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icwsm_2019-05-15_05-07-17.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 15, 2019
Description:
Description
The graph represents a network of 474 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, 15 May 2019 at 12:07 UTC.

The requested start date was Monday, 13 May 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 72-day, 15-hour, 45-minute period from Friday, 01 March 2019 at 01:11 UTC to Sunday, 12 May 2019 at 16:57 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 : 474
Unique Edges : 938
Edges With Duplicates : 378
Total Edges : 1316
Number of Edge Types : 3
Mentions : 1176
Tweet : 74
Replies to : 66
Self-Loops : 74
Reciprocated Vertex Pair Ratio : 0.0918690601900739
Reciprocated Edge Ratio : 0.168278529980658
Connected Components : 38
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 362
Maximum Edges in a Connected Component : 1197
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.9081
Graph Density : 0.00461191247178883
Modularity : 0.492833
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[15] https://www.cyberagent.co.jp/news/detail/id=23055
[14] https://www.icwsm.org/2019/program/program/
[13] https://gate4ugc.blogspot.com/2019/02/3rdRDSM.html
[12] https://arxiv.org/abs/1904.03301
[9] https://sites.google.com/view/icwsmscienceslam
[9] https://www.nikkan.co.jp/articles/view/00509627
[8] https://sites.google.com/site/dataforvulnerable19/
[8] https://www.icwsm.org/2019/program/tutorial/#t4
[8] https://projects.iq.harvard.edu/critical-data-science
[7] https://icwsm.org/2019/attending/registration/

Top URLs in Tweet in G1:
[8] https://www.icwsm.org/2019/program/tutorial/#t4
[6] http://events.dimes.unical.it/soc2net/
[5] https://icwsm.org/2019/attending/registration/
[4] https://icwsm.org/2019/program/tutorial/
[3] https://kennyjoseph.github.io/csab19
[3] https://new.precisionconference.com/user/login?next=https%3A//new.precisionconference.com/submissions/icwsm20a
[2] https://icwsm.org/2019/attending/student-support/
[2] https://gate4ugc.blogspot.com/2019/02/3rdRDSM.html
[2] https://projects.iq.harvard.edu/critical-data-science
[2] https://sites.google.com/view/icwsmscienceslam

Top URLs in Tweet in G2:
[3] https://sites.google.com/site/dataforvulnerable19/
[2] https://twitter.com/MPIDRnews/status/1110126705425952768
[1] https://twitter.com/icwsm/status/1102574164626542594
[1] https://twitter.com/icwsm/status/1112753017445642242
[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://twitter.com/icwsm/status/1107639541261721600

Top URLs in Tweet in G3:
[11] https://www.icwsm.org/2019/program/program/
[3] https://twitter.com/JurgenPfeffer/status/1105469745053253633
[2] https://sites.google.com/site/dataforvulnerable19/
[2] https://twitter.com/icwsm/status/1112753017445642242
[2] https://sites.google.com/view/icwsmscienceslam
[1] https://twitter.com/frontaibigdata/status/1100401330051379200
[1] https://twitter.com/yelenamejova/status/1110172145743773696
[1] https://twitter.com/jesstsai/status/1836980010
[1] https://twitter.com/sadatshami/status/14691014672
[1] https://twitter.com/icwsm/status/92580168450846720

Top URLs in Tweet in G4:
[12] https://arxiv.org/abs/1904.03301
[5] https://sites.google.com/view/icwsmscienceslam
[4] https://twitter.com/icwsm/status/1107639541261721600
[2] https://arxiv.org/abs/1806.00429
[1] https://www.ghostwork.info/articles
[1] https://icwsm.org/2019/attending/registration/
[1] http://www.whatsapp-monitor.dcc.ufmg.br
[1] https://twitter.com/johnnatan_me/status/1114451039204331521

