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eplstats.py
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eplstats.py
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#-*-coding:utf8-*-
'''
eplstats.py
Get basic English Premier League fantasy stats from remote sources.
---
Usage:
>>> downloader = eplstats.Downloader(
source='premierleague',
username='your@email.com',
password='password'
)
>>> downloader.get(position)
---
Possible values of `position` are:
* keepers
* defenders
* midfielders
* forwards
Possible sources are:
* premierleague Official English Premier League website
* espn ESPN Fantasy Soccer server
Note `premierleague` provides injury statistics as well.
Request returns list of all Players from remote server with most recent data.
Player instances definitely have the following attributes:
* first_name
* last_name
* total_points (fantasy points)
* average_points (average fantasy points per week)
* club (club for which player plays)
* cost (salary for player)
* ownership (percent of people who chose this player, as decimal)
* position
Players from ESPN source in addition have the following fields:
* rank (fantasy ranking, determined by ESPN)
* place (coming week is home or away ("H" or "A"))
* opponent (coming week's opponent)
* cap_change (increase or decrease in salary, per floating cap rules)
* own_change (percent increase or decrease of ownership, as decimal)
Players from EPL Fantasy source in addition have the following fields:
* added ISO timestamp
* assists
* bonus
* bps
* chance_of_playing_next_round
* chance_of_playing_this_round
* clean_sheets
* event_cost (Note: in hundred thousands, not millions)
* event_points
* goals_conceded
* goals_scored
* last_season_points
* max_cost (Note: in hundred thousands, not millions)
* min_cost (Note: in hundred thousands, not millions)
* minutes
* news
* news_added
* news_return
* news_updated
* original_cost (Note: in hundred thousands, not millions)
* own_goals
* penalties_missed
* penalties_saved
* red_cards
* saves
* selected
* status
* transfers_balance
* transfers_in
* transfers_in_event
* transfers_out
* transfers_out_event
* value_form
* value_season
* web_name
* yellow_cards
---
Accessors are functional as of August 15, 2013 but the remote endpoints are
liable to change without notice. In addition, accessing these endpoints
programmatically and using the data obtained thereby may be in violation of
the remote site's terms of service.
---
Joe Nudell
'''
import urllib
import urllib2
import cookielib
import re
import json
from bs4 import BeautifulSoup as bs
from getpass import getpass
from sys import stderr, exit
class Player(object):
def __init__(self):
self.first_name = ''
self.last_name = ''
self.total_points = 0
self.average_points = 0.
self.rank = 0
self.club = ''
self.cost = 0.
self.opponent = ''
self.place = ''
self.cap_change = 0.
self.own_change = 0.
self.ownership = 0.
def get(self, val, default=None):
return self.__dict__.get(val, default)
def __repr__(self):
return "<Player %s %s (%s)>" % \
(
self.first_name.encode('ascii', 'replace'),
self.last_name.encode('ascii', 'replace'),
self.club.encode('ascii','replace')
)
def toInt(v):
_d = re.sub(r'[^\d]', '', v)
if not len(_d):
_d = 0
return int(_d)
def toFloat(v):
_f = re.sub(r'[^\d\.]', '', v)
if not len(_f):
_f = 0.
return float(_f)
def get_by_id(soup, tag, id_):
el = soup.find(tag, attrs={'id': id_})
if el is not None:
return el.text.encode('utf8')
return ''
def get_by_class(soup, tag, class_):
el = soup.find(tag, attrs={'class': class_})
if el is not None:
return el.text.encode('utf8')
return ''
def get_by_tag(soup, tag):
el = soup.find(tag)
if el is not None:
return el.text.encode('utf8')
return ''
def retryq(msg="Try again?"):
t = raw_input("%s " % msg).strip()
return (t+"es")[:3].lower() == 'yes'
class Downloader(object):
defaults = {
'season' : 2014
}
_espn_data = {
'url' : "http://games.espn.go.com/premier-fantasy/%d/en_GB/format/ajax/getPlayersTable?entryID=1&ssid=1&slotID=%d&filter=&view=&spid=39",
'pos_id_map' : {
'keepers': 1,
'defenders' : 3,
'midfielders' : 8,
'forwards': 13
}
}
_pl_data = {
'login_url' : \
'https://users.premierleague.com/PremierUser/j_spring_security_check',
'url' : 'https://fantasy.premierleague.com/a/squad/selection',
'aliases' : {
'now_cost' : 'cost',
'second_name': 'last_name',
'element_type_id' : 'position',
'points_per_game' : 'average_points',
'team_id' : 'club',
'selected_by_percent' : 'ownership'
},
'transforms' : {
'cost' : lambda c: c/10.,
'position' : lambda i: {
1: 'keepers',
2: 'defenders',
3: 'midfielders',
4: 'forwards'
}[i],
'chance_of_playing_this_round' : \
lambda c: c/100. if c is not None else 1.,
'chance_of_playing_next_round' : \
lambda c: c/100. if c is not None else 1.,
'club' : \
lambda c: c,
'ownership' : lambda c: c/100.
