NodeXL Graph Gallery: Interactive Graph


Donate to the Social Media Research Foundation's NodeXL development fund

berkman_2019-06-19_20-09-55.xlsx (experimental version)
NOTE: This version of the graph is not available with the browser you are using. A more recent version of the browser is required.
Zoom in Zoom out Reset the graph
Go to the graph's main page

From:
NodeXLExcelAutomator
Uploaded on:
June 20, 2019
Description:
Description
The graph represents a network of 2,097 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 Thursday, 20 June 2019 at 03:10 UTC.

The requested start date was Tuesday, 18 June 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 22-hour, 59-minute period from Tuesday, 04 June 2019 at 00:54 UTC to Monday, 17 June 2019 at 23:54 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 : 2097
Unique Edges : 2643
Edges With Duplicates : 782
Total Edges : 3425
Number of Edge Types : 3
Mentions : 2036
Replies to : 599
Tweet : 790
Self-Loops : 790
Reciprocated Vertex Pair Ratio : 0.0233347475604582
Reciprocated Edge Ratio : 0.0456053067993367
Connected Components : 447
Single-Vertex Connected Components : 251
Maximum Vertices in a Connected Component : 854
Maximum Edges in a Connected Component : 1616
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.480989
Graph Density : 0.000548766503947843
Modularity : 0.674764
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[22] https://cyber.harvard.edu/story/2019-06/berkman-klein-center-announces-2019-2020-community
[8] https://www.houstonchronicle.com/sports/texas-sports-nation/astros/article/On-TV-Radio-More-Astros-broadcasts-beckon-for-13989477.php
[6] https://twitter.com/BKCHarvard/status/1139080000500641792
[6] https://www.digitalmusicnews.com/2019/06/10/piracy-ethically-acceptable-to-lawyers-study/
[5] https://twitter.com/markbermanfox26/status/1138564236727263238
[5] http://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be

[4] https://houston.sportsmap.com/lance-berkman-hinch-is-the-perfect-manager-for-what-the-astros-are-doing
[4] https://houston.sportsmap.com/lance-berkman-hinch-is-the-perfect-manager-for-what-the-astros-are-doing?utm_campaign=RebelMouse&share_id=4671368&utm_medium=social&utm_source=twitter&utm_content=SportsMap
[4] https://creativecommons.org/2019/06/13/berkman-klein/
[4] https://twitter.com/blummer27/status/1138548657811316736

Top URLs in Tweet in G1:
[2] https://trib.al/oBG8y9P
[2] https://www.nbcdfw.com/blogs/red-fever/Lance-Berkman-Donates-Fire-Truck-to-Town-of-West-214138161.html
[1] https://twitter.com/leistomania93/status/1140710255518609408
[1] https://twitter.com/markbermanfox26/status/1138564236727263238
[1] https://twitter.com/robobs84/status/1138615449204207616
[1] https://amp.si.com/mlb/2015/09/25/lance-berkman-astros-cardinals-lgbt-rights-protection-radio-ad
[1] https://twitter.com/blummer27/status/1138548657811316736

Top URLs in Tweet in G2:
[7] https://cyber.harvard.edu/story/2019-06/berkman-klein-center-announces-2019-2020-community
[5] http://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be

[3] https://www.imdb.com/title/tt8890392/
[3] https://twitter.com/jelvig1/status/1138623172075499523
[2] https://twitter.com/bterris/status/1135973099973820416
[2] http://www.espn.com/mlb/story/_/id/26914957/ex-astro-berkman-resigns-high-school-coaching-job
[2] https://jazztimes.com/reviews/albums/david-berkman-sextet-six-of-one-palmetto/
[2] https://twitter.com/blummer27/status/1138548657811316736
[2] https://www.movetosydney.com/greens-foreshadow-legal-challenges-to-adani-approval/
[2] https://creativecommons.org/2019/06/13/berkman-klein/

