In [4]:
bigfile = open('/users/julieyang/desktop/ows-raw.txt', 'r',errors='ignore')
chunkSize = 1000000
chunk = bigfile.readlines(chunkSize)
print(len(chunk))
with open("ows_tweets_sample.txt", 'w') as f:
    for i in chunk:
        f.write(i)
2754
In [15]:
with open("/users/julieyang/desktop/ows_tweets_sample.txt", 'r',errors='ignore') as f:
    lines = f.readlines()
In [16]:
len(lines)
Out[16]:
12240
In [17]:
lines
Out[17]:
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 '\n',
 '<div class="d-inline-block f5 mr-2 pt-3 pb-2" >\n',
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 '\n',
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 '            in 30 minutes\n',
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 '            in 1 hour\n',
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 '            in 4 hours\n',
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 '            today\n',
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 '          <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="this week" value="2020-01-19T23:59:59+08:00">\n',
 '            this week\n',
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 '  <input class="js-user-status-expiration-date-input" type="hidden" name="expires_at" value="">\n',
 '</div>\n',
 '\n',
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 '\n',
 '\n',
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 '\n',
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 '\n',
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 '\n',
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 '        <svg aria-label="Hide this notice forever" class="octicon octicon-x v-align-text-top" viewBox="0 0 12 16" version="1.1" width="12" height="16" role="img"><path fill-rule="evenodd" d="M7.48 8l3.75 3.75-1.48 1.48L6 9.48l-3.75 3.75-1.48-1.48L4.52 8 .77 4.25l1.48-1.48L6 6.52l3.75-3.75 1.48 1.48L7.48 8z"/></svg>\n',
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 '      <svg height="32" class="octicon octicon-octoface" viewBox="0 0 16 16" version="1.1" width="32" aria-hidden="true"><path fill-rule="evenodd" d="M14.7 5.34c.13-.32.55-1.59-.13-3.31 0 0-1.05-.33-3.44 1.3-1-.28-2.07-.32-3.13-.32s-2.13.04-3.13.32c-2.39-1.64-3.44-1.3-3.44-1.3-.68 1.72-.26 2.99-.13 3.31C.49 6.21 0 7.33 0 8.69 0 13.84 3.33 15 7.98 15S16 13.84 16 8.69c0-1.36-.49-2.48-1.3-3.35zM8 14.02c-3.3 0-5.98-.15-5.98-3.35 0-.76.38-1.48 1.02-2.07 1.07-.98 2.9-.46 4.96-.46 2.07 0 3.88-.52 4.96.46.65.59 1.02 1.3 1.02 2.07 0 3.19-2.68 3.35-5.98 3.35zM5.49 9.01c-.66 0-1.2.8-1.2 1.78s.54 1.79 1.2 1.79c.66 0 1.2-.8 1.2-1.79s-.54-1.78-1.2-1.78zm5.02 0c-.66 0-1.2.79-1.2 1.78s.54 1.79 1.2 1.79c.66 0 1.2-.8 1.2-1.79s-.53-1.78-1.2-1.78z"/></svg>\n',
 '    </include-fragment>\n',
 '  </details-menu>\n',
 '</details>\n',
 '\n',
 '        <div class="BtnGroup flex-shrink-0 d-md-none">\n',
 '          <a href="/computational-class/bigdata/find/gh-pages"\n',
 '                class="js-pjax-capture-input btn btn-sm BtnGroup-item"\n',
 '                data-pjax\n',
 '                data-hotkey="t">\n',
 '            Find file\n',
 '          </a>\n',
 '          <clipboard-copy value="data/ows_tweets_sample.txt" class="btn btn-sm BtnGroup-item">\n',
 '            Copy path\n',
 '          </clipboard-copy>\n',
 '        </div>\n',
 '      </span>\n',
