icwsm, Twitter, 12/5/2021 1:53:24 AM, 267567


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icwsm_2021-12-04_17-31-20.xlsx
icwsm_2021-12-04_17-31-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2021
Short Description:
icwsm via NodeXL https://bit.ly/3rAjJL7
@icwsm
@yiqinfu
@hashtagmarketi7
@devmy_fr
@smm_news_feed
@ciro
@dvladek
@yelenamejova
@ctzag
@eredmil1

Top hashtags:
#icwsm
#recsys
#icwsm22
#data
#echochambers
#datascience
#nodexl
#cscw
#www
#css

Description:
Description
The graph represents a network of 336 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, 05 December 2021 at 01:32 UTC.

The requested start date was Sunday, 05 December 2021 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 91-day, 4-hour, 28-minute period from Friday, 03 September 2021 at 19:50 UTC to Saturday, 04 December 2021 at 00:18 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 : 336
Unique Edges : 483
Edges With Duplicates : 513
Total Edges : 996
Number of Edge Types : 5
Mentions : 270
Tweet : 27
Retweet : 208
MentionsInRetweet : 433
Replies to : 58
Self-Loops : 28
Reciprocated Vertex Pair Ratio : 0.0568356374807988
Reciprocated Edge Ratio : 0.107558139534884
Connected Components : 25
Single-Vertex Connected Components : 10
Maximum Vertices in a Connected Component : 289
Maximum Edges in a Connected Component : 952
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.100377
Graph Density : 0.00611229566453447
Modularity : 0.454977
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 336 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, 05 December 2021 at 01:32 UTC.

The requested start date was Sunday, 05 December 2021 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 91-day, 4-hour, 28-minute period from Friday, 03 September 2021 at 19:50 UTC to Saturday, 04 December 2021 at 00:18 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:
[53] https://ojs.aaai.org/index.php/ICWSM/article/view/3250/3118
[19] https://icwsm.org
[5] https://arxiv.org/abs/2112.00626
[5] https://www.icwsm.org/2022/index.html/
[5] https://twitter.com/icwsm/status/1436680218127880197
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266196
[3] http://fi.ee.tsinghua.edu.cn/social-e-commerce/
[2] https://twitter.com/cnerg/status/1460443102611607555
[2] https://twitter.com/icwsm/status/1458107385986256902
[1] https://www.linkedin.com/posts/carlosortizdev_i-teach-data-science-at-uc-berkeley-i-activity-6871669847764414464-qZbZ?fbclid=IwAR2B4n9Raw1_U0kxtn--8ZWA6AEkxvMWqS8sfSpQdr0Qnp5iWngG9W0N27E

Top URLs in Tweet in G1:
[52] https://ojs.aaai.org/index.php/ICWSM/article/view/3250/3118
[1] https://www.nytimes.com/2018/02/10/opinion/sunday/favorite-songs.html

Top URLs in Tweet in G2:
[10] https://icwsm.org
[4] https://www.icwsm.org/2022/index.html/
[2] https://twitter.com/cnerg/status/1460443102611607555
[2] https://twitter.com/icwsm/status/1458107385986256902
[1] https://new.precisionconference.com/user/login?society=aaai
[1] https://arxiv.org/pdf/2105.08361.pdf
[1] https://twitter.com/joyopal/status/1461702424440279046
[1] https://arxiv.org/abs/2111.09137
[1] https://arxiv.org/abs/2105.08361
[1] https://arxiv.org/abs/2111.08515

Top URLs in Tweet in G3:
[5] https://twitter.com/icwsm/status/1436680218127880197
[4] https://icwsm.org
[1] https://twitter.com/icwsm/status/1461108645396160522
[1] https://arxiv.org/abs/2104.09560
[1] https://twitter.com/icwsm/status/1437896806998945796
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/3210
[1] https://twitter.com/jasonnurse/status/1452611194901209090
[1] https://zenodo.org/record/5535332
[1] https://aaai.org/ocs/index.php/ICWSM/ICWSM18/paper/viewFile/17821/17042

