icwsm, Twitter, 4/12/2020 2:06:57 AM, 224851


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icwsm_2020-04-11_18-21-32.xlsx
icwsm_2020-04-11_18-21-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 12, 2020
Short Description:
icwsm via NodeXL https://bit.ly/2JZ8tRq
@icwsm
@jacobeisenstein
@mediateworkshop
@jisunan
@nataliebazarova
@emilio__ferrara
@george_berry
@ugurkursuncu
@manasgaur90
@munmun10

Top hashtags:
#icwsm2020
#icwsm
#cybersocialthreats
#atlanta
#mediate2020
#cysoc2020

Description:
Description
The graph represents a network of 325 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, 12 April 2020 at 01:21 UTC.

The requested start date was Sunday, 12 April 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 64-day, 3-hour, 18-minute period from Tuesday, 04 February 2020 at 17:38 UTC to Wednesday, 08 April 2020 at 20:56 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 : 325
Unique Edges : 576
Edges With Duplicates : 153
Total Edges : 729
Number of Edge Types : 4
MentionsInRetweet : 431
Mentions : 201
Replies to : 52
Tweet : 45
Self-Loops : 45
Reciprocated Vertex Pair Ratio : 0.0821428571428571
Reciprocated Edge Ratio : 0.151815181518152
Connected Components : 35
Single-Vertex Connected Components : 14
Maximum Vertices in a Connected Component : 247
Maximum Edges in a Connected Component : 653
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.019177
Graph Density : 0.00575498575498576
Modularity : 0.592876
NodeXL Version : 1.0.1.430
Data Import : The graph represents a network of 325 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, 12 April 2020 at 01:21 UTC.

The requested start date was Sunday, 12 April 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 64-day, 3-hour, 18-minute period from Tuesday, 04 February 2020 at 17:38 UTC to Wednesday, 08 April 2020 at 20:56 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:
[11] http://socialsens.web.illinois.edu/
[5] https://faculty.washington.edu/kstarbi/Starbird-et-al-ICWSM-2018-Echosystem-final.pdf
[3] https://www.icwsm.org/2020/index.html
[3] https://www.icwsm.org/2020/
[3] https://sites.google.com/view/icwsm2020datachallenge/home
[2] https://mediateworkshop.github.io/
[2] https://medium.com/@isiminds/twitter-dataset-related-to-covid-19-coronavirus-released-b0610c718910
[2] https://twitter.com/icwsm/status/1241103070186045450
[2] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM16/paper/view/13140/12828
[2] http://CySoc.aiisc.ai

Top URLs in Tweet in G1:
[3] https://sites.google.com/view/icwsm2020datachallenge/home
[2] http://socialsens.web.illinois.edu/
[1] https://medium.com/@isiminds/twitter-dataset-related-to-covid-19-coronavirus-released-b0610c718910
[1] https://icwsm.org/
[1] https://icwsm.org/2020/index.html
[1] https://medium.com/@cfiesler/spiders-and-crawlers-and-scrapers-oh-my-law-and-ethics-of-researchers-violating-terms-of-service-27496894f6de?source=twitterShare-c5fd3387b0e7-1585931275&_branch_match_id=link-774658791534655088
[1] https://forms.gle/FSMUpUho9gW9JXBC9
[1] https://research.fb.com/blog/2020/02/facebook-misinformation-polarization-rfp-two-million-dollar-commitment/
[1] https://twitter.com/ic2s2/status/1227641514760626176
[1] https://arxiv.org/pdf/2003.11906.pdf

Top URLs in Tweet in G2:
[2] http://CySoc.aiisc.ai
[1] https://twitter.com/UgurKursuncu/status/1237207921299042304?s=20
[1] https://zenodo.org/record/3606810
[1] https://arxiv.org/abs/2001.07487
[1] https://twitter.com/meverteam/status/1237897207824527362
[1] https://twitter.com/ugurkursuncu/status/1237207921299042304
[1] http://emoji2020.aiisc.ai/#section-cfp

