networks2021, Twitter, 7/10/2021 12:24:32 AM, 258519


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networks2021_2021-07-09_17-17-08.xlsx
networks2021_2021-07-09_17-17-08.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
July 10, 2021
Short Description:
networks2021 via NodeXL https://bit.ly/3k03HX1
@networks2021
@wins_society
@barabasi
@aliceschwarze
@jimiadams
@ucavocado
@physrevx
@kerstinsailer
@ognyanova
@schochastics

Top hashtags:
#networks2021
#wins2021
#netsci
#sunbelt
#rstats
#networks
#network
#sna
#igraph

Description:
Description
The graph represents a network of 868 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, 10 July 2021 at 00:20 UTC.

The tweets in the network were tweeted over the 8-day, 7-hour, 5-minute period from Thursday, 01 July 2021 at 16:10 UTC to Friday, 09 July 2021 at 23:15 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 : 868
Unique Edges : 2527
Edges With Duplicates : 2095
Total Edges : 4622
Number of Edge Types : 5
Retweet : 1048
Replies to : 232
Mentions : 1197
MentionsInRetweet : 2042
Tweet : 103
Self-Loops : 108
Reciprocated Vertex Pair Ratio : 0.0957977207977208
Reciprocated Edge Ratio : 0.174845628859279
Connected Components : 49
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 751
Maximum Edges in a Connected Component : 4478
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.649291
Graph Density : 0.00408873226710039
Modularity : 0.355736
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 868 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, 10 July 2021 at 00:20 UTC.

The tweets in the network were tweeted over the 8-day, 7-hour, 5-minute period from Thursday, 01 July 2021 at 16:10 UTC to Friday, 09 July 2021 at 23:15 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:
[18] https://besjournals.onlinelibrary.wiley.com/doi/10.1111/2041-210X.13655?cookieSet=1
[17] https://docs.google.com/forms/d/e/1FAIpQLSfEHHeKQsMM0MLaYeapk6rpjxkq5SZIm1Tf0znvl4aIAdsH4g/viewform?usp=send_form
[15] https://github.com/institutefordiseasemodeling/synthpops/
[15] https://sinm.network/
[14] https://iu.zoom.us/j/81408253202?pwd=MUFuaGFOWTJMRWVCWGV0Ty9XU3lSZz09
[13] https://journals.asm.org/doi/10.1128/msystems.00423-19?permanently=true
[13] https://kateto.net/network-visualization
[13] http://www.nature.com/collections/computationalsocialscience/panel?utm_source=twitter_organic&utm_medium=social&utm_campaign=NGMT_5_SD01_ComputationalSocialScience
[11] https://whova.com/portal/webapp/njcn_202106/Agenda/1735234
[11] https://arxiv.org/abs/2101.07229

Top URLs in Tweet in G1:
[12] http://www.nature.com/collections/computationalsocialscience/panel?utm_source=twitter_organic&utm_medium=social&utm_campaign=NGMT_5_SD01_ComputationalSocialScience
[6] https://drive.google.com/file/d/16QkKB6VmlY-bvELTBvijU-CXEH4FdmXZ/view?usp=sharing
[6] https://www.cambridge.org/academic/conferences/networks-2021-joint-sunbelt-netsci-conference-2021?utm_source=hootsuite&utm_medium=twitter&utm_campaign=PHY_Conf-virtual+NetSci-ex100361
[6] http://anet.krtk.mta.hu/news/anet-and-neti-members-representing-at-networks-2021/
[6] https://docs.google.com/forms/d/e/1FAIpQLSfEHHeKQsMM0MLaYeapk6rpjxkq5SZIm1Tf0znvl4aIAdsH4g/viewform?usp=send_form
[5] https://iu.zoom.us/j/81408253202?pwd=MUFuaGFOWTJMRWVCWGV0Ty9XU3lSZz09
[5] https://whova.com/portal/webapp/njcn_202106/Agenda/1735194
[4] https://bitbucket.org/uuinfolab/py_multinet/src/master/tutorial/
[3] https://twitter.com/WiNS_Society/status/1411818111976697857
[3] https://toffee.imtlucca.it/datasets