Top URLs in Tweet in G4:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266196
[2] https://icwsm.org
[1] https://arxiv.org/abs/2010.11638
[1] https://twitter.com/uuinfolab/status/1443934120778813441
[1] https://arxiv.org/abs/2009.04885
[1] https://twitter.com/stokel/status/1420780447492096006

Top URLs in Tweet in G5:
[5] https://arxiv.org/abs/2112.00626
[1] https://twitter.com/FrancescoBonchi/status/1466359106911059969
[1] https://twitter.com/FrancescoBonchi/status/1460563677342576644
[1] https://twitter.com/FrancescoBonchi/status/1460563641367945221
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/7285/7139
[1] https://icwsm.org

Top URLs in Tweet in G6:
[1] https://ojs.aaai.org//index.php/ICWSM/article/view/7279
[1] https://www.liebertpub.com/doi/abs/10.1089/big.2016.0047?cookieSet=1
[1] https://osf.io/preprints/socarxiv/74zw2/

Top URLs in Tweet in G7:
[1] https://twitter.com/alex_drk14/status/1460751577946464256

Top URLs in Tweet in G8:
[1] https://www.linkedin.com/posts/carlosortizdev_i-teach-data-science-at-uc-berkeley-i-activity-6871669847764414464-qZbZ?fbclid=IwAR2B4n9Raw1_U0kxtn--8ZWA6AEkxvMWqS8sfSpQdr0Qnp5iWngG9W0N27E
[1] https://icwsm.org
[1] https://arxiv.org/pdf/2111.08515.pdf
[1] https://twitter.com/_kenny_joseph/status/1460985774816509959

Top URLs in Tweet in G9:
[1] https://arxiv.org/abs/2111.14086

Top Domains
Top Domains in Tweet in Entire Graph:
[73] aaai.org
[26] icwsm.org
[22] twitter.com
[16] arxiv.org
[5] acm.org
[3] nodexlgraphgallery.org
[3] edu.cn
[2] washingtonpost.com
[1] linkedin.com
[1] liebertpub.com

Top Domains in Tweet in G1:
[52] aaai.org
[1] nytimes.com

Top Domains in Tweet in G2:
[14] icwsm.org
[7] twitter.com
[6] arxiv.org
[1] precisionconference.com

Top Domains in Tweet in G3:
[8] twitter.com
[4] icwsm.org
[2] aaai.org
[1] arxiv.org
[1] zenodo.org

Top Domains in Tweet in G4:
[3] nodexlgraphgallery.org
[2] icwsm.org
[2] arxiv.org
[2] twitter.com

Top Domains in Tweet in G5:
[5] arxiv.org
[3] twitter.com
[1] aaai.org
[1] icwsm.org

Top Domains in Tweet in G6:
[1] aaai.org
[1] liebertpub.com
[1] osf.io

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[1] linkedin.com
[1] icwsm.org
[1] arxiv.org
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[8] icwsm
[4] recsys
[4] icwsm22
[3] data
[3] echochambers
[3] datascience
[3] nodexl
[3] cscw
[3] www
[3] css



Top Hashtags in Tweet in G2:
[2] twitter
[1] icwsm22
[1] gendershades
[1] covid
[1] vaccine
[1] opinion
[1] fairnessinai
[1] phdchat
[1] facialrecognition
[1] socialmedia

Top Hashtags in Tweet in G3:
[2] icwsm2022
[2] css
[1] atlanta
[1] icwsm2021
[1] icwsm
[1] élysée2017fr
[1] icwsm18

Top Hashtags in Tweet in G4:
[4] icwsm
[3] nodexl
[1] cscw
[1] www
[1] css
[1] icwsm2022
[1] socialmedia
[1] academictwitter
[1] data
[1] music

