PaCSS, Twitter, 6/20/2022 6:14:29 PM, 278375


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PaCSS_2022-06-20_11-12-48.xlsx
PaCSS_2022-06-20_11-12-48.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 20, 2022
Short Description:
PaCSS via NodeXL https://bit.ly/3HSMAk9
@johngmcnutt
@shugars
@davidlazer
@tokyomay
@deb_lavoy
@yemretapan
@iqss
@imsonoshah
@ryn_wang
@jacktllp

Top hashtags:
#pacss
#homophily
#polnet2022
#politics
#css
#thegreattranslationmovement
#proudsupervisormoment

Description:
Description
The graph represents a network of 102 Twitter users whose recent tweets contained "PaCSS", 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 Monday, 20 June 2022 at 18:13 UTC.

The tweets in the network were tweeted over the 6-day, 18-hour, 40-minute period from Monday, 13 June 2022 at 22:59 UTC to Monday, 20 June 2022 at 17:39 UTC.

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 : 102
Unique Edges : 277
Edges With Duplicates : 208
Total Edges : 485
Number of Edge Types : 5
Tweet : 43
Retweet : 114
MentionsInRetweet : 209
Mentions : 104
Replies to : 15
Self-Loops : 43
Reciprocated Vertex Pair Ratio : 0.0945945945945946
Reciprocated Edge Ratio : 0.172839506172839
Connected Components : 6
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 95
Maximum Edges in a Connected Component : 477
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.483514
Graph Density : 0.0314502038439138
Modularity : 0.32546
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 102 Twitter users whose recent tweets contained "PaCSS", 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 Monday, 20 June 2022 at 18:13 UTC.

The tweets in the network were tweeted over the 6-day, 18-hour, 40-minute period from Monday, 13 June 2022 at 22:59 UTC to Monday, 20 June 2022 at 17:39 UTC.

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 : PaCSS
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:
[11] https://cssh.northeastern.edu/nulab/pacss/
[8] https://twitter.com/davidlazer/status/1537240219103031297
[8] https://twitter.com/pewmethods/status/1537467280547717120
[6] https://cssh.northeastern.edu/nulab/pacss/#top
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278341
[3] https://twitter.com/Shugars/status/1537443680239243267
[3] https://arxiv.org/abs/2203.10666
[3] https://youtubeaudit.com
[3] https://app.powerbi.com/view?r=eyJrIjoiNjc0Mjc2M2UtOTVkMi00ZWU4LTk3ZTctM2UxN2QzN2E3MWQ0IiwidCI6IjI5ZDRjMTFjLTA1N2MtNDg3Zi04ZmRhLWU4NmQ1OTkzOWU2NCIsImMiOjZ9
[3] https://twitter.com/Shugars/status/1537502713667280896

Top URLs in Tweet in G1:
[6] https://twitter.com/pewmethods/status/1537467280547717120
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278341
[2] https://app.powerbi.com/view?r=eyJrIjoiNjc0Mjc2M2UtOTVkMi00ZWU4LTk3ZTctM2UxN2QzN2E3MWQ0IiwidCI6IjI5ZDRjMTFjLTA1N2MtNDg3Zi04ZmRhLWU4NmQ1OTkzOWU2NCIsImMiOjZ9
[1] https://drive.google.com/file/d/1cV-sHFtXVBxYFZnhicV5gIAD9FC322R7/view?usp=sharing
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278354
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278343
[1] https://twitter.com/davidlazer/status/1537240219103031297
[1] https://cssh.northeastern.edu/nulab/pacss/#collectiveAction
[1] https://journalqd.org/article/view/2693
[1] https://twitter.com/marc_smith/status/1537892324855885824

Top URLs in Tweet in G2:
[3] https://arxiv.org/abs/2203.10666
[3] https://youtubeaudit.com
[2] https://twitter.com/Shugars/status/1537443680239243267
[2] https://twitter.com/davidlazer/status/1537240219103031297
[2] https://twitter.com/Shugars/status/1537502713667280896
[2] https://twitter.com/leahellmueller/status/1537447436217503746
[1] https://dataculture.northeastern.edu/2022/06/16/VP-Harris-PaCSS.html
[1] https://twitter.com/shugars/status/1537516476063686656
[1] https://twitter.com/pewmethods/status/1537467280547717120
[1] https://cssh.northeastern.edu/nulab/pacss/#top

