berkman, Twitter, 10/13/2020 1:36:48 PM, 237912


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berkman_2020-10-13_06-29-29.xlsx
berkman_2020-10-13_06-29-29.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 13, 2020
Short Description:
berkman via NodeXL https://bit.ly/3704SiJ
@richardjustice
@brianmctaggart
@berkman_tim
@doggintrump
@bkcharvard
@ark_berkman
@astros
@hbsmktg
@plusultra56
@astrostalk

Top hashtags:
#melaniatapes
#election2020
#astros
#quotes
#covid19
#postseason
#disinformation

Description:
Description
The graph represents a network of 1,811 Twitter users whose tweets in the requested range contained "berkman", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 13 October 2020 at 13:31 UTC.

The requested start date was Tuesday, 13 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 16-hour, 57-minute period from Tuesday, 29 September 2020 at 00:10 UTC to Monday, 12 October 2020 at 17:07 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 : 1811
Unique Edges : 1123
Edges With Duplicates : 1834
Total Edges : 2957
Number of Edge Types : 5
Tweet : 650
Replies to : 478
Mentions : 376
Retweet : 684
MentionsInRetweet : 769
Self-Loops : 662
Reciprocated Vertex Pair Ratio : 0.0258199581297976
Reciprocated Edge Ratio : 0.0503401360544218
Connected Components : 510
Single-Vertex Connected Components : 254
Maximum Vertices in a Connected Component : 140
Maximum Edges in a Connected Component : 290
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.790863
Graph Density : 0.000448456485992599
Modularity : 0.544046
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,811 Twitter users whose tweets in the requested range contained "berkman", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 13 October 2020 at 13:31 UTC.

The requested start date was Tuesday, 13 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 16-hour, 57-minute period from Tuesday, 29 September 2020 at 00:10 UTC to Monday, 12 October 2020 at 17:07 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : berkman
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[105] https://cyber.harvard.edu/publication/2020/Mail-in-Voter-Fraud-Disinformation-2020
[61] https://www.theverge.com/2020/10/5/21499009/harvard-berkman-klein-center-paper-voting-misinformation-trump-tweets-media-framing
[34] https://www.theverge.com/2020/10/5/21499009/harvard-berkman-klein-center-paper-voting-misinformation-trump-tweets-media-framing?utm_campaign=theverge&utm_content=chorus&utm_medium=social&utm_source=twitter
[15] https://www.theverge.com/2020/10/5/21499009/harvard-berkman-klein-center-paper-voting-misinformation-trump-tweets-media-framing?utm_campaign=theverge&utm_content=entry&utm_medium=social&utm_source=twitter
[12] https://meydan.org/2020/09/29/anarsizm-nedir-6-savas-alexander-berkman/
[10] https://meydan.org/2020/10/04/anarsizm-nedir-7-kilise-ve-okul-alexander-berkman/
[8] https://www.fiercewireless.com/wireless/ergen-berkman-use-spacs-latest-wireless-financing-scheme
[8] https://tweetedtimes.com/kitson/thought-leaders?s=tnp
[6] https://nieman.harvard.edu/fellowships/nieman-berkman-fellowship-in-journalism-innovation-2/
[5] https://www.scholarshipforafricans.com.ng/2020/10/10/berkman-klein-center-online-research-sprint-2020-for-masters-phd-level-students-worldwide/

Top URLs in Tweet in G1:
[55] https://cyber.harvard.edu/publication/2020/Mail-in-Voter-Fraud-Disinformation-2020
[31] https://www.theverge.com/2020/10/5/21499009/harvard-berkman-klein-center-paper-voting-misinformation-trump-tweets-media-framing
[8] https://tweetedtimes.com/kitson/thought-leaders?s=tnp
[5] https://www.scholarshipforafricans.com.ng/2020/10/10/berkman-klein-center-online-research-sprint-2020-for-masters-phd-level-students-worldwide/
[4] https://www.fiercewireless.com/wireless/ergen-berkman-use-spacs-latest-wireless-financing-scheme
[4] https://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be

[3] https://nieman.harvard.edu/fellowships/nieman-berkman-fellowship-in-journalism-innovation-2/
[2] https://twitter.com/kat__stafford/status/1311789542404427781
[2] https://tweetedtimes.com/harlechnnorfolk?s=tnp
[2] https://twitter.com/manoftx/status/1313551317223251968

Top URLs in Tweet in G2:
[2] https://twitter.com/AstrosAtoZ/status/1309992446818947072
[1] https://twitter.com/manoftx/status/1313551317223251968

