PWHL — additional Python functions — HockeyTech / LeagueStat

pwhl_game_corsi

pwhl_game_corsi(game_id: 'int', return_as_pandas: 'bool' = False) -> "'Union[pl.DataFrame, pd.DataFrame]'"

Player-level on-ice Corsi and Fenwick for a single PWHL game.

Computes shot-attempt counts for every player found on ice during a shot/blocked_shot/goal event, then joins their time-on-ice so per-60 rates are available.

Corsi/Fenwick note: the HockeyTech feed has no missed-shot event, so both metrics are proxies that count only shot + blocked_shot + goal. Every output row carries corsi_includes_missed = False.

Parameters

Parameter	Type	Default	Description
game_id	int		HockeyTech game identifier (integer or string).
return_as_pandas	bool	False	If True, return a pandas.DataFrame instead of a polars.DataFrame.

Returns

One row per on-ice player with columns: - player_id (Utf8) - corsi_for, corsi_against (Int64) - corsi_for_pct (Float64) - fenwick_for, fenwick_against (Int64) - fenwick_for_pct (Float64) - toi_seconds (Int64, from shifts; null if player not in shift data) - corsi_for_per60 (Float64) - corsi_includes_missed (Boolean, always False)

col_name	type	description
player_id	character	Unique player identifier.
corsi_for	integer	Total shot attempts (on goal, missed, and blocked) directed toward the opponent by this team while at the tracked strength in the PWHL game.
corsi_against	integer	Total shot attempts (on goal, missed, and blocked) directed against this team while at the tracked strength in the PWHL game.
corsi_for_pct	double	Share of all tracked shot attempts belonging to this team, expressed as a decimal (Corsi For percentage).
fenwick_for	integer	Unblocked shot attempts (on goal and missed only) directed toward the opponent by this team at the tracked strength in the PWHL game.
fenwick_against	integer	Unblocked shot attempts (on goal and missed only) directed against this team at the tracked strength in the PWHL game.
fenwick_for_pct	double	Share of all unblocked shot attempts belonging to this team, expressed as a decimal (Fenwick For percentage).
corsi_includes_missed	logical	Boolean flag indicating whether missed shots are included in the Corsi totals for this record.
toi_seconds	double	Total time on ice in seconds for this team at the tracked strength during the PWHL game.
corsi_for_per60	double	This team's Corsi For rate projected to a full 60 minutes of ice time.

pwhl_game_info

pwhl_game_info(game_id: 'int', return_as_pandas: 'bool' = False) -> 'Any'

PWHL single-game metadata.

NOTE: returns an empty frame pending a captured fixture + correct endpoint wiring (A1.8 follow-up); not yet functional.

Parameters

Parameter	Type	Default	Description
game_id	int		The HockeyTech game id.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

A zero-row frame today -- the statviewfeed reply is not a SiteKit envelope, so there is nothing to parse (see the note above). A pandas DataFrame when return_as_pandas is True.

pwhl_game_shifts

pwhl_game_shifts(game_id: 'int', return_as_pandas: 'bool' = False) -> "'Union[pl.DataFrame, pd.DataFrame]'"

Parsed shift stints for a single PWHL game.

Calls the HockeyTech modulekit/gameshifts endpoint and returns one row per player-shift stint via ~sportsdataverse.hockeytech._parsers.parse_shifts.

Parameters

Parameter	Type	Default	Description
game_id	int		HockeyTech game identifier (integer or string).
return_as_pandas	bool	False	If True, return a pandas.DataFrame instead of a polars.DataFrame.

Returns

Columns include player_id, first_name, last_name, home, period, start_time, end_time, start_s, end_s, goal_on_shift, penalty_on_shift.

col_name	type	description
game_id	integer	Unique game identifier.
player_id	integer	Unique player identifier.
first_name	character	Player first name.
last_name	character	Player last name.
jersey_number	character	Jersey number.
home	integer	Whether the player's team was home.
period	integer	Period number.
start_time	character	Shift start time (MM:SS countdown clock).
end_time	character	Shift end time (MM:SS countdown clock).
length	character	Length of the streak in games.
start_s	integer	Shift start time in seconds elapsed from the start of the period.
end_s	double	Shift end time in seconds elapsed from the start of the period.
goal_on_shift	integer	Number of goals scored while this shift was active (0 or 1 in most cases).
penalty_on_shift	integer	Number of penalties called while this shift was active.

pwhl_game_summary

pwhl_game_summary(game_id: 'int') -> 'dict'

PWHL game summary — dict of frames (game/goals/penalties/shots_by_period/three_stars).

Parameters

Parameter	Type	Default	Description
game_id	int		The HockeyTech game id.

Returns

game (one row: game_id, date, status, venue, attendance, both teams and scores), goals (one row per goal with the scorer, both assists and the plus / minus skaters), penalties (one row per penalty), shots_by_period (side, period, shots) and three_stars.

pwhl_leaders

pwhl_leaders(season: 'Optional[int]' = None, season_id: 'Optional[int]' = None, return_as_pandas: 'bool' = False) -> 'Any'

PWHL statistical leaders for a given season.

NOTE: the leadersExtended endpoint uses season_id (integer) to filter by season, not season (name string). The resolved integer is passed as the season_id param so historical-season requests return results.

Parameters

Parameter	Type	Default	Description
season	Optional[int]	None	Season as an END year (2026 = the 2025-26 season). Defaults to the newest regular season when neither season nor season_id is given.
season_id	Optional[int]	None	The HockeyTech season id, when it is already known.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per ranked skater (points and goals leaders): rank (Int64), player_id, name, jersey_number, position, team_id / team_name / team_code, stat_formatted and type_formatted (String), plus photo and logo URLs. A pandas DataFrame when return_as_pandas is True.

col_name	type	description
rank	integer	Rank of the streak.
player_id	character	Unique player identifier.
jersey_number	character	Jersey number.
name	character	Player full name (e.g. 'Hilary Knight').
team_id	character	Unique team identifier.
team_name	character	Team name.
team_code	character	Team abbreviation.
team_logo	character	URL to the team logo image.
team_logo_small	character	URL of the small-format team logo image for the PWHL leader-board entry.
stat_formatted	character	The leader's value in the type_formatted category as a display string; for the Points and Goals leaderboards requested here it is a whole-number count (e.g. '29'), and '0' on every row when the season has no games yet.
type_formatted	character	Human-readable label for the statistical category driving the leader-board ranking (e.g., "Goals", "Save Percentage").
photo	character	URL to the player photo.
photo_small	character	URL of the small-format headshot image for the PWHL leader-board player.
position	character	Player position.
division	character	Division identifier.

pwhl_pbp

pwhl_pbp(game_id: 'int', return_as_pandas: 'bool' = False) -> 'Any'

PWHL play-by-play — one row per event, fully enriched.

Matches fastRhockey pwhl_pbp column parity, adding:

• Coordinate transforms (*_original, *_neutral, *_fixed, *_right, *_vertical).
• Clock columns (minute_start, second_start, clock, sec_from_start).
• Shot geometry (shot_distance, shot_angle, scoring_chance).
• Game-meta join (game_date, game_season, game_season_id, home_team, home_team_id, away_team, away_team_id).
• On-ice player strings (on_ice_home, on_ice_away) derived from shift data.

Goal double-rowing: the HockeyTech feed emits both a goal row and a twin shot row for (nearly) every goal. The twin shot row is flagged is_goal_twin = True — shot rows (twins included) match the official boxscore shots-on-goal totals, while dropping flagged rows yields a deduplicated event stream. See sportsdataverse.hockeytech._parsers.parse_pbp.

The three network fetches (PBP payload, game summary meta, and shift data) all go through the module-level hockeytech_api reference so tests can monkeypatch sportsdataverse.pwhl.pwhl_api.hockeytech_api to intercept all calls without touching the shared core.

Parameters

Parameter	Type	Default	Description
game_id	int		The HockeyTech game id.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per event (shot, goal, penalty, faceoff, hit, goalie change ...): game_id, event, team_id, period_of_game, time_of_period, rink x_coord / y_coord (Float64, raw 600×300 coordinates) and the transforms above, the primary / second / third player and goalie ids (Float64) and names, the plus / minus skaters on a goal, is_goal_twin, and the clock, geometry, game-meta and on-ice columns listed above. A pandas DataFrame when return_as_pandas is True.

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

pwhl_player_box

pwhl_player_box(game_id: 'int', return_as_pandas: 'bool' = False) -> 'Any'

PWHL player box score for a single game.

NOTE: returns an empty frame pending a captured fixture + correct endpoint wiring (A1.8 follow-up); not yet functional.

Parameters

Parameter	Type	Default	Description
game_id	int		The HockeyTech game id.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

A zero-row frame today -- the statviewfeed reply is not a SiteKit envelope, so there is nothing to parse (see the note above). A pandas DataFrame when return_as_pandas is True.

pwhl_player_game_log

pwhl_player_game_log(player_id: 'int', return_as_pandas: 'bool' = False) -> 'Any'

PWHL player game-by-game log.

Parameters

Parameter	Type	Default	Description
player_id	int		The HockeyTech player id.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per game played: id (the game id), date_played, home_team_code / visiting_team_code and names, player_team, goals, assists, points, plus_minus, shots, hits, penalty_minutes, ice_time_minutes_seconds, faceoff, power-play, short-handed and shootout counts. Counts arrive as strings except points and the percentages (Int64). A pandas DataFrame when return_as_pandas is True; a zero-row frame for a player with no games.

pwhl_player_info

pwhl_player_info(player_id: 'int', return_as_pandas: 'bool' = False) -> 'Any'

PWHL player biographical info.

NOTE: returns an empty frame pending a captured fixture + correct endpoint wiring (A1.8 follow-up); not yet functional.

Parameters

Parameter	Type	Default	Description
player_id	int		The HockeyTech player id.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

A zero-row frame today -- the statviewfeed reply is not a SiteKit envelope, so there is nothing to parse (see the note above). A pandas DataFrame when return_as_pandas is True.

pwhl_player_search

pwhl_player_search(name: 'str', return_as_pandas: 'bool' = False) -> 'Any'

Search for PWHL players by name.