 '      <h2 id="blob-path" class="breadcrumb flex-auto min-width-0 text-normal flex-md-self-center ml-md-2 mr-md-3 my-2 my-md-0">\n',
 '        <span class="js-repo-root text-bold"><span class="js-path-segment"><a data-pjax="true" href="/computational-class/bigdata"><span>bigdata</span></a></span></span><span class="separator">/</span><span class="js-path-segment"><a data-pjax="true" href="/computational-class/bigdata/tree/gh-pages/data"><span>data</span></a></span><span class="separator">/</span><strong class="final-path">ows_tweets_sample.txt</strong>\n',
 '      </h2>\n',
 '\n',
 ...]
In [18]:
with open("/users/julieyang/desktop/ows_tweets_sample.txt", 'r') as f:
    chunk = f.readlines()
In [19]:
len(chunk)
Out[19]:
12240
In [19]:
len(df)
Out[19]:
2626
In [20]:
chunk[:3]
Out[20]:
['\n', '\n', '\n']
In [21]:
df['From User'][:10]
Out[21]:
0       Anonops_Cop
1       KittyHybrid
2        nerdsherpa
3        hamudistan
4           kl_knox
5     vickycrampton
6    burgerbuilders
7          neverfox
8       davidgaliel
9           AnonOws
Name: From User, dtype: object
In [21]:
import csv
lines_csv = csv.reader(chunk, delimiter=',', quotechar='"') 
print(len(list(lines_csv)))
12239
In [23]:
import csv
import pandas as pd
df = pd.read_csv(open("ows_tweets_sample.txt",'r',encoding="utf-8",errors='ignore'),sep=',', quotechar='"')
df[:20]
Out[23]:
Twitter ID Text Profile Image URL Day Hour Minute Created At Geo From User From User ID Language To User To User ID Source
0 121813144174727168 RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLIN... http://a2.twimg.com/profile_images/1539375713/... 2011-10-06 5 4 2011-10-06 05:04:51 N; Anonops_Cop 401240477 en NaN 0 &lt;a href=&quot;http://twitter.com/&quot;&gt;...
1 121813146137657344 @jamiekilstein @allisonkilkenny Interesting in... http://a2.twimg.com/profile_images/1574715503/... 2011-10-06 5 4 2011-10-06 05:04:51 N; KittyHybrid 34532053 en jamiekilstein 2149053 &lt;a href=&quot;http://twitter.com/&quot;&gt;...
2 121813150000619521 @Seductivpancake Right! Those guys have a vict... http://a1.twimg.com/profile_images/1241412831/... 2011-10-06 5 4 2011-10-06 05:04:52 N; nerdsherpa 95067344 en Seductivpancake 19695580 &lt;a href=&quot;http://www.echofon.com/&quot;...
3 121813150701072385 RT @bembel &quot;Occupy Wall Street&quot; als ... http://a0.twimg.com/profile_images/1106399092/... 2011-10-06 5 4 2011-10-06 05:04:52 N; hamudistan 35862923 en NaN 0 &lt;a href=&quot;http://levelupstudio.com&quot...
4 121813163778899968 #ows White shirt= Brown shirt. http://a2.twimg.com/profile_images/1568117871/... 2011-10-06 5 4 2011-10-06 05:04:56 N; kl_knox 419580636 en NaN 0 &lt;a href=&quot;http://twitter.com/&quot;&gt;...
5 121813169999065088 RT @TheNewDeal: The #NYPD are Out of Control. ... http://a2.twimg.com/profile_images/1344925102/... 2011-10-06 5 4 2011-10-06 05:04:57 N; vickycrampton 32151083 en NaN 0 &lt;a href=&quot;http://twitter.com/&quot;&gt;...
6 121813190454689792 1912 prediction re: founding of #Fed : Then we... http://a2.twimg.com/profile_images/1362909408/... 2011-10-06 5 5 2011-10-06 05:05:02 N; burgerbuilders 143597105 en NaN 0 &lt;a href=&quot;http://twitter.com/&quot;&gt;...
7 121813195924058113 Wall Street Protests Marred by Anti-Semitism h... http://a2.twimg.com/profile_images/1497877873/... 2011-10-06 5 5 2011-10-06 05:05:03 N; neverfox 363594381 en NaN 0 &lt;a href=&quot;http://www.tweetdeck.com&quot...
