#sunbelt2019, Twitter, 6/24/2019 8:40:55 PM, 200909


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#sunbelt2019_2019-06-24_13-29-41.xlsx
#sunbelt2019_2019-06-24_13-29-41.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 24, 2019
Short Description:
#sunbelt2019 via NodeXL http://bit.ly/2ZMT1h1
@ognyanova
@bashofstra
@lista_redes
@umblaetterer
@socnetanalysts
@shugars
@aqsaqal
@michelelbarnes
@zpneal
@teekens

Top hashtags:
#sunbelt2019
#networkcanvas
#sna
#networks
#networkanalysis
#wins
#digitalhumanities
#dh

Description:
Description
The graph represents a network of 487 Twitter users whose recent tweets contained "#sunbelt2019", 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, 24 June 2019 at 20:32 UTC.

The tweets in the network were tweeted over the 8-day, 2-hour, 34-minute period from Sunday, 16 June 2019 at 17:38 UTC to Monday, 24 June 2019 at 20:13 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 : 487
Unique Edges : 1074
Edges With Duplicates : 824
Total Edges : 1898
Self-Loops : 184
Reciprocated Vertex Pair Ratio : 0.100706713780919
Reciprocated Edge Ratio : 0.182985553772071
Connected Components : 9
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 478
Maximum Edges in a Connected Component : 1886
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.026718
Graph Density : 0.00526444765550401
Modularity : 0.35712
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[30] https://figshare.com/articles/Brecht_Beats_Shakespeare_A_Card-Game_Introduction_to_the_Network_Analysis_of_European_Drama_poster_contribution_to_DH2018_/6667424/1
[9] https://dracor.org/
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200719
[7] https://networkcanvas.com/
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200501
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200584
[5] http://multilayer.it.uu.se/software.html
[4] https://twitter.com/rongwangsna/status/1141758088577519619
[4] https://twitter.com/saminrf/status/1141800641637076992
[3] https://twitter.com/termehshafie/status/1142407196870873088

Top URLs in Tweet in G1:
[1] http://kateto.net/network-visualization
[1] https://www.fourwav.es/view/717/customtab295/

Top URLs in Tweet in G2:
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200719
[2] https://twitter.com/aqsaqal/status/1141877333491617792
[2] https://networkcanvas.com/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200584
[1] https://www.insna.org/news/sunbelt-2020-save-the-date---june-1-7-2020
[1] https://twitter.com/socdevjournal/status/1136616573999992836
[1] https://twitter.com/marc_smith/status/1141430432556150789
[1] https://twitter.com/MugfordTyler250/status/1142036281641373698
[1] https://twitter.com/SocNetAnalysts/status/1141725072513802240
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200501

Top URLs in Tweet in G3:
[5] https://networkcanvas.com/
[3] https://twitter.com/rongwangsna/status/1141758088577519619
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200501
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200584
[2] https://twitter.com/Shugars/status/1142433438609358848
[1] https://twitter.com/termehshafie/status/1142407196870873088
[1] https://figshare.com/articles/Brecht_Beats_Shakespeare_A_Card-Game_Introduction_to_the_Network_Analysis_of_European_Drama_poster_contribution_to_DH2018_/6667424/1
[1] https://twitter.com/SocNetAnalysts/status/1141725072513802240
[1] https://twitter.com/Shugars/status/1141405143625342976
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200719

Top URLs in Tweet in G4:
[23] https://figshare.com/articles/Brecht_Beats_Shakespeare_A_Card-Game_Introduction_to_the_Network_Analysis_of_European_Drama_poster_contribution_to_DH2018_/6667424/1
[6] https://dracor.org/
[2] https://twitter.com/termehshafie/status/1142407196870873088
[1] https://dracor.org/documentation/api
[1] https://figshare.com/articles/Distant_Reading_Showcase_465_German_Dramas_DHd2016_Poster_pdf/3101203/2
[1] https://lehkost.github.io/slides/2019-06-20-montreal-sunbelt/index.html

Top URLs in Tweet in G5:
[4] http://multilayer.it.uu.se/software.html
[4] https://twitter.com/saminrf/status/1141800641637076992
[1] https://implementationscience.biomedcentral.com/articles/10.1186/s13012-019-0860-z
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200501
[1] https://figshare.com/articles/Brecht_Beats_Shakespeare_A_Card-Game_Introduction_to_the_Network_Analysis_of_European_Drama_poster_contribution_to_DH2018_/6667424/1
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200719
[1] https://arxiv.org/abs/1509.04037
[1] https://twitter.com/zpneal/status/1141834263479955456
[1] https://www.actualites.uqam.ca/2019luqam-accueille-linternational-sunbelt-social-network-conference?utm_campaign=UQAMHEBDO&utm_medium=email&utm_source=19JUIN2019
[1] https://www.fourwav.es/view/717/info/