}
}
def __init__(self, source=None, username='', password=''):
'''Source must be `espn` or `premierleague`.'''
self.username = username
self.password = password
self.source = source
self._cache = dict()
self.cookiejar = cookielib.CookieJar()
self.opener = urllib2.build_opener(
urllib2.HTTPRedirectHandler(),
urllib2.HTTPHandler(debuglevel=0),
urllib2.HTTPSHandler(debuglevel=0),
urllib2.HTTPCookieProcessor(self.cookiejar),
urllib2.ProxyHandler() # Auto-detect proxies
)
self.opener.addheaders = [
('User-agent', 'Mozilla/5.0')
]
def get(self, position, source=None, season=None, adjustments=None):
'''Retrieve data from remote site for given position'''
if season is None:
season = self.defaults['season']
if source is None:
source = self.source
source = source.lower().strip()
if source=='espn':
return self.get_espn(position, season)
elif source=='pl' or source=='premierleague':
return self.get_pl(position, season, adjustments)
else:
raise NotImplemented("Unrecognized stats source `%s`" % source)
def login_to_pl(self, username=None, password=None):
'''Log in to Premier League fantasy website'''
if username is None:
username = self.username
if password is None:
password = self.password
# Build request
data = {
'j_username' : username,
'j_password' : password,
'redirectUrl' : ''
}
# Execute request, should set a cookie when logged in
success = True
try:
html = self.opener\
.open(self._pl_data['login_url'], urllib.urlencode(data))\
.read()
except urllib2.HTTPError as e:
raise AccessError(\
"Login to Premier League website failed with error: %d (%s)" \
% (e.code, str(e.reason)))
success = False
return success and self._pl_test_login(html)
def interpret_pl_data(self, data):
'''Take raw data from the website as dict (via json) and expand it
into more sensible player data.'''
raw_player_data = data['elInfo']
field_map = data['elStat']
team_map = data['teamInfo']
# Install transform for team_map
self._pl_data['transforms']['club'] = \
lambda c: team_map[c]['short_name']
aliases = self._pl_data['aliases']
transforms = self._pl_data['transforms']
self._cache['raw_data'] = data
# Create list of field labels
field_labels = []
for key, val in field_map.iteritems():
while len(field_labels) <= val:
field_labels.append("f_%d" % (len(field_labels)-1))
if key in aliases:
# Some keys should be renamed to play nice with optimizer
key = aliases[key]
field_labels[val] = str(key)
players = []
for player_data_list in raw_player_data:
try:
new_player = Player()
for i, value in enumerate(player_data_list):
field = field_labels[i]
if field in transforms:
# Apply transformation to value if needed
value = transforms[field](value)
setattr(new_player, field, value)
players.append(new_player)
except TypeError as e:
# There is at least one NoneType that will be encountered.
# Ignore it.
print >>stderr, "Warning: %s" % str(e)
pass
return players
def _pl_test_login(self, html=None):
url = self._pl_data['url']
logged_in = True
if html is None:
# Site hasn't been accessed yet
try:
html = self.opener.open(url)
except urllib2.HTTPError as e:
if e.code==403:
logged_in = False
else:
# A non-403 error was received from PL site. This means
# an unknown login status (there was a separate issue)
print >>stderr, "Can't access Premier League site: %s" \
% str(e)
return None
# Now check HTML to see that there's no login form
soup = bs(html)
pwd = soup.find('input', attrs={"id": "id_password"})
err = soup.find('p', attrs={'class': 'ismError'})
err2 = soup.find('label',
attrs={'class':'error', 'for':'j_password'})
if pwd is not None or err is not None:
logged_in = False
if err2 is not None:
print >>stderr, "Remote Error: %s" % err2.text.encode('utf8')
logged_in = False
# These are all the good heuristics so far
return logged_in
def _pl_login_mediator(self):
'''Set up login to EPL site. Returns string retry, fail, or success.'''
print >>stderr, "Need to log in to Premier League website."
