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#Sunbelt2019 Twitter NodeXL SNA Map and Report for Wednesday, 19 June 2019 at 17:07 UTC (experimental version)
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From:
Marc_Smith
Uploaded on:
June 19, 2019
Short Description:
#Sunbelt2019 via NodeXL http://bit.ly/2XYlCQ3
@ognyanova
@thomasp85
@socnetanalysts
@lista_redes
@bashofstra
@smithmatt90
@michellebirkett
@zpneal
@laurenbbeach
@networkcanvas

Top hashtags:
#sunbelt2019
#networkcanvas
#sna
#wins
#msu
#politics
#rstats
#networks

Description:
Description
The graph represents a network of 228 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 Wednesday, 19 June 2019 at 17:08 UTC.

The tweets in the network were tweeted over the 8-day, 1-hour, 0-minute period from Tuesday, 11 June 2019 at 15:42 UTC to Wednesday, 19 June 2019 at 16:42 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 : 228
Unique Edges : 469
Edges With Duplicates : 98
Total Edges : 567
Number of Edge Types : 4
Mentions : 286
Tweet : 43
Retweet : 236
Replies to : 2
Self-Loops : 43
Reciprocated Vertex Pair Ratio : 0.0258064516129032
Reciprocated Edge Ratio : 0.050314465408805
Connected Components : 11
Single-Vertex Connected Components : 6
Maximum Vertices in a Connected Component : 213
Maximum Edges in a Connected Component : 552
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.670367
Graph Density : 0.00921632274518896
Modularity : 0.505458
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[2] https://www.fourwav.es/view/717/info/
[2] https://twitter.com/Elisabel76/status/1140340045183954944
[2] https://arxiv.org/pdf/1906.01696
[1] https://sunbeltconference2019.sched.com/event/PhI3
[1] https://sunbeltconference2019.sched.com/event/QrdS
[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.linkedin.com/slink?code=gVHg6CZ
[1] https://twitter.com/egoweb2_0/status/1125527683595505664
[1] https://github.com/igollini/lvm4net-Workshop
[1] https://twitter.com/aesp08/status/1141083028229382145

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:
[2] https://twitter.com/Elisabel76/status/1140340045183954944
[1] https://sunbeltconference2019.sched.com/event/PhI3
[1] https://sunbeltconference2019.sched.com/event/QrdS
[1] https://docs.google.com/forms/d/e/1FAIpQLSdf1GZfRETYr-n0-BNSnPipBQCCQXvRaDDcjV1Ht4E5Ec46qQ/viewform?usp=send_form
[1] https://github.com/igollini/lvm4net-Workshop
[1] https://twitter.com/aesp08/status/1141083028229382145
[1] http://igollini.github.io/lvm4net/

Top URLs in Tweet in G3:
[2] https://www.fourwav.es/view/717/info/
[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.linkedin.com/slink?code=gVHg6CZ
[1] https://twitter.com/NetworkCanvas/status/1140748557844131842
[1] https://www.fourwav.es/view/717/registration/
[1] https://twitter.com/egoweb2_0/status/1125527683595505664
[1] https://twitter.com/michellebirkett/status/1140755937126432769
[1] https://twitter.com/networkcanvas/status/1140971960240922624

Top URLs in Tweet in G4:
[2] https://arxiv.org/pdf/1906.01696

Top URLs in Tweet in G6:
[1] https://twitter.com/SocNetAnalysts/status/1138578126995304449

Top URLs in Tweet in G10:
[1] https://www.fourwav.es/view/717/customtab295/#Workshops

Top Domains
Top Domains in Tweet in Entire Graph:
[8] twitter.com
[5] fourwav.es
[2] sched.com
[2] arxiv.org
[1] uqam.ca
[1] linkedin.com
[1] github.com
[1] github.io
[1] kateto.net
[1] google.com

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

Top Domains in Tweet in G2:
[3] twitter.com
[2] sched.com
[1] google.com
[1] github.com
[1] github.io

