import pandas as pd
from functools import wraps
from lxml.etree import ParserError, XMLSyntaxError
from pyquery import PyQuery as pq
from .. import utils
from .constants import PLAYER_SCHEME, PLAYER_URL, ROSTER_URL
from six.moves.urllib.error import HTTPError
def _int_property_decorator(func):
@property
@wraps(func)
def wrapper(*args):
index = args[0]._index
prop = func(*args)
try:
return int(prop[index])
except (ValueError, TypeError, IndexError):
# If there is no value, default to None
return None
return wrapper
def _float_property_decorator(func):
@property
@wraps(func)
def wrapper(*args):
index = args[0]._index
prop = func(*args)
try:
return float(prop[index])
except (ValueError, TypeError, IndexError):
# If there is no value, default to None
return None
return wrapper
[docs]class Player(object):
"""
Get player information and stats for all seasons.
Given a player ID, such as 'zettehe01' for Henrik Zetterberg, capture all
relevant stats and information like name, team, height/weight, career
goals, single-season assits, penalty minutes, and much more.
By default, the class instance will return the player's career stats, but
single-season stats can be found by calling the instance with the requested
season as denoted on sports-reference.com.
Parameters
----------
player_id : string
A player's ID according to hockey-reference.com, such as 'zettehe01'
for Henrik Zetterberg. The player ID can be found by navigating to the
player's stats page and getting the string between the final slash and
the '.html' in the URL. In general, the ID is in the format 'lllllffnn'
where 'lllll' is the first five letters of the player's last name, 'ff'
is the first two letters of the player's first name, and 'nn' is a
number starting at '01' for the first time that player ID has been used
and increments by 1 for every successive player.
"""
def __init__(self, player_id):
self._most_recent_season = ''
self._index = None
self._player_id = player_id
self._season = None
self._name = None
self._team_abbreviation = None
self._height = None
self._weight = None
self._age = None
self._league = None
self._games_played = None
self._goals = None
self._assists = None
self._points = None
self._plus_minus = None
self._penalties_in_minutes = None
self._even_strength_goals = None
self._power_play_goals = None
self._short_handed_goals = None
self._game_winning_goals = None
self._even_strength_assists = None
self._power_play_assists = None
self._short_handed_assists = None
self._shots_on_goal = None
self._shooting_percentage = None
self._total_shots = None
self._time_on_ice = None
self._average_time_on_ice = None
self._faceoff_wins = None
self._faceoff_losses = None
self._faceoff_percentage = None
self._blocks_at_even_strength = None
self._hits_at_even_strength = None
self._takeaways = None
self._giveaways = None
# Possession Metrics
self._time_on_ice_even_strength = None
self._corsi_for = None
self._corsi_against = None
self._corsi_for_percentage = None
self._relative_corsi_for_percentage = None
self._fenwick_for = None
self._fenwick_against = None
self._fenwick_for_percentage = None
self._relative_fenwick_for_percentage = None
self._goals_for_on_ice = None
self._shooting_percentage_on_ice = None
self._goals_against_on_ice = None
self._save_percentage_on_ice = None
self._pdo = None
self._offensive_zone_start_percentage = None
self._defensive_zone_start_percentage = None
# Miscellaneous
self._goals_created = None
self._adjusted_goals = None
self._adjusted_assists = None
self._adjusted_points = None
self._adjusted_goals_created = None
self._total_goals_for_on_ice = None
self._power_play_goals_for_on_ice = None
self._total_goals_against_on_ice = None
self._power_play_goals_against_on_ice = None
self._offensive_point_shares = None
self._defensive_point_shares = None
self._point_shares = None
self._shootout_attempts = None
self._shootout_goals = None
self._shootout_misses = None
self._shootout_percentage = None
# Goalie Metrics
self._wins = None
self._losses = None
self._ties_plus_overtime_loss = None
self._goals_against = None
self._shots_against = None
self._saves = None
self._save_percentage = None
self._goals_against_average = None
self._shutouts = None
self._minutes = None
self._quality_starts = None
self._quality_start_percentage = None
self._really_bad_starts = None
self._goal_against_percentage_relative = None
self._goals_saved_above_average = None
self._adjusted_goals_against_average = None
self._goalie_point_shares = None
self._even_strength_shots_faced = None
self._even_strength_goals_allowed = None
self._even_strength_save_percentage = None
self._power_play_shots_faced = None
self._power_play_goals_allowed = None
self._power_play_save_percentage = None
self._short_handed_shots_faced = None
self._short_handed_goals_allowed = None
self._short_handed_save_percentage = None
self._parse_player_data()
self._find_initial_index()
def _build_url(self):
"""
Create the player's URL to pull stats from.