8 121813197404639232 #OWS @cynthiaboaz 8 rules for Satyagrahi activ... http://a3.twimg.com/profile_images/1508918940/... 2011-10-06 5 5 2011-10-06 05:05:04 N; davidgaliel 19105658 en NaN 0 &lt;a href=&quot;http://twitterrific.com&quot;...
9 121813198935560192 RT @ForseenUnNamed: Btw. Welcome to day 20 #o... http://a3.twimg.com/profile_images/1568182911/... 2011-10-06 5 5 2011-10-06 05:05:04 N; AnonOws 417383736 en NaN 0 &lt;a href=&quot;http://twitter.com/&quot;&gt;...
10 121813202475556864 RT @tinadupuy: The is what happens when you pr... http://a2.twimg.com/profile_images/1180369332/... 2011-10-06 5 5 2011-10-06 05:05:05 N; ryanjnagle 161516982 en NaN 0 &lt;a href=&quot;http://twitter.com/&quot;&gt;...
11 121813209370992640 RT @UnderdogLib: We ALREADY pay debit card &qu... http://a0.twimg.com/profile_images/1479525543/... 2011-10-06 5 5 2011-10-06 05:05:06 N; JanSKay 3309375 en NaN 0 &lt;a href=&quot;http://www.tweetdeck.com&quot...
12 121813209459073025 http://t.co/tsUARoAm Reports not confirmed po... http://a1.twimg.com/profile_images/1536904281/... 2011-10-06 5 5 2011-10-06 05:05:06 N; alyssa011968 60158320 en NaN 0 &lt;a href=&quot;http://twitter.com/tweetbutto...
13 121813232523558912 @AnonyOps @danielhewitt Wow. Self-defense is ... http://a2.twimg.com/profile_images/1100137056/... 2011-10-06 5 5 2011-10-06 05:05:12 N; fresh__air 131619446 en AnonyOps 196631316 &lt;a href=&quot;http://twitter.com/&quot;&gt;...
14 121813245488140288 @HumanityCritic i'm worried that the #ows sell... http://a2.twimg.com/profile_images/627683576/f... 2011-10-06 5 5 2011-10-06 05:05:15 N; fucentarmal 27480502 en HumanityCritic 230431 &lt;a href=&quot;http://www.tweetdeck.com&quot...
15 121813246519934976 RT @anonops: The New Hashtag is #OWS -- #Occup... http://a1.twimg.com/profile_images/1567149924/... 2011-10-06 5 5 2011-10-06 05:05:15 N; msaf 14339359 en NaN 0 &lt;a href=&quot;http://blackberry.com/twitter...
16 121813249531445249 RT @OccupyWallSt: Let's stop the hash tag soup... http://a2.twimg.com/profile_images/1534521122/... 2011-10-06 5 5 2011-10-06 05:05:16 N; Seekadoo2 35067122 en NaN 0 &lt;a href=&quot;http://twitter.com/&quot;&gt;...
17 121813250131230720 RT @TheNewDeal: Why is it easier to believe th... http://a2.twimg.com/profile_images/1493899546/... 2011-10-06 5 5 2011-10-06 05:05:16 N; Jay_in_Omaha 387082431 en NaN 0 &lt;a href=&quot;http://twitter.com/&quot;&gt;...
18 121813263557206016 RT @KevDGrussing: RT @OccupyMainSt: #JonStewar... http://a1.twimg.com/profile_images/1034197140/... 2011-10-06 5 5 2011-10-06 05:05:19 N; starshollowgzt 124658614 en NaN 0 &lt;a href=&quot;http://www.tweetdeck.com&quot...
19 121813264547053568 RT @LJSearles: #OWS with Errol Louis - Countdo... http://a3.twimg.com/profile_images/1512099198/... 2011-10-06 5 5 2011-10-06 05:05:20 N; TopCat_TC 166981885 en NaN 0 &lt;a href=&quot;http://www.shareaholic.com&qu...
In [24]:
len(df)
Out[24]:
2627
In [25]:
df.Text[0]
Out[25]:
'RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE RT !!HELP!!!!'
In [26]:
df['From User'][:10]
Out[26]:
0       Anonops_Cop
1       KittyHybrid
2        nerdsherpa
3        hamudistan
4           kl_knox
5     vickycrampton
6    burgerbuilders
7          neverfox
8       davidgaliel
9           AnonOws
Name: From User, dtype: object
In [28]:
import statsmodels.api as sm
from collections import defaultdict
import numpy as np

