networks2021, Twitter, 7/5/2021 6:35:58 PM, 258356


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networks2021 Twitter NodeXL SNA Map and Report for Monday, 05 July 2021 at 18:07 UTC
networks2021 Twitter NodeXL SNA Map and Report for Monday, 05 July 2021 at 18:07 UTC
From:
marc_smith
Uploaded on:
July 05, 2021
Short Description:
networks2021 via NodeXL https://bit.ly/3wdqh0Y
@networks2021
@ognyanova
@barabasi
@aliceschwarze
@wins_society
@jimiadams
@christosellina1
@dynamicssiam
@netsci15
@physrevx

Top hashtags:
#networks2021
#sna
#igraph
#statnet
#ndtv
#ggraph
#visnetwork
#rstats
#dataviz

Description:
Description
The graph represents a network of 813 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 Monday, 05 July 2021 at 18:12 UTC.

The tweets in the network were tweeted over the 7-day, 23-hour, 31-minute period from Sunday, 27 June 2021 at 18:26 UTC to Monday, 05 July 2021 at 17:58 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 : 813
Unique Edges : 2020
Edges With Duplicates : 1459
Total Edges : 3479
Number of Edge Types : 5
Replies to : 154
Mentions : 979
MentionsInRetweet : 1316
Retweet : 944
Tweet : 86
Self-Loops : 93
Reciprocated Vertex Pair Ratio : 0.085096803241783
Reciprocated Edge Ratio : 0.156846473029046
Connected Components : 26
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 757
Maximum Edges in a Connected Component : 3411
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.809374
Graph Density : 0.0036506522700695
Modularity : 0.403358
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 813 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 Monday, 05 July 2021 at 18:12 UTC.

The tweets in the network were tweeted over the 7-day, 23-hour, 31-minute period from Sunday, 27 June 2021 at 18:26 UTC to Monday, 05 July 2021 at 17:58 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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[209] https://kateto.net/network-visualization
[25] https://mrfrank8176.github.io/Complex-Networks-in-Economics-and-Innovation/
[25] http://www.nature.com/collections/computationalsocialscience/panel?utm_source=twitter_organic&utm_medium=social&utm_campaign=NGMT_5_SD01_ComputationalSocialScience
[23] https://twitter.com/WiNS_Society/status/1409910465916932101
[21] https://sites.google.com/uw.edu/winsnetworks2021/
[19] https://bitbucket.org/uuinfolab/py_multinet/src/master/tutorial/
[17] https://docs.google.com/forms/d/e/1FAIpQLSfEHHeKQsMM0MLaYeapk6rpjxkq5SZIm1Tf0znvl4aIAdsH4g/viewform?usp=send_form
[11] https://interactiondatalab.com/netopen21/
[11] https://twitter.com/msantolini/status/1376817340990558208
[11] https://sites.google.com/view/toponets2021/home-page

Top URLs in Tweet in G1:
[193] https://kateto.net/network-visualization
[4] https://networks2021.net/program/speakers
[4] https://twitter.com/cosnet_bifi/status/1411663501907668994
[2] https://cran.r-project.org/web/packages/economiccomplexity/index.html
[1] https://www.nature.com/articles/s41598-021-84085-0
[1] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0156505
[1] https://bitbucket.org/uuinfolab/py_multinet/src/master/tutorial/

Top URLs in Tweet in G2:
[22] https://twitter.com/WiNS_Society/status/1409910465916932101
[12] https://sites.google.com/uw.edu/winsnetworks2021/
[9] https://docs.google.com/forms/d/e/1FAIpQLSfEHHeKQsMM0MLaYeapk6rpjxkq5SZIm1Tf0znvl4aIAdsH4g/viewform?usp=send_form
[7] https://kateto.net/network-visualization
[7] https://sites.google.com/uw.edu/winsnetworks2021/winsnetworks2021
[7] https://twitter.com/WiNS_Society/status/1411818111976697857
[6] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=http%3A%2F%2Flink.springer.com%2Fchapter%2F10.1007%2F978-3-030-65347-7_12
[6] https://www.nature.com/articles/s41598-021-84085-0
[6] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0156505
[6] https://twitter.com/WiNS_Society/status/1407711263707189249

