Networks2021, Twitter, 7/21/2021 10:21:56 PM, 258754


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Networks2021_2021-07-21_10-02-09.xlsx
Networks2021_2021-07-21_10-02-09.xlsx
From:
marc_smith
Uploaded on:
July 21, 2021
Short Description:
Networks2021 via NodeXL https://bit.ly/3rsB6v6
@networks2021
@amitava_physics
@ruo_y_feng
@liacs
@kelloggcssi
@franktakes
@divi_lekha
@uottawa
@barabasi
@netscisociety

Top hashtags:
#networks2021
#wins2021
#netstructure
#whova
#netstructure21
#igraph
#statnet
#ndtv

Description:
Description
The graph represents a network of 90 Twitter users whose recent tweets contained "Networks2021", 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, 21 July 2021 at 17:02 UTC.

The tweets in the network were tweeted over the 8-day, 5-hour, 32-minute period from Tuesday, 13 July 2021 at 08:40 UTC to Wednesday, 21 July 2021 at 14:12 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 : 90
Unique Edges : 174
Edges With Duplicates : 16
Total Edges : 190
Number of Edge Types : 5
Replies to : 3
Mentions : 59
MentionsInRetweet : 73
Retweet : 51
Tweet : 4
Self-Loops : 4
Reciprocated Vertex Pair Ratio : 0.0355029585798817
Reciprocated Edge Ratio : 0.0685714285714286
Connected Components : 3
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 85
Maximum Edges in a Connected Component : 185
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.504836
Graph Density : 0.0218476903870162
Modularity : 0.516115
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 90 Twitter users whose recent tweets contained "Networks2021", 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, 21 July 2021 at 17:02 UTC.

The tweets in the network were tweeted over the 8-day, 5-hour, 32-minute period from Tuesday, 13 July 2021 at 08:40 UTC to Wednesday, 21 July 2021 at 14:12 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : Networks2021
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[17] http://networksciencebook.com/
[6] https://whova.com/portal/webapp/njcn_202106/Agenda/1760777
[6] https://whova.com/portal/webapp/njcn_202106/Agenda/1760778
[5] https://whova.com/portal/webapp/njcn_202106/Agenda/1734765
[4] https://whova.com/portal/webapp/njcn_202106/Agenda/1712582
[3] https://kateto.net/network-visualization
[3] https://whova.com/portal/webapp/njcn_202106/Agenda/1735497
[3] https://whova.com/portal/webapp/njcn_202106/Agenda/1734727
[3] https://whova.com/portal/webapp/njcn_202106/Agenda/1735062
[3] https://whova.com/portal/webapp/njcn_202106/Agenda/1735031

Top URLs in Tweet in G1:
[16] http://networksciencebook.com/
[6] https://whova.com/portal/webapp/njcn_202106/Agenda/1760777
[6] https://whova.com/portal/webapp/njcn_202106/Agenda/1760778
[4] https://whova.com/portal/webapp/njcn_202106/Agenda/1712582
[2] https://whova.com/event-job/networks-2021-job-opportunities/
[1] https://whova.com/portal/webapp/njcn_202106/Agenda/1735062
[1] https://whova.com/portal/webapp/njcn_202106/Agenda/1735497
[1] https://whova.com/portal/webapp/njcn_202106/Agenda/1734727
[1] https://whova.com/portal/webapp/njcn_202106/Agenda/1734765
[1] https://whova.com/portal/webapp/njcn_202106/Agenda/1734797

Top URLs in Tweet in G2:
[4] https://whova.com/portal/webapp/njcn_202106/Agenda/1734765
[2] https://twitter.com/Networks2021/status/1414661251028881418
[2] https://whova.com/portal/webapp/njcn_202106/Agenda/1735497
[2] https://whova.com/portal/webapp/njcn_202106/Agenda/1734797
[2] https://whova.com/portal/webapp/njcn_202106/Agenda/1735031
[2] https://whova.com/portal/webapp/njcn_202106/Agenda/1735062
[2] https://whova.com/portal/webapp/njcn_202106/Agenda/1734727

