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fake news_2017-11-14_13-10-50.xlsx
fake news_2017-11-14_13-10-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 14, 2017
Short Description:
fake news via NodeXL http://bit.ly/2zD4vKL
@realdonaldtrump
@funder
@foxnews
@tracyalmashy
@seanhannity
@keurig
@nickiknowsnada
@pewdiepie

Description:
Description
The graph represents a network of 6,021 Twitter users whose tweets in the requested range contained "fake news", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 14 November 2017 at 21:12 UTC.

The requested start date was Tuesday, 14 November 2017 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 1-day, 0-hour, 22-minute period from Sunday, 12 November 2017 at 02:30 UTC to Monday, 13 November 2017 at 02:52 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 6021
Unique Edges : 7536
Edges With Duplicates : 490
Total Edges : 8026
Self-Loops : 533
Reciprocated Vertex Pair Ratio : 0.00317723442464429
Reciprocated Edge Ratio : 0.00633434315615533
Connected Components : 730
Single-Vertex Connected Components : 218
Maximum Vertices in a Connected Component : 3799
Maximum Edges in a Connected Component : 5676
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.67059
Graph Density : 0.00020035082085348
Modularity : 0.805743
NodeXL Version : 1.0.1.389

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[44] https://www.nytimes.com/2017/11/12/technology/social-media-disinformation.htmlhttps://www.nytimes.com/2017/11/12/technology/social-media-disinformation.html
[44] https://www.buzzfeed.com/vijaypandurangan/how-can-we-kill-fake-news
[20] http://www.independent.co.uk/arts-entertainment/music/news/olivia-newton-john-ex-boyfriend-add-name-found-mexico-fake-death-12-years-ago-former-partner-a8041796.html
[13] https://twitter.com/mental_floss/status/929791668290715649
[13] http://www.financialexpress.com/india-news/fake-notes-seized-in-malda-district-1-held/929331/
[12] http://www.usfreedomarmy.com/
[11] http://truthfeednews.com/trump-reminds-fake-news-of-hillarys-failed-russia-reset/
[10] http://billmoyers.com/story/fake-news-works-tens-millions-americans-flunk-basic-civics-class/
[9] https://twitter.com/xonecole/status/929514191458918401
[9] https://clips.twitch.tv/KnottyFunnyPonyTTours

Top URLs in Tweet in G1:
[3] https://twitter.com/occupycorruptdc/status/929857689227874304
[2] https://twitter.com/marquardta/status/929429310510911490
[1] https://twitter.com/i/web/status/929509950811881472
[1] https://twitter.com/splinter_news/status/929902652435128320
[1] https://twitter.com/i/web/status/929377275992268801
[1] https://twitter.com/i/web/status/929904367674839041
[1] https://twitter.com/CNNPolitics/status/929901904926257153
[1] https://twitter.com/i/web/status/929903786855985153
[1] https://twitter.com/i/web/status/929903661249187841
[1] https://twitter.com/i/web/status/929903205105926144

Top URLs in Tweet in G2:
[7] https://secure.actblue.com/donate/fire_hannity_twitter
[1] https://twitter.com/i/web/status/929879628570804224
[1] https://twitter.com/i/web/status/929399911841492995
[1] https://twitter.com/i/web/status/929770230938832896
[1] https://twitter.com/i/web/status/929858121966800897
[1] https://twitter.com/i/web/status/929894384438579201
[1] https://twitter.com/i/web/status/929413843087794176
[1] https://twitter.com/i/web/status/929895652900958210
[1] https://twitter.com/i/web/status/929902729505492992
[1] https://twitter.com/i/web/status/929873622289797126

Top URLs in Tweet in G3:
[2] http://www.bostonherald.com/news/local_coverage/2017/11/report_9_month_old_baby_feet_away_from_fentanyl_stash_in_tewksbury_as#.WgiLum7_6z8.twitter
[1] https://twitter.com/i/web/status/929811607420518401
[1] https://twitter.com/i/web/status/929904713197273088
[1] https://twitter.com/i/web/status/929889027762688000
[1] https://twitter.com/i/web/status/929901183283679239
[1] https://twitter.com/AmericanVoterUS/status/929863560989048832
[1] https://twitter.com/kwilli1046/status/926784006951186432
[1] https://twitter.com/Hoff917/status/929781696979001346
[1] https://twitter.com/i/web/status/929904441012006912
[1] https://twitter.com/i/web/status/929849011649081344

