berkman, Twitter, 10/12/2021 9:01:56 PM, 264393


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berkman_2021-10-12_06-40-01.xlsx
berkman_2021-10-12_06-40-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 12, 2021
Short Description:
berkman via NodeXL https://bit.ly/3FERGPk
@ark_berkman
@youtube
@spittinfactsstl
@houstonbaptistu
@coachb_abca
@zittrain
@hbuhuskies
@astroscounty
@crimethinc
@anarkismus_

Top hashtags:
#astros
#browns
#emmagoldman
#facebookdown
#ai
#dawgsup

Description:
Description
The graph represents a network of 1,045 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, 12 October 2021 at 13:41 UTC.

The requested start date was Tuesday, 12 October 2021 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, 17-hour, 15-minute period from Tuesday, 28 September 2021 at 00:23 UTC to Monday, 11 October 2021 at 17:39 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 : 1045
Unique Edges : 603
Edges With Duplicates : 1155
Total Edges : 1758
Number of Edge Types : 5
Mentions : 314
Tweet : 416
Retweet : 390
MentionsInRetweet : 449
Replies to : 189
Self-Loops : 425
Reciprocated Vertex Pair Ratio : 0.0396158463385354
Reciprocated Edge Ratio : 0.0762124711316397
Connected Components : 292
Single-Vertex Connected Components : 114
Maximum Vertices in a Connected Component : 59
Maximum Edges in a Connected Component : 140
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.519514
Graph Density : 0.000793781737520394
Modularity : 0.522952
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,045 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, 12 October 2021 at 13:41 UTC.

The requested start date was Tuesday, 12 October 2021 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, 17-hour, 15-minute period from Tuesday, 28 September 2021 at 00:23 UTC to Monday, 11 October 2021 at 17:39 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:
[4] https://cyber.harvard.edu/events/private-social-media-data-public-interest-whats-next
[4] https://periodicolaboina.files.wordpress.com/2017/04/el-mito-bolchevique1.pdf
[4] https://youtu.be/7fkqd4By_VE
[4] http://bancodeseries.com.br/index.php?action=se&serieid=13151&episode=16&type=
[4] https://medium.com/berkman-klein-center/big-brother-a-critique-of-the-4th-industrial-revolution-in-africa-fdcd1a5fdddd
[3] https://twitter.com/lennycurry/status/1446504923294732294
[3] https://cyber.harvard.edu/story/2021-07/berkman-klein-center-to-launch-three-year-institute-for-rebooting-social-media
[3] https://www.yahoo.com/entertainment/bill-hader-not-barry-berkman-023000769.html
[3] https://open.spotify.com/playlist/0J4fmFMzsK2njZ3UR2fvw2?si=6h0X5hmZSvyKJmT8-9u42A&dl_branch=1
[2] https://www.jaxdailyrecord.com/article/berkman-ii-implosion-delayed-until-november

Top URLs in Tweet in G1:
[4] http://bancodeseries.com.br/index.php?action=se&serieid=13151&episode=16&type=
[4] https://youtu.be/7fkqd4By_VE
[2] https://www.pinstripealley.com/2021/10/1/22703342/yankees-mlb-trade-deadline-worst-moves-andrew-heaney-esteban-loaiza-ivan-rodriguez-lance-berkman
[2] http://www.sigalert.com/Map.asp?region=Austin
[2] https://open.spotify.com/track/4799pDTLHe4XqvB5h9b0TK?si=693809edaf2d411d
[2] https://twitter.com/JomboyMedia/status/1446557507523170305
[1] https://twitter.com/gointosubbit/status/1442700034856951810
[1] https://twitter.com/rachelerman/status/1442936084757835777
[1] http://www.visorbolivia.com/noticia/13304
[1] https://twitter.com/brianmctaggart/status/1443041657914417161

Top URLs in Tweet in G3:
[1] https://twitter.com/AstrosCounty/status/1445391676235780097
[1] https://twitter.com/brianmctaggart/status/1444494828029448194

