berkman, Twitter, 4/7/2020 6:32:12 PM, 224565


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berkman_2020-04-07_05-19-49.xlsx
berkman_2020-04-07_05-19-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 07, 2020
Short Description:
berkman via NodeXL https://bit.ly/2JMRmlR
@cardinals
@bkcharvard
@blake_hollis71
@findley_7
@astrosfuture
@ackerman1120
@hackylawyer
@brianmctaggart
@jaycook_
@themoonwizard77

Top hashtags:
#covid19
#openingdayathome
#stlcards
#astros
#vault
#quotes
#coronavirus

Description:
Description
The graph represents a network of 3,037 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, 07 April 2020 at 12:20 UTC.

The requested start date was Tuesday, 07 April 2020 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, 16-hour, 36-minute period from Tuesday, 24 March 2020 at 00:36 UTC to Monday, 06 April 2020 at 17:13 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 : 3037
Unique Edges : 3608
Edges With Duplicates : 769
Total Edges : 4377
Number of Edge Types : 4
MentionsInRetweet : 1185
Mentions : 1729
Tweet : 733
Replies to : 730
Self-Loops : 733
Reciprocated Vertex Pair Ratio : 0.0194292653309047
Reciprocated Edge Ratio : 0.038117927337701
Connected Components : 616
Single-Vertex Connected Components : 267
Maximum Vertices in a Connected Component : 207
Maximum Edges in a Connected Component : 444
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.228151
Graph Density : 0.000364195128765428
Modularity : 0.785557
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 3,037 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, 07 April 2020 at 12:20 UTC.

The requested start date was Tuesday, 07 April 2020 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, 16-hour, 36-minute period from Tuesday, 24 March 2020 at 00:36 UTC to Monday, 06 April 2020 at 17:13 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:
[19] https://medium.com/berkman-klein-center/when-privacy-meets-pandemic-fbf9154f80b3
[16] https://twitter.com/fletchdaddy22/status/1244871992496361472
[12] https://manifesto-library.espivblogs.net/files/2017/12/0000119to.alfavitari.tou_.anarxismou-alexander.bergman2.pdf
[8] https://medium.com/berkman-klein-center/the-world-well-wake-up-to-1-7bbd8460b200
[8] https://medium.com/berkman-klein-center/collaborative-society-needed-more-than-ever-d0746ae1cc1b
[7] https://app.radio.com/clip-download-newsradio-1120-kmox
[7] https://twitter.com/nyyankeesstats/status/1245381488482357261
[7] https://medium.com/berkman-klein-center/governments-should-invest-in-the-welfare-state-not-private-surveillance-d593c9644c9e
[5] https://twitter.com/FletchDaddy22/status/1244871992496361472
[5] https://libcom.org/library/abc-anarchism-alexander-berkman

Top URLs in Tweet in G1:
[13] https://twitter.com/fletchdaddy22/status/1244871992496361472
[6] https://twitter.com/nyyankeesstats/status/1245381488482357261
[5] https://medium.com/berkman-klein-center/when-privacy-meets-pandemic-fbf9154f80b3
[4] https://twitter.com/AstrosFuture/status/1242964301624852483
[4] https://twitter.com/FletchDaddy22/status/1244871992496361472
[3] https://twitter.com/astrosfuture/status/1242964301624852483
[3] https://twitter.com/MLB/status/1243244649914998786
[2] https://medium.com/berkman-klein-center/governments-should-invest-in-the-welfare-state-not-private-surveillance-d593c9644c9e
[2] https://cyber.harvard.edu/publication/2020/youth-and-digital-citizenship-plus
[2] https://twitter.com/baseballshit/status/1243395582657351680

Top URLs in Tweet in G2:
[7] https://app.radio.com/clip-download-newsradio-1120-kmox
[2] http://www.radio.com/
[1] https://app.radio.com/XWXcK56784

Top URLs in Tweet in G3:
[12] https://medium.com/berkman-klein-center/when-privacy-meets-pandemic-fbf9154f80b3
[7] https://medium.com/berkman-klein-center/the-world-well-wake-up-to-1-7bbd8460b200
[7] https://medium.com/berkman-klein-center/collaborative-society-needed-more-than-ever-d0746ae1cc1b
[5] https://medium.com/berkman-klein-center/governments-should-invest-in-the-welfare-state-not-private-surveillance-d593c9644c9e
[2] https://medium.com/berkman-klein-center/a-side-effect-of-covid-19-is-booming-collaborative-society-a52abb4f6f72
[2] https://medium.com/berkman-klein-center/global-perspectives-on-covid-19-57a7e37465b0
[2] https://dcrp.berkman.harvard.edu/about
[1] https://medium.com/berkman-klein-center/in-principle-and-in-practice-f18d03b01bf4
[1] https://medium.com/berkman-klein-center/assembly-fellows-team-up-to-combat-disinformation-7d5fedd03ea8
[1] https://medium.com/berkman-klein-center/three-new-ideas-for-mitigating-disinformation-9d823738a935

