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Check basic statistics of manually selected topics

Objective: make sure manually selected topics have high quality.

  • Characteristic keywords: easy to regonize associated news.
  • Amout of disscussion: reasonable size of associated news and tweets
  • Consistent in meaning: no drift/disperse in content.
  • Evolution of event: reasonable time-span of associated news.

Last modified: 2017-10-18

Roadmap

  1. Manually compile a list of topics with keywords
  2. Check number of associated news and tweets for each topic
  3. Check news titles and sample tweets of each topic
  4. Check time-span of each topic

Steps





In [2]:



    


"""
Initialization
"""

'''
Standard modules
'''
import os
import pickle
import sqlite3
import time
from pprint import pprint

'''
Analysis modules
'''
import pandas as pd


'''
Custom modules
'''
import config
import utilities

'''
Misc
'''
nb_name = '20171011-daheng-check_topics_basic_statistics'

Manually compile a list of topics with keywords

Topics information (category, name, keywords_lst) are manually compiled into config.MANUALLY_SELECTED_TOPICS_LST





In [2]:



    


"""
Print out manually selected topics information
"""
for topic_ind, topic in enumerate(config.MANUALLY_SELECTED_TOPICS_LST):
    print('({}/{}) {}'.format(topic_ind+1, len(config.MANUALLY_SELECTED_TOPICS_LST), topic))



    


















    






(1/51) {'category': 'politics', 'name': 'Hillary_Clinton_email_controversy', 'keywords_lst': [('email', 'e-mail'), ('Hillary', 'Clinton')]}
(2/51) {'category': 'politics', 'name': 'Iran_nuclear_deal', 'keywords_lst': ['Iran', 'nuclear']}
(3/51) {'category': 'politics', 'name': 'ISIS_Jihadi_John_identity_reveal', 'keywords_lst': ['Jihadi John']}
(4/51) {'category': 'politics', 'name': 'Ukraine_cease_fire', 'keywords_lst': [('cease-fire', 'ceasefire'), ('Ukraine', 'Russia')]}
(5/51) {'category': 'politics', 'name': 'Egypt_free_Al_Jazeera_journalist', 'keywords_lst': [('Al Jazeera', 'Egypt'), ('Peter Greste', 'journalist')]}
(6/51) {'category': 'politics', 'name': 'Keystone_XL_Pipeline_bill', 'keywords_lst': ['Keystone XL']}
(7/51) {'category': 'politics', 'name': 'CIA_Torture_Report', 'keywords_lst': ['Torture Report']}
(8/51) {'category': 'politics', 'name': 'Obama_cybersecurity_plan', 'keywords_lst': ['Obama', 'cyber']}
(9/51) {'category': 'politics', 'name': 'DHS_funding_issue', 'keywords_lst': ['DHS', 'fund']}
(10/51) {'category': 'politics', 'name': 'US_Cuba_relationship', 'keywords_lst': [('US', 'Obama'), ('Cuba', 'Castro')]}
(11/51) {'category': 'politics', 'name': '2015_CPAC', 'keywords_lst': ['CPAC']}
(12/51) {'category': 'politics', 'name': 'Iraq_free_ISIS_Tikrit', 'keywords_lst': ['Tikrit']}
(13/51) {'category': 'politics', 'name': 'Nigeria_Boko_Haram_terrorists', 'keywords_lst': ['Boko Haram']}
(14/51) {'category': 'social', 'name': 'Ferguson_unrest', 'keywords_lst': ['Ferguson']}
(15/51) {'category': 'social', 'name': 'Hong_Kong_protest', 'keywords_lst': ['Hong Kong']}
(16/51) {'category': 'social', 'name': 'Sony_cyberattack', 'keywords_lst': ['Sony']}
(17/51) {'category': 'social', 'name': 'Bill_Cosby_sexual_assault_allegation', 'keywords_lst': ['Bill Cosby']}
(18/51) {'category': 'social', 'name': 'SpaceX_rocket_landing', 'keywords_lst': ['SpaceX']}
(19/51) {'category': 'social', 'name': 'Brian_Williams_fake_story', 'keywords_lst': ['Brian Williams']}
(20/51) {'category': 'social', 'name': 'HSBC_tax_scandal', 'keywords_lst': ['HSBC']}
(21/51) {'category': 'social', 'name': 'David_Carr_death', 'keywords_lst': ['David Carr']}
(22/51) {'category': 'social', 'name': 'Patriots_Deflategate', 'keywords_lst': [('Deflategate', 'Deflate-gate')]}
(23/51) {'category': 'social', 'name': 'Delhi_Uber_driver_rape', 'keywords_lst': ['Uber', ('rape', 'Delhi')]}
(24/51) {'category': 'social', 'name': 'Superbug_spread', 'keywords_lst': ['Superbug']}
(25/51) {'category': 'social', 'name': 'Rudy_Giuliani_Obama_critique', 'keywords_lst': ['Giuliani']}
(26/51) {'category': 'entertainment', 'name': 'Oscar', 'keywords_lst': ['Oscar']}
(27/51) {'category': 'entertainment', 'name': 'Super_Bowl', 'keywords_lst': ['Super Bowl']}
(28/51) {'category': 'entertainment', 'name': 'Grammy', 'keywords_lst': ['Grammy']}
(29/51) {'category': 'entertainment', 'name': 'Golden_Globe', 'keywords_lst': ['Golden Globe']}
(30/51) {'category': 'entertainment', 'name': '500_million_Powerball', 'keywords_lst': ['Powerball']}
(31/51) {'category': 'entertainment', 'name': 'Thanksgiving', 'keywords_lst': ['Thanksgiving']}
(32/51) {'category': 'entertainment', 'name': 'Black_Friday_and_Cyber_Monday', 'keywords_lst': [('Black Friday', 'Cyber Monday')]}
(33/51) {'category': 'entertainment', 'name': 'Christmas', 'keywords_lst': ['Christmas']}
(34/51) {'category': 'entertainment', 'name': 'New_Year', 'keywords_lst': ['New Year']}
(35/51) {'category': 'entertainment', 'name': 'Apple_Watch', 'keywords_lst': ['Apple Watch']}
(36/51) {'category': 'entertainment', 'name': 'Yosemite_historic_climb', 'keywords_lst': [('Yosemite', 'El Capitan')]}
(37/51) {'category': 'entertainment', 'name': 'Jon_Stewart_Daily_Show', 'keywords_lst': ['Jon Stewart']}
(38/51) {'category': 'entertainment', 'name': 'success_of_American_Sniper', 'keywords_lst': ['American Sniper']}
(39/51) {'category': 'tragedy', 'name': 'Ebola_virus_spread', 'keywords_lst': ['Ebola']}
(40/51) {'category': 'tragedy', 'name': 'Indonesia_AirAsia_Flight_QZ8501_crash', 'keywords_lst': [('AirAsia', '8501')]}
(41/51) {'category': 'tragedy', 'name': 'Paris_attacks', 'keywords_lst': ['Paris']}
(42/51) {'category': 'tragedy', 'name': 'Vanuatu_Cyclone_Pam', 'keywords_lst': ['Vanuatu', 'Cyclone']}
(43/51) {'category': 'tragedy', 'name': 'Malaysia_Airlines_Flight_MH370_crash', 'keywords_lst': ['370']}
(44/51) {'category': 'tragedy', 'name': 'Colorado_NAACP_bombing', 'keywords_lst': ['NAACP']}
(45/51) {'category': 'tragedy', 'name': 'FSU_shooting', 'keywords_lst': ['FSU']}
(46/51) {'category': 'tragedy', 'name': 'Chapel_Hill_shooting', 'keywords_lst': ['Chapel Hill']}
(47/51) {'category': 'tragedy', 'name': 'Bobbi_Kristina_Brown_death', 'keywords_lst': ['Bobbi Kristina Brown']}
(48/51) {'category': 'tragedy', 'name': 'Taliban_Pakistan_school_massacre', 'keywords_lst': [('Pakistan', 'Taliban'), ('school', 'student', 'massacre')]}
(49/51) {'category': 'tragedy', 'name': 'American_ISIS_Hostage_Kayla_Mueller', 'keywords_lst': ['Kayla Mueller']}
(50/51) {'category': 'tragedy', 'name': 'TransAsia_Airways_Flight_GE235_crash', 'keywords_lst': [('TransAsia', 'Taiwan'), ('plane', 'crash', 'pilot', 'flight')]}
(51/51) {'category': 'tragedy', 'name': 'Germanwings_Flight_9525_crash', 'keywords_lst': [('Germanwings', 'Lufthansa', '9525')]}