Top URLs in Tweet in G4:
[1] https://cyber.harvard.edu/story/2021-07/berkman-klein-center-to-launch-three-year-institute-for-rebooting-social-media
[1] https://www.tate.org.uk/whats-on/tate-modern/exhibition/year-art-australia-1992
[1] https://medium.com/berkman-klein-center/decolonial-humanitarian-digital-governance-48b35b05b110
[1] https://www.tagesspiegel.de/gesellschaft/medien/auch-whatsapp-und-instagram-down-facebook-erklaert-den-weltweiten-ausfall/27676180.html

Top URLs in Tweet in G5:
[1] https://crimethinc.com/2017/10/30/restless-specters-of-the-anarchist-dead-a-few-words-from-the-undead-of-1917#fanya-baron

Top URLs in Tweet in G6:
[1] https://www.youtube.com/watch?v=sO2Ulmq2ob0&feature=youtu.be

[1] https://www.youtube.com/watch?v=sHd6ZUHXxE8&feature=youtu.be

[1] https://www.youtube.com/watch?v=lFs77qaqxBo&feature=youtu.be

[1] https://www.youtube.com/watch?v=RKFT8Iym8Zs&feature=youtu.be

[1] https://twitter.com/TOGG2022/status/1445780728612986881
[1] https://www.youtube.com/watch?v=bfKARiPBneY&feature=youtu.be

[1] https://twitter.com/kasapoglu/status/1443632771033964545
[1] https://twitter.com/MEjderBatur/status/1443151389375488004

Top URLs in Tweet in G7:
[2] https://theanarchistlibrary.org/library/alexander-berkman-what-is-communist-anarchism#toc33
[1] https://theanarchistlibrary.org/library/alexander-berkman-what-is-communist-anarchism#toc2
[1] https://usa.anarchistlibraries.net/library/petr-kropotkin-the-conquest-of-bread#toc1
[1] https://theanarchistlibrary.org/library/emma-goldman-anarchism-and-other-essays#toc3
[1] https://theanarchistlibrary.org/library/revolutionary-abolitionist-movement-burn-down-the-american-plantation
[1] https://theanarchistlibrary.org/library/kuwasi-balagoon-a-soldier-s-story
[1] https://grattoncourses.files.wordpress.com/2019/12/frantz-fanon-richard-philcox-jean-paul-sartre-homi-k.-bhabha-the-wretched-of-the-earth-grove-press-2011.pdf
[1] https://theanarchistlibrary.org/library/angela-y-davis-are-prisons-obsolete
[1] https://libcom.org/history/hammer-hoe-alabama-communists-during-great-depression-robin-d-g-kelley

Top URLs in Tweet in G8:
[2] https://www.youtube.com/watch?v=mAISUPoAUA0&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://nieman.harvard.edu/fellowships/nieman-berkman-fellowship-in-journalism-innovation-2/
[1] https://cyber.harvard.edu/story/2021-07/note-jonathan-zittrain-exciting-news-opportunities-bkc
[1] https://cyber.harvard.edu/story/2021-09/open-access-resources-ai-schools
[1] https://medium.com/berkman-klein-center/big-brother-a-critique-of-the-4th-industrial-revolution-in-africa-fdcd1a5fdddd
[1] https://cyber.harvard.edu/
[1] https://us02web.zoom.us/webinar/register/WN_RATW_JgWT4Oe56oRs5QYrg

Top Domains
Top Domains in Tweet in Entire Graph:
[37] twitter.com
[25] theanarchistlibrary.org
[12] harvard.edu
[9] medium.com
[8] youtube.com
[6] wordpress.com
[5] spotify.com
[4] firstcoastnews.com
[4] youtu.be
[4] astrosdaily.com

Top Domains in Tweet in G1:
[17] twitter.com
[4] com.br
[4] astrosdaily.com
[4] youtu.be
[3] ebay.com
[2] pinstripealley.com
[2] sigalert.com
[2] linkedin.com
[2] spotify.com
[1] visorbolivia.com