Top URLs in Tweet in G3:
[13] https://bitbucket.org/uuinfolab/py_multinet/src/master/tutorial/
[8] https://netneurosci.github.io/networks2021satellite/#landinggraph
[8] https://netneurosci.github.io/networks2021satellite/
[7] https://twitter.com/i/status/1409252963479138310
[6] https://docs.google.com/forms/d/e/1FAIpQLSfEHHeKQsMM0MLaYeapk6rpjxkq5SZIm1Tf0znvl4aIAdsH4g/viewform?usp=send_form
[5] https://sites.google.com/uw.edu/winsnetworks2021/
[5] http://anet.krtk.mta.hu/news/anet-and-neti-members-representing-at-networks-2021/
[3] https://covid19obs.fbk.eu
[3] https://netneurosci.github.io/networks2021satellite/posterwall/#zoom=3.19369393610416&x=0.0875554724256421&y=0.49391116721028544
[3] https://netneurosci.github.io/networks2021satellite/posterwall/#zoom=2.9523186825709455&x=0.6580052954781657&y=0.4689650704519457

Top URLs in Tweet in G4:
[23] http://www.nature.com/collections/computationalsocialscience/panel?utm_source=twitter_organic&utm_medium=social&utm_campaign=NGMT_5_SD01_ComputationalSocialScience
[10] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fcollections%2Fcadaddgige%2Fpanel
[4] https://epubs.siam.org/doi/pdf/10.1137/1.9781611976700.18
[4] https://arxiv.org/pdf/2104.03761.pdf
[4] https://www.accelnet-multinet.org/networks2021-satellite
[2] https://networks2021.net/
[2] https://twitter.com/Networks2021/status/1407389645009264643
[2] https://kateto.net/network-visualization
[2] https://www.nature.com/articles/doi:10.1038/s41586-021-03666-1.epdf?sharing_token=UYvA88RDvp-GWpH3Xhfot9RgN0jAjWel9jnR3ZoTv0NhQG5ZZcbwM2Qx8s8zC_Bc8YKu0nZswmYNoRJ8-uiQpT4Yd7--yB6t54rvYB77c0D2XROFnPfp28yIc3bHCRh7FeSiHw7850UM_ZQH1KCl2cttk2HLh0V__lx5FDcwKNQEvh5aXMICFE8Se0v2AV21
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fcollections%2Fcomputationalsocialscience

Top URLs in Tweet in G5:
[5] https://arxiv.org/pdf/2105.01913.pdf
[5] https://whova.com/portal/webapp/njcn_202106/Agenda/1734945
[4] https://sites.google.com/uw.edu/winsnetworks2021/
[4] https://opladyn.github.io/program/
[3] https://twitter.com/Networks2021/status/1412047663005110279
[3] https://iu.zoom.us/j/87890015081?pwd=dG1hSnYrVVQyVURXN0l2VzJwakVyUT09
[3] https://twitter.com/Networks2021/status/1392342772959559681
[3] https://whova.com/embedded/event/njcn_202106/
[3] https://twitter.com/WiNS_Society/status/1410986180800397320
[2] https://bitbucket.org/uuinfolab/py_multinet/src/master/tutorial/

Top URLs in Tweet in G6:
[6] https://sites.google.com/view/nec-satellite-networks21/home
[6] https://arxiv.org/abs/2104.13353
[5] https://epjdatascience.springeropen.com/call-for-papers--data-science-perspectives-on-economic-crime
[4] https://twitter.com/cgershen/status/1409880106408030231
[3] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs10940-020-09489-z
[2] https://www.shorturl.at/dBRV9
[1] https://twitter.com/WiNS_Society/status/1410215128067358722
[1] http://www.quantifysuccess.org/network2021
[1] https://twitter.com/mrfrank5790/status/1400473122688675847
[1] https://twitter.com/marianagmmacedo/status/1410597777634054149

Top URLs in Tweet in G7:
[2] https://networks2021.net
[2] https://twitter.com/ScanLab1/status/1412073610366365699
[1] https://kateto.net/network-visualization

Top URLs in Tweet in G8:
[22] https://mrfrank8176.github.io/Complex-Networks-in-Economics-and-Innovation/
[6] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-021-22086-3
[4] https://advances.sciencemag.org/content/6/51/eabd2204.full
[2] https://twitter.com/mrfrank5790/status/1400473122688675847
[2] https://twitter.com/mrfrank5790/status/1410302904142020615
[2] https://twitter.com/networks2021/status/1409669521774825476

