networks2021, Twitter, 7/4/2021 12:01:54 AM, 258209


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networks2021 Twitter NodeXL SNA Map and Report for Saturday, 03 July 2021 at 20:49 UTC
networks2021 Twitter NodeXL SNA Map and Report for Saturday, 03 July 2021 at 20:49 UTC
From:
marc_smith
Uploaded on:
July 04, 2021
Short Description:
networks2021 via NodeXL https://bit.ly/36gmFk0
@networks2021
@ognyanova
@wins_society
@barabasi
@jimiadams
@aliceschwarze
@dynamicssiam
@christosellina1
@tiagopeixoto
@physrevx

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

Description:
Description
The graph represents a network of 701 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 Saturday, 03 July 2021 at 20:53 UTC.

The tweets in the network were tweeted over the 8-day, 4-hour, 6-minute period from Friday, 25 June 2021 at 13:25 UTC to Saturday, 03 July 2021 at 17:32 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 : 701
Unique Edges : 1702
Edges With Duplicates : 1129
Total Edges : 2831
Number of Edge Types : 5
Retweet : 766
MentionsInRetweet : 1047
Tweet : 72
Mentions : 823
Replies to : 123
Self-Loops : 78
Reciprocated Vertex Pair Ratio : 0.0828848223896663
Reciprocated Edge Ratio : 0.153081510934394
Connected Components : 21
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 658
Maximum Edges in a Connected Component : 2778
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.790346
Graph Density : 0.00410026492765437
Modularity : 0.430299
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 701 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 Saturday, 03 July 2021 at 20:53 UTC.

The tweets in the network were tweeted over the 8-day, 4-hour, 6-minute period from Friday, 25 June 2021 at 13:25 UTC to Saturday, 03 July 2021 at 17:32 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:
[205] https://kateto.net/network-visualization
[25] https://mrfrank8176.github.io/Complex-Networks-in-Economics-and-Innovation/
[23] https://twitter.com/WiNS_Society/status/1409910465916932101
[23] http://www.nature.com/collections/computationalsocialscience/panel?utm_source=twitter_organic&utm_medium=social&utm_campaign=NGMT_5_SD01_ComputationalSocialScience
[21] https://sites.google.com/uw.edu/winsnetworks2021/
[19] https://bitbucket.org/uuinfolab/py_multinet/src/master/tutorial/
[13] https://docs.google.com/forms/d/e/1FAIpQLSfEHHeKQsMM0MLaYeapk6rpjxkq5SZIm1Tf0znvl4aIAdsH4g/viewform?usp=send_form
[11] https://sites.google.com/view/toponets2021/home-page
[11] https://interactiondatalab.com/netopen21/
[11] https://twitter.com/msantolini/status/1376817340990558208

Top URLs in Tweet in G1:
[190] https://kateto.net/network-visualization
[2] https://cran.r-project.org/web/packages/economiccomplexity/index.html

Top URLs in Tweet in G2:
[17] https://bitbucket.org/uuinfolab/py_multinet/src/master/tutorial/
[8] https://sites.google.com/uw.edu/winsnetworks2021/
[6] https://twitter.com/i/status/1409252963479138310
[6] https://netneurosci.github.io/networks2021satellite/
[6] http://www.quantifysuccess.org/network2021
[6] http://www.raffaelevacca.com/egocentric-r-book/
[5] https://twitter.com/Networks2021/status/1407389645009264643
[4] https://docs.google.com/forms/d/e/1FAIpQLSfEHHeKQsMM0MLaYeapk6rpjxkq5SZIm1Tf0znvl4aIAdsH4g/viewform?usp=send_form
[4] https://kateto.net/network-visualization
[4] https://opladyn.github.io/program/