Check number of associated news and tweets for each topic

Build pickle for news_id and tweets_id associated with each topic





In [3]:



    


%%time
"""
Register
    TOPICS_LST_PKL = os.path.join(DATA_DIR, 'topics.lst.pkl')
in config.
"""
if 0 == 1:
    supplement_topics_lst = []
    
    '''
    Load in pickle for news data over selected period.
    '''
    news_period_df = pd.read_pickle(config.NEWS_PERIOD_DF_PKL)
 
    for topic_ind, topic in enumerate(config.MANUALLY_SELECTED_TOPICS_LST):
        localtime = time.asctime(time.localtime(time.time()))
        print('({}/{}) processing topic: {} ... {}'.format(topic_ind+1,
                                                           len(config.MANUALLY_SELECTED_TOPICS_LST),
                                                           topic['name'],
                                                           localtime))
        '''
        Match out associated news titles.
        '''
        asso_news_native_ids_lst = []
        for ind, row in news_period_df.iterrows():
            if utilities.news_title_match(row['news_title'], topic['keywords_lst'], verbose=False):
                asso_news_native_ids_lst.append(row['news_native_id'])
        
        topic['news_native_ids_lst'] = asso_news_native_ids_lst
        
        '''
        Query associated tweets
        '''
        asso_tweets_ids_lst = []
        
        query_news_tweets = '''
        select tweet_id from tweets
        where news_native_id = :news_native_id
        order by tweet_id asc;'''
        
        with sqlite3.connect(config.NEWS_TWEETS_DB_FILE) as conn:
            cursor = conn.cursor()
            for news_native_id in topic['news_native_ids_lst']:
                cursor.execute(query_news_tweets, {'news_native_id': news_native_id})
                tweets_ids_lst = [item[0] for item in cursor.fetchall()]
                asso_tweets_ids_lst.extend(tweets_ids_lst)
                
        topic['tweets_ids_lst'] = asso_tweets_ids_lst
        
        supplement_topics_lst.append(topic)
    
    '''
    Make pickle
    '''
    with open(config.TOPICS_LST_PKL, 'wb') as f:
        pickle.dump(supplement_topics_lst, f)



    


















    






