Twitter GraphQL API implementation with SNScrape data models.
pip install twscrape
Or development version:
pip install git+https://github.com/vladkens/twscrape.git
- Support both Search & GraphQL Twitter API
- Async/Await functions (can run multiple scrapers in parallel at the same time)
- Login flow (with receiving verification code from email)
- Saving/restoring account sessions
- Raw Twitter API responses & SNScrape models
- Automatic account switching to smooth Twitter API rate limits
Since this project works through an authorized API, accounts need to be added. You can register and add an account yourself. You can also google sites that provide these things.
The email password is needed to get the code to log in to the account automatically (via imap protocol).
Data models:
import asyncio
from twscrape import API, gather
from twscrape.logger import set_log_level
async def main():
api = API() # or API("path-to.db") - default is `accounts.db`
# ADD ACCOUNTS (for CLI usage see BELOW)
await api.pool.add_account("user1", "pass1", "u1@example.com", "mail_pass1")
await api.pool.add_account("user2", "pass2", "u2@example.com", "mail_pass2")
await api.pool.login_all()
# or add account with COOKIES (with cookies login not required)
cookies = "abc=12; ct0=xyz" # or '{"abc": "12", "ct0": "xyz"}'
await api.pool.add_account("user3", "pass3", "u3@mail.com", "mail_pass3", cookies=cookies)
# API USAGE
# search (latest tab)
await gather(api.search("elon musk", limit=20)) # list[Tweet]
# change search tab (product), can be: Top, Latest (default), Media
await gather(api.search("elon musk", limit=20, kv={"product": "Top"}))
# tweet info
tweet_id = 20
await api.tweet_details(tweet_id) # Tweet
await gather(api.retweeters(tweet_id, limit=20)) # list[User]
# Note: this method have small pagination from X side, like 5 tweets per query
await gather(api.tweet_replies(tweet_id, limit=20)) # list[Tweet]
# get user by login
user_login = "xdevelopers"
await api.user_by_login(user_login) # User
# user info
user_id = 2244994945
await api.user_by_id(user_id) # User
await gather(api.following(user_id, limit=20)) # list[User]
await gather(api.followers(user_id, limit=20)) # list[User]
await gather(api.verified_followers(user_id, limit=20)) # list[User]
await gather(api.subscriptions(user_id, limit=20)) # list[User]
await gather(api.user_tweets(user_id, limit=20)) # list[Tweet]
await gather(api.user_tweets_and_replies(user_id, limit=20)) # list[Tweet]
# list info
list_id = 123456789
await gather(api.list_timeline(list_id))
# NOTE 1: gather is a helper function to receive all data as list, FOR can be used as well:
async for tweet in api.search("elon musk"):
print(tweet.id, tweet.user.username, tweet.rawContent) # tweet is `Tweet` object
# NOTE 2: all methods have `raw` version (returns `httpx.Response` object):
async for rep in api.search_raw("elon musk"):
print(rep.status_code, rep.json()) # rep is `httpx.Response` object
# change log level, default info
set_log_level("DEBUG")
# Tweet & User model can be converted to regular dict or json, e.g.:
doc = await api.user_by_id(user_id) # User
doc.dict() # -> python dict
doc.json() # -> json string
if __name__ == "__main__":
asyncio.run(main())
In order to correctly release an account in case of break
in loop, a special syntax must be used. Otherwise, Python's events loop will release lock on the account sometime in the future. See explanation here.
from contextlib import aclosing
async with aclosing(api.search("elon musk")) as gen:
async for tweet in gen:
if tweet.id < 200:
break
# show all commands
twscrape
# help on specific comand
twscrape search --help
To add accounts use add_accounts
command. Command syntax is:
twscrape add_accounts <file_path> <line_format>
Where:
<line_format>
is format of line if accounts file splited by delimeter. Possible tokens:
username
– requiredpassword
– requiredemail
– requiredemail_password
– to receive email code (you can use--manual
mode to get code)cookies
– can be any parsable format (string, json, base64 string, etc)_
– skip column from parse
Tokens should be splited by delimeter, usually ":
" used.
