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transparenttech Twitter NodeXL SNA Map and Report for Monday, 28 August 2023 at 20:47 UTC (experimental version)
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From:
marc_smith
Uploaded on:
August 28, 2023
Short Description:
transparenttech via NodeXL https://bit.ly/47SgDEX
@transparenttech
@josephinelukito
@strathclydeoa
@csmap_nyu
@wearetandf
@stokel
@unclenate
@cendemtech
@solomonmg
@huetchen2

Top hashtags:
#TransparentTech
#NoResearchWithoutAPI
#TwitterAPI
#Bitcoin
#transparenttech

Description:
Description
The graph represents a network of 246 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 40,000 tweets, tweeted between 1/1/2023 12:00:00 AM and 8/28/2023 1:46:36 PM. The network was obtained from Twitter on Monday, 28 August 2023 at 20:47 UTC.

The tweets in the network were tweeted over the 237-day, 20-hour, 40-minute period from Monday, 02 January 2023 at 17:07 UTC to Monday, 28 August 2023 at 13:47 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 : 246
Unique Edges : 374
Edges With Duplicates : 291
Total Edges : 665
Number of Edge Types : 7
Replies to : 130
MentionsInReplyTo : 241
Mentions : 109
Quote : 71
Tweet : 54
MentionsInQuote : 57
MentionsInQuoteReply : 3
Self-Loops : 146
Reciprocated Vertex Pair Ratio : 0.0537634408602151
Reciprocated Edge Ratio : 0.102040816326531
Connected Components : 38
Single-Vertex Connected Components : 33
Maximum Vertices in a Connected Component : 193
Maximum Edges in a Connected Component : 614
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.407715
Graph Density : 0.00650406504065041
Modularity : 0.425372
NodeXL Version : 1.0.1.520
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=292325
Data Import : The graph represents a network of 246 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 40,000 tweets, tweeted between 1/1/2023 12:00:00 AM and 8/28/2023 1:46:36 PM. The network was obtained from Twitter on Monday, 28 August 2023 at 20:47 UTC.

The tweets in the network were tweeted over the 237-day, 20-hour, 40-minute period from Monday, 02 January 2023 at 17:07 UTC to Monday, 28 August 2023 at 13:47 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 : TwitterSearch3
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[17] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[10] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[9] https://independenttechresearch.org/letter-twitters-new-api-plans-will-devastate-public-interest-research/
[7] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research
[5] https://cdt.org/insights/to-protect-elections-protect-researchers/
[3] https://independenttechresearch.org/reddit-data-access-letter/
[3] https://www.nytimes.com/2023/07/13/business/texas-tiktok-ban-challenge.html
[3] https://cdt.org/insights/cdt-joins-coalition-for-independent-technology-research-calling-on-twitter-to-maintain-api-access-for-researchers/
[2] https://forms.gle/81M2spETbTUDKbDU8
[1] https://en.rattibha.com/thread/1684667994289377281

Top URLs in Tweet in G1:
[7] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[4] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[4] https://independenttechresearch.org/letter-twitters-new-api-plans-will-devastate-public-interest-research/
[2] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research
[2] https://forms.gle/81M2spETbTUDKbDU8
[2] https://www.nytimes.com/2023/07/13/business/texas-tiktok-ban-challenge.html
[1] https://twitter.com/transparenttech/status/1628402958068072450?s=20
[1] https://www.cnet.com/tech/services-and-software/tiktok-opens-its-data-to-more-researchers-as-part-of-transparency-push/
[1] https://www.washingtonpost.com/technology/2023/02/02/ticktok-transparency-center-opens/
[1] https://www.vox.com/recode/2023/2/2/23582202/tiktok-headquarters-press-accountability-ban-trump

Top URLs in Tweet in G2:
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research
[1] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[1] https://youtu.be/JR1LGP8hynU
[1] https://articlebazar.com/microsofts-bold-venture-into-ai-and-web3-integration-with-aptos-labs/
[1] https://l8r.it/ctQC
[1] https://independenttechresearch.org/letter-twitters-new-api-plans-will-devastate-public-interest-research/