Top URLs in Tweet in G5:
[15] https://www.cyberagent.co.jp/news/detail/id=23055
[9] https://www.nikkan.co.jp/articles/view/00509627
[2] https://www.icwsm.org/2019/program/program/
[1] https://www.aaai.org/Library/ICWSM/icwsm18contents.php
[1] https://twitter.com/jurgenpfeffer/status/1117997071137738753
[1] https://twitter.com/r_takahama/status/1120132269681725441
[1] https://www.icwsm.org/2019/program/accepted-papers/
[1] https://www.icwsm.org/2019/program/workshop/
[1] https://twitter.com/icwsm/status/1125081025862934528
[1] https://twitter.com/tksakaki/status/1118678456332500992

Top URLs in Tweet in G6:
[6] https://gate4ugc.blogspot.com/2019/02/3rdRDSM.html
[4] https://goo.gl/JnMDMM
[3] https://projects.iq.harvard.edu/critical-data-science
[2] https://sites.google.com/site/dataforvulnerable19/
[1] https://icwsm.org/2019/
[1] https://arxiv.org/abs/1904.05643

Top URLs in Tweet in G7:
[3] https://projects.iq.harvard.edu/critical-data-science
[3] https://projects.iq.harvard.edu/critical-data-science/organizersdeadline

Top URLs in Tweet in G8:
[2] https://communitynorms.weebly.com/
[1] https://arxiv.org/abs/1904.04176
[1] https://twitter.com/snchancellor/status/1107743046718902272
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM10/paper/viewPaper/1538

Top URLs in Tweet in G9:
[5] https://gate4ugc.blogspot.com/2019/02/3rdRDSM.html

Top URLs in Tweet in G10:
[1] https://people.mpi-sws.org/~johnme/pdf/melo-icwsm-2019-demo.pdf
[1] https://people.mpi-sws.org/~johnme/pdf/resende_www2019_whatsapp.pdf

Top Domains
Top Domains in Tweet in Entire Graph:
[42] icwsm.org
[39] twitter.com
[25] aaai.org
[24] arxiv.org
[24] co.jp
[17] google.com
[15] blogspot.com
[11] harvard.edu
[7] github.io
[6] unical.it

Top Domains in Tweet in G1:
[21] icwsm.org
[6] unical.it
[3] github.io
[3] precisionconference.com
[3] weebly.com
[3] google.com
[3] twitter.com
[3] wisc.edu
[2] blogspot.com
[2] harvard.edu

Top Domains in Tweet in G2:
[5] twitter.com
[3] google.com
[1] mpg.de

Top Domains in Tweet in G3:
[18] twitter.com
[13] icwsm.org
[4] google.com

Top Domains in Tweet in G4:
[14] arxiv.org
[5] google.com
[5] twitter.com
[1] ghostwork.info
[1] icwsm.org
[1] ufmg.br

Top Domains in Tweet in G5:
[24] co.jp
[4] twitter.com
[4] icwsm.org
[1] aaai.org
[1] arxiv.org
[1] springer.com

Top Domains in Tweet in G6:
[6] blogspot.com
[4] goo.gl
[3] harvard.edu
[2] google.com
[1] icwsm.org
[1] arxiv.org

Top Domains in Tweet in G7:
[6] harvard.edu

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

Top Domains in Tweet in G9:
[5] blogspot.com

Top Domains in Tweet in G10:
[2] mpi-sws.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[131] icwsm
[43] css
[39] icwsm2019
[15] workshop
[12] icwsm2020
[11] socialmedia
[10] urbanbeers
[9] data
[9] wellbeing
[8] citylab



Top Hashtags in Tweet in G1:
[24] icwsm
[10] css
[8] icwsm2020
[6] icwsm2019
[5] wikipedia
[3] conference
[2] socialmedia
[1] data
[1] socialgood
[1] wellbeing

Top Hashtags in Tweet in G2:
[14] workshop
[7] digitaldemography
[7] digitaldemograpy
[6] deadlineextension
[3] icwsm
[2] poptwitter
[2] data
[2] socialgood
[2] wellbeing
[1] css

Top Hashtags in Tweet in G3:
[38] icwsm
[29] css
[12] icwsm2019
[4] data
[4] socialgood
[4] wellbeing
[3] icwsm2020
[2] cscw2019
[1] vulnerable
[1] socialmedia