Top URLs in Tweet in G3:
[10] https://cyber.harvard.edu/story/2019-06/berkman-klein-center-announces-2019-2020-community
[3] https://twitter.com/BKCHarvard/status/1139080000500641792
[3] https://twitter.com/bkcharvard/status/1139093223459237888
[2] https://twitter.com/virgilioalmeida/status/1139148918338588672
[2] https://creativecommons.org/2019/06/13/berkman-klein/
[1] https://cyber.harvard.edu/story/2019-06/berkman-klein-center-announces-2019-2020-community?utm_campaign=Comm&utm_content=94277472&utm_medium=social&utm_source=twitter&hss_channel=tw-28250515
[1] https://twitter.com/bkcharvard/status/1139097316214919168
[1] https://www.nytimes.com/2019/06/03/world/americas/youtube-pedophiles.html
[1] https://twitter.com/BKCHarvard/status/1139093223459237888
[1] https://twitter.com/bkcharvard/status/1139080000500641792

Top URLs in Tweet in G4:
[3] https://twitter.com/markbermanfox26/status/1138564236727263238
[1] https://twitter.com/dgratz13/status/1138990480354623488
[1] https://www.houstonchronicle.com/sports/texas-sports-nation/astros/article/On-TV-Radio-More-Astros-broadcasts-beckon-for-13989477.php
[1] https://twitter.com/bendubose/status/1138623637169291267
[1] https://www.outsports.com/platform/amp/2015/9/29/9412857/lance-berkman-gay-trans-video-prop-1?__twitter_impression=true

Top URLs in Tweet in G5:
[2] https://twitter.com/roundrocktim/status/1136427078600052742
[1] https://twitter.com/leistomania93/status/1140710255518609408

Top URLs in Tweet in G6:
[2] https://www.houstonchronicle.com/sports/texas-sports-nation/astros/article/On-TV-Radio-More-Astros-broadcasts-beckon-for-13989477.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral
[1] https://www.outsports.com/2015/9/29/9412857/lance-berkman-gay-trans-video-prop-1
[1] https://twitter.com/markbermanfox26/status/1136749439387938816

Top URLs in Tweet in G7:
[2] http://xn--gn-xkab.Be
[2] https://v.aa.com.tr/1504920
[2] https://www.youtube.com/watch?v=h7tkH2Af3Uc

[1] https://www.youtube.com/watch?v=A418_ET497Q&feature=youtu.be

[1] https://www.youtube.com/watch?v=GZiZPla6dKQ&feature=youtu.be

[1] https://youtu.be/h7tkH2Af3Uc
[1] http://bit.ly/MilliSihalar
[1] https://www.youtube.com/watch?v=s3jnipKr8fE&feature=youtu.be

[1] http://www.ekrembugraekinci.com/mmakale.asp?id=1016
[1] https://www.trthaber.com/haber/yasam/aybuke-ogretmensiz-2-yil-418544.html

Top URLs in Tweet in G8:
[6] https://www.digitalmusicnews.com/2019/06/10/piracy-ethically-acceptable-to-lawyers-study/
[5] https://cyber.harvard.edu/story/2019-06/berkman-klein-center-announces-2019-2020-community

Top URLs in Tweet in G9:
[1] https://twitter.com/Stro_Hard19/status/1140424426502131717
[1] https://twitter.com/blummer27/status/1138548657811316736
[1] https://twitter.com/astrosanxiety/status/1138621653733322752
[1] https://twitter.com/markbermanfox26/status/1138560399551401985
[1] https://twitter.com/MarkBermanFox26/status/1136749439387938816

Top Domains
Top Domains in Tweet in Entire Graph:
[79] twitter.com
[27] harvard.edu
[26] youtube.com
[10] houstonchronicle.com
[8] sportsmap.com
[7] espn.com
[6] digitalmusicnews.com
[5] google.com
[5] curiouscat.me
[5] radio-canada.ca

