transparenttech, Twitter, 2/15/2023 5:51:18 PM, 289547


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transparenttech Twitter NodeXL SNA Map and Report for Wednesday, 15 February 2023 at 17:41 UTC
transparenttech Twitter NodeXL SNA Map and Report for Wednesday, 15 February 2023 at 17:41 UTC
From:
marc_smith
Uploaded on:
February 15, 2023
Short Description:
transparenttech via NodeXL https://bit.ly/3lE2YxK
@transparenttech
@ugurkursuncu
@natematias
@brandonsilverm
@ccdhate
@medialab_scpo
@lauraedelson2
@shannimcg
@josephinelukito
@osome_iu

Top hashtags:
#turkey
#relief
#twitterapi
#transparenttech
#noresearchwithoutapi

Description:
Description
The graph represents a network of 741 Twitter users whose recent tweets contained "transparenttech", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2022 12:00:00 AM and 2/15/2023 9:41:27 AM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 17:42 UTC.

The tweets in the network were tweeted over the 232-day, 7-hour, 32-minute period from Tuesday, 28 June 2022 at 06:36 UTC to Wednesday, 15 February 2023 at 14:08 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 741
Unique Edges : 539
Edges With Duplicates : 2003
Total Edges : 2542
Number of Edge Types : 9
Retweet : 765
MentionsInRetweet : 1125
MentionsInQuote : 66
Mentions : 94
MentionsInReplyTo : 260
Replies to : 124
Tweet : 12
Quote : 86
MentionsInQuoteReply : 10
Self-Loops : 117
Reciprocated Vertex Pair Ratio : 0.0612244897959184
Reciprocated Edge Ratio : 0.115384615384615
Connected Components : 5
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 732
Maximum Edges in a Connected Component : 2531
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.554302
Graph Density : 0.00237079184447606
Modularity : 0.329503
NodeXL Version : 1.0.1.510
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=289546
Data Import : The graph represents a network of 741 Twitter users whose recent tweets contained "transparenttech", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2022 12:00:00 AM and 2/15/2023 9:41:27 AM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 17:42 UTC.

The tweets in the network were tweeted over the 232-day, 7-hour, 32-minute period from Tuesday, 28 June 2022 at 06:36 UTC to Wednesday, 15 February 2023 at 14:08 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : transparenttech
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:
[30] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[26] https://twitter.com/transparenttech/status/1592553405725429760
[24] https://twitter.com/transparenttech/status/1622626170016604161
[12] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[4] https://twitter.com/transparenttech/status/1624172911773843458
[3] https://twitter.com/transparenttech/status/1597249687832383491
[3] https://twitter.com/transparenttech/status/1597294954627596288
[3] https://cdt.org/insights/cdt-joins-coalition-for-independent-technology-research-calling-on-twitter-to-maintain-api-access-for-researchers/
[2] https://twitter.com/transparenttech/status/1623706348994154496
[2] https://twitter.com/JosephineLukito/status/1621920923891679234

Top URLs in Tweet in G1:
[16] https://twitter.com/transparenttech/status/1622626170016604161
[11] https://twitter.com/transparenttech/status/1592553405725429760
[9] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[5] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[2] https://twitter.com/RebekahKTromble/status/1621566354707910656
[2] https://twitter.com/transparenttech/status/1609959494217306115
[2] https://twitter.com/transparenttech/status/1624447091438194692/photo/1
[2] https://twitter.com/transparenttech/status/1624172911773843458
[1] https://independenttechresearch.org/manifesto-the-coalition-for-independent-technology-research/
[1] http://issues.You

Top URLs in Tweet in G2:
[9] https://twitter.com/transparenttech/status/1592553405725429760
[3] https://cdt.org/insights/cdt-joins-coalition-for-independent-technology-research-calling-on-twitter-to-maintain-api-access-for-researchers/
[2] https://twitter.com/transparenttech/status/1592553413958856704
[1] https://twitter.com/transparenttech/status/1597687738471706625
[1] https://twitter.com/dangerousspeech/status/1592605082440577027/photo/1
[1] https://twitter.com/dangerousspeech/status/1592604902240309248/photo/1
[1] https://twitter.com/transparenttech/status/1594709852126957568
[1] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[1] https://twitter.com/dangerousspeech/status/1622626202241445890/photo/1
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/

