SARS-COV, Twitter, 10/28/2021 4:02:55 PM, 264981


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SARS-COV_2021-10-28_03-59-53.xlsx
SARS-COV_2021-10-28_03-59-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 28, 2021
Short Description:
SARS-COV via NodeXL https://bit.ly/31aBRQG
@publicsenat
@maxdelvallee
@universalsoftw2
@charlie3593
@quaterniong
@godsearth1
@skrased85
@aozola_ha
@lets_heal
@sakura36203

Top hashtags:
#vaccinationobligatoire
#covidpersistente
#covid19
#sénat
#directsénat

Description:
Description
The graph represents a network of 5,093 Twitter users whose tweets in the requested range contained "SARS-COV", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 28 October 2021 at 11:04 UTC.

The requested start date was Thursday, 28 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 11-hour, 57-minute period from Thursday, 14 October 2021 at 00:03 UTC to Wednesday, 27 October 2021 at 12:00 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 : 5093
Unique Edges : 2218
Edges With Duplicates : 6531
Total Edges : 8749
Number of Edge Types : 5
Replies to : 666
Mentions : 1405
Tweet : 440
Retweet : 2950
MentionsInRetweet : 3288
Self-Loops : 479
Reciprocated Vertex Pair Ratio : 0.0070168404170008
Reciprocated Edge Ratio : 0.0139358948835357
Connected Components : 629
Single-Vertex Connected Components : 184
Maximum Vertices in a Connected Component : 2331
Maximum Edges in a Connected Component : 4597
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.533296
Graph Density : 0.000193687282993508
Modularity : 0.567169
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,093 Twitter users whose tweets in the requested range contained "SARS-COV", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 28 October 2021 at 11:04 UTC.

The requested start date was Thursday, 28 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 11-hour, 57-minute period from Thursday, 14 October 2021 at 00:03 UTC to Wednesday, 27 October 2021 at 12:00 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 : GraphServerTwitterSearch
Graph Term : SARS-COV
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:
[35] https://onlinelibrary.wiley.com/doi/10.1111/cns.13737?cookieSet=1
[25] https://twitter.com/publicsenat/status/1448331160661241862
[13] https://www.frontiersin.org/articles/10.3389/fphar.2021.707205/full
[10] https://welovetrump.com/2021/10/18/2005-study-from-nih-library-chloroquine-is-effective-in-preventing-the-spread-of-sars-cov/
[7] https://ns2017.wordpress.com/
[6] https://ripostelaique.com/le-senat-rejette-la-proposition-de-loi-vaccination-obligatoire-contre-le-sars-cov-2.html
[5] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fnm.3985
[4] http://www.ertnews.gr/
[4] https://twitter.com/PostOpinions/status/1449393647494082574
[4] https://www.hindustantimes.com/cities/lucknow-news/33-districts-in-uttar-pradesh-are-now-covid-free-state-govt-101631267966925.html

Top URLs in Tweet in G1:
[2] https://twitter.com/publicsenat/status/1448331160661241862
[1] http://www.senat.fr/enseance/2020-2021/811/Amdt_1.html
[1] https://ripostelaique.com/le-senat-rejette-la-proposition-de-loi-vaccination-obligatoire-contre-le-sars-cov-2.html

Top URLs in Tweet in G2:
[1] https://twitter.com/valnevase/status/1449963794743107585

Top URLs in Tweet in G3:
[4] https://twitter.com/PostOpinions/status/1449393647494082574
[2] https://twitter.com/HoustonChron/status/1449766176880529411
[2] https://twitter.com/FLOrangeQueen/status/1449433966218465281
[1] https://jvi.asm.org/content/78/20/11334#T1
[1] https://virologyj.biomedcentral.com/articles/10.1186/1743-422X-2-69
[1] https://twitter.com/CNN/status/1449468698012573698
[1] https://twitter.com/HoustonChron/status/1449525609215008769
[1] https://twitter.com/Grav1/status/1449827978268053506
[1] https://twitter.com/dallasnews/status/1449814724363755520
[1] https://twitter.com/DrLeanaWen/status/1450222820089282561

Top URLs in Tweet in G4:
[6] https://twitter.com/publicsenat/status/1448331160661241862