Top URLs in Tweet in G5:
[1] https://twitter.com/traviswashburn2/status/1245153291392241664

Top URLs in Tweet in G6:
[1] https://twitter.com/cbssports/status/1246229033047584768

Top URLs in Tweet in G8:
[1] https://twitter.com/nyyankeesstats/status/1245381488482357261
[1] https://twitter.com/landan_kuhlmann/status/1245484266865205260
[1] https://twitter.com/Landan_Kuhlmann/status/1245484266865205260
[1] https://twitter.com/fletchdaddy22/status/1244871992496361472

Top URLs in Tweet in G10:
[2] http://www.savunmahaber.com/saha-istanbul-472-uyesiyle-saglik-seferberligine-katilmaya-hazir/
[2] https://www.youtube.com/watch?v=i-GfHPRgJv8&feature=youtu.be

[2] https://twitter.com/faiktaser/status/1243851485034799104
[2] https://www.youtube.com/watch?v=r1oZgigw7F8&feature=youtu.be

[2] https://twitter.com/feyzaoznur/status/1245025233419087874
[1] http://www.haber7.com/dunya/haber/2956707-2015-yilinda-yayinlanan-belgesel-gunumuze-isik-tuttu-cinliler-yeni-tip-virus-gelistirdi
[1] https://www.youtube.com/watch?v=l5nmSMI1oJ0&feature=youtu.be

[1] https://www.youtube.com/watch?v=ARjD2h_tNhY&feature=youtu.be

[1] https://www.youtube.com/watch?v=bf4ZSvPpK5U&feature=youtu.be

[1] https://www.star.com.tr/foto-galeri/chpli-belediye-bir-skandala-imza-atti-halka-yardim-eden-ak-partili-belediyeye-ceza-kestiler-galeri-715634/

Top Domains
Top Domains in Tweet in Entire Graph:
[153] twitter.com
[65] medium.com
[13] harvard.edu
[12] espivblogs.net
[11] youtube.com
[10] radio.com
[8] com.tr
[7] crawfishboxes.com
[7] libcom.org
[6] theanarchistlibrary.org

Top Domains in Tweet in G1:
[84] twitter.com
[12] medium.com
[5] harvard.edu
[4] crawfishboxes.com
[3] youtube.com
[3] instagram.com
[2] fireside.fm
[2] theanarchistlibrary.org
[2] google.com
[2] amazon.com

Top Domains in Tweet in G2:
[10] radio.com

Top Domains in Tweet in G3:
[44] medium.com
[2] harvard.edu
[1] infodocket.com
[1] wired.com
[1] nytimes.com

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

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

Top Domains in Tweet in G8:
[4] twitter.com

Top Domains in Tweet in G10:
[10] twitter.com
[8] youtube.com
[6] com.tr
[2] savunmahaber.com
[1] haber7.com
[1] gov.tr
[1] handelsblatt.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[39] covid19
[35] openingdayathome
[28] stlcards
[27] astros
[15] vault
[8] quotes
[7] coronavirus
[5] aksa
[4] evdekal
[4] 11in11classic



Top Hashtags in Tweet in G1:
[8] quotes
[7] stlcards
[7] openingdayathome
[2] aksa
[2] worldseries
[2] game6
[2] covid19
[2] recovery
[2] motivation
[2] truecrime

Top Hashtags in Tweet in G2:
[11] stlcards
[4] 11in11classic
[3] openingdayathome
[2] cardinals
[2] kmox
[1] freesetweets
[1] myhomeopener
[1] 11in11

Top Hashtags in Tweet in G3:
[10] covid19
[2] privacy
[2] digitalcitizenship
[2] learning
[1] copyrightx
[1] data
[1] dataprotection
[1] humanrights
[1] edu
[1] teaching