Parameters

Parameter	Type	Default	Description
name	str		The search text, matched against player names.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per matching player (String): person_id, player_id, first_name / last_name, position, shoots / catches, height / weight, birthdate and birthplace, last_team_name / last_team_code, role_name, active, last_active_date and the match score. A pandas DataFrame when return_as_pandas is True.

col_name	type	description
person_id	character	Unique person identifier.
player_id	character	Unique player identifier.
active	character	Whether athlete is currently active.
first_name	character	Player first name.
last_name	character	Player last name.
phonetic_name	character	Phonetic spelling of the player name.
shoots	character	Shooting hand.
catches	character	Catching hand (goalies).
height	character	Player height in inches.
weight	character	Player weight in pounds.
rawbirthdate	character	Player's birth date as a raw string in the format returned by the PWHL HockeyTech API, typically YYYY-MM-DD.
birthdate	character	Date of birth.
birthtown	character	Player birth town.
birthprov	character	Player birth province/state.
birthcntry	character	Player birth country.
team_id	character	Unique team identifier.
jersey_number	character	Jersey number.
role_id	character	Id of the person's role in the HockeyTech person record ('1' = 'Player' in the captures): player or staff, not a playing position (see position).
season_id	character	Season identifier.
role_name	character	Label of the person's role in the HockeyTech person record (e.g. 'Player'), not a playing position (see position).
all_roles	character	Pipe- or comma-delimited string listing every positional or roster role associated with the player in the PWHL HockeyTech system.
last_team_name	character	Full name of the PWHL team on which the player most recently appeared.
last_team_code	character	Short abbreviation code for the PWHL team on which the player most recently appeared.
division	character	Division identifier.
position	character	Player position.
profile_image	character	File name of the player's profile photo, not a URL (e.g. '7dea378a91cedc9d5d14b1222802322c.jpg').
score	character	Search relevance score of the match as a decimal string (e.g. '5.911529541015625'), not a game score.
last_active_date	character	Date (YYYY-MM-DD) the feed reports the person as last active; for the active players captured it equals the capture date, so it is not the date of the player's last game.

pwhl_player_stats

pwhl_player_stats(player_id: 'int', return_as_pandas: 'bool' = False) -> 'Any'

PWHL player season stats across all seasons.

Parameters

Parameter	Type	Default	Description
player_id	int		The HockeyTech player id.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per season (and team) the player played: season_id, season_name, playoff, team_id / team_name / team_code, games_played, goals, assists, points, plus_minus, penalty_minutes, power-play / short-handed / shootout splits, shots, faceoff_wins / faceoff_attempts, ice_time and stat_type (String, as the feed ships them). A pandas DataFrame when return_as_pandas is True.

col_name	type	description
season_id	character	Season identifier.
season_name	character	Full season name (e.g., "2024-25 Regular Season").
shortname	character	Player short name.
playoff	character	Whether the row is playoff statistics.
career	character	Whether this is a career-stats season.
sopt_track_faceoffs	character	Flag indicating whether faceoff tracking is enabled for this player's statistical record in the HockeyTech system.
max_start_date	character	Latest game start date for the season.
veteran_status	character	Player veteran status.
veteran	character	Whether the player is a veteran.
jersey_number	character	Jersey number.
goals	character	Goals scored.
games_played	character	Games played.
assists	character	Assists.
points	character	Total points (goals + assists).
plus_minus	character	Plus/minus rating.
penalty_minutes	character	Penalty minutes.
power_play_goals	character	Power-play goals.
power_play_assists	character	Power-play assists.
shots	character	Shots on goal.
shootout_attempts	character	Shootout attempts.
shootout_goals	character	Shootout goals.
shootout_percentage	character	Shootout scoring percentage.
shooting_percentage	character	Shooting percentage.
shootout_winning_goals	character	Shootout game-winning goals.
points_per_game	character	Points per game.
short_handed_goals	character	Short-handed goals.
short_handed_assists	character	Short-handed assists.
game_winning_goals	character	Game-winning goals.
game_tieing_goals	character	Game-tying goals.
faceoff_wins	character	Faceoff wins.
faceoff_attempts	character	Faceoff attempts.
faceoff_pct	character	Faceoff win percentage.
hits	character	Hits.
team_name	character	Team name.
team_code	character	Team abbreviation.
team_city	character	Team city.
team_nickname	character	Team nickname.
team_id	character	Unique team identifier.
active	character	Whether athlete is currently active.
first_goals	character	First goals of a game.
insurance_goals	character	Insurance goals.
overtime_goals	character	Overtime goals.
unassisted_goals	character	Unassisted goals.
empty_net_goals	character	Empty-net goals.
penalty_minutes_per_game	character	Penalty minutes per game.
division	character	Division identifier.
ice_time	character	Total ice time.
ice_time_minutes_seconds	character	Ice time in minutes and seconds.
shots_blocked_by_player	character	Shots blocked by the player.
stat_type	character	Statistic type ("regular"/"playoff").

pwhl_player_toi

pwhl_player_toi(game_id: 'int', return_as_pandas: 'bool' = False) -> "'Union[pl.DataFrame, pd.DataFrame]'"

Per-player time-on-ice totals for a single PWHL game.

Fetches shifts via pwhl_game_shifts then aggregates via ~sportsdataverse.hockeytech._analytics.player_toi.

Parameters

Parameter	Type	Default	Description
game_id	int		HockeyTech game identifier (integer or string).
return_as_pandas	bool	False	If True, return a pandas.DataFrame instead of a polars.DataFrame.