def powerPlot2(data):
    d = sorted(data, reverse = True )
    d_table = defaultdict(int)
    for k in d:
        d_table[k] += 1
    d_value = sorted(d_table)
    d_value = [i+1 for i in d_value]
    d_freq = [d_table[i]+1 for i in d_value]
    d_prob = [float(i)/sum(d_freq) for i in d_freq]
    x = np.log(d_value)
    y = np.log(d_prob)
    xx = sm.add_constant(x, prepend=True)
    res = sm.OLS(y,xx).fit()
    constant,beta = res.params
    r2 = res.rsquared
    plt.plot(d_value, d_prob, 'ro')
    plt.plot(d_value, np.exp(constant+x*beta),"red")
    plt.xscale('log'); plt.yscale('log')
    plt.text(max(d_value)/2,max(d_prob)/5,
             'Beta = ' + str(round(beta,2)) +'\n' + 'R squared = ' + str(round(r2, 2)))
    plt.title('Distribution')
    plt.ylabel('P(K)')
    plt.xlabel('K')
    plt.show()
    
In [27]:
tweet = '''RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 
            #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com 
            http://ccc.nju.edu.cn RT !!HELP!!!!'''
In [28]:
pip install twitter-text
The following command must be run outside of the IPython shell:

    $ pip install twitter-text

The Python package manager (pip) can only be used from outside of IPython.
Please reissue the `pip` command in a separate terminal or command prompt.

See the Python documentation for more information on how to install packages:

    https://docs.python.org/3/installing/
In [29]:
import re

import twitter_text
In [87]:
  File "<ipython-input-29-bf44f642ab96>", line 4
    In [87]:
            ^
SyntaxError: invalid syntax
In [30]:
import re

tweet = '''RT @AnonKitsu: @who ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 
            #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com 
            http://ccc.nju.edu.cn RT !!HELP!!!!'''

rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", \
                         re.IGNORECASE)
rt_user_name = rt_patterns.findall(tweet)[0][1].strip(' @')#.split(':')[0]
rt_user_name
Out[30]:
'AnonKitsu: @who'
In [31]:
import re

tweet = '''RT @AnonKitsu: @who ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 
            #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com 
            http://ccc.nju.edu.cn RT !!HELP!!!!'''

rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", \
                         re.IGNORECASE)
rt_user_name = rt_patterns.findall(tweet)[0][1].strip(' @').split(':')[0]
rt_user_name
Out[31]:
'AnonKitsu'
In [32]:
import re

tweet = '''@chengjun:@who ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 
            #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com 
            http://ccc.nju.edu.cn RT !!HELP!!!!'''

rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", re.IGNORECASE)
rt_user_name = rt_patterns.findall(tweet)
print(rt_user_name)

if rt_user_name:
    print('it exits.')
else:
    print('None')
[]
None
In [33]:
import re

tweet = '''@chengjun:@who ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 
            #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com 
            http://ccc.nju.edu.cn RT !!HELP!!!!'''

rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", re.IGNORECASE)
rt_user_name = rt_patterns.findall(tweet)
print(rt_user_name)

if rt_user_name:
    print('it exits.')
else:
    print('None')
[]
None
In [36]:
import twitter_text

tweet = '''RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 
            #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com 
            http://ccc.nju.edu.cn RT !!HELP!!!!'''

ex = twitter_text.Extractor(tweet)
at_names = ex.extract_mentioned_screen_names()
urls = ex.extract_urls()
hashtags = ex.extract_hashtags()
rt_user = extract_rt_user(tweet)
#tweet_text = extract_tweet_text(tweet, at_names, urls)

print(at_names, urls, hashtags, rt_user,'-------->')#, tweet_text)
---------------------------------------------------------------------------
ModuleNotFoundError                       Traceback (most recent call last)
<ipython-input-36-3b11eda788d5> in <module>
----> 1 import twitter_text
      2 
      3 tweet = '''RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 
      4             #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com
      5             http://ccc.nju.edu.cn RT !!HELP!!!!'''

ModuleNotFoundError: No module named 'twitter_text'
In [34]:
import re

def extract_rt_user(tweet):
    rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", re.IGNORECASE)
    rt_user_name = rt_patterns.findall(tweet)
    if rt_user_name:
        rt_user_name = rt_user_name[0][1].strip(' @').split(':')[0]
    else:
        rt_user_name = None
    return rt_user_name

tweet = '''RT @wqe: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 
            #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com 
            http://ccc.nju.edu.cn RT !!HELP!!!!'''

extract_rt_user(tweet)
Out[34]:
'wqe'
In [35]:
tweet = '''@wqe: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 
            #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com 
            http://ccc.nju.edu.cn RT !!HELP!!!!'''