Top URLs in Tweet in G3:
[22] https://twitter.com/WiNS_Society/status/1409910465916932101
[13] https://sites.google.com/uw.edu/winsnetworks2021/
[10] https://sites.google.com/view/toponets2021/home-page
[9] https://docs.google.com/forms/d/e/1FAIpQLSfEHHeKQsMM0MLaYeapk6rpjxkq5SZIm1Tf0znvl4aIAdsH4g/viewform?usp=send_form
[7] https://sites.google.com/uw.edu/winsnetworks2021/winsnetworks2021
[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://twitter.com/TopoNets/status/1409892290336862211
[6] https://twitter.com/leoneuhaeuser/status/1410939922941366273
[6] https://twitter.com/WiNS_Society/status/1407711263707189249
[5] https://kateto.net/network-visualization

Top URLs in Tweet in G4:
[21] http://www.nature.com/collections/computationalsocialscience/panel?utm_source=twitter_organic&utm_medium=social&utm_campaign=NGMT_5_SD01_ComputationalSocialScience
[9] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fcollections%2Fcadaddgige%2Fpanel
[2] https://twitter.com/duncanjwatts/status/1410324594083389447
[2] https://twitter.com/PhysRevX/status/1410583754624704518
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fcollections%2Fcomputationalsocialscience
[1] https://www.nature.com/articles/doi:10.1038/s41586-021-03666-1.epdf?sharing_token=UYvA88RDvp-GWpH3Xhfot9RgN0jAjWel9jnR3ZoTv0NhQG5ZZcbwM2Qx8s8zC_Bc8YKu0nZswmYNoRJ8-uiQpT4Yd7--yB6t54rvYB77c0D2XROFnPfp28yIc3bHCRh7FeSiHw7850UM_ZQH1KCl2cttk2HLh0V__lx5FDcwKNQEvh5aXMICFE8Se0v2AV21
[1] https://www.nature.com/collections/computationalsocialscience/panel
[1] https://kateto.net/network-visualization

Top URLs in Tweet in G5:
[2] https://kateto.net/network-visualization
[2] https://ieeexplore.ieee.org/document/9319542
[2] https://drive.google.com/file/d/1OYrF1ef3YcYji1seWL9x_qWoe7EzYGZe/view?usp=sharing
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41562-018-0321-8
[1] https://twitter.com/Nature/status/1410686273027776521
[1] https://www.exeley.com/journal/journal_of_social_structure
[1] https://www.podchaser.com/podcasts/netfrix-network-science-podcas-1568396/episodes/netfrix-ep10-whats-the-rumpus-93224807
[1] https://twitter.com/official_SYNS/status/1406013557808959493
[1] https://gather.town/i/mr5ylKRL
[1] https://twitter.com/WiNS_Society/status/1410215128067358722

Top URLs in Tweet in G6:
[4] https://journals.aps.org/prx/abstract/10.1103/PhysRevX.10.041055
[4] http://www.quantifysuccess.org/network2021
[3] https://journals.aps.org/prx/abstract/10.1103/PhysRevX.4.011047
[3] https://journals.aps.org/prx/abstract/10.1103/PhysRevX.6.031038
[3] https://journals.aps.org/prx/abstract/10.1103/PhysRevX.10.041042
[2] https://sinm.network/sinm2021/
[2] https://sinm.network
[2] https://journals.aps.org/prx/abstract/10.1103/PhysRevX.10.041033
[1] https://www.shorturl.at/dBRV9
[1] https://networks.skewed.de/net/dblp_coauthor_snap

Top URLs in Tweet in G7:
[23] https://mrfrank8176.github.io/Complex-Networks-in-Economics-and-Innovation/
[7] 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
[3] https://twitter.com/mrfrank5790/status/1400473122688675847
[2] https://twitter.com/mrfrank5790/status/1410302904142020615
[2] https://twitter.com/networks2021/status/1409669521774825476
[1] https://kateto.net/network-visualization