Top URLs in Tweet in G3:
[2] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[1] https://techpolicy.press/the-problem-with-tiktoks-new-researcher-api-is-not-tiktok/
[1] https://developers.tiktok.com/products/research-api
[1] https://independenttechresearch.org/letter-twitters-new-api-plans-will-devastate-public-interest-research/
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/

Top URLs in Tweet in G4:
[2] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[2] https://independenttechresearch.org/reddit-data-access-letter/
[1] https://wired.trib.al/olurx1T
[1] https://www.wired.com/story/twitter-data-api-prices-out-nearly-everyone/
[1] https://www.fastcompany.com/90847932/elon-musks-plans-to-limit-api-access-might-be-good-for-twitters-business-but-its-bad-for-the-open-internet
[1] https://pro.politico.eu/news/159507
[1] https://twitter.com/TwitterDev/status/1621026986784337922
[1] https://proxy.link.app/198886819888/forms.gle/jH4V6LhfBn38eEhJA
[1] https://www.reuters.com/technology/twitter-research-group-stall-complicates-compliance-with-new-eu-law-2023-01-27/
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research

Top URLs in Tweet in G5:
[3] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[1] https://time.com/6254500/turkey-earthquake-twitter-musk-rescue/
[1] https://independenttechresearch.org/letter-twitters-new-api-plans-will-devastate-public-interest-research/
[1] http://bit.ly/3m67MMY
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research
[1] https://twitter.com/LauraEdelson2/status/1622643221892308992?s=20&t=tLiRVn9N9Y3cTjD8jw9_ww

Top URLs in Tweet in G6:
[5] https://cdt.org/insights/to-protect-elections-protect-researchers/
[4] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[3] https://cdt.org/insights/cdt-joins-coalition-for-independent-technology-research-calling-on-twitter-to-maintain-api-access-for-researchers/
[2] https://independenttechresearch.org/letter-twitters-new-api-plans-will-devastate-public-interest-research/
[1] https://ec.europa.eu/info/law/better-regulation/have-your-say/initiatives/13817-Delegated-Regulation-on-data-access-provided-for-in-the-Digital-Services-Act_en
[1] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research
[1] https://www.washingtonpost.com/politics/2023/02/03/twitter-curbs-researcher-access-sparking-backlash-washington/
[1] https://threadreaderapp.com/thread/1622722752212762627.html

Top URLs in Tweet in G7:
[1] https://algorithmwatch.org/de/newsletter/
[1] https://bit.ly/3RYjJjr
[1] https://ec.europa.eu/info/law/better-regulation/have-your-say/initiatives/13817-Delegated-Regulation-on-data-access-provided-for-in-the-Digital-Services-Act/F3422996_en
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research
[1] https://en.rattibha.com/thread/1684667994289377281

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] http://spr.ly/6012Ppe4C
[1] https://www.nytimes.com/2023/07/13/business/texas-tiktok-ban-challenge.html

Top Domains
Top Domains in Tweet in Entire Graph:
[39] independenttechresearch.org
[17] twitter.com
[10] google.com
[8] cdt.org
[5] bit.ly
[3] techpolicy.press
[3] nbcnews.to
[3] washingtonpost.com
[3] nytimes.com
[2] tiktok.com

Top Domains in Tweet in G1:
[17] independenttechresearch.org
[13] twitter.com
[4] google.com
[3] bit.ly
[3] nbcnews.to
[2] washingtonpost.com
[2] forms.gle
[2] nytimes.com
[2] knightcolumbia.org
[1] cnet.com

Top Domains in Tweet in G2:
[2] independenttechresearch.org
[1] google.com
[1] youtu.be
[1] articlebazar.com
[1] l8r.it

Top Domains in Tweet in G3:
[2] google.com
[2] independenttechresearch.org
[1] techpolicy.press
[1] tiktok.com

