#ic2s2, Twitter, 7/18/2019 3:24:22 PM, 203497


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#ic2s2_2019-07-18_08-14-11.xlsx
#ic2s2_2019-07-18_08-14-11.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
July 18, 2019
Short Description:
#ic2s2 via NodeXL http://bit.ly/32xULNx
@ic2s2
@_ll_l___lll_ll_
@kenbenoit
@martonkarsai
@dashunwang
@c_schwemmer
@marcobrambi
@annenbergpenn
@dfreelon
@davidlazer

Top hashtags:
#ic2s2
#scienceofscience
#rstats
#misinformation
#intention
#effect
#socialsciences

Description:
Description
The graph represents a network of 310 Twitter users whose recent tweets contained "#ic2s2", 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 Thursday, 18 July 2019 at 15:15 UTC.

The tweets in the network were tweeted over the 5-day, 23-hour, 40-minute period from Friday, 12 July 2019 at 15:32 UTC to Thursday, 18 July 2019 at 15:13 UTC.

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 : 310
Unique Edges : 722
Edges With Duplicates : 444
Total Edges : 1166
Self-Loops : 154
Reciprocated Vertex Pair Ratio : 0.106648199445983
Reciprocated Edge Ratio : 0.192740926157697
Connected Components : 22
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 279
Maximum Edges in a Connected Component : 1131
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.088576
Graph Density : 0.00834116296064307
Modularity : 0.391899
NodeXL Version : 1.0.1.416

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[16] https://2019.ic2s2.org/speakers/
[9] https://github.com/cbpuschmann/stm_ic2s2/raw/master/stm_tutorial_slides.pdf
[6] https://2019.ic2s2.org/warmup/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=203352
[5] https://2019.ic2s2.org/program/
[4] https://twitter.com/twitterdev/status/1151520361529430016
[3] https://rasrita.wordpress.com/2017/11/02/rmarkdown-template-for-beamer-presentation/
[3] https://github.com/jacobeisenstein/language-change-tutorial
[3] https://www.nature.com/articles/s41562-019-0638-y
[3] http://camille.roth.free.fr/index.php

Top URLs in Tweet in G1:
[5] https://github.com/cbpuschmann/stm_ic2s2/raw/master/stm_tutorial_slides.pdf
[4] https://2019.ic2s2.org/speakers/
[2] https://www.facebook.com/ads/library/?active_status=all&ad_type=political_and_issue_ads&country=US&impression_search_field=has_impressions_lifetime
[1] https://twitter.com/ic2s2/status/1151731366410821632
[1] https://www.nature.com/articles/s41562-019-0638-y
[1] https://hbr.org/2019/07/how-new-versions-of-products-spread-differently-than-entirely-new-products
[1] https://www.instagram.com/p/B0AtXvbilDu/?igshid=170jxr7ttpkzb
[1] https://github.com/cbpuschmann/stm_ic2s2
[1] https://www.facebook.com/ads/library
[1] https://arxiv.org/abs/1907.04103

Top URLs in Tweet in G2:
[5] https://2019.ic2s2.org/speakers/
[3] https://2019.ic2s2.org/warmup/
[2] https://2019.ic2s2.org/program/
[1] https://twitter.com/aqsaqal/status/1150477691830898690
[1] https://twitter.com/hlageek/status/1150706771390017536
[1] https://twitter.com/grow_andre/status/1151015531153170432
[1] https://twitter.com/FlxVctr/status/1151405142358597632
[1] https://twitter.com/philipp_mendoza/status/1151460083936763905
[1] https://sli.do/ic2s2
[1] http://camille.roth.free.fr/index.php

Top URLs in Tweet in G3:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=203352
[3] https://2019.ic2s2.org/speakers/
[3] https://rasrita.wordpress.com/2017/11/02/rmarkdown-template-for-beamer-presentation/
[2] https://2019.ic2s2.org/warmup/
[2] http://camille.roth.free.fr/index.php
[1] https://docs.google.com/spreadsheets/d/1qtgYVtP3ogblD9qSRBPsqGDLF0XFCGLlWiWx0O0T8wA/edit?usp=sharing
[1] https://twitter.com/branmorrighan/status/1151048772639711233
[1] https://twitter.com/ic2s2/status/1151026845103665152
[1] https://twitter.com/javiergb_com/status/1150738433805078528
[1] https://github.com/jacobeisenstein/language-change-tutorial