Top URLs in Tweet in G6:
[2] https://dracor.org/
[1] https://lnkd.in/gVHg6CZ
[1] https://galaxyscope.galaxyadvisors.com
[1] https://happimeter.org/
[1] https://drive.google.com/file/d/1lIVtquRYLm9GDrxKopU0gGqh8S1uf7P4/view?usp=drivesdk
[1] https://pragprog.com/book/dzcnapy/complex-network-analysis-in-python
[1] http://bechdeltest.com
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200584
[1] http://h197.it.helsinki.fi/en

Top URLs in Tweet in G7:
[1] https://figshare.com/articles/Brecht_Beats_Shakespeare_A_Card-Game_Introduction_to_the_Network_Analysis_of_European_Drama_poster_contribution_to_DH2018_/6667424/1
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=200501
[1] https://twitter.com/Elisabel76/status/1140340045183954944
[1] https://forms.gle/Fg3GHksGuEzGrmxu7
[1] https://us.sagepub.com/en-us/nam/gathering-social-network-data/book260973
[1] https://sunbeltconference2019.sched.com/event/QufU
[1] https://sunbeltconference2019.sched.com/event/QrdS
[1] https://sunbeltconference2019.sched.com/event/PhI3
[1] https://sunbeltconference2019.sched.com/event/QgD1
[1] https://sunbeltconference2019.sched.com/event/QJgl

Top URLs in Tweet in G8:
[1] https://figshare.com/articles/Brecht_Beats_Shakespeare_A_Card-Game_Introduction_to_the_Network_Analysis_of_European_Drama_poster_contribution_to_DH2018_/6667424/1
[1] https://twitter.com/lista_redes/status/1141383629035188224
[1] http://igollini.github.io/lvm4net/
[1] https://github.com/igollini/lvm4net-Workshop
[1] https://twitter.com/aesp08/status/1141083028229382145

Top URLs in Tweet in G9:
[2] https://figshare.com/articles/Brecht_Beats_Shakespeare_A_Card-Game_Introduction_to_the_Network_Analysis_of_European_Drama_poster_contribution_to_DH2018_/6667424/1
[1] https://twitter.com/profmethot/status/1142627793978761218

Top Domains
Top Domains in Tweet in Entire Graph:
[40] twitter.com
[31] figshare.com
[19] nodexlgraphgallery.org
[10] dracor.org
[8] sched.com
[7] networkcanvas.com
[5] uu.se
[4] fourwav.es
[2] amazonaws.com
[2] google.com

Top Domains in Tweet in G1:
[1] kateto.net
[1] fourwav.es

Top Domains in Tweet in G2:
[11] twitter.com
[8] nodexlgraphgallery.org
[2] networkcanvas.com
[1] insna.org
[1] dropbox.com
[1] amazonaws.com
[1] google.com
[1] uu.se
[1] sagepub.com
[1] networkscienceinstitute.org

Top Domains in Tweet in G3:
[15] twitter.com
[7] nodexlgraphgallery.org
[5] networkcanvas.com
[1] figshare.com
[1] semanticbrandscore.com

Top Domains in Tweet in G4:
[24] figshare.com
[7] dracor.org
[2] twitter.com
[1] github.io

Top Domains in Tweet in G5:
[7] twitter.com
[4] uu.se
[2] nodexlgraphgallery.org
[2] arxiv.org
[2] fourwav.es
[1] biomedcentral.com
[1] figshare.com
[1] uqam.ca

Top Domains in Tweet in G6:
[2] dracor.org
[1] lnkd.in
[1] galaxyadvisors.com
[1] happimeter.org
[1] google.com
[1] pragprog.com
[1] bechdeltest.com
[1] nodexlgraphgallery.org
[1] helsinki.fi

Top Domains in Tweet in G7:
[7] sched.com
[1] figshare.com
[1] nodexlgraphgallery.org
[1] twitter.com
[1] forms.gle
[1] sagepub.com

Top Domains in Tweet in G8:
[2] twitter.com
[1] figshare.com
[1] github.io
[1] github.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[994] sunbelt2019
[46] networkcanvas
[44] sna
[40] networks
[38] networkanalysis
[32] wins
[27] digitalhumanities
[25] dh
[23] insna
[15] programmablecorpora



