Icwsm, Twitter, 6/17/2019 4:43:37 PM, 200268


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Icwsm_2019-06-17_09-34-40.xlsx
Icwsm_2019-06-17_09-34-40.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 17, 2019
Short Description:
Icwsm via NodeXL http://bit.ly/2XU5Mpw
@icwsm
@0499154500q
@twitterresearch
@jurgenpfeffer
@yelenamejova
@nodexl
@gvrkiran
@gephi
@snurb_dot_info
@wikiresearch

Top hashtags:
#icwsm2019
#icwsm
#phdchat
#dataforvulnerable
#socialmedia
#icwsm19
#datascience
#munich
#ff

Description:
Description
The graph represents a network of 493 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 Monday, 17 June 2019 at 16:35 UTC.

The tweets in the network were tweeted over the 8-day, 4-hour, 27-minute period from Sunday, 09 June 2019 at 12:06 UTC to Monday, 17 June 2019 at 16:34 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 : 493
Unique Edges : 1156
Edges With Duplicates : 953
Total Edges : 2109
Self-Loops : 69
Reciprocated Vertex Pair Ratio : 0.123486682808717
Reciprocated Edge Ratio : 0.219827586206897
Connected Components : 19
Single-Vertex Connected Components : 14
Maximum Vertices in a Connected Component : 471
Maximum Edges in a Connected Component : 2088
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.239414
Graph Density : 0.00573888091822095
Modularity : 0.353699
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[17] https://gephi.wordpress.com/2019/06/12/the-gephi-paper-gets-the-icwsm-test-of-time-award/
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199688
[8] https://sites.google.com/view/icwsmscienceslam
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199786
[5] https://docs.google.com/presentation/d/1zc5vciuIxLkybLOUUauc1YX9fBZIB2mssv1VtWgN8tM/edit
[5] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3243/3111
[5] https://www.icwsm.org/2019/program/workshop/
[5] https://www.icwsm.org/2019/program/tutorial/
[4] https://aaai.org/ojs/index.php/ICWSM/article/view/3357
[3] https://aaai.org/ojs/index.php/ICWSM/article/view/3242

Top URLs in Tweet in G1:
[3] https://www.icwsm.org/2019/program/workshop/
[3] https://www.icwsm.org/2019/program/tutorial/
[3] https://twitter.com/cerenbudak/status/1138848463377051653
[2] https://sites.google.com/view/icwsmscienceslam
[2] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3205
[1] https://research.fb.com/safety-experiences-on-social-media/
[1] https://docs.google.com/presentation/d/1zc5vciuIxLkybLOUUauc1YX9fBZIB2mssv1VtWgN8tM/edit
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199688
[1] https://twitter.com/oren_data/status/1138830809295720448
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/download/3230/3098/

Top URLs in Tweet in G2:
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199688
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199786
[4] https://sites.google.com/view/icwsmscienceslam
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200081
[2] https://link.springer.com/article/10.1007%2Fs00038-018-1192-5
[1] https://twitter.com/SpotifyResearch/status/1122440923772747776
[1] https://www.hofbraeuhaus.de/en/
[1] https://www.cybertrust.in.tum.de/index.php?id=140&L=1
[1] https://twitter.com/nodexl/status/1139957719236935680
[1] https://arxiv.org/abs/1810.09841

Top URLs in Tweet in G3:
[4] https://gephi.wordpress.com/2019/06/12/the-gephi-paper-gets-the-icwsm-test-of-time-award/
[2] https://aaai.org/ojs/index.php/ICWSM/article/view/3242
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3253
[1] https://twitter.com/jacomyma/status/1138848166101565440
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3239/3107
[1] https://twitter.com/cerenbudak/status/1138783575564853249
[1] https://www.facebook.com/1335974745/posts/10219205851200535/
[1] https://sites.google.com/view/icwsmscienceslam
[1] https://twitter.com/david__jurgens/status/1138848032294887424
[1] https://twitter.com/Gephi/status/1138847547261378560

Top URLs in Tweet in G4:
[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 G5:
[3] https://marco-brambilla.com/2019/06/14/news-sharing-behaviour-on-twitter-a-dataset-and-a-pipeline/
[2] https://aaai.org/ojs/index.php/ICWSM/article/view/3250
[2] https://aaai.org/ojs/index.php/ICWSM/article/view/3357
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3210
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3229
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3358
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3217
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3230
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3216
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3237

