icwsm, Twitter, 11/19/2019 12:48:25 AM, 216693


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icwsm_2019-11-16_22-48-02.xlsx
icwsm_2019-11-16_22-48-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 19, 2019
Short Description:
icwsm via NodeXL http://bit.ly/2r63Sqi
@icwsm
@junghwanyang
@instantkharma
@katestarbird
@stanford_cyber
@munmun10
@mental_elf
@jessnichols
@stammy
@cfiesler

Top hashtags:
#icwsm2020
#chi2020
#gender
#datascience
#emoji2018
#icwsm
#migration
#newyork

Description:
Description
The graph represents a network of 442 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 Sunday, 17 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 73-day, 8-hour, 56-minute period from Tuesday, 03 September 2019 at 22:39 UTC to Saturday, 16 November 2019 at 07:36 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 : 442
Unique Edges : 735
Edges With Duplicates : 123
Total Edges : 858
Number of Edge Types : 3
Mentions : 785
Replies to : 46
Tweet : 27
Self-Loops : 27
Reciprocated Vertex Pair Ratio : 0.0350404312668464
Reciprocated Edge Ratio : 0.0677083333333333
Connected Components : 28
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 198
Maximum Edges in a Connected Component : 401
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.925779
Graph Density : 0.00394003755348293
Modularity : 0.724583
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 442 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 Sunday, 17 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 73-day, 8-hour, 56-minute period from Tuesday, 03 September 2019 at 22:39 UTC to Saturday, 16 November 2019 at 07:36 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://www.aaai.org/ocs/index.php/ICWSM/ICWSM13/paper/viewPaper/6136
[1] https://twitter.com/icwsm/status/1173387363231371265

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

Top URLs in Tweet in G2:
[8] https://new.precisionconference.com/user/login?society=aaai
[2] https://cj2020.northeastern.edu/
[2] https://twitter.com/CJR/status/1171406154741604354
[1] https://www.icwsm.org/2020/index.html#fullpapers
[1] https://twitter.com/smunson/status/1175084989815222272
[1] https://twitter.com/icwsm/status/1173387363231371265
[1] https://twitter.com/icwsm/status/1172243143074492418
[1] https://sipa.campusgroups.com/IOUN/rsvp_boot?id=614382
[1] http://bit.ly/2JLaa5q
[1] https://developer.twitter.com/en/docs/labs/sampled-stream/api-reference/get-tweets-stream-sample-v1

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:
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM13/paper/viewFile/6124/6351
[1] https://new.precisionconference.com/user/login?society=aaai

Top URLs in Tweet in G8:
[1] https://arxiv.org/abs/1904.05643
[1] https://new.precisionconference.com/user/login?society=aaai

Top URLs in Tweet in G9:
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3219

Top URLs in Tweet in G10:
[1] https://www.frontiersin.org/research-topics/9706/workshop-proceedings-of-the-13th-international-aaai-conference-on-web-and-social-media#articles
[1] https://www.frontiersin.org/article/10.3389/fdata.2019.00029/full

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[26] icwsm2020
[22] chi2020
[7] gender
[7] datascience
[3] emoji2018
[2] icwsm
[2] migration
[2] newyork
[2] celebritypolitics
[2] teamwordcountlimits



Top Hashtags in Tweet in G2:
[24] icwsm2020
[21] chi2020
[3] emoji2018
[2] celebritypolitics
[2] migration
[2] newyork
[2] teamwordcountlimits
[1] ic2s2
[1] gender
[1] datascience

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

Top Hashtags in Tweet in G7:
[1] urbanmentalhealth
[1] chi2020
[1] icwsm2020

Top Hashtags in Tweet in G8:
[1] nlp
[1] nlproc
[1] icwsm2020

Top Hashtags in Tweet in G10:
[6] gender
[6] datascience
[2] icwsm19

Top Words
Top Words in Tweet in Entire Graph:
[222] Words in Sentiment List#1: Positive
[57] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[7487] Non-categorized Words
[7766] Total Words
[169] new
[128] katestarbird
[128] info
[126] p
[125] report

Top Words in Tweet in G1:
[126] 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:
[78] icwsm
[35] deadline
[29] days
[24] #icwsm2020
[20] more
[17] know
[17] r
[16] those
[15] data
[14] reviews

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:
[4] icwsm
[3] umh_uva
[3] claudib123
[3] reinoutwiers
[3] peter_sloot
[3] paulverschure
[3] borsboomdenny
[3] uva_ias
[3] uva_amsterdam
[3] iuluddy

Top Words in Tweet in G8:
[9] icwsm
[8] research
[8] presented
[8] jisunan
[8] haewoon
[8] posegga
[8] ajungherr
[8] explores
[8] ways
[8] users

Top Words in Tweet in G9:
[16] impact
[8] twitter
[8] users
[8] commonly
[8] hot
[8] streaks
[8] e
[8] extended
[8] periods
[8] high

Top Words in Tweet in G10:
[8] data
[7] bibliographic
[6] 3
[6] months
[6] ago
[6] h_mihaljevic
[6] presented
[6] thoughts
[6] analyzing
[6] #gender

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:
[14] more,days
[13] r,rs
[10] deadline,january
[9] hey,excellent
[9] excellent,researcher
[9] researcher,down
[9] down,#chi2020
[9] #chi2020,reviews
[9] reviews,icwsm
[9] icwsm,deadline

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:
[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 G8:
[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 G9:
[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 Word Pairs in Tweet in G10:
[7] bibliographic,data
[6] 3,months
[6] months,ago
[6] ago,h_mihaljevic
[6] h_mihaljevic,presented
[6] presented,thoughts
[6] thoughts,analyzing
[6] analyzing,#gender
[6] #gender,bibliographic
[6] data,critical

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

Top Replied-To in G1:
@katestarbird

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

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:
@umh_uva

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

Top Mentioned in G1:
@katestarbird
@stanford_cyber
@emilianoucl

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

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:
@claudib123
@reinoutwiers
@peter_sloot
@paulverschure
@borsboomdenny
@uva_ias
@uva_amsterdam
@iuluddy
@mental_elf
@umh_uva

Top Mentioned in G8:
@jisunan
@haewoon
@posegga
@ajungherr
@ross_dahlke
@icwsm
@junghwanyang

Top Mentioned in G9:
@degenrolf

Top Mentioned in G10:
@h_mihaljevic
@tullney
@icwsm
@frontiersin
@frontaibigdata

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
@michaelbolden
@gretchenamcc
@raquelrecuero
@bgzimmer
@mark_riedl

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:
@copronorfolk
@mental_elf
@iuluddy
@munmun10
@uva_amsterdam
@lucassenpj
@naturehumbehav
@alethioguy
@paulverschure
@peter_sloot

Top Tweeters in G8:
@haewoon
@griverorz
@ajungherr
@bobboynton
@wy_tang
@jhblackb
@ross_dahlke
@digdemlab
@jisunan
@posegga

Top Tweeters in G9:
@olgarusu
@deco_duzzit
@____dt__
@teamevilleft
@comoesestojusto
@degenrolf
@mglanciault
@shawnadamsson

Top Tweeters in G10:
@dhbbaw
@hauschke
@frontiersin
@tullney
@lusantala
@blasettiale
@h_mihaljevic
@frontaibigdata


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