@transparenttech, Twitter, 2/15/2023 4:49:50 PM, 289541


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@transparenttech Twitter NodeXL SNA Map and Report for Wednesday, 15 February 2023 at 16:40 UTC
@transparenttech Twitter NodeXL SNA Map and Report for Wednesday, 15 February 2023 at 16:40 UTC
From:
SMRFoundation
Uploaded on:
February 15, 2023
Short Description:
@transparenttech via NodeXL https://bit.ly/3IomhEe
@transparenttech
@rebekahktromble
@ardrigh
@elonmusk
@twitter
@yang3kc
@boogheta
@nico_vanderb
@seinecle
@jacomyma

Top hashtags:
#twitterapi
#noresearchwithoutapi
#turkey
#relief
#turkeyearthquake
#twitter
#sotu

Description:
Description
The graph represents a network of 454 Twitter users whose recent tweets contained "@transparenttech", 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 Wednesday, 15 February 2023 at 16:44 UTC.

The tweets in the network were tweeted over the 8-day, 22-hour, 4-minute period from Monday, 06 February 2023 at 16:00 UTC to Wednesday, 15 February 2023 at 14:04 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 : 454
Unique Edges : 786
Edges With Duplicates : 643
Total Edges : 1429
Number of Edge Types : 5
Retweet : 526
MentionsInRetweet : 624
Mentions : 195
Replies to : 72
Tweet : 12
Self-Loops : 15
Reciprocated Vertex Pair Ratio : 0.014985014985015
Reciprocated Edge Ratio : 0.0295275590551181
Connected Components : 1
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 454
Maximum Edges in a Connected Component : 1429
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.006812
Graph Density : 0.00494014450895158
Modularity : 0.356377
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 454 Twitter users whose recent tweets contained "@transparenttech", 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 Wednesday, 15 February 2023 at 16:44 UTC.

The tweets in the network were tweeted over the 8-day, 22-hour, 4-minute period from Monday, 06 February 2023 at 16:00 UTC to Wednesday, 15 February 2023 at 14:04 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 : @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:
[283] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[45] https://twitter.com/transparenttech/status/1622626170016604161
[45] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[34] https://time.com/6254500/turkey-earthquake-twitter-musk-rescue/
[30] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform?usp=send_form
[20] https://www.nbcnews.com/tech/tech-news/twitter-api-musk-developers-rcna69024
[19] https://twitter.com/TwitterDev/status/1625234161010343941
[11] https://cdt.org/insights/cdt-joins-coalition-for-independent-technology-research-calling-on-twitter-to-maintain-api-access-for-researchers/
[7] https://twitter.com/elonmusk/status/1625249772180500481
[6] https://twitter.com/UgurKursuncu/status/1624449920169115650

Top URLs in Tweet in G1:
[165] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[22] https://twitter.com/transparenttech/status/1622626170016604161
[19] https://www.nbcnews.com/tech/tech-news/twitter-api-musk-developers-rcna69024
[7] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[3] https://twitter.com/elonmusk/status/1625249772180500481
[2] https://twitter.com/IndianIdle/status/1625760719370321920
[1] https://twitter.com/stokel/status/1623738675833061376
[1] https://twitter.com/RebekahKTromble/status/1621566365344612352?s=20&t=mfI7AcjPAR1yP1rH0m6PYg
[1] https://twitter.com/TwitterDev/status/1621026986784337922
[1] https://twitter.com/mozilla/status/1623361350477963265

Top URLs in Tweet in G2:
[69] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[16] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[16] https://twitter.com/transparenttech/status/1622626170016604161
[12] https://twitter.com/TwitterDev/status/1625234161010343941
[11] https://cdt.org/insights/cdt-joins-coalition-for-independent-technology-research-calling-on-twitter-to-maintain-api-access-for-researchers/
[4] https://twitter.com/b_fung/status/1623782772673331203
[3] https://techmonitor.ai/policy/big-tech/twitter-api-charge-eu-elon-musk
[3] https://twitter.com/TwitterDev/status/1625234161010343941?t=llOwIH--2XWu6KjbK3oB_w&s=19
[2] https://twitter.com/UgurKursuncu/status/1624449920169115650
[2] https://twitter.com/ABSamma/status/1624400432918396928

Top URLs in Tweet in G3:
[32] https://time.com/6254500/turkey-earthquake-twitter-musk-rescue/
[7] https://twitter.com/transparenttech/status/1622626170016604161
[6] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[4] https://twitter.com/TwitterDev/status/1625234161010343941
[3] https://twitter.com/UgurKursuncu/status/1624449920169115650
[3] https://twitter.com/elonmusk/status/1625249772180500481
[2] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[2] https://twitter.com/NBCNews/status/1622978014173663233
[2] https://twitter.com/markscott82/status/1622928566613688324
[2] https://twitter.com/TwitterDev/status/1623467615539859456

Top URLs in Tweet in G4:
[27] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform?usp=send_form
[12] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[1] https://twitter.com/b_fung/status/1623782772673331203
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/

Top URLs in Tweet in G5:
[13] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[4] https://www.science.org/content/article/twitters-plan-cut-free-data-access-evokes-fair-amount-panic-among-scientists?cookieSet=1
[3] https://citap.substack.com/p/planning-our-post-twitter-future
[2] https://twitter.com/TwitterDev/status/1625234161010343941
[1] https://www.science.org/content/article/twitters-plan-cut-free-data-access-evokes-fair-amount-panic-among-scientists#.Y-SwI3h3H-U.twitter
[1] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform?usp=send_form
[1] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform

Top URLs in Tweet in G6:
[21] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/
[7] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform
[1] https://docs.google.com/forms/d/e/1FAIpQLSfd31H3gWA_vv1tjfecxB9OKViOgQVuayF3vOQv6SNPvYqLuw/viewform?usp=send_form

Top URLs in Tweet in G7:
[6] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/

Top URLs in Tweet in G8:
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/

Top URLs in Tweet in G9:
[2] https://www.mctd.ac.uk/minderoo-centre-sign-letter-for-twitter-api-open-data-access/

Top URLs in Tweet in G10:
[1] https://independenttechresearch.org/letter-twitter-api-access-threatens-public-interest-research/

Top Domains
Top Domains in Tweet in Entire Graph:
[283] independenttechresearch.org
[127] twitter.com
[75] google.com
[34] time.com
[20] nbcnews.com
[11] cdt.org
[6] science.org
[4] techmonitor.ai
[3] ac.uk
[3] substack.com

Top Domains in Tweet in G1:
[165] independenttechresearch.org
[44] twitter.com
[19] nbcnews.com
[7] google.com
[1] science.org
[1] techmonitor.ai
[1] whitehouse.gov
[1] wordpress.com
[1] threadreaderapp.com

Top Domains in Tweet in G2:
[69] independenttechresearch.org
[57] twitter.com
[17] google.com
[11] cdt.org
[3] techmonitor.ai
[2] time.com
[1] nbcnews.com
[1] ac.uk
[1] whitehouse.gov

Top Domains in Tweet in G3:
[32] time.com
[23] twitter.com
[6] independenttechresearch.org
[2] google.com

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

Top Domains in Tweet in G5:
[13] independenttechresearch.org
[5] science.org
[3] substack.com
[2] google.com
[2] twitter.com

Top Domains in Tweet in G6:
[21] independenttechresearch.org
[8] google.com

Top Domains in Tweet in G7:
[6] independenttechresearch.org

Top Domains in Tweet in G8:
[1] independenttechresearch.org

Top Domains in Tweet in G9:
[2] ac.uk

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[94] twitterapi
[41] noresearchwithoutapi
[35] turkey
[34] relief
[34] turkeyearthquake
[3] twitter
[2] sotu
[2] disinformation
[1] earthquake
[1] api



Top Hashtags in Tweet in G1:
[42] twitterapi
[19] noresearchwithoutapi
[1] sotu

Top Hashtags in Tweet in G2:
[33] twitterapi
[13] noresearchwithoutapi
[3] twitter
[2] disinformation
[2] turkey
[2] relief
[2] turkeyearthquake
[1] sotu

Top Hashtags in Tweet in G3:
[33] turkey
[32] relief
[32] turkeyearthquake
[11] twitterapi
[8] noresearchwithoutapi
[1] earthquake
[1] api
[1] misinformation