Top Hashtags in Tweet in G1:
[119] sunbelt2019
[2] rstats
[2] dataviz
[2] sna
[1] ggraph
[1] ggplot2
[1] datascience
[1] netsci
[1] insna

Top Hashtags in Tweet in G2:
[235] sunbelt2019
[20] wins
[15] sna
[11] networks
[11] gendernetworks
[8] network
[7] insna
[6] measurement
[5] mitchellcentre
[4] dh

Top Hashtags in Tweet in G3:
[210] sunbelt2019
[43] networkcanvas
[14] sna
[8] networks
[5] statnet
[5] wins
[4] aid
[4] ilsa
[4] insna
[3] rstats

Top Hashtags in Tweet in G4:
[87] sunbelt2019
[22] networkanalysis
[10] programmablecorpora
[4] digitalhumanities
[3] distantreading
[2] dh
[1] relations
[1] network
[1] behavior
[1] sna

Top Hashtags in Tweet in G5:
[137] sunbelt2019
[13] networks
[11] negativetie
[10] signednetworks
[7] sna
[6] multiplex
[4] socialcapital
[4] dh
[4] digitalhumanities
[4] msu

Top Hashtags in Tweet in G6:
[61] sunbelt2019
[12] digitalhumanities
[12] dh
[8] insna
[8] sunbelt19
[6] networkanalysis
[4] eusn2019
[3] climatechange
[2] nssi
[2] dzcnapy

Top Hashtags in Tweet in G7:
[59] sunbelt2019
[3] sna
[3] corporatenetworks
[2] wins
[1] networkanalysis
[1] eusn2019
[1] negativetie
[1] networks
[1] measurement
[1] statnet

Top Hashtags in Tweet in G8:
[27] sunbelt2019
[6] rstats
[4] networks
[3] wins
[1] networkanalysis
[1] statnet

Top Hashtags in Tweet in G9:
[13] sunbelt2019
[2] networkanalysis
[1] rooftop

Top Hashtags in Tweet in G10:
[11] sunbelt2019
[2] insna
[1] gendernetworks
[1] networks

Top Words
Top Words in Tweet in Entire Graph:
[1037] Words in Sentiment List#1: Positive
[225] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[23153] Non-categorized Words
[24415] Total Words
[994] #sunbelt2019
[341] network
[203] socnetanalysts
[195] networks
[160] ognyanova

Top Words in Tweet in G1:
[121] network
[119] visualization
[119] r
[119] #sunbelt2019
[119] ognyanova
[116] updated
[116] tutorial
[116] basics
[116] interactive
[116] animated

Top Words in Tweet in G2:
[235] #sunbelt2019
[76] socnetanalysts
[61] social
[59] network
[59] work
[56] networks
[42] shugars
[39] talk
[31] women
[31] gender

Top Words in Tweet in G3:
[210] #sunbelt2019
[55] shugars
[47] work
[43] #networkcanvas
[41] networkcanvas
[40] gender
[38] network
[36] networks
[34] socnetanalysts
[28] presenting

Top Words in Tweet in G4:
[87] #sunbelt2019
[67] umblaetterer
[54] game
[53] card
[40] network
[33] pj_mcr
[30] think
[30] maybe
[30] coolest
[30] thing

Top Words in Tweet in G5:
[137] #sunbelt2019
[35] network
[34] socnetanalysts
[25] great
[24] social
[22] networks
[20] session
[18] saminrf
[18] work
[16] methods

Top Words in Tweet in G6:
[61] #sunbelt2019
[26] network
[21] social
[20] networks
[15] aqsaqal
[12] literature
[12] #digitalhumanities
[12] #dh
[11] research
[10] card

Top Words in Tweet in G7:
[59] #sunbelt2019
[22] socnetanalysts
[16] networks
[15] session
[12] uk
[10] smithmatt90
[10] yasi_sarabi
[10] social
[10] network
[8] directors

Top Words in Tweet in G8:
[27] #sunbelt2019
[14] socnetanalysts
[8] new
[6] award
[6] good
[6] enjoy
[6] #rstats
[5] network
[5] tweets
[5] looks

Top Words in Tweet in G9:
[13] #sunbelt2019
[8] kcullen_lester
[7] fantastic
[6] presentations
[6] fabulous
[6] people
[6] leadership
[6] networks
[6] track
[2] umblaetterer

Top Words in Tweet in G10:
[11] #sunbelt2019
[9] networks
[7] present
[7] personal
[7] social
[7] support
[6] paper
[6] upward
[6] mobility
[5] montreal