Top URLs in Tweet in G4:
[2] https://ocean.sagepub.com/blog/how-to-get-a-doi-for-your-teaching-materials-with-zenodo
[2] https://2019.ic2s2.org/speakers/
[1] https://poltexttutorial.wordpress.com
[1] https://twitter.com/kenbenoit/status/1151788976560386049
[1] https://ocean.sagepub.com/blog/2018/7/14/ic2s2-friday-round-up?rq=ic2s2&utm_source=twitter&utm_medium=SAGE_social&utm_content=sageoceantweets&utm_term=b267150a-4024-4075-a219-219515ad73de
[1] https://ocean.sagepub.com/blog/2018/7/15/ic2s2-saturday-round-up?rq=ic2s2&utm_source=twitter&utm_medium=SAGE_social&utm_content=sageoceantweets&utm_term=eca521e5-1fa1-43c2-a321-48ad2514799d
[1] https://twitter.com/franktakes/status/1151749946145685512
[1] https://twitter.com/ic2s2/status/1151731366410821632
[1] https://www.mdpi.com/2414-4088/3/3/54
[1] https://github.com/jacobeisenstein/language-change-tutorial

Top URLs in Tweet in G5:
[3] https://github.com/cbpuschmann/stm_ic2s2/raw/master/stm_tutorial_slides.pdf
[2] https://twitter.com/twitterdev/status/1151520361529430016
[1] https://www.cambridge.org/core/journals/data-and-policy/information/call-for-papers-2019
[1] https://twitter.com/BredowInstitut/status/1151776515278946304
[1] https://twitter.com/javiergb_com/status/1151035552457789440
[1] https://cschwem2er.github.io/imgrec/
[1] https://github.com/cbpuschmann/stm_ic2s2
[1] https://twitter.com/IC2S2/status/1151177970830249984
[1] https://github.com/dfreelon/pylimn
[1] http://rpubs.com/cbpuschmann/un-stm

Top URLs in Tweet in G6:
[2] https://2019.ic2s2.org/program/
[2] https://www.csh.ac.at/calendar/category/talk/list/
[1] https://twitter.com/meharpist/status/1151751280878149632
[1] https://2019.ic2s2.org/speakers/
[1] https://www.csh.ac.at/hub-programs/winter-school/winter-school-2020/
[1] https://arxiv.org/abs/1905.12535
[1] https://www.csh.ac.at/faculty/

Top URLs in Tweet in G7:
[1] https://twitter.com/kbnlresearch/status/1146401428979822597
[1] https://www.youtube.com/watch?v=V7E7lb1_ME4

[1] https://twitter.com/franktakes/status/1151749946145685512
[1] https://twitter.com/kwelle/status/1151754040679784448

Top URLs in Tweet in G8:
[1] https://arxiv.org/abs/1907.07475

Top URLs in Tweet in G9:
[2] https://ec.europa.eu/digital-single-market/en/news/final-report-high-level-expert-group-fake-news-and-online-disinformation
[1] https://github.com/dfreelon/pylimn/
[1] https://github.com/dfreelon/news_extract
[1] https://github.com/dfreelon/pylimn
[1] http://slid.do
[1] https://github.com/JBGruber/LexisNexisTools

Top URLs in Tweet in G10:
[1] https://www.asc.upenn.edu/news-events/news/annenberg-presentations-ic2s2-2019
[1] https://2019.ic2s2.org/speakers/

Top Domains
Top Domains in Tweet in Entire Graph:
[32] twitter.com
[31] ic2s2.org
[22] github.com
[5] sagepub.com
[5] nodexlgraphgallery.org
[4] arxiv.org
[4] wordpress.com
[4] ac.at
[3] facebook.com
[3] nature.com

Top Domains in Tweet in G1:
[6] twitter.com
[6] github.com
[6] ic2s2.org
[3] facebook.com
[2] slideshare.net
[1] nature.com
[1] hbr.org
[1] instagram.com
[1] arxiv.org
[1] theconversation.com

Top Domains in Tweet in G2:
[11] ic2s2.org
[9] twitter.com
[4] github.com
[1] sli.do
[1] free.fr
[1] sagepub.com
[1] nodexlgraphgallery.org
[1] dropbox.com
[1] kenedict.com
[1] rais-itn.eu

Top Domains in Tweet in G3:
[7] ic2s2.org
[4] nodexlgraphgallery.org
[3] twitter.com
[3] wordpress.com
[2] github.com
[2] free.fr
[1] google.com