Top Hashtags in Tweet in G5:
[4] recsys
[3] echochambers
[3] datascience
[1] algorithmicbias
[1] fairness

Top Hashtags in Tweet in G9:
[3] icwsm22
[1] networkscience
[1] collusion
[1] onlinefraud
[1] wsdm
[1] icwsm
[1] hypertext

Top Words
Top Words in Tweet in Entire Graph:
[275] icwsm
[165] paper
[88] 2022
[62] research
[54] yiqinfu
[53] spotify
[53] everyone
[52] publishes
[52] coolest
[52] facts

Top Words in Tweet in G1:
[52] spotify
[52] publishes
[52] coolest
[52] research
[52] facts
[52] paper
[52] everyone
[52] listens
[52] music
[52] released

Top Words in Tweet in G2:
[73] icwsm
[39] 2022
[33] paper
[21] open
[14] happy
[13] announce
[13] 15
[12] submission
[12] 2021
[11] september

Top Words in Tweet in G3:
[74] icwsm
[33] 2022
[22] chairs
[21] yelenamejova
[17] diyi_yang
[14] september
[14] 15
[14] happy
[14] announce
[12] conference

Top Words in Tweet in G4:
[34] icwsm
[26] misinformation
[21] paper
[20] latest
[20] kwstantinos90
[20] bunch
[20] set
[20] characterize
[20] detect
[20] pseudoscientific

Top Words in Tweet in G5:
[31] icwsm
[18] people
[16] accepted
[14] francescobonchi
[14] paper
[13] together
[11] recommenders
[10] effect
[10] echo
[10] chambers

Top Words in Tweet in G6:
[18] icwsm
[15] eredmil1
[9] paper
[8] mpi_sws
[8] brownuniversity
[7] appear
[7] intern
[7] ugrad
[7] hannaaa_b's
[7] community

Top Words in Tweet in G7:
[8] paper
[8] explainable
[8] ml
[8] based
[8] twitter
[6] accepted
[6] icwsm
[5] ctzag
[5] bot
[5] detection

Top Words in Tweet in G8:
[13] icwsm
[11] covid
[10] paper
[10] local
[10] news
[10] outlets
[10] covered
[9] _jon_green
[8] benjamindhorne
[8] wihbey

Top Words in Tweet in G9:
[9] blackmarket
[8] hridaydutta123
[8] core
[6] tanmoy_chak
[5] network
[5] users
[4] icwsm
[4] paper
[4] ocean_drifters
[4] lcs2iiitd

Top Words in Tweet in G10:
[8] icwsm
[7] walid_magdy
[7] deadline
[6] dilarakkl
[5] kaniea
[3] really
[3] happy
[3] announce
[3] paper
[3] authentication

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[68] icwsm,2022
[52] spotify,publishes
[52] publishes,coolest
[52] coolest,research
[52] research,facts
[52] facts,paper
[52] paper,everyone
[52] everyone,listens
[52] listens,music
[52] music,released

Top Word Pairs in Tweet in G1:
[52] spotify,publishes
[52] publishes,coolest
[52] coolest,research
[52] research,facts
[52] facts,paper
[52] paper,everyone
[52] everyone,listens
[52] listens,music
[52] music,released
[51] yiqinfu,spotify

Top Word Pairs in Tweet in G2:
[29] icwsm,2022
[12] happy,announce
[11] announce,icwsm
[11] september,15
[11] 15,2021
[10] 2022,call
[10] open,please
[10] please,welcome
[10] welcome,2022
[10] paper,submission

Top Word Pairs in Tweet in G3:
[28] icwsm,2022
[14] september,15
[14] icwsm,happy
[14] happy,announce
[14] announce,icwsm
[14] diyi_yang,yelenamejova
[11] icwsm,icwsm
[11] 2022,program
[11] program,committee
[11] committee,chairs

