berkman, Twitter, 9/11/2019 3:39:12 AM, 209380


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berkman_2019-09-10_20-12-31.xlsx
berkman_2019-09-10_20-12-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 11, 2019
Short Description:
berkman via NodeXL http://bit.ly/2Ajhikt
@astros
@richardjustice
@chandler_rome
@maxsportsstudio
@that_dude_ky
@ricebaseball
@raford3
@astrosdodgers
@astrosgrande
@brianmctaggart

Top hashtags:
#astros
#quotes
#gobruno
#actualvirtualrobotics
#scratchprogramming

Description:
Description
The graph represents a network of 1,230 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 Wednesday, 11 September 2019 at 03:12 UTC.

The requested start date was Tuesday, 10 September 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, 23-hour, 13-minute period from Tuesday, 27 August 2019 at 00:05 UTC to Monday, 09 September 2019 at 23:18 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 : 1230
Unique Edges : 1430
Edges With Duplicates : 484
Total Edges : 1914
Number of Edge Types : 3
Mentions : 1160
Tweet : 522
Replies to : 232
Self-Loops : 522
Reciprocated Vertex Pair Ratio : 0.0150435471100554
Reciprocated Edge Ratio : 0.0296411856474259
Connected Components : 280
Single-Vertex Connected Components : 139
Maximum Vertices in a Connected Component : 405
Maximum Edges in a Connected Component : 673
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.246024
Graph Density : 0.000848068692241031
Modularity : 0.647443
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[22] https://twitter.com/brianmctaggart/status/1169783545314725888
[5] https://www.thechildrensbookreview.com/weblog/2019/08/filigrees-midnight-ride-by-dorothy-hearst-and-pam-berkman-meet-the-characters.html
[4] https://medium.com/berkman-klein-center/from-technical-debt-to-intellectual-debt-in-ai-e05ac56a502c
[4] https://medium.com/berkman-klein-center/the-dataset-nutrition-label-project-tackles-dataset-health-and-standards-658dc162dfbb
[4] https://curricle.berkman.harvard.edu/
[3] http://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be

[3] https://www.thechildrensbookreview.com/weblog/2019/08/filigrees-midnight-ride-by-dorothy-hearst-and-pam-berkman-meet-the-characters.html?utm_source=dlvr.it&utm_medium=twitter
[3] https://twitter.com/TwitterTV/status/1166435334323703808
[2] https://twitter.com/auschwitzmuseum/status/1164869529979248642
[2] https://twitter.com/stonecold2050/status/1096815938047959042?s=20

Top URLs in Tweet in G1:
[1] https://twitter.com/ortizkicks/status/1166544629312958464
[1] https://twitter.com/astrosfuture/status/1166529593362341889

Top URLs in Tweet in G2:
[3] https://twitter.com/TwitterTV/status/1166435334323703808
[3] https://medium.com/berkman-klein-center/from-technical-debt-to-intellectual-debt-in-ai-e05ac56a502c
[3] https://www.thechildrensbookreview.com/weblog/2019/08/filigrees-midnight-ride-by-dorothy-hearst-and-pam-berkman-meet-the-characters.html
[3] http://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be

[2] https://twitter.com/twittertv/status/1166435334323703808
[2] https://twitter.com/Reflog_18/status/1166845964709220352
[2] https://www.thechildrensbookreview.com/weblog/2019/08/filigrees-midnight-ride-by-dorothy-hearst-and-pam-berkman-meet-the-characters.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.cloudshare.com/blog/the-big-share-a-qa-with-cloudshares-lee-berkman-on-virtual-it-labs-and-best-practices?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.concordia.ca/cunews/jmsb/2019/08/13/academy-of-marketing-science-honours-jmsb-s-michel-laroche.html?rootnav=jmsb&utm_source=slide3&utm_medium=cqc-carousel-academy-of-marketing-science-honours-jmsb-s-michel-laroche&utm_campaign=homepagebanner
[1] http://theanarchistlibrary.org/library/petr-kropotkin-letter-to-berkman?v=1566903339

Top URLs in Tweet in G3:
[2] https://twitter.com/brianmctaggart/status/1169783545314725888
[1] https://www.statmuse.com/questions/4b87cf92-8cbc-4514-b803-d8f35fff12d3

Top URLs in Tweet in G4:
[1] https://twitter.com/alpaytkn_ss/status/1166968039453220864?s=20
[1] https://www.trtworld.com/turkey/mothers-rise-against-pkk-terrorists-child-recruitment-29564
[1] http://krr.im/5jvG
[1] https://youtu.be/55ZoEwv5COQ

Top URLs in Tweet in G5:
[1] https://twitter.com/ktsharp/status/1166537015304904704

