_position	String	On-ice minus player two position.
minus_player_three_id	Int64	On-ice minus player three unique identifier.
minus_player_three_first	String	On-ice minus player three first name.
minus_player_three_last	String	On-ice minus player three last name.
minus_player_three_position	String	On-ice minus player three position.
minus_player_four_id	Int64	On-ice minus player four unique identifier.
minus_player_four_first	String	On-ice minus player four first name.
minus_player_four_last	String	On-ice minus player four last name.
minus_player_four_position	String	On-ice minus player four position.
minus_player_five_id	Int64	On-ice minus player five unique identifier.
minus_player_five_first	String	On-ice minus player five first name.
minus_player_five_last	String	On-ice minus player five last name.
minus_player_five_position	String	On-ice minus player five position.
penalty_length	String	Penalty length in minutes.
game_date	String	Game date.
game_season	Int64	Season (concluding year, YYYY).
game_season_id	String	HockeyTech season identifier.
home_team	String	Home team name.
home_team_id	String	Home team identifier.
away_team	String	Away team name.
away_team_id	String	Away team identifier.
x_coord_original	Int64	Original raw x-coordinate from the feed.
y_coord_original	Int64	Original raw y-coordinate from the feed.
x_coord_neutral	Int64	Neutral-zone-centered x-coordinate.
y_coord_neutral	Int64	Neutral-zone-centered y-coordinate.
x_coord_fixed	Float64	Fixed-orientation x-coordinate.
y_coord_fixed	Float64	Fixed-orientation y-coordinate.
x_coord_right	Float64	Right-orientation x-coordinate.
y_coord_right	Float64	Right-orientation y-coordinate.
x_coord_vertical	Float64	Vertical-orientation x-coordinate.
y_coord_vertical	Float64	Vertical-orientation y-coordinate.
minute_start	Int64	Minute mark of the period when the event started.
second_start	Int64	Second mark of the period when the event started.
clock	String	Game clock time remaining (MM:SS).
sec_from_start	Int64	Seconds elapsed since the start of the game.
shot_distance	Float64	Distance of the shot from the net.
shot_angle	Float64	Angle of the shot relative to the net.
scoring_chance	Boolean	TRUE when event is a shot-type within 25 ft of the net.
on_ice_home	String	Comma-joined sorted player_ids on ice for the home team.
on_ice_away	String	Comma-joined sorted player_ids on ice for the away team.
skaters_home	Int64	Number of home skaters on the ice for the event, derived from HockeyTech shift data.
skaters_away	Int64	Number of away skaters on the ice for the event, derived from HockeyTech shift data.
strength_state	String	Skater-strength state formatted home-first as skaters_home v skaters_away (5v4 = home has the extra skater), derived from shift data.
strength_state_valid	Boolean	True when both shift-derived skater counts are between 3 and 6 inclusive; false when a count falls outside that range; null when a count is unavailable.

load_pwhl_pbp(seasons=2024)

load_pwhl_xg_pbp

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

Returns

col_name	type	description
game_id	Int32	Unique game identifier.
game_season	Int32	Season (concluding year, YYYY).
game_date	String	Game date.
team_id	Int32	Unique team identifier.
player_id	Int32	Unique player identifier.
goalie_id	Int32	Goalie identifier on the play.
period_of_game	String	Period in which the event occurred.
sec_from_start	Int32	Seconds elapsed since the start of the game.
clock	String	Game clock time remaining (MM:SS).
x_coord	Float64	Transformed x-coordinate of the event (feet scale).
y_coord	Float64	Transformed y-coordinate of the event (feet scale).
shot_distance	Float64	Distance of the shot from the net.
shot_angle	Float64	Angle of the shot relative to the net.
event_type	String	Standardized event type code.
shot_quality	String	Shot quality descriptor.
power_play	Int32	Whether the event occurred on a power play.
short_handed	String	Whether the event occurred while short-handed.
empty_net	String	Whether the net was empty.
penalty_shot	String	Whether the goal came on a penalty shot.
goal	Boolean	Flag for whether the event was a goal.
xg	Float64	Expected goals value for the shot event.