Top URLs in Tweet in G2:
[12] https://kateto.net/network-visualization
[9] http://revista-redes.rediris.es/webredes/text.htm
[9] https://anchor.fm/tejiendoredes/episodes/25-Rene-Ros-e140l5g
[7] https://whova.com/embedded/event/njcn_202106/
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=258209
[6] https://twitter.com/WiNS_Society/status/1410986180800397320
[6] https://www.pnas.org/content/117/47/29407.short
[6] https://journals.aps.org/prx/abstract/10.1103/PhysRevX.4.011009
[5] https://docs.google.com/forms/d/e/1FAIpQLSfEHHeKQsMM0MLaYeapk6rpjxkq5SZIm1Tf0znvl4aIAdsH4g/viewform?usp=send_form
[5] https://github.com/termehs/multigraphr

Top URLs in Tweet in G3:
[13] https://github.com/institutefordiseasemodeling/synthpops/
[11] https://whova.com/portal/webapp/njcn_202106/Agenda/1735234
[11] https://arxiv.org/abs/2101.07229
[10] https://sinm.network/
[9] https://whova.com/portal/webapp/njcn_202106/Agenda/1735425
[8] https://whova.com/portal/webapp/njcn_202106/Agenda/1734760
[8] https://arxiv.org/abs/2006.16140
[8] https://whova.com/portal/webapp/njcn_202106/Agenda/1735195
[8] https://twitter.com/LHDnets/status/1412422546776117254
[8] https://www.networkscienceinstitute.org/networks2021

Top URLs in Tweet in G4:
[4] https://twitter.com/leoneuhaeuser/status/1410939922941366273
[3] https://docs.google.com/forms/d/e/1FAIpQLSfEHHeKQsMM0MLaYeapk6rpjxkq5SZIm1Tf0znvl4aIAdsH4g/viewform?usp=send_form
[3] https://ieeexplore.ieee.org/document/9321348
[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%2Fcadaddgige%2Fpanel
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fcollections%2Fcomputationalsocialscience
[2] https://twitter.com/thilogross/status/1410865920503947268
[1] https://twitter.com/Sajjadi_Sina/status/1412216689949876228
[1] https://iu.zoom.us/j/81408253202?pwd=MUFuaGFOWTJMRWVCWGV0Ty9XU3lSZz09
[1] https://github.com/institutefordiseasemodeling/synthpops/

Top URLs in Tweet in G5:
[18] https://besjournals.onlinelibrary.wiley.com/doi/10.1111/2041-210X.13655?cookieSet=1
[12] https://journals.asm.org/doi/10.1128/msystems.00423-19?permanently=true
[1] https://twitter.com/Garrett_Lab/status/1402455220286898180
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=258495

Top URLs in Tweet in G6:
[2] https://zoom.us/j/842296825
[1] https://mine.vikione.com/auth?invite=ndp8888
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-01736-y
[1] https://www.youtube.com/watch?v=cOhZgg8cVMU&feature=youtu.be

[1] https://www.youtube.com/watch?v=JQyQM6ecXwk&feature=youtu.be

[1] https://www.facebook.com/groups/uksmallbizvirthub/?ref=share
[1] https://twitter.com/firmansm/status/1380141804100718594
[1] https://whova.com/whova-event-app/
[1] http://ondeckpublishing.com
[1] https://iuni.iu.edu/networks2021/

Top URLs in Tweet in G7:
[5] https://twitter.com/AlinaLungeanu/status/1412397979542212610
[4] 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
[4] https://www.cambridge.org/nws
[3] https://twitter.com/AlinaLungeanu/status/1413098913427505153
[2] https://twitter.com/CaoHancheng/status/1329235326003343360
[1] https://insight.kellogg.northwestern.edu/future-science-covid
[1] https://twitter.com/zpneal/status/1410661404273786881
[1] https://twitter.com/cosnet_bifi/status/1411663501907668994
[1] https://drive.google.com/file/d/16QkKB6VmlY-bvELTBvijU-CXEH4FdmXZ/view?usp=sharing
[1] http://services.cambridge.org/jp/academic/conferences/networks-2021-joint-sunbelt-netsci-conference-2021/