Top URLs in Tweet in G3:
[9] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[2] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[2] https://twitter.com/transparenttech/status/1622626170016604161
[1] https://twitter.com/transparenttech/status/1597249687832383491
[1] https://twitter.com/TwitterDev/status/1625234161010343941
[1] https://time.com/6254500/turkey-earthquake-twitter-musk-rescue/
[1] https://twitter.com/proundpapaof3/status/1624530077882150913/photo/1
[1] https://www.mctd.ac.uk/minderoo-centre-sign-letter-for-twitter-api-open-data-access/
[1] https://twitter.com/transparenttech/status/1625250214448623630

Top URLs in Tweet in G4:
[2] https://twitter.com/transparenttech/status/1622626335628599298
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[1] https://twitter.com/TwitterDev/status/1623467615539859456
[1] https://twitter.com/transparenttech/status/1622626170016604161
[1] https://twitter.com/yang3kc/status/1622634169384706049
[1] https://twitter.com/drccamara/status/1622891169796526082/photo/1

Top URLs in Tweet in G5:
[1] https://twitter.com/TwitterDev/status/1625234161010343941
[1] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[1] https://twitter.com/transparenttech/status/1622626170016604161
[1] https://twitter.com/claesdevreese/status/1625243543974342674/photo/1
[1] https://twitter.com/i/web/status/1625234161010343941
[1] https://twitter.com/JosephineLukito/status/1621920923891679234
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[1] https://twitter.com/OSoMe_IU/status/1622722752212762627?t=7r9DaIvEnA4_u0AibHrbgQ&s=19
[1] https://twitter.com/TwitterDev/status/1625234161010343941?t=llOwIH--2XWu6KjbK3oB_w&s=19
[1] https://threadreaderapp.com/thread/1622722752212762627.html

Top URLs in Tweet in G6:
[2] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[1] https://twitter.com/transparenttech/status/1592553405725429760
[1] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform

Top URLs in Tweet in G7:
[3] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[2] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[2] https://twitter.com/transparenttech/status/1592553405725429760
[1] https://twitter.com/LauraEdelson2/status/1622643221892308992?s=20&t=tLiRVn9N9Y3cTjD8jw9_ww

Top URLs in Tweet in G8:
[1] https://www.nbcnews.com/tech/tech-news/twitter-api-musk-developers-rcna69024
[1] https://rightofreplyweb.wordpress.com/2020/07/05/starmers-army-the-censorship-king/

Top URLs in Tweet in G9:
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/

Top URLs in Tweet in G10:
[1] https://citap.substack.com/p/planning-our-post-twitter-future
[1] https://twitter.com/transparenttech/status/1597249687832383491
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/

Top Domains
Top Domains in Tweet in Entire Graph:
[117] twitter.com
[35] independenttechresearch.org
[13] google.com
[3] youtube.com
[3] cdt.org
[1] substack.com
[1] threadreaderapp.com
[1] wordpress.com
[1] social.coop
[1] science.org

Top Domains in Tweet in G1:
[52] twitter.com
[12] independenttechresearch.org
[6] google.com
[1] issues.you
[1] knightcolumbia.org
[1] whitehouse.gov
[1] science.org
[1] mozilla.org
[1] social.coop
[1] purposelyy.com

Top Domains in Tweet in G2:
[21] twitter.com
[3] independenttechresearch.org
[3] cdt.org
[1] google.com
[1] theatlantic.com

Top Domains in Tweet in G3:
[9] independenttechresearch.org
[6] twitter.com
[2] google.com
[1] time.com
[1] ac.uk

Top Domains in Tweet in G4:
[6] twitter.com
[1] independenttechresearch.org

Top Domains in Tweet in G5:
[7] twitter.com
[1] google.com
[1] independenttechresearch.org
[1] threadreaderapp.com