Returns

One row per player with player_id, first_name, last_name, toi_seconds, num_shifts, avg_shift_s, sorted by toi_seconds descending.

col_name	type	description
player_id	integer	Unique player identifier.
first_name	character	Player first name.
last_name	character	Player last name.
toi_seconds	double	Total time on ice for the PWHL player during the game or reporting period, recorded in seconds.
num_shifts	integer	Total number of shifts the player took during the game or reporting period.
avg_shift_s	double	Average duration of a single shift for the player during the game or reporting period, measured in seconds.

pwhl_playoff_bracket

pwhl_playoff_bracket(season: 'Optional[int]' = None, season_id: 'Optional[int]' = None, return_as_pandas: 'bool' = False) -> 'Any'

PWHL playoff bracket for a given season.

With neither season nor season_id, the newest season that has playoffs: the newest season overall is usually still before its playoffs, with no bracket.

Parameters

Parameter	Type	Default	Description
season	Optional[int]	None	Season as an END year (2026 = the 2025-26 season).
season_id	Optional[int]	None	The HockeyTech playoff season id, when it is already known.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per playoff series: round / round_name / round_type_name, series_letter / series_name, team1 / team2 (team ids), team1_wins / team2_wins (Int64), winner (the winning team id, but the feed often leaves it empty even after a series ends, so read the result from the win counts), feeder_series1 / feeder_series2, and games (a list of structs, one per game: ids, both teams, goal counts, status, date). A pandas DataFrame when return_as_pandas is True.

pwhl_schedule

pwhl_schedule(season: 'Optional[int]' = None, season_id: 'Optional[int]' = None, return_as_pandas: 'bool' = False) -> 'Any'

PWHL schedule — one row per game of one season (matches fastRhockey pwhl_schedule).

Parameters

Parameter	Type	Default	Description
season	Optional[int]	None	Season as an END year (2026 = the 2025-26 season). Defaults to the newest regular season when neither season nor season_id is given.
season_id	Optional[int]	None	The HockeyTech season id, when it is already known.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per game: game_id, game_date, game_status, home_team / home_team_id / home_score, away_team / away_team_id / away_score, venue, season_id and game_type (all String). Only the requested season's games: a regular season, its playoffs and its preseason are separate season ids, so pass season_id (from pwhl_season_id()) for the playoffs. A pandas DataFrame when return_as_pandas is True.

col_name	type	description
game_id	character	Unique game identifier.
game_date	character	Game date.
game_status	character	Game status text.
home_team	character	Home team name.
home_team_id	character	Home team identifier.
home_score	character	Home team final score.
away_team	character	Away team name.
away_team_id	character	Away team identifier.
away_score	character	Away team final score.
venue	character	Venue where the game was played.
season_id	character	Season identifier.
game_type	character	Game type the row belongs to.

pwhl_scorebar

pwhl_scorebar(return_as_pandas: 'bool' = False) -> 'Any'

PWHL live scorebar (today ± 3 days).

Parameters

Parameter	Type	Default	Description
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per game in the window, as the feed ships it (String): id, season_id, game_date / game_date_iso8601, scheduled_time, home_id / home_code / home_long_name / home_goals, the same visitor_* columns, period, game_clock, game_status / game_status_string, venue_name, both teams' records, and broadcast URLs. A pandas DataFrame when return_as_pandas is True.

