icwsm, Twitter, 11/19/2019 12:51:11 AM, 216694


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icwsm_2019-11-17_22-48-03.xlsx
icwsm_2019-11-17_22-48-03.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 19, 2019
Short Description:
icwsm via NodeXL http://bit.ly/35oL84z
@icwsm
@junghwanyang
@instantkharma
@katestarbird
@stanford_cyber
@munmun10
@mental_elf
@jessnichols
@stammy
@cfiesler

Top hashtags:
#icwsm2020
#chi2020
#gender
#datascience
#nlproc
#emoji2018
#sociology
#machinelearning

Description:
Description
The graph represents a network of 466 Twitter users whose tweets in the requested range contained "icwsm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 18 November 2019 at 06:48 UTC.

The requested start date was Sunday, 17 November 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 74-day, 1-hour, 28-minute period from Tuesday, 03 September 2019 at 22:39 UTC to Sunday, 17 November 2019 at 00:08 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 : 466
Unique Edges : 768
Edges With Duplicates : 126
Total Edges : 894
Number of Edge Types : 3
Mentions : 816
Tweet : 30
Replies to : 48
Self-Loops : 30
Reciprocated Vertex Pair Ratio : 0.0349740932642487
Reciprocated Edge Ratio : 0.0675844806007509
Connected Components : 30
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 219
Maximum Edges in a Connected Component : 434
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.989584
Graph Density : 0.00368729521436153
Modularity : 0.725757
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 466 Twitter users whose tweets in the requested range contained "icwsm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 18 November 2019 at 06:48 UTC.

The requested start date was Sunday, 17 November 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 74-day, 1-hour, 28-minute period from Tuesday, 03 September 2019 at 22:39 UTC to Sunday, 17 November 2019 at 00:08 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 : GraphServerTwitterSearch
Graph Term : icwsm
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[122] https://cyber.fsi.stanford.edu/io/news/potemkin-pages-personas-blog
[10] https://new.precisionconference.com/user/login?society=aaai
[7] http://faculty.washington.edu/kstarbi/Starbird-et-al-ICWSM-2018-Echosystem-final.pdf
[4] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM13/paper/viewFile/6102/6358
[2] https://www.jstor.org/stable/2781907
[2] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/viewPaper/15587
[2] https://cj2020.northeastern.edu/
[2] https://twitter.com/CJR/status/1171406154741604354
[1] https://dataverse.harvard.edu/citation?persistentId=doi:10.7910/DVN/JN4EYU
[1] https://twitter.com/icwsm/status/1195502565737279493

Top URLs in Tweet in G1:
[121] https://cyber.fsi.stanford.edu/io/news/potemkin-pages-personas-blog
[7] http://faculty.washington.edu/kstarbi/Starbird-et-al-ICWSM-2018-Echosystem-final.pdf
[1] https://medium.com/@katestarbird/content-sharing-within-the-alternative-media-echo-system-the-case-of-the-white-helmets-f34434325e77
[1] https://faculty.washington.edu/kstarbi/Starbird-et-al-ICWSM-2018-Echosystem-final.pdf

Top URLs in Tweet in G2:
[7] https://new.precisionconference.com/user/login?society=aaai
[2] https://cj2020.northeastern.edu/
[2] https://twitter.com/CJR/status/1171406154741604354
[1] https://dataverse.harvard.edu/citation?persistentId=doi:10.7910/DVN/JN4EYU
[1] https://www.icwsm.org/2020/index.html#fullpapers
[1] https://twitter.com/keiichi_ochiai/status/1195521069316071424
[1] https://twitter.com/icwsm/status/1172243143074492418
[1] https://twitter.com/smunson/status/1175084989815222272
[1] https://twitter.com/icwsm/status/1173387363231371265
[1] https://www.cambridge.org/core/journals/perspectives-on-politics/article/dont-republicans-tweet-too-using-twitter-to-assess-the-consequences-of-political-endorsements-by-celebrities/B2915BB8FBD93D0555D8C3D77CB00E65

Top URLs in Tweet in G3:
[1] https://jobs.illinois.edu/academic-job-board/job-details?jobID=121227&job=college-of-liberal-arts-sciences-assistant-professor-department-of-communication-121227&fbclid=IwAR3wT3gfz47FGd9qoOz1gKcUklwTwawht6wKGogwDKFMQ5MNgYB-0HnVaz4

Top URLs in Tweet in G4:
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM11/paper/viewPaper/2847
[1] https://arxiv.org/abs/1909.03543