print(extract_rt_user(tweet) )
None
In [36]:
import csv

with open("ows_tweets_sample.txt", 'r') as f:
    chunk = f.readlines()
    
rt_network = []
lines = csv.reader(chunk[1:], delimiter=',', quotechar='"')
tweet_user_data = [(i[1], i[8]) for i in lines]
tweet_user_data[:3]
Out[36]:
[('RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE RT !!HELP!!!!',
  'Anonops_Cop'),
 ('@jamiekilstein @allisonkilkenny Interesting interview (never aired, wonder why??) by Fox with #ows protester http://t.co/Fte55Kh7',
  'KittyHybrid'),
 ("@Seductivpancake Right! Those guys have a victory condition: regime change. #ows doesn't seem to have a goal I can figure out.",
  'nerdsherpa')]
In [37]:
from collections import defaultdict

rt_network = []
rt_dict = defaultdict(int)
for k, i  in enumerate(tweet_user_data):
    tweet,user = i
    rt_user = extract_rt_user(tweet)
    if rt_user:
        rt_network.append((user, rt_user)) #(rt_user,'  ', user, end = '\n')
        rt_dict[(user, rt_user)] += 1
#rt_network[:5]
list(rt_dict.items())[:3]
Out[37]:
[(('Anonops_Cop', 'AnonKitsu'), 1),
 (('hamudistan', 'bembel'), 1),
 (('vickycrampton', 'TheNewDeal'), 2)]
In [38]:
def extract_tweet_text(tweet, at_names, urls):
    for i in at_names:
        tweet = tweet.replace(i, '')
    for j in urls:
        tweet = tweet.replace(j, '')
    marks = ['RT @', '@', '&quot;', '#', '\n', '\t', '  ']
    for k in marks:
        tweet = tweet.replace(k, '')
    return tweet
In [39]:
import twitter_text

import re

def extract_rt_user(tweet):
    rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", re.IGNORECASE)
    rt_user_name = rt_patterns.findall(tweet)
    if rt_user_name:
        rt_user_name = rt_user_name[0][1].strip(' @').split(':')[0]
    else:
        rt_user_name = None
    return rt_user_name

tweet = '''RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 
            #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com 
            http://ccc.nju.edu.cn RT !!HELP!!!!'''

ex = twitter_text.Extractor(tweet)
at_names = ex.extract_mentioned_screen_names()
urls = ex.extract_urls()
hashtags = ex.extract_hashtags()
rt_user = extract_rt_user(tweet)
#tweet_text = extract_tweet_text(tweet, at_names, urls)

print(at_names, urls, hashtags, rt_user,'-------->')#, tweet_text)
---------------------------------------------------------------------------
ModuleNotFoundError                       Traceback (most recent call last)
<ipython-input-39-2648e4936a9f> in <module>
----> 1 import twitter_text
      2 
      3 import re
      4 
      5 def extract_rt_user(tweet):

ModuleNotFoundError: No module named 'twitter_text'
In [40]:
import csv

lines = csv.reader(chunk,delimiter=',', quotechar='"')
tweets = [i[1] for i in lines]
In [41]:
for tweet in tweets[:5]:
    ex = twitter_text.Extractor(tweet)
    at_names = ex.extract_mentioned_screen_names()
    urls = ex.extract_urls()
    hashtags = ex.extract_hashtags()
    rt_user = extract_rt_user(tweet)
    #tweet_text = extract_tweet_text(tweet, at_names, urls)

    print(at_names, urls, hashtags, rt_user)
    #print(tweet_text)
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-41-75341eb7b900> in <module>
      1 for tweet in tweets[:5]:
----> 2     ex = twitter_text.Extractor(tweet)
      3     at_names = ex.extract_mentioned_screen_names()
      4     urls = ex.extract_urls()
      5     hashtags = ex.extract_hashtags()

NameError: name 'twitter_text' is not defined
In [45]:
with open("/users/julieyang/desktop/ows_tweets_sample_clean.txt", 'r',encoding="utf-8",errors='ignore') as f:
    chunk = f.readlines()
    
rt_network = []
lines = csv.reader(chunk[1:], delimiter=',', quotechar='"')
tweet_user_data = [(i[1], i[8]) for i in lines] 
tweet_user_data[:3]
---------------------------------------------------------------------------
IndexError                                Traceback (most recent call last)
<ipython-input-45-cb7b82daa05f> in <module>
      4 rt_network = []
      5 lines = csv.reader(chunk[1:], delimiter=',', quotechar='"')
----> 6 tweet_user_data = [(i[1], i[8]) for i in lines]
      7 tweet_user_data[:3]