Top URLs in Tweet in G6:
[3] https://docs.google.com/presentation/d/1zc5vciuIxLkybLOUUauc1YX9fBZIB2mssv1VtWgN8tM/edit
[1] https://deepblue.lib.umich.edu/handle/2027.42/148429
[1] https://arxiv.org/abs/1904.03889
[1] https://github.com/elaragon/generative-discussion-threads
[1] http://tweetedtimes.com/v/12992

Top URLs in Tweet in G7:
[1] https://nms.kcl.ac.uk/netsys/datasets/tweeting-mps/
[1] https://bukk.it/goodjob.jpg

Top URLs in Tweet in G8:
[13] https://gephi.wordpress.com/2019/06/12/the-gephi-paper-gets-the-icwsm-test-of-time-award/

Top URLs in Tweet in G9:
[3] https://research.fb.com/request-for-proposals-for-economic-opportunity-research-announced-at-icwsm-2019/
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3356
[1] https://twitter.com/eredmil1/status/1138865055318118400
[1] https://research.fb.com/request-for-proposals-for-economic-opportunity-research-announced-at-icwsm-2019/?utm_campaign=everyonesocial&utm_source=145887&utm_medium=twitter&es_p=9495800
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3247/3115
[1] https://research.fb.com/request-for-proposals-for-economic-opportunity-research-announced-at-icwsm-2019/?utm_campaign=everyonesocial&utm_source=145843&utm_medium=twitter&es_p=9501219
[1] https://research.fb.com/request-for-proposals-for-economic-opportunity-research-announced-at-icwsm-2019/?utm_campaign=everyonesocial&utm_source=179051&utm_medium=twitter&es_p=9498624
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3242
[1] http://tweetedtimes.com/v/1650

Top URLs in Tweet in G10:
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3207/3075
[1] https://arxiv.org/abs/1904.03889
[1] https://twitter.com/mtknnktm/status/1138847216506982405
[1] http://events.dimes.unical.it/soc2net/invited-talk/

Top Domains
Top Domains in Tweet in Entire Graph:
[55] aaai.org
[19] twitter.com
[18] wordpress.com
[18] nodexlgraphgallery.org
[14] google.com
[12] icwsm.org
[7] fb.com
[6] arxiv.org
[3] springer.com
[3] marco-brambilla.com

Top Domains in Tweet in G1:
[8] aaai.org
[7] icwsm.org
[6] twitter.com
[4] google.com
[2] arxiv.org
[2] edu.au
[1] fb.com
[1] nodexlgraphgallery.org
[1] deutschlandfunk.de
[1] harvard.edu

Top Domains in Tweet in G2:
[16] nodexlgraphgallery.org
[4] twitter.com
[4] google.com
[2] arxiv.org
[2] icwsm.org
[2] springer.com
[1] hofbraeuhaus.de
[1] tum.de
[1] aaai.org
[1] emeraldinsight.com

Top Domains in Tweet in G3:
[6] twitter.com
[5] aaai.org
[4] wordpress.com
[1] facebook.com
[1] google.com
[1] springer.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[19] aaai.org
[3] marco-brambilla.com
[2] medium.com
[1] slideshare.net
[1] google.com
[1] towardsdatascience.com

Top Domains in Tweet in G6:
[3] google.com
[1] umich.edu
[1] arxiv.org
[1] github.com
[1] tweetedtimes.com

Top Domains in Tweet in G7:
[1] ac.uk
[1] bukk.it

Top Domains in Tweet in G8:
[13] wordpress.com

Top Domains in Tweet in G9:
[6] fb.com
[3] aaai.org
[1] twitter.com
[1] tweetedtimes.com

Top Domains in Tweet in G10:
[1] aaai.org
[1] arxiv.org
[1] twitter.com
[1] unical.it

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[339] icwsm2019
[121] icwsm
[37] phdchat
[29] dataforvulnerable
[25] socialmedia
[20] icwsm19
[17] datascience
[12] munich
[10] ff
[9] opendata



