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Icwsm_2019-06-11_22-30-03.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
June 12, 2019
Description:
Description
The graph represents a network of 175 Twitter users whose recent tweets contained "Icwsm", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 12 June 2019 at 05:30 UTC.

The tweets in the network were tweeted over the 9-day, 10-hour, 17-minute period from Sunday, 02 June 2019 at 17:54 UTC to Wednesday, 12 June 2019 at 04:12 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 : 175
Unique Edges : 346
Edges With Duplicates : 359
Total Edges : 705
Self-Loops : 20
Reciprocated Vertex Pair Ratio : 0.162729658792651
Reciprocated Edge Ratio : 0.279909706546275
Connected Components : 11
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 160
Maximum Edges in a Connected Component : 690
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.745113
Graph Density : 0.0145484400656814
Modularity : 0.338013
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[9] https://sites.google.com/view/icwsmscienceslam
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199688
[5] https://www.icwsm.org/2019/program/workshop/
[5] https://www.icwsm.org/2019/program/tutorial/
[4] https://docs.google.com/presentation/d/1zc5vciuIxLkybLOUUauc1YX9fBZIB2mssv1VtWgN8tM/edit
[2] https://link.springer.com/article/10.1007%2Fs00038-018-1192-5
[2] https://www.icwsm.org/2019/program/program/
[2] https://aaai.org/ojs/index.php/ICWSM/issue/view/238
[2] https://icwsm.org/2019/program/tutorial/
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3242

Top URLs in Tweet in G1:
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199688
[2] https://icwsm.org/2019/program/tutorial/
[2] https://link.springer.com/article/10.1007%2Fs00038-018-1192-5
[1] https://www.emeraldinsight.com/doi/abs/10.1108/OIR-03-2018-0093
[1] https://www.icwsm.org/2019/program/program/
[1] https://www.icwsm.org/2019/
[1] https://sites.google.com/view/icwsmscienceslam

Top URLs in Tweet in G2:
[5] https://sites.google.com/view/icwsmscienceslam
[4] https://docs.google.com/presentation/d/1zc5vciuIxLkybLOUUauc1YX9fBZIB2mssv1VtWgN8tM/edit
[2] https://www.icwsm.org/2019/program/workshop/
[2] https://www.icwsm.org/2019/program/tutorial/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199688
[1] https://github.com/elaragon/generative-discussion-threads
[1] https://drive.google.com/viewerng/viewer?url=http://kennyjoseph.github.io/papers/csab_schedule.pdf
[1] http://www.stadtkopierer.de/
[1] https://druck-punkt.com/
[1] https://careers.twitter.com/content/careers-twitter/en/jobs-search.html?q=data+science&team=careers-twitter%3Ateam%2Fdata-science-analytics

Top URLs in Tweet in G3:
[2] https://sites.google.com/view/icwsmscienceslam
[1] https://arxiv.org/abs/1905.09105
[1] https://github.com/SofiaG1l/Using_Facebook_API
[1] https://www.propublica.org/datastore/dataset/compas-recidivism-risk-score-data-and-analysis

Top URLs in Tweet in G4:
[3] https://www.icwsm.org/2019/program/workshop/
[3] https://www.icwsm.org/2019/program/tutorial/
[2] https://aaai.org/ojs/index.php/ICWSM/issue/view/238
[1] https://aaai.org/ojs/index.php/ICWSM/index
[1] https://twitter.com/cervisiarius/status/1138150407698624514
[1] https://www.icwsm.org/2019/program/program/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199688
[1] https://kennyjoseph.github.io/csab19

Top URLs in Tweet in G5:
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3205

Top URLs in Tweet in G6:
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3256
[1] http://events.dimes.unical.it/soc2net/invited-talk/

Top URLs in Tweet in G7:
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3242
[1] https://sites.google.com/view/icwsmscienceslam
[1] https://www.facebook.com/1335974745/posts/10219205851200535/

Top URLs in Tweet in G8:
[1] https://people.mpi-sws.org/~johnme/pdf/melo-icwsm-2019-demo.pdf

Top URLs in Tweet in G9:
[1] https://twitter.com/ReaderMeter/status/1115628818478166018

Top URLs in Tweet in G10:
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM16/paper/viewFile/13015/12793

Top Domains
Top Domains in Tweet in Entire Graph:
[15] icwsm.org
[14] google.com
[8] nodexlgraphgallery.org
[7] aaai.org
[3] twitter.com
[2] github.com
[2] springer.com
[1] facebook.com
[1] stadtkopierer.de
[1] druck-punkt.com

Top Domains in Tweet in G1:
[6] nodexlgraphgallery.org
[4] icwsm.org
[2] springer.com
[1] emeraldinsight.com
[1] google.com

Top Domains in Tweet in G2:
[10] google.com
[4] icwsm.org
[1] nodexlgraphgallery.org
[1] github.com
[1] stadtkopierer.de
[1] druck-punkt.com
[1] twitter.com

Top Domains in Tweet in G3:
[2] google.com
[1] arxiv.org
[1] github.com
[1] propublica.org

Top Domains in Tweet in G4:
[7] icwsm.org
[3] aaai.org
[1] twitter.com
[1] nodexlgraphgallery.org
[1] github.io

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

Top Domains in Tweet in G6:
[1] aaai.org
[1] unical.it

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

Top Domains in Tweet in G8:
[1] mpi-sws.org

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

Top Domains in Tweet in G10:
[1] aaai.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[124] icwsm2019
[80] icwsm
[33] phdchat
[25] dataforvulnerable
[9] icwsm19
[9] css
[9] digitaldemography
[7] munich
[6] cscw2019
[6] socialmedia



Top Hashtags in Tweet in G1:
[66] icwsm2019
[49] icwsm
[33] phdchat
[7] munich
[5] socialmedia
[3] sna
[2] css
[1] slam
[1] cscw2019
[1] digitaldemography

Top Hashtags in Tweet in G2:
[20] icwsm2019
[14] icwsm
[4] cscw2019
[4] datascience
[3] csab19
[3] slam
[3] dataforvulnerable
[2] css
[1] icwsm2020
[1] digitaldemography

Top Hashtags in Tweet in G3:
[22] dataforvulnerable
[7] icwsm
[7] digitaldemography
[4] icwsm19
[2] fascinating
[2] poptwitter
[1] icwsm2019
[1] bigdata

Top Hashtags in Tweet in G4:
[27] icwsm2019
[3] css
[3] icwsm
[1] csab19
[1] socialcomputing

Top Hashtags in Tweet in G5:
[1] icwsm2019
[1] icwsm19

Top Hashtags in Tweet in G6:
[6] icwsm
[1] jetlag
[1] greetingsfrommunich
[1] dataset
[1] aaai
[1] socialmedia
[1] news
[1] soc2net
[1] wellbeingofthemostvulnerable
[1] icwsm2019

Top Hashtags in Tweet in G7:
[4] icwsm2019
[2] icwsm19
[1] cscw2019
[1] css

Top Hashtags in Tweet in G9:
[3] icwsm2019
[1] css

Top Words
Top Words in Tweet in Entire Graph:
[176] Words in Sentiment List#1: Positive
[98] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[5871] Non-categorized Words
[6145] Total Words
[181] icwsm
[124] #icwsm2019
[80] #icwsm
[66] tutorial
[61] nodexl

Top Words in Tweet in G1:
[66] #icwsm2019
[59] nodexl
[52] was3210
[50] tutorial
[49] #icwsm
[43] digitalspacelab
[40] icwsm
[33] #phdchat
[32] network
[23] twitter

Top Words in Tweet in G2:
[66] icwsm
[20] #icwsm2019
[19] elaragon
[16] workshop
[16] t
[14] jurgenpfeffer
[14] tutorial
[14] #icwsm
[13] come
[12] thanks

Top Words in Tweet in G3:
[45] icwsm
[33] yelenamejova
[29] workshop
[22] #dataforvulnerable
[16] vulnerable
[16] d_alburez
[14] elad1
[14] sof14g1l
[13] around
[12] populations

Top Words in Tweet in G4:
[34] papers
[27] #icwsm2019
[24] jurgenpfeffer
[17] icwsm
[17] proceedings
[17] available
[17] open
[17] access
[17] aaai
[17] digital

Top Words in Tweet in G5:
[7] social
[6] enjoy
[6] new
[6] cool
[6] paper
[6] spearheaded
[6] computational
[6] science
[6] superstars
[6] aseel_addawood

Top Words in Tweet in G6:
[6] #icwsm
[3] 2019
[3] munich
[2] june
[2] icwsm
[2] right
[2] excited
[2] news
[2] data
[2] social

Top Words in Tweet in G7:
[4] #icwsm2019
[4] icwsm
[3] see
[2] come
[2] kous2v
[2] presenting
[2] #icwsm19
[2] paper
[2] social
[2] media

Top Words in Tweet in G8:
[5] whatsapp
[2] icwsm'19
[2] demo
[2] paper
[2] monitor
[2] fact
[2] checking
[2] system
[2] available
[2] download

Top Words in Tweet in G9:
[3] #icwsm2019
[2] jurgenpfeffer
[2] papers
[2] icwsm
[2] specifically
[2] identify
[2] collaborative
[2] patterns
[2] mediate
[2] effect

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[24] social,media
[24] #icwsm2019,proceedings
[24] proceedings,papers
[24] papers,available
[24] available,open
[24] open,access
[24] access,papers
[24] papers,aaai
[24] aaai,digital
[24] digital,library

Top Word Pairs in Tweet in G1:
[24] #icwsm,#phdchat
[21] #icwsm2019,#icwsm
[20] nodexl,#icwsm2019
[18] #icwsm,#icwsm2019
[17] digitalspacelab,icwsm
[16] excited,tutorial
[16] tutorial,collecting
[16] collecting,whatsapp
[16] whatsapp,data
[16] data,#icwsm

Top Word Pairs in Tweet in G2:
[8] complex,systems
[8] algorithmic,bias
[8] tomorrow,icwsm
[8] icwsm,interested
[8] interested,understanding
[8] understanding,governing
[8] governing,mechanisms
[8] mechanisms,online
[8] online,conversations
[8] conversations,come

Top Word Pairs in Tweet in G3:
[15] #dataforvulnerable,icwsm
[12] vulnerable,populations
[11] keynote,speaker
[8] icwsm,workshop
[7] yelenamejova,icwsm
[7] junk,news
[7] opening,#dataforvulnerable
[7] workshop,elad1
[7] elad1,vulnerable
[7] populations,lesson

Top Word Pairs in Tweet in G4:
[17] #icwsm2019,proceedings
[17] proceedings,papers
[17] papers,available
[17] available,open
[17] open,access
[17] access,papers
[17] papers,aaai
[17] aaai,digital
[17] digital,library
[16] jurgenpfeffer,#icwsm2019

Top Word Pairs in Tweet in G5:
[6] enjoy,new
[6] new,cool
[6] cool,paper
[6] paper,spearheaded
[6] spearheaded,computational
[6] computational,social
[6] social,science
[6] science,superstars
[6] superstars,aseel_addawood
[6] aseel_addawood,adambbadawy

Top Word Pairs in Tweet in G6:
[2] 2019,munich
[2] vulnerable,populations

Top Word Pairs in Tweet in G7:
[2] come,see
[2] see,kous2v
[2] kous2v,presenting
[2] presenting,#icwsm19
[2] #icwsm19,paper
[2] paper,social
[2] social,media
[2] media,study
[2] study,effects
[2] effects,psychiatric

Top Word Pairs in Tweet in G8:
[2] icwsm'19,demo
[2] demo,paper
[2] paper,whatsapp
[2] whatsapp,monitor
[2] monitor,fact
[2] fact,checking
[2] checking,system
[2] system,whatsapp
[2] whatsapp,available
[2] available,download

Top Word Pairs in Tweet in G9:
[2] specifically,identify
[2] identify,collaborative
[2] collaborative,patterns
[2] patterns,mediate
[2] mediate,effect
[2] effect,attention
[2] attention,shocks
[2] shocks,future

Top Replied-To
Top Replied-To in Entire Graph:
@jurgenpfeffer
@elaragon
@icwsm
@d_alburez
@narseo
@yelenamejova
@sa_almodarresi
@twlyy29
@digitalspacelab
@ezagheni