Top URLs in Tweet in G5:
[6] https://twitter.com/publicsenat/status/1448331160661241862
[5] https://ripostelaique.com/le-senat-rejette-la-proposition-de-loi-vaccination-obligatoire-contre-le-sars-cov-2.html
[4] https://europepmc.org/article/PPR/PPR357777
[4] http://www.ertnews.gr/
[3] https://welovetrump.com/2021/10/18/2005-study-from-nih-library-chloroquine-is-effective-in-preventing-the-spread-of-sars-cov/
[2] https://twitter.com/Charlie3593/status/1449385001825472512
[1] https://www.quimicaysociedad.org/investigadores-de-espana-y-brasil-desarrollan-compuestos-bioactivos-para-inactivar-el-sars-cov-2-y-otros-patogenos-oportunistas/?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/tomaszurbas/status/1448628691928592389
[1] https://www.newyorker.com/science/elements/the-mysterious-case-of-the-covid-19-lab-leak-theory
[1] https://twitter.com/jameslindholm1/status/1448380983779201030

Top URLs in Tweet in G7:
[13] https://www.frontiersin.org/articles/10.3389/fphar.2021.707205/full
[1] https://wwwnc.cdc.gov/eid/article/27/9/21-1042_article
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2851497/
[1] https://twitter.com/skrased85/status/1444982526351712257?t=MBe_sE8mPKfcys3SLvgWTQ&s=19

Top URLs in Tweet in G8:
[3] https://archive.md/QanYk
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fnm.3985
[1] https://arxiv.org/abs/2108.08163
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7111780/
[1] https://reliefweb.int/report/world/joint-statement-who-s-estimates-health-and-care-worker-deaths-due-covid-19
[1] https://journals.asm.org/doi/10.1128/JVI.01774-19?cookieSet=1
[1] https://www.science.org/doi/10.1126/science.1087139?cookieSet=1
[1] https://www.pnas.org/content/113/11/3048
[1] https://usrtk.org/wp-content/uploads/2021/02/Baric-Emails-2.17.21.pdf
[1] https://pubmed.ncbi.nlm.nih.gov/18077725

Top URLs in Tweet in G9:
[2] https://twitter.com/publicsenat/status/1448331160661241862

Top URLs in Tweet in G10:
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-017-07766-9

Top Domains
Top Domains in Tweet in Entire Graph:
[112] twitter.com
[40] nih.gov
[35] wiley.com
[31] ertnews.gr
[18] astratv.gr
[18] nature.com
[15] maghreb-post.de
[13] frontiersin.org
[12] sporadestv.com
[10] welovetrump.com

Top Domains in Tweet in G1:
[2] twitter.com
[1] senat.fr
[1] ripostelaique.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[19] twitter.com
[1] asm.org
[1] biomedcentral.com

Top Domains in Tweet in G4:
[6] twitter.com

Top Domains in Tweet in G5:
[37] twitter.com
[27] ertnews.gr
[18] astratv.gr
[12] nih.gov
[12] sporadestv.com
[5] ripostelaique.com
[5] biorxiv.org
[4] europepmc.org
[4] nature.com
[3] linkedin.com

Top Domains in Tweet in G7:
[13] frontiersin.org
[1] cdc.gov
[1] nih.gov
[1] twitter.com

Top Domains in Tweet in G8:
[5] nih.gov
[3] archive.md
[3] twitter.com
[2] nature.com
[1] arxiv.org
[1] reliefweb.int
[1] asm.org
[1] science.org
[1] pnas.org
[1] usrtk.org

Top Domains in Tweet in G9:
[2] twitter.com

Top Domains in Tweet in G10:
[1] nature.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[935] vaccinationobligatoire
[35] covidpersistente
[22] covid19
[18] sénat
[16] directsénat
[9] fauciliespeopledie
[8] enfermería
[8] algeciras
[8] uca
[6] ple2021



Top Hashtags in Tweet in G1:
[880] vaccinationobligatoire
[5] directsénat
[3] sénat
[2] mandatoryvaccination
[1] covid19

Top Hashtags in Tweet in G2:
[6] vaccinationobligatoire

Top Hashtags in Tweet in G3:
[9] fauciliespeopledie
[1] whythelies
[1] vaccinationobligatoire

