#informed22, Twitter, 11/30/2022 3:58:05 AM, 285150


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#informed22 Twitter NodeXL SNA Map and Report for Wednesday, 30 November 2022 at 02:11 UTC
#informed22 Twitter NodeXL SNA Map and Report for Wednesday, 30 November 2022 at 02:11 UTC
From:
marc_smith
Uploaded on:
November 30, 2022
Short Description:
#informed22 via NodeXL https://bit.ly/3gKdNw2
@knightfdn
@digiphile
@doctorow
@laetitiaavia
@sayhar
@engagingnews
@yoyoel
@jcperrino
@karaswisher
@franceshaugen

Top hashtags:
#informed22
#media
#democracy
#infodemic
#2020election
#electionintegrity
#facebookfiles

Description:
Description
The graph represents a network of 298 Twitter users whose recent tweets contained "#informed22", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 200,000 tweets, tweeted between 11/1/2022 6:11:01 PM and 11/29/2022 6:11:01 PM. The network was obtained from Twitter on Wednesday, 30 November 2022 at 02:12 UTC.

The tweets in the network were tweeted over the 622-day, 9-hour, 9-minute period from Wednesday, 17 March 2021 at 16:57 UTC to Wednesday, 30 November 2022 at 02:06 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 : 298
Unique Edges : 555
Edges With Duplicates : 1076
Total Edges : 1631
Number of Edge Types : 9
Mentions : 212
MentionsInRetweet : 751
Retweet : 318
MentionsInReplyTo : 172
MentionsInQuote : 32
Replies to : 83
Tweet : 28
MentionsInQuoteReply : 14
Quote : 21
Self-Loops : 129
Reciprocated Vertex Pair Ratio : 0.0535714285714286
Reciprocated Edge Ratio : 0.101694915254237
Connected Components : 3
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 296
Maximum Edges in a Connected Component : 1629
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.593234
Graph Density : 0.00999932207985899
Modularity : 0.279675
NodeXL Version : 1.0.1.508
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=285149
Data Import : The graph represents a network of 298 Twitter users whose recent tweets contained "#informed22", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 200,000 tweets, tweeted between 11/1/2022 6:11:01 PM and 11/29/2022 6:11:01 PM. The network was obtained from Twitter on Wednesday, 30 November 2022 at 02:12 UTC.

The tweets in the network were tweeted over the 622-day, 9-hour, 9-minute period from Wednesday, 17 March 2021 at 16:57 UTC to Wednesday, 30 November 2022 at 02:06 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 : #informed22
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:
[33] https://knightfoundation.org/events/knight-media-forum/informed-conversations-on-democracy-in-the-digital-age/
[22] https://informed22.interkinnect.com/
[12] https://twitter.com/OSoMe_IU/status/1597762644123189248/photo/1
[11] https://news.sky.com/bigideaslive
[10] https://www.thepeale.org/event/book-talk-chokepoint-capitalism/
[8] https://www.clarkefoundation.org/2022-awards-event/
[7] https://digital.org.au/2022/11/08/doctorow-giblin-first-speaker-announcement-ada-forum-2023/
[6] https://us06web.zoom.us/webinar/register/WN_Q6p4qpFVRi6BFLsawaCgdA
[5] https://www.altaonline.com/california-book-club/a40882308/kim-stanley-robinson-the-gold-coast-california-book-club-november-selection/
[5] https://informed22.interkinnect.com/?utm_source=twitter&utm_medium=post&utm_campaign=informed_virtual#section-2159096

Top URLs in Tweet in G1:
[24] https://knightfoundation.org/events/knight-media-forum/informed-conversations-on-democracy-in-the-digital-age/
[19] https://informed22.interkinnect.com/
[11] https://news.sky.com/bigideaslive
[10] https://www.thepeale.org/event/book-talk-chokepoint-capitalism/
[8] https://www.clarkefoundation.org/2022-awards-event/
[7] https://digital.org.au/2022/11/08/doctorow-giblin-first-speaker-announcement-ada-forum-2023/
[6] https://us06web.zoom.us/webinar/register/WN_Q6p4qpFVRi6BFLsawaCgdA
[5] https://informed22.interkinnect.com/?utm_source=twitter&utm_medium=post&utm_campaign=informed_virtual#section-2159096
[5] https://www.altaonline.com/california-book-club/a40882308/kim-stanley-robinson-the-gold-coast-california-book-club-november-selection/
[5] https://craphound.com/shop/