Top Hashtags in Tweet in G4:
[4] twitterapi

Top Hashtags in Tweet in G5:
[3] twitterapi
[1] noresearchwithoutapi

Top Hashtags in Tweet in G7:
[1] twitterapi

Top Words
Top Words in Tweet in Entire Graph:
[484] transparenttech
[480] twitter
[390] access
[384] decision
[355] api
[304] letter
[285] free
[254] public
[235] calling
[228] projects

Top Words in Tweet in G1:
[255] twitter
[254] decision
[217] transparenttech
[214] api
[212] access
[162] public
[160] free
[151] letter
[150] today
[136] interest

Top Words in Tweet in G2:
[110] transparenttech
[102] twitter
[96] letter
[88] access
[83] api
[78] decision
[72] free
[57] projects
[54] calling
[52] public

Top Words in Tweet in G3:
[50] transparenttech
[49] twitter
[40] support
[37] data
[37] elonmusk
[35] time
[33] social
[33] #turkey
[32] blind
[32] turning

Top Words in Tweet in G4:
[43] transparenttech
[39] fill
[39] form
[30] request
[30] mutual
[30] aid
[30] support
[30] organizing
[30] impacted
[27] provide

Top Words in Tweet in G5:
[28] transparenttech
[24] twitter
[22] letter
[21] api
[19] access
[17] research
[14] decision
[11] free
[10] calling
[8] open

Top Words in Tweet in G6:
[29] transparenttech
[26] projects
[26] decision
[22] access
[22] twitter
[21] calling
[20] disrupt
[20] data
[20] severely
[20] free

Top Words in Tweet in G7:
[13] access
[7] twitter
[7] api
[7] research
[6] platforms
[6] vital
[6] form
[6] close
[6] call
[6] join

Top Words in Tweet in G8:
[3] twitter
[3] transparenttech
[2] molly0xfff
[2] api
[2] bot
[2] run
[2] study
[2] decision
[2] data

Top Words in Tweet in G9:
[4] public
[2] accountability
[2] content
[2] transparenttech
[2] interest
[2] fundamental
[2] read
[2] apis
[2] building
[2] organised

Top Words in Tweet in G10:
[2] transparenttech

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[215] calling,twitter
[208] public,interest
[197] transparenttech,calling
[180] severely,disrupt
[176] twitter,reverse
[170] reverse,decision
[166] free,api
[165] twitter's,decision
[162] projects,worldwide
[162] interest,projects

Top Word Pairs in Tweet in G1:
[136] public,interest
[134] calling,twitter
[128] twitter,reverse
[128] reverse,decision
[119] decision,revoke
[119] revoke,access
[119] free,api
[119] access,free
[118] published,today
[118] severely,disrupt

Top Word Pairs in Tweet in G2:
[42] calling,twitter
[41] transparenttech,calling
[41] public,interest
[39] twitter,reverse
[33] reverse,decision
[33] severely,disrupt
[32] free,api
[32] projects,worldwide
[32] decision,revoke
[32] access,free

Top Word Pairs in Tweet in G3:
[36] elonmusk,transparenttech
[32] dire,situation
[32] concerning,#relief
[32] social,media
[32] major,tech
[32] time,magazine
[32] tech,companies
[32] situation,#turkey
[32] efforts,social
[32] media,data

Top Word Pairs in Tweet in G4:
[36] fill,form
[30] mutual,aid
[30] aid,impacted
[30] organizing,mutual
[30] transparenttech,organizing
[27] form,request
[27] provide,support
[27] impacted,researchers
[27] request,provide
[27] researchers,fill

Top Word Pairs in Tweet in G5:
[7] severely,disrupt
[7] yang3kc,davidlazer
[7] davidlazer,transparenttech
[7] nicolasbchb,totetmatt
[7] social,media
[6] twitter,reverse
[6] transparenttech,flefgraph
[6] thousands,public
[6] twitter's,decision
[6] transparenttech,calling

Top Word Pairs in Tweet in G6:
[21] transparenttech,calling
[21] calling,twitter
[20] severely,disrupt
[19] research,community
[19] twitter',descision
[19] free,access
[19] those,projects
[19] lot,those
[19] going,severely
[19] decision,research

Top Word Pairs in Tweet in G7:
[6] api,access
[6] interest,research
[6] access,vital
[6] transparenttech's,call
[6] free,api
[6] behalf,aoir_org
[6] close,free
[6] access,big
[6] enshrine,form
[6] call,twitter

