icwsm, Twitter, 12/11/2022 2:24:08 AM, 285994


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icwsm_2022-12-10_17-41-45.xlsx
icwsm_2022-12-10_17-41-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 11, 2022
Short Description:
icwsm via NodeXL https://bit.ly/3iRIyQy
@datadrivenmd
@altenberglee
@nick_beauchamp
@icwsm
@emollick
@virtadpt
@tugrulcanelmas
@mathiasced
@brendannyhan
@jurgenpfeffer

Top hashtags:
#icwsm
#cloudflareprotectsterrorists
#nlproc
#research
#hatespeech
#mastodon
#cscw

Description:
Description
The graph represents a network of 1,066 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, 11 December 2022 at 01:43 UTC.

The requested start date was Sunday, 11 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 127-day, 21-hour, 49-minute period from Tuesday, 02 August 2022 at 04:06 UTC to Thursday, 08 December 2022 at 01:56 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 : 1066
Unique Edges : 476
Edges With Duplicates : 1962
Total Edges : 2438
Number of Edge Types : 5
Retweet : 946
MentionsInRetweet : 1180
Replies to : 67
Tweet : 107
Mentions : 138
Self-Loops : 111
Reciprocated Vertex Pair Ratio : 0.0163132137030995
Reciprocated Edge Ratio : 0.0321027287319422
Connected Components : 101
Single-Vertex Connected Components : 44
Maximum Vertices in a Connected Component : 828
Maximum Edges in a Connected Component : 2143
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.378795
Graph Density : 0.00109751693399924
Modularity : 0.446317
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,066 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, 11 December 2022 at 01:43 UTC.

The requested start date was Sunday, 11 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 127-day, 21-hour, 49-minute period from Tuesday, 02 August 2022 at 04:06 UTC to Thursday, 08 December 2022 at 01:56 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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[142] https://ojs.aaai.org/index.php/ICWSM/article/view/19388
[113] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9249402/
[22] https://ojs.aaai.org/index.php/ICWSM/article/download/7323/7177
[22] https://ojs.aaai.org/index.php/ICWSM/article/view/19388/19160
[17] https://academic.oup.com/joc/article-abstract/71/6/922/6363640?redirectedFrom=fulltext
[15] https://arxiv.org/pdf/1803.03697.pdf
[11] https://arxiv.org/abs/2211.14388
[10] https://drive.google.com/file/d/1HYiBOGLNM91RBiqBlxKFvjDhJAuCxe60/view?usp=sharing
[10] https://www.science.org/doi/10.1126/sciadv.abe5641?cookieSet=1
[10] https://ojs.aaai.org/index.php/ICWSM/article/view/19292

Top URLs in Tweet in G1:
[116] https://ojs.aaai.org/index.php/ICWSM/article/view/19388
[113] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9249402/

Top URLs in Tweet in G2:
[11] https://arxiv.org/abs/2211.14388
[3] https://twitter.com/icwsm/status/1567865259976785920
[3] https://zenodo.org/record/6993868#.Y0iEsnbMJD9
[2] https://osf.io/qfmzp/?view_only=aba3f4f8c597495cbe02b03697fec766
[1] https://ojs.aaai.org//index.php/ICWSM/article/view/7326
[1] https://drive.google.com/file/d/12xSpAbAqxcDBUxlBtpPsJiAJIUgL9Cbb/view?utm_source=google
[1] https://www.reddit.com/r/CompSocial/
[1] https://arxiv.org/abs/2211.08447
[1] https://www.icwsm.org/2023/index.html/
[1] http://nickbeauchamp.com/work/beauchamp-candles-ICWSM.pdf

