berkman, Twitter, 11/27/2020 4:09:50 PM, 242296


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berkman_2020-11-24_05-37-35.xlsx
berkman_2020-11-24_05-37-35.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 27, 2020
Short Description:
berkman via NodeXL https://bit.ly/36cZKXV
@wrkclasshistory
@ark_berkman
@ovsej_berkman
@bkcharvard
@radicaldaily
@biancawylie
@ct_bsacac
@sportsmotto
@c_newb112
@realdonaldtrump

Top hashtags:
#otd
#astros
#twice
#better
#quotes
#covid19
#2020nls
#journalism

Description:
Description
The graph represents a network of 1,076 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, 24 November 2020 at 13:38 UTC.

The requested start date was Tuesday, 24 November 2020 at 01:01 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, 21-hour, 40-minute period from Tuesday, 10 November 2020 at 01:20 UTC to Monday, 23 November 2020 at 23:00 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 : 1076
Unique Edges : 737
Edges With Duplicates : 1032
Total Edges : 1769
Number of Edge Types : 5
Retweet : 315
MentionsInRetweet : 369
Tweet : 491
Replies to : 327
Mentions : 267
Self-Loops : 494
Reciprocated Vertex Pair Ratio : 0.0339393939393939
Reciprocated Edge Ratio : 0.0656506447831184
Connected Components : 345
Single-Vertex Connected Components : 149
Maximum Vertices in a Connected Component : 52
Maximum Edges in a Connected Component : 145
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 1.924233
Graph Density : 0.000737442724993516
Modularity : 0.528489
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,076 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, 24 November 2020 at 13:38 UTC.

The requested start date was Tuesday, 24 November 2020 at 01:01 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, 21-hour, 40-minute period from Tuesday, 10 November 2020 at 01:20 UTC to Monday, 23 November 2020 at 23:00 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:
[18] https://www.nytimes.com/2020/11/16/sports/hockey/china-womens-hockey-2022-olympics-krs-vanke-rays.html?partner=IFTTT
[6] https://meydan.org/2020/11/21/anarsizm-nedir-8-2-adalet-alexander-berkman/
[5] https://www.instagram.com/accounts/login/
[5] https://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be

[4] https://getvideobot.com/Berkman__
[4] https://nieman.harvard.edu/fellowships/nieman-berkman-fellowship-in-journalism-innovation-2/
[3] https://theslowburningfuse.wordpress.com/2020/11/21/happy-alexander-berkman-day-born-150-years-ago-november-21-1870/
[3] https://medium.com/berkman-klein-center/distracted-by-data-dbe40033591c
[3] https://radyo.stendustri.com.tr/
[3] https://bonusyearsliving.com/berkmans-lifequake-sent-him-on-a-mission-to-end-prison-slavery/

Top URLs in Tweet in G1:
[18] https://www.nytimes.com/2020/11/16/sports/hockey/china-womens-hockey-2022-olympics-krs-vanke-rays.html?partner=IFTTT
[5] https://www.instagram.com/accounts/login/
[5] https://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be

[2] https://twitter.com/BravesAshland/status/1326241073119830022
[2] https://nieman.harvard.edu/fellowships/nieman-berkman-fellowship-in-journalism-innovation-2/
[1] https://www.google.com/maps/search/S+BROAD+ST+&+BERKMAN+ST+MIDDLETOWN+DE
[1] https://www.mysportsd.com/talking-nutrition-with-lance-berkman
[1] https://twitter.com/nielsvanpaassen/status/1326098686418579457
[1] https://twitter.com/robncypress57/status/1325933598927675392
[1] https://twitter.com/thatericalper/status/1326351459605155840

Top URLs in Tweet in G2:
[1] https://libcom.org/library/alexander-berkman-prison-memoirs-anarchist

Top URLs in Tweet in G3:
[2] https://twitter.com/durustadamtv/status/1326602900735488004
[1] https://twitter.com/HurriyetEkonomi/status/1329295135050502144
[1] https://www.youtube.com/watch?v=XkoyyWYe03o&feature=youtu.be

[1] https://twitter.com/MekdadOmar/status/1329565561446146060
[1] https://aje.io/36rzq
[1] https://twitter.com/artelice_5/status/1330171344445640706
[1] https://www.haber3.com/foto-galeri/otomobil/bmcnin-yerli-canavari-tulga-fuara-damga-vurdu-galeri-5571343?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=haber3com
[1] https://twitter.com/nejatozonay/status/1307322412372029444
[1] https://www.hurriyet.com.tr/yazarlar/nedim-sener/artik-mizrak-cuvala-sigmiyor-41661485
[1] https://www.yenisafak.com/gundem/federasyon-anayasasi-chp-iyi-parti-sp-ve-hdpnin-taslagi-ortaya-cikti-3574915