Top Replied-To in G1:
@narseo
@digitalspacelab
@sageoceantweets
@icwsm
@danielequercia
@gareth_tyson

Top Replied-To in G2:
@elaragon
@jurgenpfeffer
@linguangst
@sa_almodarresi
@twlyy29
@icwsm
@codybuntain

Top Replied-To in G3:
@d_alburez
@yelenamejova
@ezagheni

Top Replied-To in G4:
@jurgenpfeffer
@elaragon
@icwsm
@maxrossmann

Top Replied-To in G10:
@sixtus

Top Mentioned
Top Mentioned in Entire Graph:
@icwsm
@was3210
@nodexl
@jurgenpfeffer
@digitalspacelab
@yelenamejova
@gvrkiran
@sof14g1l
@d_alburez

Top Mentioned in G1:
@was3210
@nodexl
@digitalspacelab
@icwsm
@gvrkiran
@sof14g1l
@gareth_tyson
@jurgenpfeffer
@fbenevenuto

Top Mentioned in G2:
@icwsm
@elaragon
@jurgenpfeffer
@acm_cscw
@yelenamejova
@d_alburez
@vicen__gomez
@dgarcia_eu
@gvrkiran
@twitterresearch

Top Mentioned in G3:
@icwsm
@yelenamejova
@elad1
@sof14g1l
@d_alburez
@iussp
@mpidrnews
@facebook
@saminrf
@isi_fondazione

Top Mentioned in G4:
@jurgenpfeffer
@icwsm
@gvrkiran
@twlyy29
@cerenbudak
@rhodiuslin
@fredmorstatter
@digitalspacelab
@was3210

Top Mentioned in G5:
@aseel_addawood
@adambbadawy
@emilio__ferrara
@icwsm
@jurgenpfeffer
@kristinalerman
@elaragon

Top Mentioned in G7:
@icwsm
@kous2v
@jurgenpfeffer
@emrek
@munmun10
@johntorousmd
@acm_cscw
@dgarcia_eu

Top Mentioned in G8:
@johnnatan_me
@fbenevenuto
@gvrkiran
@gustavo
@icwsm
@whatsapp

Top Mentioned in G9:
@jurgenpfeffer
@icwsm
@danielmromero
@cerenbudak
@arkzhang1988

Top Mentioned in G10:
@botswatch
@c_netz

Top Tweeters
Top Tweeters in Entire Graph:
@ottlegalrebels
@3eani
@rstatstweet
@linguangst
@eventosglobais
@vivianfrancos
@walli5
@uclsociology
@mtknnktm
@adamgdunn

Top Tweeters in G1:
@3eani
@vivianfrancos
@uclsociology
@lisagualtieri
@was3210
@deaneckles
@marc_smith
@danielequercia
@nsmnss
@paulfenn16

Top Tweeters in G2:
@rstatstweet
@linguangst
@darkolina
@_estalindalamar
@eventtesseract
@miguelrios
@yearrypanji
@mad_typist
@iacocoba
@anxosan

Top Tweeters in G3:
@ottlegalrebels
@ieca_andalucia
@facebook
@populationeu
@mounialalmas
@patrick_gerland
@ciro
@danielapaolotti
@mtizzoni
@itspikakshi

Top Tweeters in G4:
@mtknnktm
@adamgdunn
@raquelrecuero
@weberdc
@arkaitz
@ian_soboroff
@fabiogiglietto
@delsweil
@ctrattner
@hijip

Top Tweeters in G5:
@gcabanac
@emilio__ferrara
@ryanjgallag
@billrand
@kristinalerman
@aseel_addawood
@benjamindhorne
@adambbadawy

Top Tweeters in G6:
@eventosglobais
@jkru
@marcobrambi
@latifajackson
@george_berry
@cervisiarius
@saharnazsmz

Top Tweeters in G7:
@munmun10
@johntorousmd
@emrek
@kous2v
@sindhuernala

Top Tweeters in G8:
@gustavo
@johnnatan_me
@whatsapp
@sugolder

Top Tweeters in G9:
@danielmromero
@cerenbudak
@lionelpeterrob1
@arkzhang1988

Top Tweeters in G10:
@walli5
@sixtus
@c_netz
@botswatch