Top Hashtags in Tweet in G1:
[86] icwsm2019
[18] icwsm
[10] socialmedia
[8] datascience
[6] opendata
[5] safety
[4] dataforvulnerable
[4] icwsm19
[4] sagecampus
[4] fair

Top Hashtags in Tweet in G2:
[135] icwsm2019
[63] icwsm
[37] phdchat
[10] dataforvulnerable
[9] munich
[7] digitaldemography
[7] css
[5] datascience
[4] icwsm19
[3] socialmedia

Top Hashtags in Tweet in G3:
[32] icwsm2019
[5] icwsm
[3] icwsm19
[3] some
[1] css
[1] safety
[1] aaai
[1] wellbeingofthemostvulnerable

Top Hashtags in Tweet in G4:
[1] icwsm
[1] icwsm19
[1] datascience
[1] sciencetwitter

Top Hashtags in Tweet in G5:
[45] icwsm2019
[14] icwsm
[9] socialmedia
[6] journalism
[4] news
[3] dataset
[2] keynote
[2] opendata
[1] metoo
[1] feminism

Top Hashtags in Tweet in G6:
[12] icwsm2019
[6] icwsm
[3] slam
[1] opensource
[1] music
[1] soci

Top Hashtags in Tweet in G7:
[9] ff
[7] icwsm2019
[2] openscience
[1] icwsm
[1] csab19
[1] opendata
[1] floss

Top Hashtags in Tweet in G8:
[2] gephi
[2] graph
[2] opensource

Top Hashtags in Tweet in G9:
[1] academicprograms
[1] datascience
[1] socialmedia
[1] trends

Top Hashtags in Tweet in G10:
[1] icwsm
[1] soc2net

Top Words
Top Words in Tweet in Entire Graph:
[836] Words in Sentiment List#1: Positive
[315] Words in Sentiment List#2: Negative
[16] Words in Sentiment List#3: Angry/Violent
[16928] Non-categorized Words
[18079] Total Words
[565] icwsm
[339] #icwsm2019
[166] paper
[124] #icwsm
[102] social

Top Words in Tweet in G1:
[181] icwsm
[86] #icwsm2019
[42] paper
[33] data
[28] social
[24] day
[22] work
[22] 2019
[22] science
[21] research

Top Words in Tweet in G2:
[135] #icwsm2019
[130] icwsm
[66] nodexl
[63] #icwsm
[57] was3210
[49] tutorial
[39] digitalspacelab
[38] gvrkiran
[37] #phdchat
[36] see

Top Words in Tweet in G3:
[77] icwsm
[57] paper
[32] #icwsm2019
[31] award
[29] congrats
[27] gephi
[25] time
[25] cerenbudak
[24] mathieubastian
[24] mentatseb

Top Words in Tweet in G5:
[55] icwsm
[45] #icwsm2019
[29] paper
[24] social
[22] news
[20] media
[16] jisunan
[15] data
[14] #icwsm
[13] session

Top Words in Tweet in G6:
[33] icwsm
[20] elaragon
[13] yelenamejova
[12] #icwsm2019
[12] listen
[12] music
[12] released
[12] 12
[12] 22
[12] years

Top Words in Tweet in G7:
[25] icwsm
[19] time
[17] gareth_tyson
[13] see
[10] emilianoucl
[10] research
[9] cristiancantoro
[9] first
[9] long
[9] #ff

Top Words in Tweet in G8:
[27] gephi
[15] paper
[15] icwsm
[15] award
[13] gets
[13] test
[13] time
[2] #gephi
[2] #graph
[2] #opensource

Top Words in Tweet in G9:
[9] icwsm
[6] request
[6] proposals
[6] economic
[6] opportunity
[6] research
[6] announced
[6] 2019
[3] social
[3] media

Top Words in Tweet in G10:
[8] congrats
[8] abdolmartin
[8] leila
[8] zia
[8] capt_swing
[8] baha
[8] mansurov
[8] cervisiarius
[8] oustanding
[8] problem

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[60] social,media
[44] #icwsm2019,#icwsm
[42] icwsm,#icwsm2019
[41] icwsm,2019
[35] test,time
[33] time,award
[32] jurgenpfeffer,#icwsm2019
[31] #icwsm,#icwsm2019
[29] #icwsm2019,proceedings
[29] #icwsm,#phdchat

