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berkman_2021-01-26_05-25-33.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 26, 2021
Short Description:
berkman via NodeXL https://bit.ly/3a2VGdr
@zacksnyder
@berkman_tim
@detritusbooks
@fsmidwest
@ovsej_berkman
@bkcharvard
@mightychastain
@kurfufel
@yesvatore
@lean_anarcho

Top hashtags:
#stlcards
#astros
#asunwbb
#sosialisme
#revolusioner
#risewithus
#quotes
#linocut

Description:
Description
The graph represents a network of 1,114 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, 26 January 2021 at 13:26 UTC.

The requested start date was Tuesday, 26 January 2021 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 10-day, 17-hour, 32-minute period from Tuesday, 12 January 2021 at 01:46 UTC to Friday, 22 January 2021 at 19:18 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 : 1114
Unique Edges : 668
Edges With Duplicates : 1266
Total Edges : 1934
Number of Edge Types : 5
Tweet : 367
Retweet : 468
MentionsInRetweet : 545
Replies to : 298
Mentions : 256
Self-Loops : 372
Reciprocated Vertex Pair Ratio : 0.0235655737704918
Reciprocated Edge Ratio : 0.046046046046046
Connected Components : 255
Single-Vertex Connected Components : 99
Maximum Vertices in a Connected Component : 140
Maximum Edges in a Connected Component : 288
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.068986
Graph Density : 0.000805721834819765
Modularity : 0.542532
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 1,114 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, 26 January 2021 at 13:26 UTC.

The requested start date was Tuesday, 26 January 2021 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 10-day, 17-hour, 32-minute period from Tuesday, 12 January 2021 at 01:46 UTC to Friday, 22 January 2021 at 19:18 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:
[12] https://theanarchistlibrary.org/library/alexander-berkman-what-is-communist-anarchism
[11] https://hatandbeard.com/products/predicting-the-past-zohar-studios-the-lost-years
[5] https://www.instagram.com/accounts/login/
[3] https://medium.com/berkman-klein-center/an-introduction-to-extitutional-theory-e74b5a49ea53
[3] https://theanarchistlibrary.org/library/alexander-berkman-what-is-communist-anarchism#toc5
[3] https://youtu.be/7fkqd4By_VE
[3] https://news.stthom.edu/lance-berkman-joins-athletic-program-as-assistant-baseball-coach/
[3] https://www.ustcelts.com/article/1452.php
[3] https://medium.com/berkman-klein-center/internet-shutdowns-in-2021-c2a4e8dd4845
[3] https://twitter.com/SchmidtFutures/status/1348994639257337857

Top URLs in Tweet in G1:
[11] https://hatandbeard.com/products/predicting-the-past-zohar-studios-the-lost-years

Top URLs in Tweet in G2:
[5] https://www.instagram.com/accounts/login/
[3] https://theanarchistlibrary.org/library/alexander-berkman-what-is-communist-anarchism
[3] https://youtu.be/7fkqd4By_VE
[2] https://www.jaxdailyrecord.com/article/berkman-plaza-ii-headed-for-conventional-demolition-not-implosion
[2] https://news.stthom.edu/lance-berkman-joins-athletic-program-as-assistant-baseball-coach/
[1] https://twitter.com/Mahxism/status/1348722941501042688
[1] https://news.wjct.org/post/berkman-plaza-ii-headed-conventional-demolition-new-high-rise-planned
[1] https://pro-jazz.com/audio/2019-david-berkman-sextet-six-of-one-palmetto-24-44-1-115840.html
[1] https://www.youtube.com/watch?v=55d1-61jTbM

[1] https://medium.com/berkman-klein-center/internet-shutdowns-in-2021-c2a4e8dd4845

Top URLs in Tweet in G4:
[3] https://theanarchistlibrary.org/library/alexander-berkman-what-is-communist-anarchism
[1] https://theanarchistlibrary.org/library/matty-thomas-the-relevance-of-max-stirner-to-anarcho-communists#toc3

Top URLs in Tweet in G6:
[2] https://fundly.com/therapy-for-lgbtqia-syrians
[2] https://downdetector.com/status/signal/
[1] https://twitter.com/CommunistPolls/status/1349951152113111040
[1] https://twitter.com/CommunistPolls/status/1350317592506990593
[1] http://theanarchistlibrary.org/library/alexander-berkman-what-is-communist-anarchism
[1] https://theanarchistlibrary.org/library/errico-malatesta-anarchy
[1] https://theanarchistlibrary.org/library/emma-goldman-anarchism-and-other-essays
[1] https://twitter.com/SaimaFerdows/status/1348951879468908545
[1] https://twitter.com/Anarkism_info/status/1349951635464876032
[1] https://twitter.com/topgunalu/status/1350118457430294533