Top Hashtags in Tweet in G10:
[4] evdekal
[2] koronavirüs
[2] covid19
[2] evdekalesenkal
[2] evdekaltã¼rkiye
[2] saraybosna
[1] ismailkucukkaya
[1] libya
[1] birliktebaåÿaracaäÿä±z
[1] milliteknolojihamlesi

Top Words
Top Words in Tweet in Entire Graph:
[908] Words in Sentiment List#1: Positive
[646] Words in Sentiment List#2: Negative
[21] Words in Sentiment List#3: Angry/Violent
[43266] Non-categorized Words
[44821] Total Words
[1421] berkman
[505] lance
[176] cardinals
[167] game
[151] barry

Top Words in Tweet in G1:
[284] berkman
[99] lance
[43] ãƒ
[38] barry
[33] æ
[24] ªã
[22] ÿã
[19] ç
[18] bagwell
[18] game

Top Words in Tweet in G2:
[147] cardinals
[138] berkman
[84] game
[83] 11
[75] kmoxsports
[69] cf
[68] 1b
[67] holliday
[67] ackerman1120
[66] vs

Top Words in Tweet in G3:
[68] bkcharvard
[47] surveillance
[45] privacy
[30] hackylawyer
[26] pandemic
[24] companies
[22] part
[21] few
[16] role
[16] collaborative

Top Words in Tweet in G4:
[3] justin_biegel
[3] kevinlive5
[3] dshelton66
[3] ganttrob
[3] chrisobarski
[3] justandyp
[3] kabab_bob
[3] lance
[3] berkman
[2] joshschaefer25

Top Words in Tweet in G5:
[7] berkman
[6] gchasethomas
[6] principalblake
[6] lance
[5] jarrodbitter48
[5] dmcetx
[5] bsshelby
[5] gregpriest13
[5] gillispiesam
[5] jeffjpriest

Top Words in Tweet in G6:
[77] berkman
[71] lance
[38] fletchdaddy22
[29] nyyankeesstats
[6] dylancarlsonfan
[4] mikewhalen_
[4] brian
[4] roberts
[4] barstoolhubbs
[3] oswalt

Top Words in Tweet in G7:
[4] game
[4] berkman
[2] world
[2] series
[2] tex
[2] stl
[2] lowe
[2] cardinals
[2] run
[2] 9th

Top Words in Tweet in G8:
[96] berkman
[48] astrosfuture
[42] biggio
[38] bagwell
[36] altuve
[24] lance
[20] oswalt
[19] landan_kuhlmann
[18] ryan
[17] ops

Top Words in Tweet in G9:
[2] mikerodak
[2] matthewfairburn
[2] bytimgraham
[2] 4joshreed
[2] bobcatsteve
[2] alwayssunnyinoh
[2] akajeffbidwell
[2] nealbradley
[2] racerwomenspbp
[2] jbandhac

Top Words in Tweet in G10:
[45] ve
[44] bir
[23] bu
[16] daha
[16] gã
[14] dã
[13] ama
[11] sä
[10] nä
[9] için

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[486] lance,berkman
[67] cardinals,game
[66] lineup,tonight
[66] tonight,15p
[66] 15p,cardinals
[66] holliday,lf
[65] barry,berkman
[64] alexander,berkman
[63] ackerman1120,lineup
[62] game,vs

Top Word Pairs in Tweet in G1:
[96] lance,berkman
[26] barry,berkman
[21] ãƒ,ãƒ
[15] alexander,berkman
[13] guten,morgen
[10] world,series
[9] berkman,klein
[9] klein,center
[8] march,madness
[8] war,paralyzes

Top Word Pairs in Tweet in G2:
[66] lineup,tonight
[66] tonight,15p
[66] 15p,cardinals
[66] cardinals,game
[66] holliday,lf
[63] ackerman1120,lineup
[61] game,vs
[61] vs,pit
[61] pit,kmoxsports
[46] pujols,1b

Top Word Pairs in Tweet in G3:
[15] tech,companies
[15] companies,monopolizing
[15] monopolizing,large
[15] large,part
[15] part,production
[15] production,systems
[15] systems,deploying
[15] deploying,pervasive
[15] pervasive,surveillance
[15] surveillance,capabilities

Top Word Pairs in Tweet in G4:
[3] kevinlive5,dshelton66
[3] lance,berkman
[2] braidenbellpxp,jkmcclatchey
[2] jkmcclatchey,nick422
[2] nick422,justandyp
[2] justandyp,kevinlive5
[2] dshelton66,ganttrob
[2] ganttrob,chrisobarski
[2] chrisobarski,justin_biegel
[2] justin_biegel,kabab_bob