Top URLs in Tweet in G4:
[4] https://twitter.com/realdonaldtrump/status/929511061954297857
[2] http://www.myrepublica.com/news/30547/
[2] https://twitter.com/amnestyph/status/929203982966370304
[2] http://www.nydailynews.com/news/national/28-years-artist-scammed-100m-fake-navy-vets-charity-article-1.1549428
[1] https://soleindividual.com/blogs/news/kaws-x-air-jordan-4-olive-are-fake?utm_content=buffer2b124&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.youtube.com/watch?v=wF5o4nOqwv4&feature=youtu.be
[1] https://twitter.com/i/web/status/929537292347301888
[1] https://twitter.com/vicegandako/status/929346719199911936
[1] https://twitter.com/realDonaldTrump/status/929509950811881472
[1] https://www.bangkokpost.com/news/general/1358759/fake-surgeon-held-in-transgender-death

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/929647321641562113

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/928265808471560193
[1] https://twitter.com/i/web/status/929696251205095425
[1] https://twitter.com/i/web/status/929450893086511104
[1] https://twitter.com/i/web/status/928670823963152384
[1] https://twitter.com/i/web/status/929538256320024576

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/929904803085402112
[1] https://twitter.com/i/web/status/929852878155632640
[1] https://twitter.com/i/web/status/929903565451096064
[1] https://twitter.com/i/web/status/929903404578680832
[1] https://twitter.com/i/web/status/929903028261531649
[1] https://twitter.com/i/web/status/929706064534212608
[1] https://twitter.com/i/web/status/929852439557263361
[1] https://twitter.com/i/web/status/929901927684440065
[1] https://twitter.com/i/web/status/929672358469734405
[1] https://twitter.com/i/web/status/929901216036827136

Top URLs in Tweet in G8:
[4] https://twitter.com/jesselehrich/status/929451829657853952
[3] http://www.cnn.com/videos/politics/2017/11/11/roy-moore-responds-accusations-fake-news.cnn/video/playlists/roy-moore/
[2] https://trib.al/zfGmUwY
[1] https://twitter.com/i/web/status/929378479803572225
[1] https://twitter.com/i/web/status/929422056944488448
[1] https://twitter.com/i/web/status/883660823155150850
[1] https://voiceofeurope.com/2017/11/2731/#.WgiSgpb6_zQ.twitter
[1] https://twitter.com/i/web/status/929754346002272256
[1] https://twitter.com/i/web/status/929772816781791232
[1] https://twitter.com/i/web/status/929850755858571264

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/929542227050749953
[1] https://twitter.com/i/web/status/929537629418274816

Top URLs in Tweet in G10:
[6] https://www.youtube.com/watch?v=yRBMS64yKz0&app=desktop
[1] https://twitter.com/KFILE/status/929740186308829185
[1] https://twitter.com/i/web/status/929090382679478272
[1] https://twitter.com/i/web/status/929524990537551872
[1] https://twitter.com/i/web/status/929763998966444033
[1] https://twitter.com/i/web/status/929782545310416898
[1] https://twitter.com/i/web/status/929815817155260416
[1] https://twitter.com/i/web/status/929104445144629248
[1] https://twitter.com/i/web/status/928354717838671872
[1] https://twitter.com/i/web/status/929903928753270784

Top Domains
Top Domains in Tweet in Entire Graph:
[735] twitter.com
[47] nytimes.com
[45] buzzfeed.com
[37] co.uk
[36] youtube.com
[19] fb.me
[19] washingtonpost.com
[15] truthfeednews.com
[13] financialexpress.com
[12] usfreedomarmy.com

Top Domains in Tweet in G1:
[51] twitter.com
[1] washingtonexaminer.com
[1] thehill.com
[1] msnbc.com
[1] bit.ly

Top Domains in Tweet in G2:
[17] twitter.com
[7] actblue.com

Top Domains in Tweet in G3:
[31] twitter.com
[2] bostonherald.com
[1] breitbart.com
[1] pscp.tv

Top Domains in Tweet in G4:
[100] twitter.com
[12] fb.me
[5] youtube.com
[5] washingtonpost.com
[2] myrepublica.com
[2] co.uk
[2] vice.com
[2] nydailynews.com
[1] soleindividual.com
[1] bangkokpost.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[5] twitter.com

