SARS-COV, Twitter, 11/30/2021 7:51:20 PM, 267275


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SARS-COV_2021-11-30_04-32-02.xlsx
SARS-COV_2021-11-30_04-32-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 30, 2021
Short Description:
SARS-COV via NodeXL https://bit.ly/3EclAJo
@ayjchan
@parsifaler
@gladyssmith_cat
@coroldo1
@erictopol
@florian_krammer
@muller_lab
@jsaholmes
@sciencemagazine
@biovisionary

Top hashtags:
#covid19
#longcovid
#كورونا
#eltequeño
#corona
#opinionescompletas
#covid

Description:
Description
The graph represents a network of 3,836 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 Tuesday, 30 November 2021 at 12:34 UTC.

The requested start date was Tuesday, 30 November 2021 at 01:01 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, 23-hour, 15-minute period from Tuesday, 16 November 2021 at 01:33 UTC to Tuesday, 30 November 2021 at 00:49 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 : 3836
Unique Edges : 2513
Edges With Duplicates : 3754
Total Edges : 6267
Number of Edge Types : 5
Retweet : 1402
MentionsInRetweet : 1960
Mentions : 1723
Replies to : 669
Tweet : 513
Self-Loops : 543
Reciprocated Vertex Pair Ratio : 0.00765575501583949
Reciprocated Edge Ratio : 0.0151951794603091
Connected Components : 755
Single-Vertex Connected Components : 210
Maximum Vertices in a Connected Component : 1110
Maximum Edges in a Connected Component : 2709
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 9.424711
Graph Density : 0.000259464647686842
Modularity : 0.617675
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,836 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 Tuesday, 30 November 2021 at 12:34 UTC.

The requested start date was Tuesday, 30 November 2021 at 01:01 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, 23-hour, 15-minute period from Tuesday, 16 November 2021 at 01:33 UTC to Tuesday, 30 November 2021 at 00:49 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:
[10] https://www.elnacional.com/ciencia-tecnologia/darle-al-virus-donde-mas-le-duele-los-dos-nuevos-antivirales-contra-sars-cov/
[8] https://www.nature.com/articles/s41366-021-01016-9
[7] https://www.elnacional.com/ciencia-tecnologia/omicron-lo-que-no-sabemos-de-la-nueva-variante-del-sars-cov/
[7] https://www.elnacional.com/ciencia-tecnologia/darle-al-virus-donde-mas-le-duele-los-dos-nuevos-antivirales-contra-sars-cov/?utm_source=Twitter&utm_medium=Social&utm_campaign=social
[5] http://www.ertnews.gr/
[5] https://xn--eltequeo-j3a.com/omicron-lo-que-no-sabemos-de-la-nueva-variante-del-sars-cov/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[5] https://cinepop.com.br/critica-sars-cov-o-tempo-da-pandemia-documentario-nacional-sobre-a-pandemia-321376/?amp
[4] https://fos-sa.org/?p=1596
[4] https://archive.md/h9wYK
[3] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4797993/

Top URLs in Tweet in G1:
[1] https://journals.sagepub.com/doi/full/10.1177/20499361211048572?fbclid=IwAR1XpHp1_Dabj_NS817YKAAq1lrKzyw5BrfTwNwFfpg6L7ZtDKYjhu-n2Vw&cookieSet=1
[1] https://threadreaderapp.com/thread/1460799387869892611.html
[1] https://twitter.com/boutaour/status/1462081826680455169
[1] https://patentimages.storage.googleapis.com/e0/4e/2e/09e238c87e2d20/EP1694829B1.pdf