Top Domains in Tweet in G3:
[4] twitter.com
[3] fourwav.es
[1] uqam.ca
[1] linkedin.com

Top Domains in Tweet in G4:
[2] arxiv.org

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G10:
[1] fourwav.es

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[277] sunbelt2019
[28] networkcanvas
[16] sna
[10] wins
[9] msu
[9] politics
[9] rstats
[8] networks
[4] insna
[4] multiplex



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

Top Hashtags in Tweet in G2:
[71] sunbelt2019
[10] sna
[9] wins
[5] rstats
[4] networks
[2] insna
[2] corporatenetworks
[1] msu
[1] politics

Top Hashtags in Tweet in G3:
[58] sunbelt2019
[28] networkcanvas
[3] multiplex
[3] sna
[3] networks
[2] uqam
[2] rstats
[1] msu
[1] politics
[1] impactrecherche

Top Hashtags in Tweet in G4:
[7] sunbelt2019
[7] msu
[7] politics
[1] polarization
[1] signednetworks
[1] balancetheory

Top Hashtags in Tweet in G5:
[2] sunbelt2019

Top Hashtags in Tweet in G6:
[6] sunbelt2019
[1] sna
[1] montreal

Top Hashtags in Tweet in G7:
[3] montreal
[3] sunbelt2019
[1] networks

Top Hashtags in Tweet in G8:
[1] sunbelt2019

Top Hashtags in Tweet in G9:
[1] sunbelt2019

Top Hashtags in Tweet in G10:
[3] sunbelt2019
[1] multiplex
[1] multilayer

Top Words
Top Words in Tweet in Entire Graph:
[168] Words in Sentiment List#1: Positive
[31] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[8750] Non-categorized Words
[8949] Total Words
[310] #sunbelt2019
[200] network
[169] networks
[149] #sna
[147] now

Top Words in Tweet in G1:
[125] network
[125] #sunbelt2019
[124] visualization
[124] r
[124] #rstats
[124] #dataviz
[124] #sna
[122] updated
[122] tutorial
[122] basics

Top Words in Tweet in G2:
[82] #sunbelt2019
[37] network
[24] social
[23] socnetanalysts
[23] networks
[22] montreal
[18] wins
[17] week
[16] #sna
[14] session

Top Words in Tweet in G3:
[71] #sunbelt2019
[39] workshop
[28] #networkcanvas
[23] network
[13] models
[12] ego
[11] networks
[10] first
[10] jthrilly
[10] use

Top Words in Tweet in G4:
[13] #sunbelt2019
[11] socnetanalysts
[10] now
[10] polarization
[9] more
[8] saminrf
[8] zpneal
[8] before
[8] decades
[8] s

Top Words in Tweet in G5:
[13] social
[9] network
[8] networks
[8] ecological
[5] tomorrow
[5] #sunbelt2019
[4] interested
[4] multilevel
[4] plain
[4] awesome

Top Words in Tweet in G6:
[6] #sunbelt2019
[2] poutine
[2] drop
[2] conference
[2] taking
[2] first

Top Words in Tweet in G7:
[3] very
[3] excited
[3] journey
[3] #montreal
[3] today
[3] #sunbelt2019
[3] presenting
[3] work
[3] epic_ehealth
[3] project

Top Words in Tweet in G10:
[3] #sunbelt2019
[2] planning
[2] attend
[2] still
[2] time
[2] register
[2] workshop
[2] analysis
[2] multiplex
[2] social

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

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

Top Word Pairs in Tweet in G2:
[17] socnetanalysts,#sunbelt2019
[13] social,network
[12] network,analysis
[11] hey,socnetanalysts
[11] #sunbelt2019,around
[11] around,corner
[11] corner,interested
[11] interested,hearing
[11] hearing,favorite
[11] favorite,introductory

Top Word Pairs in Tweet in G3:
[10] #sunbelt2019,workshop
[8] next,week
[7] social,network
[6] sunbelt,social
[6] network,conference
[6] michellebirkett,jthrilly
[6] demonstrating,#networkcanvas
[6] #networkcanvas,architect
[6] architect,#sunbelt2019
[5] latent,variable

Top Word Pairs in Tweet in G4:
[7] #msu,psychology
[7] psychology,professor
[7] professor,zpneal
[7] zpneal,colleague
[7] colleague,saminrf
[7] saminrf,present
[7] present,findings
[7] findings,polarization
[7] polarization,s
[7] s,#politics

Top Word Pairs in Tweet in G5:
[8] social,ecological
[5] social,network
[4] interested,multilevel
[4] multilevel,networks
[4] networks,social
[4] ecological,networks
[4] networks,plain
[4] plain,awesome
[4] awesome,social
[4] network,research

Top Word Pairs in Tweet in G7:
[3] very,excited
[3] excited,journey
[3] journey,#montreal
[3] #montreal,today
[3] today,#sunbelt2019
[3] #sunbelt2019,presenting
[3] presenting,work
[3] work,epic_ehealth
[3] epic_ehealth,project
[3] project,developing

Top Word Pairs in Tweet in G10:
[2] planning,attend
[2] attend,#sunbelt2019
[2] #sunbelt2019,still
[2] still,time
[2] time,register
[2] register,workshop
[2] workshop,analysis
[2] analysis,multiplex
[2] multiplex,social
[2] social,netwroks

Top Replied-To
Top Replied-To in Entire Graph:
@michellebirkett
@saminrf

Top Replied-To in G3:
@michellebirkett

Top Replied-To in G4:
@saminrf

Top Mentioned
Top Mentioned in Entire Graph:
@thomasp85
@socnetanalysts
@zpneal
@jthrilly
@saminrf
@networkcanvas
@raffaelevacca
@saylesjs
@lorienjasny
@michellebirkett

Top Mentioned in G1:
@thomasp85
@socnetanalysts

Top Mentioned in G2:
@socnetanalysts
@raffaelevacca
@heathermcg_ebs
@dimitriscc
@elisabel76
@thomasp85
@uqam
@smithmatt90
@vitaletommaso
@mitchellsna

Top Mentioned in G3:
@jthrilly
@networkcanvas
@michellebirkett
@epiglpii
@thomasp85
@penninjury
@saylesjs
@lorienjasny
@zpneal
@saminrf

Top Mentioned in G4:
@socnetanalysts
@zpneal
@saminrf
@thomasp85
@msupsychology
@polnetworks

Top Mentioned in G5:
@saylesjs
@lorienjasny

Top Mentioned in G7:
@epic_ehealth

Top Mentioned in G8:
@twvalente

Top Mentioned in G9:
@tech4compde

Top Tweeters
Top Tweeters in Entire Graph:
@gonzalobarria
@bbbcccnnn
@dev_topics
@generativist
@kozo2
@acangros
@tianhuil
@erikgahner
@c_z
@lunaayalar

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

Top Tweeters in G2:
@generativist
@uqam
@kerstinsailer
@fbahoken
@davidenko_gye
@scporesearch
@csmarcum
@vitaletommaso
@brucecronin
@shugars

Top Tweeters in G3:
@dbtindall
@laurenbbeach
@teekens
@acmedd
@lista_redes
@mdc_uqam
@epiglpii
@william_goedel
@isgmh
@mbouchardcrim

Top Tweeters in G4:
@msunews
@msufound
@dlortega
@grow_andre
@zpneal
@polnetworks
@saminrf
@msupsychology
@santosvtito
@drkaston

Top Tweeters in G5:
@salexander_11
@pittman17
@michelelbarnes
@manueljfischer
@lorienjasny
@saylesjs

Top Tweeters in G6:
@mattcrespi
@jsradford
@kimmillerphd
@harlingg
@wfrankenst
@ericcwiemer

Top Tweeters in G7:
@reflexionem
@epic_ehealth
@sebstevens99

Top Tweeters in G8:
@jefflienert
@twvalente

Top Tweeters in G9:
@cast1978
@tech4compde

Top Tweeters in G10:
@lr
@matmagnani


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