Top URLs in Tweet in G4:
[2] https://nieman.harvard.edu/fellowships/nieman-berkman-fellowship-in-journalism-innovation-2/
[2] https://medium.com/berkman-klein-center/extended-reality-e5038b38d628
[1] https://www.youtube.com/watch?v=TaLv43vRPx8&feature=youtu.be

[1] https://www.intgovforum.org/multilingual/content/igf-2020-village-booth-29-network-of-centers-in-collaboration-with-the-berkman-klein-center

Top URLs in Tweet in G5:
[2] https://twitter.com/jonasstrandberg/status/1327647008870584322
[1] https://twitter.com/vitkor/status/1329061848495382530
[1] https://sverigesradio.se/sida/artikel.aspx?programid=83&artikel=7599306
[1] https://twitter.com/antifathorn/status/1326709427349708801
[1] https://twitter.com/nazispotting/status/1326871548381290499
[1] https://twitter.com/HuntSabs/status/1327338283894976513
[1] https://twitter.com/pyotrkropotkina/status/1327678539248906243
[1] https://www.facebook.com/671164129746991/posts/1412233188973411/
[1] https://antifa.se/2019/04/07/afa-stockholm-marielle-soderlund-porrskadisen-som-blev-nazist/
[1] https://twitter.com/ajplus/status/1328401517410398208

Top URLs in Tweet in G7:
[1] https://medium.com/berkman-klein-center/distracted-by-data-dbe40033591c

Top Domains
Top Domains in Tweet in Entire Graph:
[61] twitter.com
[18] nytimes.com
[16] youtube.com
[11] medium.com
[8] harvard.edu
[6] meydan.org
[5] com.tr
[5] instagram.com
[5] wikipedia.org
[5] theanarchistlibrary.org

Top Domains in Tweet in G1:
[31] twitter.com
[18] nytimes.com
[7] youtube.com
[5] medium.com
[5] instagram.com
[3] harvard.edu
[3] morogluarseven.com
[2] mtr.cool
[1] google.com
[1] mysportsd.com

Top Domains in Tweet in G2:
[1] libcom.org

Top Domains in Tweet in G3:
[7] twitter.com
[1] youtube.com
[1] aje.io
[1] haber3.com
[1] com.tr
[1] yenisafak.com
[1] hurfikirler.com

Top Domains in Tweet in G4:
[2] harvard.edu
[2] medium.com
[1] youtube.com
[1] intgovforum.org

Top Domains in Tweet in G5:
[9] twitter.com
[1] sverigesradio.se
[1] facebook.com
[1] antifa.se

Top Domains in Tweet in G7:
[1] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[46] otd
[35] astros
[15] twice
[14] better
[9] quotes
[6] covid19
[6] 2020nls
[5] journalism
[4] journalismus
[4] fellowship



Top Hashtags in Tweet in G1:
[9] quotes
[2] quote
[2] covid19
[2] dtliving
[1] bakernissan
[1] usedcars
[1] wecometoyou
[1] delivered
[1] thankyou
[1] 781hong

Top Hashtags in Tweet in G2:
[46] otd

Top Hashtags in Tweet in G3:
[2] müsiadexpo
[1] karabakhisazerbaijan
[1] selcukbayraktar
[1] dolarkuru
[1] altın
[1] millikütüphane
[1] receptayyiperdogan
[1] küreselticaretburada
[1] türkiyeiçin30yıl

Top Hashtags in Tweet in G4:
[4] journalismus
[4] fellowship
[4] journalism
[4] innovation
[1] harvard
[1] стипендия
[1] polarization
[1] posttruth

Top Hashtags in Tweet in G5:
[2] avgå_svenonius
[2] classwar
[2] anarchy
[2] insurrection
[1] saboteramera
[1] makethepoliceobsolete
[1] copwatch
[1] anarchism
[1] ftp

Top Hashtags in Tweet in G8:
[1] harvard
[1] trump
[1] liar
[1] fox
[1] coup
[1] american

Top Words
Top Words in Tweet in Entire Graph:
[691] berkman
[189] alexander
[122] lance
[83] barry
[77] goldman
[73] 1870
[69] born
[68] better
[67] 21
[67] anarchist

Top Words in Tweet in G1:
[168] berkman
[40] alexander
[25] barry
[21] seth
[20] women
[20] lance
[20] russia
[19] training
[19] continues
[19] china

Top Words in Tweet in G2:
[54] nov
[54] 21
[54] 1870
[54] alexander
[54] berkman
[54] born
[54] anarchist
[46] #otd
[46] legendary
[46] communist