Top Domains in Tweet in G6:
[2] independenttechresearch.org
[1] twitter.com
[1] google.com

Top Domains in Tweet in G7:
[3] independenttechresearch.org
[3] twitter.com
[2] google.com

Top Domains in Tweet in G8:
[1] nbcnews.com
[1] wordpress.com

Top Domains in Tweet in G9:
[1] independenttechresearch.org

Top Domains in Tweet in G10:
[1] substack.com
[1] twitter.com
[1] independenttechresearch.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[36] turkey
[35] relief
[11] twitterapi
[5] transparenttech
[3] noresearchwithoutapi
[3] api
[2] twitterresearch
[2] bigdata
[2] web3
[2] sotu



Top Hashtags in Tweet in G1:
[7] twitterapi
[1] noresearchwithoutapi
[1] sotu
[1] permissionless
[1] walledgardens
[1] web3
[1] agree
[1] techresearch
[1] grifter
[1] extremism

Top Hashtags in Tweet in G2:
[1] ethicaltech
[1] research
[1] disinformation

Top Hashtags in Tweet in G3:
[35] turkey
[34] relief
[2] twitterapi
[1] earthquake
[1] turkeyearthquake
[1] api
[1] misinformation
[1] twitter
[1] sotu

Top Hashtags in Tweet in G4:
[1] turkey
[1] relief

Top Hashtags in Tweet in G5:
[2] twitterapi
[2] noresearchwithoutapi

Top Words
Top Words in Tweet in Entire Graph:
[606] transparenttech
[321] api
[313] access
[292] independent
[269] free
[249] projects
[245] coalition
[238] twitter
[229] decision
[226] public

Top Words in Tweet in G1:
[316] transparenttech
[170] independent
[153] access
[142] api
[136] public
[126] free
[126] projects
[124] coalition
[124] interest
[122] decision

Top Words in Tweet in G2:
[81] coalition
[76] transparenttech
[64] independent
[47] tech
[45] research
[44] natematias
[44] today
[40] companies
[38] lives
[37] people

Top Words in Tweet in G3:
[59] transparenttech
[41] twitter
[37] time
[36] ugurkursuncu
[35] social
[35] efforts
[35] #turkey
[34] interviewed
[34] media
[34] #relief

Top Words in Tweet in G4:
[64] transparenttech
[52] twitter
[42] letter
[37] api
[34] yang3kc
[33] aid
[33] mutual
[31] access
[28] free
[26] josephinelukito

Top Words in Tweet in G5:
[21] transparenttech
[16] research
[13] independent
[12] twitterdev
[10] signatories
[10] technology
[10] coalition
[9] projects
[8] osome_iu
[8] join

Top Words in Tweet in G6:
[33] projects
[29] brandonsilverm
[26] lot
[25] disrupt
[25] severely
[25] going
[24] world
[24] those
[23] completely
[23] around

Top Words in Tweet in G7:
[29] decision
[26] access
[25] free
[25] projects
[23] api
[21] revoke
[21] twitter's
[21] interest
[21] public
[20] thousands

Top Words in Tweet in G8:
[20] twitter
[20] api
[19] musk
[19] grab
[19] elon
[19] stripped
[19] free
[19] cash
[19] academics
[19] researchers

Top Words in Tweet in G9:
[18] twitter
[18] imminente
[18] accès
[18] gratuit
[18] annonçait
[18] api
[18] utilisateur
[18] février
[18] travaux
[18] fin

Top Words in Tweet in G10:
[18] access
[16] projects
[16] disrupt
[16] severely
[16] api
[16] decision
[15] revoke
[15] interest
[15] twitter's
[15] public

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[206] severely,disrupt
[198] public,interest
[191] free,api
[187] twitter's,decision
[184] interest,projects
[182] decision,revoke
[182] access,free
[182] revoke,access
[181] disrupt,thousands
[181] thousands,public