Top URLs in Tweet in G6:
[2] https://twitter.com/stonecold2050/status/1096815938047959042?s=20
[2] https://twitter.com/auschwitzmuseum/status/1164869529979248642
[1] https://www.tampabay.com/news/business/banking/shaky-past-didnt-keep-investors-from-odessas-craig-berkman/2110298/

Top URLs in Tweet in G7:
[4] https://curricle.berkman.harvard.edu/
[2] https://www.instagram.com/p/B1016R2lAY4/?utm_source=ig_web_button_share_sheet
[1] https://cyber.harvard.edu/people/jason-farman-0
[1] https://cyber.harvard.edu
[1] https://curricle.berkman.harvard.edu
[1] https://curricle.berkman.harvard.edu/#/home
[1] https://twitter.com/HarvardMagazine/status/1151845588268441600

Top URLs in Tweet in G9:
[1] https://twitter.com/nohohanks/status/1169673556646604802

Top URLs in Tweet in G10:
[20] https://twitter.com/brianmctaggart/status/1169783545314725888
[2] http://AstrosDaily.com/history/thisdate/#0827
[1] http://AstrosDaily.com/history/thisdate/#0908
[1] http://AstrosDaily.com/history/thisdate/#0831
[1] http://AstrosDaily.com/history/2014/game201409020.html
[1] http://AstrosDaily.com/history/thisdate/#0903

Top Domains
Top Domains in Tweet in Entire Graph:
[68] twitter.com
[12] harvard.edu
[10] medium.com
[8] thechildrensbookreview.com
[6] espn.com
[6] instagram.com
[6] astrosdaily.com
[5] youtube.com
[4] jm3sports.com
[4] tumblr.com

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

Top Domains in Tweet in G2:
[23] twitter.com
[5] thechildrensbookreview.com
[4] harvard.edu
[4] tumblr.com
[3] instagram.com
[3] medium.com
[3] google.com
[3] youtube.com
[2] ufmg.br
[2] cloudshare.com

Top Domains in Tweet in G3:
[2] twitter.com
[1] statmuse.com

Top Domains in Tweet in G4:
[1] twitter.com
[1] trtworld.com
[1] krr.im
[1] youtu.be

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

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

Top Domains in Tweet in G7:
[8] harvard.edu
[2] instagram.com
[1] twitter.com

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

Top Domains in Tweet in G10:
[20] twitter.com
[6] astrosdaily.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[13] astros
[9] quotes
[6] gobruno
[6] actualvirtualrobotics
[6] scratchprogramming
[5] harvardcollege
[4] analardireniyor
[4] yenikapı
[4] takeitback
[4] acis19



Top Hashtags in Tweet in G1:
[1] takeitback

Top Hashtags in Tweet in G2:
[9] quotes
[2] astros
[2] ccm1
[2] quote
[2] takeitback
[1] strategicsilencing
[1] trakt
[1] codenext
[1] atxcouncil
[1] axiossports

Top Hashtags in Tweet in G3:
[1] astros
[1] takeitback

Top Hashtags in Tweet in G4:
[4] yenikapı
[4] analardireniyor
[3] bizdenpkkyaselamgitmez
[3] susamam
[3] ormankatilipkk
[3] milliteknolojihamlesi
[3] annelerledireniyoruz
[2] zamdemeyelim
[2] abdulhamidhan
[2] sultanabdülhamidtahtta

Top Hashtags in Tweet in G6:
[2] trumpresignnow
[2] moscowmitch

Top Hashtags in Tweet in G7:
[5] harvardcollege

Top Hashtags in Tweet in G10:
[7] astros

Top Words
Top Words in Tweet in Entire Graph:
[377] Words in Sentiment List#1: Positive
[305] Words in Sentiment List#2: Negative
[19] Words in Sentiment List#3: Angry/Violent
[30475] Non-categorized Words
[31170] Total Words
[885] berkman
[878] 100
[361] lance
[343] season
[310] bregman

Top Words in Tweet in G1:
[559] 100
[218] berkman
[213] astros
[202] bregman
[198] season
[197] first
[192] lance
[186] alex
[185] jeff
[182] player

Top Words in Tweet in G2:
[169] berkman
[32] barry
[29] lance
[22] s
[22] alexander
[15] center
[14] 5
[14] guten
[14] morgen
[14] そろそろランチにしましょうか

Top Words in Tweet in G3:
[247] 100
[111] season
[96] bregman
[92] alex
[91] runs
[72] walks
[70] jeff
[66] bagwell
[66] chandler_rome
[60] third

Top Words in Tweet in G4:
[60] bir
[58] ve
[55] bu
[29] pkk
[24] için
[24] makam
[23] aracı
[22] da
[19] ile
[19] euronews_tr