Top URLs in Tweet in G7:
[2] https://medium.com/berkman-klein-center/an-introduction-to-extitutional-theory-e74b5a49ea53
[2] https://medium.com/berkman-klein-center/internet-shutdowns-in-2021-c2a4e8dd4845
[1] https://medium.com/berkman-klein-center/what-can-tech-learn-from-sex-workers-8e0100f0b4b9

Top URLs in Tweet in G10:
[1] https://www.nytimes.com/2001/01/22/nyregion/officials-criticize-clinton-s-pardon-of-an-ex-terrorist.html

Top Domains
Top Domains in Tweet in Entire Graph:
[47] twitter.com
[31] theanarchistlibrary.org
[14] medium.com
[11] hatandbeard.com
[5] instagram.com
[5] youtube.com
[4] harvard.edu
[4] libcom.org
[3] youtu.be
[3] stthom.edu

Top Domains in Tweet in G1:
[11] hatandbeard.com

Top Domains in Tweet in G2:
[17] twitter.com
[8] theanarchistlibrary.org
[5] instagram.com
[4] medium.com
[3] youtu.be
[2] jaxdailyrecord.com
[2] harvard.edu
[2] stthom.edu
[2] newsadvance.com
[2] pompshop.com

Top Domains in Tweet in G4:
[4] theanarchistlibrary.org

Top Domains in Tweet in G6:
[7] twitter.com
[4] theanarchistlibrary.org
[2] fundly.com
[2] downdetector.com
[1] research.nu
[1] bit.ly
[1] cybernews.com
[1] libcom.org
[1] nightvalepresents.com

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

Top Domains in Tweet in G10:
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[24] stlcards
[14] astros
[7] asunwbb
[7] sosialisme
[7] revolusioner
[6] risewithus
[5] quotes
[4] linocut
[4] artistsontwitter
[3] joebiden



Top Hashtags in Tweet in G2:
[5] quotes
[2] dtjax
[2] bancodeseries
[1] jacksonvillefl
[1] bakernissan
[1] nissantitan
[1] driveawaydifferent
[1] thankyou
[1] internet
[1] internetshutdown

Top Hashtags in Tweet in G3:
[1] nixon
[1] worstpresidentever
[1] longago

Top Hashtags in Tweet in G5:
[21] stlcards
[1] cardswarmup
[1] winterwarmup

Top Hashtags in Tweet in G6:
[2] allcampsarebad
[2] whatsapp
[2] privacy
[1] signaldown
[1] telegram
[1] signal

Top Hashtags in Tweet in G7:
[1] ethicaltech
[1] designjustice
[1] keepiton

Top Words
Top Words in Tweet in Entire Graph:
[729] berkman
[144] war
[143] zacksnyder
[142] world
[141] stephen
[138] shot
[137] woman
[137] amazing
[136] 1854
[135] image

Top Words in Tweet in G1:
[145] berkman
[143] zacksnyder
[135] world
[134] wonder
[134] woman
[134] 1854
[134] amazing
[134] image
[134] shot
[134] stephen

Top Words in Tweet in G2:
[111] berkman
[30] barry
[24] alexander
[15] lance
[12] ん
[8] anarchism
[8] abend
[7] still
[7] being
[7] true

Top Words in Tweet in G3:
[13] trump
[9] pathetic
[8] huffpost
[8] good
[8] washingtonpost
[7] berkman_tim
[6] mikecarlton01
[6] worst
[6] annastaciamp
[5] skynews

Top Words in Tweet in G4:
[58] berkman
[51] alexander
[46] dangerous
[45] emma
[45] goldman
[45] anarchists
[44] detritusbooks
[44] country
[44] permitted
[44] return

Top Words in Tweet in G5:
[36] berkman
[34] lance
[32] 2011
[31] fsmidwest
[23] team
[21] incredible
[21] chemistry
[21] #stlcards
[21] literally
[21] close

Top Words in Tweet in G6:
[11] berkman
[7] det
[5] signal
[5] ovsej_berkman
[4] catgirl_emma
[4] police
[4] people
[4] camp
[4] users
[4] har

Top Words in Tweet in G7:
[30] bkcharvard
[25] piece
[25] internet
[25] shutdowns
[23] tunde
[23] okunoye
[23] explains
[23] continue
[23] impact
[23] freedom

