berkman, Twitter, 9/15/2020 5:06:56 PM, 235183


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berkman_2020-09-15_06-29-29.xlsx
berkman_2020-09-15_06-29-29.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 15, 2020
Short Description:
berkman via NodeXL https://bit.ly/3iM97BP
@brainsteew
@barryblock_
@astros
@berkman_tim
@ram_ssk
@realdonaldtrump
@ark_berkman
@bkcharvard
@emptywheel
@sandrawachter5

Top hashtags:
#astros
#avengeroftheweek
#botd
#genderavenger
#quotes
#actualvirtualrobotics

Description:
Description
The graph represents a network of 1,483 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, 15 September 2020 at 13:31 UTC.

The requested start date was Tuesday, 15 September 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, 17-hour, 31-minute period from Tuesday, 01 September 2020 at 00:24 UTC to Monday, 14 September 2020 at 17:55 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 : 1483
Unique Edges : 766
Edges With Duplicates : 1902
Total Edges : 2668
Number of Edge Types : 5
Retweet : 756
MentionsInRetweet : 839
Tweet : 486
Replies to : 316
Mentions : 271
Self-Loops : 496
Reciprocated Vertex Pair Ratio : 0.0249621785173979
Reciprocated Edge Ratio : 0.0487084870848708
Connected Components : 301
Single-Vertex Connected Components : 116
Maximum Vertices in a Connected Component : 291
Maximum Edges in a Connected Component : 611
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.235109
Graph Density : 0.000616523933413595
Modularity : 0.520284
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 1,483 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, 15 September 2020 at 13:31 UTC.

The requested start date was Tuesday, 15 September 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, 17-hour, 31-minute period from Tuesday, 01 September 2020 at 00:24 UTC to Monday, 14 September 2020 at 17:55 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:
[16] https://twitter.com/BevDonahue/status/1305525705518845952
[9] https://www.genderavenger.com/blog/avenger-of-the-week-brenda-berkman
[9] https://meydan.org/2020/09/06/anarsizm-nedir-3-yasa-ve-devlet-alexander-berkman/
[7] https://www.nyu.edu/about/news-publications/news/2016/september/fdny-captain-brenda-berkman-on-9-11.html
[6] https://meydan.org/2020/09/14/anarsizm-nedir-4-sistem-nasil-calisir-alexander-berkman/
[6] https://theanarchistlibrary.org/library/alexander-berkman-what-is-communist-anarchism
[4] https://twitter.com/ZTPetrizzo/status/1305539331306782720
[4] https://theanarchistlibrary.org/library/alexander-berkman-what-is-communist-anarchism.pdf
[4] https://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be

[3] https://www.jaxdailyrecord.com/article/unfinished-berkman-plaza-ii-downtown-could-be-sold-soon

Top URLs in Tweet in G1:
[1] https://twitter.com/hader_is_doing/status/1304975832092487680
[1] https://twitter.com/samatoki/status/1302133010829983749

Top URLs in Tweet in G2:
[4] https://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be

[3] https://www.nyu.edu/about/news-publications/news/2016/september/fdny-captain-brenda-berkman-on-9-11.html
[2] https://twitter.com/CadeDaily_/status/1300895227226583041
[2] https://www.theguardian.com/australia-news/2020/sep/02/queensland-court-overturns-climate-activists-conviction-under-anti-protest-laws?CMP=share_btn_tw
[2] http://starcountry.fm
[2] http://AstrosDaily.com/history/thisdate/#0909
[1] https://eijkelkampfoundation.com/
[1] https://twitter.com/BKCHarvard/status/1300785392233443328
[1] https://twitter.com/teoft_/status/1300790832988123142
[1] https://twitter.com/cadedaily_/status/1300895227226583041

Top URLs in Tweet in G3:
[1] https://www.youtube.com/watch?v=ScpKqMscfpk&feature=youtu.be


Top URLs in Tweet in G4:
[2] https://twitter.com/yekvucutcom/status/1300833445426462722
[2] https://twitter.com/yekvucutcom/status/1301551670783094784
[1] https://twitter.com/ensonhaber/status/1301157787725172742

Top URLs in Tweet in G5:
[16] https://twitter.com/BevDonahue/status/1305525705518845952

Top URLs in Tweet in G6:
[2] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3547922
[2] https://medium.com/berkman-klein-center/fairness-and-ai-c5596faddd20

