288 lines
7.9 KiB
Python
288 lines
7.9 KiB
Python
# -*- coding: utf-8 -*-
|
|
# Natural Language Toolkit: Twitter client
|
|
#
|
|
# Copyright (C) 2001-2018 NLTK Project
|
|
# Author: Ewan Klein <ewan@inf.ed.ac.uk>
|
|
# Lorenzo Rubio <lrnzcig@gmail.com>
|
|
# URL: <http://nltk.org/>
|
|
# For license information, see LICENSE.TXT
|
|
|
|
"""
|
|
Examples to demo the :py:mod:`twitterclient` code.
|
|
|
|
These demo functions should all run, with the following caveats:
|
|
|
|
* You must have obtained API keys from Twitter, and installed them according to
|
|
the instructions in the `twitter HOWTO <http://www.nltk.org/howto/twitter.html>`_.
|
|
|
|
* If you are on a slow network, some of the calls to the Twitter API may
|
|
timeout.
|
|
|
|
* If you are being rate limited while searching, you will receive a 420
|
|
error response.
|
|
|
|
* Your terminal window / console must be able to display UTF-8 encoded characters.
|
|
|
|
For documentation about the Twitter APIs, see `The Streaming APIs Overview
|
|
<https://dev.twitter.com/streaming/overview>`_ and `The REST APIs Overview
|
|
<https://dev.twitter.com/rest/public>`_.
|
|
|
|
For error codes see Twitter's
|
|
`Error Codes and Responses <https://dev.twitter.com/overview/api/response-codes>`
|
|
"""
|
|
from __future__ import print_function
|
|
|
|
import datetime
|
|
from functools import wraps
|
|
import json
|
|
|
|
from nltk.compat import StringIO
|
|
|
|
from nltk.twitter import Query, Streamer, Twitter, TweetViewer, TweetWriter,\
|
|
credsfromfile
|
|
|
|
|
|
SPACER = '###################################'
|
|
|
|
def verbose(func):
|
|
"""Decorator for demo functions"""
|
|
@wraps(func)
|
|
def with_formatting(*args, **kwargs):
|
|
print()
|
|
print(SPACER)
|
|
print("Using %s" % (func.__name__))
|
|
print(SPACER)
|
|
return func(*args, **kwargs)
|
|
return with_formatting
|
|
|
|
def yesterday():
|
|
"""
|
|
Get yesterday's datetime as a 5-tuple.
|
|
"""
|
|
date = datetime.datetime.now()
|
|
date -= datetime.timedelta(days=1)
|
|
date_tuple = date.timetuple()[:6]
|
|
return date_tuple
|
|
|
|
def setup():
|
|
"""
|
|
Initialize global variables for the demos.
|
|
"""
|
|
global USERIDS, FIELDS
|
|
|
|
USERIDS = ['759251', '612473', '15108702', '6017542', '2673523800']
|
|
# UserIDs corresponding to\
|
|
# @CNN, @BBCNews, @ReutersLive, @BreakingNews, @AJELive
|
|
FIELDS = ['id_str']
|
|
|
|
|
|
@verbose
|
|
def twitterclass_demo():
|
|
"""
|
|
Use the simplified :class:`Twitter` class to write some tweets to a file.
|
|
"""
|
|
tw = Twitter()
|
|
print("Track from the public stream\n")
|
|
tw.tweets(keywords='love, hate', limit=10) #public stream
|
|
print(SPACER)
|
|
print("Search past Tweets\n")
|
|
tw = Twitter()
|
|
tw.tweets(keywords='love, hate', stream=False, limit=10) # search past tweets
|
|
print(SPACER)
|
|
print("Follow two accounts in the public stream" +
|
|
" -- be prepared to wait a few minutes\n")
|
|
tw = Twitter()
|
|
tw.tweets(follow=['759251', '6017542'], stream=True, limit=5) #public stream
|
|
|
|
|
|
@verbose
|
|
def sampletoscreen_demo(limit=20):
|
|
"""
|
|
Sample from the Streaming API and send output to terminal.
|
|
"""
|
|
oauth = credsfromfile()
|
|
client = Streamer(**oauth)
|
|
client.register(TweetViewer(limit=limit))
|
|
client.sample()
|
|
|
|
|
|
@verbose
|
|
def tracktoscreen_demo(track="taylor swift", limit=10):
|
|
"""
|
|
Track keywords from the public Streaming API and send output to terminal.
|
|
"""
|
|
oauth = credsfromfile()
|
|
client = Streamer(**oauth)
|
|
client.register(TweetViewer(limit=limit))
|
|
client.filter(track=track)
|
|
|
|
|
|
@verbose
|
|
def search_demo(keywords='nltk'):
|
|
"""
|
|
Use the REST API to search for past tweets containing a given keyword.
|
|
"""
|
|
oauth = credsfromfile()
|
|
client = Query(**oauth)
|
|
for tweet in client.search_tweets(keywords=keywords, limit=10):
|
|
print(tweet['text'])
|
|
|
|
|
|
@verbose
|
|
def tweets_by_user_demo(user='NLTK_org', count=200):
|
|
"""
|
|
Use the REST API to search for past tweets by a given user.