load_pwhl_xg_pbp(seasons=2025)

load_pwhl_penalty_summary

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
period_id	Int64	Period identifier.
period	String	Period number.
time	String	Game clock at infraction (MM:SS).
team_id	Int64	Unique team identifier.
team	String	Team name.
team_abbr	String	Team abbreviation.
game_penalty_id	Int64	Penalty identifier within the game.
minutes	Int64	Penalty length in minutes.
description	String	Full text description of the event.
rule_number	String	Rulebook rule number.
is_power_play	Int64	Power-play flag.
is_bench	Int64	Bench-minor flag.
taken_by_id	Int64	Identifier of the player who took the penalty.
taken_by_first	String	Offender first name.
taken_by_last	String	Offender last name.
taken_by_position	String	Offender position.
served_by_id	Int64	Identifier of the player serving the penalty.
served_by_first	String	First name of the player serving.
served_by_last	String	Last name of the player serving.

load_pwhl_penalty_summary(seasons=2024)

load_pwhl_player_boxscores

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

Returns

col_name	type	description
player_id	String	Unique player identifier.
first_name	String	Player first name.
last_name	String	Player last name.
position	String	Player position.
team_id	Int64	Unique team identifier.
game_id	Int64	Unique game identifier.
league	String	League code.
toi	String	Time on ice.
time_on_ice	Float64	Time on ice in seconds.
goals	Int64	Goals scored.
assists	Int64	Assists.
points	Int64	Total points (goals + assists).
shots	Int64	Shots on goal.
hits	Int64	Hits.
blocked_shots	Int64	Blocked shots.
penalty_minutes	Int64	Penalty minutes.
plus_minus	Int64	Plus/minus rating.
faceoff_attempts	Int64	Faceoff attempts.
faceoff_wins	Int64	Faceoff wins.
faceoff_losses	Int64	Faceoff losses.
faceoff_pct	Float64	Faceoff win percentage.
starting	Int64	Whether the player started the game.
player_type	String	Player type (skater or goalie).
saves	Int64	Saves made.
goals_against	Int64	Goals against.
shots_against	Int64	Shots faced.

load_pwhl_player_boxscores(seasons=2024)

load_pwhl_rosters

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

Returns

col_name	type	description
team_id	Int32	Unique team identifier.
team	String	Team name.
team_abbr	String	Team abbreviation.
team_side	String	Home or away indicator.
player_type	String	Player type (skater or goalie).
player_id	Int32	Unique player identifier.
first_name	String	Player first name.
last_name	String	Player last name.
jersey_number	Int32	Jersey number.
position	String	Player position.
birth_date	String	Player birth date.
season	Int32	Season year (echoed from arg).

load_pwhl_rosters(seasons=2024)

load_pwhl_schedules

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

Returns

col_name	type	description
game_id	String	Unique game identifier.
season	Int32	Season year (echoed from arg).
game_date	String	Game date.
game_status	String	Game status text.
home_team	String	Home team name.
home_team_id	String	Home team identifier.
away_team	String	Away team name.
away_team_id	String	Away team identifier.
home_score	String	Home team final score.
away_score	String	Away team final score.
winner	String	Whether this competitor won the game.
venue	String	Venue where the game was played.
venue_url	String	URL for the venue.
game_type	String	Game type the row belongs to.
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.
player_box	Boolean	Whether player box score data is available.
skater_box	Boolean	Whether skater box data is available.
goalie_box	Boolean	Whether goalie box data is available.
team_box	Boolean	Whether team box score 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_summary	Boolean	Whether scoring summary data is available.
penalty_summary	Boolean	Whether penalty summary data is available.
three_stars	Boolean	CONSTANT true: marks that the source game record carried a three-stars block.
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_pwhl_schedules(seasons=2024)

load_pwhl_scoring_summary

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
period_id	Int64	Period identifier.
period	String	Period number.
time	String	Game clock at infraction (MM:SS).
team_id	Int64	Unique team identifier.
team	String	Team name.
team_abbr	String	Team abbreviation.
game_goal_id	Int64	Goal identifier within the game.
scorer_goal_number	Int64	Scorer's season goal number.
scorer_id	Int64	Identifier of the goal scorer.
scorer_first	String	Scorer first name.
scorer_last	String	Scorer last name.
scorer_position	String	Scorer position.
assist_1_id	Int64	Primary assist player identifier.
assist_1_first	String	Primary assist first name.
assist_1_last	String	Primary assist last name.
assist_2_id	Int64	Secondary assist player identifier.
assist_2_first	String	Secondary assist first name.
assist_2_last	String	Secondary assist last name.
is_power_play	Int64	Power-play flag.
is_short_handed	Int64	Short-handed flag.
is_empty_net	Int64	Empty-net flag.
is_penalty_shot	Int64	Penalty-shot flag.
is_insurance	Int64	Insurance-goal flag.
is_game_winning	Int64	Game-winning-goal flag.
x_location	Null	Goal x-coordinate on the ice.
y_location	Null	Goal y-coordinate on the ice.