Top URLs in Tweet in G9:
[8] https://arxiv.org/abs/2107.01510
[2] https://twitter.com/ScanLab1/status/1412073610366365699
[1] https://twitter.com/branmorrighan/status/1407401623647834114
[1] https://whova.com/embedded/speaker/njcn_202106/16479299/
[1] https://whova.com/portal/webapp/njcn_202106/Agenda/1735565
[1] https://www.youtube.com/watch?v=egJxz2aKfr8&feature=youtu.be

[1] https://t.me/RadioPhysicsIr/208
[1] https://www.sitpor.org/2021/07/network_science/
[1] https://twitter.com/scanlab1/status/1413092038908817410

Top Domains
Top Domains in Tweet in Entire Graph:
[205] twitter.com
[111] whova.com
[46] arxiv.org
[33] google.com
[32] aps.org
[32] nature.com
[30] nodexlgraphgallery.org
[23] zoom.us
[21] github.com
[21] anchor.fm

Top Domains in Tweet in G1:
[25] twitter.com
[20] whova.com
[15] nature.com
[12] google.com
[8] zoom.us
[6] networks2021.net
[6] cambridge.org
[6] mta.hu
[5] youtube.com
[4] bitbucket.org

Top Domains in Tweet in G2:
[57] twitter.com
[31] aps.org
[25] nodexlgraphgallery.org
[20] anchor.fm
[17] whova.com
[12] kateto.net
[9] rediris.es
[6] google.com
[6] github.com
[6] pnas.org

Top Domains in Tweet in G3:
[61] twitter.com
[51] whova.com
[28] arxiv.org
[14] github.com
[11] google.com
[10] sinm.network
[8] networkscienceinstitute.org
[7] zoom.us
[7] nature.com
[6] youtube.com

Top Domains in Tweet in G4:
[12] twitter.com
[6] nature.com
[3] google.com
[3] ieee.org
[1] zoom.us
[1] github.com
[1] northwestern.edu
[1] whova.com

Top Domains in Tweet in G5:
[18] wiley.com
[12] asm.org
[1] twitter.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G6:
[3] youtube.com
[2] zoom.us
[2] twitter.com
[2] whova.com
[1] vikione.com
[1] nature.com
[1] facebook.com
[1] ondeckpublishing.com
[1] iu.edu
[1] co.uk

Top Domains in Tweet in G7:
[12] twitter.com
[5] cambridge.org
[4] springer.com
[1] northwestern.edu
[1] google.com

Top Domains in Tweet in G9:
[8] arxiv.org
[4] twitter.com
[2] whova.com
[1] youtube.com
[1] t.me
[1] sitpor.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[868] networks2021
[153] wins2021
[48] netsci
[43] sunbelt
[31] rstats
[29] networks
[23] network
[23] sna
[21] igraph
[21] statnet



Top Hashtags in Tweet in G1:
[87] networks2021
[21] sunbelt
[21] netsci
[14] wins2021
[12] networks
[7] netscix2022
[7] netsci2022
[6] oral
[6] contribution
[6] twitterlehrerzimmer

Top Hashtags in Tweet in G2:
[326] networks2021
[90] wins2021
[30] rstats
[21] sna
[20] prx10years
[20] igraph
[20] statnet
[17] prxcomplex
[17] ndtv
[17] ggraph

Top Hashtags in Tweet in G3:
[226] networks2021
[37] wins2021
[12] covid19
[10] sinm2021
[8] netsci
[7] sunbelt
[6] spoiler
[5] scienceofscience
[5] netscix2022
[5] netsci2022

Top Hashtags in Tweet in G4:
[23] networks2021
[7] homophily
[7] hons2021
[6] ethnicrepresentation
[6] academicfield
[6] ethnicgap
[6] academiccitations
[6] wins2021
[4] quantsuccess
[2] socioeconomic

Top Hashtags in Tweet in G5:
[24] networks2021

Top Hashtags in Tweet in G6:
[29] networks2021
[3] networking
[2] software
[2] 5g
[2] makemoneyfromhome
[2] negocios
[2] dinero
[1] dataanalytics
[1] networkoptimization
[1] networkmonitoring

