berkman, Twitter, 5/7/2019 3:22:37 AM, 195853


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berkman_2019-05-06_20-09-54.xlsx
berkman_2019-05-06_20-09-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 07, 2019
Short Description:
berkman via NodeXL http://bit.ly/2Viz8kv
@noahshachtman
@bkcharvard
@f_kaltheuner
@brianmctaggart
@faithchillis
@ark_berkman
@astros_center
@ricebaseball
@astros
@donkeyhack

Top hashtags:
#otd
#boomstick
#ai
#gazettemaths
#astros
#data
#mayday
#idef2019
#ethics

Description:
Description
The graph represents a network of 1,476 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 May 2019 at 03:10 UTC.

The requested start date was Tuesday, 07 May 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, 14-hour, 39-minute period from Tuesday, 23 April 2019 at 00:02 UTC to Monday, 06 May 2019 at 14:42 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 : 1476
Unique Edges : 1571
Edges With Duplicates : 438
Total Edges : 2009
Number of Edge Types : 3
Replies to : 217
Mentions : 1317
Tweet : 475
Self-Loops : 475
Reciprocated Vertex Pair Ratio : 0.0241305890702626
Reciprocated Edge Ratio : 0.0471240471240471
Connected Components : 288
Single-Vertex Connected Components : 140
Maximum Vertices in a Connected Component : 323
Maximum Edges in a Connected Component : 332
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.155723
Graph Density : 0.000662808322998484
Modularity : 0.715387
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[21] http://www.kcck.org/onair/playlist.php
[11] https://medium.com/berkman-klein-center/is-artificial-intelligence-good-for-our-health-d091aab2ba8e
[6] https://medium.com/berkman-klein-center/industry-efforts-arent-about-to-disrupt-tech-s-ethics-problem-f5d70899a61e
[6] https://pazarlamasyon.com/vestel-pazarlamadan-sorumlu-genel-mudur-yardimcisi-tunc-berkman-marketing-meetup-2019da-neler-anlatti/
[4] https://www.nytimes.com/2019/05/02/sports/female-hockey-players-boycott.html?partner=IFTTT
[4] https://medium.com/berkman-klein-center/assembly-building-an-interdisciplinary-project-from-the-ground-up-788d9c648e21
[3] https://www.reverbnation.com/open_graph/song/6035410
[3] https://www.reverbnation.com/open_graph/song/9515775
[3] https://medium.com/berkman-klein-center/the-right-to-offend-shock-or-disturb-or-the-importance-of-protecting-unpleasant-speech-c57bc0672a30
[3] http://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be


Top URLs in Tweet in G1:
[1] https://www.thedailybeast.com/far-right-smear-merchants-jacob-wohl-and-jack-burkman-try-to-slime-pete-buttigieg-with-bogus-sex-assault-claim
[1] https://www.youtube.com/watch?v=1zY1orxW8Aw


Top URLs in Tweet in G2:
[21] http://www.kcck.org/onair/playlist.php
[5] https://pazarlamasyon.com/vestel-pazarlamadan-sorumlu-genel-mudur-yardimcisi-tunc-berkman-marketing-meetup-2019da-neler-anlatti/
[4] https://www.nytimes.com/2019/05/02/sports/female-hockey-players-boycott.html?partner=IFTTT
[3] https://www.diariolibre.com/deportes/beisbol/sanchez-pega-dos-jonrones-cruz-le-pasa-a-berkman-en-jonrones-y-a-young-en-empujadas-NN12689756
[3] http://www.youtube.com/watch?v=7fkqd4By_VE&feature=youtu.be

[3] https://www.reverbnation.com/open_graph/song/6035410
[3] https://www.reverbnation.com/open_graph/song/9515775
[2] https://medium.com/berkman-klein-center/industry-efforts-arent-about-to-disrupt-tech-s-ethics-problem-f5d70899a61e
[2] https://twitter.com/NoahShachtman/status/1123013671515455493
[2] https://www.spoilertv.com/2019/05/barry-episode-208-berkman-block-season.html

Top URLs in Tweet in G4:
[10] https://medium.com/berkman-klein-center/is-artificial-intelligence-good-for-our-health-d091aab2ba8e
[4] https://medium.com/berkman-klein-center/assembly-building-an-interdisciplinary-project-from-the-ground-up-788d9c648e21
[1] https://medium.com/berkman-klein-center/industry-efforts-arent-about-to-disrupt-tech-s-ethics-problem-f5d70899a61e?sk=d3b3d73adb183639e87d7af7388f5637
[1] https://news.vice.com/en_us/article/wjvdem/how-fox-news-dominates-facebook-in-the-trump-era?utm_source=vicenewstwitter
[1] https://medium.com/berkman-klein-center/industry-efforts-arent-about-to-disrupt-tech-s-ethics-problem-f5d70899a61e
[1] https://medium.com/berkman-klein-center/what-do-we-owe-to-the-internets-first-responders-efc1889cdbc3

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=SgXZQqa5pwc&feature=youtu.be

[1] https://www.youtube.com/watch?v=B6tMNWVtK_Q&feature=youtu.be

[1] http://v.aa.com.tr/1470025
[1] https://www.aa.com.tr/tr/bilim-teknoloji/altay-tanki-govde-gosterisine-hazirlaniyor/1465218
[1] https://www.aa.com.tr/tr/bilim-teknoloji/paletli-zirhlilari-tasiyacak-yerli-motor-idefte-/1465908
[1] https://www.aa.com.tr/tr/turkiye/turk-zirhlisi-ozel-gorevlere-hazir/1463906
[1] https://www.aa.com.tr/tr/bilim-teknoloji/turkiyenin-mikro-drone-timi-goreve-hazir/1464487
[1] https://www.aa.com.tr/tr/bilim-teknoloji/iste-turkiyenin-yeni-taarruz-helikopteri/1464854
[1] https://www.youtube.com/watch?v=mJ4ha5RBevI&feature=youtu.be

[1] https://www.instagram.com/p/Bwmy_MQDQ20/?utm_source=ig_twitter_share&igshid=eoby68md16l2

Top URLs in Tweet in G7:
[1] https://libcom.org/history/speeches-against-conscription-emma-goldman

Top URLs in Tweet in G8:
[1] https://twitter.com/brianmctaggart/status/1120821691737706496

Top URLs in Tweet in G10:
[1] https://www.psacard.com/psasetregistry/baseball/modern-player-sets-1970-present/lance-berkman-master-set/alltimeset/293668

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[40] otd
[19] boomstick
[16] ai
[13] gazettemaths
[12] astros
[10] data
[8] mayday
[7] idef2019
[7] ethics
[6] fletcherprof



Top Hashtags in Tweet in G2:
[4] ccm1
[4] astros
[3] barry
[2] austin
[2] artificialintelligence
[1] babysteps
[1] ilovejax
[1] jaguars
[1] becurious
[1] it

Top Hashtags in Tweet in G4:
[11] ai
[10] data
[6] ethics
[1] tech

Top Hashtags in Tweet in G5:
[7] idef2019
[3] kutã¼lamare
[3] tmsn
[2] basra
[2] çamlıcacamiiaçılıyor
[1] israil
[1] gazze
[1] bts

Top Hashtags in Tweet in G7:
[40] otd

Top Hashtags in Tweet in G8:
[1] astros
[1] takeitback

Top Hashtags in Tweet in G9:
[19] boomstick
[1] mntwins
[1] zdigital
[1] zdeportes

Top Hashtags in Tweet in G10:
[5] astros
[1] strostuesday
[1] fleer
[1] twittertuesday

Top Words
Top Words in Tweet in Entire Graph:
[692] Words in Sentiment List#1: Positive
[1399] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[29845] Non-categorized Words
[31936] Total Words
[1099] berkman
[616] ã
[349] up
[342] wohl
[325] jacob

Top Words in Tweet in G1:
[325] wohl
[325] berkman
[324] noahshachtman
[313] jacob
[313] smear
[312] exclusive
[312] far
[312] right
[312] merchants
[312] jark

Top Words in Tweet in G2:
[577] ã
[190] berkman
[64] ãƒ
[32] å
[31] david
[28] æ
[27] ÿã
[24] lance
[23] â
[20] ªã

Top Words in Tweet in G3:
[68] berkman
[68] ricebaseball
[67] lance
[66] donkeyhack
[66] cranked
[66] 41
[66] homers
[66] 1997

Top Words in Tweet in G4:
[35] new
[29] paid
[29] bounty
[29] identifying
[29] social
[29] risks
[29] technologies
[29] finding
[29] bugs
[28] f_kaltheuner

Top Words in Tweet in G5:
[39] ã
[33] bir
[31] â
[28] ve
[23] ark_berkman
[19] hava
[18] n
[18] gã
[16] m
[16] trex_sss

Top Words in Tweet in G6:
[49] weird
[49] historical
[49] fact
[49] day
[49] 1892
[49] emma
[49] goldman
[49] alexander
[49] berkman
[49] opened

Top Words in Tweet in G7:
[40] #otd
[40] 6
[40] 1917
[40] alexander
[40] berkman
[40] emma
[40] goldman
[40] founded
[40] conscription
[40] league

Top Words in Tweet in G8:
[31] berkman
[25] brianmctaggart
[20] 1
[17] altuve
[14] 62
[12] trout
[11] mike
[11] draws
[11] 720th
[11] career

Top Words in Tweet in G9:
[37] lance
[37] berkman
[27] ncboomstick23
[25] twins
[19] 367
[19] career
[19] homers
[19] #boomstick
[19] passes
[19] break

Top Words in Tweet in G10:
[21] berkman
[21] 1
[18] astros
[16] altuve
[14] jose
[12] hit
[12] bob
[10] career
[10] lance
[9] watson

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[367] ã,ã
[320] jacob,wohl
[315] jark,berkman
[312] exclusive,far
[312] far,right
[312] right,smear
[312] smear,merchants
[312] merchants,jacob
[312] wohl,jark
[312] berkman,gin

Top Word Pairs in Tweet in G1:
[313] jacob,wohl
[312] exclusive,far
[312] far,right
[312] right,smear
[312] smear,merchants
[312] merchants,jacob
[312] wohl,jark
[312] jark,berkman
[312] berkman,gin
[312] gin,up

Top Word Pairs in Tweet in G2:
[366] ã,ã
[28] ãƒ,ãƒ
[26] david,berkman
[26] ãƒ,ã
[24] lance,berkman
[22] ã,ãƒ
[20] ã,å
[18] ã,ÿã
[18] ã,ªã
[18] å,ã

Top Word Pairs in Tweet in G3:
[67] lance,berkman
[66] berkman,cranked
[66] cranked,41
[66] 41,homers
[66] homers,ricebaseball
[66] ricebaseball,1997
[65] donkeyhack,lance

Top Word Pairs in Tweet in G4:
[29] paid,bounty
[29] bounty,identifying
[29] identifying,social
[29] social,risks
[29] risks,new
[29] new,technologies
[29] technologies,finding
[29] finding,bugs
[28] f_kaltheuner,paid
[27] bugs,tâ

Top Word Pairs in Tweet in G5:
[14] trex_sss,ark_berkman
[9] zä,rhlä
[8] iyi,bir
[7] hava,hava
[7] terör,örgütü
[7] cok,iyi
[7] iyi,hava
[6] hazä,r
[6] r,â
[6] jack,berkman

Top Word Pairs in Tweet in G6:
[49] weird,historical
[49] historical,fact
[49] fact,day
[49] day,1892
[49] 1892,emma
[49] emma,goldman
[49] goldman,alexander
[49] alexander,berkman
[49] berkman,opened
[49] opened,ice

Top Word Pairs in Tweet in G7:
[40] #otd,6
[40] 6,1917
[40] 1917,alexander
[40] alexander,berkman
[40] berkman,emma
[40] emma,goldman
[40] goldman,founded
[40] founded,conscription
[40] conscription,league
[40] league,discourage

Top Word Pairs in Tweet in G8:
[14] berkman,62
[11] mike,trout
[11] trout,draws
[11] draws,720th
[11] 720th,career
[11] career,walk
[11] walk,now
[11] now,gives
[11] gives,19th
[11] 19th,walks

Top Word Pairs in Tweet in G9:
[37] lance,berkman
[19] 367,career
[19] career,homers
[19] homers,#boomstick
[19] #boomstick,ncboomstick23
[19] ncboomstick23,passes
[19] passes,lance
[19] berkman,break
[19] break,tie
[19] tie,82nd

Top Word Pairs in Tweet in G10:
[13] jose,altuve
[9] lance,berkman
[7] bob,watson
[6] altuve,doubles
[6] doubles,5th
[6] 5th,inning
[6] inning,giving
[6] giving,1
[6] 1,447th
[6] 447th,career

Top Replied-To
Top Replied-To in Entire Graph:
@brianmctaggart
@noahshachtman
@unfollowtrump
@ark_berkman
@attsportsnetsw
@dank_think
@trex_sss
@gooksel
@mlbonfox
@supergaussian

Top Replied-To in G1:
@noahshachtman

Top Replied-To in G3:
@riceathletics
@donkeyhack

Top Replied-To in G5:
@ark_berkman
@trex_sss
@gooksel
@supergaussian
@controlcu
@tyrannosurusrex
@uretimyerli
@ibrahimkaragul
@melihaltinok
@tankmuhendisi

Top Replied-To in G8:
@brianmctaggart
@billygibula
@ibobbychism
@teamfuel88

Top Replied-To in G10:
@attsportsnetsw
@nenunenu
@realtoddkalas
@beansbcardblog
@roflo
@billastros
@three2001

Top Mentioned
Top Mentioned in Entire Graph:
@noahshachtman
@ricebaseball
@donkeyhack
@faithchillis
@wrkclasshistory
@f_kaltheuner
@ncboomstick23
@bkcharvard
@maxieshep
@twins

Top Mentioned in G1:
@noahshachtman
@altcybercommand
@waitingatheist
@xeni

Top Mentioned in G2:
@lordmemerking

Top Mentioned in G3:
@ricebaseball
@donkeyhack

Top Mentioned in G4:
@f_kaltheuner
@bkcharvard
@ashgajeelee
@philippotto
@digitalasiahub
@hilaryanneross
@medialab
@vicenews
@aniacalderon

Top Mentioned in G5:
@ark_berkman
@trex_sss
@gooksel
@tumosan
@youtube
@asiselektronik
@bmcotomotivtr
@fnss_savunma
@stargazete
@gulcantezcan

Top Mentioned in G6:
@faithchillis

Top Mentioned in G7:
@wrkclasshistory

Top Mentioned in G8:
@brianmctaggart
@hotstovestats
@teamfuel88

Top Mentioned in G9:
@ncboomstick23
@twins
@hgomez27
@luichysanchez
@bienvenidorv
@z101digital
@zdeportes

Top Mentioned in G10:
@astros
@astrosgrande
@checkoutmycards
@psacard
@richardjustice
@blummer27
@boomdizz
@juliamorales
@attsportsnetsw
@beansbcardblog

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@humbleteej
@rowast
@madanabhat
@femiabodunde
@stargazete
@reagancbrown
@mmwlawtaos1
@syr829
@linda1746

Top Tweeters in G1:
@missb62
@rowast
@madanabhat
@reagancbrown
@linda1746
@gift2usa
@grannynannynews
@kristafrances
@sba1211
@jo3_f

Top Tweeters in G2:
@spoilertv
@infopronetwork
@atxhobogrl
@rdespeciales
@zephyrzap
@mistacalii
@afdincidents
@drogon_dracarys
@kcckwhatsplayin
@buymysportscard

Top Tweeters in G3:
@pearcetastic
@kilianbloat7
@coop_a_loop10
@riceathletics
@jamesroustio23
@dreew_p23
@leo6carrillo
@jtobin34
@c_miller15
@paturn

Top Tweeters in G4:
@femiabodunde
@keepinguposted
@katgodspell
@seanchai313
@vicenews
@tetisheri
@dangarrett97
@hotmoklet
@privacymatters
@abditum

Top Tweeters in G5:
@stargazete
@anadoluajansi
@nicolasmaduro
@ismailsaymaz
@uretimyerli
@trex_sss
@oztrk_aydn
@melihaltinok
@gulcantezcan
@e_secer

Top Tweeters in G6:
@athenogenes
@hacklib
@wegotthephunk
@historyteesside
@sulli864
@anrccolaadvert
@roguedunderhead
@nyrbclassics
@chasepadusniak
@annericefights

Top Tweeters in G7:
@pingachoo
@inclinepress
@cristiano_barba
@donahuejm
@czleft
@kanyabel
@gracchus56
@allenowens123
@somestingray
@veganstraightedge

Top Tweeters in G8:
@mar_e_o17
@rostrander88
@brianmctaggart
@nymetsfan5729
@bassohannah
@texliillili
@dav2528
@dantheman1118
@hotstovestats
@jeremy_morgan92

Top Tweeters in G9:
@mmwlawtaos1
@ingarnaldop
@hgomez27
@z101digital
@aneudypm
@batman24_7
@schouie3
@gesquivel4040
@jedimastermason
@jamesyoungmvp43

Top Tweeters in G10:
@willmoriarty86
@billastros
@beansbcardblog
@aggiecosc
@astros
@roflo
@presson_on
@richardjustice
@juliamorales
@scottyb44444