Top URLs in Tweet in G3:
[2] http://socialsens.web.illinois.edu/
[1] https://twitter.com/sociotechnet/status/1233012153155801089
[1] https://twitter.com/sociotechnet/status/1239171488575451136
[1] https://twitter.com/arxiv_cscl/status/1245722859886043136

Top URLs in Tweet in G4:
[7] http://socialsens.web.illinois.edu/
[1] https://arxiv.org/pdf/1609.09047v2.pdf
[1] https://twitter.com/cjziems/status/1247902618359226380
[1] https://arxiv.org/pdf/2004.01820.pdf
[1] https://medium.com/@isiminds/twitter-dataset-related-to-covid-19-coronavirus-released-b0610c718910
[1] http://socialsens.web.illinois.edu
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM16/paper/viewPaper/13034
[1] https://twitter.com/icwsm/status/1241103070186045450

Top URLs in Tweet in G5:
[1] https://arxiv.org/abs/2004.00105
[1] http://neco.io/cfp/
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3237

Top URLs in Tweet in G6:
[2] https://fr.scribd.com/document/324109982/Pro%EF%AC%81le-Pictures-on-Social-Media-Gender-and-Regional-Differences
[2] https://www.researchgate.net/publication/295402737_Gender_stereotypes_in_Facebook_profiles_Are_women_more_female_online
[2] https://www.researchgate.net/profile/Martin_Fiebert/publication/316861686_Facebook_Profile_Pictures_Gender_Differences_in_Frequency_and_Type_of_Profile_Pictures_Posted_within_One-Year_Period_Among_Older_Adults/links/5914c8f74585152e199de4cd/Facebook-Profile-Pictures-Gender-Differences-in-Frequency-and-Type-of-Profile-Pictures-Posted-within-One-Year-Period-Among-Older-Adults.pdf
[2] https://research.fb.com/publications/gender-topic-and-audience-response-an-analysis-of-user-generated-content-on-facebook/
[2] https://socialmediapsychology.eu/2016/10/22/gender-and-social-media/
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3230
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3229/3097
[1] https://twitter.com/ArsScience/status/1228732215816790017
[1] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15587/14817
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM12/paper/view/4648/5036

Top URLs in Tweet in G7:
[2] https://mediateworkshop.github.io/
[1] https://twitter.com/MediateWorkshop/status/1247610855245656064

Top URLs in Tweet in G9:
[2] https://www.icwsm.org/2020/
[1] https://twitter.com/SpotifyResearch/status/1242051995701297152

Top Domains
Top Domains in Tweet in Entire Graph:
[24] aaai.org
[19] twitter.com
[12] illinois.edu
[9] icwsm.org
[6] arxiv.org
[5] washington.edu
[4] medium.com
[4] researchgate.net
[3] fb.com
[3] aiisc.ai

Top Domains in Tweet in G1:
[4] icwsm.org
[3] twitter.com
[3] google.com
[2] medium.com
[2] illinois.edu
[1] forms.gle
[1] fb.com
[1] arxiv.org
[1] aaai.org
[1] harvard.edu

Top Domains in Tweet in G2:
[3] aiisc.ai
[3] twitter.com
[1] zenodo.org
[1] arxiv.org

Top Domains in Tweet in G3:
[3] twitter.com
[2] illinois.edu

Top Domains in Tweet in G4:
[8] illinois.edu
[2] arxiv.org
[2] twitter.com
[1] medium.com
[1] aaai.org

Top Domains in Tweet in G5:
[1] arxiv.org
[1] neco.io
[1] aaai.org

Top Domains in Tweet in G6:
[9] aaai.org
[4] researchgate.net
[3] twitter.com
[2] icwsm.org
[2] scribd.com
[2] fb.com
[2] socialmediapsychology.eu

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

Top Domains in Tweet in G9:
[2] icwsm.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[66] icwsm2020
[28] icwsm
[10] cybersocialthreats
[9] atlanta
[9] mediate2020
[8] cysoc2020
[7] misinformation
[4] cscw2020
[4] aiinstitute
[4] aaai20



Top Hashtags in Tweet in G1:
[32] icwsm2020
[12] icwsm
[3] misinformation
[2] cscw2020
[2] fleet
[1] css
[1] icwsm2021
[1] cybersocialthreats
[1] atlanta
[1] cysoc2020