Top URLs in Tweet in G5:
[2] https://v.aa.com.tr/1995605
[2] https://twitter.com/istanbulbld/status/1313756175062781952
[1] https://www.indyturk.com/node/252641/haber/emekli-komutanlar-ve-savunma-sanayii-uzmanlar%C4%B1-bayraktar%C4%B1n-tank-s%C3%B6z%C3%BCn%C3%BC-tart%C4%B1%C5%9F%C4%B1yor
[1] https://music.apple.com/tr/album/hijret-single/1512160308?l=tr
[1] https://twitter.com/sabah/status/1315273790532784128
[1] https://www.youtube.com/watch?v=t1-e-mTCaSc&feature=youtu.be

[1] https://www.birgun.net/haber/imamoglu-nun-veto-ettigi-yesil-alan-karari-ibb-meclis-inde-kabul-edildi-284340
[1] https://www.hurriyet.com.tr/ekonomi/ibb-unlu-sahilin-parkini-22-7-milyon-tlden-satisa-cikardi-41388218
[1] https://www.ekremimamoglu.com/16-milyon-icin-calisiyoruz/

Top URLs in Tweet in G6:
[33] https://www.theverge.com/2020/10/5/21499009/harvard-berkman-klein-center-paper-voting-misinformation-trump-tweets-media-framing?utm_campaign=theverge&utm_content=chorus&utm_medium=social&utm_source=twitter
[15] https://www.theverge.com/2020/10/5/21499009/harvard-berkman-klein-center-paper-voting-misinformation-trump-tweets-media-framing?utm_campaign=theverge&utm_content=entry&utm_medium=social&utm_source=twitter
[2] https://www.theverge.com/2020/10/5/21499009/harvard-berkman-klein-center-paper-voting-misinformation-trump-tweets-media-framing

Top URLs in Tweet in G7:
[3] https://cyber.harvard.edu/story/2020-10/web-integrity-project-joins-berkman-klein-center
[2] https://www.opportunitiesforafricans.com/berkman-klein-center-online-research-sprint-2020/
[1] https://twitter.com/agsciencewriter/status/1315311585972420612
[1] https://cyber.harvard.edu/events/covid-state-play-authoritarian-politics-covid-19
[1] https://twitter.com/macfound/status/1313509324958752768
[1] https://www.theverge.com/2020/10/5/21499009/harvard-berkman-klein-center-paper-voting-misinformation-trump-tweets-media-framing
[1] https://twitter.com/NormOrnstein/status/1313973472939433984
[1] https://www.linkedin.com/slink?code=dEWs6rv
[1] https://lnkd.in/dQZy6CZ
[1] https://empowermentopportunities.com/2020/10/berkman-klein-center-online-research-sprint-for-masters-and-phd-level-students-worldwide.html

Top URLs in Tweet in G8:
[2] https://www.facebook.com/notes/rojavakommitt%C3%A9erna/nmr-is-olika-sidor-av-samma-mynt/853685278779382/
[1] https://twitter.com/moa1k_b/status/1310898771040120832
[1] https://twitter.com/JenniferTornros/status/1310604092226637824
[1] https://twitter.com/fallenkvist/status/1313037305293213696
[1] https://twitter.com/RebeccaSaraJ/status/1313398592682496005
[1] https://www.hs.fi/ulkomaat/art-2000006663815.html
[1] https://twitter.com/n1ckism/status/1314476909472907265
[1] https://gatorna.info/threads/per-ekholm-aka-den-makthungrige-snuten-2757/
[1] https://gatorna.info/threads/rasmus-andersson-aka-the-oppressor-2751/
[1] https://gatorna.info/threads/par-kansell-aka-dick-pic-snuten-2742/

Top URLs in Tweet in G9:
[2] https://www.niemanlab.org/2020/10/a-new-study-shows-how-trump-and-the-rnc-duped-traditional-media-into-covering-mail-in-voter-fraud/

Top URLs in Tweet in G10:
[1] https://cyber.harvard.edu/publication/2020/Mail-in-Voter-Fraud-Disinformation-2020

Top Domains
Top Domains in Tweet in Entire Graph:
[119] harvard.edu
[112] theverge.com
[75] twitter.com
[22] meydan.org
[17] tweetedtimes.com
[9] youtube.com
[8] com.tr
[8] fiercewireless.com
[7] instagram.com
[7] theguardian.com