Top URLs in Tweet in G8:
[1] https://kateto.net/network-visualization

Top URLs in Tweet in G9:
[10] https://interactiondatalab.com/netopen21/
[10] https://twitter.com/msantolini/status/1376817340990558208
[7] https://www.shorturl.at/dBRV9
[6] https://arxiv.org/abs/2104.13353
[5] https://epjdatascience.springeropen.com/call-for-papers--data-science-perspectives-on-economic-crime
[5] https://sites.google.com/view/nec-satellite-networks21/home
[4] https://twitter.com/cgershen/status/1409880106408030231
[1] https://www.sciencedirect.com/science/article/pii/S0378873320300459
[1] http://igollini.github.io/lvm4net/
[1] http://www.nature.com/collections/computationalsocialscience/panel?utm_source=twitter_organic&utm_medium=social&utm_campaign=NGMT_5_SD01_ComputationalSocialScience

Top URLs in Tweet in G10:
[6] https://netneurosci.github.io/networks2021satellite/#landinggraph
[4] https://netneurosci.github.io/networks2021satellite/
[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
[1] https://twitter.com/i/status/1409252963479138310

Top Domains
Top Domains in Tweet in Entire Graph:
[205] kateto.net
[162] twitter.com
[69] google.com
[68] github.io
[52] nature.com
[31] aps.org
[19] bitbucket.org
[11] interactiondatalab.com
[10] quantifysuccess.org
[8] youtube.com

Top Domains in Tweet in G1:
[190] kateto.net
[2] r-project.org

Top Domains in Tweet in G2:
[30] twitter.com
[18] google.com
[17] bitbucket.org
[14] github.io
[7] nature.com
[6] quantifysuccess.org
[6] raffaelevacca.com
[4] whova.com
[4] networks2021.net
[4] kateto.net

Top Domains in Tweet in G3:
[100] twitter.com
[44] google.com
[14] github.io
[9] aps.org
[7] springer.com
[6] frbkrm.com
[6] youtube.com
[6] nodexlgraphgallery.org
[5] kateto.net
[5] forms.gle

Top Domains in Tweet in G4:
[33] nature.com
[4] twitter.com
[1] kateto.net

Top Domains in Tweet in G5:
[4] twitter.com
[2] kateto.net
[2] ieee.org
[2] google.com
[1] nature.com
[1] exeley.com
[1] podchaser.com
[1] gather.town

Top Domains in Tweet in G6:
[22] aps.org
[4] sinm.network
[4] quantifysuccess.org
[1] shorturl.at
[1] skewed.de
[1] twitter.com
[1] kateto.net

Top Domains in Tweet in G7:
[23] github.io
[7] nature.com
[7] twitter.com
[4] sciencemag.org
[1] kateto.net

Top Domains in Tweet in G8:
[1] kateto.net

Top Domains in Tweet in G9:
[14] twitter.com
[10] interactiondatalab.com
[7] shorturl.at
[6] arxiv.org
[5] springeropen.com
[5] google.com
[1] sciencedirect.com
[1] github.io
[1] nature.com
[1] whova.com

Top Domains in Tweet in G10:
[16] github.io
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[512] networks2021
[212] rstats
[207] sna
[206] igraph
[206] statnet
[206] ndtv
[206] ggraph
[206] visnetwork
[205] dataviz
[205] sicss



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

Top Hashtags in Tweet in G2:
[45] networks2021
[19] network
[17] multiplex
[17] analysis
[17] python
[12] wins2021
[10] rstats
[7] ethnicrepresentation
[7] academicfield
[7] ethnicgap

Top Hashtags in Tweet in G3:
[152] networks2021
[141] wins2021
[29] dynamo2021
[28] toponets21
[12] networkscience
[9] hons2021
[8] opiniondynamics
[6] igraph
[6] statnet
[6] ndtv

Top Hashtags in Tweet in G4:
[8] networks2021
[3] css
[1] socialtheories
[1] measurementmodels
[1] socialdata
[1] algorithms
[1] igraph
[1] statnet
[1] ndtv
[1] ggraph

Top Hashtags in Tweet in G5:
[29] networks2021
[3] wins2021
[2] igraph
[2] statnet
[2] ndtv
[2] ggraph
[2] visnetwork
[2] rstats
[2] dataviz
[2] sna