(1/51) processing topic: Hillary_Clinton_email_controversy ... Wed Oct 18 17:01:55 2017
(2/51) processing topic: Iran_nuclear_deal ... Wed Oct 18 17:02:03 2017
(3/51) processing topic: ISIS_Jihadi_John_identity_reveal ... Wed Oct 18 17:02:14 2017
(4/51) processing topic: Ukraine_cease_fire ... Wed Oct 18 17:02:22 2017
(5/51) processing topic: Egypt_free_Al_Jazeera_journalist ... Wed Oct 18 17:02:30 2017
(6/51) processing topic: Keystone_XL_Pipeline_bill ... Wed Oct 18 17:02:38 2017
(7/51) processing topic: CIA_Torture_Report ... Wed Oct 18 17:02:45 2017
(8/51) processing topic: Obama_cybersecurity_plan ... Wed Oct 18 17:02:53 2017
(9/51) processing topic: DHS_funding_issue ... Wed Oct 18 17:03:01 2017
(10/51) processing topic: US_Cuba_relationship ... Wed Oct 18 17:03:08 2017
(11/51) processing topic: 2015_CPAC ... Wed Oct 18 17:03:17 2017
(12/51) processing topic: Iraq_free_ISIS_Tikrit ... Wed Oct 18 17:03:25 2017
(13/51) processing topic: Nigeria_Boko_Haram_terrorists ... Wed Oct 18 17:03:33 2017
(14/51) processing topic: Ferguson_unrest ... Wed Oct 18 17:03:42 2017
(15/51) processing topic: Hong_Kong_protest ... Wed Oct 18 17:03:54 2017
(16/51) processing topic: Sony_cyberattack ... Wed Oct 18 17:04:03 2017
(17/51) processing topic: Bill_Cosby_sexual_assault_allegation ... Wed Oct 18 17:04:13 2017
(18/51) processing topic: SpaceX_rocket_landing ... Wed Oct 18 17:04:21 2017
(19/51) processing topic: Brian_Williams_fake_story ... Wed Oct 18 17:04:29 2017
(20/51) processing topic: HSBC_tax_scandal ... Wed Oct 18 17:04:37 2017
(21/51) processing topic: David_Carr_death ... Wed Oct 18 17:04:45 2017
(22/51) processing topic: Patriots_Deflategate ... Wed Oct 18 17:04:53 2017
(23/51) processing topic: Delhi_Uber_driver_rape ... Wed Oct 18 17:05:01 2017
(24/51) processing topic: Superbug_spread ... Wed Oct 18 17:05:09 2017
(25/51) processing topic: Rudy_Giuliani_Obama_critique ... Wed Oct 18 17:05:17 2017
(26/51) processing topic: Oscar ... Wed Oct 18 17:05:25 2017
(27/51) processing topic: Super_Bowl ... Wed Oct 18 17:05:35 2017
(28/51) processing topic: Grammy ... Wed Oct 18 17:05:45 2017
(29/51) processing topic: Golden_Globe ... Wed Oct 18 17:05:55 2017
(30/51) processing topic: 500_million_Powerball ... Wed Oct 18 17:06:03 2017
(31/51) processing topic: Thanksgiving ... Wed Oct 18 17:06:12 2017
(32/51) processing topic: Black_Friday_and_Cyber_Monday ... Wed Oct 18 17:06:23 2017
(33/51) processing topic: Christmas ... Wed Oct 18 17:06:33 2017
(34/51) processing topic: New_Year ... Wed Oct 18 17:06:44 2017
(35/51) processing topic: Apple_Watch ... Wed Oct 18 17:06:55 2017
(36/51) processing topic: Yosemite_historic_climb ... Wed Oct 18 17:07:04 2017
(37/51) processing topic: Jon_Stewart_Daily_Show ... Wed Oct 18 17:07:12 2017
(38/51) processing topic: success_of_American_Sniper ... Wed Oct 18 17:07:20 2017
(39/51) processing topic: Ebola_virus_spread ... Wed Oct 18 17:07:30 2017
(40/51) processing topic: Indonesia_AirAsia_Flight_QZ8501_crash ... Wed Oct 18 17:07:39 2017
(41/51) processing topic: Paris_attacks ... Wed Oct 18 17:07:49 2017
(42/51) processing topic: Vanuatu_Cyclone_Pam ... Wed Oct 18 17:07:59 2017
(43/51) processing topic: Malaysia_Airlines_Flight_MH370_crash ... Wed Oct 18 17:08:08 2017
(44/51) processing topic: Colorado_NAACP_bombing ... Wed Oct 18 17:08:16 2017
(45/51) processing topic: FSU_shooting ... Wed Oct 18 17:08:27 2017
(46/51) processing topic: Chapel_Hill_shooting ... Wed Oct 18 17:08:35 2017
(47/51) processing topic: Bobbi_Kristina_Brown_death ... Wed Oct 18 17:08:43 2017
(48/51) processing topic: Taliban_Pakistan_school_massacre ... Wed Oct 18 17:08:53 2017
(49/51) processing topic: American_ISIS_Hostage_Kayla_Mueller ... Wed Oct 18 17:09:01 2017
(50/51) processing topic: TransAsia_Airways_Flight_GE235_crash ... Wed Oct 18 17:09:09 2017
(51/51) processing topic: Germanwings_Flight_9525_crash ... Wed Oct 18 17:09:19 2017
CPU times: user 7min 28s, sys: 6.6 s, total: 7min 35s
Wall time: 7min 36s

Recover pickle and print number of news and tweets for each topic





In [4]:



    


"""
Test recover topics lst pkl
"""
if 0 == 1:
    with open(config.TOPICS_LST_PKL, 'rb') as f:
        topics_lst = pickle.load(f)
    
    for topic_ind, topic in enumerate(topics_lst):
        print('{} Topic_name: {}; news_num: {}; tweets_num: {}'.format(topic_ind,
                                                                       topic['name'],
                                                                       len(topic['news_native_ids_lst']),
                                                                       len(topic['tweets_ids_lst'])))



    


















    






0 Topic_name: Hillary_Clinton_email_controversy; news_num: 228; tweets_num: 860564
1 Topic_name: Iran_nuclear_deal; news_num: 406; tweets_num: 2412264
2 Topic_name: ISIS_Jihadi_John_identity_reveal; news_num: 101; tweets_num: 620121
3 Topic_name: Ukraine_cease_fire; news_num: 84; tweets_num: 603709
4 Topic_name: Egypt_free_Al_Jazeera_journalist; news_num: 50; tweets_num: 129120
5 Topic_name: Keystone_XL_Pipeline_bill; news_num: 55; tweets_num: 117692
6 Topic_name: CIA_Torture_Report; news_num: 41; tweets_num: 167362
7 Topic_name: Obama_cybersecurity_plan; news_num: 73; tweets_num: 495576
8 Topic_name: DHS_funding_issue; news_num: 45; tweets_num: 104911
9 Topic_name: US_Cuba_relationship; news_num: 235; tweets_num: 1213314
10 Topic_name: 2015_CPAC; news_num: 68; tweets_num: 289774
11 Topic_name: Iraq_free_ISIS_Tikrit; news_num: 94; tweets_num: 567544
12 Topic_name: Nigeria_Boko_Haram_terrorists; news_num: 243; tweets_num: 954810
13 Topic_name: Ferguson_unrest; news_num: 611; tweets_num: 3406303
14 Topic_name: Hong_Kong_protest; news_num: 157; tweets_num: 559130
15 Topic_name: Sony_cyberattack; news_num: 275; tweets_num: 1890966
16 Topic_name: Bill_Cosby_sexual_assault_allegation; news_num: 168; tweets_num: 636409
17 Topic_name: SpaceX_rocket_landing; news_num: 86; tweets_num: 367488
18 Topic_name: Brian_Williams_fake_story; news_num: 69; tweets_num: 475319
19 Topic_name: HSBC_tax_scandal; news_num: 28; tweets_num: 78053
20 Topic_name: David_Carr_death; news_num: 36; tweets_num: 133630
21 Topic_name: Patriots_Deflategate; news_num: 44; tweets_num: 268590
22 Topic_name: Delhi_Uber_driver_rape; news_num: 36; tweets_num: 381997
23 Topic_name: Superbug_spread; news_num: 41; tweets_num: 240141
24 Topic_name: Rudy_Giuliani_Obama_critique; news_num: 50; tweets_num: 284510
25 Topic_name: Oscar; news_num: 241; tweets_num: 1902567
26 Topic_name: Super_Bowl; news_num: 211; tweets_num: 1628441
27 Topic_name: Grammy; news_num: 99; tweets_num: 674595
28 Topic_name: Golden_Globe; news_num: 79; tweets_num: 826707
29 Topic_name: 500_million_Powerball; news_num: 79; tweets_num: 515778
30 Topic_name: Thanksgiving; news_num: 150; tweets_num: 1946168
31 Topic_name: Black_Friday_and_Cyber_Monday; news_num: 121; tweets_num: 1511633
32 Topic_name: Christmas; news_num: 237; tweets_num: 2628846
33 Topic_name: New_Year; news_num: 69; tweets_num: 1053027
34 Topic_name: Apple_Watch; news_num: 73; tweets_num: 608351
35 Topic_name: Yosemite_historic_climb; news_num: 41; tweets_num: 107481
36 Topic_name: Jon_Stewart_Daily_Show; news_num: 35; tweets_num: 246313
37 Topic_name: success_of_American_Sniper; news_num: 155; tweets_num: 740376
38 Topic_name: Ebola_virus_spread; news_num: 173; tweets_num: 888396
39 Topic_name: Indonesia_AirAsia_Flight_QZ8501_crash; news_num: 258; tweets_num: 1213037
40 Topic_name: Paris_attacks; news_num: 225; tweets_num: 1260586
41 Topic_name: Vanuatu_Cyclone_Pam; news_num: 89; tweets_num: 409029
42 Topic_name: Malaysia_Airlines_Flight_MH370_crash; news_num: 58; tweets_num: 529421
43 Topic_name: Colorado_NAACP_bombing; news_num: 38; tweets_num: 345563
44 Topic_name: FSU_shooting; news_num: 39; tweets_num: 171822
45 Topic_name: Chapel_Hill_shooting; news_num: 37; tweets_num: 89304
46 Topic_name: Bobbi_Kristina_Brown_death; news_num: 49; tweets_num: 129493
47 Topic_name: Taliban_Pakistan_school_massacre; news_num: 80; tweets_num: 286289
48 Topic_name: American_ISIS_Hostage_Kayla_Mueller; news_num: 38; tweets_num: 74058
49 Topic_name: TransAsia_Airways_Flight_GE235_crash; news_num: 56; tweets_num: 220522
50 Topic_name: Germanwings_Flight_9525_crash; news_num: 71; tweets_num: 341486