Top URLs in Tweet in G9:
[8] https://sites.google.com/view/toponets2021/home-page
[6] https://arxiv.org/abs/2101.07229
[4] https://twitter.com/TopoNets/status/1409892290336862211
[1] https://hons-web.github.io/online/program.html
[1] https://twitter.com/leoneuhaeuser/status/1410939922941366273

Top URLs in Tweet in G10:
[8] https://interactiondatalab.com/netopen21/
[8] https://twitter.com/msantolini/status/1376817340990558208
[1] https://gather.town/i/mr5ylKRL
[1] https://twitter.com/WiNS_Society/status/1410215128067358722
[1] https://ieeexplore.ieee.org/document/9319542
[1] http://www.nature.com/collections/computationalsocialscience/panel?utm_source=twitter_organic&utm_medium=social&utm_campaign=NGMT_5_SD01_ComputationalSocialScience

Top Domains
Top Domains in Tweet in Entire Graph:
[209] kateto.net
[196] twitter.com
[73] google.com
[63] github.io
[58] nature.com
[32] aps.org
[27] arxiv.org
[20] whova.com
[19] bitbucket.org
[16] networks2021.net

Top Domains in Tweet in G1:
[193] kateto.net
[4] networks2021.net
[4] twitter.com
[2] r-project.org
[1] nature.com
[1] plos.org
[1] bitbucket.org

Top Domains in Tweet in G2:
[110] twitter.com
[37] google.com
[32] aps.org
[15] nodexlgraphgallery.org
[12] github.io
[8] nature.com
[7] springer.com
[7] kateto.net
[6] frbkrm.com
[6] plos.org

Top Domains in Tweet in G3:
[22] twitter.com
[22] github.io
[14] google.com
[13] bitbucket.org
[5] whova.com
[5] mta.hu
[4] zoom.us
[3] fbk.eu
[2] networks2021.net
[2] kateto.net

Top Domains in Tweet in G4:
[38] nature.com
[6] twitter.com
[5] arxiv.org
[4] siam.org
[4] accelnet-multinet.org
[2] networks2021.net
[2] kateto.net
[1] networkscienceinstitute.org
[1] quantifysuccess.org
[1] google.com

Top Domains in Tweet in G5:
[21] twitter.com
[8] whova.com
[6] arxiv.org
[6] google.com
[5] github.io
[3] networks2021.net
[3] zoom.us
[2] bitbucket.org
[2] kateto.net
[2] nature.com

Top Domains in Tweet in G6:
[9] twitter.com
[8] arxiv.org
[7] google.com
[5] springeropen.com
[3] springer.com
[2] shorturl.at
[1] quantifysuccess.org
[1] siam.org
[1] kateto.net
[1] interactiondatalab.com

Top Domains in Tweet in G7:
[2] networks2021.net
[2] twitter.com
[1] kateto.net

Top Domains in Tweet in G8:
[22] github.io
[6] twitter.com
[6] nature.com
[4] sciencemag.org

Top Domains in Tweet in G9:
[8] google.com
[6] arxiv.org
[5] twitter.com
[1] github.io

Top Domains in Tweet in G10:
[9] twitter.com
[8] interactiondatalab.com
[1] gather.town
[1] ieee.org
[1] nature.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[645] networks2021
[213] sna
[212] igraph
[212] statnet
[212] ndtv
[212] ggraph
[212] visnetwork
[212] rstats
[209] dataviz
[209] sicss



Top Hashtags in Tweet in G1:
[202] networks2021
[193] igraph
[193] statnet
[193] ndtv
[193] ggraph
[193] visnetwork
[193] rstats
[193] dataviz
[193] sna
[193] sicss

Top Hashtags in Tweet in G2:
[203] networks2021
[165] wins2021
[30] dynamo2021
[22] prx10years
[15] prxcomplex
[11] networkscience
[10] igraph
[10] statnet
[10] ndtv
[10] ggraph

Top Hashtags in Tweet in G3:
[43] networks2021
[21] network
[15] wins2021
[13] multiplex
[13] analysis
[13] python
[8] neuroscience
[8] netneurosci2021
[6] twitterlehrerzimmer
[6] twlz

Top Hashtags in Tweet in G4:
[26] networks2021
[7] ethnicrepresentation
[7] academicfield
[7] ethnicgap
[7] academiccitations
[7] homophily
[4] css
[3] netsci
[2] networkscience
[2] igraph