Top Domains in Tweet in G1:
[4] twitter.com
[2] trib.al
[2] nbcdfw.com
[1] si.com

Top Domains in Tweet in G2:
[31] twitter.com
[16] youtube.com
[11] harvard.edu
[5] curiouscat.me
[5] google.com
[4] imdb.com
[4] astrosdaily.com
[3] creativecommons.org
[2] tvtime.com
[2] lnkd.in

Top Domains in Tweet in G3:
[11] harvard.edu
[11] twitter.com
[3] medium.com
[2] creativecommons.org
[1] nytimes.com
[1] linkedin.com

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

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

Top Domains in Tweet in G6:
[2] houstonchronicle.com
[1] outsports.com
[1] twitter.com

Top Domains in Tweet in G7:
[5] youtube.com
[2] xn--gn-xkab.be
[2] com.tr
[1] youtu.be
[1] bit.ly
[1] ekrembugraekinci.com
[1] trthaber.com
[1] cmore.pics

Top Domains in Tweet in G8:
[6] digitalmusicnews.com
[5] harvard.edu

Top Domains in Tweet in G9:
[5] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[151] astros
[54] astrostwitter
[51] takeitback
[9] cardinals
[8] milvshou
[7] berkman
[6] bigpuma
[6] strostuesday
[5] akilliolsoylu
[5] otd



Top Hashtags in Tweet in G1:
[83] astros
[43] astrostwitter
[25] takeitback
[5] goastros
[3] twittertuesday
[3] milvshou
[3] namethatastro
[2] strostuesday
[2] berkman
[1] killerb

Top Hashtags in Tweet in G2:
[19] astros
[8] takeitback
[5] milvshou
[4] imdb
[2] wohl
[2] berkman
[2] ccm1
[2] insight
[2] tech
[2] legend

Top Hashtags in Tweet in G3:
[2] setonhalllaw
[1] harvard
[1] automation
[1] algorithms
[1] algorithmicaccountability
[1] pbkcareercorner
[1] hiring

Top Hashtags in Tweet in G4:
[2] hof
[2] yordong
[1] astros
[1] actually
[1] takeitback
[1] astro

Top Hashtags in Tweet in G5:
[15] astros
[5] astrostwitter
[1] takeitback

Top Hashtags in Tweet in G6:
[6] astros
[2] takeitback
[1] giveitarestlance
[1] itslanceberkman

Top Hashtags in Tweet in G7:
[5] akilliolsoylu
[4] soysuzlarasoyluyeter
[3] millitakım
[2] kızılay
[2] akä±llä±olsoylu
[2] trabzon
[2] aybükeyalçın
[2] parisairshow
[2] pas19
[2] yıldırımçarptı

Top Hashtags in Tweet in G8:
[2] cynical
[1] copyright
[1] directive

Top Hashtags in Tweet in G9:
[7] takeitback

Top Hashtags in Tweet in G10:
[2] rt
[2] johnmccain
[2] johnmccaindayjune14
[2] johnmccainday
[1] johnmccainamericanhero
[1] nationaljohnmccainday

Top Words
Top Words in Tweet in Entire Graph:
[1699] Words in Sentiment List#1: Positive
[822] Words in Sentiment List#2: Negative
[40] Words in Sentiment List#3: Angry/Violent
[47387] Non-categorized Words
[49911] Total Words
[1848] berkman
[675] lance
[397] ã
[342] s
[258] astros

Top Words in Tweet in G1:
[305] berkman
[174] lance
[145] attsportsnetsw
[121] blummer27
[101] realtoddkalas
[94] astros
[83] #astros
[77] booth
[66] juliamorales
[64] 2

Top Words in Tweet in G2:
[378] ã
[280] berkman
[105] lance
[40] ãƒ
[31] å
[30] s
[26] t
[24] booth
[22] center
[22] æ