Top Hashtags in Tweet in G4:
[30] icwsm
[2] bots
[2] css
[1] politicaltrolls
[1] datascience
[1] trolls
[1] misinformation
[1] icwsm2020
[1] icwsm2019
[1] whatsapp

Top Hashtags in Tweet in G5:
[1] icwsm

Top Hashtags in Tweet in G6:
[15] icwsm2019
[7] socialmedia
[6] icwsm
[5] criticaldatascience
[2] data
[2] wellbeing
[2] mostvulnerable
[1] criticaldata
[1] criticaldatascience2019
[1] rdsm

Top Hashtags in Tweet in G7:
[3] icwsm
[2] criticaldatastudies
[1] icwsm19
[1] criticaldatascience2019
[1] wcds2019
[1] icwsm2019
[1] cfp

Top Hashtags in Tweet in G8:
[8] icwsm
[2] icwsm2019
[1] css

Top Hashtags in Tweet in G9:
[3] rdsm2019
[1] icwsm
[1] icwsm2019

Top Hashtags in Tweet in G10:
[1] icwsm2019

Top Words
Top Words in Tweet in Entire Graph:
[389] Words in Sentiment List#1: Positive
[274] Words in Sentiment List#2: Negative
[11] Words in Sentiment List#3: Angry/Violent
[13061] Non-categorized Words
[13724] Total Words
[501] icwsm
[197] workshop
[189] 2019
[180] ø
[174] ù

Top Words in Tweet in G1:
[147] icwsm
[67] 2019
[46] workshop
[36] social
[33] media
[31] 1
[28] organized
[27] deadline
[26] tutorial
[25] #icwsm

Top Words in Tweet in G2:
[83] icwsm
[80] data
[76] workshop
[52] submit
[41] 2019
[40] demographic
[40] research
[40] web
[40] social
[40] media

Top Words in Tweet in G3:
[103] icwsm
[38] #icwsm
[37] 2019
[29] #css
[28] jurgenpfeffer
[23] year
[23] thanks
[19] june
[18] munmun10
[18] tu_muenchen

Top Words in Tweet in G4:
[30] #icwsm
[26] work
[21] icwsm
[17] gvrkiran
[15] social
[13] media
[13] now
[12] showing
[12] existence
[12] 'hot

Top Words in Tweet in G5:
[46] ã
[36] icwsm
[34] ãƒ
[15] webとソーシャルメディアの国際会議
[13] 秋葉原ラボ所属のエンジニアが
[13] にて採択されました
[12] ca_developers
[11] toritorix
[9] 去年の研究発表の内容が
[9] 日刊工業新聞で取り上げられたみたい

Top Words in Tweet in G6:
[25] paper
[21] icwsm
[15] #icwsm2019
[14] jisunan
[11] frontaibigdata
[11] cfp
[10] homogeneous
[10] cross
[10] cutting
[9] submit

Top Words in Tweet in G7:
[24] data
[20] workshop
[20] science
[18] critical
[17] icwsm
[15] 2019
[10] munich
[8] deadline
[8] clmbirn
[8] mominmmalik

Top Words in Tweet in G8:
[20] icwsm
[12] workshop
[11] managing
[11] designing
[8] #icwsm
[7] online
[7] communities
[6] norms
[6] skairam
[6] josephseering

Top Words in Tweet in G9:
[23] icwsm
[16] workshop
[15] rumours
[15] deception
[15] social
[15] media
[13] arkaitz
[8] deadline
[8] 2019
[8] organized

Top Words in Tweet in G10:
[22] whatsapp
[10] monitor
[9] demo
[9] paper
[9] fact
[9] checking
[9] system
[9] available
[9] download
[8] johnnatan_me

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[140] icwsm,2019
[115] social,media
[98] ù,ø
[78] ø,ù
[75] icwsm,workshop
[51] ù,ù
[45] workshop,icwsm
[45] web,social
[45] ø,ø
[44] media,data

Top Word Pairs in Tweet in G1:
[50] icwsm,2019
[33] social,media
[21] algorithmic,bias
[19] introduction,social
[19] media,network
[19] network,analysis
[19] analysis,nodexl
[18] come,learn
[18] learn,new
[18] new,methods