The player's URL requires the player ID.
Returns
-------
string
The string URL for the player's stats page.
"""
# The first letter of the player's last name is used to sort the player
# list and is a part of the URL.
first_character = self._player_id[0]
return PLAYER_URL % (first_character, self._player_id)
def _retrieve_html_page(self):
"""
Download the requested player's stats page.
Download the requested page and strip all of the comment tags before
returning a PyQuery object which will be used to parse the data.
Oftentimes, important data is contained in tables which are hidden in
HTML comments and not accessible via PyQuery.
Returns
-------
PyQuery object
The requested page is returned as a queriable PyQuery object with
the comment tags removed.
"""
url = self._build_url()
try:
url_data = pq(url)
except HTTPError:
return None
return pq(utils._remove_html_comment_tags(url_data))
def _parse_season(self, row):
"""
Parse the season string from the table.
The season is generally located in the first column of the stats tables
and should be parsed to detonate which season metrics are being pulled
from.
Parameters
----------
row : PyQuery object
A PyQuery object of a single row in a stats table.
Returns
-------
string
A string representation of the season in the format 'YYYY-YY', such
as '2017-18'.
"""
season = utils._parse_field(PLAYER_SCHEME, row, 'season')
return season.replace('*', '').replace('+', '')
def _combine_season_stats(self, table_rows, career_stats, all_stats_dict):
"""
Combine all stats for each season.
Since all of the stats are spread across multiple tables, they should
be combined into a single field which can be used to easily query stats
at once.
Parameters
----------
table_rows : generator
A generator where each element is a row in a stats table.
career_stats : generator
A generator where each element is a row in the footer of a stats
table. Career stats are kept in the footer, hence the usage.
all_stats_dict : dictionary
A dictionary of all stats separated by season where each key is the
season ``string``, such as '2017-18', and the value is a
``dictionary`` with a ``string`` of 'data' and ``string``
containing all of the data.
Returns
-------
dictionary
Returns an updated version of the passed all_stats_dict which
includes more metrics from the provided table.
"""
most_recent_season = self._most_recent_season
if not table_rows:
table_rows = []
for row in table_rows:
season = self._parse_season(row)
try:
all_stats_dict[season]['data'] += str(row)
except KeyError:
all_stats_dict[season] = {'data': str(row)}
most_recent_season = season
self._most_recent_season = most_recent_season
if not career_stats:
return all_stats_dict
try:
all_stats_dict['career']['data'] += str(next(career_stats))
except KeyError:
all_stats_dict['career'] = {'data': str(next(career_stats))}
return all_stats_dict
def _combine_all_stats(self, player_info):
"""
Pull stats from all tables into a single data structure.
Pull the stats from all of the requested tables into a dictionary that
is separated by season to allow easy queries of the player's stats for
each season.
Parameters
----------
player_info : PyQuery object
A PyQuery object containing all of the stats information for the
requested player.
Returns
-------
dictionary
Returns a dictionary where all stats from each table are combined
by season to allow easy queries by year.
"""
all_stats_dict = {}
for table_id in ['stats_basic_plus_nhl', 'skaters_advanced',
'stats_misc_plus_nhl', 'stats_goalie_situational']:
table_items = utils._get_stats_table(player_info,
'table#%s' % table_id)
career_items = utils._get_stats_table(player_info,
'table#%s' % table_id,
footer=True)
all_stats_dict = self._combine_season_stats(table_items,
career_items,
all_stats_dict)
return all_stats_dict
def _parse_player_information(self, player_info, field):
"""
Parse general player information.
Parse general player information such as height, weight, and name. The
attribute for the requested field will be set with the value prior to
returning.
Parameters
----------
player_info : PyQuery object
A PyQuery object containing the HTML from the player's stats page.
field : string
A string of the attribute to parse, such as 'weight'.
"""
short_field = str(field)[1:]
value = utils._parse_field(PLAYER_SCHEME, player_info, short_field)
setattr(self, field, value)
def _parse_player_data(self):
"""
Parse all player information and set attributes.