Top URLs in Tweet in G7:
[2] https://new.precisionconference.com/user/login?society=aaai
[1] https://twitter.com/icwsm/status/1195502565737279493
[1] http://bit.ly/2JLaa5q
[1] https://developer.twitter.com/en/docs/labs/sampled-stream/api-reference/get-tweets-stream-sample-v1
[1] https://twitter.com/JurgenPfeffer/status/1191172359216078849
[1] https://sipa.campusgroups.com/IOUN/rsvp_boot?id=614382

Top URLs in Tweet in G8:
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM13/paper/viewFile/6124/6351

Top URLs in Tweet in G9:
[1] https://arxiv.org/abs/1904.05643
[1] https://new.precisionconference.com/user/login?society=aaai

Top URLs in Tweet in G10:
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3219

Top Domains
Top Domains in Tweet in Entire Graph:
[122] stanford.edu
[23] aaai.org
[15] twitter.com
[10] precisionconference.com
[8] washington.edu
[3] arxiv.org
[2] jstor.org
[2] medium.com
[2] acm.org
[2] icwsm.org

Top Domains in Tweet in G1:
[121] stanford.edu
[8] washington.edu
[1] medium.com

Top Domains in Tweet in G2:
[8] twitter.com
[7] precisionconference.com
[2] northeastern.edu
[1] harvard.edu
[1] icwsm.org
[1] cambridge.org
[1] medium.com
[1] wired.com

Top Domains in Tweet in G3:
[1] illinois.edu

Top Domains in Tweet in G4:
[1] aaai.org
[1] arxiv.org

Top Domains in Tweet in G7:
[3] twitter.com
[2] precisionconference.com
[1] bit.ly
[1] campusgroups.com

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

Top Domains in Tweet in G9:
[1] arxiv.org
[1] precisionconference.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[29] icwsm2020
[24] chi2020
[7] gender
[7] datascience
[3] nlproc
[3] emoji2018
[2] sociology
[2] machinelearning
[2] metooma
[2] icwsm



Top Hashtags in Tweet in G1:
[1] washhumforum

Top Hashtags in Tweet in G2:
[23] chi2020
[21] icwsm2020
[3] emoji2018
[2] nlproc
[2] celebritypolitics
[2] teamwordcountlimits
[1] metoo
[1] machinelearning
[1] sociology
[1] psychology

Top Hashtags in Tweet in G3:
[2] sicss
[1] ic2s2

Top Hashtags in Tweet in G7:
[4] icwsm2020
[1] chi2020
[1] css
[1] twitter
[1] migration
[1] newyork
[1] icwsm2019
[1] gratitude

Top Hashtags in Tweet in G8:
[1] urbanmentalhealth

Top Hashtags in Tweet in G9:
[2] icwsm2020
[1] nlp
[1] nlproc

Top Words
Top Words in Tweet in Entire Graph:
[243] Words in Sentiment List#1: Positive
[65] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[7877] Non-categorized Words
[8185] Total Words
[170] new
[129] info
[128] katestarbird
[127] icwsm
[126] p

Top Words in Tweet in G1:
[127] katestarbird
[121] new
[121] report
[121] stanford_cyber
[121] info
[121] operations
[121] attributed
[121] gru
[121] findings
[121] support

Top Words in Tweet in G2:
[82] icwsm
[35] deadline
[26] days
[21] #icwsm2020
[16] know
[16] more
[16] reviews
[15] 15
[15] #chi2020
[14] r

Top Words in Tweet in G3:
[32] computational
[32] social
[32] science
[31] hiring
[31] tenure
[31] track
[31] assistant
[31] professor
[31] areas
[31] digital

Top Words in Tweet in G4:
[35] paper
[34] experimental
[34] study
[34] structural
[34] diversity
[34] social
[34] networks
[34] new
[34] jessicatysu
[34] krishna_kamath

Top Words in Tweet in G5:
[2] diantyyasmin
[2] antikorupsi
[2] sahabaticw
[2] insanechampwres
[2] icwanews
[2] wwe
[2] wwc
[2] wckitchen
[2] wcchoops
[2] icwa_newdelhi

Top Words in Tweet in G6:
[2] gartner_inc
[2] nngroup
[2] forrester
[2] econsultancy
[2] emarketer
[2] pewinternet
[2] mckquarterly
[2] idxa
[2] mckinsey
[2] thinkwithgoogle

Top Words in Tweet in G7:
[12] icwsm
[6] more
[5] thanks
[4] days
[4] those
[4] #icwsm2020
[4] r
[4] rs
[4] data
[3] jurgenpfeffer

Top Words in Tweet in G8:
[3] umh_uva
[3] claudib123
[3] reinoutwiers
[3] peter_sloot
[3] paulverschure
[3] borsboomdenny
[3] uva_ias
[3] uva_amsterdam
[3] iuluddy
[2] mental_elf