Top URLs in Tweet in G2:
[4] https://knightfoundation.org/events/knight-media-forum/informed-conversations-on-democracy-in-the-digital-age/
[4] https://twitter.com/digiphile/status/1547323827163734021/photo/1
[2] https://twitter.com/knightfdn/status/1597658664810450944
[2] https://twitter.com/digiphile/status/1562792302631723013/photo/1
[2] https://twitter.com/digiphile/status/1372230502183284737/photo/1
[2] https://twitter.com/digiphile/status/1528057151750545408/photo/1
[2] https://twitter.com/sayhar/status/1597336771335196673/photo/1
[2] https://techpolicy.press/black-skinhead-a-conversation-with-brandi-collins-dexter/
[1] https://mediaengagement.org/research/election-misinformation-symposium/
[1] https://mediaengagement.org/research/communicating-science-across-political-divides/

Top URLs in Tweet in G3:
[8] https://twitter.com/OSoMe_IU/status/1597762644123189248/photo/1
[4] https://twitter.com/OSoMe_IU/status/1597762654822490113/photo/1
[2] https://twitter.com/knightfdn/status/1597710097966596097/photo/1
[2] https://knightfoundation.org/events/knight-media-forum/informed-conversations-on-democracy-in-the-digital-age/
[1] https://twitter.com/knightfdn/status/1597711853228290048
[1] https://misinforeview.hks.harvard.edu/article/twitter-flagged-donald-trumps-tweets-with-election-misinformation-they-continued-to-spread-both-on-and-off-the-platform/
[1] https://twitter.com/donie/status/1597707859625594880
[1] https://twitter.com/donie/status/1597707859625594880/photo/1
[1] http://knightfoundation.org/
[1] https://twitter.com/OSoMe_IU/status/1597341487372464128/photo/1

Top URLs in Tweet in G4:
[2] https://knightfoundation.org/events/knight-media-forum/informed-conversations-on-democracy-in-the-digital-age/
[1] https://twitter.com/LaetitiaAvia/status/1597672624636973056/photo/1
[1] https://twitter.com/LaetitiaAvia/status/1597612266739961856
[1] https://twitter.com/LaetitiaAvia/status/1597727680581234689/photo/1
[1] https://twitter.com/LaetitiaAvia/status/1597358061408391168/photo/1
[1] https://twitter.com/LaetitiaAvia/status/1597347481456898048/photo/1
[1] https://twitter.com/LaetitiaAvia/status/1597612266739961856/photo/1
[1] https://twitter.com/LaetitiaAvia/status/1597602531487920129/photo/1
[1] https://fbarchive.org/
[1] https://twitter.com/knightfdn/status/1597295302134075392

Top URLs in Tweet in G5:
[1] https://journals.sagepub.com/doi/abs/10.1177/02673231211028359
[1] https://twitter.com/BostonJoan/status/1597711021271306241/photo/1
[1] https://informed22.interkinnect.com/
[1] https://twitter.com/JCPerrino/status/1597347942171824129/photo/1
[1] https://twitter.com/JCPerrino/status/1597349115859722241/photo/1
[1] https://twitter.com/JCPerrino/status/1597687696230473728/photo/1
[1] https://twitter.com/JCPerrino/status/1597709595031789568/photo/1
[1] https://twitter.com/JCPerrino/status/1597723662894800897/photo/1
[1] https://twitter.com/JCPerrino/status/1597697153274896385/photo/1
[1] https://twitter.com/JCPerrino/status/1597661451849961473/photo/1

Top URLs in Tweet in G6:
[1] https://twitter.com/yendiism/status/1597380203495313408/photo/1
[1] https://twitter.com/yendiism/status/1597267100661592064/photo/1

Top URLs in Tweet in G7:
[1] https://twitter.com/AttorneyNora/status/1597714190290280449/photo/1
[1] https://informed22.interkinnect.com/#section-2159096
[1] https://twitter.com/attorneynora/status/1597360973299740673
[1] https://informed22.interkinnect.com/page/2225322/in-person-registration

Top URLs in Tweet in G8:
[1] https://informed22.interkinnect.com/
[1] https://twitter.com/pennlawctic/status/1587832237755703299/photo/1