Top Domains in Tweet in G4:
[4] sagepub.com
[3] twitter.com
[2] ic2s2.org
[1] wordpress.com
[1] mdpi.com
[1] github.com
[1] nature.com

Top Domains in Tweet in G5:
[5] github.com
[5] twitter.com
[1] cambridge.org
[1] github.io
[1] rpubs.com
[1] gov.uk
[1] leibniz-hbi.de

Top Domains in Tweet in G6:
[4] ac.at
[3] ic2s2.org
[1] twitter.com
[1] arxiv.org

Top Domains in Tweet in G7:
[3] twitter.com
[1] youtube.com

Top Domains in Tweet in G8:
[1] arxiv.org

Top Domains in Tweet in G9:
[4] github.com
[2] europa.eu
[1] slid.do

Top Domains in Tweet in G10:
[1] upenn.edu
[1] ic2s2.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[601] ic2s2
[28] scienceofscience
[13] rstats
[8] misinformation
[6] intention
[6] effect
[5] socialsciences
[5] lgbtqi
[5] computationalsocialscience
[5] facebook



Top Hashtags in Tweet in G1:
[162] ic2s2
[21] scienceofscience
[6] intention
[6] effect
[5] facebook
[4] misinformation
[4] socialsciences
[4] textanalysis
[3] amsterdam
[3] computational

Top Hashtags in Tweet in G2:
[117] ic2s2
[4] chatbot
[4] lgbtqi
[3] scienceofscience
[3] misinformation
[2] multiplex
[2] network
[2] analysis
[2] deeplearning
[2] terrorism

Top Hashtags in Tweet in G3:
[110] ic2s2
[5] rstats
[4] beamer
[4] rmarkdown
[4] dzhw
[3] wikipedia
[2] datathon
[1] warmup
[1] netsci
[1] computationalsocialscience

Top Hashtags in Tweet in G4:
[62] ic2s2
[3] scienceofscience
[2] sageocean
[2] compsocsci
[1] parlaclarin
[1] computationalsocialscience
[1] wtdgf

Top Hashtags in Tweet in G5:
[45] ic2s2
[6] rstats
[1] computational
[1] socialsciences

Top Hashtags in Tweet in G6:
[26] ic2s2
[2] cshvienna

Top Hashtags in Tweet in G7:
[19] ic2s2
[1] academictwitter

Top Hashtags in Tweet in G8:
[13] ic2s2

Top Hashtags in Tweet in G9:
[22] ic2s2
[2] rstats
[1] user2019

Top Hashtags in Tweet in G10:
[7] ic2s2

Top Words
Top Words in Tweet in Entire Graph:
[447] Words in Sentiment List#1: Positive
[206] Words in Sentiment List#2: Negative
[19] Words in Sentiment List#3: Angry/Violent
[14376] Non-categorized Words
[15043] Total Words
[601] #ic2s2
[206] ic2s2
[170] social
[102] science
[101] computational

Top Words in Tweet in G1:
[162] #ic2s2
[55] ic2s2
[43] social
[43] tutorial
[27] facebook
[26] now
[25] media
[23] keynote
[21] dashunwang
[21] #scienceofscience

Top Words in Tweet in G2:
[117] #ic2s2
[74] ic2s2
[46] social
[32] computational
[32] science
[30] 2019
[30] conference
[28] network
[23] franktakes
[21] participants

Top Words in Tweet in G3:
[110] #ic2s2
[41] ic2s2
[31] social
[28] antonionialb
[22] science
[21] computational
[20] javiergb_com
[19] clauwa
[19] warmup
[17] event

Top Words in Tweet in G4:
[62] #ic2s2
[17] ic2s2
[17] kenbenoit
[16] science
[15] keynote
[13] political
[13] social
[12] great
[11] texts
[11] data

Top Words in Tweet in G5:
[45] #ic2s2
[17] data
[13] social
[12] science
[12] interested
[11] participants
[9] policy
[9] new
[8] recognition
[8] oa

Top Words in Tweet in G6:
[26] #ic2s2
[6] interested
[6] publishing
[6] work
[6] email
[6] https
[5] naturehumbehav
[5] come
[5] find
[5] set

Top Words in Tweet in G7:
[19] #ic2s2
[3] research
[3] social
[3] twitter
[2] fomo
[2] amsterdam
[2] excited
[2] see
[2] science
[2] words