Top Word Pairs in Tweet in G5:
[6] lance,berkman
[5] jarrodbitter48,dmcetx
[5] dmcetx,bsshelby
[5] nolan,ryan
[4] bsshelby,principalblake
[4] principalblake,gregpriest13
[4] gregpriest13,gillispiesam
[4] gillispiesam,jeffjpriest
[4] baseball,players
[4] players,meant

Top Word Pairs in Tweet in G6:
[71] lance,berkman
[30] fletchdaddy22,lance
[24] nyyankeesstats,lance
[6] dylancarlsonfan,fletchdaddy22
[4] brian,roberts
[4] barstoolhubbs,nyyankeesstats
[2] mikewhalen_,lance
[2] todd,helton
[2] berkman,brian
[2] good,idea

Top Word Pairs in Tweet in G7:
[2] world,series
[2] series,game
[2] game,tex
[2] ryansmithdb,samconnondb
[2] samconnondb,kbray63
[2] kbray63,realjrleandre
[2] realjrleandre,isaacgonzalez_5
[2] isaacgonzalez_5,jeremyguerin_7
[2] jeremyguerin_7,patmulligan10
[2] patmulligan10,baseball_focus

Top Word Pairs in Tweet in G8:
[21] lance,berkman
[14] bagwell,biggio
[13] biggio,bagwell
[12] astrosfuture,bagwell
[10] biggio,altuve
[10] bagwell,altuve
[9] berkman,oswalt
[8] berkman,293
[8] 293,406
[8] 406,537

Top Word Pairs in Tweet in G9:
[2] matthewfairburn,bytimgraham
[2] bytimgraham,4joshreed
[2] 4joshreed,bobcatsteve
[2] bobcatsteve,alwayssunnyinoh
[2] alwayssunnyinoh,akajeffbidwell
[2] akajeffbidwell,nealbradley
[2] nealbradley,racerwomenspbp
[2] racerwomenspbp,jbandhac
[2] jbandhac,johnrmckayiii
[2] johnrmckayiii,heygmiller

Top Word Pairs in Tweet in G10:
[4] teåÿekkã,rler
[4] dã,åÿã
[4] yıl,önce
[3] diyen,ninem
[3] baåÿarä,lä
[3] avrupa,nın
[3] şehir,hastanesinin
[3] bir,çok
[3] yã,zã
[3] zã,nden

Top Replied-To
Top Replied-To in Entire Graph:
@astrosfuture
@fletchdaddy22
@cashapp
@nyyankeesstats
@cardinals
@pulte
@ricebaseball
@jdougmar
@moz_algorithm
@selen_berkman

Top Replied-To in G1:

Top Replied-To in G2:
@cardinals
@gruen75
@mgoring10
@msmallmon
@ackerman1120
@_brandonlive
@chantzkunkel
@stu_pididiot1
@joeostermeier
@mlbonfox

Top Replied-To in G3:
@elibietti
@anrivds
@jedediahspurdy
@savagelucia

Top Replied-To in G4:
@malletjames3
@saldelucajr
@gabe_more2300

Top Replied-To in G5:
@haden_terry15
@gchasethomas
@zzmarr1
@principalblake
@ronnieortegon
@traviswashburn2

Top Replied-To in G6:
@fletchdaddy22
@nyyankeesstats
@mikewhalen_
@barstoolhubbs
@cowboy_wayz
@topsportsmind
@csturino23
@_noaaahh
@realshelfy
@coachpiece

Top Replied-To in G7:
@robhardy25
@jackmarooney

Top Replied-To in G8:
@astrosfuture
@landan_kuhlmann
@foreverstros
@shawn2186
@astrosoptimism2
@roundrocktim
@mrhtownsports
@lidgeluva54
@mdeschpac
@jakedc6

Top Replied-To in G9:
@bensbias
@jt_marshall

Top Replied-To in G10:
@ark_berkman
@euronews_tr
@lordsinov
@ersoydede
@huseyinbozan
@mervekutay2020
@ssysfakb
@uretimyerli
@otometre1
@slmhktn

Top Mentioned
Top Mentioned in Entire Graph:
@cardinals
@kmoxsports
@bkcharvard
@ackerman1120
@billyberkman
@ctxfoodbank
@austinisd
@hackylawyer
@austinisdfood
@brianmctaggart