Top Words in Tweet in G3:
[127] bkcharvard
[118] new
[117] berkman
[112] klein
[85] center
[82] fellows
[77] 2019
[68] 2020
[64] community
[61] 19

Top Words in Tweet in G4:
[184] berkman
[61] lance
[49] pee
[44] houcounterplot
[42] broadcast
[42] 3
[38] s
[31] same
[29] up
[27] yakyunightowl

Top Words in Tweet in G5:
[163] berkman
[116] lance
[65] astros
[59] brianmctaggart
[34] markbermanfox26
[31] former
[31] coach
[30] home
[29] years
[28] star

Top Words in Tweet in G6:
[126] berkman
[94] keithlaw
[63] s
[60] t
[57] broadcast
[49] lgbt
[48] anti
[48] shouldn
[47] activism
[44] maybe

Top Words in Tweet in G7:
[32] ve
[29] bir
[27] da
[25] bu
[23] chp
[19] ã
[16] milli
[14] ä
[14] ðÿ
[13] 2

Top Words in Tweet in G8:
[62] google
[59] berkman
[51] klein
[49] harvard
[48] center
[44] julia
[44] reda
[43] davidclowery
[37] s
[34] mep

Top Words in Tweet in G9:
[98] berkman
[56] lance
[23] sethcpayne
[22] fan
[21] story
[20] told
[20] eating
[20] twinkie
[20] opposing
[20] threw

Top Words in Tweet in G10:
[5] s
[4] day
[4] trump
[4] pdxdar
[4] peebsnjay
[4] picassolady1
[4] pissedoffinnh
[4] planet_phoebe
[4] positivelydale
[4] ps9714

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[634] lance,berkman
[245] ã,ã
[224] berkman,klein
[164] klein,center
[84] berkman,s
[83] berkman,booth
[76] 2019,2020
[68] delighted,announce
[63] 2020,community
[61] bkcharvard,berkman

Top Word Pairs in Tweet in G1:
[157] lance,berkman
[42] 2,days
[40] hey,#astrostwitter
[40] #astrostwitter,#astros
[40] #astros,gracious
[40] gracious,enough
[40] enough,give
[40] give,next
[40] next,2
[40] days,luckily

Top Word Pairs in Tweet in G2:
[245] ã,ã
[102] lance,berkman
[20] berkman,klein
[20] klein,center
[19] ãƒ,ã
[19] ã,å
[18] ã,ãƒ
[17] alexander,berkman
[16] berkman,booth
[16] ãƒ,ãƒ

Top Word Pairs in Tweet in G3:
[112] berkman,klein
[83] klein,center
[68] 2019,2020
[60] bkcharvard,berkman
[59] announce,2019
[57] delighted,announce
[56] center,delighted
[56] 2020,community
[56] community,meet
[56] meet,19

Top Word Pairs in Tweet in G4:
[56] lance,berkman
[29] berkman,broadcast
[25] broadcast,wow
[25] wow,trans
[25] trans,women
[25] women,getting
[25] getting,murdered
[25] murdered,same
[25] same,state
[25] state,3

Top Word Pairs in Tweet in G5:
[111] lance,berkman
[28] star,lance
[28] head,coach
[27] coach,second
[27] second,baptist
[24] markbermanfox26,former
[22] astrostalk,6
[22] home,run
[22] astros,series
[22] series,feature

Top Word Pairs in Tweet in G6:
[48] keithlaw,berkman
[48] shouldn,t
[46] berkman,s
[46] anti,lgbt
[46] lgbt,activism
[44] t,broadcast
[43] s,history
[43] history,anti
[43] activism,warning
[43] warning,maybe

Top Word Pairs in Tweet in G7:
[10] ðÿ,ðÿ
[8] s,400
[6] chp,istanbul
[5] bä,r
[4] bu,kadar
[4] istanbul,adayı
[4] binali,yıldırım
[4] yıldırım,soruları
[4] soruları,istemiş
[4] tf,x