Top Words in Tweet in G3:
[14] ve
[14] bir
[9] yıl
[8] ile
[8] türk
[8] bu
[8] için
[8] nin
[7] gibi
[6] sonra

Top Words in Tweet in G4:
[16] bkcharvard
[13] berkman
[13] ugasser
[10] klein
[9] vr
[9] ar
[9] experiences
[9] check
[9] youthandmedia
[8] wondering

Top Words in Tweet in G5:
[20] är
[11] det
[10] anarkism_info
[9] att
[7] med
[7] har
[6] av
[6] jag
[6] inte
[5] vad

Top Words in Tweet in G6:
[6] mrs
[2] berkman
[2] turkey
[2] aka
[2] nilsson
[2] young
[2] vasquez
[2] delivered
[2] gifts
[2] words

Top Words in Tweet in G7:
[45] data
[23] those
[23] stand
[22] red
[22] herring
[22] focusing
[22] abstract
[22] notion
[22] acts
[22] distancing

Top Words in Tweet in G8:
[6] realdonaldtrump
[6] violence
[5] trump
[5] berkman
[4] need
[3] lying
[3] well
[3] method
[3] ignorance
[3] weapon

Top Words in Tweet in G9:
[20] willing
[20] more
[20] kid
[20] down
[20] street
[20] better
[20] lance
[20] berkman
[19] sportsmotto

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[187] alexander,berkman
[122] lance,berkman
[71] barry,berkman
[64] emma,goldman
[62] berkman,born
[52] goldman,alexander
[48] 21,nov
[48] nov,1870
[46] #otd,21
[46] 1870,legendary

Top Word Pairs in Tweet in G1:
[39] alexander,berkman
[22] barry,berkman
[21] seth,berkman
[20] lance,berkman
[19] training,continues
[19] continues,china
[19] china,prized
[19] prized,women
[19] women,hockey
[19] hockey,players

Top Word Pairs in Tweet in G2:
[54] alexander,berkman
[54] berkman,born
[46] #otd,21
[46] 21,nov
[46] nov,1870
[46] 1870,legendary
[46] legendary,anarchist
[46] anarchist,communist
[46] communist,close
[46] close,associate

Top Word Pairs in Tweet in G3:
[6] yıl,sonra
[4] türkiye,nin
[3] sözde,türk
[3] türk,dil
[3] dil,devrimi
[3] hayırlı,olsun
[3] ayrı,bir
[3] helal,olsun
[2] 15,years
[2] years,old

Top Word Pairs in Tweet in G4:
[10] berkman,klein
[9] vr,ar
[9] ar,experiences
[8] wondering,pros
[8] pros,cons
[8] cons,long
[8] long,anticipated
[8] anticipated,vr
[8] experiences,check
[8] check,piece

Top Word Pairs in Tweet in G5:
[4] är,så
[3] det,inte
[3] är,det
[2] sveriges,sexigaste
[2] sexigaste,man
[2] man,är
[2] är,död
[2] död,krogen
[2] krogen,stänger
[2] stänger,22

Top Word Pairs in Tweet in G6:
[2] berkman,turkey
[2] turkey,aka
[2] aka,mrs
[2] mrs,nilsson
[2] nilsson,mrs
[2] mrs,young
[2] young,mrs
[2] mrs,vasquez
[2] vasquez,delivered
[2] delivered,gifts

Top Word Pairs in Tweet in G7:
[23] those,stand
[22] data,red
[22] red,herring
[22] herring,focusing
[22] focusing,abstract
[22] abstract,notion
[22] notion,data
[22] data,acts
[22] acts,distancing
[22] distancing,tool

Top Word Pairs in Tweet in G8:
[3] violence,method
[3] method,ignorance
[3] ignorance,weapon
[3] weapon,weak
[3] weak,strong
[3] strong,heart
[3] heart,brain
[3] brain,need
[3] need,violence
[3] violence,irresistible

Top Word Pairs in Tweet in G9:
[20] willing,more
[20] more,kid
[20] kid,down
[20] down,street
[20] street,better
[20] better,lance
[20] lance,berkman
[19] sportsmotto,willing

Top Replied-To
Top Replied-To in Entire Graph:
@the_berkman
@redhanted
@brianmctaggart
@michaelschwab13
@strosshadow
@realdonaldtrump
@berkman__
@christiruth4
@euronews_tr
@slmhktn

Top Replied-To in G3:
@euronews_tr
@slmhktn
@ark_berkman
@atilla_yayla
@nedimsener2010
@mustafarmagan
@erenerdemnet
@enginozkoc
@ardanzenturk
@sevdaturkusev

Top Replied-To in G5:
@ridesmyface
@ovsej_berkman
@anarkism_info
@0lillchaffis
@mrchuckd
@benjamindousa
@anonymoushero69
@fouadyoucefi
@15minuternkvart
@_dionnewarwick