Top Hashtags in Tweet in G7:
[29] networks2021
[9] scienceofscience
[4] openaccess
[3] scits
[1] scisci
[1] issi2021
[1] network
[1] oral
[1] contribution

Top Hashtags in Tweet in G8:
[2] learning
[2] networks2021

Top Hashtags in Tweet in G9:
[13] networks2021
[1] conferences
[1] winstuesday
[1] complex_networks
[1] complexity_explained
[1] covid19

Top Hashtags in Tweet in G10:
[11] souravsarkarbd
[11] quotes
[11] networks2021
[11] drake
[11] casagrande
[11] permissiontodance
[11] zamalek_african_century_club

Top Words
Top Words in Tweet in Entire Graph:
[1043] networks2021
[918] #networks2021
[457] networks
[370] network
[283] session
[246] talk
[214] science
[180] work
[171] wins_society
[170] today

Top Words in Tweet in G1:
[256] networks2021
[87] #networks2021
[79] networks
[73] network
[66] conference
[59] tomorrow
[59] science
[53] session
[47] work
[46] more

Top Words in Tweet in G2:
[359] #networks2021
[288] networks2021
[155] networks
[135] network
[95] #wins2021
[91] wins_society
[66] socnetanalysts
[62] science
[62] know
[61] social

Top Words in Tweet in G3:
[279] networks2021
[230] #networks2021
[148] networks
[121] network
[116] session
[101] talk
[57] wins_society
[51] netscisociety
[50] science
[49] very

Top Words in Tweet in G4:
[71] networks2021
[23] #networks2021
[21] talk
[17] edt
[16] work
[12] embedding
[12] join
[12] 19
[11] dakotasmurray
[11] networks

Top Words in Tweet in G5:
[38] ricardoi_
[35] work
[31] #networks2021
[28] networks2021
[26] ufplantpath
[26] fsi_uf_ifas
[26] epi_uf
[24] virome
[23] team
[14] jankreuze

Top Words in Tweet in G6:
[29] #networks2021
[8] social
[5] networks
[5] talk
[4] today
[4] negocio
[3] co
[3] #networking
[3] july
[3] please

Top Words in Tweet in G7:
[36] networks2021
[29] #networks2021
[24] science
[23] networks
[21] session
[17] work
[15] today
[15] edt
[14] noshir
[13] sonicnu

Top Words in Tweet in G8:
[4] joannemiles2
[2] jenkteach
[2] mwakeling008
[2] k_pogson
[2] kathburrows1
[2] paulbanthorpe
[2] jedellion
[2] tutorstacey_ap
[2] staceyannfoy
[2] esol_eve

Top Words in Tweet in G9:
[15] networks
[14] networks2021
[13] #networks2021
[12] directed
[12] percolation
[12] temporal
[10] paper
[8] arxiv
[7] martonkarsai
[7] של

Top Words in Tweet in G10:
[11] mind
[11] isolation
[11] #souravsarkarbd
[11] #quotes
[11] #networks2021
[11] #drake
[11] #casagrande
[11] #permissiontodance
[11] #zamalek_african_century_club

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[104] network,science
[74] #wins2021,#networks2021
[52] networks2021,conference
[52] science,society
[51] looking,forward
[47] social,networks
[44] network,analysis
[44] networks2021,#networks2021
[43] #networks2021,help
[43] help,update

Top Word Pairs in Tweet in G1:
[30] jugander,networks2021
[27] socio,semantic
[26] network,science
[26] networks2021,conference
[25] looking,forward
[22] couple,weeks
[21] weeks,amazing
[21] amazing,pre
[21] pre,conference
[21] conference,satellites

Top Word Pairs in Tweet in G2:
[48] network,science
[39] #wins2021,#networks2021
[34] #networks2021,help
[34] help,update
[34] update,list
[34] list,network
[34] science,centers
[34] centers,institutes
[34] institutes,know
[31] #igraph,#statnet

Top Word Pairs in Tweet in G3:
[29] science,society
[26] #wins2021,#networks2021
[24] network,science
[23] covid,19
[19] well,deserved
[18] narnolddd,wins_society
[16] networks2021,#wins2021
[16] higher,order
[15] join,networks2021
[15] networks2021,session