Top Word Pairs in Tweet in G1:
[20] icwsm,2019
[17] icwsm,#icwsm2019
[13] #icwsm2019,paper
[12] open,data
[11] excited,#icwsm2019
[11] paper,front
[11] front,page
[11] page,facebook
[11] facebook,research
[11] research,learn

Top Word Pairs in Tweet in G2:
[29] #icwsm,#phdchat
[27] #icwsm,#icwsm2019
[27] #icwsm2019,#icwsm
[24] excited,tutorial
[24] tutorial,collecting
[24] collecting,whatsapp
[24] whatsapp,data
[24] data,#icwsm
[24] #icwsm2019,see
[24] see,tuesday

Top Word Pairs in Tweet in G3:
[23] mathieubastian,mentatseb
[19] test,time
[17] time,award
[16] award,#icwsm2019
[15] icwsm,congrats
[14] paper,icwsm
[13] paper,gephi
[12] best,paper
[12] gephi,mathieubastian
[12] mentatseb,obtained

Top Word Pairs in Tweet in G5:
[18] social,media
[10] #icwsm2019,#icwsm
[8] homogeneous,cross
[8] cross,cutting
[7] musical,identity
[7] #icwsm2019,icwsm
[6] online,hate
[6] hate,speech
[6] presenting,work
[6] really,interesting

Top Word Pairs in Tweet in G6:
[12] listen,music
[12] music,released
[12] released,12
[12] 12,22
[12] 22,years
[12] years,old
[12] old,huge
[12] huge,dataset
[12] dataset,spotify
[12] spotify,listener

Top Word Pairs in Tweet in G7:
[9] first,time
[9] time,long
[9] long,time
[9] time,see
[9] see,#ff
[9] #ff,tweets
[9] tweets,feed
[9] feed,join
[9] join,follow
[9] follow,gareth_tyson

Top Word Pairs in Tweet in G8:
[13] gephi,paper
[13] paper,gets
[13] gets,icwsm
[13] icwsm,test
[13] test,time
[13] time,award
[10] gephi,gephi
[2] award,gephi
[2] gephi,#gephi
[2] #gephi,#graph

Top Word Pairs in Tweet in G9:
[6] request,proposals
[6] proposals,economic
[6] economic,opportunity
[6] opportunity,research
[6] research,announced
[6] announced,icwsm
[6] icwsm,2019
[3] social,media
[3] saharnazsmz,keep
[3] keep,newcomers

Top Word Pairs in Tweet in G10:
[8] congrats,abdolmartin
[8] abdolmartin,leila
[8] leila,zia
[8] zia,capt_swing
[8] capt_swing,baha
[8] baha,mansurov
[8] mansurov,cervisiarius
[8] cervisiarius,oustanding
[8] oustanding,problem
[8] problem,solution

Top Replied-To
Top Replied-To in Entire Graph:
@elaragon
@gareth_tyson
@cerenbudak
@yelenamejova
@mathieubastian
@jurgenpfeffer
@icwsm
@jacomyma
@d_alburez
@nathanlande

Top Replied-To in G1:
@jurgenpfeffer
@nathanlande
@bjoseph
@gareth_tyson
@saharnazdi
@yelenamejova
@cerenbudak
@elaragon
@jkru
@kirinjaan

Top Replied-To in G2:
@icwsm
@yelenamejova
@d_alburez
@narseo
@gareth_tyson
@ezagheni
@1br0wn
@pelayo_vallina
@sazoo_nlp
@emilianoucl

Top Replied-To in G3:
@cerenbudak
@mathieubastian
@jacomyma
@danielmromero
@r_ashwin
@kristinalerman
@thesasho
@eredmiles

Top Replied-To in G4:
@stevehuang68

Top Replied-To in G5:
@leonderczynski
@benjamindhorne
@jisunan
@gdfm7
@d_alburez
@katja_mat
@gvrkiran
@jurgenpfeffer
@samfway
@yelenamejova

Top Replied-To in G6:
@elaragon
@twlyy29
@sa_almodarresi
@sofiaderoa
@kareem2darwish