Top Words in Tweet in G5:
[39] maxsportsstudio
[34] 100
[33] first
[31] hitters
[31] hr
[31] 260
[31] bb
[31] 940
[31] ops
[31] four

Top Words in Tweet in G6:
[6] picture
[4] really
[4] please
[3] realdonaldtrump
[3] go
[3] m
[3] dearauntcrabby
[3] t
[3] doyouevenlif
[3] see

Top Words in Tweet in G7:
[22] berkman
[22] klein
[21] 2019
[21] 2020
[20] bkcharvard
[20] community
[19] welcome
[8] curricle
[6] out
[5] #harvardcollege

Top Words in Tweet in G8:
[24] season
[24] lance
[24] berkman
[23] anthony
[23] rendon
[23] becomes
[23] third
[23] rice
[23] owl
[23] hit

Top Words in Tweet in G9:
[37] berkman
[36] barry
[17] barrryhbo
[13] dating
[13] depressed
[13] low
[13] rent
[13] hitman
[13] ohio
[13] single

Top Words in Tweet in G10:
[28] jeff
[28] lance
[28] berkman
[26] 2004
[24] bagwell
[22] astros
[21] 2002
[20] history
[20] 6x
[20] 1996

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[360] lance,berkman
[288] alex,bregman
[218] 100,rbi
[214] rbi,season
[198] astros,player
[198] 100,run
[198] 100,walk
[198] walk,100
[197] run,100
[193] berkman,2004

Top Word Pairs in Tweet in G1:
[191] lance,berkman
[186] alex,bregman
[182] 100,rbi
[182] rbi,season
[181] bregman,3rd
[181] 3rd,astros
[181] astros,player
[181] player,100
[181] 100,run
[181] run,100

Top Word Pairs in Tweet in G2:
[29] lance,berkman
[24] barry,berkman
[21] alexander,berkman
[14] guten,morgen
[9] war,paralyzes
[9] paralyzes,courage
[9] courage,deadens
[9] deadens,spirit
[9] spirit,true
[9] true,manhood

Top Word Pairs in Tweet in G3:
[92] alex,bregman
[72] 100,walks
[65] jeff,bagwell
[56] season,jeff
[55] bregman,third
[55] third,astro
[55] astro,reach
[55] reach,100
[55] 100,runs
[55] runs,100

Top Word Pairs in Tweet in G4:
[16] makam,aracı
[8] aracı,diye
[6] terör,örgütü
[6] kapıkule,sınır
[6] hayirli,olsun
[6] akıncı,tiha
[4] bu,kadar
[4] pkk,orman
[4] orman,yangınlarını
[4] anne,ve

Top Word Pairs in Tweet in G5:
[31] hitters,100
[31] 100,hr
[31] hr,260
[31] 260,bb
[31] bb,940
[31] 940,ops
[31] ops,first
[31] first,four
[31] four,seasons
[31] seasons,majors

Top Word Pairs in Tweet in G6:
[2] lindsey,graham
[2] graham,photographed
[2] photographed,prominent
[2] prominent,white
[2] white,supremacist
[2] supremacist,geert
[2] geert,wilders
[2] wilders,picture
[2] picture,taken
[2] taken,down

Top Word Pairs in Tweet in G7:
[22] berkman,klein
[21] 2019,2020
[19] welcome,2019
[19] 2020,berkman
[19] klein,community
[18] bkcharvard,welcome
[5] #harvardcollege,student
[5] student,use
[5] use,curricle
[5] curricle,now

Top Word Pairs in Tweet in G8:
[24] lance,berkman
[23] anthony,rendon
[23] rendon,becomes
[23] becomes,third
[23] third,rice
[23] rice,owl
[23] owl,hit
[23] hit,30
[23] 30,homers
[23] homers,single

Top Word Pairs in Tweet in G9:
[36] barry,berkman
[13] dating,depressed
[13] depressed,low
[13] low,rent
[13] rent,hitman
[13] hitman,ohio
[13] ohio,single
[13] single,barry
[13] berkman,gonna
[13] gonna,shoot

Top Word Pairs in Tweet in G10:
[28] lance,berkman
[24] jeff,bagwell
[20] astros,history
[20] history,jeff
[20] bagwell,6x
[20] 6x,1996
[20] 1996,2001
[20] 2001,lance
[20] berkman,2x
[20] 2x,2002

Top Replied-To
Top Replied-To in Entire Graph:
@euronews_tr
@maxsportsstudio
@berkman_mh
@ark_berkman
@billjamesonline
@kararhaber
@attsportsnetsw
@reflog_18
@tyrannosurusrex
@realdonaldtrump

Top Replied-To in G1:
@chrisgordy
@brianmctaggart
@sportz5176
@theaceofspaeder
@bluejays
@rdk_brown
@bwyoung
@astrosfuture