col_name	type	description
id	character	HockeyTech game id, the game_id the single-game functions (pwhl_pbp, pwhl_game_summary) take.
season_id	character	Season identifier.
league_id	character	HockeyTech league id of the game within the feed (e.g. '1'; AHL '4', SJHL '3'); not always the league_id the standings call sends.
game_number	character	Game number within the schedule.
game_letter	character	Playoff-series letter (A, B, C, ... one per series), set on every playoff game and empty on regular-season games.
game_type	character	Game type the row belongs to.
quick_score	character	Unused by the feed: '0' in every captured row (final and scheduled games, 17 leagues), never a score.
date	character	Game date as YYYY-MM-DD (date only, no time).
flo_core_event_id	character	FloSports core event identifier linking this PWHL game to its FloSports broadcast event record.
flo_live_event_id	character	FloSports live-stream event identifier for this PWHL game.
game_date	character	Game date.
game_date_iso8601	character	Scheduled start as an ISO 8601 date-time with UTC offset (e.g. '2023-12-04T13:00:00-05:00').
scheduled_time	character	Raw scheduled start time for the game as returned by the HockeyTech feed, typically in HH:MM:SS format.
scheduled_formatted_time	character	Human-readable local game start time string formatted for display (e.g., "7:00 PM ET").
timezone	character	Time zone of the scheduled start as a tz database name (e.g. 'Canada/Eastern').
ticket_url	character	URL to the official ticketing page where fans can purchase tickets for this game.
home_id	character	HockeyTech team id of the home team (the team_id of pwhl_teams, e.g. '1' = Boston), not an ESPN id.
home_code	character	Short team code (abbreviation) for the home team (e.g., "BOS", "MIN").
home_city	character	City name of the home team (e.g. 'Boston', 'Minnesota').
home_nickname	character	Franchise nickname for the home team (e.g., "Fleet", "Frost").
home_long_name	character	Full name including city and franchise for the home team (e.g., "Boston Fleet").
home_division	character	Home team division.
home_goals	character	Goals scored by the home team in the game so far; the final score once game_status is '4'.
home_audio_url	character	URL of the home-team radio or audio broadcast stream for this game.
home_video_url	character	URL of the home-team video broadcast stream for this game.
home_webcast_url	character	URL of the home-team webcast for online viewing of this game.
visitor_id	character	HockeyTech team identifier for the visiting team in this game.
visitor_code	character	Short team code (abbreviation) for the visiting team (e.g., "NYR", "OTT").
visitor_city	character	City name of the visiting team (e.g., "New York", "Ottawa").
visitor_nickname	character	Franchise nickname for the visiting team (e.g., "Charge", "Sceptres").
visitor_long_name	character	Full name including city and franchise for the visiting team (e.g., "Ottawa Charge").
visiting_division	character	Visiting team division.
visitor_goals	character	Number of goals scored by the visiting team at the current point in the game.
visitor_audio_url	character	URL of the visiting-team radio or audio broadcast stream for this game.
visitor_video_url	character	URL of the visiting-team video broadcast stream for this game.
visitor_webcast_url	character	URL of the visiting-team webcast for online viewing of this game.
period	character	Period number.
period_name_short	character	Abbreviated name of the current or final game period (e.g., "3rd", "OT").
period_name_long	character	Verbose name of the current or final game period (e.g., "Third Period", "Overtime").
game_clock	character
game_summary_url	character	Game-summary link target, not a full URL: the bare game id in some leagues (e.g. PWHL '74') and a site-relative path in others (e.g. '/game-center/?game_id=4896').
home_wins	character	Home team's wins in its record for this game's season (season_id) as the feed reports it when fetched: the same value on every row of that team-season, not the record as of the game date.
home_regulation_losses	character	Home team's regulation losses in its record for this game's season (season_id) as the feed reports it when fetched: the same value on every row of that team-season, not the record as of the game date.
home_ot_losses	character	Home team's overtime losses in its record for this game's season (season_id) as the feed reports it when fetched: the same value on every row of that team-season, not the record as of the game date.
home_shootout_losses	character	Home team's shootout losses in its record for this game's season (season_id) as the feed reports it when fetched: the same value on every row of that team-season, not the record as of the game date.
visitor_wins	character	Visiting team's wins in its record for this game's season (season_id) as the feed reports it when fetched: the same value on every row of that team-season, not the record as of the game date.
visitor_regulation_losses	character	Visiting team's regulation losses in its record for this game's season (season_id) as the feed reports it when fetched: the same value on every row of that team-season, not the record as of the game date.
visitor_ot_losses	character	Visiting team's overtime losses in its record for this game's season (season_id) as the feed reports it when fetched: the same value on every row of that team-season, not the record as of the game date.
visitor_shootout_losses	character	Visiting team's shootout losses in its record for this game's season (season_id) as the feed reports it when fetched: the same value on every row of that team-season, not the record as of the game date.
game_status	character	Numeric game-status code as text: '1' for a scheduled game, '4' for a final. The label is in game_status_string ('Final', or the start time of a scheduled game).
intermission	character	Flag or string indicating whether the game is currently in an intermission period.
game_status_string	character	Short status label for the game's current state (e.g., "Final", "In Progress", "Scheduled").
game_status_string_long	character	Verbose status description for the game's current state, including period or overtime context.
ord	character	Ordinal sort key used by the HockeyTech scorebar feed to order games within a day.
venue_name	character	Name of the venue.
venue_location	character	City and/or arena name indicating the physical location where the game is played.
league_name	character	League name.
league_code	character	Short code identifying the league for this scorebar record (e.g., "PWHL").
time_tbd	character	Scorebar flag string named for a to-be-determined start time; '0' in every sampled row, so the non-zero case was not observed.
date_tbd	character	Scorebar flag string named for a to-be-determined game date; '0' in every sampled row, so the non-zero case was not observed.
timezone_short	character	Abbreviated timezone label for the game's scheduled start time (e.g., "ET", "CT").
home_logo	character	Home team logo URL.
visitor_logo	character	URL of the logo image for the visiting team.
flo_hockey_url	character	URL to the FloHockey streaming page for this PWHL game.
combined_client_code	character	Combined league-and-client identifier string used by the HockeyTech feed to distinguish multi-tenant deployments.

pwhl_skater_rapm

pwhl_skater_rapm(pbp: 'pl.DataFrame', shifts: 'pl.DataFrame', *, model_dir: "'str | None'" = None, **kwargs: 'Any') -> "'pl.DataFrame | pd.DataFrame'"

② PWHL skater xG RAPM -- shim over nhl_skater_rapm with league='pwhl'.

Guards on PWHL shift-chart coverage (see the module docstring); returns a documented empty frame + cli_warn rather than fitting a degenerate ridge when shifts is too thin.

Parameters

Parameter	Type	Default	Description
pbp	DataFrame		a PWHL play-by-play frame shaped like load_nhl_pbp_full.
shifts	DataFrame		a PWHL shift-chart frame shaped like load_nhl_shifts.
model_dir	str | None	None	booster directory passed through to the borrowed NHL xG boosters.

Returns

Same schema as nhl_skater_rapm: player_id:Int64, xg_rapm_off:Float64, xg_rapm_def:Float64, xg_rapm:Float64, toi_minutes:Float64. A zero-row frame with this schema (+ a cli_warn) when PWHL shift coverage is insufficient.

No returns table is published for this function: no capture: it expects NHL-style play-by-play columns (secondary_type, x_fixed, strength_state) that no PWHL loader provides, so it raises ColumnNotFoundError on real PWHL games.