Top Word Pairs in Tweet in G2:
[40] demographic,research
[40] research,web
[40] web,social
[40] social,media
[40] media,data
[38] icwsm,workshop
[33] workshop,demographic
[29] icwsm,2019
[27] workshop,data
[23] forget,submit

Top Word Pairs in Tweet in G3:
[32] icwsm,2019
[15] happy,announce
[13] announce,icwsm
[13] 2019,keynote
[13] keynote,speakers
[13] speakers,tu_muenchen
[13] tu_muenchen,june
[13] june,11
[13] 11,14
[13] 14,#css

Top Word Pairs in Tweet in G4:
[13] social,media
[12] work,showing
[12] showing,existence
[12] existence,'hot
[12] 'hot,streaks'
[12] streaks',social
[12] media,now
[12] now,arxiv
[12] arxiv,#icwsm
[12] #icwsm,work

Top Word Pairs in Tweet in G5:
[16] ãƒ,ã
[15] webとソーシャルメディアの国際会議,icwsm
[14] ãƒ,ãƒ
[13] 秋葉原ラボ所属のエンジニアが,webとソーシャルメディアの国際会議
[13] icwsm,にて採択されました
[12] ã,ãƒ
[12] ca_developers,秋葉原ラボ所属のエンジニアが
[10] ã,ã
[9] 去年の研究発表の内容が,日刊工業新聞で取り上げられたみたい
[9] 日刊工業新聞で取り上げられたみたい,toritorix

Top Word Pairs in Tweet in G6:
[15] icwsm,paper
[10] homogeneous,cross
[10] cross,cutting
[9] preprint,icwsm
[9] paper,jisunan
[9] jisunan,haewoon
[9] haewoon,posegga
[9] posegga,political
[9] political,discussions
[9] discussions,homogeneous

Top Word Pairs in Tweet in G7:
[18] critical,data
[18] data,science
[15] workshop,critical
[9] icwsm,2019
[6] science,icwsm
[6] 2019,deadline
[6] deadline,extended
[6] extended,3
[6] 3,april
[6] april,clmbirn

Top Word Pairs in Tweet in G8:
[11] managing,designing
[7] online,communities
[6] workshop,icwsm
[6] designing,norms
[6] norms,online
[6] josephseering,eshwar_chan
[6] thinking,coming
[6] coming,#icwsm
[6] #icwsm,june
[6] june,check

Top Word Pairs in Tweet in G9:
[15] rumours,deception
[15] deception,social
[15] social,media
[9] 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 G10:
[10] whatsapp,monitor
[9] demo,paper
[9] paper,whatsapp
[9] monitor,fact
[9] fact,checking
[9] checking,system
[9] system,whatsapp
[9] available,download
[8] icwsm'19,demo
[8] whatsapp,available

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

Top Replied-To in G1:
@emilianoucl
@jabawack
@icwsm
@jhblackb
@syardi
@kymy1991
@ancsaaa3
@wikiresearch

Top Replied-To in G2:
@sof14g1l

Top Replied-To in G3:
@jurgenpfeffer
@icwsm
@yelenamejova
@liltove
@syardi
@supermaschine
@eegilbert
@srijankedia
@benjamindhorne
@tanmit

Top Replied-To in G4:
@jeffbigham
@syardi
@mark_riedl
@zacharylipton

Top Replied-To in G5:
@mtknnktm
@ishiiakira

Top Replied-To in G8:
@david__jurgens
@leticiabode
@syardi

Top Replied-To in G10:
@krisgligoric
@johnnatan_me

Top Mentioned
Top Mentioned in Entire Graph:
@icwsm
@yelenamejova
@jurgenpfeffer
@munmun10
@d_alburez
@ancsaaa3
@mpidrnews
@gvrkiran
@tu_muenchen
@kyriakikalimeri

Top Mentioned in G1:
@icwsm
@ancsaaa3
@was
@dgarcia_eu
@_kenny_joseph
@smr_foundation
@interdonatos
@elaragon
@wikiresearch
@jurgenpfeffer