Top URLs in Tweet in G4:
[2] https://www.frontiersin.org/articles/10.3389/fdata.2021.666712/full
[2] https://twitter.com/HirokiSayama/status/1413532240613683204
[2] https://video.ethz.ch/events/2021/ic2s2/5c30c11c-b789-4b52-9b3a-dfaf709ff0dc.html

Top URLs in Tweet in G6:
[3] https://kateto.net/network-visualization

Top URLs in Tweet in G7:
[2] https://insight.kellogg.northwestern.edu/future-science-covid
[1] http://networksciencebook.com/

Top URLs in Tweet in G8:
[2] https://besjournals.onlinelibrary.wiley.com/doi/10.1111/2041-210X.13655?cookieSet=1
[1] https://twitter.com/Garrett_Lab/status/1402455220286898180

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[11] networks2021
[6] wins2021
[4] netstructure
[4] whova
[4] netstructure21
[3] igraph
[3] statnet
[3] ndtv
[3] ggraph
[3] visnetwork



Top Hashtags in Tweet in G1:
[6] wins2021
[5] networks2021
[4] netstructure
[4] whova
[4] netstructure21
[1] issi2021

Top Hashtags in Tweet in G2:
[2] netscix2022
[2] netsci2022

Top Hashtags in Tweet in G6:
[3] networks2021
[3] igraph
[3] statnet
[3] ndtv
[3] ggraph
[3] visnetwork
[3] rstats
[3] dataviz
[3] sna
[3] sicss

Top Hashtags in Tweet in G7:
[2] scienceofscience
[2] networks2021
[2] issi2021

Top Hashtags in Tweet in G8:
[1] networks2021

Top Words
Top Words in Tweet in Entire Graph:
[57] science
[46] available
[43] networks2021
[28] #networks2021
[26] networks
[26] award
[26] talk
[24] network
[22] congratulations
[21] 2021

Top Words in Tweet in G1:
[49] science
[42] available
[29] networks2021
[20] #networks2021
[18] day
[17] network
[16] online
[16] following
[16] tradition
[16] established

Top Words in Tweet in G2:
[14] congratulations
[14] networks
[14] 2021
[14] talk
[14] award
[8] runner
[6] winner
[6] lightning
[4] ruo_y_feng
[4] student

Top Words in Tweet in G4:
[6] talk
[4] carolinamttssn
[4] liacs
[4] unileiden
[4] networks2021
[4] pitch
[4] award
[4] paper
[2] congrats
[2] leidenscienceen

Top Words in Tweet in G5:
[8] digital
[8] ciudad
[4] cómo
[4] crear
[4] twin
[4] gemelo
[4] simulación
[4] ire_mt
[4] responde
[4] pregunta

Top Words in Tweet in G6:
[3] network
[3] visualization
[3] updated
[3] tutorial
[3] #networks2021
[3] basics
[3] interactive
[3] dynamic
[3] geographic
[3] networks

Top Words in Tweet in G7:
[5] science
[4] covid
[3] #networks2021
[3] #issi2021
[2] hit
[2] last
[2] year
[2] kelloggcssi
[2] quickly
[2] directed

Top Words in Tweet in G8:
[2] available
[2] open
[2] access
[2] formatted
[2] looking
[2] forward
[2] discussing
[2] folks
[2] studying
[2] related

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[24] talk,award
[21] networks,2021
[19] network,science
[17] science,science
[17] science,available
[17] available,online
[17] online,following
[17] following,tradition
[17] tradition,established
[17] established,network

Top Word Pairs in Tweet in G1:
[17] network,science
[16] science,science
[16] science,available
[16] available,online
[16] online,following
[16] following,tradition
[16] tradition,established
[16] established,network
[16] science,co
[16] co,6qtfdjobrz

Top Word Pairs in Tweet in G2:
[14] networks,2021
[14] talk,award
[8] congratulations,runner
[8] runner,networks
[6] winner,networks
[6] 2021,lightning
[6] lightning,talk
[4] 2021,pitch
[4] pitch,talk
[4] award,juniperlov

Top Word Pairs in Tweet in G4:
[4] networks2021,pitch
[4] pitch,talk
[4] talk,award
[2] congrats,carolinamttssn
[2] carolinamttssn,liacs
[2] liacs,leidenscienceen
[2] leidenscienceen,unileiden
[2] unileiden,winning
[2] winning,networks2021
[2] award,talk