Example

from sportsdataverse.pwhl.pwhl_player_impact import pwhl_skater_rapm
rapm = pwhl_skater_rapm(pbp, shifts)

pwhl_skater_war

pwhl_skater_war(pbp: 'pl.DataFrame', shifts: 'pl.DataFrame', *, model_dir: "'str | None'" = None, **kwargs: 'Any') -> "'pl.DataFrame | pd.DataFrame'"

③ PWHL GAR/WAR composite -- shim over nhl_skater_war with league='pwhl'.

Guards on PWHL shift-chart coverage (see the module docstring).

Parameters

Parameter	Type	Default	Description
pbp	DataFrame		a PWHL play-by-play frame shaped like load_nhl_pbp_full.
shifts	DataFrame		a PWHL shift-chart frame shaped like load_nhl_shifts.
model_dir	str | None	None	booster directory passed through to the borrowed NHL xG boosters.

Returns

Same schema as nhl_skater_war: player_id:Int64, ev_off:Float64, ev_def:Float64, pp:Float64, pk:Float64, pens:Float64, faceoffs:Float64, gar:Float64, war:Float64. A zero-row frame with this schema (+ a cli_warn) when PWHL shift coverage is insufficient.

No returns table is published for this function: no capture: it expects NHL-style play-by-play columns (secondary_type, x_fixed, strength_state) that no PWHL loader provides, so it raises ColumnNotFoundError on real PWHL games.

Example

from sportsdataverse.pwhl.pwhl_player_impact import pwhl_skater_war
war = pwhl_skater_war(pbp, shifts)

pwhl_special_teams_value

pwhl_special_teams_value(pbp: 'pl.DataFrame', shifts: 'pl.DataFrame', *, model_dir: "'str | None'" = None, **kwargs: 'Any') -> "'pl.DataFrame | pd.DataFrame'"

⑥ PWHL special-teams value -- shim over nhl_special_teams_value with league='pwhl'.

Guards on PWHL shift-chart coverage (see the module docstring).

Parameters

Parameter	Type	Default	Description
pbp	DataFrame		a PWHL play-by-play frame shaped like load_nhl_pbp_full.
shifts	DataFrame		a PWHL shift-chart frame shaped like load_nhl_shifts.
model_dir	str | None	None	booster directory passed through to the borrowed NHL xG boosters.

Returns

Same schema as nhl_special_teams_value: player_id:Int64, pp_toi_minutes:Float64, pk_toi_minutes:Float64, pp_value:Float64, pk_value:Float64. A zero-row frame with this schema (+ a cli_warn) when PWHL shift coverage is insufficient.

No returns table is published for this function: no capture: it expects NHL-style play-by-play columns (secondary_type, x_fixed, strength_state) that no PWHL loader provides, so it raises ColumnNotFoundError on real PWHL games.

Example

from sportsdataverse.pwhl.pwhl_player_impact import pwhl_special_teams_value
st = pwhl_special_teams_value(pbp, shifts)

pwhl_standings

pwhl_standings(season: 'Optional[int]' = None, season_id: 'Optional[int]' = None, return_as_pandas: 'bool' = False) -> 'Any'

PWHL standings — one row per team.

Parameters

Parameter	Type	Default	Description
season	Optional[int]	None	Season as an END year (2026 = the 2025-26 season). Defaults to the newest regular season when neither season nor season_id is given.
season_id	Optional[int]	None	The HockeyTech season id, when it is already known.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per team: team, team_code, team_rank and wins (Int64), and games_played, losses, regulation_wins, non_reg_wins, non_reg_losses, points, goals_for, goals_against, games_remaining, percentage and overall_rank (String, as the feed ships them). A pandas DataFrame when return_as_pandas is True.

col_name	type	description
team_code	character	Team abbreviation.
losses	character	Losses.
regulation_wins	character	Wins in regulation.
points	integer	Total points (goals + assists).
streak_wl	character	Present but unpopulated in the sampled PWHL standings (empty string in every row); the name suggests a win/loss streak, but no value was observed to confirm a format.
goals_for	character	Goals for.
goals_against	character	Goals against.
non_reg_wins	character	Non-regulation wins.
non_reg_losses	character	Non-regulation losses.
games_remaining	character	Games remaining in the season.
percentage	character	Points percentage earned by the PWHL team (points divided by maximum possible points), expressed as a decimal between 0 and 1.
overall_rank	character
games_played	character	Games played.
team_rank	integer	Team rank in the standings.
team	character	Team name.
wins	integer	Wins.

pwhl_stats

pwhl_stats(season: 'Optional[int]' = None, season_id: 'Optional[int]' = None, position: 'str' = 'skaters', return_as_pandas: 'bool' = False) -> 'Any'

PWHL aggregate stats by season and position.