Top Word Pairs in Tweet in G4:
[21] icwsm,paper
[20] latest,icwsm
[20] paper,kwstantinos90
[20] kwstantinos90,bunch
[20] bunch,set
[20] set,characterize
[20] characterize,detect
[20] detect,pseudoscientific
[20] pseudoscientific,misinformation
[19] msirivia,latest

Top Word Pairs in Tweet in G5:
[16] accepted,icwsm
[13] icwsm,together
[10] francescobonchi,paper
[10] effect,people
[10] people,recommenders
[10] recommenders,echo
[10] echo,chambers
[10] chambers,polarization
[9] exposure,inequality
[9] long,term

Top Word Pairs in Tweet in G6:
[8] icwsm,mpi_sws
[7] appear,icwsm
[7] mpi_sws,intern
[7] intern,brownuniversity
[7] brownuniversity,ugrad
[7] ugrad,hannaaa_b's
[7] hannaaa_b's,paper
[7] paper,community
[7] community,under
[7] under,surveillance

Top Word Pairs in Tweet in G7:
[8] explainable,ml
[5] paper,explainable
[5] ml,based
[5] based,twitter
[5] twitter,bot
[5] bot,detection
[5] detection,accepted
[5] accepted,realaaai
[5] realaaai,sponsored
[5] sponsored,icwsm

Top Word Pairs in Tweet in G8:
[10] local,news
[10] news,outlets
[10] outlets,covered
[10] covered,covid
[8] benjamindhorne,_jon_green
[8] _jon_green,wihbey
[8] wihbey,paper
[8] paper,icwsm
[8] icwsm,looking
[8] looking,local

Top Word Pairs in Tweet in G9:
[5] blackmarket,network
[4] hridaydutta123,ocean_drifters
[4] 1st,phd
[4] phd,student
[4] student,hridaydutta123
[4] hridaydutta123,defended
[4] defended,thesis
[4] thesis,stellar
[4] stellar,work
[4] work,blackmarket

Top Word Pairs in Tweet in G10:
[5] walid_magdy,kaniea
[4] dilarakkl,walid_magdy
[4] kaniea,icwsm
[3] really,happy
[3] happy,announce
[3] announce,paper
[3] paper,authentication
[3] authentication,question
[3] question,public
[3] public,social

Top Replied-To
Top Replied-To in Entire Graph:
@eredmil1
@dashsaloni
@icwsm
@dilarakkl
@fractalzucky
@eytanadar
@arkaitz
@koenkole
@mdekstrand
@eleonoragrassuc

Top Replied-To in G2:
@dashsaloni
@eytanadar
@eredmil1
@animesh43061078
@_jon_green
@jisunan
@abhisekfair
@david__jurgens
@icwsm

Top Replied-To in G3:
@icwsm
@eredmil1
@_mainack
@ingmarweber
@sachinpendse

Top Replied-To in G4:
@tforcworc
@ragreens
@ohohlfeld
@lucy3_li

Top Replied-To in G5:
@fractalzucky
@eleonoragrassuc
@fra_fabbri
@marioricciard18

Top Replied-To in G6:
@eredmil1
@mdekstrand
@ml_made_simple
@emilianoucl

Top Replied-To in G8:
@benjamindhorne
@diyi_yang

Top Replied-To in G10:
@dilarakkl
@walid_magdy

Top Mentioned
Top Mentioned in Entire Graph:
@icwsm
@yiqinfu
@yelenamejova
@diyi_yang
@kwstantinos90
@msirivia
@eredmil1
@francescobonchi
@lajello
@tanmit

Top Mentioned in G1:
@yiqinfu

Top Mentioned in G2:
@icwsm
@joyopal
@cnerg
@siddsjaiswal
@gangulyniloy
@eredmil1
@codybuntain
@jovialjoy
@timnitgebru
@animesh43061078

Top Mentioned in G3:
@icwsm
@yelenamejova
@diyi_yang
@lajello
@tanmit
@jisunan
@presnick
@cerenbudak
@jurgenpfeffer
@munmun10

