icwsm, Twitter, 3/25/2019 3:30:08 PM, 191619


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icwsm_2019-03-25_06-26-07.xlsx
icwsm_2019-03-25_06-26-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 25, 2019
Short Description:
icwsm via NodeXL http://bit.ly/2JGx0NR
@icwsm
@mpidrnews
@yelenamejova
@frontaibigdata
@katja_mat
@syardi
@populationeu
@arkaitz
@kyriakikalimeri
@d_alburez

Top hashtags:
#icwsm
#icwsm2019
#css
#data
#wellbeing
#socialmedia
#soc2net_workshop
#socialgood

Description:
Description
The graph represents a network of 543 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, 25 March 2019 at 13:26 UTC.

The requested start date was Monday, 25 March 2019 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 81-day, 2-hour, 35-minute period from Wednesday, 02 January 2019 at 04:08 UTC to Sunday, 24 March 2019 at 06:43 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 : 543
Unique Edges : 979
Edges With Duplicates : 360
Total Edges : 1339
Number of Edge Types : 3
Mentions : 1192
Replies to : 82
Tweet : 65
Self-Loops : 65
Reciprocated Vertex Pair Ratio : 0.0771543086172345
Reciprocated Edge Ratio : 0.143255813953488
Connected Components : 46
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 408
Maximum Edges in a Connected Component : 1197
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.085376
Graph Density : 0.00365266083600063
Modularity : 0.524803
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[24] https://www.icwsm.org/2019/submitting/datasets/
[18] https://gate4ugc.blogspot.com/2019/02/3rdRDSM.html
[15] https://projects.iq.harvard.edu/critical-data-science
[13] https://sites.google.com/site/dataforvulnerable19/
[9] https://projects.iq.harvard.edu/critical-data-science/organizersdeadline
[9] https://www.nikkan.co.jp/articles/view/00509627
[7] http://events.dimes.unical.it/soc2net/
[7] https://sociotech.net/forums/topic/cfp-workshop-on-critical-data-science-at-icwsm-2019-munich-june-11-2019/
[7] https://projects.iq.harvard.edu/critical-data-science/organizers
[7] https://www.pbs.org/newshour/science/false-news-travels-6-times-faster-on-twitter-than-truthful-news

Top URLs in Tweet in G1:
[5] https://twitter.com/icwsm/status/1107639541261721600
[3] https://sites.google.com/site/dataforvulnerable19/
[2] https://twitter.com/frontaibigdata/status/1100401330051379200
[2] https://www.icwsm.org/2019/submitting/datasets/
[1] https://twitter.com/yelenamejova/status/1098247452149403657
[1] https://www.demogr.mpg.de/go/icwsm_2019_mpidr_workshop
[1] https://twitter.com/icwsm/status/1102574164626542594
[1] https://www.population-europe.eu/call-papers/call-papers-demographic-research-web-and-social-media-data
[1] https://www.demogr.mpg.de/en/education_career/what_is_demography_1908/workshop_demographic_research_with_web_and_social_media_data_6042/default.htm
[1] https://icwsm.org/2019/attending/registration/

Top URLs in Tweet in G2:
[11] https://www.icwsm.org/2019/submitting/datasets/
[4] https://icwsm.org/2019/program/tutorial/
[3] https://icwsm.org/2019/attending/registration/
[3] http://events.dimes.unical.it/soc2net/
[3] https://gate4ugc.blogspot.com/2019/02/3rdRDSM.html
[3] https://twitter.com/JurgenPfeffer/status/1105469745053253633
[2] https://projects.iq.harvard.edu/critical-data-science
[2] http://causalinference.gitlab.io/icwsm-tutorial/
[2] https://communitynorms.weebly.com/cfp.html
[2] https://www.icwsm.org/2019/submitting/tutorials/

Top URLs in Tweet in G3:
[6] https://www.icwsm.org/2019/submitting/datasets/
[6] https://projects.iq.harvard.edu/critical-data-science/organizersdeadline
[1] https://www.icwsm.org/2019/
[1] https://icwsm.org/2019/attending/registration/
[1] https://icwsm.org/2019/program/speakers/
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM13/paper/view/6071
[1] https://www.icwsm.org/2019/submitting/call-for-papers/
[1] https://twitter.com/icwsm/status/1081477989534220288
[1] https://projects.iq.harvard.edu/critical-data-science

