icwsm, Twitter, 3/20/2019 5:12:10 PM, 191056


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icwsm_2019-03-20_10-04-43.xlsx
icwsm_2019-03-20_10-04-43.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 20, 2019
Short Description:
icwsm via NodeXL http://bit.ly/2TWHeO9
@icwsm
@mpidrnews
@yelenamejova
@frontaibigdata
@katja_mat
@syardi
@populationeu
@kyriakikalimeri
@arkaitz
@d_alburez

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

Description:
Description
The graph represents a network of 519 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 Wednesday, 20 March 2019 at 17:06 UTC.

The requested start date was Wednesday, 20 March 2019 at 17:04 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 77-day, 6-hour, 17-minute period from Wednesday, 02 January 2019 at 04:08 UTC to Wednesday, 20 March 2019 at 10:25 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 : 519
Unique Edges : 923
Edges With Duplicates : 332
Total Edges : 1255
Self-Loops : 60
Reciprocated Vertex Pair Ratio : 0.0766773162939297
Reciprocated Edge Ratio : 0.142433234421365
Connected Components : 44
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 388
Maximum Edges in a Connected Component : 1118
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.126722
Graph Density : 0.00376057312473497
Modularity : 0.538697
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] 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
[7] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM14/paper/view/8122

Top URLs in Tweet in G1:
[6] https://www.icwsm.org/2019/submitting/datasets/
[4] https://twitter.com/icwsm/status/1107639541261721600
[3] https://sites.google.com/site/dataforvulnerable19/
[2] https://twitter.com/frontaibigdata/status/1100401330051379200
[1] https://twitter.com/yelenamejova/status/1098247452149403657
[1] https://www.icwsm.org/2019/
[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

Top URLs in Tweet in G2:
[11] https://www.icwsm.org/2019/submitting/datasets/
[3] https://icwsm.org/2019/program/tutorial/
[3] https://gate4ugc.blogspot.com/2019/02/3rdRDSM.html
[3] https://twitter.com/JurgenPfeffer/status/1105469745053253633
[2] http://events.dimes.unical.it/soc2net/
[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/
[1] https://icwsm.org/2019/submitting/workshops/

Top URLs in Tweet in G3:
[1] https://twitter.com/icwsm/status/1107639541261721600
[1] https://www.demogr.mpg.de/go/icwsm_2019_mpidr_workshop
[1] https://twitter.com/icwsm/status/1102574164626542594
[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://www.population-europe.eu/call-papers/call-papers-demographic-research-web-and-social-media-data
[1] https://www.icwsm.org/2019/

Top URLs in Tweet in G4:
[5] https://gate4ugc.blogspot.com/2019/02/3rdRDSM.html
[1] https://kennyjoseph.github.io/csab19
[1] https://www.icwsm.org/2019/submitting/datasets/
[1] https://twitter.com/walid_magdy/status/1065239955356745728

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:
[6] https://projects.iq.harvard.edu/critical-data-science/organizersdeadline
[2] https://www.icwsm.org/2019/submitting/datasets/
[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
[1] https://projects.iq.harvard.edu/critical-data-science

Top URLs in Tweet in G8:
[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 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.isi.edu/~galstyan/papers/icwsm-CF.pdf

Top URLs in Tweet in G10:
[4] http://events.dimes.unical.it/soc2net/

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

Top Domains in Tweet in G1:
[9] icwsm.org
[8] twitter.com
[3] google.com
[2] aaai.org

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

Top Domains in Tweet in G3:
[2] twitter.com
[2] mpg.de
[1] population-europe.eu
[1] icwsm.org

Top Domains in Tweet in G4:
[5] blogspot.com
[1] github.io
[1] icwsm.org
[1] twitter.com

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:
[7] harvard.edu
[2] icwsm.org
[2] weebly.com
[1] aaai.org
[1] arxiv.org
[1] theconversation.com
[1] twitter.com

Top Domains in Tweet in G8:
[12] twitter.com

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

Top Domains in Tweet in G10:
[4] unical.it

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



Top Hashtags in Tweet in G1:
[26] icwsm
[14] css
[11] data
[11] wellbeing
[6] socialgood
[5] vulnerable
[5] icwsm2019
[1] dataforgood
[1] socialmedia
[1] data4good