Top URLs in Tweet in G8:
[2] https://medium.com/berkman-klein-center/how-youth-are-contributing-to-the-digital-economy-and-why-their-participation-is-more-important-59c3175cc98f
[1] https://arxiv.org/abs/2002.05648
[1] https://medium.com/berkman-klein-center/politics-of-adversarial-machine-learning-c0a90c2cfe3a
[1] https://twitter.com/trustworthy_ml/status/1304128607313297409

Top URLs in Tweet in G9:
[1] https://sabr.org/bioproj/person/lance-berkman/

Top URLs in Tweet in G10:
[9] https://www.genderavenger.com/blog/avenger-of-the-week-brenda-berkman
[1] https://www.nyu.edu/about/news-publications/news/2016/september/fdny-captain-brenda-berkman-on-9-11.html
[1] https://cafe.com/stay-tuned/monumental-women-with-brenda-berkman/

Top Domains
Top Domains in Tweet in Entire Graph:
[60] twitter.com
[18] theanarchistlibrary.org
[17] meydan.org
[11] medium.com
[11] youtube.com
[9] genderavenger.com
[7] nyu.edu
[5] astrosdaily.com
[4] splicetoday.com
[4] com.au

Top Domains in Tweet in G1:
[2] twitter.com

Top Domains in Tweet in G2:
[19] twitter.com
[5] youtube.com
[5] astrosdaily.com
[3] medium.com
[3] nyu.edu
[2] theguardian.com
[2] com.au
[2] starcountry.fm
[1] eijkelkampfoundation.com
[1] facebook.com

Top Domains in Tweet in G3:
[1] youtube.com

Top Domains in Tweet in G4:
[5] twitter.com

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

Top Domains in Tweet in G6:
[2] ssrn.com
[2] medium.com

Top Domains in Tweet in G8:
[3] medium.com
[1] arxiv.org
[1] twitter.com

Top Domains in Tweet in G9:
[1] sabr.org

Top Domains in Tweet in G10:
[9] genderavenger.com
[1] nyu.edu
[1] cafe.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[22] astros
[16] avengeroftheweek
[10] botd
[8] genderavenger
[8] quotes
[7] actualvirtualrobotics
[7] scratchprogramming
[7] berkman
[6] ezberiboz
[6] neverforget



Top Hashtags in Tweet in G2:
[8] quotes
[6] astros
[2] strostuesday
[2] tuckercarlson
[1] realanarchists
[1] anarchistjurisdictions
[1] federalism
[1] courage
[1] spirit
[1] True

Top Hashtags in Tweet in G3:
[3] fortheh
[3] namethatastro
[2] strostuesday
[1] namethatastros
[1] deeretrusted
[1] doggettstrong

Top Hashtags in Tweet in G4:
[2] turkeyisnotalone
[2] uyanışbüyükselçuklu
[2] nedimşener
[2] türkiyeninnabzı
[2] macron
[1] mansuryavas
[1] giletsjaunes

Top Hashtags in Tweet in G8:
[2] digitaleconomy

Top Hashtags in Tweet in G9:
[3] astros
[2] otd
[1] stlcards
[1] mets
[1] lgm

Top Hashtags in Tweet in G10:
[16] avengeroftheweek
[8] genderavenger
[3] inspiredbyher

Top Words
Top Words in Tweet in Entire Graph:
[955] berkman
[351] barry
[287] once
[274] brainsteew
[170] alexander
[141] lance
[113] see
[113] ve
[101] berkman's
[73] bir

Top Words in Tweet in G1:
[280] berkman
[279] barry
[272] once
[270] brainsteew
[3] œðÿ
[2] come
[2] miss

Top Words in Tweet in G2:
[192] berkman
[88] alexander
[62] ve
[43] bir
[43] ãƒ
[22] lance
[22] iã
[20] ÿã
[19] barry
[17] gã

Top Words in Tweet in G3:
[64] berkman
[51] lance
[46] astros
[32] player
[30] george
[30] springer
[30] comparison
[29] checkout
[29] berkman's
[29] view

Top Words in Tweet in G4:
[27] bir
[24] ve
[19] euronews_tr
[18] bu
[14] gibi
[13] yok
[10] için
[9] iã
[9] ama
[8] ile

Top Words in Tweet in G5:
[58] hate
[58] see
[58] jack
[58] berkman's
[58] home
[58] raided
[58] many
[58] fraudulent
[58] hoaxes
[57] emptywheel

Top Words in Tweet in G6:
[53] ai
[51] sandrawachter5
[49] deepening
[49] inequalities
[49] deciding
[49] university
[49] admissions
[49] loan
[49] job
[49] applications