Top Word Pairs in Tweet in G4:
[11] networks2021,#networks2021
[11] join,networks2021
[8] dakotasmurray,dansen2015
[8] dansen2015,wsjung
[8] fatamolinara,anduviera
[8] anduviera,adria_plazas
[7] joint,work
[7] wsjung,yy
[7] covid,19
[6] #ethnicrepresentation,#academicfield

Top Word Pairs in Tweet in G5:
[26] ufplantpath,fsi_uf_ifas
[26] fsi_uf_ifas,epi_uf
[14] ricardoi_,jankreuze
[14] epi_uf,rtb_cgiar
[14] rtb_cgiar,cipotato
[12] congrats,ricardoi_
[12] jankreuze,team
[12] team,exciting
[12] exciting,work
[12] work,presented

Top Word Pairs in Tweet in G6:
[3] #networks2021,#networking
[3] social,media
[2] feel,free
[2] atencion,estas
[2] estas,twitter
[2] twitter,aun
[2] aun,haces
[2] haces,forever
[2] forever,quieres
[2] quieres,iniciar

Top Word Pairs in Tweet in G7:
[9] science,science
[9] networks2021,socnetanalysts
[9] socnetanalysts,netscisociety
[8] session,science
[8] science,networks
[8] present,work
[8] session,#scienceofscience
[8] #scienceofscience,networks
[8] #networks2021,networks2021
[8] netscisociety,noshir

Top Word Pairs in Tweet in G8:
[2] joannemiles2,jenkteach
[2] jenkteach,mwakeling008
[2] mwakeling008,k_pogson
[2] k_pogson,kathburrows1
[2] kathburrows1,paulbanthorpe
[2] paulbanthorpe,jedellion
[2] jedellion,tutorstacey_ap
[2] tutorstacey_ap,staceyannfoy
[2] staceyannfoy,esol_eve
[2] esol_eve,bethderbyshir18

Top Word Pairs in Tweet in G9:
[12] directed,percolation
[12] temporal,networks
[6] latest,paper
[6] paper,directed
[6] percolation,temporal
[6] networks,arashbadie
[6] arashbadie,martonkarsai
[6] martonkarsai,abbas_k_rizi
[6] abbas_k_rizi,arxiv
[6] arxiv,#networks2021

Top Word Pairs in Tweet in G10:
[11] mind,isolation
[11] isolation,#souravsarkarbd
[11] #souravsarkarbd,#quotes
[11] #quotes,#networks2021
[11] #networks2021,#drake
[11] #drake,#casagrande
[11] #casagrande,#permissiontodance
[11] #permissiontodance,#zamalek_african_century_club

Top Replied-To
Top Replied-To in Entire Graph:
@networks2021
@mitchellsna
@hirokisayama
@jonassjuul
@aespinosarada
@matusmedo
@branmorrighan
@nwlandry
@nunetsi
@anetilabs

Top Replied-To in G1:
@jonassjuul
@anetilabs
@shugars
@hirokisayama
@meiganthomson
@_thewishmaker
@bjarkemoensted
@arnaldo_nasci
@dr_lil
@elisabel76

Top Replied-To in G2:
@networks2021
@mitchellsna
@aespinosarada
@wins_society
@branmorrighan
@kerstinsailer
@marc_smith
@annlmccranie
@jimiadams
@nwlandry

Top Replied-To in G3:
@matusmedo
@hirokisayama
@nunetsi
@networks2021
@scanlab1
@bmalthouse
@mitchellsna
@netfrixp
@stonge_g
@svscarpino

Top Replied-To in G4:
@lespin
@brunofmr
@ecozzo
@csugimoto
@jugander
@jisungyoon8
@aniellolampo
@msantolini

Top Replied-To in G5:
@garrett_lab

Top Replied-To in G8:
@joannemiles2

Top Replied-To in G9:
@nwlandry
@branmorrighan
@networks2021
@franciscaortizr
@svscarpino
@hirokisayama

Top Mentioned
Top Mentioned in Entire Graph:
@networks2021
@wins_society
@netscisociety
@socnetanalysts
@mcrsociology
@aliceschwarze
@uvmcomplexity
@schochastics
@elisabel76
@jugander