Top Hashtags in Tweet in G6:
[18] quantsuccess
[15] prx10years
[15] networks2021
[11] prxcomplex
[1] netsci
[1] quant_success
[1] research
[1] success
[1] networkscience
[1] igraph

Top Hashtags in Tweet in G7:
[7] networks2021
[2] wins2021
[1] hons2021
[1] igraph
[1] statnet
[1] ndtv
[1] ggraph
[1] visnetwork
[1] rstats
[1] dataviz

Top Hashtags in Tweet in G8:
[25] networks2021
[6] networkscience
[1] igraph
[1] statnet
[1] ndtv
[1] ggraph
[1] visnetwork
[1] rstats
[1] dataviz
[1] sna

Top Hashtags in Tweet in G9:
[10] netopen21
[3] networks2021

Top Hashtags in Tweet in G10:
[12] networks2021
[8] netneurosci2021
[6] network
[6] neuroscience
[1] netneuro2021

Top Words
Top Words in Tweet in Entire Graph:
[652] networks2021
[533] #networks2021
[412] network
[324] networks
[249] satellite
[226] tutorial
[214] interactive
[213] #rstats
[210] updated
[209] dynamic

Top Words in Tweet in G1:
[192] tutorial
[192] networks
[191] #networks2021
[190] network
[190] visualization
[190] updated
[190] basics
[190] interactive
[190] dynamic
[190] geographic

Top Words in Tweet in G2:
[160] networks2021
[63] edt
[47] satellite
[45] #networks2021
[42] network
[40] 00
[33] socnetanalysts
[32] conference
[31] 00am
[29] 11

Top Words in Tweet in G3:
[271] networks2021
[164] #networks2021
[155] #wins2021
[81] network
[80] satellite
[71] wins_society
[63] networks
[54] day
[53] tomorrow
[50] talk

Top Words in Tweet in G4:
[33] science
[32] networks2021
[30] special
[26] computational
[24] social
[22] registration
[22] open
[21] issue
[21] five
[21] main

Top Words in Tweet in G5:
[35] networks2021
[34] network
[29] #networks2021
[19] official_syns
[17] more
[17] suneman
[15] networks
[14] conference
[13] something
[13] shocking

Top Words in Tweet in G6:
[36] networks2021
[26] satellite
[25] talk
[22] #networks2021
[22] success
[19] invited
[18] #prx10years
[18] #prxcomplex
[18] #quantsuccess
[14] networks

Top Words in Tweet in G7:
[36] satellite
[35] networks2021
[21] cnei
[14] join
[13] networks
[13] amazing
[13] estebanmoro
[11] complex
[11] economics
[11] innovation

Top Words in Tweet in G8:
[25] #networks2021
[24] know
[19] network
[18] help
[18] update
[18] list
[18] science
[18] centers
[18] institutes
[6] #networkscience

Top Words in Tweet in G9:
[41] networks2021
[37] satellite
[22] janos_kertesz
[20] network
[16] economic
[16] crimes
[15] speakers
[15] 30th
[15] june
[15] juniperlov

Top Words in Tweet in G10:
[24] networks2021
[19] satellite
[12] #networks2021
[9] posters
[8] #netneurosci2021
[7] ohbm
[7] tomorrow
[7] sebinostram
[6] spornslab
[6] #network

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

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

Top Word Pairs in Tweet in G2:
[23] netscisociety,socnetanalysts
[20] 00am,edt
[17] slides,notebook
[17] notebook,networks2021
[17] networks2021,tutorial
[17] tutorial,#multiplex
[17] #multiplex,#network
[17] #network,#analysis
[17] #analysis,#python
[17] #python,available

Top Word Pairs in Tweet in G3:
[48] #wins2021,networks2021
[46] #wins2021,#networks2021
[34] satellite,networks2021
[30] higher,order
[25] network,science
[23] first,day
[22] day,#wins2021
[17] wins_society,satellite
[17] #dynamo2021,#networks2021
[16] satellite,#networks2021