Pull the player's HTML stats page and go through each class attribute
to parse the data from the HTML page and set attribute values with the
result.
"""
player_info = self._retrieve_html_page()
if not player_info:
return
all_stats_dict = self._combine_all_stats(player_info)
for field in self.__dict__:
short_field = str(field)[1:]
if short_field == 'player_id' or \
short_field == 'index' or \
short_field == 'most_recent_season':
continue
if short_field == 'name' or \
short_field == 'weight' or \
short_field == 'height':
self._parse_player_information(player_info, field)
continue
field_stats = []
for year, data in all_stats_dict.items():
stats = pq(data['data'])
if short_field == 'season':
value = self._parse_season(stats)
else:
value = utils._parse_field(PLAYER_SCHEME,
stats,
short_field)
field_stats.append(value)
setattr(self, field, field_stats)
def _find_initial_index(self):
"""
Find the index of the career stats.
When the Player class is instantiated, the default stats to pull are
the player's career stats. Upon being called, the index of the 'Career'
element should be the index value.
"""
index = 0
# Occurs when the player has invalid data or can't be found.
if not self._season:
return
for season in self._season:
if season == 'Career':
self._index = index
break
index += 1
def __call__(self, requested_season=''):
"""
Specify a different season to pull stats from.
A different season can be requested by passing the season string, such
as '2017-18' to the class instance.
Parameters
----------
requested_season : string (optional)
A string of the requested season to query, such as '2017-18'. If
left blank or 'Career' is passed, the career stats will be used for
stats queries.
Returns
-------
Player class instance
Returns the class instance with the updated stats being referenced.
"""
if requested_season.lower() == 'career' or \
requested_season == '':
requested_season = 'Career'
index = 0
for season in self._season:
if season == requested_season:
self._index = index
break
index += 1
return self
def _dataframe_fields(self):
"""
Creates a dictionary of all fields to include with DataFrame.
With the result of the calls to class properties changing based on the
class index value, the dictionary should be regenerated every time the
index is changed when the dataframe property is requested.
Returns
-------
dictionary
Returns a dictionary where the keys are the shortened ``string``
attribute names and the values are the actual value for each
attribute for the specified index.
"""
fields_to_include = {
'adjusted_assists': self.adjusted_assists,
'adjusted_goals': self.adjusted_goals,
'adjusted_goals_against_average':
self.adjusted_goals_against_average,
'adjusted_goals_created': self.adjusted_goals_created,
'adjusted_points': self.adjusted_points,
'age': self.age,
'assists': self.assists,
'average_time_on_ice': self.average_time_on_ice,
'blocks_at_even_strength': self.blocks_at_even_strength,
'corsi_against': self.corsi_against,
'corsi_for': self.corsi_for,
'corsi_for_percentage': self.corsi_for_percentage,
'defensive_point_shares': self.defensive_point_shares,
'defensive_zone_start_percentage':
self.defensive_zone_start_percentage,
'even_strength_assists': self.even_strength_assists,
'even_strength_goals': self.even_strength_goals,
'even_strength_goals_allowed': self.even_strength_goals_allowed,
'even_strength_save_percentage':
self.even_strength_save_percentage,
'even_strength_shots_faced': self.even_strength_shots_faced,
'faceoff_losses': self.faceoff_losses,
'faceoff_percentage': self.faceoff_percentage,
'faceoff_wins': self.faceoff_wins,
'fenwick_against': self.fenwick_against,
'fenwick_for': self.fenwick_for,
'fenwick_for_percentage': self.fenwick_for_percentage,
'game_winning_goals': self.game_winning_goals,
'games_played': self.games_played,
'giveaways': self.giveaways,
'goal_against_percentage_relative':
self.goal_against_percentage_relative,
'goalie_point_shares': self.goalie_point_shares,
'goals': self.goals,
'goals_against': self.goals_against,
'goals_against_average': self.goals_against_average,
'goals_against_on_ice': self.goals_against_on_ice,
'goals_created': self.goals_created,
'goals_for_on_ice': self.goals_for_on_ice,
'goals_saved_above_average': self.goals_saved_above_average,
'height': self.height,
'hits_at_even_strength': self.hits_at_even_strength,
'league': self.league,
'losses': self.losses,
'minutes': self.minutes,