Top Hashtags in Tweet in G4:
[4] vaccinationobligatoire

Top Hashtags in Tweet in G5:
[10] vaccinationobligatoire
[4] directsénat
[2] france
[2] coronavirus
[2] kimmich
[1] oopsies
[1] childrenofmendcenario
[1] covid
[1] vaccinemandates
[1] morawiecki

Top Hashtags in Tweet in G6:
[1] kinderschutz

Top Hashtags in Tweet in G7:
[2] bbcbreakfast
[1] vaccinationobligatoire

Top Hashtags in Tweet in G8:
[1] pandemic
[1] threat

Top Hashtags in Tweet in G10:
[1] wuhan

Top Words
Top Words in Tweet in Entire Graph:
[3910] cov
[3896] sars
[1862] contre
[1834] voix
[1068] 262
[1062] 64
[942] proposition
[942] loi
[939] rejette
[935] #vaccinationobligatoire

Top Words in Tweet in G1:
[1755] contre
[1750] voix
[885] sars
[885] cov
[880] #vaccinationobligatoire
[879] proposition
[879] loi
[879] 262
[877] 64
[876] rejette

Top Words in Tweet in G2:
[397] vaccin
[397] traditionnel
[397] valneva
[397] démontre
[397] essai
[397] efficacité
[397] supérieure
[397] celle
[397] astrazeneca
[396] maxdelvallee

Top Words in Tweet in G3:
[308] sars
[304] effects
[303] cov
[292] 2005
[291] cells
[282] antiviral
[280] infection
[279] hydroxycholoquine
[279] strong
[279] inhibitory

Top Words in Tweet in G4:
[289] sars
[287] cov
[275] フランス上院
[275] 2に対するワクチン接種の義務化法案を否決
[275] 反対262票
[275] 賛成64票
[274] universalsoftw2
[10] hiv
[8] contre
[8] voix

Top Words in Tweet in G5:
[354] cov
[341] sars
[50] των
[48] η
[39] πανελλαδικά
[37] νέων
[37] μολύνσεων
[34] virus
[29] εξέλιξη
[28] με

Top Words in Tweet in G6:
[166] sars
[166] cov
[163] postcovid
[162] uniklinikum
[162] bonn
[162] sucht
[162] studie
[162] 25
[162] 75jährige
[162] nachgewiesen

Top Words in Tweet in G7:
[141] sars
[140] cov
[138] scientists
[138] found
[135] against
[134] glycyrrhizin
[133] effective
[71] 2003
[69] 2020
[68] early

Top Words in Tweet in G8:
[111] sars
[108] cov
[28] daoyu15
[28] spike
[22] stuartjdneil
[19] human
[19] fcs
[19] ayjchan
[19] site
[15] wiv1

Top Words in Tweet in G9:
[88] フランス上院
[88] sars
[88] cov
[88] 反対262票
[83] 2に対する惑
[83] 珍接種の
[83] 義務化法案を否決
[83] 賛成64票で圧勝
[82] connectinghope_
[5] universalsoftw2

Top Words in Tweet in G10:
[111] cov
[78] sars
[47] coronaviruses
[35] 2002
[34] infection
[34] 03
[34] acute
[34] respiratory
[33] two
[33] mers

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3752] sars,cov
[1023] cov,262
[942] proposition,loi
[939] contre,sars
[939] rejette,proposition
[921] sénat,rejette
[918] 262,voix
[918] voix,contre
[916] contre,64
[916] 64,voix

Top Word Pairs in Tweet in G1:
[884] sars,cov
[879] proposition,loi
[879] contre,sars
[879] cov,262
[876] rejette,proposition
[876] loi,#vaccinationobligatoire
[876] #vaccinationobligatoire,contre
[876] 262,voix
[876] voix,contre
[874] contre,64

Top Word Pairs in Tweet in G2:
[397] vaccin,traditionnel
[397] traditionnel,valneva
[397] valneva,démontre
[397] démontre,essai
[397] essai,efficacité
[397] efficacité,supérieure
[397] supérieure,celle
[397] celle,astrazeneca
[396] maxdelvallee,vaccin
[7] sars,cov