Top URLs in Tweet in G4:
[2] https://kennyjoseph.github.io/csab19
[1] https://www.icwsm.org/2019/submitting/datasets/

Top URLs in Tweet in G5:
[7] https://projects.iq.harvard.edu/critical-data-science/organizers
[7] https://projects.iq.harvard.edu/critical-data-science
[3] https://icwsm.org/2019/submittin
[2] https://www.icwsm.org/2019/submitting/datasets/
[2] https://projects.iq.harvard.edu/critical-data-science/organizersdeadline

Top URLs in Tweet in G6:
[10] https://gate4ugc.blogspot.com/2019/02/3rdRDSM.html
[6] https://sites.google.com/site/dataforvulnerable19/
[5] https://goo.gl/JnMDMM
[4] https://projects.iq.harvard.edu/critical-data-science
[1] https://icwsm.org/2019/
[1] https://projects.iq.harvard.edu/critical-data-science/organizersdeadline
[1] https://www.icwsm.org/2019/

Top URLs in Tweet in G7:
[5] https://gate4ugc.blogspot.com/2019/02/3rdRDSM.html
[1] https://twitter.com/walid_magdy/status/1065239955356745728

Top URLs in Tweet in G8:
[2] https://communitynorms.weebly.com/
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM10/paper/viewPaper/1538
[1] https://arxiv.org/pdf/1806.00429.pdf
[1] https://theconversation.com/savvy-social-media-strategies-boost-anti-establishment-political-wins-98670
[1] https://twitter.com/snchancellor/status/1107743046718902272

Top URLs in Tweet in G9:
[1] https://www.icwsm.org/2019/?fbclid=IwAR05bZUSYWZnhaGemkB0OWdSY2xmtfY8Ejih69NTMK8HefPoag2xf8Euzw4
[1] https://www.researchgate.net/publication/307948199_Modeling_public_mood_and_emotion_Twitter_sentiment_and_socio-economic_phenomena/amp
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM11/paper/viewFile/2815/3205
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM16/paper/view/13213/12848
[1] https://easychair.org/cfp/ICSC2019
[1] https://twitter.com/fabiogiglietto/status/1087680027364339712
[1] https://aoir.org/aoir2019symposia/
[1] https://twitter.com/fabiogiglietto/status/1087674518301233152
[1] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/download/15615/14831
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM15/paper/view/10596/10490

Top URLs in Tweet in G10:
[1] https://twitter.com/kat_blaque/status/1097579362377904129
[1] https://twitter.com/jesstsai/status/1836980010
[1] https://twitter.com/sadatshami/status/14691014672
[1] https://twitter.com/icwsm/status/92580168450846720
[1] https://twitter.com/munmun10/status/353775842578542592
[1] https://twitter.com/merrierm/status/354033281580277760
[1] https://twitter.com/icwsm/status/354038688046514177
[1] https://twitter.com/munmun10/status/472965793563820032
[1] https://twitter.com/oren_data/status/558592407147532288
[1] https://twitter.com/syardi/status/603201583208210432

Top Domains
Top Domains in Tweet in Entire Graph:
[50] icwsm.org
[34] twitter.com
[32] aaai.org
[32] harvard.edu
[18] blogspot.com
[14] google.com
[9] co.jp
[8] arxiv.org
[7] unical.it
[7] sociotech.net

Top Domains in Tweet in G1:
[9] twitter.com
[4] icwsm.org
[3] google.com
[2] mpg.de
[1] population-europe.eu
[1] aaai.org

Top Domains in Tweet in G2:
[23] icwsm.org
[4] wisc.edu
[4] twitter.com
[3] unical.it
[3] blogspot.com
[3] weebly.com
[2] harvard.edu
[2] gitlab.io
[1] github.io
[1] mpg.de

Top Domains in Tweet in G3:
[10] icwsm.org
[7] harvard.edu
[1] aaai.org
[1] twitter.com

Top Domains in Tweet in G4:
[2] github.io
[1] icwsm.org

Top Domains in Tweet in G5:
[16] harvard.edu
[5] icwsm.org

Top Domains in Tweet in G6:
[10] blogspot.com
[6] google.com
[5] goo.gl
[5] harvard.edu
[2] icwsm.org

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

Top Domains in Tweet in G8:
[2] weebly.com
[1] aaai.org
[1] arxiv.org
[1] theconversation.com
[1] twitter.com

