digital inequality, Twitter, 2/24/2021 10:28:49 PM, 249545


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digital inequality Twitter NodeXL SNA Map and Report for Tuesday, 23 February 2021 at 23:22 UTC
digital inequality Twitter NodeXL SNA Map and Report for Tuesday, 23 February 2021 at 23:22 UTC
From:
docassar
Uploaded on:
February 24, 2021
Short Description:
digital inequality via NodeXL https://bit.ly/3uF5qUO
@cnn
@ilo
@anewman_forward
@profkmcnamara
@baldoyle55
@communityfound
@riverasunauthor
@denise_cfi
@avamaxvideo
@mrafalow

Top hashtags:
#inequality
#socialjusticeday
#billionairebuddha
#truestory
#digital

Description:
Description
The graph represents a network of 509 Twitter users whose recent tweets contained "digital inequality", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 23 February 2021 at 23:24 UTC.

The tweets in the network were tweeted over the 7-day, 18-hour, 42-minute period from Tuesday, 16 February 2021 at 04:00 UTC to Tuesday, 23 February 2021 at 22:42 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 : 509
Unique Edges : 659
Edges With Duplicates : 141
Total Edges : 800
Number of Edge Types : 5
Tweet : 159
Retweet : 281
MentionsInRetweet : 205
Mentions : 138
Replies to : 17
Self-Loops : 161
Reciprocated Vertex Pair Ratio : 0.0551724137931034
Reciprocated Edge Ratio : 0.104575163398693
Connected Components : 129
Single-Vertex Connected Components : 45
Maximum Vertices in a Connected Component : 40
Maximum Edges in a Connected Component : 90
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.827963
Graph Density : 0.00236684559813127
Modularity : 0.743777
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 509 Twitter users whose recent tweets contained "digital inequality", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 23 February 2021 at 23:24 UTC.

The tweets in the network were tweeted over the 7-day, 18-hour, 42-minute period from Tuesday, 16 February 2021 at 04:00 UTC to Tuesday, 23 February 2021 at 22:42 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : digital inequality
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[107] https://www.amazon.com/Billionaire-Buddha-Rivera-Sun-ebook/dp/B0178YBD92/ref=sr_1_1?s=digital-text&ie=UTF8&qid=1497837413&sr=1-1&keywords=Billionaire+Buddha+inequality+personal+transformation+economy
[39] https://trib.al/NV8tUn0
[37] https://apply.interfolio.com/84352
[37] https://mortara.georgetown.edu/global-political-economy-project-gpep/
[13] https://ilo.org/newyork/events-and-meetings/WCMS_767608/lang--en/index.htm
[13] https://www.oursecurefuture.org/publications/wps-digital-ecosystem-five-emerging-trends
[10] https://cyber.harvard.edu/publication/2021/digital-ethics-times-crisis-covid-19-and-access-education-and-learning-spaces
[7] https://www.irishexaminer.com/opinion/commentanalysis/arid-40229342.html
[7] https://theconversation.com/only-so-much-i-can-do-covid-19-cast-a-harsh-light-on-the-digital-divide-of-australian-art-galleries-151483
[7] https://www.highereddive.com/news/for-colleges-7b-in-federal-broadband-aid-highlights-extent-of-digital-div/595007/

Top URLs in Tweet in G1:
[39] https://www.amazon.com/Billionaire-Buddha-Rivera-Sun-ebook/dp/B0178YBD92/ref=sr_1_1?s=digital-text&ie=UTF8&qid=1497837413&sr=1-1&keywords=Billionaire+Buddha+inequality+personal+transformation+economy
[1] https://www.csrwire.com/press_releases/718131-2021-sustainable-impact-predictions-education-reinvention-race-net-zero
[1] https://dx.doi.org/10.32870/Pk.a10n19.519
[1] https://www.experiencedcareers.pwc.co.uk/ShowJob/Id/910978/Campaign-Strategist,-Global-Corporate-Affairs-Communications/
[1] https://twitter.com/CIoSDSP/status/1362000495150313472
[1] http://digital-editions.todaymediacustom.com/delaware-lawyer/winter-2021/
[1] https://twitter.com/zhusu/status/1362041657030414336
[1] https://www.ted.com/talks/gbenga_sesan_technology_can_t_fix_inequality_but_training_and_opportunities_could
[1] https://www.nytimes.com/2021/02/17/opinion/digital-revolution-democracy-fake-news.html
[1] https://twitter.com/jayvanbavel/status/1362146301060800521

Top URLs in Tweet in G2:
[39] https://trib.al/NV8tUn0
[1] https://www.cnn.com/2021/02/22/tech/biden-internet-inequality/index.html