Top Domains in Tweet in G7:
[37] twitter.com
[1] huffingtonpost.com

Top Domains in Tweet in G8:
[22] twitter.com
[4] cnn.com
[2] trib.al
[1] voiceofeurope.com
[1] youtube.com

Top Domains in Tweet in G9:
[2] twitter.com

Top Domains in Tweet in G10:
[20] twitter.com
[6] youtube.com
[1] pscp.tv

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[146] alsen
[34] firehannity
[21] बरवाला_काण्ड_2014
[19] unhackthevote
[18] whymediasilentnow
[13] broncos
[12] usfa
[11] blockchain
[8] alabama
[8] ethereum



Top Hashtags in Tweet in G1:
[3] maga
[1] imports
[1] alsen
[1] oldandfattrump
[1] moron
[1] trumpcrimefamily

Top Hashtags in Tweet in G2:
[10] firehannity
[1] coffee
[1] dontdrinkthecoolaid
[1] fakenews

Top Hashtags in Tweet in G3:
[2] maga

Top Hashtags in Tweet in G4:
[3] whymediasilentnow
[2] toleranciacero
[2] बरवाला_काण्ड_2014
[1] corrupt
[1] thailand
[1] freejimmyb
[1] franco
[1] donnabrazile
[1] cnnisfakenews
[1] veryfakenews

Top Hashtags in Tweet in G6:
[143] alsen

Top Hashtags in Tweet in G7:
[3] firehannity
[2] eldorme
[1] worstpresidentever
[1] resign
[1] fake
[1] maga

Top Hashtags in Tweet in G8:
[2] roymoorechildmolester
[2] gop
[1] cnn26
[1] roymoore

Top Hashtags in Tweet in G10:
[2] thankyoutrump

Top Words
Top Words in Tweet in Entire Graph:
[1654] Words in Sentiment List#1: Positive
[10148] Words in Sentiment List#2: Negative
[12] Words in Sentiment List#3: Angry/Violent
[98534] Non-categorized Words
[110336] Total Words
[4601] fake
[4582] news
[1292] realdonaldtrump
[1279] media
[1138] russia

Top Words in Tweet in G1:
[1097] realdonaldtrump
[1097] fake
[1093] news
[1000] media
[996] remember
[996] clinton
[993] hillary
[993] russia
[992] crooked
[991] secretary

Top Words in Tweet in G2:
[1054] years
[594] fake
[587] news
[586] funder
[572] s
[564] hannity
[556] seth
[551] roy
[550] moore
[527] coverage

Top Words in Tweet in G3:
[576] seanhannity
[521] fake
[507] news
[452] keurig
[440] ads
[436] pull
[435] call
[435] care
[434] customer
[434] 866

Top Words in Tweet in G4:
[206] fake
[196] news
[17] media
[17] trump
[10] na
[9] russia
[9] t
[9] cnn
[8] one
[8] s

Top Words in Tweet in G5:
[176] fake
[176] news
[174] wsj
[174] insult
[174] calling
[174] nazi
[174] never
[174] call
[174] oh
[174] well

Top Words in Tweet in G6:
[174] fake
[173] news
[153] before
[145] roy
[145] moore
[145] create
[143] nickiknowsnada
[143] know
[143] wapo
[143] more

Top Words in Tweet in G7:
[65] fake
[63] news
[30] potus
[26] foxnews
[16] realdonaldtrump
[10] senjohnmccain
[8] media
[8] mitchellvii
[6] fox
[6] propaganda

Top Words in Tweet in G8:
[141] fake
[139] news
[76] cnn
[40] trobinsonnewera
[38] called
[38] nazi
[38] march
[38] very
[37] supporting
[36] martelhammer732

Top Words in Tweet in G9:
[271] sana
[254] ito
[157] fake
[156] news
[139] na
[136] ang
[128] vicegandako
[127] yung
[127] pagkakataon
[127] hinihiling

Top Words in Tweet in G10:
[65] fake
[65] news
[48] zero
[41] hit
[26] jacobawohl
[25] markdice
[24] literally
[24] interviews
[24] marketing
[24] budget

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4378] fake,news
[1115] news,media
[1062] realdonaldtrump,fake
[1048] hillary,clinton
[1045] media,remember
[1045] remember,crooked
[1044] secretary,state
[1043] crooked,hillary
[1043] clinton,secretary
[1040] state,begging