# Prompt for username / password as needed
if len(self.username)<1:
username = raw_input("Username> ").strip()
else:
username = self.username
if len(self.password)<1:
password = getpass("Password> ").strip()
else:
password = self.password
# Attempt login
print >>stderr, "Logging in ..."
try:
s = self.login_to_pl(username=username, password=password)
except Exception as er:
print >>stderr, "Error: %s" % str(er)
s = False
if not s:
# couldn't log in.
print >>stderr, "Login did not succeed."
retry = retryq()
return "retry" if retry else "fail"
else:
# Login succeeded
self.username = username
self.password = password
return "success"
def get_pl(self, position, season=None, adjustments=None):
'''Get players / stats for given position, saving adjustments in
given file.'''
if season is None:
season = self.defaults['season']
player_data = dict()
if 'pldata' in self._cache:
# Pl data is cached to limit server load
player_data = self._cache['pldata']
else:
# Try to connect to PL website
# Check login
logged_in = self._pl_test_login()
retry = True
while not logged_in and retry:
resp = self._pl_login_mediator()
if resp == 'success':
logged_in = True
elif resp == 'retry':
print >>stderr, "Retrying login ..."
retry = True
elif resp == 'fail':
print >>stderr, "Failed to get stats."
retry = False
else:
print >>stderr, "Unknown response:", resp
retry = False
if not logged_in:
return []
else:
print >>stderr, "Successfully logged in."
# Get the actual site
html = self.opener.open(self._pl_data['url'])
# Successfully loaded PL website in `html` variable
soup = bs(html)
# Pull out JSON data
data_s = soup.find('script', attrs={'type':'application/json'})
data = json.loads(data_s.text.encode('utf8'))
# Comprehend data from the site
player_data = self.interpret_pl_data(data)
# now cache data
self._cache['pldata'] = player_data
# Now `player_data` has all the info from the website, and it
# is well-formatted as instances of Player.
if adjustments is not None:
self._pl_write_adjustments(adjustments, player_data)
# Return all players matching `position`
position = position.lower()
return [player for player in player_data if player.position==position]
def _pl_write_adjustments(self, adjfile, player_data):
# Write adjustments to external file
# Find players that need adjusting
to_adjust = [p for p in player_data
if p.chance_of_playing_next_round<1.]
with open(adjfile, 'w') as fh:
row_format = u"{:<20}{:<20}{:<10}{:<20}{:<60}"
print >>fh, row_format.format(
"First Name", "Last Name", "Club", "Adjustment", "Notes"
)
for player in to_adjust:
print >>fh, row_format.format(
player.first_name.encode('ascii', 'replace'),
player.last_name.encode('ascii', 'replace'),
player.club,
player.chance_of_playing_next_round,
player.news
)
def get_espn(self, position, season=2014):
'''Get players / stats for given position in given season.
IMPORTANT! Currently ESPN endpoint doesn't support any seasons other
than the current one, 2014.'''
base_url = self._espn_data['url']
_pos_id_map = self._espn_data['pos_id_map']
pos_lbl = position
position = _pos_id_map.get(position, None)
if position is None:
raise ValueError("No position given")
url = base_url % (season, position)
html = self.opener.open(url).read()
soup = bs(html)
rows = soup.find('tbody').find_all('tr')
players = []
for row in rows:
# pluck some key info out of the rows, store it in a Player
np = Player()
np.first_name = get_by_id(row, 'span', 'pFN')
np.last_name = get_by_id(row, 'span', 'pLN')
np.total_points = toInt(get_by_class(row, 'td', 'st-fpts'))
np.average_points = toFloat(get_by_class(row, 'td', 'st-favg'))
np.rank = toInt(get_by_class(row, 'td', 'st-frnk'))
np.club = get_by_class(row, 'span', 'player_team')
np.cost = toFloat(get_by_class(row, 'td', 'player_cost'))
np.position = pos_lbl
_ops = [f.strip(")") for f
in get_by_class(row, 'span', 'player_opp').split("(")]
np.opponent, np.place = _ops if len(_ops)==2 else ['Unknown']*2
np.cap_change = toFloat(get_by_class(row, 'td','player_capChange'))
try:
np.own_change = toFloat(get_by_tag('em')) / 100.
except:
np.own_change = 0.
np.ownership = toFloat(row.find('td',
attrs={'class':'st-frnk'})\
.find_next('td')\
.text.encode('utf8')) / 100.
players.append(np)
return players
## -- Exceptions -- ##
def AccessError(Exception):
def __init__(self, msg):
self.msg = msg
def __str__(self):
return repr(self.msg)