Top URLs in Tweet in G3:
[15] https://arxiv.org/pdf/1803.03697.pdf
[10] https://drive.google.com/file/d/1HYiBOGLNM91RBiqBlxKFvjDhJAuCxe60/view?usp=sharing
[10] https://www.science.org/doi/10.1126/sciadv.abe5641?cookieSet=1
[3] https://ojs.aaai.org/index.php/ICWSM/article/download/7323/7177
[1] https://ojs.aaai.org/index.php/ICWSM/article/download/19289/19061
[1] https://dl.acm.org/doi/pdf/10.1145/3359252?cookieSet=1
[1] https://twitter.com/anjalie_f/status/1582582269595639808

Top URLs in Tweet in G4:
[9] https://ojs.aaai.org/index.php/ICWSM/article/view/19388
[3] https://ojs.aaai.org/index.php/ICWSM/article/view/19388/19160
[2] https://ojs.aaai.org/index.php/ICWSM/article/view/19292
[2] https://www.icwsm.org/2023/index.html/
[2] https://twitter.com/datadrivenmd/status/1578982975470858240
[1] https://twitter.com/gianluca_string/status/1554146225628139520
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/19271
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/7300
[1] https://icwsm.org/virtual/2021/poster_E1094.html
[1] https://workshop-proceedings.icwsm.org/pdf/2022_82.pdf

Top URLs in Tweet in G5:
[1] https://sites.google.com/u.northwestern.edu/ethicsandonlinevolunteerwork/home
[1] https://arxiv.org/abs/2205.14529
[1] https://arxiv.org/abs/2205.14528
[1] https://twitter.com/maria_antoniak/status/1541759971297222659
[1] http://www.erowid.org/

Top URLs in Tweet in G6:
[17] https://ojs.aaai.org/index.php/ICWSM/article/download/7323/7177
[17] https://academic.oup.com/joc/article-abstract/71/6/922/6363640?redirectedFrom=fulltext
[1] https://twitter.com/emollick/status/1579489887119904768
[1] https://ojs.aaai.org//index.php/ICWSM/article/view/7324

Top URLs in Tweet in G7:
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/19292

Top URLs in Tweet in G8:
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/19388/19160

Top URLs in Tweet in G9:
[1] https://icwsm.org/2022/index.html/call_for_submissions.html#guidelines
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/19309
[1] https://arxiv.org/abs/2203.14242
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/19329
[1] https://sites.google.com/view/web-socialmedia-study/home
[1] https://twitter.com/m_datasci_/status/1582635986114134017
[1] https://twitter.com/syardi/status/1017494175296688128
[1] https://twitter.com/ingmarweber/status/1017400733346549760
[1] https://www.icwsm.org/2018/docs/misc/Schoenebeck_ICWSM_share.pdf

Top URLs in Tweet in G10:
[7] https://ojs.aaai.org/index.php/ICWSM/article/view/18075
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/14127
[1] https://arxiv.org/abs/1407.5225
[1] https://arxiv.org/abs/2211.00639
[1] https://twitter.com/realityteam11/status/1554454098019336197

Top Domains
Top Domains in Tweet in Entire Graph:
[256] aaai.org
[113] nih.gov
[57] arxiv.org
[23] twitter.com
[17] oup.com
[13] google.com
[11] icwsm.org
[10] science.org
[6] aclanthology.org
[4] efas.eu

Top Domains in Tweet in G1:
[116] aaai.org
[113] nih.gov

Top Domains in Tweet in G2:
[16] arxiv.org
[5] twitter.com
[3] zenodo.org
[2] aaai.org
[2] osf.io
[1] google.com
[1] reddit.com
[1] icwsm.org
[1] nickbeauchamp.com
[1] youtube.com

Top Domains in Tweet in G3:
[15] arxiv.org
[10] google.com
[10] science.org
[4] aaai.org
[1] acm.org
[1] twitter.com

Top Domains in Tweet in G4:
[27] aaai.org
[5] twitter.com
[5] arxiv.org
[4] icwsm.org
[2] github.com
[2] gatech.edu
[1] wired.com
[1] soundcloud.com
[1] tweetedtimes.com
[1] nickbeauchamp.com