Top URLs in Tweet in G3:
[4] https://cssh.northeastern.edu/nulab/pacss/#top
[4] https://twitter.com/davidlazer/status/1537240219103031297
[1] https://cssh.northeastern.edu/nulab/pacss/
[1] https://twitter.com/pewmethods/status/1537467280547717120
[1] https://twitter.com/shugars/status/1537516476063686656
[1] https://twitter.com/Shugars/status/1537502713667280896

Top URLs in Tweet in G4:
[2] https://cssh.northeastern.edu/nulab/pacss/
[1] https://twitter.com/Shugars/status/1537443680239243267
[1] https://cssh.northeastern.edu/nulab/pacss/#top
[1] https://twitter.com/davidlazer/status/1537240219103031297
[1] https://doi.apa.org/doiLanding?doi=10.1037%2Fxap0000418
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278341
[1] https://app.powerbi.com/view?r=eyJrIjoiNjc0Mjc2M2UtOTVkMi00ZWU4LTk3ZTctM2UxN2QzN2E3MWQ0IiwidCI6IjI5ZDRjMTFjLTA1N2MtNDg3Zi04ZmRhLWU4NmQ1OTkzOWU2NCIsImMiOjZ9
[1] https://twitter.com/shugars/status/1537516476063686656
[1] https://dataculture.northeastern.edu/2022/06/16/VP-Harris-PaCSS.html
[1] https://twitter.com/Shugars/status/1537516476063686656

Top URLs in Tweet in G5:
[7] https://cssh.northeastern.edu/nulab/pacss/
[3] https://cssh.northeastern.edu/nulab/pacss/#behavior

Top URLs in Tweet in G6:
[2] https://doi.apa.org/doiLanding?doi=10.1037%2Fxap0000418

Top URLs in Tweet in G7:
[1] https://jasonjones.ninja/misc/PaCSS-Personally-Expressed-Identity-at-Scale.pdf
[1] https://osf.io/guah5/

Top Domains
Top Domains in Tweet in Entire Graph:
[33] twitter.com
[23] northeastern.edu
[8] nodexlgraphgallery.org
[3] arxiv.org
[3] youtubeaudit.com
[3] powerbi.com
[3] apa.org
[2] eventbrite.com
[1] google.com
[1] jasonjones.ninja

Top Domains in Tweet in G1:
[11] twitter.com
[5] nodexlgraphgallery.org
[2] powerbi.com
[1] google.com
[1] northeastern.edu
[1] journalqd.org
[1] eventbrite.com

Top Domains in Tweet in G2:
[11] twitter.com
[3] northeastern.edu
[3] arxiv.org
[3] youtubeaudit.com
[2] nodexlgraphgallery.org
[1] eventbrite.com

Top Domains in Tweet in G3:
[7] twitter.com
[5] northeastern.edu

Top Domains in Tweet in G4:
[4] twitter.com
[4] northeastern.edu
[1] apa.org
[1] nodexlgraphgallery.org
[1] powerbi.com

Top Domains in Tweet in G5:
[10] northeastern.edu

Top Domains in Tweet in G6:
[2] apa.org

Top Domains in Tweet in G7:
[1] jasonjones.ninja
[1] osf.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[183] pacss
[10] homophily
[10] polnet2022
[7] politics
[7] css
[7] thegreattranslationmovement
[6] proudsupervisormoment
[5] oxconnectedlife
[4] metoo
[4] zoom



Top Hashtags in Tweet in G1:
[29] pacss
[5] thegreattranslationmovement
[3] polnet2022
[3] politics
[3] css
[3] proudsupervisormoment
[3] bertopic
[2] homophily
[2] oxconnectedlife
[1] nodexl

Top Hashtags in Tweet in G2:
[73] pacss
[3] metoo
[3] proudsupervisormoment
[3] oxconnectedlife
[2] thegreattranslationmovement
[2] wesleyanmediaproject
[1] polnet2022
[1] bertopic
[1] homophily