Top Word Pairs in Tweet in G5:
[4] cómo,crear
[4] crear,digital
[4] digital,twin
[4] twin,gemelo
[4] gemelo,digital
[4] digital,simulación
[4] simulación,ciudad
[4] ciudad,ire_mt
[4] ire_mt,responde
[4] responde,pregunta

Top Word Pairs in Tweet in G6:
[3] network,visualization
[3] visualization,updated
[3] updated,tutorial
[3] tutorial,#networks2021
[3] #networks2021,basics
[3] basics,interactive
[3] interactive,dynamic
[3] dynamic,geographic
[3] geographic,networks
[3] networks,includes

Top Word Pairs in Tweet in G7:
[2] covid,hit
[2] hit,last
[2] last,year
[2] year,kelloggcssi
[2] kelloggcssi,quickly
[2] quickly,directed
[2] directed,attn
[2] attn,res
[2] res,engage
[2] engage,wide

Top Word Pairs in Tweet in G8:
[2] available,open
[2] open,access
[2] access,formatted
[2] formatted,looking
[2] looking,forward
[2] forward,discussing
[2] discussing,folks
[2] folks,studying
[2] studying,related
[2] related,systems

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@networks2021
@carolinamttssn
@liacs
@ruo_y_feng
@uottawa
@juniperlov
@uvmcomplexity
@ire_mt
@unileiden
@nvcanon

Top Mentioned in G1:
@networks2021
@nvcanon
@unrgeography
@carolinamttssn
@liacs
@juniperlov
@uvmcomplexity
@andrew_stier
@envneurolab
@ruo_y_feng

Top Mentioned in G2:
@ruo_y_feng
@uottawa
@juniperlov
@uvmcomplexity
@networks2021
@mcgillpsych
@andrew_stier
@envneurolab
@mcgillu
@nvcanon

Top Mentioned in G3:
@ccs2021l
@compsyssoc
@branmorrighan
@chens19756161
@lau_retti
@girvanmichelle
@wins_society
@official_syns
@dynamicssiam
@networks_dynamo

Top Mentioned in G4:
@carolinamttssn
@liacs
@unileiden
@networks2021
@leidenscienceen
@statistiekcbs
@uva_ias
@franktakes
@popnet_research

Top Mentioned in G5:
@ire_mt
@networks2021

Top Mentioned in G7:
@kelloggcssi
@networks2021

Top Mentioned in G9:
@networks2021

Top Tweeters
Top Tweeters in Entire Graph:
@dynamicssiam
@zfurnas
@mcgillu
@statistiekcbs
@karelman
@unileiden
@uottawa
@mcolebrook
@hirokisayama
@bolloknoon

Top Tweeters in G1:
@zfurnas
@karelman
@hirokisayama
@bolloknoon
@aliceschwarze
@jimgris
@akbaritabar
@suzispock
@cfigueroamd
@foucaultwelles

Top Tweeters in G2:
@mcgillu
@uottawa
@mcolebrook
@ethankutlu
@mehrgoltiv
@cosnet_bifi
@juniperlov
@uvmcomplexity
@compstorylab
@debra_titone

Top Tweeters in G3:
@dynamicssiam
@cxdig
@branmorrighan
@official_syns
@amitava_physics
@lau_retti
@appliednetsci
@compsyssoc
@sarikajalan9
@ccs2021l

Top Tweeters in G4:
@statistiekcbs
@unileiden
@leidenscienceen
@carolinamttssn
@ic2s2
@liacs
@uva_ias
@franktakes
@popnet_research
@yuliia_kazmina

Top Tweeters in G5:
@zorzalerrante
@vicenteguallart
@thefercook
@386diego
@ire_mt

Top Tweeters in G6:
@d_f_stone
@ognyanova
@prakki_rama

Top Tweeters in G7:
@dashunwang
@kelloggcssi
@yuanxin_wang_

Top Tweeters in G8:
@garrett_lab
@fitopatologiam

Top Tweeters in G9:
@alex_gates42
@divi_lekha