Top Mentioned in G2:
@icwsm
@yelenamejova
@mpidrnews
@d_alburez
@sof14g1l
@kyriakikalimeri
@danielapaolotti
@ezagheni
@siro

Top Mentioned in G3:
@icwsm
@jurgenpfeffer
@tu_muenchen
@munmun10
@ladamic
@dfree
@cerenbudak
@rhodiuslin
@fredmorstatter
@yelenamejova

Top Mentioned in G4:
@gvrkiran
@icwsm
@saviaga
@saiphcita
@cervisiarius
@gareth_tyson
@fbe
@jeffbigham
@kotarohara
@ccb

Top Mentioned in G5:
@ca_developers
@toritorix
@ceekz
@mtknnktm
@keiichi_ochiai
@yelenamejova
@icwsm
@tksakaki
@bot_enpitsu
@ishiiakira

Top Mentioned in G6:
@icwsm
@jisunan
@frontaibigdata
@haewoon
@posegga
@ajungherr
@yelenamejova
@benjamindhorne
@arxiv

Top Mentioned in G7:
@icwsm
@clmbirn
@mominmmalik
@katja_mat
@hemank
@4sweb
@hemanklamba

Top Mentioned in G8:
@icwsm
@skairam
@josephseering
@eshwar_chan
@r_ashwin
@snchancellor
@david__jurgens
@munmun10
@natematias

Top Mentioned in G9:
@icwsm
@arkaitz
@kbontcheva
@xrysoflhs
@robnprocter
@sympap
@yelenamejova
@frontaibigdata

Top Mentioned in G10:
@johnnatan_me
@icwsm
@whatsapp
@fbenevenuto
@gvrkiran
@gustavo
@thewebconf

Top Tweeters
Top Tweeters in Entire Graph:
@bot_enpitsu
@adriansysnet
@sms2sms
@3eani
@portela_man
@vice
@phoenixgyaan
@komakusaryama
@mrjoncryer
@chronotope

Top Tweeters in G1:
@sms2sms
@3eani
@vice
@tetisheri
@josefslerka
@usponline
@dbworld_
@happyarthy
@xabuci
@codeforpdx

Top Tweeters in G2:
@laboescapes
@cassyc2107
@orapmagon
@demografia_csic
@heatherleson
@cortina_borja
@mountainherder
@nattyray11
@alexvespi
@populationeu

Top Tweeters in G3:
@phoenixgyaan
@shionguha
@vukosi
@frontendtweets
@syardi
@dfreelon
@bgoncalves
@ryanjgallag
@winteram
@munmun10

Top Tweeters in G4:
@chronotope
@clancynewyork
@jeffbigham
@fbe
@pgbovine
@mark_riedl
@vanessa_murdock
@deaneckles
@saiphcita
@shawnmjones

Top Tweeters in G5:
@bot_enpitsu
@komakusaryama
@t_t3_m5
@ceekz
@konojunya
@toritorix
@mayu_junk0
@ishiiakira
@koheisakamoto88
@mtknnktm

Top Tweeters in G6:
@jobucks
@adolflow
@drjuangilbert
@haewoon
@bazilsolomon
@griverorz
@ajungherr
@delsweil
@damian0604
@courtcorley

Top Tweeters in G7:
@portela_man
@ehud
@mnoel75
@4sweb
@esip_erin
@tullney
@berlinerlufti
@katja_mat
@sarahderijcke
@rebamex

Top Tweeters in G8:
@natematias
@schirra
@cfiesler
@matthewguz
@drewwww
@leticiabode
@skairam
@snchancellor
@josephseering
@kuttykousik

Top Tweeters in G9:
@pfcdgayo
@arkaitz
@miguelmalvarez
@katharinajutta
@damiano10
@sympap
@gdfm7
@kbontcheva
@bwang482
@robnprocter

Top Tweeters in G10:
@gustavo
@johnnatan_me
@aacirino
@tocunha
@whatsapp
@thewebconf
@andre_pcn
@fbenevenuto
@gabitessitore
@tayplease