Top Domains in Tweet in G3:
[2] twitter.com

Top Domains in Tweet in G4:
[1] harvard.edu
[1] org.uk
[1] medium.com
[1] tagesspiegel.de

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

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

Top Domains in Tweet in G7:
[7] theanarchistlibrary.org
[1] anarchistlibraries.net
[1] wordpress.com
[1] libcom.org

Top Domains in Tweet in G8:
[2] youtube.com

Top Domains in Tweet in G10:
[4] harvard.edu
[1] medium.com
[1] zoom.us

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[35] astros
[8] browns
[8] emmagoldman
[6] facebookdown
[6] ai
[5] dawgsup
[5] nationalvoterregistrationday
[4] librosanarquistas
[4] bancodeseries
[3] facebook



Top Hashtags in Tweet in G1:
[22] astros
[4] bancodeseries
[3] dorstadt
[3] gemeinde
[3] oderwald
[3] samtgemeinde
[3] wolfenbüttel
[3] landkreis
[3] schießsport
[3] schützenverein

Top Hashtags in Tweet in G4:
[2] tatemodern
[2] indigenousart

Top Hashtags in Tweet in G6:
[2] teknofest
[2] tiha
[1] iştenkovulanlar
[1] ibbdeneleroluyor

Top Hashtags in Tweet in G8:
[5] dawgsup
[1] teamblast
[1] juandeleoncreative
[1] sportsphotography
[1] houstonphotographer
[1] hbuphotographer

Top Hashtags in Tweet in G10:
[2] fellowshipopp
[1] 4ir
[1] icirwebinar
[1] factmattersng

Top Words
Top Words in Tweet in Entire Graph:
[611] berkman
[120] lance
[106] alexander
[68] first
[55] barry
[55] ops
[51] game
[51] 11
[46] center
[46] social

Top Words in Tweet in G1:
[150] berkman
[45] lance
[26] alexander
[22] card
[20] #astros
[14] barry
[14] そろそろランチにしましょうか
[14] abend
[13] game
[13] 20

Top Words in Tweet in G2:
[52] ops
[27] cardinals
[26] spittinfactsstl
[26] tyler
[26] o'neill
[26] ended
[26] year
[26] 912
[26] first
[26] player

Top Words in Tweet in G3:
[39] berkman
[31] altuve
[24] astros
[24] franchise
[24] history
[23] correa
[23] hr
[23] springer
[21] beltran
[20] astroscounty

Top Words in Tweet in G4:
[27] zittrain
[26] starting
[26] institute
[26] reboot
[26] social
[26] media
[26] didn
[26] realize
[26] needed
[26] literally

Top Words in Tweet in G5:
[34] fanya
[33] remember
[33] baron
[33] tireless
[33] anarchist
[33] organizer
[33] murdered
[33] 100
[33] years
[33] ago

Top Words in Tweet in G6:
[19] bir
[9] ilk
[8] ile
[8] 16
[7] ve
[6] kez
[5] gibi
[5] akıncı
[5] yurt
[5] var

Top Words in Tweet in G7:
[27] anarkismus_
[27] alexander
[27] berkman
[27] gives
[27] great
[27] answer
[27] question
[27] anarchists
[27] defend
[27] revolution

Top Words in Tweet in G8:
[16] berkman
[13] lance
[9] great
[6] coach
[6] think
[5] #dawgsup
[5] abca1945
[4] houstonbaptistu
[4] head
[4] hbuhuskies

Top Words in Tweet in G9:
[2] barry

Top Words in Tweet in G10:
[14] berkman
[14] klein
[11] bkcharvard
[9] center
[9] internet
[9] society
[8] mtechlaw
[8] affiliate
[8] harvard
[8] university

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[117] lance,berkman
[97] alexander,berkman
[42] social,media
[37] barry,berkman
[34] berkman,klein
[34] years,ago
[33] remember,fanya
[33] fanya,baron
[33] baron,tireless
[33] tireless,anarchist