Parameters

Parameter	Type	Default	Description
season	Optional[int]	None	Season as an END year (2026 = the 2025-26 season). Defaults to the newest regular season when neither season nor season_id is given.
season_id	Optional[int]	None	The HockeyTech season id, when it is already known.
position	str	'skaters'	"skaters" (default) or "goalies".
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per player for that season and position, as the feed ships it (String, ~90 columns): player_id, name, team_id / team_name / team_code, position, games_played, and the counting, per-game and ice-time stats of that position (skaters: goals, assists, points, plus_minus, shots, hits, penalty_minutes ...). A pandas DataFrame when return_as_pandas is True.

col_name	type	description
player_id	character	Unique player identifier.
shortname	character	Player short name.
first_name	character	Player first name.
last_name	character	Player last name.
name	character	Player full name (e.g. 'Jessie Eldridge').
phonetic_name	character	Phonetic spelling of the player name.
active	character	Whether athlete is currently active.
height	character	Player height as feet-and-inches text (e.g. 5'11), not a number of inches.
weight	character	Player weight in pounds.
last_years_club	character	Player's club in the previous season.
age	character	Player age.
shoots	character	Shooting hand.
position	character	Player position.
suspension_games_remaining	character	Suspension games remaining.
suspension_indefinite	character	Whether the suspension is indefinite.
rookie	character	Whether the player is a rookie.
veteran	character	HockeyTech veteran-status code as text ('1' or '2' in the captured rows; the feed does not document the codes), not a boolean.
draft_eligible	character	Whether the player is draft eligible.
jersey_number	character	Jersey number.
team_name	character	Team name.
team_code	character	Team abbreviation.
team_id	character	Unique team identifier.
division	character	Division name as text (e.g. 'PWHL'), not an identifier.
birthdate	character	Date of birth.
birthdate_year	character	Player birth year.
hometown	character	Player hometown as city and province, state or country abbreviation (e.g. 'Barrie, ON').
homeprov	character	Player home province/state.
homecntry	character	Player home country.
birthtown	character	Player birth town.
birthprov	character	Player birth province/state.
birthcntry	character	Player birth country.
hometownprov	character	Player hometown and province/state.
homeplace	character	Player home place description.
games_played	character	Games played.
game_winning_goals	character	Game-winning goals.
game_tieing_goals	character	Game-tying goals.
first_goals	character	First goals of a game.
insurance_goals	character	Insurance goals.
unassisted_goals	character	Unassisted goals.
empty_net_goals	character	Empty-net goals.
overtime_goals	character	Overtime goals.
ice_time	character	Total ice time.
ice_time_avg	character	Average ice time.
goals	character	Goals scored.
shots	character	Shots on goal.
loose_ball_recoveries	character	Loose ball recoveries.
caused_turnovers	character	Turnovers caused.
turnovers	character	Turnovers committed.
hits	character	Hits.
shots_blocked_by_player	character	Shots blocked by the player.
ice_time_minutes_seconds	character	Ice time in minutes and seconds.
shooting_percentage	character	Shooting percentage.
assists	character	Assists.
points	character	Total points (goals + assists).
points_per_game	character	Points per game.
plus_minus	character	Plus/minus rating.
penalty_minutes	character	Penalty minutes.
penalty_minutes_per_game	character	Penalty minutes per game.
ice_time_per_game_avg	character	Average ice time per game.
hits_per_game_avg	character	Average hits per game.
minor_penalties	character	Minor penalties.
major_penalties	character	Major penalties.
power_play_goals	character	Power-play goals.
power_play_assists	character	Power-play assists.
power_play_points	character	Power play points.
short_handed_goals	character	Short-handed goals.
short_handed_assists	character	Short-handed assists.
short_handed_points	character	Short-handed points.
shootout_goals	character	Shootout goals.
shootout_attempts	character	Shootout attempts.
shootout_winning_goals	character	Shootout game-winning goals.
shootout_games_played	character	Games played that went to a shootout.
faceoff_attempts	character	Faceoff attempts.
faceoff_wins	character	Faceoff wins.
faceoff_pct	character	Faceoff win percentage.
faceoff_wa	character	Faceoff wins-to-attempts metric.
shots_on	character	Shots on goal count.
shootout_percentage	character	Shootout scoring percentage.
latest_team_id	character	Most recent team identifier.
num_teams	character	Number of teams the player has played for.
logo	character	URL to the team logo.
rank	integer	1-based position of the player in the feed's sorted stat table.
player_page_link	character	URL to the player page.
player_image	character	URL to the player's headshot image as served by the HockeyTech/PWHL data feed.
namelink	character	Player name as plain text (the text of the feed's player link; equals name in the captures), not HTML.
teamlink	character	HTML link for the team.
team_breakdown	integer	Per-team statistical breakdown.
is_total	double	Whether the row is a season total.

pwhl_streaks

pwhl_streaks(return_as_pandas: 'bool' = False) -> 'Any'

Current PWHL player/team streaks — non-functional: no such upstream view.

Parameters

Parameter	Type	Default	Description
return_as_pandas	bool	False	If True return a pandas.DataFrame instead of a polars.DataFrame.

Returns

An empty frame (the upstream view does not exist).

pwhl_team_roster

pwhl_team_roster(team_id: 'int', season: 'Optional[int]' = None, season_id: 'Optional[int]' = None, return_as_pandas: 'bool' = False) -> 'Any'

PWHL team roster for a given team + season.