Top Hashtags in Tweet in G2:
[11] icwsm2020
[8] cybersocialthreats
[7] atlanta
[7] cysoc2020
[4] aiinstitute
[4] aaai20
[2] cfp
[2] misinformation
[1] covid19
[1] dataforvulnerable

Top Hashtags in Tweet in G3:
[4] icwsm2020
[1] nlproc
[1] linguistics

Top Hashtags in Tweet in G4:
[6] icwsm2020
[4] icwsm

Top Hashtags in Tweet in G5:
[7] icwsm
[3] icwsm2020
[1] neco2020

Top Hashtags in Tweet in G6:
[2] icwsm
[2] genderstudies
[1] cscw2020
[1] icwsm2020

Top Hashtags in Tweet in G7:
[9] mediate2020
[2] misinformation
[1] infodemic
[1] covid19

Top Hashtags in Tweet in G8:
[1] covidー19
[1] ica2020
[1] chi
[1] cscw
[1] ica
[1] icwsm
[1] cscw2020
[1] chi2020
[1] icwsm2020

Top Hashtags in Tweet in G9:
[3] icwsm2020

Top Hashtags in Tweet in G10:
[2] icwsm2020
[1] cybersocialthreats
[1] atlanta

Top Words
Top Words in Tweet in Entire Graph:
[274] Words in Sentiment List#1: Positive
[129] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[8083] Non-categorized Words
[8486] Total Words
[222] icwsm
[110] paper
[67] news
[66] #icwsm2020
[64] accepted

Top Words in Tweet in G1:
[95] icwsm
[39] paper
[33] first
[33] conference
[33] share
[32] #icwsm2020
[32] accepted
[32] isi_fondazione
[31] m_starnini
[30] twitter

Top Words in Tweet in G2:
[26] icwsm
[20] workshop
[14] please
[14] excited
[13] organizing
[13] consider
[13] jhblackb
[12] ugurkursuncu
[12] share
[11] #icwsm2020

Top Words in Tweet in G3:
[33] news
[31] icwsm
[21] jacobeisenstein
[18] paper
[17] accepted
[17] diyi_yang
[16] alethioguy
[16] 2020
[16] measure
[16] collective

Top Words in Tweet in G4:
[18] icwsm
[11] paper
[9] please
[9] consider
[8] emilio__ferrara
[7] submission
[7] socialsens2020
[6] ostrich007
[6] look
[6] forward

Top Words in Tweet in G5:
[12] icwsm
[7] online
[7] paper
[7] #icwsm
[5] study
[5] academic
[5] empirical
[5] neco
[5] back
[5] june

Top Words in Tweet in G6:
[5] icwsm
[3] ãƒ
[3] paper
[2] æ
[2] cycle
[2] over
[2] #icwsm
[2] accuracy
[2] results
[2] more

Top Words in Tweet in G7:
[13] news
[13] misinformation
[11] social
[11] media
[10] hosted
[9] mediateworkshop
[9] thrilled
[9] announce
[9] #mediate2020
[9] workshop

Top Words in Tweet in G8:
[5] icwsm
[3] conference
[3] acm_cscw
[3] sig_chi
[3] rvinsroom
[3] difrad
[3] samuelhardman
[3] shsannon
[3] masurphil
[3] yoonsays

Top Words in Tweet in G9:
[11] spotifyresearch
[8] samfway
[7] hsmcramer
[7] local
[6] happy
[6] news
[6] paper
[6] scientists
[6] scinoise
[6] trends

Top Words in Tweet in G10:
[5] icwsm
[4] nishanthsastry
[4] covid
[4] 19
[4] ready
[4] together
[4] virtually
[4] 3pm
[4] coffee
[4] shooting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[53] accepted,icwsm
[41] virtual,conference
[40] icwsm,#icwsm2020
[40] #icwsm2020,virtual
[40] conference,physical
[40] physical,meeting
[40] meeting,canceled
[40] canceled,motivation
[40] motivation,high
[40] high,let's