<ipython-input-45-cb7b82daa05f> in <listcomp>(.0)
      4 rt_network = []
      5 lines = csv.reader(chunk[1:], delimiter=',', quotechar='"')
----> 6 tweet_user_data = [(i[1], i[8]) for i in lines]
      7 tweet_user_data[:3]

IndexError: list index out of range
In [46]:
from collections import defaultdict

rt_network = []
rt_dict = defaultdict(int)
for k, i  in enumerate(tweet_user_data):
    tweet,user = i
    rt_user = extract_rt_user(tweet)
    if rt_user:
        rt_network.append((rt_user, user)) 
        rt_dict[(rt_user, user)] += 1
list(rt_dict.items())
Out[46]:
[(('AnonKitsu', 'Anonops_Cop'), 1),
 (('bembel', 'hamudistan'), 1),
 (('TheNewDeal', 'vickycrampton'), 2),
 (('ForseenUnNamed', 'AnonOws'), 1),
 (('tinadupuy', 'ryanjnagle'), 1),
 (('UnderdogLib', 'JanSKay'), 1),
 (('anonops', 'msaf'), 1),
 (('OccupyWallSt', 'Seekadoo2'), 1),
 (('TheNewDeal', 'Jay_in_Omaha'), 1),
 (('KevDGrussing', 'starshollowgzt'), 1),
 (('LJSearles', 'TopCat_TC'), 1),
 (('OccupyMainSt', 'ElizabethBrossa'), 1),
 (('BlueDuPage', 'dpfournier'), 1),
 (('OpWallStreet', 'ReTweetAgain'), 2),
 (('Anon_is_you', 'tommymiles'), 1),
 (('TheNewDeal', 'Perlins'), 1),
 (('OccupySF', 'SuzanneTwoTon'), 1),
 (('MMFlint', 'adpucci'), 1),
 (('OccupySF', 'subiepick'), 4),
 (('OccupySF', 'Tawanda46'), 3),
 (('TrueGilby', 'RowleyGirl_4'), 1),
 (('Titleixbaby', 'starshollowgzt'), 1),
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 (('Badgitator', 'OccupyWallStNYC'), 1),
 (('anonops', 'pishka'), 1),
 (('KeithOlbermann', 'Shadow_Frau'), 1),
 (('WeROccupyUnited', 'Occupy_duess'), 1),
 (('mobius1ski', 'farewellRPBLC'), 1),
 (('SolCollins', 'Kaydreein'), 1),
 (('OccupyWallSt', 'superreturns'), 1),
 (('Badgitator', 'charliezugasti'), 1),
 (('PyreBorn', 'liamrulz'), 1),
 (('KeithOlbermann', 'Hussein_Jaafar'), 1),
 (('Badgitator', 'fresh__air'), 1),
 (('KeithOlbermann', 'gypsy18'), 1),
 (('lynx55', 'wheeliesmom'), 1),
 (('KeithOlbermann', 'xbradx75'), 1),
 (('ewshefarted', 'stevenstim'), 1),
 (('KeithOlbermann', 'liubaldo_garcia'), 1),
 (('Badgitator', 'Imlostinwyoming'), 1),
 (('thomascarpe', 'WhatMattersNews'), 1),
 (('holidaygoheavy', 'liamrulz'), 1),
 (('WeROccupyUnited', 'brendanorrell'), 1),
 (('MoveOn', 'Sweet_Reason'), 1),
 (('WeROccupyUnited', 'AnonBecca'), 1),
 (('Beelzebjorn', 'lancejgosnell'), 1),
 (('KeithOlbermann', 'Occupy_duess'), 1),
 (('TracyLeigh10', 'GreeGreece'), 1),
 (('KeithOlbermann', 'Andreas24x7'), 1),
 (('KeithOlbermann', 'johntheBasterd'), 1),
 (('mobius1ski', 'mean_uhh'), 1),
 (('TheNewDeal', 'GomerWHoward'), 1),
 (('opticaldensity', 'southsidedeauce'), 1),
 (('GhostPanther', 'bexistntlcrisis'), 1),
 (('OpWallStreet', 'Mattixbigs'), 1),
 ...]
In [47]:
col=['rt_user','user','number']
df6.to_csv('rt_user_user_number.csv',sep=',',index=True)
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-47-260d1dba6356> in <module>
      1 col=['rt_user','user','number']
----> 2 df6.to_csv('rt_user_user_number.csv',sep=',',index=True)

NameError: name 'df6' is not defined
In [ ]: