berkman, Twitter, 11/30/2021 11:04:45 PM, 267290


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berkman_2021-11-30_06-40-02.xlsx
berkman_2021-11-30_06-40-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 30, 2021
Short Description:
berkman via NodeXL https://bit.ly/3d6Ssri
@tobaccofreekids
@thedoctors
@anarchopac
@anarkismus_
@pare
@ark_berkman
@parentsvsvape
@sophie_frm_mars
@mbsiegel
@pghdsa

Top hashtags:
#astros
#goodid
#andiesemtag
#stlcards
#clestate
#risewithus
#asunwbb
#onthisday

Description:
Description
The graph represents a network of 1,023 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, 30 November 2021 at 14:41 UTC.

The requested start date was Tuesday, 30 November 2021 at 01:01 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, 16-hour, 3-minute period from Tuesday, 16 November 2021 at 01:27 UTC to Monday, 29 November 2021 at 17:31 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 : 1023
Unique Edges : 825
Edges With Duplicates : 1517
Total Edges : 2342
Number of Edge Types : 5
Mentions : 429
Retweet : 462
MentionsInRetweet : 804
Tweet : 431
Replies to : 216
Self-Loops : 438
Reciprocated Vertex Pair Ratio : 0.0172839506172839
Reciprocated Edge Ratio : 0.0339805825242718
Connected Components : 214
Single-Vertex Connected Components : 87
Maximum Vertices in a Connected Component : 124
Maximum Edges in a Connected Component : 659
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.073323
Graph Density : 0.00118220268463309
Modularity : 0.519997
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,023 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, 30 November 2021 at 14:41 UTC.

The requested start date was Tuesday, 30 November 2021 at 01:01 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, 16-hour, 3-minute period from Tuesday, 16 November 2021 at 01:27 UTC to Monday, 29 November 2021 at 17:31 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:
[7] https://theanarchistlibrary.org/library/emma-goldman-alexander-berkman-bolsheviks-shooting-anarchists
[6] https://www.good-id.org/en/articles/new-steward-for-goodid-berkman-klein-center-for-internet-and-society-at-harvard-university/
[5] https://theanarchistlibrary.org/library/alexander-berkman-what-is-communist-anarchism
[5] https://twitter.com/BaseballBros/status/1464603783963545601
[5] https://twitter.com/baseballbros/status/1464603783963545601
[4] https://twitter.com/TheDoctors/status/1463583195878678530
[4] https://librivox.org/author/10212
[3] https://youtu.be/7fkqd4By_VE
[3] https://radyo.stendustri.com.tr/
[3] https://blog.fetc.org/future-of-education-technology-conference-announces-harvard-law-school-faculty-associate-as-stem-keynote-speaker/?utm_source=twitter&utm_medium=posts&utm_campaign=blog

Top URLs in Tweet in G1:
[4] https://twitter.com/TheDoctors/status/1463583195878678530
[3] https://www.thedoctorstv.com/videos/the-fda-authorized-the-first-e-cigarette-sparking-anger-and-confusion
[1] https://www.thedoctorstv.com/episodes/the-great-vape-debate-is-the-tobacco-industry-targeting-teens-are-your-kids-vape-sick
[1] https://trib.al/2kVOnm2
[1] https://www.thedoctorstv.com/videos/we-must-protect-our-kids-shares-mom-against-vaping
[1] https://www.thedoctorstv.com/videos/are-e-cigarette-brands-interested-in-helping-people-quit-or-gaining-new-users
[1] https://www.thedoctorstv.com/videos/why-are-e-cigarettes-not-being-regulated
[1] https://www.thedoctorstv.com/videos/can-e-cigarettes-help-people-to-quit-smoking
[1] https://twitter.com/thedoctors/status/1463583195878678530
[1] https://twitter.com/TheDoctors/status/1463507793974112258

Top URLs in Tweet in G2:
[5] https://twitter.com/baseballbros/status/1464603783963545601
[3] https://www.nytimes.com/2021/11/23/business/black-neighborhoods-history-revitalization.html?partner=IFTTT
[3] https://blog.fetc.org/future-of-education-technology-conference-announces-harvard-law-school-faculty-associate-as-stem-keynote-speaker/?utm_source=twitter&utm_medium=posts&utm_campaign=blog
[3] https://youtu.be/7fkqd4By_VE
[2] https://www.baltimorejewishlife.com/news/news-detail.php?SECTION_ID=1&ARTICLE_ID=149670
[2] https://twitter.com/BaseballBros/status/1464603783963545601
[2] https://twitter.com/bsblifestyle__/status/1464707660616454154
[1] https://www.firstcoastnews.com/article/news/local/new-date-announced-for-demolition-of-downtown-eyesore/77-f4cfdefd-f445-4cf0-ae19-deb785ec4ff5
[1] https://www.wislawnow.com/2021/11/lumen-compiles-cease-desist-letters-for-online-content/
[1] https://twitter.com/Rangers/status/1460649038794137610

Top URLs in Tweet in G4:
[6] https://theanarchistlibrary.org/library/emma-goldman-alexander-berkman-bolsheviks-shooting-anarchists
[2] http://en.theanarchistlibrary.org/library/emma-goldman-alexander-berkman-bolsheviks-shooting-anarchists
[1] https://twitter.com/sophie_frm_mars/status/1464539906588516358

Top URLs in Tweet in G5:
[1] https://twitter.com/mt_goksu/status/1464143119818055702
[1] https://twitter.com/karatasgokhan_/status/1461578812047691779

Top URLs in Tweet in G6:
[4] https://librivox.org/author/10212
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DXbFZsqq_eFU%26list%3DPLTeHv2rWFci71J6xKEGQXgwFECQhqIPcR%26ab_channel%3DAudibleAnarchist&q=EgS4SO-bGLmv74wGIhAd0chjHwXXVREfSZ7kgdlEMgFy

[1] https://www.apeoplescalendar.org/calendar/events/alexander-berkman-1870-1936
[1] https://undercomm.bandcamp.com/track/berkman-needed-target-practice-but-had-the-right-idea

Top URLs in Tweet in G7:
[1] https://twitter.com/ASUNWBB/status/1465047299915227141

Top URLs in Tweet in G9:
[5] https://www.good-id.org/en/articles/new-steward-for-goodid-berkman-klein-center-for-internet-and-society-at-harvard-university/
[2] https://cyber.harvard.edu/story/2021-10/opportunity-director-communications
[1] https://cyber.harvard.edu/events/fall-2019-open-house
[1] https://omidyar.com/new-steward-for-goodid-berkman-klein-center-for-internet-and-society-at-harvard-university/

Top URLs in Tweet in G10:
[1] https://www.outsports.com/platform/amp/2017/6/9/15768990/st-louis-cardinals-lance-berkman-christian

Top Domains
Top Domains in Tweet in Entire Graph:
[39] twitter.com
[19] theanarchistlibrary.org
[8] thedoctorstv.com
[6] good-id.org
[4] harvard.edu
[4] librivox.org
[4] spartacus-educational.com
[3] youtu.be
[3] com.tr
[3] fetc.org

Top Domains in Tweet in G1:
[8] thedoctorstv.com
[7] twitter.com
[1] trib.al
[1] aphapublications.org
[1] filtermag.org

Top Domains in Tweet in G2:
[18] twitter.com
[3] nytimes.com
[3] fetc.org
[3] youtu.be
[2] baltimorejewishlife.com
[2] umich.edu
[1] firstcoastnews.com
[1] wislawnow.com
[1] radiocut.fm
[1] bonusyearsliving.com

Top Domains in Tweet in G4:
[8] theanarchistlibrary.org
[1] twitter.com

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

Top Domains in Tweet in G6:
[4] librivox.org
[2] google.com
[1] apeoplescalendar.org
[1] bandcamp.com

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G9:
[5] good-id.org
[3] harvard.edu
[1] omidyar.com

Top Domains in Tweet in G10:
[1] outsports.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[45] astros
[32] goodid
[15] andiesemtag
[10] stlcards
[8] clestate
[6] risewithus
[5] asunwbb
[5] onthisday
[4] librivox
[4] podcast



Top Hashtags in Tweet in G1:
[1] vaping
[1] sonoflibertyradio
[1] scientists
[1] researchers
[1] vapingsavedmylife
[1] evali

Top Hashtags in Tweet in G2:
[3] fetc
[3] edtech
[2] history
[1] timehoptuesday
[1] bonusyearsgreatesthits
[1] greatesthits
[1] ebay
[1] sports
[1] memorabilia
[1] msd

Top Hashtags in Tweet in G5:
[2] çamlıcakulesi
[2] paris

Top Hashtags in Tweet in G6:
[4] onthisday
[4] librivox
[1] audiobook

Top Hashtags in Tweet in G7:
[6] risewithus
[5] asunwbb
[2] abovetheline
[2] gameday
[1] beatjmu
[1] libertyarena

Top Hashtags in Tweet in G8:
[1] daysofjismas

Top Hashtags in Tweet in G9:
[31] goodid
[2] jobalert
[1] womeninid
[1] diversitybydesign
[1] forallbyall
[1] digitalid
[1] identity
[1] inclusion
[1] harvard

Top Hashtags in Tweet in G10:
[10] stlcards

Top Words
Top Words in Tweet in Entire Graph:
[578] berkman
[152] myers
[144] matt
[142] freedom
[142] opportunity
[137] alexander
[123] thedoctors
[123] tobaccofreekids
[108] dr
[98] siegel

Top Words in Tweet in G1:
[149] myers
[139] matt
[123] thedoctors
[123] tobaccofreekids
[97] dr
[94] siegel
[87] michael
[82] cigarettes
[80] quit
[79] smoking

Top Words in Tweet in G2:
[99] berkman
[25] alexander
[15] lance
[14] そろそろランチにしましょうか
[14] abend
[13] guten
[13] morgen
[11] night
[11] レオ
[10] ん

Top Words in Tweet in G3:
[141] freedom
[141] opportunity
[72] means
[70] really
[70] satisfy
[70] needs
[70] give
[69] anarchopac

Top Words in Tweet in G4:
[32] berkman
[32] anarkismus_
[31] alexander
[29] before
[28] last
[28] words
[28] written
[28] anarchist
[28] leaving
[28] russia

Top Words in Tweet in G5:
[29] ark_berkman
[29] umitozdag
[21] nazy_mi
[15] bir
[12] bu
[10] ve
[10] milyon
[9] tl
[8] ert9873
[6] bütçesi

Top Words in Tweet in G6:
[62] berkman
[38] alexander
[34] anarchist
[20] pghdsa
[18] 1870
[16] frick
[15] birthday
[15] henry
[15] clay
[15] assassinate

Top Words in Tweet in G7:
[26] berkman
[22] mya
[13] libertywbb
[10] career
[9] rebounds
[8] back
[8] points
[7] down
[7] double
[7] bowling

Top Words in Tweet in G8:
[2] joshinnesshow
[2] gregkoch1
[2] ndkalu
[2] lance
[2] berkman
[2] michaelberrysho
[2] rodgers
[2] frankcaliendo
[2] donaldjtrumpjr

Top Words in Tweet in G9:
[31] #goodid
[20] bkcharvard
[16] channels
[12] goodid
[11] big
[11] news
[11] delighted
[11] share
[11] stewards
[7] center

Top Words in Tweet in G10:
[43] table
[18] talkinredbirds
[11] edmonds
[10] pick
[10] #stlcards
[10] thanksgiving
[10] jordan
[10] hicks
[10] mcgee
[10] eckstein

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[141] matt,myers
[134] alexander,berkman
[92] tobaccofreekids,matt
[90] dr,michael
[90] michael,siegel
[85] lance,berkman
[78] quit,smoking
[77] cigarettes,help
[77] help,people
[77] people,quit

Top Word Pairs in Tweet in G1:
[139] matt,myers
[92] tobaccofreekids,matt
[87] dr,michael
[87] michael,siegel
[78] quit,smoking
[77] cigarettes,help
[77] help,people
[77] people,quit
[77] smoking,dr
[77] siegel,seems

Top Word Pairs in Tweet in G2:
[23] alexander,berkman
[14] lance,berkman
[13] guten,morgen
[8] 君の目の中に,希望を輝かせてみせましょうか
[6] berkman,klein
[6] klein,center
[6] center,internet
[6] internet,society
[6] たまに,政府側がとんでもない要求をしてくるのには腹が立つ
[5] society,harvard

Top Word Pairs in Tweet in G3:
[71] means,opportunity
[70] freedom,really
[70] really,means
[70] opportunity,satisfy
[70] satisfy,needs
[70] needs,freedom
[70] freedom,give
[70] give,opportunity
[69] anarchopac,freedom

Top Word Pairs in Tweet in G4:
[30] alexander,berkman
[28] last,words
[28] words,written
[28] written,anarchist
[28] anarchist,alexander
[28] berkman,before
[28] before,leaving
[28] leaving,russia
[28] russia,1922
[28] 1922,witnessing

Top Word Pairs in Tweet in G5:
[29] ark_berkman,umitozdag
[21] nazy_mi,ark_berkman
[9] milyon,tl
[8] ert9873,nazy_mi
[3] 492,milyon
[3] ibb,nin
[3] 840,milyon
[3] thomas_shelby_7,ert9873
[2] farklı,ülkelerde
[2] ülkelerde,257

Top Word Pairs in Tweet in G6:
[38] alexander,berkman
[15] birthday,alexander
[15] henry,clay
[15] clay,frick
[14] today,birthday
[14] berkman,anarchist
[14] anarchist,assassin
[14] assassin,henry
[14] frick,berkman
[14] berkman,tried

Top Word Pairs in Tweet in G7:
[22] mya,berkman
[7] bowling,green
[6] career,high
[5] down,low
[4] career,night
[4] night,mya
[4] berkman,back
[4] back,back
[4] back,double
[4] double,doubles

Top Word Pairs in Tweet in G8:
[2] gregkoch1,ndkalu
[2] ndkalu,lance
[2] lance,berkman

Top Word Pairs in Tweet in G9:
[16] #goodid,channels
[11] big,#goodid
[11] #goodid,news
[11] news,delighted
[11] delighted,share
[11] share,bkcharvard
[11] bkcharvard,stewards
[11] stewards,#goodid
[10] goodid,big
[6] berkman,klein

Top Word Pairs in Tweet in G10:
[10] pick,#stlcards
[10] #stlcards,thanksgiving
[10] thanksgiving,table
[10] table,table
[10] table,edmonds
[10] edmonds,jordan
[10] jordan,hicks
[10] hicks,mcgee
[10] mcgee,eckstein
[10] eckstein,table

Top Replied-To
Top Replied-To in Entire Graph:
@nazy_mi
@thedoctors
@talkinredbirds
@ark_berkman
@baseballquotes1
@robncypress57
@brittneybush
@ufukuras
@fofailuretwt
@berkmangur

Top Replied-To in G1:
@thedoctors
@mbsiegel
@tobaccofreekids
@addictionspmc
@parentsvsvape
@chaunceygardner

Top Replied-To in G4:
@discoursegirl
@enigmaticiz
@sophie_frm_mars
@bidensnostrils
@rechelon

Top Replied-To in G5:
@nazy_mi
@ark_berkman
@ufukuras
@thomas_shelby_7
@atilla_yayla
@erangelvalisi
@ert9873
@berk3404781563
@ysselvi
@mervesebnem

Top Replied-To in G6:
@pghdsa

Top Replied-To in G8:
@joshinnesshow

Top Replied-To in G10:
@talkinredbirds
@malpaltuc

Top Mentioned
Top Mentioned in Entire Graph:
@tobaccofreekids
@thedoctors
@parentsvsvape
@anarchopac
@pare
@anarkismus_
@umitozdag
@chaunceygardner
@mbsi
@ark_berkman

Top Mentioned in G1:
@tobaccofreekids
@thedoctors
@parentsvsvape
@pare
@chaunceygardner
@mbsi
@mbsiegel
@stu_dowling
@vapingit
@rushmoreext23

Top Mentioned in G3:
@anarchopac

Top Mentioned in G4:
@anarkismus_
@sophie_frm_mars
@klocknernator
@allstatesarebad
@donnadeyoung1
@aguyataplace
@my_boyd_michael
@fanatyk161

Top Mentioned in G5:
@umitozdag
@ark_berkman
@nazy_mi
@ert9873
@akaraismailoglu
@ssysfakb
@mrscrescent
@teomandragonov
@bdalgin
@sibeleraslan

Top Mentioned in G6:
@pghdsa
@apeoplescal
@anarcooltura
@librivox
@anarquismos14
@cody__shephard
@anarquismoenpdf

Top Mentioned in G7:
@libertywbb
@asunwbb
@bridgettejoy21
@bellasmuda
@deebrezzy_
@emmaghess
@breyabusby
@alyssaiverson2
@nennaanniina
@alisemarkova

Top Mentioned in G8:
@gregkoch1
@ndkalu
@michaelberrysho
@frankcaliendo
@donaldjtrumpjr
@sethcpayne
@watchchad
@jayhastweets
@ivoryhecker
@scrowder

Top Mentioned in G9:
@bkcharvard
@goodid
@omidyarnetwork
@harvardlil
@caselawaccess
@permacc
@opencasebook

Top Mentioned in G10:
@talkinredbirds
@str0
@birdsonthebat13

Top Tweeters
Top Tweeters in Entire Graph:
@davidbewart
@hobbyconnector
@ahaber
@rudyglove27
@flugennock
@tarundsnaol
@yoda
@nytimes
@garioncoyote
@bomani_jones

Top Tweeters in G1:
@benoit_durand
@trumwill
@marlamhughes
@vapingit
@unclejohncc
@alexwodak
@teamsjw
@n_zillatron
@robertransom3
@kathologist

Top Tweeters in G2:
@fcn2go
@themaverick21
@northtrenton
@nekropolerip
@phillyinquirer
@flarebooks
@coledaynhell
@normsanders
@tanisoda
@bjlife

Top Tweeters in G3:
@johnnydessu
@ablokeimetaus
@jamesrobichaux
@toak19054
@pj_jacks
@mikemorselmorse
@midnitemadwoman
@betaodsouza
@evolutionary144
@duhlings

Top Tweeters in G4:
@garioncoyote
@glennmerrill
@m3rcaptan
@zebkeettweets
@rechelon
@guidov4
@lllredpandazlll
@anarkismus_
@carniolanleshy
@blackradanarcho

Top Tweeters in G5:
@mustafarmagan
@06melihgokcek
@ihhinsaniyardim
@ssysfakb
@mervesebnem
@zerdecal908618
@sibeleraslan
@umitozdag
@ufukuras
@nejatozonay

Top Tweeters in G6:
@flugennock
@olaasm
@sylviagrossi
@ivannadie
@jdsbunker
@gabri_benci
@bluntlevis
@punkademic
@anarquismos14
@pasadomeridian0

Top Tweeters in G7:
@truettglen
@libertyflames
@joshua_r_lee
@herhoopstats
@coopzflamesclub
@cyclonewbb
@picayune_fierro
@marblefallsisd
@asunwbb
@mfhsports

Top Tweeters in G8:
@claytravis
@ajisthereal
@joshinnesshow
@texansjohnny
@donaldjtrumpjr
@sethcpayne
@gregkoch1
@frankcaliendo
@watchchad
@ndkalu

Top Tweeters in G9:
@tarundsnaol
@charlesmok
@sheldrake
@kiwanja
@omidyarnetwork
@bkcharvard
@marisolly
@womeninid
@tomsamaki
@johnjoanino

Top Tweeters in G10:
@birdsonthebat13
@ttroy76
@erdrickstorm
@str0
@boomerlifetime
@malpaltuc
@h0tmilkhours
@w2bdremontez
@drhawks
@ccondor90