'name': self.name,
'offensive_point_shares': self.offensive_point_shares,
'offensive_zone_start_percentage':
self.offensive_zone_start_percentage,
'pdo': self.pdo,
'penalties_in_minutes': self.penalties_in_minutes,
'player_id': self.player_id,
'plus_minus': self.plus_minus,
'point_shares': self.point_shares,
'points': self.points,
'power_play_assists': self.power_play_assists,
'power_play_goals': self.power_play_goals,
'power_play_goals_against_on_ice':
self.power_play_goals_against_on_ice,
'power_play_goals_allowed': self.power_play_goals_allowed,
'power_play_goals_for_on_ice': self.power_play_goals_for_on_ice,
'power_play_save_percentage': self.power_play_save_percentage,
'power_play_shots_faced': self.power_play_shots_faced,
'quality_start_percentage': self.quality_start_percentage,
'quality_starts': self.quality_starts,
'really_bad_starts': self.really_bad_starts,
'relative_corsi_for_percentage':
self.relative_corsi_for_percentage,
'relative_fenwick_for_percentage':
self.relative_fenwick_for_percentage,
'save_percentage': self.save_percentage,
'save_percentage_on_ice': self.save_percentage_on_ice,
'saves': self.saves,
'season': self.season,
'shooting_percentage': self.shooting_percentage,
'shooting_percentage_on_ice': self.shooting_percentage_on_ice,
'shootout_attempts': self.shootout_attempts,
'shootout_goals': self.shootout_goals,
'shootout_misses': self.shootout_misses,
'shootout_percentage': self.shootout_percentage,
'short_handed_assists': self.short_handed_assists,
'short_handed_goals': self.short_handed_goals,
'short_handed_goals_allowed': self.short_handed_goals_allowed,
'short_handed_save_percentage': self.short_handed_save_percentage,
'short_handed_shots_faced': self.short_handed_shots_faced,
'shots_against': self.shots_against,
'shots_on_goal': self.shots_on_goal,
'shutouts': self.shutouts,
'takeaways': self.takeaways,
'team_abbreviation': self.team_abbreviation,
'ties_plus_overtime_loss': self.ties_plus_overtime_loss,
'time_on_ice': self.time_on_ice,
'time_on_ice_even_strength': self.time_on_ice_even_strength,
'total_goals_against_on_ice': self.total_goals_against_on_ice,
'total_goals_for_on_ice': self.total_goals_for_on_ice,
'total_shots': self.total_shots,
'weight': self.weight,
'wins': self.wins
}
return fields_to_include
@property
def dataframe(self):
"""
Returns a ``pandas DataFrame`` containing all other relevant class
properties and values where each index is a different season plus the
career stats.
"""
temp_index = self._index
rows = []
indices = []
if not self._season:
return None
for season in self._season:
self._index = self._season.index(season)
rows.append(self._dataframe_fields())
indices.append(season)
self._index = temp_index
return pd.DataFrame(rows, index=[indices])
@property
def player_id(self):
"""
Returns a ``string`` of the player's ID on hockey-reference, such as
'zettehe01' for Henrik Zetterberg.
"""
return self._player_id
@property
def season(self):
"""
Returns a ``string`` of the season in the format 'YYYY-YY', such as
'2017-18'. If no season was requested, the career stats will be
returned for the player and the season will default to 'Career'.
"""
return self._season[self._index]
@property
def name(self):
"""
Returns a ``string`` of the player's name, such as 'Henrik Zetterberg'.
"""
return self._name
@property
def team_abbreviation(self):
"""
Returns a ``string`` of the team's abbreviation, such as 'DET' for the
Detroit Red Wings.
"""
# For career stats, skip the team abbreviation.
if self._season[self._index].lower() == 'career':
return None
return self._team_abbreviation[self._index]
@property
def height(self):
"""
Returns a ``string`` of the player's height in the format
"feet-inches".
"""
return self._height
@property
def weight(self):
"""
Returns an ``int`` of the player's weight in pounds.
"""
return int(self._weight.replace('lb', ''))
@_int_property_decorator
def age(self):
"""
Returns an ``int`` of the player's age on February 1st of the season.
"""
return self._age
@property
def league(self):
"""
Returns a ``string`` of the league the player's team participates in.
"""
return self._league[self._index]
@_int_property_decorator
def games_played(self):
"""
Returns an ``int`` of the number of games the player participated in.
"""
return self._games_played
@_int_property_decorator
def goals(self):
"""
Returns an ``int`` of the number of goals the player scored.