Top Word Pairs in Tweet in G3:
[303] sars,cov
[280] cov,infection
[279] hydroxycholoquine,strong
[279] strong,antiviral
[279] antiviral,effects
[279] effects,sars
[276] 2005,hydroxycholoquine
[274] cdc,2005
[267] cells,inhibitory
[258] charlie3593,cdc

Top Word Pairs in Tweet in G4:
[287] sars,cov
[275] フランス上院,sars
[275] cov,2に対するワクチン接種の義務化法案を否決
[275] 2に対するワクチン接種の義務化法案を否決,反対262票
[275] 反対262票,賛成64票
[274] universalsoftw2,フランス上院
[4] publicsenat,sénat
[4] sénat,rejette
[4] rejette,proposition
[4] proposition,loi

Top Word Pairs in Tweet in G5:
[321] sars,cov
[37] των,νέων
[37] νέων,μολύνσεων
[37] μολύνσεων,sars
[37] cov,πανελλαδικά
[29] η,εξέλιξη
[29] εξέλιξη,των
[25] πανελλαδικά,με
[25] με,μια
[25] μια,ματιά

Top Word Pairs in Tweet in G6:
[166] sars,cov
[162] uniklinikum,bonn
[162] bonn,sucht
[162] sucht,studie
[162] studie,postcovid
[162] postcovid,25
[162] 25,75jährige
[162] 75jährige,nachgewiesen
[162] nachgewiesen,sars
[162] cov,infizierte

Top Word Pairs in Tweet in G7:
[140] sars,cov
[138] scientists,found
[134] against,sars
[133] found,glycyrrhizin
[133] glycyrrhizin,effective
[133] effective,against
[70] 2003,scientists
[68] cov,early
[68] early,2020
[47] 2020,scientists

Top Word Pairs in Tweet in G8:
[99] sars,cov
[12] mediated,infection
[11] past_is_future,mjnanostretch
[11] mjnanostretch,jfjulien
[11] jfjulien,dmoulding
[11] rossana38510044,mrandersoninneo
[10] cleavage,site
[9] furin,cleavage
[8] mrandersoninneo,juliadixon195
[8] kesvelt,menachery

Top Word Pairs in Tweet in G9:
[88] フランス上院,sars
[88] sars,cov
[83] cov,2に対する惑
[83] 2に対する惑,珍接種の
[83] 珍接種の,義務化法案を否決
[83] 義務化法案を否決,反対262票
[83] 反対262票,賛成64票で圧勝
[82] connectinghope_,フランス上院
[5] universalsoftw2,フランス上院
[5] cov,2に対するワクチン接種の義務化法案を否決

Top Word Pairs in Tweet in G10:
[78] sars,cov
[34] 2002,03
[34] acute,respiratory
[33] two,coronaviruses
[33] coronaviruses,infection
[33] infection,sars
[33] cov,mers
[33] mers,cov
[33] cov,emerged
[33] emerged,2002

Top Replied-To
Top Replied-To in Entire Graph:
@randpaul
@kenductor
@g6ens
@debunk_the_funk
@stuartjdneil
@david32856757
@f_philippot
@savarios
@sahalsafwan
@dcsz14

Top Replied-To in G1:
@bpsmithuk
@thelovelybrenda

Top Replied-To in G3:
@anthony06511880
@grav1
@vondrachek

Top Replied-To in G6:
@janboehm
@nikolau46844087
@klickmichi

Top Replied-To in G7:
@paul_seamons
@lifestylemanoz
@memoi013
@thepoliticalcom
@elstonegutters
@sookyblessingtn
@otagograd
@jefffisher0118
@chelle_pwme
@artisticleader

Top Replied-To in G8:
@g6ens
@stuartjdneil
@ydeigin
@jhas5
@centristxtreme
@mrandersoninneo
@nherzberg
@paulbuckhk
@monarchdiaries
@murchiston

Top Replied-To in G10:
@randpaul
@debunk_the_funk
@markmeadows
@nytimes
@kgseventhrees
@yvespdb
@yaliberty
@newsmax
@tati_vict
@yahoonews

Top Mentioned
Top Mentioned in Entire Graph:
@publicsenat
@maxdelvallee
@universalsoftw2
@charlie3593
@isabelruland
@connectinghope_
@funkna
@danielalitzlba1
@roseareyes1
@mera_cordero