Top Word Pairs in Tweet in G1:
[124] public,interest
[119] free,api
[117] interest,projects
[116] disrupt,thousands
[116] thousands,public
[116] decision,revoke
[116] access,free
[116] revoke,access
[115] api,severely
[115] twitter's,decision

Top Word Pairs in Tweet in G2:
[38] tech,companies
[36] launching,coalition
[36] power,people
[36] lives,today
[36] everyday,lives
[36] unprecedented,power
[36] developed,unprecedented
[36] people,everyday
[36] companies,developed
[36] today,launching

Top Word Pairs in Tweet in G3:
[34] dire,situation
[34] concerning,#relief
[34] social,media
[34] time,magazine
[34] situation,#turkey
[34] efforts,social
[34] magazine,dire
[34] interviewed,time
[34] #turkey,concerning
[34] #relief,efforts

Top Word Pairs in Tweet in G4:
[33] mutual,aid
[20] impacted,ending
[20] aid,information
[20] ending,support
[20] twitter,apis
[20] support,twitter
[20] rapid,mutual
[20] researchers,impacted
[20] resources,researchers
[20] information,resources

Top Word Pairs in Tweet in G5:
[10] coalition,independent
[10] independent,technology
[7] societies,knowledge
[7] join,many
[7] student,projects
[7] ngo's,risk
[7] organizations,signing
[7] many,researchers
[7] journalism,ngo's
[7] signing,open

Top Word Pairs in Tweet in G6:
[25] severely,disrupt
[23] lot,those
[23] projects,around
[23] twitter',descision
[23] those,projects
[23] going,severely
[23] descision,going
[23] disrupt,completely
[23] wreck,lot
[23] completely,wreck

Top Word Pairs in Tweet in G7:
[21] decision,revoke
[21] public,interest
[21] interest,projects
[21] revoke,access
[21] free,api
[21] access,free
[20] twitter's,decision
[20] severely,disrupt
[20] api,severely
[20] disrupt,thousands

Top Word Pairs in Tweet in G8:
[19] musk,stripped
[19] twitter,api
[19] academics,researchers
[19] api,desperate
[19] cash,grab
[19] free,access
[19] researchers,free
[19] journalists,academics
[19] access,twitter
[19] elon,musk

Top Word Pairs in Tweet in G9:
[18] gros,utilisateur
[18] ses,travaux
[18] février,twitter
[18] utilisateur,ses
[18] imminente,accès
[18] annonçait,fin
[18] gratuit,api
[18] accès,gratuit
[18] fin,imminente
[18] twitter,annonçait

Top Word Pairs in Tweet in G10:
[16] severely,disrupt
[15] twitter's,decision
[15] disrupt,thousands
[15] thousands,public
[15] free,api
[15] decision,revoke
[15] api,severely
[15] revoke,access
[15] public,interest
[15] interest,projects

Top Replied-To
Top Replied-To in Entire Graph:
@transparenttech
@rebekahktromble
@yang3kc
@nico_vanderb
@ugurkursuncu
@emmalbriant
@riedel_dk
@meta
@michael_j_black
@drmetaxa

Top Replied-To in G1:
@transparenttech
@rebekahktromble
@riedel_dk
@claesdevreese
@davekarpf
@anshiwang11
@trasherdk

Top Replied-To in G2:
@transparenttech
@simondhalliday
@drmetaxa

Top Replied-To in G3:
@ugurkursuncu
@csmap_nyu
@flowergirlbaker
@elonmusk
@transparenttech

Top Replied-To in G4:
@yang3kc
@nico_vanderb
@tagachistudio
@nrv75
@jacomyma
@seinecle

Top Replied-To in G5:
@transparenttech
@mathiasced
@osome_iu
@justinhendrix

Top Replied-To in G6:
@transparenttech

Top Replied-To in G7:
@bgeurkink

Top Replied-To in G8:
@ccdhate

Top Mentioned
Top Mentioned in Entire Graph:
@transparenttech
@rebekahktromble
@natematias
@time
@josephinelukito
@ugurkursuncu
@yang3kc
@brandonsilverm
@csmap_nyu