Top Hashtags in Tweet in G5:
[40] networks2021
[26] netsci
[25] sunbelt
[5] signednetworks
[4] wins2021
[3] network
[3] powernet2021
[2] multiplex
[2] analysis
[2] python

Top Hashtags in Tweet in G6:
[21] networks2021
[2] wins2021
[2] sunbelt
[2] netsci
[1] quantsuccess
[1] dynamo2021
[1] igraph
[1] statnet
[1] ndtv
[1] ggraph

Top Hashtags in Tweet in G7:
[36] networks2021
[7] networkscience
[1] igraph
[1] statnet
[1] ndtv
[1] ggraph
[1] visnetwork
[1] rstats
[1] dataviz
[1] sna

Top Hashtags in Tweet in G8:
[8] networks2021
[2] wins2021
[1] networkscience
[1] hons2021
[1] economicnetworks

Top Hashtags in Tweet in G9:
[20] toponets21
[17] networks2021
[1] hons2021

Top Hashtags in Tweet in G10:
[8] networks2021
[8] netopen21
[1] sunbelt
[1] wins2021
[1] networkscience

Top Words
Top Words in Tweet in Entire Graph:
[828] networks2021
[671] #networks2021
[454] network
[397] networks
[241] satellite
[230] tutorial
[219] #sna
[218] interactive
[218] #igraph
[218] #statnet

Top Words in Tweet in G1:
[202] #networks2021
[196] tutorial
[196] networks
[193] network
[193] visualization
[193] updated
[193] basics
[193] interactive
[193] dynamic
[193] geographic

Top Words in Tweet in G2:
[320] networks2021
[226] #networks2021
[178] #wins2021
[111] network
[108] networks
[107] wins_society
[78] satellite
[65] talk
[52] tomorrow
[52] day

Top Words in Tweet in G3:
[143] networks2021
[53] network
[43] #networks2021
[42] satellite
[32] tomorrow
[29] science
[25] talks
[22] edt
[22] networks
[21] #network

Top Words in Tweet in G4:
[65] networks2021
[36] science
[33] special
[28] computational
[26] #networks2021
[25] main
[24] registration
[24] open
[24] free
[23] nature

Top Words in Tweet in G5:
[114] networks2021
[71] conference
[55] edt
[52] netscisociety
[44] week
[40] #networks2021
[36] starts
[33] very
[33] 00
[32] participants

Top Words in Tweet in G6:
[54] networks2021
[22] #networks2021
[21] janos_kertesz
[20] satellite
[17] network
[17] networks
[16] session
[15] research
[15] today
[15] edt

Top Words in Tweet in G7:
[36] #networks2021
[33] know
[27] network
[27] science
[26] help
[26] update
[26] list
[26] centers
[26] institutes
[7] #networkscience

Top Words in Tweet in G8:
[35] networks2021
[34] satellite
[20] cnei
[14] join
[13] networks
[13] amazing
[12] estebanmoro
[11] complex
[11] economics
[11] innovation

Top Words in Tweet in G9:
[30] networks2021
[20] #toponets21
[19] higher
[19] order
[17] #networks2021
[15] session
[12] interactions
[10] see
[9] toponets
[9] satellite

Top Words in Tweet in G10:
[26] networks2021
[16] network
[14] social
[14] satellite
[13] june
[13] 30th
[13] juniperlov
[10] more
[10] first
[9] scientists

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[218] #igraph,#statnet
[218] #statnet,#ndtv
[218] #ndtv,#ggraph
[218] #ggraph,#visnetwork
[209] network,visualization
[209] visualization,updated
[209] updated,tutorial
[209] tutorial,#networks2021
[209] #networks2021,basics
[209] basics,interactive

Top Word Pairs in Tweet in G1:
[193] network,visualization
[193] visualization,updated
[193] updated,tutorial
[193] tutorial,#networks2021
[193] #networks2021,basics
[193] basics,interactive
[193] interactive,dynamic
[193] dynamic,geographic
[193] geographic,networks
[193] networks,includes

Top Word Pairs in Tweet in G2:
[53] #wins2021,#networks2021
[46] #wins2021,networks2021
[35] satellite,networks2021
[27] #prx10years,#prxcomplex
[27] #prxcomplex,#networks2021
[26] first,day
[25] network,science
[24] day,#wins2021
[22] #networks2021,#wins2021
[22] wins_society,satellite