|
|
"""
|
|
oauth = credsfromfile()
|
|
client = Query(**oauth)
|
|
client.register(TweetWriter())
|
|
client.user_tweets(user, count)
|
|
|
|
|
|
@verbose
|
|
def lookup_by_userid_demo():
|
|
"""
|
|
Use the REST API to convert a userID to a screen name.
|
|
"""
|
|
oauth = credsfromfile()
|
|
client = Query(**oauth)
|
|
user_info = client.user_info_from_id(USERIDS)
|
|
for info in user_info:
|
|
name = info['screen_name']
|
|
followers = info['followers_count']
|
|
following = info['friends_count']
|
|
print("{0}, followers: {1}, following: {2}".format(name, followers, following))
|
|
|
|
|
|
@verbose
|
|
def followtoscreen_demo(limit=10):
|
|
"""
|
|
Using the Streaming API, select just the tweets from a specified list of
|
|
userIDs.
|
|
|
|
This is will only give results in a reasonable time if the users in
|
|
question produce a high volume of tweets, and may even so show some delay.
|
|
"""
|
|
oauth = credsfromfile()
|
|
client = Streamer(**oauth)
|
|
client.register(TweetViewer(limit=limit))
|
|
client.statuses.filter(follow=USERIDS)
|
|
|
|
|
|
@verbose
|
|
def streamtofile_demo(limit=20):
|
|
"""
|
|
Write 20 tweets sampled from the public Streaming API to a file.
|
|
"""
|
|
oauth = credsfromfile()
|
|
client = Streamer(**oauth)
|
|
client.register(TweetWriter(limit=limit, repeat=False))
|
|
client.statuses.sample()
|
|
|
|
|
|
@verbose
|
|
def limit_by_time_demo(keywords="nltk"):
|
|
"""
|
|
Query the REST API for Tweets about NLTK since yesterday and send
|
|
the output to terminal.
|
|
|
|
This example makes the assumption that there are sufficient Tweets since
|
|
yesterday for the date to be an effective cut-off.
|
|
"""
|
|
date = yesterday()
|
|
dt_date = datetime.datetime(*date)
|
|
oauth = credsfromfile()
|
|
client = Query(**oauth)
|
|
client.register(TweetViewer(limit=100, lower_date_limit=date))
|
|
|
|
print("Cutoff date: {}\n".format(dt_date))
|
|
|
|
for tweet in client.search_tweets(keywords=keywords):
|
|
print("{} ".format(tweet['created_at']), end='')
|
|
client.handler.handle(tweet)
|
|
|
|
|
|
@verbose
|
|
def corpusreader_demo():
|
|
"""
|
|
Use :module:`TwitterCorpusReader` tp read a file of tweets, and print out
|
|
|
|
* some full tweets in JSON format;
|
|
* some raw strings from the tweets (i.e., the value of the `text` field); and
|
|
* the result of tokenising the raw strings.
|
|
|
|
"""
|
|
from nltk.corpus import twitter_samples as tweets
|
|
|
|
print()
|
|
print("Complete tweet documents")
|
|
print(SPACER)
|
|
for tweet in tweets.docs("tweets.20150430-223406.json")[:1]:
|
|
print(json.dumps(tweet, indent=1, sort_keys=True))
|
|
|
|
print()
|
|
print("Raw tweet strings:")
|
|
print(SPACER)
|
|
for text in tweets.strings("tweets.20150430-223406.json")[:15]:
|
|
print(text)
|
|
|
|
print()
|
|
print("Tokenized tweet strings:")
|
|
print(SPACER)
|
|
for toks in tweets.tokenized("tweets.20150430-223406.json")[:15]:
|
|
print(toks)
|
|
|
|
|
|
@verbose
|
|
def expand_tweetids_demo():
|
|
"""
|
|
Given a file object containing a list of Tweet IDs, fetch the
|
|
corresponding full Tweets, if available.
|
|
|
|
"""
|
|
ids_f =\
|
|
StringIO("""\
|
|
588665495492124672
|
|
588665495487909888
|
|
588665495508766721
|
|
588665495513006080
|
|
588665495517200384
|
|
588665495487811584
|
|
588665495525588992
|
|
588665495487844352
|
|
588665495492014081
|
|
588665495512948737""")
|
|
oauth = credsfromfile()
|
|
client = Query(**oauth)
|
|
hydrated = client.expand_tweetids(ids_f)
|
|
|
|
for tweet in hydrated:
|
|
id_str = tweet['id_str']
|
|
print('id: {}'.format(id_str))
|
|
text = tweet['text']
|
|
if text.startswith('@null'):
|
|
text = "[Tweet not available]"
|
|
print(text + '\n')
|
|
|
|
|
|
|
|
ALL = [twitterclass_demo, sampletoscreen_demo, tracktoscreen_demo,
|
|
search_demo, tweets_by_user_demo, lookup_by_userid_demo, followtoscreen_demo,
|
|
streamtofile_demo, limit_by_time_demo, corpusreader_demo, expand_tweetids_demo]
|
|
|
|
"""
|
|
Select demo functions to run. E.g. replace the following line with "DEMOS =
|
|
ALL[8:]" to execute only the final three demos.
|
|
"""
|
|
DEMOS = ALL[:]
|
|
|
|
if __name__ == "__main__":
|
|
setup()
|
|
|
|
for demo in DEMOS:
|
|
demo()
|
|
|
|
print("\n" + SPACER)
|
|
print("All demos completed")
|
|
print(SPACER)
|
|
|