Top Domains in Tweet in G1:
[59] harvard.edu
[34] twitter.com
[34] theverge.com
[15] tweetedtimes.com
[6] instagram.com
[6] com.au
[5] astrosdaily.com
[5] com.ng
[4] fiercewireless.com
[4] youtube.com

Top Domains in Tweet in G2:
[3] twitter.com

Top Domains in Tweet in G5:
[3] com.tr
[3] twitter.com
[1] indyturk.com
[1] apple.com
[1] youtube.com
[1] birgun.net
[1] ekremimamoglu.com

Top Domains in Tweet in G6:
[50] theverge.com

Top Domains in Tweet in G7:
[5] twitter.com
[5] harvard.edu
[2] opportunitiesforafricans.com
[2] bit.ly
[1] theverge.com
[1] linkedin.com
[1] lnkd.in
[1] empowermentopportunities.com
[1] gavi.org

Top Domains in Tweet in G8:
[6] twitter.com
[3] gatorna.info
[2] facebook.com
[1] hs.fi

Top Domains in Tweet in G9:
[2] niemanlab.org

Top Domains in Tweet in G10:
[1] harvard.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[84] melaniatapes
[26] election2020
[22] astros
[8] quotes
[7] covid19
[6] postseason
[5] disinformation
[5] berkman
[4] fellowship
[4] wcw



Top Hashtags in Tweet in G1:
[8] quotes
[5] astros
[4] fellowship
[3] roosendaal
[3] nieman
[3] harvard
[2] news
[2] feedly
[2] specialpurposeacquisitioncompanies
[2] conx

Top Hashtags in Tweet in G2:
[17] astros

Top Hashtags in Tweet in G3:
[84] melaniatapes

Top Hashtags in Tweet in G5:
[2] tã¼rkdili
[2] dontbelievearmenian
[2] stopazerbaijanaggression
[2] pashinyan
[2] hitler
[2] karabagh
[1] karabaghisazerbaijan
[1] uzayyä±ldä±z
[1] tã¼rkiye
[1] azerbaijanstrong

Top Hashtags in Tweet in G6:
[1] csulbsmc
[1] resist
[1] voteblue

Top Hashtags in Tweet in G7:
[6] covid19
[3] covax
[2] antibiotics
[2] amr
[2] fightthefakes
[1] trumppropaganda
[1] researchsprint
[1] students
[1] worldwide
[1] education

Top Hashtags in Tweet in G8:
[2] liebig34
[1] fcksd
[1] solidarity
[1] liebig34pleibt
[1] liebig34stays
[1] antireport

Top Hashtags in Tweet in G9:
[26] election2020
[1] stories

Top Hashtags in Tweet in G10:
[1] protectdemocracy

Top Words
Top Words in Tweet in Entire Graph:
[883] berkman
[243] klein
[225] center
[192] rbi
[156] mail
[153] disinformation
[147] trump
[141] time
[141] voting
[131] lance

Top Words in Tweet in G1:
[254] berkman
[111] ãƒ
[77] klein
[74] center
[65] disinformation
[62] mail
[60] campaign
[58] fraud
[56] voter
[55] anatomy

Top Words in Tweet in G2:
[188] rbi
[106] time
[83] mantle
[82] richardjustice
[82] carlos
[82] correa's
[82] 40th
[82] postseason
[82] ties
[82] mickey

Top Words in Tweet in G3:
[84] remind
[84] week
[84] trump's
[84] taxes
[84] released
[84] #melaniatapes
[84] dropped
[84] brad
[84] pascale
[84] jacob

Top Words in Tweet in G4:
[12] trump
[8] realdonaldtrump
[8] mikecarlton01
[6] australia
[6] washingtonpost
[5] well
[5] job
[5] good
[5] heâ
[5] never

Top Words in Tweet in G5:
[32] bir
[30] ø
[25] ve
[22] ù
[14] bu
[13] gã
[12] nä
[11] sä
[10] yor
[10] tã

Top Words in Tweet in G6:
[53] trump
[50] online
[50] voting
[50] tweets
[49] fight
[49] misinformation
[49] study
[49] makes
[49] case
[49] targeting

Top Words in Tweet in G7:
[20] bkcharvard
[13] research
[12] berkman
[12] klein
[12] center
[10] 2020
[9] online
[8] masters
[8] phd
[8] level

Top Words in Tweet in G8:
[66] î
[19] fã
[18] att
[13] det
[12] ovsej_berkman
[10] sã
[10] pã
[10] ïƒï
[10] îºî
[9] ridesmyface