Top URLs in Tweet in G2:
[5] http://www.ertnews.gr/
[4] https://fos-sa.org/?p=1596
[3] https://www.ncbi.nlm.nih.gov/labs/pmc/articles/PMC7114441/
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3335060/
[2] https://awesomecapital.blogspot.com/2021/11/exposure-to-harmless-coronaviruses.html?spref=tw
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7141560/
[2] http://What.The.Fk
[2] https://www.elnacional.com/ciencia-tecnologia/omicron-lo-que-no-sabemos-de-la-nueva-variante-del-sars-cov/
[2] https://www.elnacional.com/ciencia-tecnologia/darle-al-virus-donde-mas-le-duele-los-dos-nuevos-antivirales-contra-sars-cov/
[2] http://ai-vres.blogspot.com/2021/11/sars-cov-2-19112021-7.html

Top URLs in Tweet in G3:
[4] https://archive.md/h9wYK
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1212604/
[2] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0232790
[2] https://www.cdc.gov/mmwr/preview/mmwrhtml/mm5241a2.htm
[2] https://www.sciencedirect.com/science/article/pii/S1876034120300010#fig0010
[1] https://www.selectagents.gov/resources/sagrams/2021.htm
[1] https://www.biorxiv.org/content/10.1101/2021.11.10.467646v1
[1] https://www.federalregister.gov/documents/2021/11/17/2021-25204/possession-use-and-transfer-of-select-agents-and-toxins-addition-of-sars-covsars-cov-2-chimeric
[1] https://www.ncbi.nlm.nih.gov/labs/pmc/articles/PMC1232869/
[1] https://www.sciencedirect.com/science/article/pii/S0166354216304016

Top URLs in Tweet in G4:
[2] https://patents.justia.com/patent/7279327
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2294-9
[1] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0019436
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2294-9%3Ffbclid%3DIwAR3Ox6SzgGOuUc593UgEXxJoZ8bawu51m-KGr59pISTRgcvLH2fDvyPX9xI

Top URLs in Tweet in G5:
[1] https://www.sciencedirect.com/science/article/pii/S0166354220302011
[1] https://pubmed.ncbi.nlm.nih.gov/33544398/
[1] https://www.sciencedirect.com/science/article/pii/S0065277621000298?via%3Dihub

Top URLs in Tweet in G8:
[1] https://twitter.com/EricTopol/status/1460678346979696640
[1] https://www.science.org/doi/10.1126/science.abl4784?cookieSet=1
[1] https://journals.asm.org/doi/full/10.1128/jvi.01085-07?cookieSet=1

Top URLs in Tweet in G9:
[2] https://www.frontiersin.org/articles/10.3389/fcimb.2021.768993/full
[1] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0035421
[1] https://twitter.com/borghi_claudio/status/1462736906559672321

Top Domains
Top Domains in Tweet in Entire Graph:
[69] twitter.com
[47] nih.gov
[27] ertnews.gr
[24] elnacional.com
[19] nature.com
[18] sporadestv.com
[16] astratv.gr
[14] blogspot.com
[9] plos.org
[8] sciencedirect.com

Top Domains in Tweet in G1:
[1] sagepub.com
[1] threadreaderapp.com
[1] twitter.com
[1] googleapis.com

Top Domains in Tweet in G2:
[23] twitter.com
[22] ertnews.gr
[18] sporadestv.com
[16] nih.gov
[16] astratv.gr
[14] blogspot.com
[4] elnacional.com
[4] fos-sa.org
[3] anaskopisi.gr
[3] lefkadatoday.gr

Top Domains in Tweet in G3:
[5] nih.gov
[4] archive.md
[3] sciencedirect.com
[2] biorxiv.org
[2] plos.org
[2] cdc.gov
[2] twitter.com
[1] selectagents.gov
[1] federalregister.gov
[1] com.au

Top Domains in Tweet in G4:
[2] nature.com
[2] justia.com
[1] plos.org

Top Domains in Tweet in G5:
[2] sciencedirect.com
[1] nih.gov

Top Domains in Tweet in G8:
[1] twitter.com
[1] science.org
[1] asm.org

Top Domains in Tweet in G9:
[2] frontiersin.org
[1] plos.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[13] covid19
[10] longcovid
[8] كورونا
[5] eltequeño
[5] corona
[5] opinionescompletas
[4] covid
[4] كوفيد_19
[3] worry
[3] merging