load_pwhl_scoring_summary(seasons=2024)

load_pwhl_shootout

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
round	Int64	Shootout round number.
team_side	String	Home or away indicator.
shooter_id	Int64	Shooter player identifier.
shooter_first	String	Shooter first name.
shooter_last	String	Shooter last name.
goalie_id	Int64	Goalie identifier on the play.
goalie_first	String	Goalie first name.
goalie_last	String	Goalie last name.
is_goal	Int64	Whether the attempt scored (1/0).

load_pwhl_shootout(seasons=2026)

load_pwhl_shots_by_period

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
period_id	Int64	Period identifier.
period	String	Period number.
home_goals	Int64	Home goals in the period.
home_shots	Int64	Home team shots in the period.
away_goals	Int64	Away goals in the period.
away_shots	Int64	Away team shots in the period.

load_pwhl_shots_by_period(seasons=2024)

load_pwhl_skater_boxscores

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

Returns

col_name	type	description
player_id	String	Unique player identifier.
first_name	String	Player first name.
last_name	String	Player last name.
position	String	Player position.
team_id	Int64	Unique team identifier.
game_id	Int64	Unique game identifier.
league	String	League code.
toi	String	Time on ice.
time_on_ice	Float64	Time on ice in seconds.
goals	Int64	Goals scored.
assists	Int64	Assists.
points	Int64	Total points (goals + assists).
shots	Int64	Shots on goal.
hits	Int64	Hits.
blocked_shots	Int64	Blocked shots.
penalty_minutes	Int64	Penalty minutes.
plus_minus	Int64	Plus/minus rating.
faceoff_attempts	Int64	Faceoff attempts.
faceoff_wins	Int64	Faceoff wins.
faceoff_losses	Int64	Faceoff losses.
faceoff_pct	Float64	Faceoff win percentage.
starting	Int64	Whether the player started the game.

load_pwhl_skater_boxscores(seasons=2024)

load_pwhl_team_boxscores

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
team_id	Int64	Unique team identifier.
team	String	Team name.
team_abbr	String	Team abbreviation.
team_side	String	Home or away indicator.
shots	Int64	Shots on goal.
goals	Int64	Goals scored.
hits	Int64	Hits.
pp_goals	Int64	Power-play goals.
pp_opportunities	Int64	Power-play opportunities.
goal_count	Int64	Total goals recorded.
assist_count	Int64	Total assists recorded.
penalty_minutes	Int64	Penalty minutes.
infraction_count	Int64	Number of infractions.
faceoff_attempts	Int64	Faceoff attempts.
faceoff_wins	Int64	Faceoff wins.
faceoff_win_pct	Float64	Faceoff win percentage.
season_wins	Int64	Season wins entering/after the game.
season_losses	Int64	Season losses entering/after the game.
season_ot_wins	Int64	Season overtime wins.
season_ot_losses	Int64	Season overtime losses.
season_so_losses	Int64	Season shootout losses.
season_record	String	Season record after this game.

load_pwhl_team_boxscores(seasons=2024)

load_pwhl_three_stars

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

Returns

col_name	type	description
game_id	Int64	Unique game identifier.
star	Int64	Star ranking (1, 2, or 3).
team_id	Int64	Unique team identifier.
team	String	Team name.
team_abbr	String	Team abbreviation.
player_id	Int64	Unique player identifier.
first_name	String	Player first name.
last_name	String	Player last name.
jersey_number	Int64	Jersey number.
position	String	Player position.
is_goalie	Int64	Goalie flag.
is_home	Int64	Home-team flag.
goals	Int64	Goals scored.
assists	Int64	Assists.
points	Int64	Total points (goals + assists).
shots	Int64	Shots on goal.
saves	Int64	Saves made.
shots_against	Int64	Shots faced.
goals_against	Int64	Goals against.
time_on_ice	String	Time on ice in seconds.

load_pwhl_three_stars(seasons=2024)