Reputation: 380
I'm trying to get the follower count of companies and track it over time. I have over 200 000 companies so the code I currently have would literally take years to run with current api limit.
c = tweepy.Cursor(api.followers_ids, id = a)
ids = []
for id in c.items():
time.sleep(0.01)
ids.append(id) '
In this code its one api hit for every follower. I was wondering if there is a function that just gives a follower count as a number? Also what is the twitter api limit?
Upvotes: 2
Views: 2538
Reputation: 515
Each API requests returns at most 5000 followers IDs at a time, to retrieve all the followers of the 200 000 companies, here is a very useful script from the book Mining the social web by Matthew A. Russell to solve the twitter api limit
to make robust twitter request and to access twitter's API Matthew defined these methods :
import sys
import time
from urllib2 import URLError
from httplib import BadStatusLine
import json
import twitter
def oauth_login():
CONSUMER_KEY = ''
CONSUMER_SECRET = ''
OAUTH_TOKEN = ''
OAUTH_TOKEN_SECRET = ''
auth = twitter.oauth.OAuth(OAUTH_TOKEN, OAUTH_TOKEN_SECRET,
CONSUMER_KEY, CONSUMER_SECRET)
twitter_api = twitter.Twitter(auth=auth)
return twitter_api
def make_twitter_request(twitter_api_func, max_errors=10, *args, **kw):
# A nested helper function that handles common HTTPErrors. Return an updated
# value for wait_period if the problem is a 500 level error. Block until the
# rate limit is reset if it's a rate limiting issue (429 error). Returns None
# for 401 and 404 errors, which requires special handling by the caller.
def handle_twitter_http_error(e, wait_period=2, sleep_when_rate_limited=True):
if wait_period > 3600: # Seconds
print >> sys.stderr, 'Too many retries. Quitting.'
raise e
# See https://dev.twitter.com/docs/error-codes-responses for common codes
if e.e.code == 401:
print >> sys.stderr, 'Encountered 401 Error (Not Authorized)'
return None
elif e.e.code == 404:
print >> sys.stderr, 'Encountered 404 Error (Not Found)'
return None
elif e.e.code == 429:
print >> sys.stderr, 'Encountered 429 Error (Rate Limit Exceeded)'
if sleep_when_rate_limited:
print >> sys.stderr, "Retrying in 15 minutes...ZzZ..."
sys.stderr.flush()
time.sleep(60*15 + 5)
print >> sys.stderr, '...ZzZ...Awake now and trying again.'
return 2
else:
raise e # Caller must handle the rate limiting issue
elif e.e.code in (500, 502, 503, 504):
print >> sys.stderr, 'Encountered %iError. Retrying in %iseconds' %\
(e.e.code, wait_period)
time.sleep(wait_period)
wait_period *= 1.5
return wait_period
else:
raise e
# End of nested helper function
wait_period = 2
error_count = 0
while True:
try:
return twitter_api_func(*args, **kw)
except twitter.api.TwitterHTTPError, e:
error_count = 0
wait_period = handle_twitter_http_error(e, wait_period)
if wait_period is None:
return
except URLError, e:
error_count += 1
print >> sys.stderr, "URLError encountered. Continuing."
if error_count > max_errors:
print >> sys.stderr, "Too many consecutive errors...bailing out."
raise
except BadStatusLine, e:
error_count += 1
print >> sys.stderr, "BadStatusLine encountered. Continuing."
if error_count > max_errors:
print >> sys.stderr, "Too many consecutive errors...bailing out."
raise
here is the methods to retrieve the friends and the followers :
from functools import partial
from sys import maxint
def get_friends_followers_ids(twitter_api, screen_name=None, user_id=None,
friends_limit=maxint, followers_limit=maxint):
# Must have either screen_name or user_id (logical xor)
assert (screen_name != None) != (user_id != None),\
"Must have screen_name or user_id, but not both"
# See https://dev.twitter.com/docs/api/1.1/get/friends/ids and
# https://dev.twitter.com/docs/api/1.1/get/followers/ids for details
# on API parameters
get_friends_ids = partial(make_twitter_request, twitter_api.friends.ids,
count=5000)
get_followers_ids = partial(make_twitter_request,twitter_api.followers.ids,
count=5000)
friends_ids, followers_ids = [], []
for twitter_api_func, limit, ids, label in [
[get_friends_ids, friends_limit, friends_ids, "friends"],
[get_followers_ids, followers_limit, followers_ids, "followers"]
]:
if limit == 0: continue
cursor = -1
while cursor != 0:
# Use make_twitter_request via the partially bound callable...
if screen_name:
response = twitter_api_func(screen_name=screen_name, cursor=cursor)
else: # user_id
response = twitter_api_func(user_id=user_id, cursor=cursor)
if response is not None:
ids += response['ids']
cursor = response['next_cursor']
print >> sys.stderr, 'Fetched {0} total {1} ids for{2}'.format(len(ids),
label, (user_id or screen_name))
# XXX: You may want to store data during each iteration to provide
# an additional layer of protection from exceptional circumstances
if len(ids) >= limit or response is None:
break
# Do something useful with the IDs, like store them to disk...
return friends_ids[:friends_limit], followers_ids[:followers_limit]
# Sample usage
twitter_api = oauth_login()
friends_ids, followers_ids =get_friends_followers_ids(twitter_api,
screen_name="SocialWebMining",
friends_limit=10,
followers_limit=10)
print friends_ids
print followers_ids
Upvotes: 1