Check news titles and sample tweets of each topic





In [3]:



    


"""
Recover pkl
"""
if 1 == 1:
    with open(config.TOPICS_LST_PKL, 'rb') as f:
        topics_lst = pickle.load(f)



    











In [4]:



    


"""
Select topic
"""
if 1 == 1:
    target_topic_ind = 26
    topic = topics_lst[target_topic_ind]



    











In [9]:



    


'''
Print associated news titles
'''
if 1 == 1:
    print('TOPIC: {}; KEYWORDS: {}'.format(topic['name'], topic['keywords_lst']))
    
    # limit to first 100 news
    news_native_ids_lst = topic['news_native_ids_lst'][:100]
    
    query_news = '''
    select news_title, news_collected_time from news
    where news_native_id = :news_native_id
    order by news_native_id asc;'''

    with sqlite3.connect(config.NEWS_TWEETS_DB_FILE) as conn:
        conn.row_factory = sqlite3.Row
        cursor = conn.cursor()
        for news_native_id in news_native_ids_lst:
            cursor.execute(query_news, {'news_native_id': news_native_id})
            for row in cursor.fetchall():
                print('{}: {}'.format(row['news_collected_time'], row['news_title']))



    


















    






TOPIC: Hillary_Clinton_email_controversy; KEYWORDS: [('email', 'e-mail'), ('Hillary', 'Clinton')]
2015-03-02: Hillary Clinton used private email account for State Department business
2015-03-02: Hillary Clinton used personal email as Secretary of State
2015-03-02: Hillary Clinton used private email account for State Department business
2015-03-03: Hillary Clinton's Personal Email Use May Have Violated Federal Requirements ...
2015-03-03: Report: Clinton only used personal e-mail at State
2015-03-03: Hillary Clinton's use of private email address while Secretary of State draws scrutiny
2015-03-03: Hillary Clinton Used Personal Email Account at State Dept., Possibly Breaking Rules
2015-03-03: Clinton had no official State Dept. email address
2015-03-03: Clinton aide: State Department e-mails preserved
2015-03-03: Hillary Clinton illegally used a private email account, reports NYTimes (+video)
2015-03-03: Hillary Clinton used private e-mail for government business at State Dept.
2015-03-03: Hillary Clinton's State Department Email: What We Know About Her Use of a ...
2015-03-03: Hillary Clinton Email: What the White House Said in 2011 That May Not Look ...
2015-03-03: Clinton's Private E-Mail Use Ran Counter to Obama's Records Push
2015-03-03: Hillary Clinton's Personal Email Use Differed from Other Top Officials
2015-03-03: White House Won't Say if Hillary Clinton Broke Law by Using Personal Email at ...
2015-03-03: Hillary Clinton Supporters Defend Her Use of Private Email Account
2015-03-03: Hillary Clinton hidden emails taint Obama transparency vow, boost Benghazi probe
2015-03-03: Hillary Clinton's experience with private e-mail account not unique
2015-03-03: Clinton's e-mail practices contrary to official guidance
2015-03-03: Hillary Clinton's team defends her email usage during her tenure at State
2015-03-03: Democrats, State Department defend Hillary Clinton over email flap
2015-03-03: Using Private Email, Hillary Clinton Thwarted Record Requests
2015-03-03: Clinton avoids e-mail flap during EMILY's List speech
2015-03-04: Hillary Clinton's use of private email not unusual, but still raises questions
2015-03-04: Obama admin. fails to defend Hillary Clinton's email use
2015-03-04: Hillary Clinton Teases Presidential Run, Avoids Email Scandal at Emily's List Gala
2015-03-04: Hillary Clinton's email server traced to Internet service registered to NY home
2015-03-04: Hillary Clinton ran own computer system for her official emails, tracing back to NY estate
2015-03-04: No entitlement reform: Hillary email scandal reveals core weakness
2015-03-04: Hillary Clinton ran her own email servers as Secretary of State
2015-03-04: Hillary Clinton's E-Mail Woes Aren't Going Away Soon
2015-03-04: Hillary Clinton e-mail uproar: Who is the mysterious 'Eric Hoteham'?
2015-03-04: House committee to subpoena e-mails from Clinton's personal account
2015-03-04: Hillary Clinton Had Own Computer Server for Official Emails
2015-03-04: Why did Hillary Clinton rely on 'home-brew' e-mail server?
2015-03-04: Everything We Know About Hillary Clinton's Email
2015-03-04: Clinton facing mounting questions over efforts to stay off gov't email system
2015-03-04: House Benghazi Committee Subpoenas Clinton's Personal Emails
2015-03-04: House panel issues subpoenas for Clinton e-mails
2015-03-04: Private email questions emerge as Clinton nears 2016 bid
2015-03-04: GOP subpoenas Hillary Clinton for emails on her server
2015-03-04: Membership in Clinton's Email Domain Is Remembered as a Mark of Status
2015-03-05: Embattled Hillary Clinton urges State Department to release emails
2015-03-05: Hillary Clinton asks State Dept. to release her e-mails
2015-03-05: Hillary Clinton Asks State Dept. to Review Emails for Public Release
2015-03-05: Hillary Clinton: 'I Want the Public to See My Email'
2015-03-05: Hillary Clinton says she's asked State Department to make emails public
2015-03-05: Hillary Clinton's Custom Email Based on Server Near Her Home
2015-03-05: Under Scrutiny, Hillary Clinton Asks for State Department Emails to be Released
2015-03-05: Hillary Clinton Responds To Email Controversy: 'I Want The Public To See My ...
2015-03-05: Hillary Clinton Email Mystery Man: What We Know About Eric Hoteham
2015-03-05: Clinton used personal email – but ousted ambassador was chastised for doing the same
2015-03-05: Hillary Clinton asks State to release emails: What you need to know
2015-03-05: Clinton private email violated 'clear-cut' State Dept. rules
2015-03-05: Aide tied to past Clinton scandals surfaces in controversy over emails
2015-03-05: Exclusive: Internal cable from Clinton State Department office barred use of personal email
2015-03-05: Hillary's Email Escapade
2015-03-05: Review of Hillary Clinton emails to take months: official
2015-03-05: Lupica: Emails show Hillary Clinton can self-inflict woes
2015-03-05: Exclusive: Internal cable from Clinton State Department office barred use of personal email
2015-03-06: Review of Hillary Clinton emails to take months -US official
2015-03-06: Hillary Clinton: 'I want the public to see my email'
2015-03-06: It could be very long time before Hillary Clinton's State Department e-mails see ...
2015-03-06: Ousted ambassador sounds off on Hillary email flap
2015-03-06: Email Controversy Creates Two Lasting Issues for Hillary Clinton
2015-03-06: Clinton's personal email use – despite clear rules – raises double-standard ...
2015-03-06: Hillary Clinton emails: What's a 'homebrew' email server?
2015-03-06: Clinton Email Flap Could Signal Political Trouble Ahead
2015-03-06: Former ambassador under fire for private email use 'Very surprised' to learn that Clinton was doing same thing
2015-03-06: Hillary Clinton Emails: A Timeline of What Rules Were Allegedly Ignored
2015-03-06: 'How secure could it have been?' IT crowd questions if Hillary email could have ...
2015-03-06: State Department Warned Against Private E-Mail Such as Clinton's
2015-03-06: Clinton's emails: Secrets, security and the law
2015-03-06: White House scrambles to answer when they learned of Clinton email habits
2015-03-06: Clinton's emails: Secrets, security and the law
2015-03-06: Bush finds Hillary Clinton's e-mail practice 'baffling'
2015-03-06: White House defers questions on Hillary Clinton's private email use
2015-03-07: White House scrambles to answer when they learned of Clinton email habits
2015-03-07: Emails show Clinton aides running interference during Benghazi attack
2015-03-07: What we know about Hillary Clinton's private email account
2015-03-07: What we know about Hillary Clinton's private email account
2015-03-07: Hillary?s Secret Email Was a Cyberspy?s Dream Weapon
2015-03-07: Are Clinton's e-mails scandal or mere controversy? New evidence.
2015-03-07: Are Hillary Clinton's e-mails scandal or mere controversy? New evidence.
2015-03-07: Beyond Clinton, many 2016 hopefuls have used private email
2015-03-07: Beyond Clinton, many 2016 hopefuls have used private email
2015-03-07: Clinton's Private Email Account at Odds With State Department Policy
2015-03-07: Best of the worst of exposed e-mails: Clinton, Ferguson and more
2015-03-07: Obama Says Hillary's Private Email Account Was News To Him
2015-03-07: Are Hillary Clinton's e-mails scandal or mere controversy? New evidence. (+video)
2015-03-07: Hillary Clinton's email scandal sure fits the 'Bill'
2015-03-08: Obama says he was not aware Clinton used private email
2015-03-08: Hillary Clinton's email scandal certainly fits the 'Bill'
2015-03-08: Obama praises Clinton for asking State Department to disclose emails
2015-03-08: Obama Says He's 'Glad' Hillary Clinton Asked for Release of Emails
2015-03-08: Obama says he learned of Clinton using private email through news reports
2015-03-08: Top Clinton White House lawyer defends Hillary emails, but says probe OK
2015-03-08: How Obama learned about Hillary Rodham Clinton's peculiar e-mail
2015-03-08: Clinton possibly broke laws with personal email account: pol

















In [5]:



    


'''
Print associated tweets
'''
if 1 == 1:
    print('TOPIC: {}; KEYWORDS: {}'.format(topic['name'], topic['keywords_lst']))
    
    # limit to first 150 tweets
    tweets_ids_lst = topic['tweets_ids_lst'][:150]
    
    query_tweets = '''
    select tweet_text, tweet_collected_time from tweets
    where tweet_id = :tweet_id
    order by tweet_native_id asc;'''

    with sqlite3.connect(config.NEWS_TWEETS_DB_FILE) as conn:
        conn.row_factory = sqlite3.Row
        cursor = conn.cursor()
        for tweet_id in tweets_ids_lst:
            cursor.execute(query_tweets, {'tweet_id': tweet_id})
            for row in cursor.fetchall():
                print('{}: {}'.format(row['tweet_collected_time'], row['tweet_text']))



    


















    