Top URLs in Tweet in G9:
[1] https://knightfoundation.org/events/knight-media-forum/informed-conversations-on-democracy-in-the-digital-age/
[1] https://twitter.com/knightfdn/status/1597295302134075392

Top Domains
Top Domains in Tweet in Entire Graph:
[156] twitter.com
[36] knightfoundation.org
[31] interkinnect.com
[11] sky.com
[10] thepeale.org
[8] zoom.us
[8] clarkefoundation.org
[7] org.au
[5] altaonline.com
[5] craphound.com

Top Domains in Tweet in G1:
[74] twitter.com
[26] knightfoundation.org
[24] interkinnect.com
[11] sky.com
[10] thepeale.org
[8] clarkefoundation.org
[8] zoom.us
[7] org.au
[5] altaonline.com
[5] craphound.com

Top Domains in Tweet in G2:
[37] twitter.com
[4] knightfoundation.org
[4] whitehouse.gov
[2] mediaengagement.org
[2] interkinnect.com
[2] techpolicy.press
[1] nytimes.com
[1] whistleblower.org
[1] politico.com
[1] e-pluribusunum.org

Top Domains in Tweet in G3:
[18] twitter.com
[3] knightfoundation.org
[1] harvard.edu
[1] interkinnect.com

Top Domains in Tweet in G4:
[12] twitter.com
[2] knightfoundation.org
[1] fbarchive.org
[1] thehill.com

Top Domains in Tweet in G5:
[9] twitter.com
[1] sagepub.com
[1] interkinnect.com

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G7:
[2] twitter.com
[2] interkinnect.com

Top Domains in Tweet in G8:
[1] interkinnect.com
[1] twitter.com

Top Domains in Tweet in G9:
[1] knightfoundation.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[375] informed22
[12] media
[11] democracy
[10] infodemic
[8] 2020election
[7] electionintegrity
[7] facebookfiles
[6] technology
[3] informationsaveslives
[3] antitrust



Top Hashtags in Tweet in G1:
[106] informed22
[10] media
[7] democracy
[7] 2020election
[5] infodemic
[5] technology
[5] facebookfiles
[3] antitrust
[2] tech
[2] pluralistic

Top Hashtags in Tweet in G2:
[120] informed22
[3] electionintegrity
[3] infodemic
[2] facebookfiles
[2] keepiton
[2] journalists
[1] 2020election
[1] disinformation
[1] democracy
[1] midterms2022

Top Hashtags in Tweet in G3:
[41] informed22
[1] democracy
[1] journo

Top Hashtags in Tweet in G4:
[39] informed22
[3] electionintegrity
[2] gapol
[1] midterms2022
[1] infomocracy
[1] technology
[1] media
[1] democracy
[1] infodemic

Top Hashtags in Tweet in G5:
[38] informed22
[1] chicahomovie
[1] richardgere
[1] razzedazzle
[1] pressconference
[1] infodemic

Top Hashtags in Tweet in G6:
[13] informed22
[3] informationsaveslives
[2] misinformation
[1] covid
[1] health
[1] preparedness
[1] trust
[1] christmas
[1] media
[1] democracy

Top Hashtags in Tweet in G7:
[12] informed22
[1] artbasel

Top Hashtags in Tweet in G8:
[2] informed22

Top Hashtags in Tweet in G9:
[2] informed22

Top Hashtags in Tweet in G10:
[2] informed22

Top Words
Top Words in Tweet in Entire Graph:
[375] #informed22
[239] knightfdn
[100] yoyoel
[92] twitter
[66] karaswisher
[52] 11
[52] yoel
[52] first
[50] democracy
[46] digital

Top Words in Tweet in G1:
[106] #informed22
[67] knightfdn
[52] 11
[33] conversation
[32] 30
[28] upcoming
[28] appearances
[25] superwuster
[23] nov
[19] miami

Top Words in Tweet in G2:
[120] #informed22
[48] knightfdn
[28] people
[20] sayhar
[19] noupside
[19] election
[18] katieharbath
[15] data
[15] democracy
[15] yoel

Top Words in Tweet in G3:
[59] yoyoel
[55] knightfdn
[49] twitter
[41] #informed22
[40] karaswisher
[30] head
[23] interview
[23] roth
[23] yoel
[22] first