Top Replied-To in G6:
@parentprograms

Top Replied-To in G8:
@realdonaldtrump
@mikecarlton01
@dvincentboss
@huffpost
@jonfavs
@donaldjtrumpjr
@lyleshelton
@washingtonpost

Top Replied-To in G10:
@subtronics

Top Mentioned
Top Mentioned in Entire Graph:
@wrkclasshistory
@biancawylie
@sportsmotto
@bkcharvard
@raikarshamika
@ugasser
@qbdevelopment
@astros
@vladimirgaleana
@youthandmedia

Top Mentioned in G1:

Top Mentioned in G2:
@wrkclasshistory
@radicaldaily

Top Mentioned in G3:
@atilla_yayla
@slmhktn
@aybike_mentes
@ajenglish
@enveryan
@mustafarmagan
@canacun
@akcay_nurettinn
@merdanyanardag
@derindevleet

Top Mentioned in G4:
@bkcharvard
@ugasser
@youthandmedia
@mbediikaya
@j_network
@network_centers
@harvard_law
@niemanfdn
@inssisrael
@yochaibenkler

Top Mentioned in G5:
@anarkism_info
@jeffreytoobin
@newyorker
@obeskrivlig
@afasthlm
@karlssonmax
@addelindh
@kamratfrukt
@litnewsnet
@robrousseau

Top Mentioned in G6:
@berkmanaia
@berkmanlibrary
@rrisd_pief
@rrisdpta
@rrcprez
@andersonmillel
@berkman_pta
@bpecattech
@bluebonnetrrisd
@bce_bluejays

Top Mentioned in G7:
@biancawylie

Top Mentioned in G8:
@nytimes
@chrisstapleton
@tonyschwartz
@wolfblitzer
@realdonaldtrump
@jimmykimmellive
@nygovcuomo
@mmpadellan
@tuckercarlson
@seanhannity

Top Mentioned in G9:
@sportsmotto

Top Mentioned in G10:
@spiritelixr
@veefizzy
@churchofbass
@infectionlethal
@toxicdrip1
@collinsgunkelly
@kballer2021
@berkman_ross
@izzy808
@kylie_peaslee

Top Tweeters
Top Tweeters in Entire Graph:
@odio_nao
@getvideobot
@warnermusic_jp
@davidbewart
@argothr
@businessinsider
@reuters
@huffpost
@iijongui
@kmontenegro

Top Tweeters in G1:
@newslarts
@northtrenton
@nekropolerip
@banditelli
@barcode_nation
@flarebooks
@caseyayers
@noirmj
@auloniadess
@insideralerts4u

Top Tweeters in G2:
@odio_nao
@pigmeocosmico
@hassany1989
@openlyclassist
@jewishworker
@momentumox
@tbayrichard
@richardmcsundy
@martyolliff
@nuk_96

Top Tweeters in G3:
@haber3com
@yenisafak
@ajenglish
@slmhktn
@mustafarmagan
@euronews_tr
@sevdaturkusev
@senkimsinya_rte
@uretimyerli
@06melihgokcek

Top Tweeters in G4:
@vievararosel
@yennygomes1984
@eshavaasyam
@worldunivandsch
@demartin
@archivpolitique
@leylakeser
@bkcharvard
@harvard_law
@vaqis

Top Tweeters in G5:
@newyorker
@karlssonmax
@mrchuckd
@robrousseau
@labansson
@comradekelley
@ridesmyface
@brokep
@benjamindousa
@alvarligt

Top Tweeters in G6:
@rrcprez
@rrisd_pief
@berkmanaia
@elemoaks
@parentprograms
@deepwood_rrisd
@callisones
@canyoncreekelem
@ct_bsacac
@bce_bluejays

Top Tweeters in G7:
@kmontenegro
@proglocommons
@unetomaterouge
@chronotope
@luke_stark
@sboots
@acfou
@ashleighweeden
@michaelzimmer
@avilarenata

Top Tweeters in G8:
@huffpost
@nytimes
@washingtonpost
@mmpadellan
@mikecarlton01
@realdonaldtrump
@frma_com
@jonfavs
@donaldjtrumpjr
@nygovcuomo

Top Tweeters in G9:
@socalshfanatic
@rmatwick
@michaelkwambo
@jennymo12
@dbelle42
@wingsfreshmen
@gshl3aheritage1
@sportsmotto
@randyroehrich
@coacherikgonzo

Top Tweeters in G10:
@kballer2021
@subtronics
@legitt_adrii
@collinsgunkelly
@veefizzy
@spiritelixr
@haileyyjadee
@izzy808
@haileyfreeman_
@kylie_peaslee


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