Top Words in Tweet in G8:
[13] habilitation
[13] thesis
[13] computational
[13] human
[13] dynamics
[13] finally
[13] online
[13] shoot
[13] questions
[13] #ic2s2

Top Words in Tweet in G9:
[22] #ic2s2
[9] dfreelon
[9] ic2s2
[5] keynote
[5] term
[4] pairwise
[4] fake
[4] news
[3] nexisuni
[3] files

Top Words in Tweet in G10:
[7] #ic2s2
[3] amsterdam
[3] dimenet
[3] lunch
[3] break
[3] during
[3] representing
[3] annenbergpenn
[2] tianyangyt
[2] ic2s2

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[81] computational,social
[74] social,science
[51] ic2s2,#ic2s2
[40] conference,computational
[37] #ic2s2,ic2s2
[31] social,media
[28] scientific,discipline
[28] discipline,migration
[28] migration,network
[28] network,480

Top Word Pairs in Tweet in G1:
[23] social,media
[16] ic2s2,#ic2s2
[12] #scienceofscience,tutorial
[12] a2,11
[12] #ic2s2,ic2s2
[12] #ic2s2,keynote
[11] human,values
[11] values,social
[10] modeling,human
[10] media,tutorial

Top Word Pairs in Tweet in G2:
[31] computational,social
[29] social,science
[21] conference,computational
[19] scientific,discipline
[19] discipline,migration
[19] migration,network
[19] network,480
[19] 480,participants
[19] participants,ic2s2
[19] ic2s2,2019

Top Word Pairs in Tweet in G3:
[19] computational,social
[16] social,science
[12] ic2s2,#ic2s2
[12] warmup,event
[8] #ic2s2,warmup
[8] valerio,basile
[8] ic2s2,diunito
[8] diunito,#ic2s2
[7] clauwa,antonionialb
[7] antonionialb,evolutionary

Top Word Pairs in Tweet in G4:
[10] computational,social
[7] political,texts
[7] social,science
[7] keynote,kenbenoit
[6] f_nanni,gives
[6] gives,great
[6] great,overview
[6] overview,field
[6] field,political
[6] texts,better

Top Word Pairs in Tweet in G5:
[10] #ic2s2,interested
[9] social,science
[9] participants,#ic2s2
[8] interested,data
[8] data,policy
[8] policy,new
[8] new,oa
[8] oa,journal
[8] journal,cupacademic
[8] cupacademic,dataforpolicy

Top Word Pairs in Tweet in G6:
[6] #ic2s2,interested
[6] interested,publishing
[5] publishing,work
[5] work,naturehumbehav
[5] naturehumbehav,come
[5] come,find
[5] find,email
[5] email,set
[5] set,up
[5] up,chat

Top Word Pairs in Tweet in G7:
[2] #ic2s2,fomo

Top Word Pairs in Tweet in G8:
[13] habilitation,thesis
[13] thesis,computational
[13] computational,human
[13] human,dynamics
[13] dynamics,finally
[13] finally,online
[13] online,shoot
[13] shoot,questions
[13] questions,#ic2s2
[12] martonkarsai,habilitation

Top Word Pairs in Tweet in G9:
[8] #ic2s2,ic2s2
[4] term,fake
[4] fake,news
[3] attendees,#ic2s2
[3] ic2s2,here
[3] here,second
[3] second,two
[3] two,python
[3] python,modules
[3] modules,discuss

Top Word Pairs in Tweet in G10:
[3] dimenet,lunch
[3] lunch,break
[3] break,during
[3] during,#ic2s2
[3] #ic2s2,representing
[3] representing,annenbergpenn
[2] amsterdam,#ic2s2
[2] sgonzalezbailon,dimenet

Top Replied-To
Top Replied-To in Entire Graph:
@kenbenoit
@ic2s2
@emmaspiro
@clauwa
@noshir
@philipp_mendoza
@mszargar
@evoluchico
@marc_smith
@soni_sandeep

Top Replied-To in G1:
@emmaspiro
@kenbenoit
@noshir
@philipp_mendoza
@mszargar
@evoluchico

Top Replied-To in G2:
@clauwa
@mohsenmosleh

Top Replied-To in G3:
@kenbenoit
@ic2s2
@clauwa
@rgiordano79
@marc_smith

Top Replied-To in G4:
@ic2s2
@f_nanni
@dashunwang
@fvanderwouden
@soni_sandeep
@kenbenoit
@statistiekcbs