Top Hashtags in Tweet in G3:
[33] pacss
[4] polnet2022
[1] homophily

Top Hashtags in Tweet in G4:
[23] pacss
[5] homophily

Top Hashtags in Tweet in G5:
[13] pacss
[3] politics
[3] css
[3] zoom
[3] academictwitter
[1] homophily
[1] fakenews
[1] pacss2022
[1] pacss22
[1] computationalsocialscience

Top Hashtags in Tweet in G6:
[5] pacss

Top Hashtags in Tweet in G7:
[3] pacss
[2] polnet2022
[1] politics
[1] css

Top Hashtags in Tweet in G8:
[4] pacss

Top Words
Top Words in Tweet in Entire Graph:
[188] #pacss
[50] twitter
[41] great
[38] looking
[34] iqss
[31] shugars
[31] presenting
[30] forward
[30] university
[29] thanks

Top Words in Tweet in G1:
[31] #pacss
[13] griverorz
[13] forward
[12] twitter
[12] looking
[11] shugars
[11] davidlazer
[10] pacss
[10] tokyomay
[9] data

Top Words in Tweet in G2:
[75] #pacss
[30] university
[20] research
[18] great
[17] presenting
[14] twitter
[12] youtube
[12] uc
[12] davis
[9] conference

Top Words in Tweet in G3:
[33] #pacss
[13] work
[13] online
[9] looking
[8] great
[8] elite
[8] anti
[8] feminist
[8] comments
[8] approaches

Top Words in Tweet in G4:
[24] #pacss
[14] twitter
[9] partisan
[8] follows
[7] davidlazer
[6] presented
[6] rahulbot
[5] shugars
[5] political
[5] amazing

Top Words in Tweet in G5:
[17] iqss
[14] thanks
[13] #pacss
[10] tomorrow
[8] more
[7] looking
[7] forward
[7] 11am
[7] exciting
[7] line

Top Words in Tweet in G6:
[5] #pacss
[4] passive
[4] info
[4] consumers
[4] ll
[2] _jenallen
[2] adds
[2] excellent
[2] talk
[2] difference

Top Words in Tweet in G7:
[3] #pacss
[2] qualified
[2] pacss
[2] #polnet2022
[2] good

Top Words in Tweet in G8:
[4] #pacss
[3] fascinating
[3] talk
[3] soubhikbarari
[3] brands
[3] woke
[3] capitalism
[3] mixing
[3] literature
[3] polisci

Top Words in Tweet in G9:
[2] cherijacobus
[2] open
[2] secrets
[2] expenditures
[2] placing
[2] ads
[2] yes
[2] difficult
[2] follow
[2] pac

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[20] looking,forward
[14] follows,twitter
[14] elite,anti
[14] anti,feminist
[12] #politics,#css
[12] computational,social
[12] social,science
[12] uc,davis
[11] pacss,nodexl
[11] tokyomay,deb_lavoy

Top Word Pairs in Tweet in G1:
[7] pacss,nodexl
[7] tokyomay,deb_lavoy
[7] data,labs
[7] findings,#pacss
[6] report,myself
[6] myself,_bestvater
[6] _bestvater,aaron_w_smith
[6] aaron_w_smith,griverorz
[6] griverorz,data
[6] labs,team

Top Word Pairs in Tweet in G2:
[12] uc,davis
[7] exposure,radical
[7] radical,content
[7] content,youtube
[6] pew,research
[6] research,center
[5] conference,#pacss
[4] presenting,research
[4] computational,social
[4] social,science

Top Word Pairs in Tweet in G3:
[8] elite,anti
[8] anti,feminist
[7] keyword,based
[7] based,approaches
[6] brilliant,colleague
[6] colleague,adinagitomer
[6] adinagitomer,presenting
[6] presenting,work
[6] work,examining
[6] examining,keyword

Top Word Pairs in Tweet in G4:
[8] follows,twitter
[5] amazing,experience
[5] experience,#pacss
[5] #pacss,presented
[5] presented,follows
[5] twitter,awesome
[5] awesome,coauthor
[5] coauthor,alexi
[5] alexi,quintana
[5] quintana,mathe