Top Word Pairs in Tweet in G1:
[30] first,paper
[30] accepted,icwsm
[29] happy,share
[29] share,first
[29] paper,isi_fondazione
[29] isi_fondazione,colleagues
[29] colleagues,accepted
[29] icwsm,mapped
[29] mapped,twitter
[29] twitter,debate

Top Word Pairs in Tweet in G2:
[13] please,consider
[9] super,excited
[9] excited,announce
[9] announce,idramalab
[9] idramalab,folks
[9] folks,zsavvas90
[9] zsavvas90,emilianoucl
[9] emilianoucl,gianluca_string
[9] gianluca_string,jhblackb
[9] jhblackb,dataset

Top Word Pairs in Tweet in G3:
[17] accepted,icwsm
[16] news,paper
[16] paper,accepted
[16] icwsm,2020
[16] 2020,diyi_yang
[16] diyi_yang,jacobeisenstein
[16] jacobeisenstein,measure
[16] measure,collective
[16] collective,attention
[16] attention,news

Top Word Pairs in Tweet in G4:
[9] please,consider
[7] socialsens2020,icwsm
[6] consider,submission
[6] submission,socialsens2020
[6] icwsm,look
[6] look,forward
[6] forward,attract
[6] attract,diverse
[6] diverse,audience
[6] one,favorite

Top Word Pairs in Tweet in G5:
[5] neco,back
[5] back,june
[5] june,neco'20
[5] neco'20,virtually
[5] virtually,held
[5] held,part
[5] part,#icwsm
[5] #icwsm,accepting
[5] accepting,abstract
[5] abstract,cfp

Top Word Pairs in Tweet in G6:
[2] icwsm,2020
[2] quelques,liens
[2] liens,par
[2] par,ailleurs
[2] ailleurs,pertinence
[2] pertinence,checker
[2] checker,#genderstudies

Top Word Pairs in Tweet in G7:
[9] thrilled,announce
[9] announce,#mediate2020
[9] #mediate2020,social
[9] social,news
[9] news,media
[9] media,misinformation
[9] misinformation,workshop
[9] workshop,hosted
[8] mediateworkshop,thrilled
[4] crunching,data

Top Word Pairs in Tweet in G8:
[3] rvinsroom,difrad
[3] difrad,samuelhardman
[3] samuelhardman,shsannon
[3] shsannon,masurphil
[3] masurphil,yoonsays
[2] acm_cscw,sig_chi
[2] sig_chi,icwsm

Top Word Pairs in Tweet in G9:
[6] happy,news
[6] news,paper
[6] paper,spotifyresearch
[6] spotifyresearch,scientists
[6] scientists,samfway
[6] samfway,scinoise
[6] scinoise,hsmcramer
[6] hsmcramer,local
[6] local,trends
[6] trends,global

Top Word Pairs in Tweet in G10:
[4] covid,19
[4] 19,ready
[4] ready,together
[4] together,virtually
[4] virtually,3pm
[4] 3pm,coffee
[4] coffee,shooting
[4] shooting,breeze
[3] nishanthsastry,covid
[2] pk_plus_plus,sagarjoglekar

Top Replied-To
Top Replied-To in Entire Graph:
@icwsm
@thomasrdavidson
@yvolkovich
@rvinsroom
@williamstome
@m_starnini
@samfway
@rao2z
@munmun10
@sal_giorgi

Top Replied-To in G1:
@icwsm
@thomasrdavidson
@yvolkovich
@m_starnini
@rao2z
@melegaro
@samfway
@cfiesler
@elenadata
@manoelribeiro

Top Replied-To in G2:
@sal_giorgi
@icwsm
@ugurkursuncu
@sanjrockz

Top Replied-To in G3:
@williamstome
@munmun10

Top Replied-To in G4:
@emilio__ferrara

Top Replied-To in G8:
@rvinsroom
@icwsm

Top Replied-To in G9:
@samfway

Top Replied-To in G10:
@pk_plus_plus
@nishanthsastry

Top Mentioned
Top Mentioned in Entire Graph:
@icwsm
@isi_fondazione
@m_starnini
@jacobeisenstein
@diyi_yang
@alethioguy
@ugurkursuncu
@jhblackb
@ostrich007
@munmun10