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[136] network,visualization
[136] visualization,r
[133] r,updated
[133] updated,tutorial
[133] tutorial,#sunbelt2019
[133] #sunbelt2019,basics
[133] basics,interactive
[133] interactive,animated
[133] animated,graphs
[133] graphs,temporal

Top Word Pairs in Tweet in G1:
[119] network,visualization
[119] visualization,r
[116] r,updated
[116] updated,tutorial
[116] tutorial,#sunbelt2019
[116] #sunbelt2019,basics
[116] basics,interactive
[116] interactive,animated
[116] animated,graphs
[116] graphs,temporal

Top Word Pairs in Tweet in G2:
[23] network,science
[20] women,network
[19] core,periphery
[19] periphery,structure
[18] socnetanalysts,#sunbelt2019
[18] structure,online
[15] #sunbelt2019,talk
[14] #sunbelt2019,socnetanalysts
[12] join,#sunbelt2019
[12] social,networks

Top Word Pairs in Tweet in G3:
[11] socnetanalysts,#sunbelt2019
[10] #sunbelt2019,workshop
[10] session,#sunbelt2019
[10] cool,work
[10] work,kggibs
[10] kggibs,looking
[9] check,out
[8] networks,session
[8] nodexl,ognyanova
[8] fascinating,work

Top Word Pairs in Tweet in G4:
[53] card,game
[31] network,card
[30] think,maybe
[30] maybe,coolest
[30] coolest,thing
[30] thing,seen
[30] seen,far
[30] far,#sunbelt2019
[30] #sunbelt2019,character
[30] character,network

Top Word Pairs in Tweet in G5:
[19] socnetanalysts,#sunbelt2019
[8] honorable,mention
[8] mention,socnetanalysts
[8] session,#sunbelt2019
[8] proud,present
[7] methods,paper
[7] paper,honorable
[7] #sunbelt2019,several
[7] several,methods
[7] methods,measuring

Top Word Pairs in Tweet in G6:
[12] literature,network
[10] network,card
[10] card,game
[10] game,#sunbelt2019
[10] #sunbelt2019,#dh
[10] #dh,#digitalhumanities
[9] aqsaqal,literature
[7] network,research
[6] social,networks
[6] #sunbelt2019,#insna

Top Word Pairs in Tweet in G7:
[8] directors,uk
[8] socnetanalysts,#sunbelt2019
[7] #sunbelt2019,socnetanalysts
[6] looking,forward
[6] #sunbelt2019,uqam
[5] uk,ftse
[5] ftse,350
[5] sunbelt,conference
[5] conference,2019
[5] 2019,#sunbelt2019

Top Word Pairs in Tweet in G8:
[5] socnetanalysts,#sunbelt2019
[5] tweets,looks
[5] looks,re
[5] re,having
[5] having,good
[5] good,time
[5] time,#sunbelt2019
[5] #sunbelt2019,socnetanalysts
[5] socnetanalysts,enjoy
[4] women,network

Top Word Pairs in Tweet in G9:
[6] kcullen_lester,fantastic
[6] fantastic,presentations
[6] presentations,fabulous
[6] fabulous,people
[6] people,leadership
[6] leadership,networks
[6] networks,track
[6] track,#sunbelt2019
[2] umblaetterer,released
[2] released,card

Top Word Pairs in Tweet in G10:
[7] personal,networks
[7] networks,social
[7] social,support
[6] paper,personal
[6] support,upward
[6] upward,mobility
[4] mobility,roma
[4] roma,migrants
[4] migrants,france
[3] heading,montreal

Top Replied-To
Top Replied-To in Entire Graph:
@kggibs
@socnetanalysts
@umblaetterer
@dorottya_hoor
@michellebirkett
@jefflienert
@lambschool
@adinanerghes
@carlbescoby
@barrywellman

Top Replied-To in G2:
@dorottya_hoor
@socnetanalysts
@umblaetterer
@mysocnet
@nicolaewna
@barrywellman
@brookemariebell
@gvegayon
@termehshafie
@pj_mcr

Top Replied-To in G3:
@kggibs
@epiglpii
@shugars
@michellebirkett
@nodexl
@campkels
@lambschool
@drdavidbright

Top Replied-To in G4:
@lammiia

Top Replied-To in G6:
@socnetanalysts

Top Replied-To in G7:
@jefflienert
@twvalente
@chris2504

Top Replied-To in G8:
@umblaetterer

Top Replied-To in G9:
@profmethot
@kcullen_lester

Top Mentioned
Top Mentioned in Entire Graph:
@socnetanalysts
@ognyanova
@shugars
@umblaetterer
@networkcanvas
@aqsaqal
@pj_mcr
@teekens
@kayladelahaye
@bashofstra

