Plan¶
- Setting up Twitter API
- Gathering tweets
- Cleaning the tweets
- Creating word-graph
- Exploring small-world properties
Twitter API ¶
Setting up an API¶
- Needs accreditation from Twitter: need to be a developer
- Using the previous knowledge from the dataexp course
- Authentication and gathering is done with the $\texttt{tweepy}$ package
In [8]:
from tweepy.streaming import StreamListener
from tweepy import OAuthHandler
from tweepy import Stream
import twitter_credentials # my own private data
# Authenticate using config.py and connect to Twitter Streaming API.
hash_tag_list = ["donal trump", "hillary clinton", "barack obama", "bernie sanders"]
fetched_tweets_filename = "tweets.txt"
twitter_streamer = TwitterStreamer()
twitter_streamer.stream_tweets(fetched_tweets_filename, hash_tag_list)
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{"created_at":"Sat Sep 21 16:34:43 +0000 2019","id":1175448281486376961,"id_str":"1175448281486376961","text":"@realDonaldTrump\nEnough is enough.\nI call for the impeachment of President Barack Hussein Obama for Russian collusi\u2026 https:\/\/t.co\/YbX948lTZw","display_text_range":[0,140],"source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel=\"nofollow\"\u003eTwitter for Android\u003c\/a\u003e","truncated":true,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":25073877,"in_reply_to_user_id_str":"25073877","in_reply_to_screen_name":"realDonaldTrump","user":{"id":835531269396049920,"id_str":"835531269396049920","name":"Joel Capizzi Sr.","screen_name":"joel_capizzi","location":"South Texas, USA","url":null,"description":"Vietnam-era Navy vet. #KAG. F\/b @ChanelRion @GenFlynn @ScottBaio @ReaDrGina @RealOmarNavarro @AntonioSabatoJr. Lonely? Buy a dog. 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--------------------------------------------------------------------------- WantReadError Traceback (most recent call last) /opt/conda/lib/python3.6/site-packages/urllib3/contrib/pyopenssl.py in recv_into(self, *args, **kwargs) 279 try: --> 280 return self.connection.recv_into(*args, **kwargs) 281 except OpenSSL.SSL.SysCallError as e: /opt/conda/lib/python3.6/site-packages/OpenSSL/SSL.py in recv_into(self, buffer, nbytes, flags) 1813 result = _lib.SSL_read(self._ssl, buf, nbytes) -> 1814 self._raise_ssl_error(self._ssl, result) 1815 /opt/conda/lib/python3.6/site-packages/OpenSSL/SSL.py in _raise_ssl_error(self, ssl, result) 1613 if error == _lib.SSL_ERROR_WANT_READ: -> 1614 raise WantReadError() 1615 elif error == _lib.SSL_ERROR_WANT_WRITE: WantReadError: During handling of the above exception, another exception occurred: KeyboardInterrupt Traceback (most recent call last) <ipython-input-8-41cdd441ab27> in <module> 10 11 twitter_streamer = TwitterStreamer() ---> 12 twitter_streamer.stream_tweets(fetched_tweets_filename, hash_tag_list) <ipython-input-4-ad5b0b73008b> in stream_tweets(self, fetched_tweets_filename, hash_tag_list) 15 16 # This line filter Twitter Streams to capture data by the keywords: ---> 17 stream.filter(track=hash_tag_list) ~/.local/lib/python3.6/site-packages/tweepy/streaming.py in filter(self, follow, track, is_async, locations, stall_warnings, languages, encoding, filter_level) 472 self.body['filter_level'] = filter_level.encode(encoding) 473 self.session.params = {'delimited': 'length'} --> 474 self._start(is_async) 475 476 def sitestream(self, follow, stall_warnings=False, ~/.local/lib/python3.6/site-packages/tweepy/streaming.py in _start(self, is_async) 387 self._thread.start() 388 else: --> 389 self._run() 390 391 def on_closed(self, resp): ~/.local/lib/python3.6/site-packages/tweepy/streaming.py in _run(self) 287 self.snooze_time = self.snooze_time_step 288 self.listener.on_connect() --> 289 self._read_loop(resp) 290 except (Timeout, ssl.SSLError) as exc: 291 # This is still necessary, as a SSLError can actually be ~/.local/lib/python3.6/site-packages/tweepy/streaming.py in _read_loop(self, resp) 337 length = 0 338 while not resp.raw.closed: --> 339 line = buf.read_line() 340 stripped_line = line.strip() if line else line # line is sometimes None so we need to check here 341 if not stripped_line: ~/.local/lib/python3.6/site-packages/tweepy/streaming.py in read_line(self, sep) 198 else: 199 start = len(self._buffer) --> 200 self._buffer += self._stream.read(self._chunk_size) 201 return six.b('') 202 /opt/conda/lib/python3.6/site-packages/urllib3/response.py in read(self, amt, decode_content, cache_content) 382 else: 383 cache_content = False --> 384 data = self._fp.read(amt) 385 if amt != 0 and not data: # Platform-specific: Buggy versions of Python. 