Top Replied-To in G5:
@dfreelon

Top Mentioned
Top Mentioned in Entire Graph:
@ic2s2
@antonionialb
@dashunwang
@franktakes
@javiergb_com
@clauwa
@kenbenoit
@uva
@dfreelon
@yelenamejova

Top Mentioned in G1:
@ic2s2
@dashunwang
@yelenamejova
@facebook
@kyriakikalimeri
@marcobrambi
@lu_liu_lliu
@emmaspiro
@piratepeel

Top Mentioned in G2:
@ic2s2
@franktakes
@uva
@javiergb_com
@clauwa
@antonionialb
@cssamsterdam
@guylaban
@uva_amsterdam
@dfreelon

Top Mentioned in G3:
@ic2s2
@antonionialb
@javiergb_com
@clauwa
@fairykomal
@fmg_uva
@diliara_valeeva
@diunito
@akeuchenius
@akbaritabar

Top Mentioned in G4:
@kenbenoit
@ic2s2
@f_nanni
@scorpiommma
@dashunwang
@sageoceantweets
@cbpuschmann
@soni_sandeep
@lu_liu_lliu

Top Mentioned in G5:
@cupacademic
@dataforpolicy
@c_schwemmer
@flxvctr
@data_and_policy
@cbpuschmann
@benathies
@ic2s2
@marcobrambi
@bredowinstitut

Top Mentioned in G6:
@naturehumbehav
@meharpist
@cshvienna
@dgarcia_eu
@ic2s2
@bowlinearl
@davidlazer
@dfreelon
@dcalacci
@franktakes

Top Mentioned in G8:
@martonkarsai

Top Mentioned in G9:
@dfreelon
@ic2s2
@johannesbgruber
@emmaspiro
@kenbenoit
@cervisiarius
@chainsawriot

Top Mentioned in G10:
@annenbergpenn
@tianyangyt
@ic2s2
@sgonzalezbailon
@dzguilbeault
@wrahool
@ylelkes
@duncanjwatts
@ndgannenberg

Top Tweeters
Top Tweeters in Entire Graph:
@tressiemcphd
@komakusaryama
@drkynast
@barrywellman
@harvardbiz
@rstatstweet
@mangobilling
@toritorix
@frankolken
@mdekstrand

Top Tweeters in G1:
@tressiemcphd
@harvardbiz
@mangobilling
@mtknnktm
@jittat
@marcobrambi
@digtalhumanatee
@_ll_l___lll_ll_
@ianmulvany
@jasonnurse

Top Tweeters in G2:
@frankolken
@makmiz
@tehraio
@uva
@anduviera
@danielequercia
@maxkemman
@alexvespi
@andrewdhking
@thesergiox

Top Tweeters in G3:
@barrywellman
@rstatstweet
@susandhaas
@rstats4ds
@anxosan
@marc_smith
@ryanjgallag
@ake
@prof_mirya
@uva_amsterdam

Top Tweeters in G4:
@drkynast
@statistiekcbs
@tomwgvdmeer
@sara_hlt
@f_nanni
@murraygabriel
@danielagduca
@xandaschofield
@sageoceantweets
@edwindjonge

Top Tweeters in G5:
@anjacks0n
@justbementalist
@cbpuschmann
@jaruizso
@ajungherr
@thegovlab
@leofn3
@cupacademic
@ameisen_strasse
@silviamajo

Top Tweeters in G6:
@komakusaryama
@drbenjohnson
@davidlazer
@prodigalson2025
@elaragon
@tampereuni
@eth
@naturehumbehav
@dcalacci
@lgaalves

Top Tweeters in G7:
@toritorix
@eurovermeer
@helenmargetts
@kbnlresearch
@michaelelbers
@joshua_a_becker
@shirokaner
@annie_waldherr
@izuzuzi
@a_d_robertson

Top Tweeters in G8:
@dynamicssiam
@gtheraulaz
@ajmoralesguzman
@alramadona
@barendsonlyon
@_marameo_
@fadlan_anam
@lau_retti
@socph
@ragarwa2

Top Tweeters in G9:
@dfreelon
@chainsawriot
@k_ramali
@gaveltri
@rebekahktromble
@g_r_richardson
@nickhkor
@fe_loe
@johannesbgruber
@cervisiarius

Top Tweeters in G10:
@wrahool
@annenbergpenn
@ylelkes
@duncanjwatts
@sgonzalezbailon
@dzguilbeault
@ndgannenberg
@tianyangyt


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