Top Domains in Tweet in G5:
[2] arxiv.org
[1] google.com
[1] twitter.com
[1] erowid.org

Top Domains in Tweet in G6:
[18] aaai.org
[17] oup.com
[1] twitter.com

Top Domains in Tweet in G7:
[1] aaai.org

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

Top Domains in Tweet in G9:
[3] twitter.com
[2] icwsm.org
[2] aaai.org
[1] arxiv.org
[1] google.com

Top Domains in Tweet in G10:
[8] aaai.org
[2] arxiv.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[26] icwsm
[5] cloudflareprotectsterrorists
[3] nlproc
[3] research
[2] hatespeech
[2] mastodon
[2] cscw
[2] nlp
[2] icwsm2022
[2] twitterscience



Top Hashtags in Tweet in G2:
[5] icwsm
[2] nlproc
[2] hatespeech
[2] research
[2] nlp
[1] hci
[1] socialcomputing
[1] compsocsci
[1] chi
[1] cscw

Top Hashtags in Tweet in G4:
[1] bias
[1] wikipedia
[1] quality
[1] dropkiwifarms
[1] cloudflareprotectsterrorists
[1] icwsm2021
[1] covid19
[1] covidisnotover
[1] getboosted
[1] itsmaskseasonagain

Top Hashtags in Tweet in G5:
[10] icwsm
[1] cscw
[1] cscw2022
[1] chi2023

Top Hashtags in Tweet in G9:
[3] icwsm

Top Words
Top Words in Tweet in Entire Graph:
[578] datadrivenmd
[468] reviews
[367] yankee
[350] smell
[308] vector
[308] bayesian
[307] autoregression
[302] model
[301] covid
[300] test

Top Words in Tweet in G1:
[573] datadrivenmd
[406] reviews
[292] smell
[291] autoregression
[291] bayesian
[291] vector
[290] novel
[290] finding
[290] test
[290] model

Top Words in Tweet in G2:
[132] icwsm
[106] paper
[69] covid
[66] nick_beauchamp
[64] update
[64] amazon
[64] yankee
[64] predict
[63] december
[63] complaints

Top Words in Tweet in G3:
[78] emollick
[63] paper
[48] more
[48] viral
[47] whole
[47] someone
[47] starts
[47] unexpectedly
[47] capture
[47] go

Top Words in Tweet in G4:
[18] icwsm
[18] ãƒ
[8] paper
[7] social
[7] aaai
[7] reviews
[7] media
[6] more
[6] 2022
[6] covid

Top Words in Tweet in G5:
[26] icwsm
[14] 2023
[13] api
[13] jurgenpfeffer
[12] alert
[12] citation
[12] accepted
[12] update
[12] twitter
[12] academic

Top Words in Tweet in G6:
[30] paper
[26] twitter
[17] spirals
[17] closely
[17] online
[17] related
[17] toxicity
[17] comments
[16] brendannyhan
[14] repurposing

Top Words in Tweet in G7:
[28] providers
[26] platforms
[26] service
[26] sites
[26] 440
[26] power
[26] hate
[26] domain
[26] analyze
[26] including

Top Words in Tweet in G8:
[22] candle
[22] reviews
[22] smell
[22] peer
[22] tied
[22] reviewed
[22] here's
[22] exactly
[22] research
[22] surges

Top Words in Tweet in G9:
[35] ç
[21] ãƒ
[19] ÿã
[18] æ
[17] šã
[14] ˆã
[10] m_datasci_
[10] ÿæ
[10] åˆ
[9] ÿè

Top Words in Tweet in G10:
[9] osome_iu
[7] behavior
[7] inauthentic
[7] see
[7] paper
[6] detect
[6] coordinated
[6] framework
[6] excellent
[6] thread

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[332] smell,reviews
[308] bayesian,vector
[307] vector,autoregression
[296] model,developed
[296] hypothesis,finding
[296] developed,test
[296] autoregression,model
[296] test,hypothesis
[296] novel,bayesian
[293] finding,smell