TOPIC: Super_Bowl; KEYWORDS: ['Super Bowl']
2014-11-23: Katy Perry to headline NFL's 2015 Super Bowl halftime show: NFL http://t.co/es7YFYORsj
2014-11-23: Katy Perry to perform at #SuperBowlHalftimeShow  @katyperry http://t.co/fJWgC1ihZB
2014-11-23: "@pepsi: It's official! @katyperry will perform at the Pepsi Super Bowl XLIX #Halftime Show: http://t.co/w7tIYHMW6M http://t.co/uTpO5bjvPm"
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video http://t.co/BMLq88gMyj
2014-11-23: “@nfl: .@katyperry will headline @pepsi @superbowl #halftime show: http://t.co/LpHf78vPSz http://t.co/8nLt3tv7aw” 😍😁 yaaa
2014-11-23: Katy Perry ‘Testing Out Ideas’ For 2015 Super Bowl Halftime Show Performance: Rumors about… http://t.co/jIS7yM9JAT
2014-11-23: #NFL finally announces #KatyPerry as next #SuperBowl halftime performer: Katy Perry, as long rumored, will headline… http://t.co/CosnhXgri5
2014-11-23: http://t.co/cVWnDmsz82 NFL Announces Katy Perry Will Be Super Bowl Halftime Show Performer #SportsTap
2014-11-23: Good Pick??????.....Katy Perry Will Officially Headline The Super Bowl Halftime Show...... http://t.co/h9jNoaUUt5
2014-11-23: Super Bowl come faster ☺️😍 http://t.co/ni4iFWiorh
2014-11-23: http://t.co/f4ZpVRVTP7 Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video #SoapCrush
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video http://t.co/7BMMmFkfos
2014-11-23: 1 less reason to have TV: MT @FOX17: #KatyPerry confirmed for this year's Super Bowl halftime: http://t.co/pG0cu9SLN3 http://t.co/z2AwZI3KwR
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video: Katy Perry has been officially… http://t.co/GbCfulmTa5
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video http://t.co/BUnBdb0jVx
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video http://t.co/4DfE3RD5M3
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video http://t.co/iFdhDsBtUL
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video http://t.co/B4FOWSrolZ
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video http://t.co/2zVIzZJVSf
2014-11-23: Katy Perry to perform at 2015 Super Bowl halftime show - KARE http://t.co/FECFLGnIXE
2014-11-23: Katy Perry to Perform at Super Bowl Halftime Show - ABC News http://t.co/dPVbGRwfnn
2014-11-23: "@NBCNews: You're gonna hear her roar: Katy Perry to headline NFL Super Bowl halftime show http://t.co/pAProiJ0Bx http://t.co/tbznAIsR9n"
2014-11-23: Why Katy Perry would win the Super Bowl halftime show - CNN - http://t.co/NMDicjxXiG
2014-11-23: Katy Perry To Headline Super Bowl XLIX Halftime Show http://t.co/IYc3fW6Mjo
2014-11-23: Katy perry's going do the superbowl halftime show this year
2014-11-23: Huuumm “@pepsi: It's official! @KatyPerry will perform at the Super Bowl XLIX #Halftime Show: http://t.co/LsnLMuPu4w http://t.co/aPVlTn11NW”
2014-11-23: Katy Perry To Headline Super Bowl Halftime Show http://t.co/GCTxwDWRw1 http://t.co/5nHH1Px05N
2014-11-23: Why Katy Perry Would Win The Super Bowl Halftime Show: Why Katy Perry Would Win The Super Bowl Halftime Show G... http://t.co/IR9t0cLFs9
2014-11-23: Katy Perry will headline Super Bowl halftime show: New York, NY (http://t.co/7OyfifuMPm) - Pop superstar Katy P... http://t.co/O3IG27sZ2T
2014-11-23: It's official: Katy Perry to perform at Super Bowl halftime show: Katy Perry performs on stage at "The Prismat... http://t.co/0aT7Er3UPG
2014-11-23: Katy Perry teases Super Bowl halftime show: The worst kept secret in the NFL is finally out; Katy Perry is to ... http://t.co/cvY9UfoXDk
2014-11-23: “@pepsi: It's official! @KatyPerry will perform at the Pepsi Super Bowl XLIX #Halftime Show: http://t.co/IjFf2vTVTI http://t.co/850devHpXj”😐
2014-11-23: Katy Perry tapped to perform Super Bowl halftime show: Will Katy Perry be a firework at the Super Bowl? http://t.co/LXVA9rOdVd
2014-11-23: Katy Perry to headline Super Bowl XLIX Halftime Show on NBC http://t.co/CmWPdHu3xa
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video http://t.co/1BtnQDg5Qm #celebrity
2014-11-23: USA: You're gonna hear her roar: Katy Perry to headline NFL Super Bowl halftime show http://t.co/HJO7X6MKXh http://t.co/iP5sa0ZVmz
2014-11-23: Katy Perry tapped to perform Super Bowl halftime show - Fox News..  #amazingrace
2014-11-23: NFL finally announces Katy Perry as next Super Bowl halftime performer http://t.co/ICVLBKIKrS #need2know
2014-11-23: News: Why Katy Perry would win the Super Bowl halftime show - CNN http://t.co/X3mAvQYIlz
2014-11-23: http://t.co/sBJ5NuEJIX Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video #Fanuendo http://t.co/njmNenrpZj
2014-11-23: Katy Perry for SB halftime show. Did the NFL forget the Bengals fans? http://t.co/7MWD5DpwTL
2014-11-23: Katy Perry Will Officially Headline The Super Bowl XLIX Halftime Show, And She Made A Video To Prove It http://t.co/uIZxvP70gp #sport
2014-11-23: Katy Perry to perform at Super Bowl halftime show: Singer Katy Perry has been confirmed to headline... http://t.co/m6sXq1WPEX #SuperBowl
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video: The "Firework" sin... http://t.co/tztGUPASgL #SuperBowl
2014-11-23: From @NBCNews: Katy Perry to headline NFL Super Bowl halftime show http://t.co/7tzfIZZV0R http://t.co/fNd1EvBxZ7
2014-11-23: Can you wrap me in bacon? “@katyperry: @SNFonNBC @NFL Yeppers! And I've already started testing out ideas! http://t.co/vnWwrZ8fHI #halftime”
2014-11-23: Katy Perry to headline Super Bowl halftime show. Amazing entertainer: http://t.co/CEbTXkikAq
2014-11-23: Katy Perry confirms she will rock the Super Bowl halftime show this year in Glendale, AZ. Super Bowl 49 is on WSFA 12 this year.