Top Word Pairs in Tweet in G1:
[1083] fake,news
[1008] realdonaldtrump,fake
[998] news,media
[992] hillary,clinton
[991] media,remember
[991] remember,crooked
[991] crooked,hillary
[991] clinton,secretary
[990] secretary,state
[988] state,begging

Top Word Pairs in Tweet in G2:
[586] fake,news
[550] roy,moore
[527] s,hannity
[527] hannity,roy
[527] moore,coverage
[527] coverage,years
[527] years,years
[527] years,propaganda
[527] propaganda,fake
[527] news,birther

Top Word Pairs in Tweet in G3:
[496] fake,news
[436] pull,ads
[434] customer,care
[434] care,866
[434] 866,901
[433] 901,2739
[431] ads,seanhannity
[430] keurig,play
[430] play,politics
[430] politics,pull

Top Word Pairs in Tweet in G4:
[175] fake,news
[5] news,media
[4] donald,trump
[4] sana,fake
[4] news,lang
[4] ng,fake
[4] spreading,fake
[4] news,fake
[3] t,fake
[3] jackposobiec,fake

Top Word Pairs in Tweet in G5:
[176] fake,news
[174] wsj,insult
[174] insult,calling
[174] calling,nazi
[174] nazi,never
[174] never,call
[174] call,fake
[174] news,oh
[174] oh,well
[174] well,try

Top Word Pairs in Tweet in G6:
[173] fake,news
[145] roy,moore
[143] moore,know
[143] know,wapo
[143] wapo,create
[143] create,more
[143] more,fake
[143] news,sex
[143] sex,scandals
[143] scandals,before

Top Word Pairs in Tweet in G7:
[55] fake,news
[6] news,propaganda
[5] propaganda,wow
[5] wow,potus
[5] news,media
[4] fake,fox
[4] fox,news
[4] foxnews,potus
[4] news,fake
[4] potus,administration

Top Word Pairs in Tweet in G8:
[138] fake,news
[38] very,fake
[37] trobinsonnewera,called
[37] called,nazi
[37] nazi,supporting
[37] supporting,march
[37] march,very
[36] martelhammer732,trobinsonnewera
[17] news,story
[17] story,13

Top Word Pairs in Tweet in G9:
[156] fake,news
[135] ang,fake
[127] ito,yung
[127] yung,pagkakataon
[127] pagkakataon,na
[127] na,hinihiling
[127] hinihiling,kong
[127] kong,sana
[127] sana,ito
[127] ito,ang

Top Word Pairs in Tweet in G10:
[64] fake,news
[24] literally,zero
[24] zero,interviews
[24] interviews,zero
[24] zero,marketing
[24] marketing,budget
[24] budget,press
[24] press,attention
[24] attention,new
[24] new,book

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@cnn
@thehill
@seanhannity
@foxnews
@amnestyph
@gugachacra
@tedlieu
@cnnpolitics
@fake_news_u_r

Top Replied-To in G1:
@realdonaldtrump
@tedlieu
@collinrugg
@fernetpunker
@realjmannarino
@nanasewdear
@edkrassen
@patriot4sure
@loudobbs
@shobascreation

Top Replied-To in G2:
@funder
@palmerreport
@whca
@tonyschwartz
@lunaseesall
@usatoday
@scottwwilson07
@rubyandrewsl

Top Replied-To in G3:
@seanhannity
@goangelo
@keurig
@philmccrackin44
@tomfitton
@pnehlen
@psbaloans4u
@trumpgirlstrong
@miketokes
@evan_mcmullin

Top Replied-To in G6:
@cbouzy
@nickiknowsnada

Top Replied-To in G7:
@foxnews
@brithume
@mitchellvii
@mitchellreports
@realdonaldtrump
@nbcnews
@anncoulter
@judgejeanine
@donnawr8
@foxbusiness

Top Replied-To in G8:
@cnn
@cnnpolitics
@perfectsliders
@rebeccagberg
@cnni
@jaketapper
@trobinsonnewera
@nowthisnews
@abc
@msnbc

Top Replied-To in G9:
@vicegandako

Top Replied-To in G10:
@realsaavedra
@jacobawohl
@bbusa617
@spayer
@coolertalkreno
@bikinirobotarmy
@donaldjtrumpjr
@nytimesworld
@scottmgreer
@markdice