Top Mentioned in G1:
@ognyanova
@socnetanalysts
@shugars
@thomasp85

Top Mentioned in G2:
@socnetanalysts
@shugars
@kayladelahaye
@ryanjgallag
@mitchellsna
@ognyanova
@elisabel76
@jennawneal
@bashofstra
@cyr_em

Top Mentioned in G3:
@shugars
@networkcanvas
@socnetanalysts
@teekens
@kggibs
@bashofstra
@campkels
@michellebirkett
@gaytascience
@visionistinc

Top Mentioned in G4:
@umblaetterer
@pj_mcr
@socnetanalysts
@aqsaqal
@ognyanova
@adinanerghes
@aesp08
@jennawneal
@bashofstra
@985ea2

Top Mentioned in G5:
@socnetanalysts
@saminrf
@zpneal
@janadiesner
@diesnerlab
@shugars
@aqsaqal
@cast1978
@tech4compde
@jennawneal

Top Mentioned in G6:
@aqsaqal
@michelelbarnes
@socnetanalysts
@mcjs13
@eusnconference
@lorienjasny
@saylesjs
@ognyanova
@c_stadtfeld
@jameslannigan

Top Mentioned in G7:
@socnetanalysts
@smithmatt90
@yasi_sarabi
@heathermcg_ebs
@dimitriscc
@uqam
@elisabel76
@csmarcum
@di
@twvalente

Top Mentioned in G8:
@socnetanalysts
@miranda_lubbers
@kerstin
@isabellagollini
@kayladelahaye
@raabe_isabel
@kerstinsailer
@orgnet
@barrywellman
@zsoboda

Top Mentioned in G9:
@kcullen_lester
@umblaetterer
@terrasse
@socnetanalysts
@profmethot
@alinalungeanu
@meremere422
@1leadership
@gerbilocity

Top Mentioned in G10:
@raffaelevacca
@davidenko_gye
@wrackedbrain
@vitaletommaso
@davidcanarte
@sciencespo_cee
@scporesearch
@scpoeurbaine
@ognyanova
@franciscaortizr

Top Tweeters
Top Tweeters in Entire Graph:
@gamergeeknews
@uwesteiner
@gonzalobarria
@gizmomathboy
@bbbcccnnn
@silvijakrebs
@barrywellman
@idealites_morte
@dev_topics
@okkipepernoot

Top Tweeters in G1:
@gonzalobarria
@bbbcccnnn
@dev_topics
@kozo2
@acangros
@tianhuil
@rutgerscomminfo
@erikgahner
@c_z
@lunaayalar

Top Tweeters in G2:
@silvijakrebs
@idealites_morte
@generativist
@jorgefabrega
@envpolicycenter
@uswnt
@dbtindall
@manuelvarzen
@nicolaewna
@digtalhumanatee

Top Tweeters in G3:
@gizmomathboy
@realcruzhenry
@jessicahalem
@ericschrimshaw
@marc_smith
@radjudygarland
@laurenbbeach
@amn
@dodigitalhealth
@teekens

Top Tweeters in G4:
@gamergeeknews
@uwesteiner
@okkipepernoot
@clausewutz
@ankegroener
@ruthmalan
@badnetworker
@balicea1
@yaelnetzer
@hou2zi0

Top Tweeters in G5:
@demografia_csic
@kitsune808
@ted_underwood
@msunews
@ischoolui
@evidenceinedu
@theshubhanshu
@lista_redes
@evidencepolicy
@mdc_uqam

Top Tweeters in G6:
@tehraio
@salexander_11
@somardrawoh
@steven_vd_oord
@pittman17
@jimiadams
@rogue_phd
@jankatins
@cantus94
@iafigr

Top Tweeters in G7:
@uniofgreenwich
@uqam
@csmarcum
@brucecronin
@ndmoxford
@genome_gov
@inorman55
@di
@qualintitative
@ptubaro

Top Tweeters in G8:
@barrywellman
@kerstinsailer
@angelopoulos
@riorbe7
@mattjsilk
@bayesna
@brucedesmarais
@isabellagollini
@miranda_lubbers
@paoinmilan

Top Tweeters in G9:
@isidromj
@meremere422
@gerbilocity
@profmethot
@dechurch
@terrasse
@1leadership
@depersonales
@alinalungeanu
@kcullen_lester

Top Tweeters in G10:
@davidenko_gye
@scporesearch
@vitaletommaso
@sciencespo_cee
@scpoeurbaine
@raffaelevacca
@wrackedbrain
@econoanth
@davidcanarte


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