Top Words in Tweet in G9:
[10] icwsm
[9] haewoon
[8] research
[8] presented
[8] jisunan
[8] posegga
[8] ajungherr
[8] explores
[8] ways
[8] users

Top Words in Tweet in G10:
[16] impact
[8] twitter
[8] users
[8] commonly
[8] hot
[8] streaks
[8] e
[8] extended
[8] periods
[8] high

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[122] new,report
[122] report,stanford_cyber
[122] stanford_cyber,info
[122] info,operations
[122] operations,attributed
[122] attributed,gru
[122] gru,findings
[122] findings,support
[121] katestarbird,new
[121] support,p

Top Word Pairs in Tweet in G1:
[121] new,report
[121] report,stanford_cyber
[121] stanford_cyber,info
[121] info,operations
[121] operations,attributed
[121] attributed,gru
[121] gru,findings
[121] findings,support
[120] katestarbird,new
[120] support,p

Top Word Pairs in Tweet in G2:
[12] deadline,january
[11] more,days
[11] hey,excellent
[11] excellent,researcher
[11] researcher,down
[11] down,#chi2020
[11] #chi2020,reviews
[11] reviews,icwsm
[11] icwsm,deadline
[11] january,15

Top Word Pairs in Tweet in G3:
[32] computational,social
[32] social,science
[31] hiring,tenure
[31] tenure,track
[31] track,assistant
[31] assistant,professor
[31] professor,areas
[31] areas,digital
[31] digital,media
[31] media,effects

Top Word Pairs in Tweet in G4:
[34] experimental,study
[34] study,structural
[34] structural,diversity
[34] diversity,social
[34] social,networks
[34] networks,new
[34] new,paper
[34] paper,jessicatysu
[34] jessicatysu,krishna_kamath
[34] krishna_kamath,aneeshs

Top Word Pairs in Tweet in G5:
[2] diantyyasmin,antikorupsi
[2] antikorupsi,sahabaticw
[2] sahabaticw,insanechampwres
[2] insanechampwres,icwanews
[2] icwanews,wwe
[2] wwe,wwc
[2] wwc,wckitchen
[2] wckitchen,wcchoops
[2] wcchoops,icwa_newdelhi
[2] icwa_newdelhi,icwsm

Top Word Pairs in Tweet in G6:
[2] gartner_inc,nngroup
[2] nngroup,forrester
[2] forrester,econsultancy
[2] econsultancy,emarketer
[2] emarketer,pewinternet
[2] pewinternet,mckquarterly
[2] mckquarterly,idxa
[2] idxa,mckinsey
[2] mckinsey,thinkwithgoogle
[2] thinkwithgoogle,stanforddschool

Top Word Pairs in Tweet in G7:
[4] more,days
[4] r,rs
[2] thanks,pc
[2] pc,chairs
[2] chairs,rumichunara
[2] rumichunara,foucaultwelles
[2] foucaultwelles,aron
[2] aron,culotta
[2] culotta,icwsm
[2] icwsm,editors

Top Word Pairs in Tweet in G8:
[3] umh_uva,claudib123
[3] claudib123,reinoutwiers
[3] reinoutwiers,peter_sloot
[3] peter_sloot,paulverschure
[3] paulverschure,borsboomdenny
[3] borsboomdenny,uva_ias
[3] uva_ias,uva_amsterdam
[3] uva_amsterdam,iuluddy
[2] mental_elf,umh_uva
[2] iuluddy,naturehumbe

Top Word Pairs in Tweet in G9:
[8] research,presented
[8] presented,jisunan
[8] jisunan,haewoon
[8] haewoon,posegga
[8] posegga,ajungherr
[8] ajungherr,icwsm
[8] icwsm,explores
[8] explores,ways
[8] ways,users
[8] users,engage

Top Word Pairs in Tweet in G10:
[8] twitter,users
[8] users,commonly
[8] commonly,hot
[8] hot,streaks
[8] streaks,impact
[8] impact,e
[8] e,extended
[8] extended,periods
[8] periods,high
[8] high,impact

Top Replied-To
Top Replied-To in Entire Graph:
@icwsm
@cfiesler
@raquelrecuero
@sivavaid
@eegilbert
@diantyyasmin
@jurgenpfeffer
@keiichi_ochiai
@codybuntain
@colegleason

Top Replied-To in G1:
@katestarbird

Top Replied-To in G2:
@icwsm
@cfiesler
@eegilbert
@raquelrecuero
@keiichi_ochiai
@smarmyliberal
@codybuntain
@colegleason
@jeffbigham
@gillianrhayes