Top Words in Tweet in G9:
[28] berkman
[28] klein
[28] center
[26] research
[26] harvard's
[26] proliferation
[26] #election2020
[26] misinformation
[26] extent
[25] hbsmktg

Top Words in Tweet in G10:
[29] mail
[29] disinformation
[28] voting
[28] safe
[28] secure
[28] accountable
[28] easy
[28] re
[28] hearing
[28] purposeful

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[243] berkman,klein
[220] klein,center
[129] lance,berkman
[117] voter,fraud
[116] mail,voter
[112] disinformation,campaign
[112] fraud,anatomy
[106] alexander,berkman
[105] jacob,wohl
[104] anatomy,disinformation

Top Word Pairs in Tweet in G1:
[77] berkman,klein
[72] klein,center
[57] disinformation,campaign
[56] mail,voter
[56] voter,fraud
[56] ãƒ,ãƒ
[55] fraud,anatomy
[55] anatomy,disinformation
[53] campaign,berkman
[33] lance,berkman

Top Word Pairs in Tweet in G2:
[82] carlos,correa's
[82] correa's,40th
[82] 40th,postseason
[82] postseason,rbi
[82] rbi,ties
[82] ties,mickey
[82] mickey,mantle
[82] mantle,15th
[82] 15th,time
[82] time,list

Top Word Pairs in Tweet in G3:
[84] remind,week
[84] week,trump's
[84] trump's,taxes
[84] taxes,released
[84] released,#melaniatapes
[84] #melaniatapes,dropped
[84] dropped,brad
[84] brad,pascale
[84] pascale,jacob
[84] jacob,wohl

Top Word Pairs in Tweet in G4:
[3] springsteps,ianbremmer
[2] realdonaldtrump,trump
[2] trump,done
[2] world,needs
[2] right,person
[2] 25,million
[2] million,people
[2] people,australia
[2] australia,calibre
[2] calibre,one

Top Word Pairs in Tweet in G5:
[12] ù,ø
[12] ø,ø
[10] ø,ù
[6] tarafä,ndalar
[6] ø,ùšø
[6] ù,ù
[5] hilmiturkmen34,ersoydede
[4] armed,forces
[4] ùšø,ù
[4] gã,neåÿ

Top Word Pairs in Tweet in G6:
[50] trump,tweets
[49] fight,online
[49] online,voting
[49] voting,misinformation
[49] misinformation,study
[49] makes,case
[49] case,targeting
[49] targeting,trump
[47] study,makes
[31] verge,fight

Top Word Pairs in Tweet in G7:
[12] berkman,klein
[12] klein,center
[8] center,online
[8] masters,phd
[8] phd,level
[7] online,research
[7] research,sprint
[7] 2020,masters
[7] level,students
[6] sprint,2020

Top Word Pairs in Tweet in G8:
[40] î,î
[10] ïƒï,î
[10] î,îºî
[6] îºî,î
[5] fã,att
[4] ovsej_berkman,kentekeroth
[4] î,ïƒî
[3] fã,ljer
[3] sã,hã
[2] vill,komma

Top Word Pairs in Tweet in G9:
[28] berkman,klein
[28] klein,center
[26] research,harvard's
[26] harvard's,berkman
[26] center,proliferation
[26] proliferation,#election2020
[26] #election2020,misinformation
[25] hbsmktg,research
[24] misinformation,extent
[2] misinformation,œto

Top Word Pairs in Tweet in G10:
[28] mail,voting
[28] voting,safe
[28] safe,secure
[28] secure,accountable
[28] accountable,easy
[28] easy,disinformation
[28] re,hearing
[28] hearing,purposeful
[28] purposeful,wrong
[27] adrian_fontes,mail

Top Replied-To
Top Replied-To in Entire Graph:
@ovsej_berkman
@orhanmevlutoglu
@rangers
@realdonaldtrump
@midzee4
@ridesmyface
@washingtonpost
@berkman__
@manoftx
@gchernack

Top Replied-To in G1:
@todayyankees

Top Replied-To in G2:
@riceathletics
@brianmctaggart
@ryandanger13
@boripolitic
@richardjustice

Top Replied-To in G4:
@washingtonpost
@realdonaldtrump
@mikecarlton01
@steveschmidtses
@joncoopertweets
@lenoretaylor
@acyn
@brhodes
@mjrowland68
@fiorella_im

Top Replied-To in G5:
@euronews_tr
@ark_berkman
@everyshey
@alimahir
@mrt_ongun
@slmhktn
@kayhan73430756
@selcukbayrak73
@ssysfakb
@sevdaturkusev