Top Hashtags in Tweet in G2:
[13] icwsm
[9] icwsm2019
[2] css
[2] icwsm2018
[2] socialmedia
[2] rstats
[2] sna
[2] datascience
[2] conference
[1] chi2020

Top Hashtags in Tweet in G3:
[2] callforpapers
[1] icwsm
[1] demography
[1] digitaldemography
[1] poptwitter
[1] workshop

Top Hashtags in Tweet in G4:
[2] icwsm2019
[2] icwsm
[1] socialmedia

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] data
[6] wellbeing
[6] mostvulnerable
[6] criticaldatascience
[2] criticaldata
[1] criticaldatascience2019
[1] rdsm

Top Hashtags in Tweet in G7:
[18] icwsm
[3] icwsm2019
[1] politicaltrolls
[1] bots
[1] datascience
[1] css
[1] criticaldatascience
[1] criticaldatastudies
[1] criticaldatascience2019
[1] wcds2019

Top Hashtags in Tweet in G8:
[19] icwsm
[9] icwsm2019
[6] chi2019
[6] cscw19
[2] chi2020
[2] cscw2020

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

Top Hashtags in Tweet in G10:
[8] soc2net_workshop
[8] icwsm
[1] data
[1] socialgood
[1] wellbeing

Top Words
Top Words in Tweet in Entire Graph:
[416] Words in Sentiment List#1: Positive
[295] Words in Sentiment List#2: Negative
[13] Words in Sentiment List#3: Angry/Violent
[13122] Non-categorized Words
[13833] Total Words
[556] icwsm
[277] workshop
[247] data
[216] 2019
[198] ã

Top Words in Tweet in G1:
[123] icwsm
[78] data
[64] workshop
[49] yelenamejova
[48] submit
[44] wellbeing
[43] vulnerable
[41] 2019
[41] march
[40] welcome

Top Words in Tweet in G2:
[121] icwsm
[48] 2019
[29] workshop
[24] data
[24] more
[22] science
[22] open
[17] dataset
[15] deadline
[15] publish

Top Words in Tweet in G3:
[74] social
[74] media
[73] demographic
[73] research
[64] workshop
[62] web
[53] data
[43] mpidrnews
[38] submissions
[33] 2019

Top Words in Tweet in G4:
[53] icwsm
[33] workshop
[25] social
[18] rumours
[17] media
[16] deadline
[15] 2019
[15] arkaitz
[15] ancsaaa3
[15] complex

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] data
[11] socialmedia
[11] rumours

Top Words in Tweet in G7:
[46] icwsm
[24] workshop
[16] data
[16] 2019
[12] science
[12] june
[11] managing
[11] designing
[10] more
[9] coming

Top Words in Tweet in G8:
[34] icwsm
[11] syardi
[9] icwsm2019
[8] mens
[6] fantastic
[6] much
[6] needed
[6] thread
[6] meaning
[6] intersectionality

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

Top Words in Tweet in G10:
[23] 2019
[18] social
[18] media
[18] complex
[18] networks
[18] icwsm
[14] deadline
[11] workshop
[10] modeling
[10] march

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[164] icwsm,2019
[140] social,media
[110] ã,ã
[100] workshop,icwsm
[80] demographic,research
[68] web,social
[66] research,web
[60] media,data
[56] march,25
[55] icwsm,workshop

Top Word Pairs in Tweet in G1:
[36] data,wellbeing
[36] wellbeing,vulnerable
[34] march,25
[34] 25,welcome
[32] workshop,icwsm
[32] yelenamejova,submit
[28] icwsm,2019
[28] welcome,ongoing
[28] ongoing,work
[27] submit,data

Top Word Pairs in Tweet in G2:
[43] icwsm,2019
[11] publish,dataset
[11] dataset,icwsm
[11] 2019,open
[11] open,data
[11] data,open
[11] open,science
[11] science,more
[11] more,citations
[11] citations,more

Top Word Pairs in Tweet in G3:
[74] social,media
[73] demographic,research
[62] web,social
[61] research,web
[52] media,data
[40] workshop,demographic
[37] submissions,workshop
[27] invite,submissions
[27] taking,place
[26] mpidrnews,invite