"""
return self._goals
@_int_property_decorator
def assists(self):
"""
Returns an ``int`` of the number of goals the player has assisted.
"""
return self._assists
@_int_property_decorator
def points(self):
"""
Returns an ``int`` of the number of points the player has gained.
"""
return self._points
@_int_property_decorator
def plus_minus(self):
"""
Returns an ``int`` representing the relative presence the player has on
the outcome of the game.
"""
return self._plus_minus
@_int_property_decorator
def penalties_in_minutes(self):
"""
Returns an ``int`` of the number of minutes the player has served as a
result of penalties.
"""
return self._penalties_in_minutes
@_int_property_decorator
def even_strength_goals(self):
"""
Returns an ``int`` of the number of goals the player has scored at even
strength.
"""
return self._even_strength_goals
@_int_property_decorator
def power_play_goals(self):
"""
Returns an ``int`` of the number of goals the player has scored while
on a power play.
"""
return self._power_play_goals
@_int_property_decorator
def short_handed_goals(self):
"""
Returns an ``int`` of the number of goals the player has scored while
short handed.
"""
return self._short_handed_goals
@_int_property_decorator
def game_winning_goals(self):
"""
Returns an ``int`` of the number of game-winning goals the player has
scored.
"""
return self._game_winning_goals
@_int_property_decorator
def even_strength_assists(self):
"""
Returns an ``int`` of the number of goals the player has assisted while
at even strength.
"""
return self._even_strength_assists
@_int_property_decorator
def power_play_assists(self):
"""
Returns an ``int`` of the number of goals the player has assisted while
on a power play.
"""
return self._power_play_assists
@_int_property_decorator
def short_handed_assists(self):
"""
Returns an ``int`` of the number of goals the player has assisted while
short handed.
"""
return self._short_handed_assists
@_int_property_decorator
def shots_on_goal(self):
"""
Returns an ``int`` of the number of shots on goal the player has made.
"""
return self._shots_on_goal
@_float_property_decorator
def shooting_percentage(self):
"""
Returns a ``float`` of the percentage of the player's shots that go in
the goal. Percentage ranges from 0-100.
"""
return self._shooting_percentage
@_int_property_decorator
def total_shots(self):
"""
Returns an ``int`` of the total number of shots the player has taken.
"""
return self._total_shots
@_int_property_decorator
def time_on_ice(self):
"""
Returns an ``int`` of the total time the player has spent on ice in
minutes.
"""
return self._time_on_ice
@property
def average_time_on_ice(self):
"""
Returns a ``string`` of the average time the player spends on the ice
per game.
"""
return self._average_time_on_ice[self._index]
@_int_property_decorator
def faceoff_wins(self):
"""
Returns an ``int`` of the number of faceoffs the player won.
"""
return self._faceoff_wins
@_int_property_decorator
def faceoff_losses(self):
"""
Returns an ``int`` of the number of faceoffs the player lost.
"""
return self._faceoff_losses
@_float_property_decorator
def faceoff_percentage(self):
"""
Returns a ``float`` of the percentage of faceoffs the player wins.
Percentage ranges from 0-100.
"""
return self._faceoff_percentage
@_int_property_decorator
def blocks_at_even_strength(self):
"""
Returns an ``int`` of the number of shots the player blocks while at
even strength.
"""
return self._blocks_at_even_strength
@_int_property_decorator
def hits_at_even_strength(self):
"""
Returns an ``int`` of the number of hits the player makes while at even
strength.
"""
return self._hits_at_even_strength
@_int_property_decorator
def takeaways(self):
"""
Returns an ``int`` of the number of times the player took the puck away
from an opponent.
"""
return self._takeaways
@_int_property_decorator
def giveaways(self):
"""
Returns an ``int`` of the number of times the player gave the puck away
to an opponent.
"""
return self._giveaways
@_float_property_decorator
def time_on_ice_even_strength(self):
"""
Returns a ``float`` of the amount of time the player spent on ice in
minutes while at even strength.
"""
return self._time_on_ice_even_strength
@_float_property_decorator
def corsi_for(self):
"""
Returns a ``float`` of the player's 'Corsi For' factor at even
strength, equal to shots + blocks + misses.
"""
return self._corsi_for
@_float_property_decorator
def corsi_against(self):
"""
Returns a ``float`` of the player's 'Corsi Against' factor at even
strength, equal to shots + blocks + misses.