Top Words in Tweet in G4:
[39] #informed22
[32] knightfdn
[21] gasecofstate
[19] laetitiaavia
[14] democracy
[14] jocelynbenson
[14] digital
[13] age
[11] facebook
[9] people

Top Words in Tweet in G5:
[38] #informed22
[22] knightfdn
[16] safety
[12] yoyoel
[11] jcperrino
[11] ma_franks
[10] address
[9] need
[8] policy
[8] free

Top Words in Tweet in G6:
[13] #informed22
[9] dr_kkjetelina
[8] cward1e
[7] knightfdn
[5] need
[4] health
[4] address
[4] response
[4] ashishkjha46
[4] coordinator

Top Words in Tweet in G7:
[12] #informed22
[8] attorneynora
[7] knightfdn
[5] join
[5] yoel
[5] looking
[5] forward
[4] safety
[4] roth
[3] free

Top Words in Tweet in G8:
[4] big
[2] competition
[2] sector
[2] foundation
[2] knight
[2] panel
[2] tech
[2] #informed22
[2] yoo
[2] christopher

Top Words in Tweet in G9:
[2] secretary
[2] 30
[2] michsos
[2] #informed22
[2] jocelyn
[2] knightfdn's
[2] live
[2] state
[2] forum
[2] participate

Top Words in Tweet in G10:
[2] #informed22

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[72] knightfdn,#informed22
[43] yoel,roth
[37] twitter,head
[35] digital,age
[33] democracy,digital
[30] #informed22,karaswisher
[28] upcoming,appearances
[28] #informed22,knightfdn
[27] karaswisher,talks
[27] roth,yoyoel

Top Word Pairs in Tweet in G1:
[28] upcoming,appearances
[18] conversation,superwuster
[18] #informed22,knightfdn
[17] superwuster,#informed22
[17] knightfdn,miami
[17] 11,30
[17] miami,11
[16] appearances,cont'd
[12] chokepoint,capitalism
[12] nov,28

Top Word Pairs in Tweet in G2:
[17] knightfdn,#informed22
[12] social,media
[8] digital,age
[8] democracy,digital
[8] yoel,roth
[7] red,line
[7] down,limits
[7] advice,give
[7] write,down
[7] fire,great

Top Word Pairs in Tweet in G3:
[29] twitter,head
[25] knightfdn,#informed22
[23] yoel,roth
[22] roth,yoyoel
[22] karaswisher,talks
[22] yoyoel,first
[22] talks,yoel
[22] #informed22,karaswisher
[22] first,interview
[22] interview,resigning

Top Word Pairs in Tweet in G4:
[14] gasecofstate,jocelynbenson
[13] digital,age
[13] democracy,digital
[13] age,gasecofstate
[11] knightfdn,#informed22
[8] people,dying
[8] dying,countries
[8] facebook,negligent
[8] story,teenagers
[8] teenagers,mental

Top Word Pairs in Tweet in G5:
[8] #informed22,need
[8] solutions,address
[8] free,speech
[8] technical,policy
[8] need,technical
[8] without,safety
[8] knightfdn,#informed22
[8] speech,without
[8] safety,ma_franks
[8] ma_franks,#informed22

Top Word Pairs in Tweet in G6:
[4] house,covid
[4] #informed22,white
[4] ashishkjha46,dr_kkjetelina
[4] response,coordinator
[4] covid,response
[4] coordinator,ashishkjha46
[4] address,wha
[4] dr_kkjetelina,cward1e
[4] knightfdn,happening
[4] white,house

Top Word Pairs in Tweet in G7:
[7] knightfdn,#informed22
[5] looking,forward
[4] yoel,roth
[3] forward,knightfdn
[3] ll,frame
[3] #informed22,miami
[3] swisher,call
[3] conference,listening
[3] sphere,ll
[3] public,sphere

Top Word Pairs in Tweet in G8:
[2] yoo,panel
[2] panel,big
[2] christopher,yoo
[2] competition,tech
[2] knight,foundation
[2] big,big
[2] sector,#informed22
[2] big,competition
[2] #informed22,knight
[2] tech,sector

Top Word Pairs in Tweet in G9:
[2] secretary,state
[2] 30,watch
[2] knightfdn's,#informed22
[2] #informed22,forum
[2] benson,participate
[2] participate,knightfdn's
[2] jocelyn,benson
[2] watch,live
[2] forum,approximately
[2] approximately,30