Top Word Pairs in Tweet in G4:
[17] social,media
[15] complex,systems
[15] systems,perspectives
[15] perspectives,algorithmic
[15] algorithmic,bias
[14] icwsm,workshop
[14] icwsm,2019
[14] rumours,deception
[14] _kenny_joseph,ancsaaa3
[13] workshop,icwsm

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] data,wellbeing

Top Word Pairs in Tweet in G7:
[17] workshop,icwsm
[16] icwsm,2019
[11] managing,designing
[9] data,science
[8] icwsm,workshop
[8] online,communities
[7] critical,data
[7] june,11
[7] designing,norms
[7] norms,online

Top Word Pairs in Tweet in G8:
[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 Word Pairs in Tweet in G9:
[5] 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:
[18] social,media
[18] complex,networks
[15] icwsm,2019
[8] interested,modelling
[8] modelling,social
[8] media,complex
[8] networks,submit
[8] submit,soc2net_workshop
[8] soc2net_workshop,icwsm
[8] 2019,deadline

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

Top Replied-To in G1:
@jurgenpfeffer
@nephillips84
@lauraschelenz
@supermaschine
@george_berry

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

Top Replied-To in G3:
@sof14g1l
@d_alburez

Top Replied-To in G4:
@arkaitz

Top Replied-To in G6:
@icwsm

Top Replied-To in G7:
@syardi
@leticiabode
@amyxzh
@_pmkr

Top Replied-To in G8:
@syardi
@jeffbigham
@liltove
@icwsm

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

Top Mentioned in G1:
@icwsm
@yelenamejova
@kyriakikalimeri
@tu_muenchen
@jurgenpfeffer
@ladamic
@cerenbudak
@dfree
@danielapaolotti

Top Mentioned in G2:
@icwsm
@elaragon
@vicen__gomez
@akalten_bcn
@dgarcia_eu
@frontaibigdata
@alb
@datasociety
@cerenbudak
@jurgenpfeffer

Top Mentioned in G3:
@mpidrnews
@d_alburez
@icwsm
@populationeu
@icw
@sof14g1l
@ezagheni
@gvrkiran
@yelenamejova
@ingmarweber

Top Mentioned in G4:
@icwsm
@ancsaaa3
@arkaitz
@_kenny_joseph
@kbontcheva
@xrysoflhs
@robnprocter
@sympap
@infated
@walid_magdy

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
@skairam
@josephseering
@eshwar_chan
@hemanklamba
@kous2v
@snchancellor
@munmun10
@saviaga
@yelenamejova

Top Mentioned in G8:
@syardi
@icwsm
@oiioxford
@blurky
@natematias
@snchancellor
@jeffbigham
@liltove
@justpac
@colegleason

Top Mentioned in G10:
@icwsm
@ale_xsandra
@interdonatos
@frontaibigdata
@cervisiarius
@kyriakikalimeri

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

Top Tweeters in G1:
@fbe
@heatherleson
@frontendtweets
@dfreelon
@bgoncalves
@deaneckles
@iamkenei
@cxdig
@ryanjgallag
@bru

Top Tweeters in G2:
@vice
@big_data_flow
@chemistredpuck
@ferli90
@shionguha
@rstatstweet
@dbworld_
@happyarthy
@rmdes_
@beatricemartini

Top Tweeters in G3:
@cassyc2107
@demografia_csic
@cortina_borja
@poblacion_csic
@javileto
@tomdrabowicz
@madmakko
@populationeu
@rebeccasear
@patrick_gerland

Top Tweeters in G4:
@tttthomasssss
@davidlazer
@dadang_ewp
@pfcdgayo
@arkaitz
@sroylee
@miguelmalvarez
@shugars
@rehman182
@jsradford

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:
@page88
@theannagat
@schirra
@matthewguz
@saiphcita
@drewwww
@munmun10
@leticiabode
@johntorousmd
@skairam

Top Tweeters in G8:
@jeffbigham
@takedownmras
@nancybaym
@natematias
@pgbovine
@syardi
@cfiesler
@lennartspion
@shriramkmurthi
@liltove

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

Top Tweeters in G10:
@sahelhkj
@mrmeritology
@marco_java
@belllabs
@mangionig
@siobhan_grayson
@lajello
@ale_xsandra
@interdonatos
@dublin_io


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