Top Word Pairs in Tweet in G8:
[51] berkman,klein
[48] klein,center
[41] julia,reda
[35] center,harvard
[34] mep,julia
[29] google,funded
[24] position,google
[23] 1,x
[23] x,here
[23] here,s

Top Word Pairs in Tweet in G9:
[55] lance,berkman
[20] berkman,told
[20] told,story
[20] story,eating
[20] eating,twinkie
[20] twinkie,opposing
[20] opposing,fan
[20] fan,threw
[20] threw,field
[20] field,somehow

Top Word Pairs in Tweet in G10:
[4] pdxdar,peebsnjay
[4] peebsnjay,picassolady1
[4] picassolady1,pissedoffinnh
[4] pissedoffinnh,planet_phoebe
[4] planet_phoebe,positivelydale
[4] ps9714,randi_berkman
[3] itsjeffhudson,pdxdar
[3] positivelydale,pozvibes4u
[3] pozvibes4u,ps9714
[2] june,14th

Top Replied-To
Top Replied-To in Entire Graph:
@attsportsnetsw
@blummer27
@realtoddkalas
@keithlaw
@astros
@brianmctaggart
@ark_berkman
@astrosoptimism2
@erictalksstros
@davidclowery

Top Replied-To in G1:
@attsportsnetsw
@blummer27
@realtoddkalas
@astros
@juliamorales
@tuvestongue
@houstonchron
@barretttomek
@astrosfuture
@gillsgolf

Top Replied-To in G3:
@robinc
@dhutchman

Top Replied-To in G4:
@astrosoptimism2
@thearmoryband
@tymo214
@astrosanxiety
@brianmctaggart
@drew_fox
@attsportsnetsw
@gravesmill_s
@tuvestongue
@houcounterplot

Top Replied-To in G5:
@brianmctaggart
@bendubose
@iamlsavage
@markbermanfox26
@blummer27
@vedder2929
@gonzomark68
@vet4stros
@thedustinator
@astrosoptimism2

Top Replied-To in G6:
@keithlaw
@domscalfaro
@mstock1250
@wtdallas
@willcarter45
@raford3
@dfbarron
@attsportsnetsw
@speedygamergir1
@mystrywhitboy80

Top Replied-To in G7:
@ark_berkman
@ilkerbasbugcom
@can_sari70
@ttltlg
@ghostist6
@rdwanaksu
@savcisayan
@ahmet_davutoglu
@oztrk_aydn
@hkilichsword2

Top Replied-To in G8:
@davidclowery
@_nedsed_
@leksdeee
@mausvfl1900
@senficon
@adversariel
@bkcharvard
@neilturkewitz

Top Replied-To in G9:
@sethcpayne
@astrosoptimism2
@lyssah_a
@quallsastros
@mlb
@pmclellan
@erinastrosfan
@astro_plumbus
@crawfishboxes

Top Replied-To in G10:
@unfollowtrump
@ida_skibenes
@maydaymindy9
@realdonaldtrump
@gop
@erictrump
@pdxdar
@itsjeffhudson

Top Mentioned
Top Mentioned in Entire Graph:
@bkcharvard
@blummer27
@attsportsnetsw
@realtoddkalas
@keithlaw
@juliamorales
@brianmctaggart
@astros
@houcounterplot
@davidclowery

Top Mentioned in G1:
@blummer27
@realtoddkalas
@attsportsnetsw
@juliamorales
@astros
@kprc2adamw
@chandler_rome
@brianmctaggart
@sportstalk790
@toddkalas

Top Mentioned in G3:
@bkcharvard
@twallack
@niemanfdn
@julieowono
@ryanmerkley
@hferdjani
@hackylawyer
@tedgreenwald
@datasociety
@creativecommons