Top Mentioned in G2:
@cardinals
@kmoxsports
@ackerman1120
@davidfreese
@anne__rogers
@chrabe
@jonjayu
@yadimolina04
@brewers
@pujolsfive

Top Mentioned in G3:
@bkcharvard
@hackylawyer
@jakelaperruque
@s
@elibietti
@jennifercobbe
@bostonjoan
@infoecon
@bea_botero

Top Mentioned in G4:
@justin_biegel
@kevinlive5
@dshelton66
@ganttrob
@chrisobarski
@justandyp
@kabab_bob
@joshschaefer25
@braidenbellpxp
@jkmcclatchey

Top Mentioned in G5:
@jarrodbitter48
@dmcetx
@bsshelby
@gregpriest13
@gillispiesam
@jeffjpriest
@principalblake
@gchasethomas
@coaching4god
@joeyhector31

Top Mentioned in G6:
@nyyankeesstats
@fletchdaddy22
@dylancarlsonfan
@ghostyonsecond
@sowefuio
@alexkielar2
@kathygoss2
@yahooschwab
@scott_pianowski
@jagbull

Top Mentioned in G7:
@mattjoye
@ryansmithdb
@samconnondb
@kbray63
@realjrleandre
@isaacgonzalez_5
@jeremyguerin_7
@patmulligan10
@baseball_focus
@ethanmmcdowell

Top Mentioned in G8:
@landan_kuhlmann
@astrosfuture
@txpoliticjunkie
@mjharvey1878
@graysonskweres
@gothamresist
@foreverstros

Top Mentioned in G9:
@mikerodak
@matthewfairburn
@bytimgraham
@4joshreed
@bobcatsteve
@alwayssunnyinoh
@akajeffbidwell
@nealbradley
@racerwomenspbp
@jbandhac

Top Mentioned in G10:
@mustafarmagan
@youtube
@ersoydede
@aselsan
@gkhnkhrman
@hikmetgenc
@feyzaoznur
@mt_goksu
@canacun
@trtworld

Top Tweeters
Top Tweeters in Entire Graph:
@hrblock_21
@pedrocantue
@ottlegalrebels
@bistycsross
@houstonfan00
@kshn
@6549lmartin
@stargazete
@isaacfromfl
@kyungritaes

Top Tweeters in G1:
@kshn
@isaacfromfl
@kyungritaes
@writerjvp
@thashark316
@afdincidents
@politicodoggo
@belowaverageops
@nicholasanorman
@distinctathlete

Top Tweeters in G2:
@hrblock_21
@ecwpunk81
@tblackwe85
@chefosco
@usatodaysports
@mlb
@jhadleyconrad
@stlcards314
@bdkiiing
@davidzavac

Top Tweeters in G3:
@ottlegalrebels
@nytimes
@beccanalia
@vesperuk
@yvonnegetcarter
@mrnoahitall
@antseattle
@coolgrey
@daroldcuba
@privacydigest

Top Tweeters in G4:
@louatthestate
@tedstarkey
@nick422
@iguerin
@kevinlive5
@jeffparles
@anthonydabbundo
@gregbrzozowski
@bradyvernon
@artalegaspare

Top Tweeters in G5:
@justinwells2424
@zacklopedia
@pmc3_83
@mcstuthy
@captainchaos8
@str0
@thecodyhudson
@mikaylashlyn
@alecdbryant
@rafemata

Top Tweeters in G6:
@dagaustin2000
@kampagnepapi
@scott_pianowski
@aaronscott3113
@lukafanaccount
@bluejaysbatboy
@topsportsmind
@edgar_gumby
@yahooschwab
@hotstovestats

Top Tweeters in G7:
@brettmbsshow
@joeveyera
@kylegehler
@lordbenne
@traneofthought_
@realjrleandre
@stephraepowers
@stonelarry
@cmrabbitt96
@erothsports

Top Tweeters in G8:
@houstonfan00
@bham1720
@roundrocktim
@2017wschampions
@astrosoptimism2
@landan_kuhlmann
@agd_ktx
@astrosfuture
@longhorndave
@mikemitchnh

Top Tweeters in G9:
@salsports
@jeremywgr
@fredkatz
@erik_erlendsson
@beauinmaryland
@johntelich8
@nealbradley
@drivethruduck
@georgerichards
@mikevorkunov

Top Tweeters in G10:
@stargazete
@hurriyet
@trtworld
@slmhktn
@mustafarmagan
@cengizalgan
@sevdaturkusev
@ruslantrad
@euronews_tr
@uretimyerli


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