Top Word Pairs in Tweet in G4:
[22] computational,social
[22] social,science
[22] registration,open
[21] special,issue
[21] five,main
[21] main,papers
[21] open,free
[20] issue,computational
[12] publishing,special
[12] science,five

Top Word Pairs in Tweet in G5:
[13] something,shocking
[13] shocking,everything
[13] everything,represented
[13] represented,modeled
[13] modeled,network
[13] network,#networks2021
[9] official_syns,aliceschwarze
[9] aliceschwarze,suneman
[8] hear,more
[8] pre,conference

Top Word Pairs in Tweet in G6:
[19] networks2021,satellite
[18] #prx10years,#prxcomplex
[18] #prxcomplex,#networks2021
[14] invited,talk
[11] scientific,success
[10] satellite,#quantsuccess
[10] giving,invited
[10] talk,titled
[8] quantifying,success
[7] graphtool,networks2021

Top Word Pairs in Tweet in G7:
[16] networks2021,satellite
[12] networks2021,cnei
[12] cnei,satellite
[11] complex,networks
[11] networks,economics
[11] economics,innovation
[9] cnei,networks2021
[7] next,networks2021
[7] satellite,estebanmoro
[7] estebanmoro,tell

Top Word Pairs in Tweet in G8:
[18] #networks2021,help
[18] help,update
[18] update,list
[18] list,network
[18] network,science
[18] science,centers
[18] centers,institutes
[18] institutes,know
[6] #networks2021,#networkscience
[6] #networkscience,training

Top Word Pairs in Tweet in G9:
[19] satellite,networks2021
[16] economic,crimes
[13] crimes,satellite
[10] janos_kertesz,hosting
[10] network,approaches
[10] approaches,economic
[10] first,#netopen21
[10] #netopen21,satellite
[10] satellite,happening
[10] happening,wednesday

Top Word Pairs in Tweet in G10:
[17] satellite,networks2021
[10] networks2021,#networks2021
[8] #netneurosci2021,satellite
[6] spornslab,ohbm
[6] #network,#neuroscience
[5] ready,excited
[5] excited,#network
[5] #neuroscience,satellite
[5] #networks2021,starting
[5] starting,tomorrow

Top Replied-To
Top Replied-To in Entire Graph:
@leoneuhaeuser
@ognyanova
@saravenkatraman
@tiagopeixoto
@onervakorhonen
@annlmccranie
@networks2021
@branmorrighan
@svscarpino
@marc_smith

Top Replied-To in G1:
@ognyanova
@metanutter

Top Replied-To in G2:
@brunofmr
@networks2021
@aliceschwarze
@schichmax
@lshlj
@lespin
@aralu69372938
@csugimoto
@ognyanova
@f_devicofallani

Top Replied-To in G3:
@leoneuhaeuser
@saravenkatraman
@svscarpino
@branmorrighan
@wins_society
@marc_smith
@annlmccranie
@mkawakatsu
@nwlandry
@massimost

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

Top Replied-To in G5:
@official_syns
@aespinosarada
@annlmccranie
@tiagopeixoto
@onervakorhonen

Top Replied-To in G6:
@tiagopeixoto
@kevinboyack
@quant_success
@netfrixp
@gzamora_lopez
@evertonferc

Top Replied-To in G7:
@jmateosgarcia
@mrfrank5790

Top Replied-To in G8:
@cnicolaides
@onervakorhonen

Top Replied-To in G9:
@janos_kertesz

Top Replied-To in G10:
@dan_marinazzo
@spornslab
@cyrilrpernet
@neuroprinciples
@networks2021
@dr_xenia
@katjaqheuer

Top Mentioned
Top Mentioned in Entire Graph:
@networks2021
@wins_society
@aliceschwarze
@socnetanalysts
@nature
@netscisociety
@csugimoto
@janos_kertesz
@franciscaortizr
@official_syns