Top Words in Tweet in G7:
[8] trump
[6] huffpost
[5] washingtonpost
[4] imbecile
[4] pence
[4] mjrowland68
[3] rexchapman
[3] heâ
[3] andrews
[3] utterly

Top Words in Tweet in G8:
[22] bkcharvard
[22] berkman
[22] klein
[22] center
[22] internet
[22] society
[22] pleased
[22] announce
[22] appointment
[22] james

Top Words in Tweet in G9:
[28] jonrones
[28] anotadas
[20] 40
[15] 14
[14] 41
[14] carreras
[14] tatis
[14] jr
[14] 1er
[14] jugador

Top Words in Tweet in G10:
[31] first
[22] captain
[20] berkfdny
[18] fdny's
[18] fought
[18] court
[16] genderavenger's
[16] #avengeroftheweek
[16] women
[14] recognition

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[331] barry,berkman
[282] berkman,once
[274] brainsteew,barry
[166] alexander,berkman
[137] lance,berkman
[58] hate,see
[58] see,jack
[58] jack,berkman's
[58] berkman's,home
[58] home,raided

Top Word Pairs in Tweet in G1:
[278] barry,berkman
[272] berkman,once
[270] brainsteew,barry
[2] œðÿ,œðÿ

Top Word Pairs in Tweet in G2:
[88] alexander,berkman
[21] lance,berkman
[21] ãƒ,ãƒ
[17] barry,berkman
[11] guten,morgen
[10] zgã,rlã
[9] war,paralyzes
[8] paralyzes,courage
[8] courage,deadens
[8] deadens,spirit

Top Word Pairs in Tweet in G3:
[50] lance,berkman
[30] george,springer
[30] player,comparison
[30] astros,lance
[29] berkman,george
[29] springer,checkout
[29] checkout,player
[29] comparison,berkman's
[29] berkman's,view
[29] view,youtube

Top Word Pairs in Tweet in G4:
[7] ark_berkman,euronews_tr
[5] imam,hatip
[3] genã,kä
[3] kä,zä
[3] erol,mütercimler
[2] yok,bu
[2] euronews_tr,hizbullah
[2] allah,rä
[2] rä,zasä
[2] zasä,iã

Top Word Pairs in Tweet in G5:
[58] hate,see
[58] see,jack
[58] jack,berkman's
[58] berkman's,home
[58] home,raided
[58] raided,many
[58] many,fraudulent
[58] fraudulent,hoaxes
[57] emptywheel,hate

Top Word Pairs in Tweet in G6:
[49] ai,deepening
[49] deepening,inequalities
[49] inequalities,deciding
[49] deciding,university
[49] university,admissions
[49] admissions,loan
[49] loan,job
[49] job,applications
[49] applications,parole
[49] parole,decisions

Top Word Pairs in Tweet in G7:
[2] heâ,imbecile
[2] utterly,disgraceful

Top Word Pairs in Tweet in G8:
[22] berkman,klein
[22] klein,center
[22] center,internet
[22] internet,society
[22] society,pleased
[22] pleased,announce
[22] announce,appointment
[22] appointment,james
[22] james,mickens
[22] mickens,gordon

Top Word Pairs in Tweet in G9:
[14] 14,jonrones
[14] jonrones,41
[14] 41,carreras
[14] carreras,anotadas
[14] anotadas,tatis
[14] tatis,jr
[14] jr,1er
[14] 1er,jugador
[14] jugador,tantos
[14] tantos,jonrones

Top Word Pairs in Tweet in G10:
[20] captain,berkfdny
[18] fdny's,captain
[18] fought,court
[16] berkfdny,genderavenger's
[16] genderavenger's,#avengeroftheweek
[14] #avengeroftheweek,recognition
[14] recognition,well
[14] well,earned
[14] earned,fought
[14] first,responder

Top Replied-To
Top Replied-To in Entire Graph:
@attsportsnetsw
@euronews_tr
@ark_berkman
@peterberkman
@lancemcalister
@astros
@washingtonpost
@huffpost
@roundrocktim
@brad_berkman

Top Replied-To in G1:
@hitmanhader

Top Replied-To in G3:
@attsportsnetsw
@astros
@michaelschwab13
@blummer27
@cbssports
@juliamorales
@faniknow
@shouldbeintexas
@todd_harmon

