Plan ¶
- Setting up Twitter API $\checkmark$
- Gathering tweets $\checkmark$
- Cleaning the tweets $in$ $progress$
- Creating word-graph
- Exploring small-world properties
Gathering tweets from the UK ¶
Two dots denote the bounding box ¶
How it is done ¶
In [7]:
# hash_tag_list = ["donal trump", "hillary clinton", "barack obama", "bernie sanders"]
fetched_tweets_filename = "tweets_2.txt"
# Authenticate using config.py and connect to Twitter Streaming API.
listener = StdOutListener(fetched_tweets_filename)
auth = OAuthHandler(twitter_credentials.CONSUMER_KEY, twitter_credentials.CONSUMER_SECRET)
auth.set_access_token(twitter_credentials.ACCESS_TOKEN, twitter_credentials.ACCESS_TOKEN_SECRET)
stream = Stream(auth, listener)
#twitter_streamer.stream_tweets(fetched_tweets_filename, hash_tag_list)
stream.filter(locations=[-6.38,49.87,1.77,55.81])
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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-7-7789d94f3b40> in <module> 13 #twitter_streamer.stream_tweets(fetched_tweets_filename, hash_tag_list) 14 ---> 15 stream.filter(locations=[-6.38,49.87,1.77,55.81]) ~/.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:
Loading in the tweets ¶
In [9]:
df = pd.DataFrame(data=[tweet["text"] for tweet in tweets], columns=['Tweets'])
df['id'] = np.array([tweet["id"] for tweet in tweets])
df['len'] = np.array([len(tweet["text"]) for tweet in tweets])
df['text'] = np.array([tweet["text"] for tweet in tweets])
df['date'] = np.array([tweet["created_at"] for tweet in tweets])
df['source'] = np.array([tweet["source"] for tweet in tweets])
df['likes'] = np.array([tweet["favorite_count"] for tweet in tweets])
df['retweets'] = np.array([tweet['retweet_count'] for tweet in tweets])
df['name'] = np.array([tweet['user']['name'] for tweet in tweets])
df['locs'] = [[loc[::-1]for loc in tweet['place']['bounding_box']['coordinates'][0]] for tweet in tweets]
However, sometimes we will need the full text ¶
In [10]:
tweets[1]['extended_tweet']['full_text']
Out[10]:
'@KarenWhiteFood @tweetertucker @AdamHandling I get that and full appreciate your work! There was massive project under David Cameron, millions of pounds Etc... chefs (I was one of them) were asked to travel to schools and show how frozen food could be replaced with fresh - it didn’t work! Too much work for their kitchens'
Locations of tweets ¶
In [27]:
mymap = folium.Map(location=[52.809865,-2.118092],zoom_start=5.5,tiles='cartodbpositron')
for i in range(df.shape[0]):
marker = folium.Marker(location=df.locs[i][0],popup=df.text[i])
marker.add_to(mymap)
folium.Popup(parse_html=True)
mymap
Out[27]:
Cleaning the words ¶
1. Tokenize tweets by words ¶
In [28]:
r = nltk.word_tokenize(df.text[3])
print(r)
['@', 'Eric_Toffee1878', 'Original', 'mate', '.', 'Disturbing', 'but', 'excellent', '!']
2. Stemming them ¶
In [29]:
snow = SnowballStemmer('english',ignore_stopwords=False)
for word in r:
print(word,'->',snow.stem(word))
#match the words of same meanning
@ -> @ Eric_Toffee1878 -> eric_toffee1878 Original -> origin mate -> mate . -> . Disturbing -> disturb but -> but excellent -> excel ! -> !
In [31]:
print(r[0], r[1], r[4], r[-1])
@ Eric_Toffee1878 . !