Top Hashtags in Tweet in G1:
[5] longcovid

Top Hashtags in Tweet in G2:
[9] covid19
[3] coronavirus
[2] longcovid
[2] 2019ncov
[1] todayinhistory
[1] children
[1] covidfacts
[1] covidgesetznein
[1] entwurmungsmittel
[1] ivermectin

Top Hashtags in Tweet in G4:
[1] nomorefear

Top Hashtags in Tweet in G5:
[3] vitamind
[1] covidvaccine

Top Hashtags in Tweet in G8:
[1] omicron

Top Hashtags in Tweet in G9:
[1] vaccino
[1] variantesudafricana
[1] covid19
[1] approvazione

Top Words
Top Words in Tweet in Entire Graph:
[3038] cov
[3020] sars
[396] virus
[318] potion
[266] spike
[226] par
[216] ace2
[213] question
[191] variante
[184] mers

Top Words in Tweet in G1:
[306] potion
[201] par
[155] magique
[155] ce
[153] troisième
[153] dose
[153] qualifiée
[153] davidpujadas
[153] question
[153] experts

Top Words in Tweet in G2:
[420] sars
[417] cov
[71] η
[71] των
[56] virus
[48] δήμο
[44] εξέλιξη
[44] νέων
[44] μολύνσεων
[44] πανελλαδικά

Top Words in Tweet in G3:
[262] sars
[262] cov
[79] r_h_ebright
[68] chimeric
[57] very
[43] ayjchan
[43] viruses
[43] hhs
[42] select
[37] virulence

Top Words in Tweet in G4:
[18] sars
[18] cov
[13] andylumm
[12] burgerlab12
[12] tierrahenson
[10] kathmarval
[10] markmcdougall13
[10] nyob7714
[10] wjack76995
[9] mcfunny

Top Words in Tweet in G5:
[290] sars
[290] cov
[139] spike
[138] lessons
[138] past
[138] intentionally
[138] suppressed
[138] pre
[138] knowledge
[138] ace2

Top Words in Tweet in G6:
[125] turistas
[124] rep
[124] dom
[124] necesita
[124] pedir
[124] prueba
[124] pcr
[124] antígeno
[124] sars
[124] cov

Top Words in Tweet in G7:
[4] bigrakadoc
[3] johndublin10
[3] bubbasranch
[3] 4clearsky
[3] chimera414
[3] glenncarr6
[3] jimdtweet
[3] sandcastle1975
[3] ericwil06256732
[2] tragiicomedy

Top Words in Tweet in G8:
[116] cov
[78] sars
[54] florian_krammer
[51] question
[51] drug
[44] mers
[40] human
[40] covs
[39] serious
[39] work

Top Words in Tweet in G9:
[122] sars
[112] cov
[39] anticorpi
[34] condividono
[34] genomi
[34] proteomi
[34] studio
[34] rivelato
[34] gli
[31] chancegardiner

Top Words in Tweet in G10:
[76] cov
[72] sars
[63] nickmmark
[63] metformin
[63] study
[63] inhibits
[63] replication
[62] anti
[62] vax
[62] crazies

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2850] sars,cov
[287] cov,sars
[162] cov,spike
[161] mers,cov
[161] potion,magique
[159] troisième,dose
[159] dose,qualifiée
[159] qualifiée,potion
[159] magique,par
[159] par,davidpujadas

Top Word Pairs in Tweet in G1:
[155] potion,magique
[153] troisième,dose
[153] dose,qualifiée
[153] qualifiée,potion
[153] magique,par
[153] par,davidpujadas
[153] davidpujadas,question
[153] question,experts
[153] experts,ce
[153] ce,potion

Top Word Pairs in Tweet in G2:
[400] sars,cov
[44] η,εξέλιξη
[44] εξέλιξη,των
[44] των,νέων
[44] νέων,μολύνσεων
[44] μολύνσεων,sars
[44] cov,πανελλαδικά
[44] πανελλαδικά,με
[44] με,μια
[44] μια,ματιά