"""
return self._corsi_against
@_float_property_decorator
def corsi_for_percentage(self):
"""
Returns a ``float`` of the 'Corsi For' percentage, equal to corsi_for /
(corsi_for + corsi_against). Percentage ranges from 0-100.
"""
return self._corsi_for_percentage
@_float_property_decorator
def relative_corsi_for_percentage(self):
"""
Returns a ``float`` of the player's relative 'Corsi For' percentage,
equal to the difference between the player's on and off-ice Corsi For
percentage.
"""
return self._relative_corsi_for_percentage
@_int_property_decorator
def fenwick_for(self):
"""
Returns an ``int`` of the player's 'Fenwick For' factor at even
strength, equal to shots + misses.
"""
return self._fenwick_for
@_int_property_decorator
def fenwick_against(self):
"""
Returns an ``int`` of the player's 'Fenwick Against' factor at even
strength, equal to shots + misses.
"""
return self._fenwick_against
@_float_property_decorator
def fenwick_for_percentage(self):
"""
Returns a ``float`` of the player's 'Fenwick For' percentage, equal to
fenwick_for / (fenwick_for + fenwick_against). Percentage ranges from
0-100.
"""
return self._fenwick_for_percentage
@_float_property_decorator
def relative_fenwick_for_percentage(self):
"""
Returns a ``float`` of the player's relative 'Fenwick For' percentage,
equal to the difference between the player's on and off-ice Fenwick For
percentage.
"""
return self._relative_fenwick_for_percentage
@_int_property_decorator
def goals_for_on_ice(self):
"""
Returns an ``int`` of the number of goals the team has scored while the
player is on ice.
"""
return self._goals_for_on_ice
@_float_property_decorator
def shooting_percentage_on_ice(self):
"""
Returns a ``float`` of the team's shooting percentage while the player
is on ice.
"""
return self._shooting_percentage_on_ice
@_int_property_decorator
def goals_against_on_ice(self):
"""
Returns an ``int`` of the number of times the team has been scored on
while the player is on ice.
"""
return self._goals_against_on_ice
@_int_property_decorator
def save_percentage_on_ice(self):
"""
Returns an ``int`` of the team's save percentage while the player is on
ice.
"""
return self._save_percentage_on_ice
@_float_property_decorator
def pdo(self):
"""
Returns a ``float`` of the team's PDO while the player is on ice at
even strength, equal to the team's shooting percentage + save
percentage. Percentage ranges from 0-100.
"""
return self._pdo
@_float_property_decorator
def offensive_zone_start_percentage(self):
"""
Returns a ``float`` of the percentage of faceoffs that occur in the
offensive zone while the player is on ice. Percentage ranges from
0-100.
"""
return self._offensive_zone_start_percentage
@_float_property_decorator
def defensive_zone_start_percentage(self):
"""
Returns a ``float`` of the percentage of faceoffs that occur in the
defensive zone whil the player is on ice. Percentage ranges from
0-100.
"""
return self._defensive_zone_start_percentage
@_int_property_decorator
def goals_created(self):
"""
Returns an ``int`` of the number of goals the player created, equal to
(goals + assists * 0.5) * team_goals / (team_goals + team_assists *
0.5).
"""
return self._goals_created
@_int_property_decorator
def adjusted_goals(self):
"""
Returns an ``int`` of the adjusted number of goals the player has
scored.
"""
return self._adjusted_goals
@_int_property_decorator
def adjusted_assists(self):
"""
Returns an ``int`` of the adjusted number of goals the player has
assisted.
"""
return self._adjusted_assists
@_int_property_decorator
def adjusted_points(self):
"""
Returns an ``int`` of the adjusted number of points the player has
gained.
"""
return self._adjusted_points
@_int_property_decorator
def adjusted_goals_created(self):
"""
Returns an ``int`` of the adjusted number of goals the player created.
"""
return self._adjusted_goals_created
@_int_property_decorator
def total_goals_for_on_ice(self):
"""
Returns an ``int`` of the total number of goals for while the player
was on ice.
"""
return self._total_goals_for_on_ice
@_int_property_decorator
def power_play_goals_for_on_ice(self):
"""
Returns an ``int`` of the total number of power play goals for while
the player was on ice.
"""
return self._power_play_goals_for_on_ice
@_int_property_decorator
def total_goals_against_on_ice(self):
"""
Returns an ``int`` of the total number of goals against while the
player was on ice.