Top Domains in Tweet in G9:
[8] aaai.org
[3] twitter.com
[1] icwsm.org
[1] researchgate.net
[1] easychair.org
[1] aoir.org

Top Domains in Tweet in G10:
[12] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[135] icwsm
[55] icwsm2019
[24] css
[18] data
[18] wellbeing
[16] socialmedia
[8] soc2net_workshop
[7] socialgood
[7] mostvulnerable
[7] datascience



Top Hashtags in Tweet in G1:
[11] icwsm
[10] data
[10] wellbeing
[6] socialgood
[4] css
[4] vulnerable
[3] icwsm2019
[2] callforpapers
[1] dataforgood
[1] socialmedia

Top Hashtags in Tweet in G2:
[16] icwsm
[8] icwsm2019
[5] css
[4] conference
[2] socialmedia
[2] icwsm2018
[2] rstats
[2] sna
[2] datascience
[1] chi2020

Top Hashtags in Tweet in G3:
[28] icwsm
[13] css
[4] icwsm2019
[1] blackbox
[1] criticaldatascience
[1] criticaldatastudies
[1] criticaldatascience2019
[1] wcds2019
[1] cfp
[1] academictwitter

Top Hashtags in Tweet in G4:
[1] css
[1] icwsm

Top Hashtags in Tweet in G5:
[20] icwsm
[2] criticaldatastudies
[2] datascience

Top Hashtags in Tweet in G6:
[27] icwsm2019
[12] icwsm
[11] socialmedia
[6] criticaldatascience
[6] data
[6] wellbeing
[6] mostvulnerable
[2] criticaldata
[1] criticaldatascience2019
[1] rdsm

Top Hashtags in Tweet in G7:
[2] icwsm2019
[2] icwsm
[1] socialmedia

Top Hashtags in Tweet in G8:
[9] icwsm
[1] politicaltrolls
[1] bots
[1] datascience
[1] icwsm2019

Top Hashtags in Tweet in G9:
[2] icwsm
[2] iamcr
[1] mytwitteranniversary
[1] busm19
[1] aoir
[1] digme406

Top Hashtags in Tweet in G10:
[18] icwsm
[9] icwsm2019
[6] chi2019
[6] cscw19
[2] chi2020
[2] cscw2020

Top Words
Top Words in Tweet in Entire Graph:
[420] Words in Sentiment List#1: Positive
[314] Words in Sentiment List#2: Negative
[13] Words in Sentiment List#3: Angry/Violent
[13970] Non-categorized Words
[14704] Total Words
[613] icwsm
[296] workshop
[250] data
[235] 2019
[200] social

Top Words in Tweet in G1:
[110] data
[107] workshop
[89] icwsm
[89] social
[76] media
[75] demographic
[75] research
[62] web
[45] mpidrnews
[41] 2019

Top Words in Tweet in G2:
[158] icwsm
[68] 2019
[44] workshop
[36] data
[30] open
[28] social
[25] more
[22] tutorial
[22] organized
[22] science

Top Words in Tweet in G3:
[87] icwsm
[39] 2019
[26] science
[24] workshop
[23] data
[22] social
[20] deadline
[19] dataset
[18] 15
[17] june

Top Words in Tweet in G4:
[39] icwsm
[29] workshop
[25] ancsaaa3
[25] algorithmic
[25] bias
[19] 1
[16] complex
[16] systems
[16] perspectives
[15] _kenny_joseph

Top Words in Tweet in G5:
[38] icwsm
[32] data
[32] science
[28] workshop
[26] critical
[25] munich
[25] june
[24] 2019
[20] submissions
[19] katja_mat

Top Words in Tweet in G6:
[31] icwsm
[28] frontaibigdata
[27] icwsm2019
[20] cfp
[18] submit
[17] paper
[13] note
[11] socialmedia
[11] data
[11] rumours

Top Words in Tweet in G7:
[28] icwsm
[24] social
[17] rumours
[16] workshop
[16] media
[16] deadline
[14] arkaitz
[13] deception
[9] 2019
[8] organized

Top Words in Tweet in G8:
[26] icwsm
[13] workshop
[11] managing
[11] designing
[8] communities
[7] thinking
[7] online
[7] skairam
[6] coming
[6] june

Top Words in Tweet in G9:
[10] icwsm
[5] social
[5] media
[3] year
[3] conference
[3] research
[3] differences
[2] aaai
[2] druå
[2] na