Top Replied-To in G4:
@euronews_tr
@ark_berkman
@sevdaturkusev
@nedimsener2010
@belediyemedyasi
@ahmet_davutoglu
@hkilichsword
@cumhuriyetgzt
@gooksel
@dogalsosyolog

Top Replied-To in G7:
@washingtonpost
@huffpost
@rexchapman
@abc730
@nytimes
@mikecarlton01
@svdate
@berkman_tim
@mmichellenapier
@pattonoswalt

Top Mentioned
Top Mentioned in Entire Graph:
@brainsteew
@emptywheel
@sandrawachter5
@astros
@bkcharvard
@slangsonsports
@berkfdny
@estevamreboucas
@genderavenger

Top Mentioned in G1:
@brainsteew

Top Mentioned in G2:
@dermankalmadi63
@hollaka_hollala

Top Mentioned in G3:
@astros
@realtoddkalas
@juliamorales
@methodisthosp
@blummer27
@attsportsnetsw
@jamesbreer
@met

Top Mentioned in G4:
@euronews_tr
@nedimsener2010
@trt1
@uyanisselcuklu
@serkantaranoglu
@trtworld
@bozkurtcaps
@eremsenturk
@roketsan
@rubioannabel

Top Mentioned in G5:
@emptywheel

Top Mentioned in G6:
@sandrawachter5

Top Mentioned in G7:
@mjrowland68
@realdonaldtrump
@danielandrewsmp
@huffpost
@rachelweinerwp
@washingtonpost
@johnmkeynes1936
@politico
@annastaciamp
@paul_karp

Top Mentioned in G8:
@bkcharvard
@ram_ssk
@youthandmedia
@realdonaldtrump
@iclr_conf
@kendraserra
@jon_penney
@schneierblog

Top Mentioned in G9:
@fanquinco
@highheatstats
@sabrbioproject
@sabr
@mbrownstein89
@mets
@metsmerizedjoed
@metsmerized

Top Mentioned in G10:
@berkfdny
@genderavenger
@fdny
@nyuniversity
@nyugovaffairs
@catdelbuono
@candiphantom
@repmaloney
@hstump
@heather_j_mack

Top Tweeters
Top Tweeters in Entire Graph:
@dynamocooligan
@aprinc3ss88
@thehill
@1loriking
@candenaza98
@houstonfan00
@cumhuriyetgzt
@huffpost
@capbucko
@odatv

Top Tweeters in G1:
@candenaza98
@capbucko
@hughgrnt
@ocey91
@thetarazis
@_callmesamuel_
@doctorwatsson
@flicky__
@thisisleanne
@bartowskecholls

Top Tweeters in G2:
@jessegladsaget
@hollaka_hollala
@thashark316
@ham_gretsky
@flarebooks
@jeffmoore78
@argumento_
@somsnosa_
@demoneeho
@niasugihara

Top Tweeters in G3:
@dynamocooligan
@aprinc3ss88
@mlbjoe33
@billsmafia178
@cbssports
@kvnmartin91
@austintexperez
@astros
@og_ec
@beardedmorg

Top Tweeters in G4:
@cumhuriyetgzt
@odatv
@trtworld
@farukonalan
@mustafarmagan
@euronews_tr
@fuatugur
@sevdaturkusev
@kamilekucuker24
@raminoder_

Top Tweeters in G5:
@midusamom
@thumppooh
@northwind1ndn
@isobelcarr
@crlulukat
@emptywheel
@yurithomas99
@stlajn1
@ayetherestherob
@mjcaswell

Top Tweeters in G6:
@vesperuk
@maelorin
@khattiy74899201
@tweetinchar
@jedichaz
@codeforpdx
@frankpasquale
@dlcphi
@nigewillson
@digitalethics

Top Tweeters in G7:
@thehill
@huffpost
@nytimes
@washingtonpost
@politico
@rexchapman
@bobcesca_go
@mikecarlton01
@kylegriffin1
@barney1776

Top Tweeters in G8:
@ml_tweet_bot
@jbenton
@james3neal
@justcanadiangal
@realdonaldtrump
@gamelmag
@mithtoy
@saraht_74
@julieowono
@gdbassett

Top Tweeters in G9:
@hgomez27
@joe40094073
@slice7
@felixgo26831837
@edwraposo
@highheatstats
@mets
@metsmerizedjoed
@alexanderae1
@mbrownstein89

Top Tweeters in G10:
@avildsen
@cindygallop
@jonas62712964
@kcarruthers
@godfree_kd
@joy_of_living
@leilawalsh8
@amandaraylaw
@fdny
@candiphantom