"""
return self._total_goals_against_on_ice
@_int_property_decorator
def power_play_goals_against_on_ice(self):
"""
Returns an ``int`` of the total number of power play goals against
while the player was on ice.
"""
return self._power_play_goals_against_on_ice
@_float_property_decorator
def offensive_point_shares(self):
"""
Returns a ``float`` of the player's offensive point share, equal to the
approximate number of points the player contributed to while on
offense.
"""
return self._offensive_point_shares
@_float_property_decorator
def defensive_point_shares(self):
"""
Returns a ``float`` of the player's denensive point share, equal to the
approximate number of points the player contributed to while on
defense.
"""
return self._defensive_point_shares
@_float_property_decorator
def point_shares(self):
"""
Returns a ``float`` of the player's total point share, equal to the sum
of the player's offensive and defensive point share.
"""
return self._point_shares
@_int_property_decorator
def shootout_attempts(self):
"""
Returns an ``int`` of the number of shootouts the player attempted.
"""
return self._shootout_attempts
@_int_property_decorator
def shootout_goals(self):
"""
Returns an ``int`` of the number of shootout goals the player scored.
"""
return self._shootout_goals
@_int_property_decorator
def shootout_misses(self):
"""
Returns an ``int`` of the number of shootouts the player failed to
score.
"""
return self._shootout_misses
@_float_property_decorator
def shootout_percentage(self):
"""
Returns a ``float`` of the percentage of shootouts the player scores
in. Percentage ranges from 0-100.
"""
return self._shootout_percentage
@_int_property_decorator
def wins(self):
"""
Returns an ``int`` of the number of times the team won while the player
is in goal.
"""
return self._wins
@_int_property_decorator
def losses(self):
"""
Returns an ``int`` of the number of times the team lost while the
player is in goal.
"""
return self._losses
@_int_property_decorator
def ties_plus_overtime_loss(self):
"""
Returns an ``int`` of the number of times the team has either tied or
lost in overtime or a shootout while the player is in goal.
"""
return self._ties_plus_overtime_loss
@_int_property_decorator
def goals_against(self):
"""
Returns an ``int`` of the number of goals the opponent scored on the
player while in goal.
"""
return self._goals_against
@_int_property_decorator
def shots_against(self):
"""
Returns an ``int`` of the number of shots the opponent took while the
player is in goal.
"""
return self._shots_against
@_int_property_decorator
def saves(self):
"""
Returns an ``int`` of the number of shots the player has saved while in
goal.
"""
return self._saves
@_float_property_decorator
def save_percentage(self):
"""
Returns a ``float`` of the percentage of shots the player has saved.
Percentage ranges from 0-1.
"""
return self._save_percentage
@_float_property_decorator
def goals_against_average(self):
"""
Returns a ``float`` of the average number of goals the opponent has
scored per game while the player is in goal.
"""
return self._goals_against_average
@_int_property_decorator
def shutouts(self):
"""
Returns an ``int`` of the number of shutouts the player has registered
while in goal.
"""
return self._shutouts
@_int_property_decorator
def minutes(self):
"""
Returns an ``int`` of the total number of minutes the player has spent
in goal.
"""
return self._minutes
@_int_property_decorator
def quality_starts(self):
"""
Returns an ``int`` of the number of quality starts the player has had,
equal to starting out with an in-game save percentage greater than the
player's average save percentage for the year.
"""
return self._quality_starts
@_float_property_decorator
def quality_start_percentage(self):
"""
Returns a ``float`` of the percentage of the player's starts that are
considered quality starts while in goal. Percentage ranges from 0-1.
"""
return self._quality_start_percentage
@_int_property_decorator
def really_bad_starts(self):
"""
Returns an ``int`` of the number of really bad starts the player has
had, equal to starting out with an in-game save percentage less than
85%.
"""
return self._really_bad_starts
@_int_property_decorator
def goal_against_percentage_relative(self):
"""
Returns an ``int`` of the player's goals against average compared to
the league average where 100 is an average player and 0 means the
player saved every single shot.
"""
return self._goal_against_percentage_relative
@_float_property_decorator
def goals_saved_above_average(self):
"""
Returns a ``float`` of the number of goals the player saved above the
league average.
"""
return self._goals_saved_above_average
@_float_property_decorator
def adjusted_goals_against_average(self):
"""
Returns a ``float`` of the adjusted goals against average for the
player while in goal.