Top Mentioned in G1:
@networks2021
@netscisociety
@jugander
@networks
@wins_society
@hassenrueb
@martinrehm
@socnetanalysts
@mdeverna2
@nature

Top Mentioned in G2:
@networks2021
@wins_society
@socnetanalysts
@netscisociety
@mcrsociology
@aliceschwarze
@elisabel76
@schochastics
@mitchellsna
@jimiadams

Top Mentioned in G3:
@networks2021
@wins_society
@netscisociety
@uvmcomplexity
@all_are
@alexvespi
@peterdodds
@narnolddd
@juniperlov
@socnetanalysts

Top Mentioned in G4:
@networks2021
@dakotasmurray
@mstrohm
@wsjung
@dansen2015
@fatamolinara
@anduviera
@adria_plazas
@yy
@csugimoto

Top Mentioned in G5:
@networks2021
@ricardoi_
@ufplantpath
@fsi_uf_ifas
@epi_uf
@jankreuze
@rtb_cgiar
@cipotato
@berea_etherton
@rob_choudhury

Top Mentioned in G7:
@networks2021
@noshir
@sonicnu
@socnetanalysts
@netscisociety
@dashunwang
@dechurch
@nws_journal
@cupacademic
@lucaverginer

Top Mentioned in G8:
@jenkteach
@mwakeling008
@k_pogson
@kathburrows1
@paulbanthorpe
@jedellion
@tutorstacey_ap
@staceyannfoy
@esol_eve
@bethderbyshir18

Top Mentioned in G9:
@networks2021
@martonkarsai
@arashbadie
@abbas_k_rizi
@friendstv
@socnetanalysts
@netscisociety
@cosnet_bifi
@_stalaga_
@massimost

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@jiocare
@edinburghwatch
@world_news_eng
@avosfrommexico
@artificialbra1n
@ansisegle
@sinemetuvivere
@devvibesbot
@sustaintrends

Top Tweeters in G1:
@edinburghwatch
@world_news_eng
@artificialbra1n
@sinemetuvivere
@ayirpelle
@malikahh77
@lunarheritage
@pageman
@bot_twlehrerz
@profabelmendez

Top Tweeters in G2:
@ansisegle
@botfemale
@michaelbathurst
@domingonarvaez1
@fliptopbox13
@metoscm
@techietalkiez
@dynamicssiam
@agroecoven
@rstats_tweets

Top Tweeters in G3:
@hotlinejosh
@jchrispires
@tsatie
@toetterbeck
@jjmiphoto
@danbri
@appdemography
@dbtindall
@balicea1
@chomes102

Top Tweeters in G4:
@devvibesbot
@pmarsupia
@euro2020
@alanatpaterra
@bolloknoon
@anduviera
@davidenko_gye
@mzak123
@yy
@ajitesh_shukla7

Top Tweeters in G5:
@avosfrommexico
@uf_ifas
@icraf
@usda
@cipotato
@fsi_uf_ifas
@ufcals
@ca_avocados
@drdavecoyle
@ricardoi_

Top Tweeters in G6:
@ryuhei_tsuji
@taracdennehy
@absolutelyaafy
@magda_skipper
@openlinkartdata
@richalp411
@firmansm
@nodexlacademy
@rongwangsna
@smallbizvirthub

Top Tweeters in G7:
@guscherubina
@rashido
@soci
@cupacademic
@akbaritabar
@fracalderoni
@bashofstra
@mario_paolucci
@noshir
@sonicnu

Top Tweeters in G8:
@joannemiles2
@tutorstacey_ap
@k_pogson
@jenkteach
@jedellion
@sarah_seery
@_learningmoment
@esol_eve
@staceyannfoy
@mwakeling008

Top Tweeters in G9:
@bsc_cns
@branmorrighan
@ossimokryn
@davide__cirillo
@arashbadie
@thegrayed
@abbas_k_rizi
@moshefriedphys
@friendstv
@jdmunday

Top Tweeters in G10:
@mohamed50546290
@ahmedelhebery1
@rehabnadim1
@mahmoudmmdouh18
@hemaaa707
@fo2sh333
@mohamed12661849
@ianscrazies
@bondokzamalkaw3
@eflorinzy


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