Top Domains in Tweet in G4:
[3] independenttechresearch.org
[2] twitter.com
[2] google.com
[1] trib.al
[1] wired.com
[1] fastcompany.com
[1] politico.eu
[1] link.app
[1] reuters.com
[1] techpolicy.press

Top Domains in Tweet in G5:
[5] independenttechresearch.org
[1] time.com
[1] bit.ly
[1] twitter.com

Top Domains in Tweet in G6:
[8] cdt.org
[7] independenttechresearch.org
[1] europa.eu
[1] google.com
[1] washingtonpost.com
[1] threadreaderapp.com

Top Domains in Tweet in G7:
[1] algorithmwatch.org
[1] bit.ly
[1] europa.eu
[1] independenttechresearch.org
[1] rattibha.com

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

Top Domains in Tweet in G10:
[1] spr.ly
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[24] TransparentTech
[18] NoResearchWithoutAPI
[14] TwitterAPI
[4] Bitcoin
[3] transparenttech
[3] disinformation
[3] ElectionSecurity
[2] API
[2] xrp
[2] Turkey



Top Hashtags in Tweet in G1:
[15] NoResearchWithoutAPI
[12] TwitterAPI
[1] RedditBlackout
[1] Matsodon
[1] SOTU
[1] InternetforTrust
[1] techresearch
[1] InternetForTrust

Top Hashtags in Tweet in G2:
[23] TransparentTech
[4] Bitcoin
[2] transparenttech
[2] xrp
[1] TEMU
[1] cashrewards
[1] VARROW
[1] ITsolutions
[1] EthicalIT
[1] SupplyChainRevolution

Top Hashtags in Tweet in G3:
[1] TwitterAPI
[1] TikTokAPI
[1] TikTok
[1] NoResearchWithoutAPI

Top Hashtags in Tweet in G4:
[1] ICA23

Top Hashtags in Tweet in G5:
[2] Turkey
[2] API
[1] relief
[1] turkeyearthquake
[1] earthquake
[1] humanrights
[1] OSINT
[1] freedataaccess
[1] Twitter
[1] TwitterAPI

Top Hashtags in Tweet in G6:
[3] disinformation
[3] ElectionSecurity
[2] NoResearchWithoutAPI
[1] research
[1] elections
[1] disinfo

Top Hashtags in Tweet in G10:
[1] AcademicFreedom
[1] TechResearch

Top Words
Top Words in Tweet in Entire Graph:
[144] transparenttech
[114] twitter
[94] api
[91] access
[73] research
[59] researchers
[48] letter
[43] public
[38] free
[35] data

Top Words in Tweet in G1:
[49] access
[47] twitter
[45] api
[42] transparenttech
[34] researchers
[33] research
[20] letter
[19] data
[19] public
[19] coalition

Top Words in Tweet in G2:
[25] #transparenttech
[12] transparent
[10] transparency
[8] transparenttech
[8] blockchain
[7] twitter
[6] decision
[6] trust
[6] letter
[5] public

Top Words in Tweet in G3:
[21] transparenttech
[12] api
[12] yang3kc
[8] davidlazer
[8] access
[7] totetmatt
[7] flefgraph
[7] twitter
[7] nicolasbchb
[6] seinecle

Top Words in Tweet in G4:
[18] twitter
[15] api
[14] transparenttech
[12] access
[7] free
[7] public
[7] rebekahktromble
[6] researchers
[5] research
[4] tiers

Top Words in Tweet in G5:
[14] twitter
[13] transparenttech
[9] elonmusk
[7] access
[6] free
[6] decision
[5] twitter's
[5] api
[5] letter
[4] interest

Top Words in Tweet in G6:
[24] transparenttech
[13] research
[12] twitter
[10] api
[9] wtadler
[9] marechalphd
[8] more
[8] researchers
[7] letter
[6] access