Top Mentioned in G1:
@networks2021
@socnetanalysts
@polnetworks
@wins_society
@rutgerscomminfo
@gaborcsardi
@thomasp85
@dieuwkezwier
@yerklara
@ognyanova

Top Mentioned in G2:
@networks2021
@socnetanalysts
@netscisociety
@iunetsci
@csugimoto
@opladyn
@wins_society
@nature
@whovasupport
@evepanag

Top Mentioned in G3:
@networks2021
@wins_society
@aliceschwarze
@franciscaortizr
@diliara_valeeva
@kanetworkgeek
@mkawakatsu
@branmorrighan
@ireneferri11
@leoneuhaeuser

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

Top Mentioned in G5:
@networks2021
@suneman
@official_syns
@aliceschwarze
@networkspodcast
@albertocaimo
@chsteglich
@sandrofsousa
@sam_rosenbott
@socnetanalysts

Top Mentioned in G6:
@networks2021
@giacomolivan
@csugimoto
@profjamesevans
@danisbassett
@graphtool
@tiagopeixoto
@physicsmagazine
@_alexarenas
@gomezgardenes

Top Mentioned in G7:
@networks2021
@estebanmoro
@hyejin_youn
@digeconlab
@sbenzell
@avi_collis
@danielrock
@martikagv
@yy
@a_baronca

Top Mentioned in G8:
@networks2021
@al_prof
@ncedigital
@raengnews
@funwithnetworks
@nunetsi
@netscisociety
@networksvox
@networkspapers
@dnds_ceu

Top Mentioned in G9:
@networks2021
@janos_kertesz
@juniperlov
@isabellagollini
@robertnward
@luyibov
@markrweber
@ilunapla
@jrncarlock
@martinzh

Top Mentioned in G10:
@networks2021
@ohbm
@maucorbetta
@katjaqheuer
@sebinostram
@_fernando_rosas
@spornslab
@plamenchivanov
@dan_marinazzo
@vdcalhoun

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

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

Top Tweeters in G2:
@ipythonistabot
@pythonexpertbot
@asu
@alfonsolangle
@tdverstynen
@dzackgarza
@aina_puce
@mcolebrook
@hirokisayama
@naturecomms

Top Tweeters in G3:
@jchrispires
@betqueer
@dynamicssiam
@gdbassett
@euro2020
@mrebollo
@richardclegg
@svscarpino
@brucetedesco
@lshlj

Top Tweeters in G4:
@sinemetuvivere
@devvibesbot
@friedrichhayek
@malikahh77
@profabelmendez
@nature
@skatiq3
@sunaonagahata1
@fauzze
@natureportfolio

Top Tweeters in G5:
@ingcolombo
@appdemography
@dbtindall
@johngmcnutt
@amaral
@mosabou
@csmarcum
@jimiadams
@jugander
@lista_redes

Top Tweeters in G6:
@sergi20goalie
@urbanhobbit
@arnaureal
@kibounitsuite01
@laura_astroph
@_alexarenas
@daweonline
@physicsmagazine
@tiagopeixoto
@lucpappalard

Top Tweeters in G7:
@zach28150464
@erikbryn
@rexdouglass
@jfernandogre
@joseluismasson
@bolloknoon
@moidsan
@afdezanta
@jmateosgarcia
@estebanmoro

Top Tweeters in G8:
@ansisegle
@envpolicycenter
@ncedigital
@raengnews
@davemilliken0
@cgg_mx
@rintukutum
@diestra77
@turinginst
@cfu_miura

Top Tweeters in G9:
@bexxmodd
@scibeh
@apalacio_s
@ilunapla
@cgershen
@luyibov
@jrncarlock
@iniguezg
@lizdavidbarrett
@juniperlov

Top Tweeters in G10:
@dan_marinazzo
@cyrilrpernet
@ohbm
@katjaqheuer
@spornslab
@_fernando_rosas
@neuroprinciples
@micheltds
@sebinostram
@vdcalhoun


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