Parameters

Parameter	Type	Default	Description
team_id	int		The HockeyTech team id.
season	Optional[int]	None	Season as an END year (2026 = the 2025-26 season). Defaults to the newest regular season when neither season nor season_id is given.
season_id	Optional[int]	None	The HockeyTech season id, when it is already known.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per rostered player: player_id, person_id, names (first_name, last_name, display_name), position, tp_jersey_number, shoots / catches, height / weight, birthdate, home and birth places, rookie, veteran_status, draft_status and player_image (String, as the feed ships them). A pandas DataFrame when return_as_pandas is True.

col_name	type	description
id	character	Unique player identifier.
person_id	character	Unique person identifier.
active	character	Whether athlete is currently active.
first_name	character	Player first name.
last_name	character	Player last name.
phonetic_name	character	Phonetic spelling of the player name.
display_name	character	Player display name.
shoots	character	Shooting hand.
hometown	character	Prospect hometown.
homeprov	character	Player home province/state.
homecntry	character	Player home country.
homeplace	character	Player home place description.
birthtown	character	Player birth town.
birthprov	character	Player birth province/state.
birthcntry	character	Player birth country.
birthplace	character	City, province/state, or country where the player was born, as recorded in the PWHL HockeyTech roster.
height	character	Player height in inches.
weight	character	Player weight in pounds.
height_hyphenated	character	Player's height formatted as feet-inches with a hyphen separator (e.g., '5-9'), as supplied by the PWHL HockeyTech API.
hidden	character	Flag indicating whether the player's roster entry is suppressed from public-facing displays in the PWHL HockeyTech system.
current_team	character	Name or identifier of the PWHL team to which the player is currently rostered.
player_id	character	Unique player identifier.
status	character	Status string (e.g. captain markers).
birthdate	character	Date of birth.
birthdate_year	character	Player birth year.
rawbirthdate	character	Player's birth date as a raw string in the format returned by the PWHL HockeyTech API, typically YYYY-MM-DD.
latest_team_id	character	Most recent team identifier.
veteran_status	character	Player veteran status.
veteran_description	character	Text label or descriptor indicating the player's veteran status or experience classification in the PWHL.
team_id	character	Unique team identifier.
team_name	character	Team name.
division	character	Division identifier.
tp_jersey_number	character	Jersey number assigned to the player on the current PWHL team roster, as provided by the HockeyTech feed.
rookie	character	Whether the player is a rookie.
position_id	character	Official position identifier.
position	character	Player position.
nhlteam	character	Name or identifier of the NHL organization that holds the player's NHL rights, if applicable.
player_id_1	character	Alternate or secondary HockeyTech player identifier, distinct from the primary person_id and player_id fields.
is_rookie	character	Whether the player is a rookie.
h	character
w	character
draft_status	character	Text description of the player's draft history or eligibility status (e.g., undrafted, drafted year and round).
name	character	Player full name, first then last (e.g. 'Megan Keller').
player_image	character	URL of the player's official roster photograph from the PWHL HockeyTech feed.
catches	character	Catching hand (goalies).

pwhl_teams

pwhl_teams(season: 'Optional[int]' = None, season_id: 'Optional[int]' = None, return_as_pandas: 'bool' = False) -> 'Any'

PWHL teams for a given season.

Parameters

Parameter	Type	Default	Description
season	Optional[int]	None	Season as an END year (2026 = the 2025-26 season). Defaults to the newest regular season when neither season nor season_id is given.
season_id	Optional[int]	None	The HockeyTech season id, when it is already known.
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per team: team_id, team_name, team_code, team_nickname, team_label, division and team_logo (String). A pandas DataFrame when return_as_pandas is True.

col_name	type	description
team_name	character	Team name.
team_id	character	Unique team identifier.
team_code	character	Team abbreviation.
team_nickname	character	Team nickname.
team_label	character	Short city label.
division	character	Division identifier.
team_logo	character	URL to the team logo image.

pwhl_transactions

pwhl_transactions(return_as_pandas: 'bool' = False) -> 'Any'

PWHL roster transactions.

Parameters

Parameter	Type	Default	Description
return_as_pandas	bool	False	Return a pandas DataFrame instead of polars.

Returns

One row per transaction on the feed's current page (the newest 20): transaction_date / transaction_time, transaction_type / ttype_text, title, detail, player_id / player_name / position, and team_id / team_name / team_code / team_city (String). A pandas DataFrame when return_as_pandas is True.

pwhl_unit_ratings

pwhl_unit_ratings(pbp: 'pl.DataFrame', shifts: 'pl.DataFrame', *, model_dir: "'str | None'" = None, **kwargs: 'Any') -> "'pl.DataFrame | pd.DataFrame'"

⑤ PWHL line/pair ratings -- shim over nhl_unit_ratings with league='pwhl'.

Guards on PWHL shift-chart coverage (see the module docstring).

Parameters

Parameter	Type	Default	Description
pbp	DataFrame		a PWHL play-by-play frame shaped like load_nhl_pbp_full.
shifts	DataFrame		a PWHL shift-chart frame shaped like load_nhl_shifts.
model_dir	str | None	None	booster directory passed through to the borrowed NHL xG boosters.

Returns

Same schema as nhl_unit_ratings: team:Utf8, unit_ids:Utf8, unit_players:Utf8, toi_minutes:Float64, on_ice_xgf:Float64, on_ice_xga:Float64, on_ice_xgf_pct:Float64, summed_rapm:Float64, unit_value:Float64. A zero-row frame with this schema (+ a cli_warn) when PWHL shift coverage is insufficient.

No returns table is published for this function: no capture: it expects NHL-style play-by-play columns (secondary_type, x_fixed, strength_state) that no PWHL loader provides, so it raises ColumnNotFoundError on real PWHL games.

Example

from sportsdataverse.pwhl.pwhl_player_impact import pwhl_unit_ratings
units = pwhl_unit_ratings(pbp, shifts)