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video http://t.co/oU0BR2zhiG
2014-11-23: Can you wrap me in bacon? “@katyperry: @SNFonNBC @NFL Yeppers! And I've already started testing out ideas! http://t.co/i3KxJ5eoMA #halftime”
2014-11-23: #Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo Video http://t.co/Eq2q8RQRk5
2014-11-23: #Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo ... - Us Magazine http://t.co/xlEiDztF9V
2014-11-23: Since Katy Perry is the Super Bowl Halftime show, I kinda wish it was being sponsored by Viagra.
2014-11-23: NFL Announces Katy Perry Will Be Super Bowl Halftime Show Performer http://t.co/gIyxc15aeK
2014-11-23: Katy Perry Hyped for Super Bowl Halftime Show, Watch Her Sneak Peek Promo ... - Us Magazine http://t.co/l6srHO0sx7
2014-11-23: "@WFAN660: It's official: @katyperry to headline Super Bowl halftime show | http://t.co/Rmp18N0SvA" @mullrainee #wardrobemalfunction
2014-11-23: Why Katy Perry would win the Super Bowl halftime show - CNN..  #PLL
2014-11-23: Katy Perry: Super Bowl Halftime Show | Hyped for Halftime | Pepsi: http://t.co/xOuylk2vug via @YouTube
2014-11-23: @T3mpu5_Fug1t "@CBSNewYork: Katy Perry To Headline Super Bowl Halftime Show http://t.co/Rm46pfqQPI”
2014-11-23: It's Official: Katy Perry Lands Super Bowl Halftime Show Gig http://t.co/Lx51axh2fq via @tcpalm
2014-11-23: Katy Perry will be performing the Superbowl halftime show in February!  Watch her adorable promo video here: http://t.co/uHC5KJ2Gt7
2014-11-23: Katy Perry will be performing the Superbowl halftime show in February!  Watch her adorable promo video here: http://t.co/R9cIvNuc5F
2014-11-23: Katy Perry Hyped for Super Bowl Halfti... http://t.co/V85CblPXOH #katyperry #kpoverload | https://t.co/b8VxKuyNjG http://t.co/D0GjNxwqi2
2014-11-23: Katie Perry 1/2 time show! The only thing that could make this year’s #SuperBowl gayer is if #MichaelSam gets to play http://t.co/Ij4lRdapHf
2014-11-23: You're gonna hear her roar: Katy Perry to headline NFL Super Bowl halftime show http://t.co/wzeOAf7L6z http://t.co/k49gQZJWv9
2014-11-23: If you want @CamKrohn to attend your Super Bowl party, refer to it as a Katy Perry Halftime Show party.
2014-11-23: It's no longer a rumour, Katy Perry WILL perform the halftime show for the Superbowl in Feb. Will you watch? http://t.co/boBONzhlMv
2014-11-23: .@katyperry to perform at Super Bowl halftime show http://t.co/ycRJIZNeCT
2014-11-23: #Gossip #Celebrity Will Katy Perry's Super Bowl halftime show involve a fire-breathing shark? #Celebs http://t.co/K9X5uRWQDR
2014-11-23: It's official: @katyperry to headline Super Bowl halftime show | http://t.co/VcUmRqZWXR
2014-11-23: Katy Perry To Headline Super Bowl Halftime Show http://t.co/Wnt95K8gq3
2014-11-23: Katy Perry To Headline Super Bowl Halftime Show http://t.co/zMxxIokfC2
2014-11-23: Katy Perry tapped to perform Super Bowl halftime show - Fox News..  #PLL
2014-11-23: "It's official: @KatyPerry will be performing at the Super Bowl XLIX halftime show: http://t.co/CQgQqC8dYI" V @billboard
2014-11-23: NFL announces Super Bowl headliner after weeks of speculation: http://t.co/b8sVlB8VSl
2014-11-23: Katy Perry to Headline the Super Bowl Halftime Show Sunday, February 1 on NBC http://t.co/pLkOlidXQh
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/CyNCqAUA8z
2014-11-23: Sexy #Style #Fashion Katy Perry to headline NFL's 2015 Super Bowl halftime show: NFL http://t.co/FbypgsCqTA #Pretty
2014-11-23: Sexy #Style #Fashion Katy Perry gets the nod for Super Bowl XLIX halftime show http://t.co/a5j6w8E3Gd #Pretty
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/gR7CV5zZqc
2014-11-23: #Show #Entertainment Katy Perry lands Super Bowl Halftime Show gig http://t.co/F7VbWUxh9a #Beauty
2014-11-23: #Show #Entertainment Katy Perry gets the nod for Super Bowl XLIX halftime show http://t.co/R6wctx9gVf #Beauty
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/ladZVs8K8o
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/qc4NQ7oiLh
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/GIcFYdPcHT
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/WHiCcctBKN
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/kwvyCXXA0X
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/Hv1bPvjqBd
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/Sm1BEeRBMi
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/4rFU0uVnHa
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/CAZZw1d3al
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/TKlR2ELNdZ
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/PLQBlYsZoo
2014-11-23: Katy Perry to Perform at Super Bowl Halftime Show - ABC News http://t.co/UeEBQ8Ae02
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/7Lu03TqFQJ
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/C7XCC2HYKA
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/3LV6AFSmf5
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/Bt3czIZX6C
2014-11-23: Katy Perry to headline NFL\'s 2015 Super Bowl halftime show: NFL(Orlando news) http://t.co/dwMboBL3CU
2014-11-23: Katy Perry confirmed to perform at Super Bowl halftime show http://t.co/870CQwEvXd
2014-11-23: NFL confirms Katy Perry will headline Super Bowl XLIX's halftime show: http://t.co/yxLvrIvUvL http://t.co/TzjJaBZ8ux
2014-11-23: Super Bowl 2015: Katy Perry confirmed for halftime show with possibility of 'edible glitter': Source: ww... http://t.co/WCadHBrzW3 #tcot
2014-11-23: #Entertainment #News Katy Perry to headline NFL's 2015 Super Bowl halftime show: NFL http://t.co/m6xXN466x1 #Fashion