Top Words in Tweet in G10:
[31] icwsm
[10] syardi
[9] icwsm2019
[8] mens
[6] fantastic
[6] much
[6] needed
[6] thread
[6] meaning
[6] intersectionality

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[182] icwsm,2019
[151] social,media
[110] ã,ã
[102] workshop,icwsm
[82] demographic,research
[70] web,social
[68] research,web
[62] media,data
[57] icwsm,workshop
[56] march,25

Top Word Pairs in Tweet in G1:
[76] social,media
[75] demographic,research
[62] web,social
[61] research,web
[54] media,data
[36] workshop,demographic
[33] submissions,workshop
[29] workshop,icwsm
[28] icwsm,2019
[27] invite,submissions

Top Word Pairs in Tweet in G2:
[58] icwsm,2019
[22] social,media
[16] 2019,open
[15] come,learn
[15] learn,new
[15] new,methods
[15] methods,tutorial
[15] tutorial,icwsm
[14] workshop,icwsm
[11] publish,dataset

Top Word Pairs in Tweet in G3:
[28] icwsm,2019
[16] june,11
[14] icwsm,deadline
[13] reminder,icwsm
[13] deadline,full
[13] full,social
[13] social,science
[13] science,demo
[13] demo,poster
[13] poster,dataset

Top Word Pairs in Tweet in G4:
[25] algorithmic,bias
[21] bias,icwsm
[16] complex,systems
[16] systems,perspectives
[16] perspectives,algorithmic
[15] _kenny_joseph,ancsaaa3
[12] ancsaaa3,pumped
[12] pumped,announce
[12] announce,workshop
[12] workshop,complex

Top Word Pairs in Tweet in G5:
[26] critical,data
[26] data,science
[21] icwsm,2019
[20] workshop,icwsm
[19] science,workshop
[19] munich,june
[19] june,11
[19] inviting,submissions
[10] submissions,critical
[10] icwsm,19

Top Word Pairs in Tweet in G6:
[16] frontaibigdata,cfp
[10] rumours,deception
[9] cfp,rumours
[9] deception,socialmedia
[9] socialmedia,icwsm2019
[9] icwsm2019,check
[9] check,out
[9] out,organizer's
[9] organizer's,note
[7] icwsm,frontaibigdata

Top Word Pairs in Tweet in G7:
[16] social,media
[13] rumours,deception
[12] deception,social
[8] icwsm,workshop
[8] workshop,icwsm
[8] icwsm,2019
[8] 2019,rumours
[8] media,organized
[8] organized,arkaitz
[8] arkaitz,kbontcheva

Top Word Pairs in Tweet in G8:
[11] managing,designing
[7] workshop,icwsm
[7] online,communities
[6] thinking,coming
[6] coming,icwsm
[6] icwsm,june
[6] june,check
[6] check,out
[6] out,consider
[6] consider,submitting

Top Word Pairs in Tweet in G9:
[4] social,media
[2] perfect,match
[2] match,icwsm
[2] icwsm,iamcr
[2] iamcr,annual
[2] bonus,content
[2] anonymous,posts

Top Word Pairs in Tweet in G10:
[9] icwsm,icwsm2019
[6] fantastic,much
[6] much,needed
[6] needed,thread
[6] thread,meaning
[6] meaning,intersectionality
[6] intersectionality,cc
[6] cc,icwsm
[6] icwsm,chi2019
[6] chi2019,cscw19

Top Replied-To
Top Replied-To in Entire Graph:
@emilianoucl
@syardi
@icwsm
@jabawack
@jurgenpfeffer
@mtknnktm
@heyayeh
@jeffbigham
@krisgligoric
@calmescreative

Top Replied-To in G1:
@george_berry
@d_alburez

Top Replied-To in G2:
@emilianoucl
@jabawack
@icwsm
@krisgligoric
@onurvarol
@paigealfonzo
@syardi
@jhblackb
@johnnatan_me
@sof14g1l

Top Replied-To in G3:
@jurgenpfeffer
@nephillips84
@lauraschelenz
@supermaschine
@syardi