Top Replied-To
Top Replied-To in Entire Graph:
@knightfdn
@katieharbath
@katestarbird
@cward1e
@dr_kkjetelina
@sarasti
@alondranelson46
@jcperrino
@c_c_krebs
@sayhar

Top Replied-To in G1:
@karaswisher
@yoyoel
@kbmiami
@knightfdn

Top Replied-To in G2:
@knightfdn
@katieharbath
@katestarbird
@alondranelson46
@sarasti
@c_c_krebs
@sayhar

Top Replied-To in G5:
@jcperrino

Top Replied-To in G6:
@dr_kkjetelina
@cward1e

Top Mentioned
Top Mentioned in Entire Graph:
@knightfdn
@yoyoel
@karaswisher
@gasecofstate
@superwuster
@franceshaugen
@jocelynbenson
@sayhar
@noupside
@engagingnews

Top Mentioned in G1:
@knightfdn
@superwuster
@franceshaugen
@jeffhorwitz
@yoyoel
@facebook
@karaswisher
@ibarguen
@wsj
@doctorow

Top Mentioned in G2:
@knightfdn
@noupside
@sayhar
@katieharbath
@engagingnews
@alondranelson46
@katestarbird
@yoyoel
@c_c_krebs
@whitehouse

Top Mentioned in G3:
@yoyoel
@knightfdn
@karaswisher
@bostonjoan
@osome_iu
@iohnsands
@jcperrino
@engagingnews
@alexreevegivens
@sayhar

Top Mentioned in G4:
@knightfdn
@gasecofstate
@laetitiaavia
@jocelynbenson
@yoyoel
@karaswisher
@katieharbath
@franceshaugen
@jeffhorwitz

Top Mentioned in G5:
@knightfdn
@yoyoel
@ma_franks
@jcperrino
@bostonjoan
@stanfordio
@karaswisher
@oneunderscore
@nbcnews
@brandingbrandi

Top Mentioned in G6:
@dr_kkjetelina
@cward1e
@knightfdn
@ashishkjha46
@ashishkjha
@safiyanoble
@katestarbird
@bostonjoan
@engagingnews
@internews

Top Mentioned in G7:
@attorneynora
@knightfdn
@freepress
@sayhar
@ma_franks
@cagoldberglaw
@whitehouse
@alondranelson46
@jcperrino
@yoyoel

Top Mentioned in G8:
@knightfdn
@pennlaw
@pennlawctic

Top Mentioned in G9:
@michsos
@knightfdn
@evelynpr

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@cmargaronis
@melissajpeltier
@only4rm
@behappyandcivil
@asteris
@nytimes
@sir_ruffy
@b_sputnik
@doctorow

Top Tweeters in G1:
@doctorow
@wsj
@cbsnews
@givengrace1986
@circlereader
@npars01
@manifesto2000
@sirenandtheking
@meredithdclark
@drmcar

Top Tweeters in G2:
@robinsnewswire
@nytimes
@digiphile
@eddie72j
@google
@intelwire
@mcclatchydc
@willthewordguy
@elisugarman
@cdylou

Top Tweeters in G3:
@cmargaronis
@melissajpeltier
@only4rm
@asteris
@sir_ruffy
@b_sputnik
@scopedbylarry
@kymburleigh
@deray
@datagoodies

Top Tweeters in G4:
@rose91912584
@cruellaisdevine
@dorothyk98
@tifffuxxsake
@thatjediscum
@lindaoa38027243
@jrubinblogger
@maryelosch
@bcerbes
@mgupt108

Top Tweeters in G5:
@nbcnews
@ghayasm73
@geekcollage
@ramcnn
@inafried
@apathybronson
@mark_kido
@willperrin
@triketora
@cendemtech

Top Tweeters in G6:
@bhrenton
@maggiemfox
@safiyanoble
@ashishkjha
@internews
@cward1e
@yendiism
@scijust
@dr_kkjetelina
@ifl_brown

Top Tweeters in G7:
@behappyandcivil
@b2o6n4
@freepress
@mmdarkzer0
@lilsg31
@attorneynora
@survivorslaw

Top Tweeters in G8:
@pennlaw
@warrencntrpenn
@pennlawctic

Top Tweeters in G9:
@snarkylicious
@mrmartye
@michsos

Top Tweeters in G10:
@bookoisseur
@mlmillerphd