Top URLs in Tweet in G3:
[37] https://apply.interfolio.com/84352
[37] https://mortara.georgetown.edu/global-political-economy-project-gpep/

Top URLs in Tweet in G4:
[6] https://www.irishexaminer.com/opinion/commentanalysis/arid-40229342.html
[4] https://www.communityfoundation.ie/insights/latest-news/ending-digital-inequality-a-huge-challenge
[1] https://www.irishexaminer.com/opinion/commentanalysis/arid-40229342.html?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G5:
[68] https://www.amazon.com/Billionaire-Buddha-Rivera-Sun-ebook/dp/B0178YBD92/ref=sr_1_1?s=digital-text&ie=UTF8&qid=1497837413&sr=1-1&keywords=Billionaire+Buddha+inequality+personal+transformation+economy
[4] https://www.amazon.com/Steam-Drills-Treadmills-Shooting-times-ebook/dp/B00B41B1T8/ref=sr_1_fkmr0_1?s=digital-text&ie=UTF8&qid=1491087645&sr=1-1-fkmr0&keywords=Steam+Drills+climate+change+fascism+resistance

Top URLs in Tweet in G7:
[4] https://kappanonline.org/digital-equality-requires-more-than-access-educational-technology-rafalow/
[4] https://twitter.com/pdkintl/status/1363926679798824960
[4] https://www.oxfordhandbooks.com/view/10.1093/oxfordhb/9780197510636.001.0001/oxfordhb-9780197510636-e-8

Top URLs in Tweet in G8:
[13] https://ilo.org/newyork/events-and-meetings/WCMS_767608/lang--en/index.htm

Top URLs in Tweet in G9:
[5] https://www.capostsecondaryforall.org/initiatives/recovery-with-equity/
[2] https://inlandempiregia.org/recovery-with-equity/

Top URLs in Tweet in G10:
[3] https://www.kingsfund.org.uk/publications/integrated-care-systems-london

Top Domains
Top Domains in Tweet in Entire Graph:
[111] amazon.com
[44] trib.al
[37] interfolio.com
[37] georgetown.edu
[29] twitter.com
[14] ilo.org
[13] oursecurefuture.org
[10] harvard.edu
[9] co.uk
[8] irishexaminer.com

Top Domains in Tweet in G1:
[39] amazon.com
[5] twitter.com
[2] linkedin.com
[1] csrwire.com
[1] doi.org
[1] co.uk
[1] todaymediacustom.com
[1] ted.com
[1] nytimes.com
[1] sanjosespotlight.com

Top Domains in Tweet in G2:
[39] trib.al
[1] cnn.com

Top Domains in Tweet in G3:
[37] interfolio.com
[37] georgetown.edu

Top Domains in Tweet in G4:
[7] irishexaminer.com
[4] communityfoundation.ie

Top Domains in Tweet in G5:
[72] amazon.com

Top Domains in Tweet in G7:
[4] kappanonline.org
[4] twitter.com
[4] oxfordhandbooks.com

Top Domains in Tweet in G8:
[13] ilo.org

Top Domains in Tweet in G9:
[5] capostsecondaryforall.org
[2] inlandempiregia.org

Top Domains in Tweet in G10:
[3] org.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[45] inequality
[30] socialjusticeday
[29] billionairebuddha
[20] truestory
[19] digital
[16] ertlemedeğiliptalistiyoruz
[16] turkishstudentslivesmatter
[14] covid19
[13] recoverywithequity
[12] tech



Top Hashtags in Tweet in G1:
[9] truestory
[8] inequality
[7] billionairebuddha
[4] worlddayofsocialjustice
[3] digital
[3] truth
[2] digitalinequality
[2] technology
[2] socialjustice
[2] bayelsa

Top Hashtags in Tweet in G2:
[1] digital
[1] covid19

Top Hashtags in Tweet in G4:
[5] digitaldivide
[5] socialjusticeday
[3] covid19
[1] tech2students

Top Hashtags in Tweet in G5:
[22] billionairebuddha
[19] inequality
[11] truestory
[7] buddha
[5] 5star
[5] capitalism
[5] occupy
[4] war
[4] climatechange
[4] fascism

Top Hashtags in Tweet in G6:
[16] ertlemedeğiliptalistiyoruz
[16] turkishstudentslivesmatter

Top Hashtags in Tweet in G7:
[4] edequity
[4] edtech
[4] covid19
[4] onlinelearning

Top Hashtags in Tweet in G8:
[13] socialjusticeday
[4] everyoneincluded
[2] covid
[2] socialjustice