Top Replied-To in G3:
@chandler_rome
@moisekapenda

Top Replied-To in G4:
@euronews_tr
@ark_berkman
@kararhaber
@tyrannosurusrex
@kivraksinan
@tahayasinozturk
@tasdemir_cemile
@mervesebnem
@hiraosmanoglu
@sntrk_34

Top Replied-To in G5:
@maxsportsstudio

Top Replied-To in G6:
@realdonaldtrump
@dearauntcrabby
@doyouevenlif
@tidecrimson85
@pulte
@unfollowtrump
@ida_skibenes
@presssec
@darkhairme
@redtraccoon

Top Mentioned
Top Mentioned in Entire Graph:
@astros
@richardjustice
@chandler_rome
@maxsportsstudio
@ricebaseball
@raford3
@bkcharvard
@brianmctaggart
@gaziantepgm_
@astrosgrande

Top Mentioned in G1:
@astros
@richardjustice
@brianmctaggart
@chandler_rome
@ortizkicks
@ricebaseball
@astrosgrande
@jakemkaplan
@teamcjcorrea

Top Mentioned in G2:
@tlonelyisland

Top Mentioned in G3:
@chandler_rome
@astrosgrande
@jakemkaplan
@statmuse
@astros
@richardjustice
@its_meshach
@brianmctaggart
@raford3
@astrostalk

Top Mentioned in G4:
@hetenketenabi
@ekrem_imamoglu
@muratsarica_
@euronews_tr
@uretimyerli
@savcisayan
@suleymansoylu
@emirlouise
@medyaadami
@baykar_savunma

Top Mentioned in G5:
@maxsportsstudio
@richardjustice
@astros

Top Mentioned in G6:
@donaldjtrumpjr
@senatemajldr
@mikethebigmac
@cnn
@dearauntcrabby
@stephenking
@doyouevenlif
@themoscowmitch
@willsommer
@fired_soon

Top Mentioned in G7:
@bkcharvard
@metalabharvard
@jaytiesse

Top Mentioned in G8:
@ricebaseball
@richardjustice
@astros

Top Mentioned in G9:
@barrryhbo
@nohohanks
@milohader

Top Mentioned in G10:
@raford3
@richardjustice
@astros
@astrosdaily
@chandler_rome

Top Tweeters
Top Tweeters in Entire Graph:
@eazeee2004
@legallybae
@hbolat
@guardian
@isaacfromct
@bethsinniresist
@houstonfan00
@sickwreck
@jessegladsaget
@nanayasleeps

Top Tweeters in G1:
@eazeee2004
@schnexmix51
@gregular19
@mcclain_on_nfl
@justa_scrub
@chelieintx
@the1tab
@brianmctaggart
@sooperjordan
@justinmv15

Top Tweeters in G2:
@isaacfromct
@jessegladsaget
@noblogs
@naysgiveaways
@afdincidents
@nhdagblad
@muckzuckerburg
@kcckwhatsplayin
@mnsteph
@equalisource

Top Tweeters in G3:
@edsonbaeza
@cajunbrittinatx
@utexjim
@bendubose
@chunky37
@authoridad
@amazinggreis
@bassohannah
@aggiecosc
@jazz11boiii

Top Tweeters in G4:
@anadoluajansi
@kararhaber
@murunski
@medyaadami
@teo_dorakis
@trtworld
@tasdemir_cemile
@cengizalgan
@hakkiocal
@mustafarmagan

Top Tweeters in G5:
@girlhusker84
@dagaustin2000
@0knowledgeactor
@newkingofmedia
@eric_m888
@schouie3
@elmiliojimenez
@kidd266
@vvadachin
@outlaws2005

Top Tweeters in G6:
@therickwilson
@cnn
@dearauntcrabby
@traciemac_bmore
@davidcorndc
@redtraccoon
@samstein
@realdonaldtrump
@doyouevenlif
@mrsrabbitresist

Top Tweeters in G7:
@johnlaprise
@demartin
@bkcharvard
@leylakeser
@fitzbub
@farman
@jaytiesse
@marcoscotti
@kuziemsky
@chluetge

Top Tweeters in G8:
@anatsfan
@el_ron_hubbard_
@tumpover
@dadoofrank
@riceathletics
@jtobin34
@ricebaseball
@capooljr
@phillipghutzman
@attheroost

Top Tweeters in G9:
@strongrengreng
@fendiadlib
@nebula_rocket
@pastelsuburbia
@real___remy
@ineshpinto
@nohohanks
@barrryhbo
@milohader
@onaclareday

Top Tweeters in G10:
@houstonfan00
@ohmyitsally
@g1girlondeck
@raford3
@sherribarras
@astrosdaily
@iamelf
@shodrewshirley
@loyaltohouston7
@bryanalan57