Top Word Pairs in Tweet in G5:
[7] looking,forward
[7] forward,#pacss
[7] #pacss,tomorrow
[7] tomorrow,iqss
[7] iqss,11am
[7] 11am,exciting
[7] exciting,line
[7] line,many
[7] many,thanks
[7] thanks,iqss

Top Word Pairs in Tweet in G6:
[4] passive,info
[4] info,consumers
[2] _jenallen,adds
[2] adds,excellent
[2] excellent,talk
[2] talk,difference
[2] difference,between
[2] between,exposure
[2] exposure,engagement
[2] engagement,fb

Top Word Pairs in Tweet in G8:
[3] fascinating,talk
[3] talk,soubhikbarari
[3] soubhikbarari,#pacss
[3] #pacss,brands
[3] brands,woke
[3] woke,capitalism
[3] capitalism,mixing
[3] mixing,literature
[3] literature,polisci
[3] polisci,communication

Top Word Pairs in Tweet in G9:
[2] cherijacobus,open
[2] open,secrets
[2] secrets,expenditures
[2] expenditures,placing
[2] placing,ads
[2] ads,yes
[2] yes,difficult
[2] difficult,follow
[2] follow,pac
[2] pac,hence

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@davidlazer
@iqss
@shugars
@griverorz
@tokyomay
@imsonoshah
@johngmcnutt
@yemretapan
@deb_lavoy
@aditi_d10

Top Mentioned in G1:
@griverorz
@davidlazer
@tokyomay
@iqss
@imsonoshah
@shugars
@johngmcnutt
@yemretapan
@deb_lavoy
@_bestvater

Top Mentioned in G2:
@mwojcieszak
@shugars
@davidlazer
@aditi_d10
@hubertdau
@anncc12
@griverorz
@oxconnectedlife
@tokyomay
@iqss

Top Mentioned in G3:
@adinagitomer
@polnetworks
@chloeahn1016
@davidlazer
@jwoldense
@iqss
@sagepublishers
@massivedata_gu
@nulabtmn
@shugars

Top Mentioned in G4:
@davidlazer
@rahulbot
@nujournalism
@shugars
@iqss
@veraguo5
@johngmcnutt
@yemretapan
@tokyomay
@deb_lavoy

Top Mentioned in G5:
@iqss
@sagepublishers
@massivedata_gu
@nulabtmn
@shugars
@davidlazer

Top Mentioned in G6:
@realityteam11

Top Mentioned in G8:
@soubhikbarari
@chloeahn1016

Top Tweeters
Top Tweeters in Entire Graph:
@cherijacobus
@angel2damax
@juliebhunt
@botforequality
@danbuk4
@brendannyhan
@pewresearch
@deb_lavoy
@dynamicssiam
@hairmich42

Top Tweeters in G1:
@danbuk4
@pewresearch
@northeastern
@marc_smith
@psucommgraded
@alec_h_tyson
@slloydwilson
@tracccatgmu
@lauterbacherinn
@tokyomay

Top Tweeters in G2:
@botforequality
@johngmcnutt
@lauranissen
@oiioxford
@evoluchico
@zubair_shafiq
@camaj_camaj
@oxdemtech
@cetacean_needed
@leahellmueller

Top Tweeters in G3:
@annenbergpenn
@shugars
@ryanjgallag
@foucaultwelles
@chukbak
@justinhgross
@aricgitomer
@syedarehaq
@adinagitomer
@thesickish

Top Tweeters in G4:
@angel2damax
@brendannyhan
@dynamicssiam
@katahdin5270
@mattcdata
@davidlazer
@aliceschwarze
@meg_heckman
@steverathje2
@nujournalism

Top Tweeters in G5:
@iqss
@digdemlab
@kmmunger
@marek_kwiek
@aqsaqal
@nulabtmn
@mwojcieszak
@sgonzalezbailon
@brianmguay
@massivedata_gu

Top Tweeters in G6:
@juliebhunt
@deb_lavoy
@realityteam11
@_jenallen

Top Tweeters in G7:
@donotcallmemike
@jasonjones_jjj
@margaretfoster
@subcollectorsnp

Top Tweeters in G8:
@tim_gravelle
@alvinyxz
@soubhikbarari

Top Tweeters in G9:
@cherijacobus
@hairmich42
@lifeizwide


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