Top Mentioned in G4:
@houcounterplot
@yakyunightowl
@astrosoptimism2
@astrosanxiety
@ldaddow
@keithlaw
@attsportsnetsw
@drew_fox
@thearmoryband
@bags4hof

Top Mentioned in G5:
@brianmctaggart
@markbermanfox26
@astrostalk
@abreg_1
@blummer27
@annern79
@attsportsnetsw
@htownwiggy
@coachmcoffman
@astrosoptimism2

Top Mentioned in G6:
@keithlaw
@jemelehill
@domscalfaro
@mooseoutfront
@levimolen
@mstock1250
@erinmscot
@bwages3
@scottwthurston
@yakyunightowl

Top Mentioned in G7:
@06melihgokcek
@suleymansoylu
@ilkerbasbugcom
@youtube
@cumhurfrankfurt
@by
@ssysfakb
@bakansoylu
@drmehmet_goker
@ademozkose

Top Mentioned in G8:
@davidclowery
@crispinhunt
@axelvossmdep
@kylotan
@loxatus
@ifpi_org
@impalamusic
@senficon
@helgatruepel
@robertblevine_

Top Mentioned in G9:
@sethcpayne
@quallsastros
@pmclellan
@lyssah_a
@markbermanfox26
@astro_plumbus
@blummer27
@astrosoptimism2
@yulis_hair
@kevinbassstache

Top Mentioned in G10:
@peebsnjay
@picassolady1
@pissedoffinnh
@planet_phoebe
@positivelydale
@ps9714
@randi_berkman
@pdxdar
@pozvibes4u
@itsjeffhudson

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@the_news_diva
@schestowitz
@raymondbrown__
@walmart
@stargazete
@rudedogreyes
@kingshaundiz
@lawbibliophile
@stacegots

Top Tweeters in G1:
@danielseahorn
@houstonchron
@kprc2
@itsallaboutde
@thedudeofwv
@barretttomek
@daisycakes4
@bassohannah
@nanradio
@natecancook

Top Tweeters in G2:
@occuworld
@the_news_diva
@schestowitz
@raymondbrown__
@kingshaundiz
@jimpei11
@raywilton4
@movetosydney
@afdincidents
@gametimeart

Top Tweeters in G3:
@bostonglobe
@nytimes
@gonzalobarria
@bostonnews002
@whosneville
@presroi
@paw
@privacydigest
@voodart
@digitalsista

Top Tweeters in G4:
@lawbibliophile
@stacegots
@patdstat
@zepp1978
@jacobg88
@molliekatie
@tafkasirthinks
@dj_mosfett
@the_claire_bear
@geoff_litwin

Top Tweeters in G5:
@arnaldopacheco_
@fox26houston
@gregromero7
@bendubose
@brianmctaggart
@bham1720
@prayray
@theadamdrake
@walter44957850
@coogfans

Top Tweeters in G6:
@morr_1980
@shift_in2_turbo
@mcclain_on_nfl
@keithlaw
@brandonnagy
@jemelehill
@grouchomarx1011
@danweiner
@raford3
@sherribarras

Top Tweeters in G7:
@stargazete
@anadoluajansi
@sabah
@historylvrsclub
@malikejder_eha
@trthaber
@medyaadami
@uretimyerli
@doganburak29
@yilmazadil

Top Tweeters in G8:
@ukordeck
@dgolumbia
@abditum
@senficon
@mrplakymusicart
@rubinnischara
@demasterlikas
@robertblevine_
@gymnast45h
@zoobab

Top Tweeters in G9:
@ahaf21
@pmclellan
@dusty_coog20
@rynenolen12
@lissielys
@prettypenguinnn
@jacobzolman
@jojo33713
@erinastrosfan
@lyssah_a

Top Tweeters in G10:
@funder
@mmpadellan
@planet_phoebe
@ps9714
@ruthsfiance
@allegedly_g
@picassolady1
@gop
@raopolitics
@maydaymindy9