Top Hashtags in Tweet in G9:
[13] recoverywithequity
[2] giatogether

Top Hashtags in Tweet in G10:
[12] digital
[12] inequality
[9] lebanon
[3] london
[3] covid19
[3] icss

Top Words
Top Words in Tweet in Entire Graph:
[381] digital
[345] inequality
[90] access
[87] economic
[79] divide
[77] people
[75] social
[75] justice
[73] join
[73] new

Top Words in Tweet in G1:
[47] digital
[45] inequality
[15] social
[13] billionairebuddha
[11] people
[10] wealth
[10] world
[9] access
[9] justice
[9] #truestory

Top Words in Tweet in G2:
[40] divide
[40] economic
[40] recovery
[39] digital
[39] nothing
[39] new
[39] pandemic's
[39] spotlight
[39] issue
[39] galvanized

Top Words in Tweet in G3:
[37] predoc
[37] alert
[37] join
[37] profkmcnamara
[37] global
[37] political
[37] economy
[37] project
[37] putting
[37] people

Top Words in Tweet in G4:
[11] inequality
[9] digital
[9] challenge
[9] post
[8] denise_cfi
[8] covid
[7] communityfound
[7] biggest
[7] #digitaldivide
[7] #socialjusticeday

Top Words in Tweet in G5:
[22] #billionairebuddha
[19] #inequality
[16] capitalism
[14] billionairebuddha
[14] #truestory
[14] destroy
[11] story
[10] world
[10] love
[9] half

Top Words in Tweet in G6:
[32] go
[32] school
[16] didnt
[16] 1
[16] years
[16] exams
[16] lot
[16] students
[16] couldnt
[16] join

Top Words in Tweet in G7:
[16] inequality
[12] digital
[12] piece
[8] s
[8] address
[8] racial
[8] education
[8] mrafalow
[8] new
[8] many

Top Words in Tweet in G8:
[17] world
[17] social
[17] justice
[15] day
[15] inequality
[15] digital
[13] join
[13] commemoration
[13] together
[13] kyrgyzmissionun

Top Words in Tweet in G9:
[13] pandemic
[13] exacerbated
[13] employment
[13] wealth
[13] gaps
[13] food
[13] housing
[13] insecurity
[13] inequality
[13] digital

Top Words in Tweet in G10:
[18] vaccine
[12] #digital
[12] #inequality
[12] access
[9] 1
[9] exclusion
[9] feeds
[9] thread
[9] #lebanon
[9] prioritization

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[76] digital,divide
[69] digital,inequality
[49] social,justice
[47] economic,recovery
[44] divide,nothing
[44] nothing,new
[44] new,pandemic's
[44] pandemic's,spotlight
[44] spotlight,issue
[44] issue,galvanized

Top Word Pairs in Tweet in G1:
[7] social,justice
[6] digital,inequality
[6] digital,economy
[4] digital,divide
[3] inequality,digital
[3] wealth,inequality
[3] theme,call
[3] call,social
[3] justice,digital
[3] social,inequality

Top Word Pairs in Tweet in G2:
[40] economic,recovery
[39] digital,divide
[39] divide,nothing
[39] nothing,new
[39] new,pandemic's
[39] pandemic's,spotlight
[39] spotlight,issue
[39] issue,galvanized
[39] galvanized,lawmakers
[39] lawmakers,both

Top Word Pairs in Tweet in G3:
[37] predoc,alert
[37] alert,join
[37] join,profkmcnamara
[37] profkmcnamara,global
[37] global,political
[37] political,economy
[37] economy,project
[37] project,putting
[37] putting,people
[37] people,heart

Top Word Pairs in Tweet in G4:
[9] digital,inequality
[7] inequality,biggest
[7] biggest,post
[6] post,covid
[6] challenge,denise_cfi
[5] denise_cfi,communityfound
[5] world,#socialjusticeday
[4] covid,19
[4] denise,charlton
[4] charlton,digital

Top Word Pairs in Tweet in G5:
[10] #billionairebuddha,#inequality
[7] capitalism,destroy
[7] destroy,unless
[7] unless,destroy
[7] destroy,capitalism
[7] riches,rags
[6] eight,men
[6] men,now
[6] now,equal
[6] equal,half

Top Word Pairs in Tweet in G6:
[32] go,school
[16] didnt,go
[16] school,1
[16] 1,years
[16] years,go
[16] school,exams
[16] exams,lot
[16] lot,students
[16] students,couldnt
[16] couldnt,join