Top Replied-To in G6:
@thedextriarchy

Top Replied-To in G8:
@ovsej_berkman
@ridesmyface
@addelindh
@gretathunberg
@c5a7d9e32ce443b
@kentekeroth
@tintin29258938
@snubbegbg
@thellmaneja
@fallenkvist

Top Replied-To in G9:
@niemanlab

Top Mentioned
Top Mentioned in Entire Graph:
@doggintrump
@richardjustice
@verge
@adrian_fontes
@hbsmktg
@brianmctaggart
@bkcharvard
@meydangazetesi
@govhowarddean
@monthly

Top Mentioned in G1:
@mugger1955
@mauricejcooper
@ann_neels
@coretanditoilet

Top Mentioned in G2:
@richardjustice
@brianmctaggart
@astros
@astrosatoz
@vilyampier
@riceathletics

Top Mentioned in G3:
@doggintrump
@msnbc
@cnn

Top Mentioned in G4:
@mikecarlton01
@realdonaldtrump
@springsteps
@ianbremmer
@kamalaharris
@vp
@janemayernyer
@lincolnsbible
@gtconway3d
@itsbouquet

Top Mentioned in G5:
@hilmiturkmen34
@ersoydede
@abdullahciftcib
@mt_goksu
@hatayvaliligi
@ibbyesilist
@bbcwn
@ark_berkman
@everyshey
@cntrentf24

Top Mentioned in G6:
@verge
@michaelylondon
@1reddragon696

Top Mentioned in G7:
@bkcharvard
@oppsforafricans
@tolyrinberg
@andmbergman
@sunwebintegrity
@cepivaccines
@who
@rachelkbergman
@harvard
@tressiemcphd

Top Mentioned in G8:
@kentekeroth
@anarkism_info
@nabila_afr
@addelindh
@polisrazzia
@ridesmyface
@mikaelgrev
@danielriazat
@tobiashubinette
@ultrish

Top Mentioned in G9:
@hbsmktg
@bkcharvard
@niemanlab
@talkingbiznews

Top Mentioned in G10:
@adrian_fontes

Top Tweeters
Top Tweeters in Entire Graph:
@hrblock_21
@solutioneer72
@stockguy61
@kak089
@tom_zulu10
@imustpandalean
@jhamby
@rvp
@npsusa
@houstonfan00

Top Tweeters in G1:
@tom_zulu10
@jodotcom
@isaacfromfl
@ruhanirabin
@memeorandum
@fintel_io
@scottybseball
@boreronews
@afdincidents
@mugger1955

Top Tweeters in G2:
@hrblock_21
@imustpandalean
@houstonfan00
@thomasmarinojr
@mikereesem
@baseballguys
@vilyampier
@chunky37
@enlacanchapr
@brianmctaggart

Top Tweeters in G3:
@kak089
@cathleenkucz
@denniscardiff
@cnn
@chiefcovfefe
@tommy_blackjack
@msnbc
@laurapcd1
@musicislife67
@patriciakadams

Top Tweeters in G4:
@washingtonpost
@politico
@theheraldsun
@skynewsaust
@itsbouquet
@deniseshrivell
@mollyjongfast
@joncoopertweets
@davrosz
@matthewjdowd

Top Tweeters in G5:
@anadoluajansi
@yenisafak
@france24_en
@slmhktn
@mustafarmagan
@euronews_tr
@fuatugur
@sevdaturkusev
@aziz_ustell
@uretimyerli

Top Tweeters in G6:
@joshuacaleb75
@jiff01
@virgo119
@dianeraucher
@verge
@autoworldmag
@maxinweb82
@livecut
@caffenefiend
@shawbatch

Top Tweeters in G7:
@tressiemcphd
@ripplecreeknw
@who
@harvard
@statnews
@markgr
@gavi
@jasotturbot
@kinanka
@investindia

Top Tweeters in G8:
@ultrish
@hsfi
@expressen
@msmorticiafrump
@svtnyheter
@mikaelgrev
@nabila_afr
@aftonbladet
@snubbegbg
@anarklittan

Top Tweeters in G9:
@jhamby
@npsusa
@sammysettanni
@kat_missouri
@gdtrble
@plaza63
@lvertiz
@profciara
@pairmobile
@wss_memorial

Top Tweeters in G10:
@solutioneer72
@loulachat
@bdongreen
@songbird3411
@azindivisible1
@sonikku_a2
@northphx_foodlv
@kampearls
@nevinemelikian
@lorirae62


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