Top Replied-To in G3:
@missesi

Top Replied-To in G4:
@sweetmals

Top Replied-To in G5:
@diantyyasmin

Top Replied-To in G6:
@jessnichols
@stammy

Top Replied-To in G7:
@raquelrecuero
@jurgenpfeffer

Top Replied-To in G8:
@umh_uva

Top Mentioned
Top Mentioned in Entire Graph:
@katestarbird
@stanford_cyber
@icwsm
@jessicatysu
@krishna_kamath
@aneeshs
@jugander
@junghwanyang
@haewoon
@jisunan

Top Mentioned in G1:
@katestarbird
@stanford_cyber
@emilianoucl
@cybercsis

Top Mentioned in G2:
@icwsm
@jackbandy
@ndiakopoulos
@cjr
@acm_cscw
@codybuntain
@cfiesler
@applenews
@wired
@sanjrockz

Top Mentioned in G3:
@junghwanyang
@ica_cm
@poli_com
@ic2s2
@icwsm
@jniemannlenz
@uscapress
@ica
@illinoiscomm
@uw_sjmc

Top Mentioned in G4:
@jessicatysu
@krishna_kamath
@aneeshs
@jugander
@antmandan
@5harad

Top Mentioned in G5:
@antikorupsi
@sahabaticw
@insanechampwres
@icwanews
@wwe
@wwc
@wckitchen
@wcchoops
@icwa_newdelhi
@icwsm

Top Mentioned in G6:
@gartner_inc
@nngroup
@forrester
@econsultancy
@emarketer
@pewinternet
@mckquarterly
@idxa
@mckinsey
@thinkwithgoogle

Top Mentioned in G7:
@icwsm
@jurgenpfeffer
@rumichunara
@foucaultwelles
@cerenbudak
@ingmarweber
@fredmorstatter
@mehrnoom
@lexcnc
@unatcolumbia

Top Mentioned in G8:
@claudib123
@reinoutwiers
@peter_sloot
@paulverschure
@borsboomdenny
@uva_ias
@uva_amsterdam
@iuluddy
@mental_elf
@umh_uva

Top Mentioned in G9:
@haewoon
@jisunan
@posegga
@ajungherr
@ross_dahlke
@icwsm
@nekozzang
@words_life
@junghwanyang

Top Mentioned in G10:
@degenrolf

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@homegypsy
@melissajpeltier
@blackrepublican
@principia
@cnbsnana
@maryalicebisho2
@adekleine
@thecorollary
@rqskye

Top Tweeters in G1:
@homegypsy
@melissajpeltier
@blackrepublican
@principia
@cnbsnana
@maryalicebisho2
@adekleine
@thecorollary
@rqskye
@outseide

Top Tweeters in G2:
@wired
@jeffbigham
@cjr
@shionguha
@mdekstrand
@gretchenamcc
@michaelbolden
@bgzimmer
@mark_riedl
@janzilinsky

Top Tweeters in G3:
@ica
@katypearce
@monrodriguez
@followlori
@kellybergstrom
@bjoern_buss
@mit
@poli_com
@allison_eden
@pablodesoto

Top Tweeters in G4:
@nachristakis
@anibalmastobiza
@djpardis
@raneeque
@seanjtaylor
@bertil_hatt
@sinanaral
@rushibhavsar
@ciro
@ryanjgallag

Top Tweeters in G5:
@wwe
@diantyyasmin
@justinbieber
@justintrudeau
@wcchoops
@milfordmapatch
@insanechampwres
@sahabaticw
@justinamash
@durexindonesia

Top Tweeters in G6:
@jmspool
@econsultancy
@stammy
@emarketer
@gartner_inc
@pewinternet
@forrester
@comscore
@thinkwithgoogle
@mckinsey

Top Tweeters in G7:
@raquelrecuero
@munmun10
@danaujoks
@qatarcomputing
@ingmarweber
@foucaultwelles
@ezagheni
@alethioguy
@gvrkiran
@jurgenpfeffer

Top Tweeters in G8:
@copronorfolk
@mental_elf
@iuluddy
@uva_amsterdam
@lucassenpj
@naturehumbehav
@paulverschure
@peter_sloot
@uva_ias
@reinoutwiers

Top Tweeters in G9:
@haewoon
@griverorz
@ajungherr
@bobboynton
@wy_tang
@jhblackb
@words_life
@ross_dahlke
@digdemlab
@jisunan

Top Tweeters in G10:
@olgarusu
@deco_duzzit
@____dt__
@teamevilleft
@comoesestojusto
@degenrolf
@mglanciault
@shawnadamsson


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