Top Word Pairs in Tweet in G7:
[8] inequality,education
[8] digital,inequality
[8] new,piece
[4] s,recognize
[4] recognize,aim
[4] aim,address
[4] address,racial
[4] racial,inequality
[4] education,address
[4] address,digital

Top Word Pairs in Tweet in G8:
[17] social,justice
[15] world,day
[15] day,social
[13] commemoration,world
[13] justice,together
[13] necessary,actions
[13] actions,labour
[13] labour,inequality
[13] inequality,digital
[13] digital,age

Top Word Pairs in Tweet in G9:
[13] pandemic,exacerbated
[13] exacerbated,employment
[13] employment,wealth
[13] wealth,gaps
[13] gaps,food
[13] food,housing
[13] housing,insecurity
[13] insecurity,inequality
[13] inequality,digital
[13] digital,access

Top Word Pairs in Tweet in G10:
[9] 1,#digital
[9] #digital,exclusion
[9] exclusion,feeds
[9] feeds,#inequality
[9] #inequality,thread
[9] thread,#lebanon
[9] #lebanon,vaccine
[9] vaccine,prioritization
[9] prioritization,debates
[9] debates,dominated

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@profkmcnamara
@kyrgyzmissionun
@capostsecforall
@oursecurefuture
@bkcharvard
@ilo
@mrafalow
@denise_cfi
@communityfound
@indigo_h_j

Top Mentioned in G1:

Top Mentioned in G2:
@cnn

Top Mentioned in G3:
@profkmcnamara

Top Mentioned in G4:
@denise_cfi
@communityfound
@irishexaminer
@intel_irl
@twitterdublin
@camaraireland
@philanthropyie
@ilo
@irishmissionun
@svp_ireland

Top Mentioned in G7:
@mrafalow
@morgangames
@excelined
@joshuapstarr
@pdkintl
@ohgirlfriend
@annejonas
@pauljamesmorgan
@amberttierney

Top Mentioned in G8:
@kyrgyzmissionun
@ilo

Top Mentioned in G9:
@capostsecforall

Top Mentioned in G10:
@thekingsfund

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@real_infinity95
@world_news_eng
@pairsonnalitesn
@ntsikimazwai
@mdjacksondallas
@slsandpet
@ikateufel
@bycardenadenis
@irishexaminer

Top Tweeters in G1:
@pairsonnalitesn
@darielgarner
@j2bryson
@badlydrawnhugz
@mark14907
@trialbytruth
@carlosfcamargo1
@teakisi
@sea__dog__
@janasvenska

Top Tweeters in G2:
@real_infinity95
@world_news_eng
@ikateufel
@gonzo_30531
@june4th
@cnn
@bigmanhimself
@yaya17017
@ohemaadufiegh
@iamdumpew

Top Tweeters in G3:
@jrhopkin
@dan_e_solo
@joanran70734265
@rebeccaspang
@laiabalcells
@alexburns
@anewman_forward
@nyuiilj
@mauro_gilli
@jessicacweiss

Top Tweeters in G4:
@irishexaminer
@colmogorman
@forsterimogen
@powerian
@baldoyle55
@justeconomics
@roryhearne
@svp_ireland
@irishmissionun
@denise_cfi

Top Tweeters in G5:
@mdjacksondallas
@roknrob121
@amyharlib
@riverasunauthor
@suspended_acct
@grassrootsdnc
@jamnic77
@gareth_panchem
@bessieglass11
@digitaltransf11

Top Tweeters in G6:
@avamaxvideo
@aquariusiss
@isimsiz08354275
@ssimaobzy
@arzukrkmz7
@hyunjiniie_skz
@hey24004615
@sla25540881
@aoriangel1
@isimsiz57516924

Top Tweeters in G7:
@scalarhumanity
@claudiakincaid
@joshuapstarr
@excelined
@victorerikray
@pdkintl
@annejonas
@mrafalow
@morgangames
@cassidycody

Top Tweeters in G8:
@ciangaia
@xanthissuarez
@cadilife14
@undesasocial
@ilo
@kadyrtoktogulov
@amirwin13
@redruk
@craigmokhiber
@ilo_newyork

Top Tweeters in G9:
@lenny_mendonca
@heaviland
@mssmjohnson
@wiafe2wiafe
@themessagellc
@anabermudez06
@barnettall4_sc
@janeenperrycam1
@ldh_ed
@gia_together

Top Tweeters in G10:
@yixuantu1
@botforequality
@thekingsfund
@highlandmarktng
@susan_venables
@adamcoutts
@halawibahia
@changsara
@mohammad_wehbi9
@mortadasaja


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