2014-11-23: It's official: this mega-pop star will create a "Firework" for the Pepsi Super Bowl Halftime Show Feb. 1. http://t.co/u8eyIwyi2f
2014-11-23: #Style #Celebrity Katy Perry to Perform at 2015 Super Bowl Halftime Show #Gossip http://t.co/LWLETbhHrO
2014-11-23: ★ ET InTheD | Katy Perry lands Super Bowl Halftime Show gig: The 30-year-old pop star becomes… http://t.co/SZVk9gzPZV | via @WXYZDetroit
2014-11-23: NFL confirms Katy Perry will headline Super Bowl XLIX's halftime show: http://t.co/p5aL8nlvMV http://t.co/gMII22yg96
2014-11-23: Katy Perry: Super Bowl Halftime Show | Hyped for Halftime | Pepsi: http://t.co/94pfveS7sE vía @YouTube
2014-11-23: #Washington, D.C. Katy Perry to perform at Super Bowl halftime show http://t.co/KQ7yMd61KC @ABC7News
2014-11-23: Katy Perry Will Officially Headline The Super Bowl XLIX Halftime Show, And She Made A Video To Prove It: Great... http://t.co/VY6wJhNEJN
2014-11-23: Why Katy Perry would win the Super Bowl halftime show - CNN http://t.co/gSx9OL3TiL #celebritynews #140C
2014-11-23: Katy gets Super Bowl halftime http://t.co/XxxMylcGmL http://t.co/O89jaF8gRn
2014-11-23: Katy Perry ‘Testing Out Ideas’ For 2015 Super Bowl Halftime Show Performance http://t.co/Xoum15cNJa
2014-11-23: "@FoxNews: NFL taps Katy Perry to headline Super Bowl halftime show http://t.co/7yIkJbUbYt" @JOPs315 :)
2014-11-23: Katy Perry to headline Pepsi Super Bowl XLIX Halftime Show http://t.co/to4Xpl0Vnl
2014-11-23: #Gossip #Entertainment Katy Perry to Perform at 2015 Super Bowl Halftime Show http://t.co/K45diQx5NQ #Celebs
2014-11-23: How could they choose Katy Perry for the super bowl halftime show over Coldplay?
2014-11-23: Katy Perry tapped to perform Super Bowl halftime show - Fox News..  #PLL
2014-11-23: Katy Perry to Perform at Super Bowl Halftime Show https://t.co/RD8bGpvZ9M via @YahooMusic
2014-11-23: It's Official: Katy Perry Headlining Super Bowl XLIX Halftime Show http://t.co/co4HNLnZOb #SmartNews
2014-11-23: It's Official: Katy Perry Lands Super Bowl Halftime Show Gig http://t.co/ilE96zAle3 #ptbo
2014-11-23: Katy Perry tapped to perform Super Bowl halftime show - Fox News..  #stern #sternshow
2014-11-23: Katy Perry to Perform at Super Bowl XLIX Halftime Show http://t.co/KhLpbhOlL3 | https://t.co/Fgre7fBe7M http://t.co/IroO0KO1Bu
2014-11-23: Why Katy Perry would win the Super Bowl halftime show - CNN http://t.co/AkbKpaht4l
2014-11-23: Why Katy Perry would win the Super Bowl halftime show - CNN: CNNWhy Katy Perry would win the Super Bowl halfti... http://t.co/vAEluaGEFE
2014-11-23: *** Why Katy Perry would win the Super Bowl halftime show - CNN http://t.co/yp0O515nUG
2014-11-23: Why Katy Perry would win the Super Bowl halftime show - CNN: CNNWhy Katy Perry would win the Super Bowl halfti... http://t.co/WIgsayiztB
2014-11-23: How about a silent show.."@katyperry: .@SNFonNBC @NFL Yeppers! And I've already started testing out ideas! http://t.co/a6eKWbpPKG #halftime"
2014-11-23: Katy Perry to perform at Super Bowl halftime show (via http://t.co/VKgiT4bqAr) http://t.co/xj7kGHNhfN
2014-11-23: Katy Perry lands Super Bowl Halftime Show gig: The 30-year-old pop star becomes the third female artist in four… http://t.co/ApuLbU24ky
2014-11-23: It's Official: Katy Perry Lands Super Bowl Halftime Show Gig http://t.co/2hrPXfsvVj #KatyPerry http://t.co/TauaMvolv5
2014-11-23: Super bowl just got ruined, really? Katy Perry for halftime show? seriously?
2014-11-23: “@katyperry: .@SNFonNBC @NFL Yeppers! And I've already started testing out ideas! http://t.co/sLMHDld6Ez #halftime” 😭😭😭IM SO EXCITED😁🎈❤️🎀👠🎉🎉
2014-11-23: #Katy Perry to perform at Super Bowl halftime show: http://t.co/qofZQQsUuB via @AOL
2014-11-23: Super Bowl 2015: Katy Perry confirmed for halftime show with possibility of 'edible glitter' http://t.co/ZKupfOf0Ua
2014-11-23: Katy Perry is doing the super bowl halftime show 😂😂 great
2014-11-23: Katy Perry Performing in Super Bowl Halftime Show - http://t.co/Tr70xsQSIO http://t.co/gGZgV02yEU
2014-11-23: Katy Perry to play Super Bowl XLIX halftime show - http://t.co/PkM9hbHKp3 http://t.co/c8S7MdK17Y
2014-11-23: Katy Perry confirmed for Super Bowl Halftime show http://t.co/htkcDqcM4c #brunomars
2014-11-23: Katy Perry to perform at 2015 Super Bowl Halftime Show 👏😍
2014-11-23: Katy Perry: Super Bowl Halftime Show | Hyped for Halftime | Pepsi: http://t.co/aPbiV4uemw via @YouTube
2014-11-23: “@FoxNews: NFL taps Katy Perry to headline Super Bowl halftime show http://t.co/p3mxSahvBr” what nfl fan listens to katy perry?
2014-11-23: @Katy Perry tapped to perform Super Bowl halftime show - Fox News http://t.co/6tvwfwytVI
2014-11-23: JLo should've been chosen 4 the Super Bowl #Halftime Show. But Katy's label paid 4 her backing tracks to play while she stiffly moves around
2014-11-23: Katy Perry to play Super Bowl XLIX halftime show - http://t.co/15xXd8KAbj http://t.co/ZeM2hCHJqc
2014-11-23: Katy Perry tapped to perform Super Bowl halftime show - Fox News..  #NYG #Giants #NFL
2014-11-23: I liked a @YouTube video http://t.co/BFaYvjcETb Katy Perry: Super Bowl Halftime Show | Hyped for Halftime | Pepsi
2014-11-23: BREAKING: Katy Perry tapped to perform Super Bowl halftime show - Fox News: Fox NewsKaty Pe... http://t.co/IVxf1pWm8G #Khaatumo #Khatumo
2014-11-23: Katy Perry Officially Confirmed For Super Bowl XLIX Halftime Show. Watch The First Video Promo!!! http://t.co/ez7cszMo7B
2014-11-23: Katy Perry is doing the superbowl halftime show idk how I feel about that

Content source: adamwang0705/cross_media_affect_analysis

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