Top Word Pairs in Tweet in G8:
[2] transparenttech,molly0xfff

Top Word Pairs in Tweet in G9:
[2] interest,research
[2] studying,public
[2] apis,studying
[2] remain,easily
[2] transparency,accountability
[2] access,fundamental
[2] data,access
[2] easily,accessible
[2] read,more
[2] signed,letter

Top Replied-To
Top Replied-To in Entire Graph:
@transparenttech
@rebekahktromble
@yang3kc
@nico_vanderb
@ugurkursuncu
@csmap_nyu
@justinhendrix
@flowergirlbaker
@tagachistudio
@anshiwang11

Top Replied-To in G1:
@transparenttech
@anshiwang11
@ccdhate
@mathiasced
@osome_iu
@bgeurkink

Top Replied-To in G2:
@transparenttech
@yang3kc
@csmap_nyu
@justinhendrix
@tagachistudio

Top Replied-To in G3:
@ugurkursuncu
@flowergirlbaker

Top Replied-To in G4:
@transparenttech
@rebekahktromble

Top Replied-To in G5:
@nico_vanderb
@transparenttech
@nrv75
@seinecle
@jacomyma
@yang3kc

Top Replied-To in G6:
@transparenttech

Top Replied-To in G8:
@trasherdk
@transparenttech

Top Replied-To in G10:
@transparenttech

Top Mentioned
Top Mentioned in Entire Graph:
@transparenttech
@elonmusk
@twitter
@time
@twitterdev
@twitterapi
@yang3kc
@rebekahktromble
@policy
@dfreelon

Top Mentioned in G1:
@transparenttech
@twitterapi
@twitterdev
@elonmusk
@rebekahktromble
@policy
@stokel
@justinhendrix
@sciencemagazine
@dfreelon

Top Mentioned in G2:
@transparenttech
@elonmusk
@twitterdev
@twitterapi
@rebekahktromble
@policy
@cendemtech
@cnnbusiness
@yang3kc
@twitter

Top Mentioned in G3:
@transparenttech
@twitter
@elonmusk
@time
@twitterdev
@ugurkursuncu
@rhonda_harbison
@nbcnews
@verajourova
@politicoeurope

Top Mentioned in G4:
@transparenttech
@cnnbusiness
@yang3kc
@rebekahktromble
@elonmusk

Top Mentioned in G5:
@transparenttech
@dfreelon
@yang3kc
@davidlazer
@flefgraph
@nicolasbchb
@totetmatt
@sciencemagazine
@lorenz_spreen
@jacomyma

Top Mentioned in G6:
@transparenttech

Top Mentioned in G7:
@aoir_org
@transparenttech

Top Mentioned in G8:
@transparenttech
@molly0xfff

Top Mentioned in G9:
@transparenttech

Top Mentioned in G10:
@sanjanah
@transparenttech

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@_redfrog
@jjj5819
@rhonda_harbison
@digyoursoul
@_l17r_
@hellblazerarts
@aceredband1t
@squizzradical
@social_seer

Top Tweeters in G1:
@threadreaderapp
@_redfrog
@hellblazerarts
@cloeteheather
@thesanewhitaker
@mercurialmiss
@mjcaswell
@thatmags
@norberta36
@die_primel

Top Tweeters in G2:
@jjj5819
@_l17r_
@gabydore
@nanaslugdiva
@kellyb20201
@engadget
@cnnbusiness
@cnetnews
@valb00
@jbenton

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

Top Tweeters in G4:
@aceredband1t
@lightrider
@sainlesemajeste
@cptleto
@medmouad
@techmemechatter
@hipsterelectron
@meerjetzt
@faineg
@julepandme

Top Tweeters in G5:
@ethanz
@sciencemagazine
@nico_vanderb
@flefgraph
@seinecle
@davidlazer
@nrv75
@dfreelon
@glenszczypka
@totetmatt

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

Top Tweeters in G7:
@tamaleaver
@laura_greenaura
@elinor_carmi
@dorothylhammond
@spencerizen
@aoir_org

Top Tweeters in G8:
@molly0xfff
@trasherdk
@bohman_lena

Top Tweeters in G9:
@lisagiven
@mctdcambridge

Top Tweeters in G10:
@ardrigh
@sanjanah


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