Top Mentioned in G1:
@transparenttech
@rebekahktromble
@alexanderabdo
@mozilla
@stanfordio
@twitterapi
@elonmusk
@natematias
@josephinelukito
@susanbenesch

Top Mentioned in G2:
@transparenttech
@natematias
@susanbenesch
@dangerousspeech
@cendemtech
@davekarpf
@knightcolumbia
@afroleadership_
@kandoo_tech
@csmap_nyu

Top Mentioned in G3:
@transparenttech
@time
@ugurkursuncu
@twitter
@csmap_nyu
@elonmusk
@witnessorg
@josephinelukito
@yang3kc

Top Mentioned in G4:
@transparenttech
@yang3kc
@josephinelukito
@m_dot_brown
@libbyh
@davidlazer
@flefgraph
@nicolasbchb
@totetmatt
@csmap_nyu

Top Mentioned in G5:
@transparenttech
@twitterdev
@osome_iu
@claesdevreese
@justinhendrix
@knightfdn
@josephinelukito
@threadreaderapp
@rebekahktromble

Top Mentioned in G6:
@brandonsilverm
@transparenttech
@rebekahktromble
@lauraedelson2
@davekarpf

Top Mentioned in G7:
@lauraedelson2
@transparenttech
@twitterapi
@cyber4democracy
@bgeurkink
@rebekahktromble
@elonmusk
@policy
@josephinelukito

Top Mentioned in G8:
@ccdhate
@transparenttech

Top Mentioned in G9:
@medialab_scpo
@transparenttech

Top Mentioned in G10:
@transparenttech
@shannimcg
@unc_citap
@csmap_nyu
@dfreelon
@alicetiara
@brandonsilverm
@rebekahktromble

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@_redfrog
@ansisegle
@jjj5819
@rhonda_harbison
@eilonwy24
@digyoursoul
@_l17r_
@sampson_elaine
@hellblazerarts

Top Tweeters in G1:
@_redfrog
@sampson_elaine
@hellblazerarts
@aceredband1t
@blackamazon
@ayirpelle
@lightrider
@sainlesemajeste
@ghayasm73
@cloeteheather

Top Tweeters in G2:
@eilonwy24
@tummler10
@codeforpdx
@wrarebit
@elizabethjsays
@garrett_wollman
@brendannyhan
@mike_cal
@rrichard09
@charta_77

Top Tweeters in G3:
@rhonda_harbison
@digyoursoul
@squizzradical
@time
@dd9000
@omyword
@spireship
@ralpharmstrong1
@sassybibrarian
@witwarrior

Top Tweeters in G4:
@washingtonpost
@carmenbeat
@bbhorne
@prowag
@nico_vanderb
@justkitan
@flefgraph
@seinecle
@davidlazer
@kesterratcliff

Top Tweeters in G5:
@threadreaderapp
@monasmitte
@thepumamama
@djriveraros
@ura5ch3wo
@valb00
@arfness
@alxtrathicc
@knightfdn
@justinhendrix

Top Tweeters in G6:
@social_seer
@joejaggi
@corinneam
@clancynewyork
@fluxcapdoodah
@korytellers
@marymcnamara
@graysongoal
@slashseeker
@mikebabulic

Top Tweeters in G7:
@jjj5819
@gabydore
@nanaslugdiva
@kellyb20201
@jbenton
@followlori
@bob_calder
@mattsheffield
@txtbkenigma
@anncathrin87

Top Tweeters in G8:
@thatmags
@z3rdacc
@awesomehyperon
@mgtruth
@robtnewman
@andrevanwest
@johwondine
@mediawest
@throwsshadows
@universalruth

Top Tweeters in G9:
@amontespan
@joelgombin
@daghanirak
@mnoel75
@trmurakami
@jibhet
@emilienschultz
@cris_sciencespo
@stephcheviron
@yomguithereal

Top Tweeters in G10:
@brianros1
@aboynamedart
@churchofbasebal
@realdbell
@bendigo_shafter
@msirish0077yah1
@rhetoricpj
@shannimcg
@dfreelon
@alicetiara


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