Top Replied-To in G4:
@ancsaaa3

Top Replied-To in G6:
@icwsm

Top Replied-To in G7:
@arkaitz

Top Replied-To in G8:
@syardi
@leticiabode
@amyxzh
@_pmkr

Top Replied-To in G10:
@syardi
@jeffbigham
@liltove
@icwsm

Top Mentioned
Top Mentioned in Entire Graph:
@icwsm
@yelenamejova
@mpidrnews
@frontaibigdata
@d_alburez
@ancsaaa3
@katja_mat
@kyriakikalimeri
@jurgenpfeffer
@tu_muenchen

Top Mentioned in G1:
@icwsm
@mpidrnews
@yelenamejova
@d_alburez
@kyriakikalimeri
@populationeu
@icw
@sof14g1l
@ezagheni

Top Mentioned in G2:
@icwsm
@yelenamejova
@was
@elaragon
@vicen__gomez
@akalten_bcn
@dgarcia_eu
@d_alburez
@frontaibigdata
@alb

Top Mentioned in G3:
@icwsm
@tu_muenchen
@ladamic
@cerenbudak
@jurgenpfeffer
@dfree
@yelenamejova
@hemanklamba
@dfreelon
@kristinalerman

Top Mentioned in G4:
@icwsm
@ancsaaa3
@_kenny_joseph
@bhecht
@c_stadtfeld
@dgarcia_eu
@bodobalazs
@tsvetkovadotme
@usponline
@de_usp

Top Mentioned in G5:
@katja_mat
@clmbirn
@mominmmalik
@hemank
@icwsm
@lyrixderaven
@hemanklamba
@clauwa
@derekruths
@cerenbudak

Top Mentioned in G6:
@frontaibigdata
@icwsm
@jisunan
@yelenamejova
@arkaitz
@hemanklamba

Top Mentioned in G7:
@icwsm
@arkaitz
@kbontcheva
@xrysoflhs
@robnprocter
@sympap
@infated
@walid_magdy
@frontaibigdata

Top Mentioned in G8:
@skairam
@icwsm
@josephseering
@eshwar_chan
@snchancellor
@saviaga
@natematias
@saiphcita
@theannagat
@page88

Top Mentioned in G10:
@syardi
@icwsm
@oiioxford
@blurky
@jeffbigham
@liltove
@justpac
@colegleason

Top Tweeters
Top Tweeters in Entire Graph:
@sahelhkj
@chholte
@entwistletx
@ayirpelle
@3eani
@vice
@m_older
@wired
@big_data_flow
@t_t3_m5

Top Tweeters in G1:
@cassyc2107
@fbe
@demografia_csic
@poblacion_csic
@javileto
@tomdrabowicz
@madmakko
@bgoncalves
@deaneckles
@populationeu

Top Tweeters in G2:
@3eani
@vice
@big_data_flow
@chemistredpuck
@ferli90
@rstatstweet
@shionguha
@dbworld_
@happyarthy
@heatherleson

Top Tweeters in G3:
@frontendtweets
@dfreelon
@shawnmjones
@winteram
@munmun10
@unc_our
@netsci15
@ciro
@johntorousmd
@supermaschine

Top Tweeters in G4:
@tetisheri
@usponline
@davidlazer
@rebekahwegener
@ryanjgallag
@arvigas_
@sroylee
@shugars
@jsradford
@jkbren

Top Tweeters in G5:
@entwistletx
@benwagne_r
@jaesgeht
@astridmager
@maxi_ki
@clauwa
@lyrixderaven
@katja_mat
@sozmethode
@hen_drik

Top Tweeters in G6:
@proftomcrick
@jobucks
@shlomoargamon
@adolflow
@drjuangilbert
@haewoon
@bazilsolomon
@mrowebot
@juanrocha
@ajungherr

Top Tweeters in G7:
@tttthomasssss
@dadang_ewp
@pfcdgayo
@arkaitz
@miguelmalvarez
@rehman182
@infated
@katharinajutta
@sympap
@kbontcheva

Top Tweeters in G8:
@natematias
@page88
@theannagat
@schirra
@cfiesler
@matthewguz
@saiphcita
@drewwww
@leticiabode
@skairam

Top Tweeters in G9:
@wahl_beobachter
@_mnbgi_
@takechan2000
@ian_soboroff
@fabiogiglietto
@critter77812189
@storyneedle
@bobboynton
@edumangaba
@udomacena

Top Tweeters in G10:
@jeffbigham
@takedownmras
@nancybaym
@pgbovine
@syardi
@lennartspion
@shriramkmurthi
@liltove
@bdnoble
@oiioxford


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