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@seanhannity
@funder
@keurig
@miketokes
@pewdiepie
@nickiknowsnada
@vicegandako
@charlescmarquez
@jackposobiec

Top Mentioned in G1:
@realdonaldtrump
@contestkim25
@artiststacy
@nanasewdear
@foreverlogical
@memphisyall
@nytimes
@cnn
@foxnews
@maddow

Top Mentioned in G2:
@funder
@tonyschwartz
@itsmsjohnsontou
@nikki_aurelius
@tearsinheaven09
@lbloveslife1964
@resarooney
@nycgriff
@billyeichner
@thedemcoalition

Top Mentioned in G3:
@seanhannity
@keurig
@miketokes
@realdonaldtrump
@charlescmarquez
@stump4trumppac
@luvofusa
@ksouth4trump
@biglyprez
@chriscuomo

Top Mentioned in G4:
@postimusmaximus
@edmecka
@moisturevapor8r
@boomlive_in
@halftime2427

Top Mentioned in G5:
@pewdiepie
@realdonaldtrump

Top Mentioned in G6:
@nickiknowsnada
@cbouzy
@jonathanweisman
@funder
@justbarb77
@iamfonda

Top Mentioned in G7:
@potus
@foxnews
@realdonaldtrump
@senjohnmccain
@mitchellvii
@johnrobertsfox
@secelainechao
@sentedcruz
@seanhannity
@t_s_p_o_o_k_y

Top Mentioned in G8:
@trobinsonnewera
@martelhammer732
@cnn
@liberallogic123
@nellsco
@keurig
@realdonaldtrump
@miketokes
@seanhannity
@memealertnews

Top Mentioned in G9:
@vicegandako
@hashtag_wilbert
@hashtag_ckieron

Top Mentioned in G10:
@markdice
@jacobawohl
@cernovich
@realdonaldtrump
@miketokes
@keurig
@seanhannity
@rapinbill
@donaldjtrumpjr
@benshapiro

Top Tweeters
Top Tweeters in Entire Graph:
@col_connaughton
@tomwellborn
@humanitynews
@jim_peoples_
@startuprealtime
@housecracka
@alamgirizvi
@monicasloves
@applebees
@agendaofevil

Top Tweeters in G1:
@jim_peoples_
@dancas2
@wildangel6
@enemigoela
@rayann2320
@savagenation
@dykstradame
@sandyriccobono
@badwebsites
@nooneishere51

Top Tweeters in G2:
@monicasloves
@ez4u2say_janis
@hijcp
@calvinswine905
@antarianrani
@ohenryhernandez
@jonups_
@siaayrom
@samhainnight
@sumenn7063

Top Tweeters in G3:
@sharneal
@9975ts
@huffpost
@fingersflying
@escapevelo
@rich_893
@revndm
@mefbama
@truckerbobs
@nsaidian

Top Tweeters in G4:
@col_connaughton
@humanitynews
@ignorantaf
@ygarttd
@amarnath303
@nepal_news_en
@larazon_es
@dykbot
@psycotria
@lextresabogados

Top Tweeters in G5:
@fallenpotus
@tammiejwilliams
@mayra89006838
@candacemiclat
@l31ackw00d
@donsurber
@flunckyjoe
@gatewaypundit
@acron297
@positiveint

Top Tweeters in G6:
@n7irl
@micjojd
@dardar1126
@mauiwahini
@kurtbusiek
@zhonne
@elsbet
@turntxblue18
@elisabethcarey
@kwillsmom

Top Tweeters in G7:
@rolandsmartin
@foxnews
@fadjroel
@bbcworld
@yobu_dai
@foxbusiness
@giantkuma0_0
@nbcnews
@monte1223
@mitchellvii

Top Tweeters in G8:
@patvpeters
@perfectsliders
@cnnphilippines
@abc
@maggienyt
@cnn
@jaketapper
@cnni
@cracki
@mrsfreedomfirst

Top Tweeters in G9:
@maristellers26
@oceandreamer26
@sopipaaayyy
@irishbachar
@scarletdubouzet
@alexfrvs
@alyssadelunama1
@moirughhh
@hashtagsphoffcl
@oujigaiden

Top Tweeters in G10:
@amyloukingery
@patriotmarie
@satirist_indian
@lyndae222
@norvilgirl
@brothervet
@bbusa617
@nytimesworld
@sylvesterbrenda
@papasaetan