Top Words in Tweet in G7:
[9] transparenttech
[6] democracyr
[6] avaaz
[6] snv_berlin
[6] amnestytech
[6] gwiddp
[6] aiforensics_org
[6] memo98slovakia
[6] mozilla
[6] isdglobal

Top Words in Tweet in G9:
[2] transparenttech

Top Words in Tweet in G10:
[2] lawsuit
[2] important
[2] transparenttech

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[24] public,interest
[22] api,access
[20] twitter,api
[16] mutual,aid
[14] calling,twitter
[12] free,access
[12] interest,research
[12] social,media
[12] free,api
[11] twitter,reverse

Top Word Pairs in Tweet in G1:
[11] api,access
[8] public,interest
[8] mutual,aid
[6] researcher,access
[6] twitter,api
[6] social,media
[5] free,api
[5] free,access
[5] read,more
[5] coalition,independent

Top Word Pairs in Tweet in G2:
[3] public,interest
[3] transparent,technology
[3] supply,chain
[3] calling,twitter
[2] twitter,reverse
[2] trust,accountability
[2] worldwide,transparenttech
[2] follow,coinlivespace
[2] thousands,public
[2] twitter's,decision

Top Word Pairs in Tweet in G3:
[7] yang3kc,davidlazer
[7] davidlazer,transparenttech
[7] nicolasbchb,totetmatt
[6] transparenttech,flefgraph
[6] flefgraph,nicolasbchb
[6] seinecle,yang3kc
[5] api,access
[4] jacomyma,seinecle
[4] mutual,aid
[2] researchers,outside

Top Word Pairs in Tweet in G4:
[7] twitter,api
[4] rebekahktromble,transparenttech
[4] public,interest
[3] access,twitter
[3] free,access
[3] api,access
[2] access,program
[2] over,next
[2] organizing,mutual
[2] longer,support

Top Word Pairs in Tweet in G5:
[5] elonmusk,transparenttech
[4] public,interest
[3] twitter,elonmusk
[3] projects,worldwide
[3] rhonda_harbison,time
[3] time,twitter
[3] interest,projects
[3] ugurkursuncu,rhonda_harbison
[2] decision,revoke
[2] social,media

Top Word Pairs in Tweet in G6:
[9] wtadler,marechalphd
[5] marechalphd,transparenttech
[4] easily,accessible
[3] many,researchers
[3] twitter,ensure
[3] protect,vital
[3] api,remains
[3] open,letter
[3] urging,twitter
[3] calling,policymakers

Top Word Pairs in Tweet in G7:
[6] isdglobal,aiforensics_org
[6] snv_berlin,avaaz
[6] avaaz,democracyr
[6] aiforensics_org,snv_berlin
[6] amnestytech,isdglobal
[6] brandonsilverm,transparenttech
[6] democracyr,gwiddp
[6] mozilla,amnestytech
[6] transparenttech,memo98slovakia
[6] gwiddp,brandonsilverm

Top Replied-To
Top Replied-To in Entire Graph:
@transparenttech
@wtadler
@rebekahktromble
@yang3kc
@nico_vanderb
@ugurkursuncu
@algorithmwatch
@ccdhate
@knightcolumbia
@csmap_nyu

Top Replied-To in G1:
@transparenttech
@ccdhate
@knightcolumbia
@claesdevreese

Top Replied-To in G3:
@yang3kc
@nico_vanderb
@transparenttech
@josephinelukito
@tagachistudio
@nrv75
@jacomyma
@seinecle

Top Replied-To in G4:
@rebekahktromble
@transparenttech
@bgeurkink
@hotformoot
@justinhendrix

Top Replied-To in G5:
@ugurkursuncu
@flowergirlbaker

Top Replied-To in G6:
@wtadler
@csmap_nyu
@osome_iu
@transparenttech
@mathiasced

Top Replied-To in G7:
@algorithmwatch
@mozilla
@huetchen2

Top Replied-To in G8:
@transparenttech

Top Replied-To in G9:
@transparenttech

Top Mentioned
Top Mentioned in Entire Graph:
@transparenttech
@elonmusk
@twitter
@yang3kc
@brandonsilverm
@isdglobal
@rebekahktromble
@davidlazer