Top Word Pairs in Tweet in G1:
[44] lance,berkman
[23] alexander,berkman
[13] guten,morgen
[12] 20,#astros
[7] barry,berkman
[7] one,greatest
[7] greatest,switch
[7] switch,hitters
[7] berkman,15
[7] 君の目の中に,希望を輝かせてみせましょうか

Top Word Pairs in Tweet in G2:
[26] tyler,o'neill
[26] o'neill,ended
[26] ended,year
[26] year,912
[26] 912,ops
[26] ops,first
[26] first,cardinals
[26] cardinals,player
[26] player,play
[26] play,130

Top Word Pairs in Tweet in G3:
[24] franchise,history
[18] postseason,hr
[18] hr,franchise
[18] history,springer
[18] springer,19
[18] 19,altuve
[18] altuve,18
[18] 18,correa
[18] correa,17
[18] 17,bregman

Top Word Pairs in Tweet in G4:
[26] starting,institute
[26] institute,reboot
[26] reboot,social
[26] social,media
[26] media,didn
[26] didn,realize
[26] realize,needed
[26] needed,literally
[25] zittrain,starting
[2] important,art

Top Word Pairs in Tweet in G5:
[33] remember,fanya
[33] fanya,baron
[33] baron,tireless
[33] tireless,anarchist
[33] anarchist,organizer
[33] organizer,murdered
[33] murdered,100
[33] 100,years
[33] years,ago
[33] ago,today

Top Word Pairs in Tweet in G6:
[6] ilk,kez
[4] aziz,sancar
[4] yan,yana
[4] yana,uçan
[4] uçan,akıncı
[4] ile,16
[4] 16,uçağımızın
[4] milyar,dolar
[3] 20,milyar
[2] chp,iki

Top Word Pairs in Tweet in G7:
[27] alexander,berkman
[27] berkman,gives
[27] gives,great
[27] great,answer
[27] answer,question
[27] question,anarchists
[27] anarchists,defend
[27] defend,revolution
[27] revolution,imo
[26] anarkismus_,alexander

Top Word Pairs in Tweet in G8:
[13] lance,berkman
[4] stepping,batter
[4] batter,box
[4] box,think
[4] think,podcast
[4] podcast,october
[4] october,11th
[4] 11th,lance
[4] berkman,#dawgsup
[3] another,great

Top Word Pairs in Tweet in G10:
[14] berkman,klein
[9] klein,center
[9] internet,society
[8] mtechlaw,affiliate
[8] affiliate,berkman
[8] society,harvard
[8] harvard,university
[6] center,internet
[5] university,bkcharvard
[4] icfjknight,mtechlaw

Top Replied-To
Top Replied-To in Entire Graph:
@brock_berkman
@mikeygrogins_
@twtrrr
@hivecards
@jomboymedia
@bachmananjax
@ufukuras
@chairmanwabbit
@aar0n161
@pickswise

Top Replied-To in G2:
@kccardinal91
@uppaclass
@rationalcalm
@bschaeffer12

Top Replied-To in G3:
@2bfrankm
@astroscounty

Top Replied-To in G4:
@facebookde
@livepositivity

Top Replied-To in G6:
@ufukuras
@alcayircengiz
@varank
@tcsavunma
@serkan_ficici
@tolgaozbek_com
@istgundem
@euronews_tr
@neslihan__koca
@bizonareisdedik

Top Replied-To in G7:
@zenkaku4

Top Replied-To in G8:
@coachb_abca
@hbuhuskiesbsb
@mlb
@mariothestro8

Top Replied-To in G9:
@cmoon224

Top Replied-To in G10:
@czernie
@mtechlaw

Top Mentioned
Top Mentioned in Entire Graph:
@crimethinc
@zittrain
@anarkismus_
@spittinfactsstl
@astroscounty
@michaelmalice
@sept11memorial
@normavelascomo1
@bkcharvard
@juanof9