Top Word Pairs in Tweet in G1:
[291] vector,autoregression
[291] bayesian,vector
[290] finding,smell
[290] autoregression,model
[290] model,developed
[290] hypothesis,finding
[290] smell,reviews
[290] test,hypothesis
[290] novel,bayesian
[290] developed,test

Top Word Pairs in Tweet in G2:
[64] predict,covid
[63] tweet,paper
[63] candle,update
[63] amazon,predict
[63] covid,december
[63] december,tweet
[63] 'no,smell'
[63] smell',complaints
[63] paper,icwsm
[63] update,'no

Top Word Pairs in Tweet in G3:
[47] story,audience
[47] capture,paper
[47] unexpectedly,go
[47] go,viral
[47] viral,starts
[47] audience,capture
[47] whole,sad
[47] paper,someone
[47] someone,unexpectedly
[47] starts,more

Top Word Pairs in Tweet in G4:
[12] ãƒ,ãƒ
[7] social,media
[5] web,social
[5] icwsm,2023
[5] aaai,conference
[5] conference,web
[4] comment,accepted
[4] international,aaai
[4] amazon,reviews
[3] detecting,effect

Top Word Pairs in Tweet in G5:
[14] icwsm,2023
[12] api,accepted
[12] twitter,academic
[12] update,alert
[12] citation,update
[12] paper,twitter
[12] accepted,icwsm
[12] alert,paper
[12] academic,api
[11] jurgenpfeffer,citation

Top Word Pairs in Tweet in G6:
[17] paper,spirals
[17] closely,related
[17] online,comments
[17] spirals,toxicity
[17] related,paper
[17] toxicity,online
[16] brendannyhan,closely
[13] one,many
[13] paper,misleading
[13] scientifically,documented

Top Word Pairs in Tweet in G7:
[26] power,440
[26] platforms,domain
[26] sites,including
[26] 440,misinformation
[26] analyze,service
[26] including,hosting
[26] hate,sites
[26] providers,power
[26] misinformation,hate
[26] hosting,platforms

Top Word Pairs in Tweet in G8:
[22] reviews,being
[22] surges,here's
[22] candle,smell
[22] covid,surges
[22] reviewed,research
[22] here's,peer
[22] research,exactly
[22] joke,candle
[22] being,tied
[22] smell,reviews

Top Word Pairs in Tweet in G9:
[10] ç,ÿæ
[9] ÿè,æ
[7] ãƒ,ãƒ
[6] ç,ç
[5] çš,åˆ
[5] èª,ç
[5] æž,ÿè
[5] ˆã,œã
[5] åˆ,æž
[5] šè,ç

Top Word Pairs in Tweet in G10:
[7] inauthentic,behavior
[6] detect,cib
[6] paper,framework
[6] framework,detect
[6] see,paper
[6] thread,coordinated
[6] behavior,see
[6] coordinated,inauthentic
[6] excellent,thread
[5] osome_iu,excellent

Top Replied-To
Top Replied-To in Entire Graph:
@nick_beauchamp
@manoelribeiro
@dgarcia_eu
@mattwallace888
@enirenberg
@animesh43061078
@esqueer_
@skairam
@lucie_nlp
@ceekz

Top Replied-To in G1:
@datadrivenmd
@meetjess

Top Replied-To in G2:
@nick_beauchamp
@manoelribeiro
@dgarcia_eu
@animesh43061078
@skairam
@lucie_nlp
@dilrukshi_lk
@razsc
@alorozco53
@fpeandrees

Top Replied-To in G5:
@jurgenpfeffer

Top Replied-To in G6:
@drtugrulcan

Top Replied-To in G9:
@ceekz
@sivavaid

Top Replied-To in G10:
@shawnmjones

Top Mentioned
Top Mentioned in Entire Graph:
@datadrivenmd
@icwsm
@altenberglee
@emollick
@nick_beauchamp
@valdiskrebs
@mwlauthor
@alextheefstra
@brendannyhan
@dremilianodc