Top Word Pairs in Tweet in G3:
[29] satellite,networks2021
[15] networks2021,#networks2021
[13] slides,notebook
[13] notebook,networks2021
[13] networks2021,tutorial
[13] tutorial,#multiplex
[13] #multiplex,#network
[13] #network,#analysis
[13] #analysis,#python
[13] #python,available

Top Word Pairs in Tweet in G4:
[24] registration,open
[23] special,issue
[23] computational,social
[23] social,science
[23] five,main
[23] main,papers
[23] open,free
[21] issue,computational
[13] publishing,special
[13] science,five

Top Word Pairs in Tweet in G5:
[25] main,networks2021
[25] networks2021,conference
[24] couple,weeks
[24] weeks,amazing
[24] amazing,pre
[24] pre,conference
[24] conference,satellites
[24] satellites,workshops
[24] workshops,events
[24] events,tomorrow

Top Word Pairs in Tweet in G6:
[15] satellite,networks2021
[12] economic,crimes
[10] join,networks2021
[8] policy,research
[8] crimes,satellite
[6] janos_kertesz,hosting
[6] network,approaches
[6] approaches,economic
[6] networks2021,parallel
[6] parallel,session

Top Word Pairs in Tweet in G7:
[26] #networks2021,help
[26] help,update
[26] update,list
[26] list,network
[26] network,science
[26] science,centers
[26] centers,institutes
[26] institutes,know
[7] #networks2021,#networkscience
[7] #networkscience,training

Top Word Pairs in Tweet in G8:
[15] networks2021,satellite
[11] networks2021,cnei
[11] cnei,satellite
[11] complex,networks
[11] networks,economics
[11] economics,innovation
[9] cnei,networks2021
[7] upcoming,cnei
[7] satellite,digeconlab
[7] digeconlab,invasion

Top Word Pairs in Tweet in G9:
[19] higher,order
[10] order,interactions
[7] sunhanlin151,all_are
[7] all_are,gin_bianconi
[6] satellite,networks2021
[6] immune,systems
[6] systems,complex
[6] complex,epidemic
[6] epidemic,models
[6] models,assume

Top Word Pairs in Tweet in G10:
[8] first,#netopen21
[8] #netopen21,satellite
[8] satellite,happening
[8] happening,wednesday
[8] wednesday,30th
[8] 30th,june
[8] june,networks2021
[8] networks2021,30am
[8] 30am,30pm
[8] 30pm,cet

Top Replied-To
Top Replied-To in Entire Graph:
@leoneuhaeuser
@ognyanova
@saravenkatraman
@networks2021
@branmorrighan
@nunetsi
@hirokisayama
@matusmedo
@anetilabs
@wins_society

Top Replied-To in G1:
@ognyanova
@metanutter

Top Replied-To in G2:
@leoneuhaeuser
@saravenkatraman
@branmorrighan
@matusmedo
@wins_society
@svscarpino
@onervakorhonen
@netfrixp
@marc_smith
@mkawakatsu

Top Replied-To in G3:
@anetilabs
@dan_marinazzo
@bjarkemoensted
@aliceschwarze
@lshlj
@branmorrighan
@schichmax
@neuroprinciples
@networks2021
@cyrilrpernet

Top Replied-To in G4:
@nunetsi
@brunofmr
@networks2021
@lespin
@csugimoto
@sfiscience
@meharpist

Top Replied-To in G5:
@hirokisayama
@networks2021
@franciscaortizr
@stonge_g
@scanlab1
@kerstinsailer
@_jgyou
@mqpasta
@tiagopeixoto
@saminaref

Top Replied-To in G6:
@janos_kertesz
@nunetsi
@branmorrighan

Top Replied-To in G8:
@jmateosgarcia
@mrfrank5790

Top Replied-To in G9:
@iacopoiacopini
@muhamma81966391
@svalver
@stonge_g
@fede7j
@toponets

Top Replied-To in G10:
@official_syns
@annlmccranie

Top Mentioned
Top Mentioned in Entire Graph:
@networks2021
@wins_society
@netscisociety
@socnetanalysts
@aliceschwarze
@nature
@tiagopeixoto
@diliara_valeeva
@franciscaortizr
@csugimoto

Top Mentioned in G1:
@networks2021
@wins_society
@socnetanalysts
@polnetworks
@rutgerscomminfo
@gaborcsardi
@thomasp85
@narnolddd
@scanlab1
@dieuwkezwier

Top Mentioned in G2:
@networks2021
@wins_society
@aliceschwarze
@diliara_valeeva
@tiagopeixoto
@franciscaortizr
@kanetworkgeek
@narnolddd
@mkawakatsu
@foucaultwelles

Top Mentioned in G3:
@networks2021
@hassenrueb
@martinrehm
@wins_society
@netscisociety
@lucaverginer
@maucorbetta
@ohbm
@jugander
@spornslab

Top Mentioned in G4:
@networks2021
@nature
@clauwa
@jakehofman
@duncanjwatts
@csugimoto
@mstrohm
@o_saja
@emrek
@noshir

Top Mentioned in G5:
@networks2021
@netscisociety
@socnetanalysts
@iunetsci
@zpneal
@opladyn
@cosnet_bifi
@wins_society
@hirokisayama
@foucaultwelles

Top Mentioned in G6:
@networks2021
@janos_kertesz
@hyunuk_kim07
@wsjung
@martinzh
@mihaly_fazekas
@lizdavidbarrett
@epj_ds
@isabellagollini
@netscisociety

Top Mentioned in G7:
@russbernard
@barabasi
@networks2021
@socnetanalysts
@netsociety

Top Mentioned in G8:
@networks2021
@estebanmoro
@hyejin_youn
@digeconlab
@sbenzell
@avi_collis
@danielrock
@martikagv
@yy
@a_baronca

Top Mentioned in G9:
@networks2021
@toponets
@ail_eni
@sunhanlin151
@all_are
@gin_bianconi
@iacopoiacopini
@stonge_g
@bernardomonechi
@lincongnito

Top Mentioned in G10:
@networks2021
@juniperlov
@robertnward
@luyibov
@official_syns
@msantolini
@suneman
@sandrofsousa
@sam_rosenbott
@albertocaimo

Top Tweeters
Top Tweeters in Entire Graph:
@jiocare
@cybersec_feeds
@world_news_eng
@bexxmodd
@ansisegle
@ipythonistabot
@sinemetuvivere
@fabriciosx
@devvibesbot
@friedrichhayek

Top Tweeters in G1:
@fabriciosx
@safetymentalst
@conjja
@pyscalellc
@ceobillionaire
@mtanichthys
@texhewson
@techietalkiez
@antoviral
@rutgerscomminfo

Top Tweeters in G2:
@jchrispires
@betqueer
@metoscm
@sergi20goalie
@dynamicssiam
@appdemography
@dbtindall
@euro2020
@mrebollo
@johngmcnutt

Top Tweeters in G3:
@ipythonistabot
@pythonexpertbot
@bot_twlehrerz
@guscherubina
@gandalfdablac
@verenanz
@asu
@rashido
@tdverstynen
@arnaureal

Top Tweeters in G4:
@world_news_eng
@devvibesbot
@friedrichhayek
@malikahh77
@profabelmendez
@nature
@skatiq3
@sunaonagahata1
@fauzze
@alanatpaterra

Top Tweeters in G5:
@sinemetuvivere
@kengome
@agroecoven
@gdbassett
@balicea1
@alfons_valencia
@alfonsolangle
@kedwardbear
@hirokisayama
@davidlazer

Top Tweeters in G6:
@ryanjgallag
@wsjung
@ilunapla
@netsci15
@cgershen
@fracalderoni
@jrncarlock
@iniguezg
@mcrsociology
@lizdavidbarrett

Top Tweeters in G7:
@ansisegle
@envpolicycenter
@davemilliken0
@orgmonkey
@rintukutum
@diestra77
@cfu_miura
@ruruadra
@carvunis
@ossimokryn

Top Tweeters in G8:
@zach28150464
@erikbryn
@rexdouglass
@jfernandogre
@joseluismasson
@bolloknoon
@moidsan
@afdezanta
@jmateosgarcia
@estebanmoro

Top Tweeters in G9:
@jjmiphoto
@chomes102
@rayohauno
@svalver
@alainbarrat
@lordgrilo
@isi_fondazione
@francescobonchi
@shekatkarsnehal
@ail_eni

Top Tweeters in G10:
@bexxmodd
@ingcolombo
@scibeh
@apalacio_s
@luyibov
@suneman
@juniperlov
@uvmcomplexity
@sandrofsousa
@official_syns


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