Top Words in Tweet in G8:
[29] barry
[29] berkman
[29] psycho
[29] killer
[29] edit
[29] fancam
[28] mightychastain

Top Words in Tweet in G9:
[15] berkman
[12] lance
[7] michaelschwab13
[7] mlb
[6] mooseoutfront
[5] astros
[5] fat
[5] elvis
[4] 1st
[4] player

Top Words in Tweet in G10:
[26] 1988
[26] fbi
[26] arrested
[26] members
[26] resistance
[26] conspiracy
[26] marilyn
[26] jean
[26] buck
[26] linda

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[141] stephen,berkman
[134] wonder,woman
[134] woman,1854
[134] 1854,amazing
[134] amazing,image
[134] image,shot
[134] shot,stephen
[134] berkman,world
[134] world,war
[134] war,weary

Top Word Pairs in Tweet in G1:
[134] wonder,woman
[134] woman,1854
[134] 1854,amazing
[134] amazing,image
[134] image,shot
[134] shot,stephen
[134] stephen,berkman
[134] berkman,world
[134] world,war
[134] war,weary

Top Word Pairs in Tweet in G2:
[23] alexander,berkman
[21] barry,berkman
[15] lance,berkman
[6] guten,morgen
[5] berkman,gt
[5] gt,block
[5] war,paralyzes
[5] paralyzes,courage
[5] courage,deadens
[5] deadens,spirit

Top Word Pairs in Tweet in G3:
[3] craig,kelly
[2] used,prison
[2] prison,slop
[2] read,rubbish
[2] murraywatt,annastaciamp
[2] federal,government
[2] thanks,donald
[2] sarahclazarus,danpfeiffer
[2] bags,leave
[2] lost,plot

Top Word Pairs in Tweet in G4:
[51] alexander,berkman
[45] emma,goldman
[45] goldman,alexander
[45] dangerous,anarchists
[44] anarchists,country
[44] country,permitted
[44] permitted,return
[43] berkman,dangerous
[42] detritusbooks,emma
[3] uma,tentativa

Top Word Pairs in Tweet in G5:
[34] lance,berkman
[30] fsmidwest,lance
[21] berkman,incredible
[21] incredible,chemistry
[21] chemistry,2011
[21] 2011,#stlcards
[21] #stlcards,literally
[21] literally,close
[21] close,eyes
[21] eyes,everybody's

Top Word Pairs in Tweet in G6:
[3] alexander,berkman
[3] having,problems
[2] berkman,bi
[2] bi,intimate
[2] intimate,relationship
[2] relationship,dude
[2] dude,stabbed
[2] stabbed,capitalist
[2] capitalist,more
[2] more,direct

Top Word Pairs in Tweet in G7:
[25] internet,shutdowns
[23] piece,tunde
[23] tunde,okunoye
[23] okunoye,bkcharvard
[23] bkcharvard,explains
[23] explains,internet
[23] shutdowns,continue
[23] continue,impact
[23] impact,freedom
[22] engnroom,piece

Top Word Pairs in Tweet in G8:
[29] barry,berkman
[29] berkman,psycho
[29] psycho,killer
[29] killer,edit
[29] edit,fancam
[28] mightychastain,barry

Top Word Pairs in Tweet in G9:
[11] lance,berkman
[5] fat,elvis
[4] michaelschwab13,1st
[4] 1st,astros
[4] astros,player
[4] player,homer
[4] homer,both
[4] both,sides
[4] sides,plate
[4] plate,game

Top Word Pairs in Tweet in G10:
[26] 1988,fbi
[26] fbi,arrested
[26] arrested,members
[26] members,resistance
[26] resistance,conspiracy
[26] conspiracy,marilyn
[26] marilyn,jean
[26] jean,buck
[26] buck,linda
[26] linda,sue

Top Replied-To
Top Replied-To in Entire Graph:
@washingtonpost
@berkman_tim
@mikelgorby8
@talkinyanks
@ovsej_berkman
@huffpost
@brock_berkman
@mlb
@catgirl_emma
@novatoregaming

Top Replied-To in G3:
@washingtonpost
@berkman_tim
@huffpost
@peter_fitz
@noplaceforsheep
@donwinslow
@skynews
@kylegriffin1
@seanhannity
@nytimes