Top Mentioned in G1:
@datadrivenmd
@altenberglee
@meetjess
@nick_beauchamp

Top Mentioned in G2:
@icwsm
@nick_beauchamp
@alextheefstra
@dremilianodc
@arkaitz
@aggiejiang
@acm_cscw
@vibhoragarwall
@adhomineminfo
@_mainack

Top Mentioned in G3:
@emollick
@datadrivenmd

Top Mentioned in G5:
@jurgenpfeffer
@hanlinliii
@maria_antoniak
@bhecht
@snchancellor
@icwsm
@true_mxp
@victorknox99
@angelina_vmo
@mominmmalik

Top Mentioned in G6:
@brendannyhan
@tugrulcanelmas
@smlabto
@icwsm
@raquelrecuero
@felipebsoares
@gruzd
@mwlauthor

Top Mentioned in G7:
@valdiskrebs

Top Mentioned in G8:
@mwlauthor

Top Mentioned in G9:
@m_datasci_
@syardi
@sivavaid
@icwsm
@ingmarweber
@socinformatics
@thewebconf
@acmht

Top Mentioned in G10:
@osome_iu
@webscidl
@stormyarchives
@storygraphbot
@_wdill
@icanhazmemento
@covidvaccineca
@findavac_austin
@acnwala
@shawnmjones

Top Tweeters
Top Tweeters in Entire Graph:
@blueflower1096
@givemepie360
@jjj5819
@chiqfudoki
@katcapps
@vedehimajumdar
@morgfair
@samhainnight
@estarianne
@asher_wolf

Top Tweeters in G1:
@blueflower1096
@jjj5819
@katcapps
@vedehimajumdar
@samhainnight
@estarianne
@debsomewhere
@emccoy_writer
@m5b1tch
@oufenix

Top Tweeters in G2:
@sxpert1
@booky630
@aeriqui
@sharpieskunk
@moomanibe
@colocha_rachel
@kamorant
@thisaeshaw
@jelli11
@intlibecosoc

Top Tweeters in G3:
@givemepie360
@morgfair
@digyoursoul
@zerojuls
@ibnkafka
@cruellaisdevine
@thedalyplanet
@42lives
@knightrustyarm
@biblioteq_tress

Top Tweeters in G4:
@malindaannhill
@cinnamaldehyde
@roryreckons
@laurenweinstein
@toritorix
@arxiv_cs_cl_ja
@catkimbriel
@apelaez1
@ptpintcast
@alexfischcc

Top Tweeters in G5:
@monrodriguez
@abigmess
@cerstinmahlow
@true_mxp
@julia_ortner
@davidlazer
@tttthomasssss
@jschneider
@vnfrombucharest
@ryandcotterell

Top Tweeters in G6:
@caseyhinds
@curvewhiplash
@debbiegoldsmith
@coyotedancer
@valcoholics1
@brendannyhan
@viewerschoicefr
@angryblackbiguy
@boadiceatx
@athirdgenesis

Top Tweeters in G7:
@netbacker
@eyemagistus
@npars01
@rnelson0
@fluxcapdoodah
@humanssuck12
@fbrownbread
@stellab06612856
@nonnylynda
@allwrongthink

Top Tweeters in G8:
@rodriguez_linda
@xeauxeau
@happysorceress
@krveale
@jons253
@pecisk
@unlikelylass
@annavolodova
@michaeldexter
@mwlauthor

Top Tweeters in G9:
@chiqfudoki
@charmstrawberry
@ceekz
@arcatdmz
@arancio3355
@organ_ic
@mtknnktm
@yp_genzitsu
@hirothamadajp
@syardi

Top Tweeters in G10:
@shawnmjones
@findavac_austin
@phonedude_mln
@covidvaccineca
@theitwineguy
@osome_iu
@acnwala
@webscidl
@botometer
@stormyarchives


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