Top Mentioned in G1:
@publicsenat
@truthbetold1024
@1ripostelaique
@gauchemafia
@abc730
@laurence_in_eu
@fluoridepoison
@thelovelybrenda

Top Mentioned in G2:
@maxdelvallee
@publicsenat

Top Mentioned in G3:
@charlie3593
@cryptonetworknz
@drleanawen
@highpeaks77
@cdcdirector
@ms_duckworth
@govabbott
@cdc
@publicsenat
@brian49800559

Top Mentioned in G4:
@universalsoftw2
@publicsenat
@masutaranka

Top Mentioned in G5:
@smackenziekerr
@pi_always
@auinsoumise
@chicone12
@6yutcy6g1wspxp8
@drlboominathan
@titktatan

Top Mentioned in G6:
@isabelruland
@lurhenne
@bvkj
@judaco979490
@berater_1
@janboehm
@planetaryintel
@nikolau46844087
@corneliusroemer
@risklayer

Top Mentioned in G7:
@godsearth1
@top_muppetries
@bitcoinbookshop
@academicshards
@mcfunny
@empireloyalists
@cooljamm55
@tony__heller
@tonybaduy
@liamkav

Top Mentioned in G8:
@daoyu15
@stuartjdneil
@ayjchan
@mjnanostretch
@past_is_future
@mrandersoninneo
@kesvelt
@ydeigin
@jfjulien
@dmoulding

Top Mentioned in G9:
@connectinghope_
@universalsoftw2

Top Mentioned in G10:
@breitbartnews
@randpaul
@mentju4
@profvrr
@senjohnkennedy
@yvespdb
@somabrouk
@jim_jordan
@yahoonews
@brendahackney3

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@danielpilotte1
@languillem
@inabster
@zolangegonzalez
@billm9
@el_universal_mx
@caligirlleftie
@southwestair
@lizditz

Top Tweeters in G1:
@danielpilotte1
@patriot_girl_tx
@altai_armande
@ayhanaydinli
@mariabadin18
@beank511
@minilicorne69
@sylvita30
@paulpaul49
@brunedrot

Top Tweeters in G2:
@madrynha2012
@chani_bayle
@franckylarafale
@teppdude
@nausicalibre
@mfennormandie
@mi1789
@thierryrouby
@philippecombaut
@boxcalf1

Top Tweeters in G3:
@inabster
@caligirlleftie
@menabster
@monty_chadha
@rkastrejon
@putzie63
@ericmoo91919605
@julie34479
@rishi_iitr
@mjc_cook

Top Tweeters in G4:
@loveashxxx
@waaldpeace5
@nihonjintamasii
@t0biucnd96u3nlf
@pocketof3w
@loudminorityjp
@terakoya3
@ichiatsu
@dorataro_san
@chiaking

Top Tweeters in G5:
@languillem
@newsfilterio
@astratv1
@ioannina24
@laurent_daniel
@kokikokiya
@sporadestv
@iweller_health
@bichikota
@lucia98624147

Top Tweeters in G6:
@michael_kunz
@birgitlissowsky
@ft
@grisu1805
@thesismum
@sevillanadirndl
@backtopaco
@rembrandt1405
@angela_3110_
@telesabbie

Top Tweeters in G7:
@logansteven
@luigi_warren
@doritmi
@_mamadeb
@tony__heller
@docrussjackson
@fifi_borgia
@godfrey28482926
@takethatct
@sookyblessingtn

Top Tweeters in G8:
@bassaces1
@scorpiotiger77
@charlesbledford
@lissnup
@kraus_read
@fluxcapdoodah
@pause76
@filipowi
@mguru2020
@atomskssanakan

Top Tweeters in G9:
@yasuharusaitoh
@tanuki0223
@yamasaki_hana
@ef827f223si79ji
@truestorybot
@komura17
@popo88670739
@toshit_12sxt
@mitchan1963
@hirospecialweek

Top Tweeters in G10:
@nytimes
@tati_vict
@yvespdb
@yahoonews
@tinresistagain
@breitbartnews
@newsmax
@sebgorka
@junecasagrande
@yaliberty