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January 9, 2018 01:25
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Grabs NBA play-by-play data for a given date range. Example usage: python espn_nba.py 2013-12-24 2013-12-26
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from bs4 import BeautifulSoup | |
from urllib2 import urlopen | |
from datetime import datetime, timedelta | |
from time import sleep | |
import sys | |
import csv | |
# CONSTANTS | |
ESPN_URL = "http://scores.espn.go.com" | |
def make_soup(url): | |
return BeautifulSoup(urlopen(url), "lxml") | |
def get_games(date): | |
""" | |
Gets all the play-by-play URLs for a given date (YYYYMMDD). | |
Fair warning: ESPN doesn't have play-by-play data for all games. | |
""" | |
soup = make_soup(ESPN_URL + | |
"/nba/scoreboard?date={0}".format('20131225')) | |
games = soup.find_all("div", | |
{"class": lambda x: x and x.lower().endswith("expand-gamelinks")}) | |
link_sets = [game.find_all("a") for game in games] | |
play_by_plays = [] | |
for link_set in link_sets: | |
for link in link_set: | |
href = link.get("href") | |
if "playbyplay" in href: | |
play_by_plays.append(href) | |
return play_by_plays | |
def get_play_by_play(pbp_path, quarter): | |
"Returns the play-by-play data for a given game id." | |
soup = make_soup(ESPN_URL + pbp_path + "&period=" + quarter) | |
table = soup.find("table", "mod-data") | |
rows = [row.find_all("td") for row in table.find_all("tr", | |
lambda x: x in ("odd", "even"))] | |
data = [] | |
for row in rows: | |
values = [] | |
for value in row: | |
if value.string is None: | |
values.append(u"") | |
else: | |
values.append(value.string.replace(u"\xa0", u"")) | |
# handle timeouts being colspan=3 | |
# repeat the timeout or note in the other columns | |
if len(values) != 4: | |
values = [values[0], values[1], values[1], values[1]] | |
data.append(values) | |
return data | |
if __name__ == '__main__': | |
try: | |
START_DATE = datetime.strptime(sys.argv[1], "%Y-%m-%d") | |
END_DATE = datetime.strptime(sys.argv[2], "%Y-%m-%d") | |
except IndexError: | |
print "I need a start and end date ('YYYY-MM-DD')." | |
sys.exit() | |
d = START_DATE | |
delta = timedelta(days=1) | |
while d <= END_DATE: | |
print "Getting data for: {0}".format(d.strftime("%Y-%m-%d")) | |
games = get_games(d.strftime("%Y%m%d")) | |
for game in games: | |
game_id = game.lower().split("gameid=")[1] | |
for quarter in ['1','2','3','4']: #4 quarters in a game | |
write_style = "w" if quarter=="1" else "a" #create/overwrite if first quarter, append other quarters. | |
try: | |
print "Writing data for game: {0}".format(game_id) | |
#Create the nba-play-data directory first, or any other directory you want the psv files to be saved in. | |
#my file is at /Users/Drew/Documents/nba-play-data/ as you can see below. | |
with open("/Users/Drew/Documents/nba-play-data/" + str(d.date()) + "_" + game_id + ".psv", write_style) as f: | |
writer = csv.writer(f, delimiter="|") | |
writer.writerow(["time", "away", "score", "home"]) | |
writer.writerows(get_play_by_play(game, quarter)) | |
except UnicodeEncodeError: | |
print "Unable to write data for game: {0}".format(game_id) + " quarter: {0}".format(quarter) | |
print "Moving on ..." | |
continue | |
d += delta | |
sleep(2) # be nice | |
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