Top Mentioned in G1:
@icwsm
@isi_fondazione
@m_starnini
@munmun10
@ostrich007
@ugurkursuncu
@jennthom
@mtizzoni
@adrianamanna
@toff_veronica

Top Mentioned in G2:
@icwsm
@jhblackb
@ugurkursuncu
@idramalab
@zsavvas90
@emilianoucl
@gianluca_string
@a_papasavva
@amit_p
@yelenamejova

Top Mentioned in G3:
@jacobeisenstein
@diyi_yang
@alethioguy
@icwsm
@natebeard_
@bkeegan
@ostrich007
@a_papasavva
@idramalab
@zsavvas90

Top Mentioned in G4:
@icwsm
@emilio__ferrara
@ostrich007
@onurvarol
@botometer
@fredmorstatter
@cjziems
@danamnguyen
@adamgdunn
@lexing

Top Mentioned in G5:
@icwsm
@george_berry
@haewoon
@neco_workshop
@jisunan
@_binnym
@punyajoysaha
@rajgariasubham
@prajwal1210
@words_life

Top Mentioned in G7:
@mediateworkshop
@biboudis
@icwsm

Top Mentioned in G8:
@acm_cscw
@sig_chi
@icwsm
@difrad
@samuelhardman
@shsannon
@masurphil
@yoonsays
@ica_cat

Top Mentioned in G9:
@samfway
@hsmcramer
@spotifyresearch
@scinoise
@icwsm

Top Mentioned in G10:
@icwsm
@nishanthsastry
@pk_plus_plus
@sagarjoglekar
@gareth_tyson
@gvrkiran
@aakutiriko
@_aravindh
@toobafaisal
@haewoon

Top Tweeters
Top Tweeters in Entire Graph:
@kevincarson1
@youranoncentral
@phoenixwomanmn
@auhsdbond
@webtermsbot
@aasaraiko
@tresahorney
@fchasteland
@kdnuggets
@rosalaut

Top Tweeters in G1:
@webtermsbot
@fchasteland
@shionguha
@ascochita
@mtknnktm
@frontendtweets
@alexleavitt
@vakdaro
@anxosan
@alfonsolangle

Top Tweeters in G2:
@gianluca_string
@favstats
@jhblackb
@synergymarketi5
@amy_cking1
@victorvicpal
@kurdimaram
@diverseinai
@mishramegha
@msirivia

Top Tweeters in G3:
@yuvalpi
@bkeegan
@mark_riedl
@cfiesler
@rexdouglass
@sroylee
@ryanjgallag
@brsepulvado
@williamstome
@jacobeisenstein

Top Tweeters in G4:
@adamgdunn
@micmactribe
@emilio__ferrara
@marco_java
@minsuk_chang
@timothyjgraham
@onurvarol
@osome_iu
@o_saja
@kristinalerman

Top Tweeters in G5:
@juanleitonm
@haewoon
@arkaitz
@winteram
@george_berry
@carlcolglazier
@words_life
@boringsegfault
@jisunan
@benjamindhorne

Top Tweeters in G6:
@kdnuggets
@syardi
@scienceisbeauty
@emallson
@sallyyuen95
@squineluft
@hkefka385
@blogphilo
@melodieyjsong
@maueval

Top Tweeters in G7:
@biboudis
@deppie_pant
@dtsbourg
@vergoulis
@giovanni1085
@psmeros
@disinfocloud
@jrappaz
@aiminscience
@aggr0m

Top Tweeters in G8:
@ica_cat
@mavhugs
@samuelhardman
@difrad
@sig_chi
@acm_cscw
@shsannon
@rvinsroom
@masurphil
@nataliebazarova

Top Tweeters in G9:
@lillian
@mounialalmas
@daveholtz
@hsmcramer
@mittu1204
@erishabh
@spotifyresearch
@bencarterette
@scinoise
@samfway

Top Tweeters in G10:
@asathiaseelan
@sagarjoglekar
@gareth_tyson
@pk_plus_plus
@gvrkiran
@nishanthsastry
@_aravindh
@toobafaisal
@aakutiriko


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