386 # Close the connection when no data is returned /opt/conda/lib/python3.6/http/client.py in read(self, amt) 447 # Amount is given, implement using readinto 448 b = bytearray(amt) --> 449 n = self.readinto(b) 450 return memoryview(b)[:n].tobytes() 451 else: /opt/conda/lib/python3.6/http/client.py in readinto(self, b) 481 482 if self.chunked: --> 483 return self._readinto_chunked(b) 484 485 if self.length is not None: /opt/conda/lib/python3.6/http/client.py in _readinto_chunked(self, b) 576 try: 577 while True: --> 578 chunk_left = self._get_chunk_left() 579 if chunk_left is None: 580 return total_bytes /opt/conda/lib/python3.6/http/client.py in _get_chunk_left(self) 544 self._safe_read(2) # toss the CRLF at the end of the chunk 545 try: --> 546 chunk_left = self._read_next_chunk_size() 547 except ValueError: 548 raise IncompleteRead(b'') /opt/conda/lib/python3.6/http/client.py in _read_next_chunk_size(self) 504 def _read_next_chunk_size(self): 505 # Read the next chunk size from the file --> 506 line = self.fp.readline(_MAXLINE + 1) 507 if len(line) > _MAXLINE: 508 raise LineTooLong("chunk size") /opt/conda/lib/python3.6/socket.py in readinto(self, b) 584 while True: 585 try: --> 586 return self._sock.recv_into(b) 587 except timeout: 588 self._timeout_occurred = True /opt/conda/lib/python3.6/site-packages/urllib3/contrib/pyopenssl.py in recv_into(self, *args, **kwargs) 290 raise 291 except OpenSSL.SSL.WantReadError: --> 292 rd = util.wait_for_read(self.socket, self.socket.gettimeout()) 293 if not rd: 294 raise timeout('The read operation timed out') /opt/conda/lib/python3.6/site-packages/urllib3/util/wait.py in wait_for_read(socks, timeout) 31 or optionally a single socket if passed in. Returns a list of 32 sockets that can be read from immediately. """ ---> 33 return _wait_for_io_events(socks, EVENT_READ, timeout) 34 35 /opt/conda/lib/python3.6/site-packages/urllib3/util/wait.py in _wait_for_io_events(socks, events, timeout) 24 selector.register(sock, events) 25 return [key[0].fileobj for key in ---> 26 selector.select(timeout) if key[1] & events] 27 28 /opt/conda/lib/python3.6/site-packages/urllib3/util/selectors.py in select(self, timeout) 436 fd_events = _syscall_wrapper(self._epoll.poll, True, 437 timeout=timeout, --> 438 maxevents=max_events) 439 for fd, event_mask in fd_events: 440 events = 0 /opt/conda/lib/python3.6/site-packages/urllib3/util/selectors.py in _syscall_wrapper(func, _, *args, **kwargs) 62 and recalculate their timeouts. """ 63 try: ---> 64 return func(*args, **kwargs) 65 except (OSError, IOError, select.error) as e: 66 errcode = None KeyboardInterrupt:
Gathering the tweets ¶
In [20]:
for k in tweets[0].keys():
print(f"{k} : {type(tweets[0][k])} ")
created_at : <class 'str'> id : <class 'int'> id_str : <class 'str'> text : <class 'str'> source : <class 'str'> truncated : <class 'bool'> in_reply_to_status_id : <class 'float'> in_reply_to_status_id_str : <class 'float'> in_reply_to_user_id : <class 'float'> in_reply_to_user_id_str : <class 'float'> in_reply_to_screen_name : <class 'float'> user : <class 'dict'> geo : <class 'float'> coordinates : <class 'float'> place : <class 'float'> contributors : <class 'float'> retweeted_status : <class 'dict'> is_quote_status : <class 'bool'> quote_count : <class 'int'> reply_count : <class 'int'> retweet_count : <class 'int'> favorite_count : <class 'int'> entities : <class 'dict'> favorited : <class 'bool'> retweeted : <class 'bool'> filter_level : <class 'str'> lang : <class 'str'> timestamp_ms : <class 'str'>
In [21]:
names = [ i['user']['name'] for i in tweets]
names
Out[21]:
['TexasJan❤️\ud83c\uddfa\ud83c\uddf8\ud83c\udf93\ud83c\udf0e\ud83c\udfbe\ud83d\udeb4\ud83c\udffc\ud83c\udfa8', 'David Clayton', 'DeweyBueno', 'boatgranny', 'I’m Simon hahah \ud83d\ude48\ud83d\ude07', 'Albert Ryanstein', 'Howard Evans', 'Emily Mocha', 'Dale Allen', 'Patrick Brannon', 'Benita', '\ud83c\udf1f\ud83c\udf1f\ud83c\udf1fTrump4 ALL Americans ⏳IFB', 'Sandra Nibbe', 'Rev', 'Mário Sérgio Santana', 'TexasJan❤️\ud83c\uddfa\ud83c\uddf8\ud83c\udf93\ud83c\udf0e\ud83c\udfbe\ud83d\udeb4\ud83c\udffc\ud83c\udfa8', 'diane wasson', 'real trump quotes', 'The Sensible Party', 'Anthony', '#EndSuperdelegates ⏳', 'Mncpo(ret)', 'Pennsy ❤️️ The Mighty 200', 'New York City Guns', 'Beatriz Maldonado \ud83c\udf39', '(((EaglesFan)))✡️☮️', 'GreenMountainRepub', 'George Davis Jr.', 'Amy', 'Michael Solakiewicz', 'Randy Farrow', 'bailey', 'RBThom962', 'Sparky Daily\ud83d\udc2c', 'Cloxo.\ud83c\udf42', 'Babs', 'Francisco Green']
Cleaning the tweets ¶
- NLTK package:
having -> having
great -> great
meetings -> meet
and -> and
discussions -> discuss
with -> with
my -> my
friend -> friend
, -> ,
president -> presid Creating word-graph ¶