Top Mentioned in G1:
@_lecturacomun_
@hammurabieditor

Top Mentioned in G2:
@spittinfactsstl
@mu4124
@vanhicklestein
@johnrabe
@augienash
@katiejwoo
@salto814
@chiarelli_ryan
@jaydub61
@lalaland2_0

Top Mentioned in G3:
@astroscounty
@brianmctaggart
@astrostalk

Top Mentioned in G4:
@zittrain
@akrishnan23
@nordicgeo
@whatsapp
@androiduserde
@kevincollier
@nbcnews

Top Mentioned in G5:
@crimethinc

Top Mentioned in G6:
@youtube
@togg2022
@mt_goksu
@tcsavunma
@eha_medya
@anadoluajansi
@igairport
@ksamsunlu
@ademmetan
@ismail_halis

Top Mentioned in G7:
@anarkismus_
@thrashcompacter

Top Mentioned in G8:
@abca1945
@houstonbaptistu
@hbuhuskies
@hbuhuskiesbsb
@uhcougarbb
@coachb_abca
@blast_bsbl
@youtube
@tonygilio

Top Mentioned in G9:
@bruhjaa405
@mark07690289
@kidqarnain
@skylon01
@ndogg0713
@fury99898
@yt_isad
@geneticemo
@tonythedbzjedi
@cpurpleman

Top Mentioned in G10:
@bkcharvard
@mtechlaw
@icfjknight
@theicir
@kimfoxwosu
@nnenna
@everjoicewin
@monicakerretts
@ooda
@bobgourley

Top Tweeters
Top Tweeters in Entire Graph:
@getvideobot
@hobbyconnector
@artificialbra1n
@deepvard
@carlaobot
@trippbraden
@nicochan33
@foxnews
@anadoluajansi
@bigvapingnunga

Top Tweeters in G1:
@1sourceconsult
@afdincidents
@equalisource
@sadjaxx
@flarebooks
@barcode_nation
@totaltrafficaus
@petloverhermine
@lpdetorres
@jakelarsen

Top Tweeters in G2:
@birdsonthebat13
@kccardinal91
@bschaeffer12
@silverbeast99
@rationalcalm
@donaldodaniels1
@mattybebippin
@johnrabe
@gerald_becker
@vanhicklestein

Top Tweeters in G3:
@carlaobot
@bassohannah
@erinastrosfan
@zarameloaaaaaaa
@chunky37
@brianmctaggart
@foolinncoolin
@luisemiliolopez
@talltexan89
@benondatop

Top Tweeters in G4:
@nbcnews
@trdisoprtr
@nordicgeo
@livepositivity
@brian_matthew88
@lmbrownlee1
@riiajarvenpaa
@c_stihler
@marthasmithdvm
@sarahschacht

Top Tweeters in G5:
@tinido
@slackbastard
@domingosnoguei7
@ablokeimetaus
@cathasach4bikes
@atlibxosetarrio
@quatr_us
@leeanthonyscot1
@pasadomeridian0
@heresysquad

Top Tweeters in G6:
@anadoluajansi
@eha_medya
@cengizalgan
@euronews_tr
@tolgaozbek_com
@ademmetan
@neslihan__koca
@ceyhunasirov
@tasdemir_cemile
@mt_goksu

Top Tweeters in G7:
@qedx_
@saintsluggo
@luarien
@apebbleinthesky
@itmechr3
@elevatorcore
@thestrayworld
@dkamrl
@manaagooo
@jp_bse

Top Tweeters in G8:
@mlb
@astros
@youtube
@uhcougarbb
@coachb_abca
@abca1945
@ricebaseball
@hbuhuskies
@jhbrownlee
@lmccullers43

Top Tweeters in G9:
@bruhjaa405
@bordigabagool
@josejoestarr
@alphamegazulu
@tmotherfucka
@geneticemo
@cmoon224
@kg_kingkuro
@kidqarnain
@greenlantern66

Top Tweeters in G10:
@ghostdansing
@everjoicewin
@gbengasesan
@kimfoxwosu
@nnenna
@theicir
@ooda
@boip_25
@bobgourley
@mtechlaw


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