Top Replied-To in G4:
@l1brnm
@kurfufel
@anarkismus_
@storks_ma
@punkenigma

Top Replied-To in G5:
@dylan_dinger
@cardinals
@fsmidwest
@cardinals11in11

Top Replied-To in G6:
@ovsej_berkman
@catgirl_emma
@yesvatore
@lean_anarcho
@smoothestbrain_
@boardhopping
@ineptweeb
@anarchostealthy
@lumiposting
@gbaguette

Top Replied-To in G9:
@mlb
@michaelschwab13
@vic_issitudes
@bancelerkman
@the4thcoog
@mlbvault

Top Mentioned
Top Mentioned in Entire Graph:
@zacksnyder
@detritusbooks
@fsmidwest
@bkcharvard
@mightychastain
@philtay1984
@engnroom
@libertywbb
@hb0barry
@ckluber

Top Mentioned in G1:
@zacksnyder

Top Mentioned in G2:
@barrytozier

Top Mentioned in G3:
@annastaciamp
@mikecarlton01
@huffpost
@skynews
@scottmorrisonmp
@gtconway3d
@danpfeiffer
@abc15
@lincolnsbible
@lizcheney

Top Mentioned in G4:
@detritusbooks
@notbuendia
@anarchopunished
@rebelunleashed

Top Mentioned in G5:
@fsmidwest
@cardinals
@cardinalscare
@jstriebel22
@stlouiesports
@gatewaycitysprt
@byjakehenry

Top Mentioned in G6:
@adamina182
@fleurmiyoung
@dumbandgay_
@slukhal
@researchgarm
@orange_gangstar
@ineptweeb
@uberfacts
@ulupae
@oumagender

Top Mentioned in G7:
@bkcharvard
@engnroom
@decodingstigma
@zahrastardust
@jessykate
@yaoeo
@tokunoye
@hackinghustling
@o_mudongo

Top Mentioned in G8:
@mightychastain

Top Mentioned in G9:
@mooseoutfront
@michaelschwab13
@mlb
@jakeglatstein7
@pizzakillerr
@screwst0nastro
@yanksbar
@hatchfacts
@realcj10

Top Mentioned in G10:
@philtay1984

Top Tweeters
Top Tweeters in Entire Graph:
@hrblock_21
@getvideobot
@bcci
@reuters
@huffpost
@isaacfromfl
@ecwpunk81
@dou_shou_dagane
@skynews
@nytimes

Top Tweeters in G1:
@dou_shou_dagane
@changeupx
@arthurothul
@relientkenny
@carter_embrey
@meprvn
@ilive4purpose
@davidcosloff
@7a7hiddleston
@urstrulyragghu

Top Tweeters in G2:
@isaacfromfl
@schmanthonyp
@flarebooks
@marsupialqueen
@wayneadam
@niasugihara
@sweetesmerxlda
@daikimusica
@chihiro_sx666
@gianlucasgueo

Top Tweeters in G3:
@bcci
@huffpost
@skynews
@nytimes
@washingtonpost
@radiofreetom
@politico
@funder
@skynewsaust
@abc15

Top Tweeters in G4:
@patysd12
@sirloinofice1
@openlyclassist
@janphar
@fabiofarro
@notbuendia
@geminiloka_
@alivi70891406
@cefestellita1
@insomniacnyarl1

Top Tweeters in G5:
@hrblock_21
@ecwpunk81
@jstriebel22
@birdsonthebat13
@ijohn_rodriguez
@missmiranda
@dylan_dinger
@swaggydoo_101
@cardinals
@rlnave

Top Tweeters in G6:
@uberfacts
@earthnamek
@oumagender
@planetoffinks
@ulupae
@downdetector
@smoothestbrain_
@catgirl_emma
@ttnyhetsbyran
@berkmanonlyfans

Top Tweeters in G7:
@drmel_t
@kenyanpundit
@jennaprice
@faineg
@damarjuniarto
@yannedea
@jane_coffin
@alexleavitt
@noeldickover
@redemee

Top Tweeters in G8:
@rorschachisgay
@goudatama
@babyloveblum
@twoxdee
@alpacinofiles
@suspiri0rum
@dannyatlases
@feeiinwoozy
@selflessalec
@lesterknopf

Top Tweeters in G9:
@mlb
@carlaobot
@itstomyall
@michaelschwab13
@astrosfansuk
@yanksbar
@estebangbang
@vic_issitudes
@dbwilliams009
@htownproud1996

Top Tweeters in G10:
@momewraths
@london19721
@jankapipars
@gerardvongevers
@eternalenglish
@scenechewer
@drumcodeuk
@tc21177
@kater_ksg
@unmitigatedrage


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