Top Mentioned in G4:
@icwsm
@kwstantinos90
@msirivia
@dvladek
@eredmil1
@idramalab
@ciro
@yiqinfu
@yelenamejova

Top Mentioned in G5:
@icwsm
@francescobonchi
@isi_fondazione
@diyi_yang
@yelenamejova
@fractal
@fractalzucky
@federico_cinus
@c0rrad0m0nti
@fra_fabbri

Top Mentioned in G6:
@icwsm
@eredmil1
@mpi_sws
@brownuniversity
@hannaaa_b
@_kenny_joseph
@benjamindhorne
@_jon_green
@wihbey
@diyi_yang

Top Mentioned in G7:
@icwsm
@ctzag
@realaaai
@alex_drk14
@concordiah2020
@intelliot_eu
@cybersaneh2020
@cyrene_h2020
@h2020puzzle
@aifourhealthsec

Top Mentioned in G8:
@icwsm
@_jon_green
@wihbey
@_kenny_joseph
@benjamindhorne
@yelenamejova

Top Mentioned in G9:
@hridaydutta123
@tanmoy_chak
@icwsm
@ocean_drifters
@lcs2iiitd
@cambridge_uni

Top Mentioned in G10:
@walid_magdy
@kaniea
@icwsm
@dilarakkl

Top Tweeters
Top Tweeters in Entire Graph:
@sim010101
@marioricciard18
@antounh
@datasciencebot_
@theselongwars
@serena_spencer
@diagonalnorte
@dhmontgomery
@devmy_fr
@newscientist

Top Tweeters in G1:
@theselongwars
@diagonalnorte
@dhmontgomery
@damian0358
@mitchellst
@bluegod
@egirlmonetarism
@vatsrishap
@yeokrishan
@rencapman

Top Tweeters in G2:
@madhavanpallan
@arxivabs
@timnitgebru
@followml_
@andresmh
@elaragon
@fiskkit
@jovialjoy
@drsancharidas
@icwsm

Top Tweeters in G3:
@ipnosimmia
@katestarbird
@jasonnurse
@gcabanac
@lshlj
@shawnmjones
@haewoon
@arjenpdevries
@kearneymw
@ajungherr

Top Tweeters in G4:
@sim010101
@devmy_fr
@newscientist
@tforcworc
@smm_news_feed
@kesterratcliff
@gianluca_string
@net_science
@dietis_lab_ucy
@hashtagmarketi7

Top Tweeters in G5:
@marioricciard18
@datasciencebot_
@ucloudifyai
@mastrobradipo
@stefanofeltri
@dm_deluca
@paologerbaudo
@eu_pizzimenti
@giofaggionato
@rivistailmulino

Top Tweeters in G6:
@mdekstrand
@joebeone
@collinsmunyendo
@brownuniversity
@jonathanstray
@eredmil1
@ryanjgallag
@foriamcj
@littledetritus
@danajat

Top Tweeters in G7:
@ghatzivasilis
@athanat
@sotirisioannidi
@concordiah2020
@antonakd
@realaaai
@cybersaneh2020
@h2020puzzle
@c4iiot
@cyrene_h2020

Top Tweeters in G8:
@jimrosicafl
@nailatrahman
@_jon_green
@jaejaeykim2
@thewpsa
@wihbey
@foucaultwelles
@benjamindhorne
@_kenny_joseph
@mccabe_s

Top Tweeters in G9:
@cambridge_uni
@shashankr27
@tanmoy_chak
@justachetan
@cseiiitd
@lcs2iiitd
@as3eem
@ocean_drifters
@hridaydutta123
@shiv681991

Top Tweeters in G10:
@johnrayknight
@qeios
@kaniea
@dilarakkl
@cbarrie
@walid_magdy
@mtahaei
@yazz_acar
@lucysimko
@smash_edin


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