Example:
I have account files named order-12345.txt
with format:
username:password:email:email password:user_agent:cookies
Command to add accounts will be (user_agent column skiped with _
):
twscrape add_accounts ./order-12345.txt username:password:email:email_password:_:cookies
Note: If you added accounts with cookies, login not required.
Run:
twscrape login_accounts
twscrape
will start login flow for each new account. If X will ask to verify email and you provided email_password
in add_account
, then twscrape
will try to receive verification code by IMAP protocol. After success login account cookies will be saved to db file for future use.
In case your email provider not support IMAP protocol (ProtonMail, Tutanota, etc) or IMAP is disabled in settings, you can enter email verification code manually. To do this run login command with --manual
flag.
Example:
twscrape login_accounts --manual
twscrape relogin user1 user2 --manual
twscrape relogin_failed --manual
twscrape accounts
# Output:
# username logged_in active last_used total_req error_msg
# user1 True True 2023-05-20 03:20:40 100 None
# user2 True True 2023-05-20 03:25:45 120 None
# user3 False False None 120 Login error
It is possible to re-login specific accounts:
twscrape relogin user1 user2
Or retry login for all failed logins:
twscrape relogin_failed
Useful if using a different set of accounts for different actions
twscrape --db test-accounts.db <command>
twscrape search "QUERY" --limit=20
twscrape tweet_details TWEET_ID
twscrape tweet_replies TWEET_ID --limit=20
twscrape retweeters TWEET_ID --limit=20
twscrape user_by_id USER_ID
twscrape user_by_login USERNAME
twscrape following USER_ID --limit=20
twscrape followers USER_ID --limit=20
twscrape verified_followers USER_ID --limit=20
twscrape subscriptions USER_ID --limit=20
twscrape user_tweets USER_ID --limit=20
twscrape user_tweets_and_replies USER_ID --limit=20
The default output is in the console (stdout), one document per line. So it can be redirected to the file.
twscrape search "elon mask lang:es" --limit=20 > data.txt
By default, parsed data is returned. The original tweet responses can be retrieved with --raw
flag.
twscrape search "elon mask lang:es" --limit=20 --raw
There are few options to use proxies.
- You can add proxy per account
proxy = "http://login:pass@example.com:8080"
await api.pool.add_account("user4", "pass4", "u4@mail.com", "mail_pass4", proxy=proxy)
- You can use global proxy for all accounts
proxy = "http://login:pass@example.com:8080"
api = API(proxy=proxy)
doc = await api.user_by_login("elonmusk")
- Use can set proxy with environemt variable
TWS_RPOXY
:
TWS_PROXY=socks5://user:pass@127.0.0.1:1080 twscrape user_by_login elonmusk
- You can change proxy any time like:
api.proxy = "socks5://user:pass@127.0.0.1:1080"
doc = await api.user_by_login("elonmusk") # new proxy will be used
api.proxy = None
doc = await api.user_by_login("elonmusk") # no proxy used
- Proxy priorities
api.proxy
have top priorityenv.proxy
will be used ifapi.proxy
is Noneacc.proxy
have lowest priotity
So if you want to use proxy PER ACCOUNT, do NOT override proxy with env variable or by passing proxy param to API.
Note: If proxy not working, exception will be raised from API class.
TWS_WAIT_EMAIL_CODE
– timeout for email verification code during login (default:30
, in seconds)TWS_RAISE_WHEN_NO_ACCOUNT
– raiseNoAccountError
exception when no available accounts right now, instead of waiting for availability (default:false
, possible value:false
/0
/true
/1
)
After 1 July 2023 Twitter introduced new limits and still continue to update it periodically.
The basic behaviour is as follows:
- the request limit is updated every 15 minutes for each endpoint individually
- e.g. each account have 50 search requests / 15 min, 50 profile requests / 15 min, etc.
API data limits:
user_tweets
&user_tweets_and_replies
– can return ~3200 tweets maximum
- twitter-advanced-search – guide on search filters
- twitter-api-client – Implementation of Twitter's v1, v2, and GraphQL APIs
- snscrape – is a scraper for social networking services (SNS)
- twint – Twitter Intelligence Tool