Top Replied-To in G7:
@gareth_tyson
@cristiancantoro
@wikipedia
@gephi
@pushkalagarwa

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

Top Mentioned in G1:
@icwsm
@yelenamejova
@jurgenpfeffer
@facebook
@elaragon
@aseel_addawood
@sarakimelman
@d_alburez
@kristinalerman
@eredmil1

Top Mentioned in G2:
@icwsm
@was3210
@nodexl
@gvrkiran
@digitalspacelab
@jurgenpfeffer
@yelenamejova
@sof14g1l
@d_alburez

Top Mentioned in G3:
@icwsm
@mentatseb
@mathieubastian
@cerenbudak
@jacomyma
@kous2v
@eduramiba
@munmun10
@r_ashwin
@david__jurgens

Top Mentioned in G4:
@runclouds
@lisatruthjohns
@mysticwolf14
@1228erin
@lisandre_moreau
@mukulnandi1972
@debryan96962349
@eldiablo0786
@ladywiseworld
@babygo2014

Top Mentioned in G5:
@icwsm
@jisunan
@kimpulsive93
@yelenamejova
@samfway
@mstrohm
@hbku
@qatarcomputing
@dfreelon
@corbrantner

Top Mentioned in G6:
@icwsm
@yelenamejova
@spotify
@elaragon
@ladamic
@vicen__gomez
@wikipedia
@jisunan
@dgarcia_eu
@jurgenpfeffer

Top Mentioned in G7:
@icwsm
@emilianoucl
@gareth_tyson
@cristiancantoro
@nishanthsastry
@jurgenpfeffer
@edwardwood99
@_aravindh
@mstrohm
@pushkalagarwa

Top Mentioned in G8:
@gephi
@snurb_dot_info
@raulq_f

Top Mentioned in G9:

Top Mentioned in G10:
@abdolmartin
@capt_swing
@cervisiarius
@wikiresearch
@rwgiordano
@damewendydbe
@icwsm

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@gamergeeknews
@laurettamylove
@karijoys
@mysticwolf14
@purposefulact
@academicchatter
@reeves5150
@antounh
@eldiablo0786

Top Tweeters in G1:
@gamergeeknews
@snurb_dot_info
@linguangst
@womenintechchat
@ronpatz
@miguelrios
@jkru
@brandontlocke
@chelloway
@mad_typist

Top Tweeters in G2:
@academicchatter
@3eani
@vivianfrancos
@natematias
@adamgdunn
@lisagualtieri
@raquelrecuero
@keyakkie
@yearrypanji
@was3210

Top Tweeters in G3:
@shionguha
@sotdi
@luiy
@seinecle
@dfreelon
@umsi
@jnkka
@totetmatt
@gwtweets
@alessandroleite

Top Tweeters in G4:
@marshawright
@laurettamylove
@karijoys
@mysticwolf14
@purposefulact
@reeves5150
@eldiablo0786
@lovegoldenheart
@cherylcorless41
@lauridmeizler

Top Tweeters in G5:
@followlori
@melanielybarger
@monrodriguez
@medium
@marcobrambi
@mit
@orgnet
@haewoon
@vj_chidambaram
@ndiakopoulos

Top Tweeters in G6:
@rstatstweet
@darkolina
@_estalindalamar
@spotify
@wikipedia
@iacocoba
@benepstein55
@estebanmoro
@carnby
@saiphcita

Top Tweeters in G7:
@kuzeko
@1br0wn
@ian_soboroff
@erikamarconato
@cristiancantoro
@narnolddd
@arjumandyounus
@edwardwood99
@jhblackb
@sagarjoglekar

Top Tweeters in G8:
@antounh
@fabiomalini
@soci
@jorgaf
@simonlindgren
@condadodeyork
@boogheta
@consilience09
@gephi
@ludowaltman

Top Tweeters in G9:
@dev_topics
@amicalwikimedia
@softwarenews42
@tonisant
@urps
@caleidoscopeeye
@wy_tang
@vectorhack
@dat888
@chrisraywilson

Top Tweeters in G10:
@abdolmartin
@wikimediauk
@damewendydbe
@rexdouglass
@wikiresearch
@rajozkee
@thomasniebler
@capt_swing
@groceryheist
@farniknikakhtar