"""
return self._adjusted_goals_against_average
@_float_property_decorator
def goalie_point_shares(self):
"""
Returns a ``float`` of the player's point share while in goal.
"""
return self._goalie_point_shares
@_int_property_decorator
def even_strength_shots_faced(self):
"""
Returns an ``int`` of the number of shots the player has faced while at
even strength.
"""
return self._even_strength_shots_faced
@_int_property_decorator
def even_strength_goals_allowed(self):
"""
Returns an ``int`` of the number of goals the player allowed in goal
while at even strength.
"""
return self._even_strength_goals_allowed
@_float_property_decorator
def even_strength_save_percentage(self):
"""
Returns a ``float`` of the player's save percentage while at even
strength.
"""
return self._even_strength_save_percentage
@_int_property_decorator
def power_play_shots_faced(self):
"""
Returns an ``int`` of the number of shots the player has faced while on
a power play.
"""
return self._power_play_shots_faced
@_int_property_decorator
def power_play_goals_allowed(self):
"""
Returns an ``int`` of the number of goals the player allowed in goal
while on a power play.
"""
return self._power_play_goals_allowed
@_float_property_decorator
def power_play_save_percentage(self):
"""
Returns a ``float`` of the player's save percentage while on a power
play.
"""
return self._power_play_save_percentage
@_int_property_decorator
def short_handed_shots_faced(self):
"""
Returns an ``int`` of the number of shots the player has faced while
short handed.
"""
return self._short_handed_shots_faced
@_int_property_decorator
def short_handed_goals_allowed(self):
"""
Returns an ``int`` of the number of goals the player allowed in goal
while short handed.
"""
return self._short_handed_goals_allowed
@_float_property_decorator
def short_handed_save_percentage(self):
"""
Returns a ``float`` of the player's save percentage while short handed.
"""
return self._short_handed_save_percentage
[docs]class Roster(object):
"""
Get stats for all players on a roster.
Request a team's roster for a given season and create instances of the
Player class for each player, containing a detailed list of the player's
statistics and information.
Parameters
----------
team : string
The team's abbreviation, such as 'DET' for the Detroit Red Wings.
year : string (optional)
The 6-digit year to pull the roster from, such as '2017-18'. If left
blank, defaults to the most recent season.
"""
def __init__(self, team, year=None):
self._team = team
self._players = []
self._find_players(year)
def _pull_team_page(self, url):
"""
Download the team page.
Download the requested team's season page and create a PyQuery object.
Parameters
----------
url : string
A string of the built URL for the requested team and season.
Returns
-------
PyQuery object
Returns a PyQuery object of the team's HTML page.
"""
try:
return pq(utils._remove_html_comment_tags(pq(url)))
except HTTPError:
return None
def _create_url(self, year):
"""
Build the team URL.
Build a URL given a team's abbreviation and the 6-digit year.
Parameters
----------
year : string
The 6-digit string representing the year to pull the team's roster
from.
Returns
-------
string
Returns a string of the team's season page for the requested team
and year.
"""
return ROSTER_URL % (self._team.lower(), year)
def _get_id(self, player):
"""
Parse the player ID.
Given a PyQuery object representing a single player on the team roster,
parse the player ID and return it as a string.
Parameters
----------
player : PyQuery object
A PyQuery object representing the player information from the
roster table.
Returns
-------
string
Returns a string of the player ID.
"""
return player('td[data-stat="player"]').attr('data-append-csv')
def _find_players(self, year):
"""
Find all player IDs for the requested team.
For the requested team and year (if applicable), pull the roster table
and parse the player ID for all players on the roster and create an
instance of the Player class for the player. All player instances are
added to the 'players' property to get all stats for all players on a
team.
Parameters
----------
year : string
The 6-digit string representing the year to pull the team's roster
from.
"""
if not year:
year = utils._find_year_for_season('nhl')
url = self._create_url(year)
page = self._pull_team_page(url)
if not page:
output = ("Can't pull requested team page. Ensure the following "
"URL exists: %s" % url)
raise ValueError(output)
for player in page('table#roster tbody tr').items():
player_id = self._get_id(player)
player_instance = Player(player_id)
self._players.append(player_instance)
@property
def players(self):
"""
Returns a ``list`` of player instances for each player on the requested
team's roster.
"""
return self._players