Top Mentioned in G1:
@transparenttech
@rebekahktromble
@knightcolumbia
@elonmusk
@ccdhate
@tiktokcomms
@twitter
@riptari

Top Mentioned in G2:
@transparenttech
@coinlivespace
@aurusofficial

Top Mentioned in G3:
@transparenttech
@yang3kc
@davidlazer
@flefgraph
@nicolasbchb
@totetmatt
@jacomyma
@seinecle
@m_dot_brown

Top Mentioned in G4:
@transparenttech
@rebekahktromble
@reddit
@wired
@fastcompany
@azeem
@twitter
@sheila_dang
@elonmusk

Top Mentioned in G5:
@transparenttech
@twitter
@elonmusk
@time
@rhonda_harbison
@lauraedelson2
@cyber4democracy

Top Mentioned in G6:
@transparenttech
@cendemtech
@marechalphd
@osome_iu
@brandonsilverm
@stanfordio
@ceiptechprogram
@daphnehk
@appcpenn
@solomonmg

Top Mentioned in G7:
@transparenttech
@amnestytech
@isdglobal
@aiforensics_org
@snv_berlin
@avaaz
@democracyr
@gwiddp
@brandonsilverm
@memo98slovakia

Top Mentioned in G8:
@cristiania
@mauro_pucheta
@tpoell
@ritvikgpt
@eu_lucasanjos
@profmccann
@platform_lab
@catrionagotz
@ben_wray1989
@audecefaliello

Top Mentioned in G9:
@strath_ischool
@strathcis
@infogamerist
@transparenttech

Top Mentioned in G10:
@transparenttech
@lauren__coffey
@insidehighered
@knightcolumbia
@2ramyakrishnan

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@rhonda_harbison
@rattibha
@time
@nbcnews
@leahmcelrath
@fortunemagazine
@fastcompany
@techcrunch
@npr

Top Tweeters in G1:
@nbcnews
@fortunemagazine
@techcrunch
@npr
@engadget
@cnnbusiness
@cnetnews
@ardrigh
@brendannyhan
@politicoeurope

Top Tweeters in G2:
@gadgetflow
@petit_ecolier
@strategy_gal
@timkarr
@michaelgraaf
@ellyawwesome
@datasociety
@aivilledotcom
@rhexusfactor
@techiesreviews

Top Tweeters in G3:
@knightfdn
@natematias
@nico_vanderb
@davekarpf
@flefgraph
@seinecle
@davidlazer
@nrv75
@generic_void
@totetmatt

Top Tweeters in G4:
@fastcompany
@hipsterelectron
@wired
@arfness
@gin_sol
@followlori
@reddit
@justinhendrix
@stokel
@azeem

Top Tweeters in G5:
@rhonda_harbison
@time
@flowergirlbaker
@pithypacky
@tchambers
@elonmusk
@witnessorg
@proundpapaof3
@reploritrahan
@petersuber

Top Tweeters in G6:
@threadreaderapp
@gibranashraf
@cendemtech
@mathiasced
@daphnehk
@viacristiano
@appcpenn
@marechalphd
@andrewvoirol
@solomonmg

Top Tweeters in G7:
@rattibha
@prowag
@mozilla
@avaaz
@isdglobal
@algorithmwatch
@snv_berlin
@brandonsilverm
@democracyr
@huetchen2

Top Tweeters in G8:
@ben_wray1989
@ruwansubasinghe
@jonasvalente
@project_gig
@mauro_pucheta
@profmccann
@gigworkersunite
@eu_lucasanjos
@tpoell
@cristiania

Top Tweeters in G9:
@strathclydeoa
@infogamerist
@strathcis
@strath_ischool

Top Tweeters in G10:
@insidehighered
@lauren__coffey
@wearetandf
@2ramyakrishnan


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