Top Word Pairs in Tweet in G3:
[255] sars,cov
[95] cov,sars
[65] cov,chimeric
[40] r_h_ebright,hhs
[35] chimeric,viruses
[34] viruses,resulting
[33] sounds,very
[33] very,specific
[33] specific,someone
[33] someone,created

Top Word Pairs in Tweet in G4:
[16] sars,cov
[8] burgerlab12,markmcdougall13
[8] markmcdougall13,nyob7714
[6] browningneelyn,kayvonpaul
[6] ghoppe,will_holliday1
[6] will_holliday1,barryjohnreid21
[6] barryjohnreid21,nateweymouth
[6] nateweymouth,fineandbrennan
[6] fineandbrennan,johnbee888
[6] rodfair2,dekkplans

Top Word Pairs in Tweet in G5:
[290] sars,cov
[138] lessons,past
[138] past,intentionally
[138] intentionally,suppressed
[138] suppressed,pre
[138] pre,sars
[138] cov,knowledge
[138] knowledge,ace2
[138] ace2,functions
[138] functions,sars

Top Word Pairs in Tweet in G6:
[124] rep,dom
[124] dom,necesita
[124] necesita,pedir
[124] pedir,turistas
[124] turistas,prueba
[124] prueba,pcr
[124] pcr,antígeno
[124] antígeno,sars
[124] sars,cov
[124] cov,ante

Top Word Pairs in Tweet in G7:
[3] johndublin10,bubbasranch
[3] bubbasranch,4clearsky
[3] 4clearsky,chimera414
[3] chimera414,glenncarr6
[3] glenncarr6,jimdtweet
[3] jimdtweet,sandcastle1975
[3] sandcastle1975,bigrakadoc
[3] bigrakadoc,ericwil06256732
[2] sars,cov
[2] kenneth72712993,johndublin10

Top Word Pairs in Tweet in G8:
[74] sars,cov
[42] cov,mers
[42] mers,cov
[39] serious,question
[39] question,drug
[39] drug,work
[39] work,against
[39] against,sars
[39] cov,human
[39] human,seasonal

Top Word Pairs in Tweet in G9:
[112] sars,cov
[34] cov,sars
[34] cov,condividono
[34] condividono,genomi
[34] genomi,proteomi
[34] studio,rivelato
[34] rivelato,gli
[34] gli,anticorpi
[31] chancegardiner,sars
[26] proteomi,nostro

Top Word Pairs in Tweet in G10:
[72] sars,cov
[63] inhibits,sars
[63] cov,replication
[62] anti,vax
[62] vax,crazies
[62] crazies,embracing
[62] embracing,metformin
[62] metformin,miracle
[62] miracle,cure
[62] cure,study

Top Replied-To
Top Replied-To in Entire Graph:
@mrnegromilitant
@giovaquez
@mochao33
@andylumm
@franciscodeasis
@saphirshine
@dcgreenzone1
@fanpage
@reportrai3
@intuslegens

Top Replied-To in G1:
@deconinckjason

Top Replied-To in G3:
@franciscodeasis
@gregkoblentz
@antgduarte
@earth___crisis
@cartwreck
@fitterhappieraj
@ntvpodcast
@mrandersoninneo
@centristxtreme
@drandytsun

Top Replied-To in G4:
@andylumm
@dcgreenzone1
@takethatct
@somethinsomethi
@thesecretsarah
@rtheatheist
@burgerlab12
@wendyorent
@andrewlazarus4

Top Replied-To in G5:
@uno_bandit
@connyr0mer
@749joanie

Top Replied-To in G7:
@malo_j
@johndublin10

Top Replied-To in G8:
@who
@florian_krammer
@stuartjdneil
@ozofperception
@saudeemfoco
@nytimes
@tcritch1
@covidserology
@michaelworobey
@atarilo1

Top Replied-To in G9:
@giovaquez
@fanpage
@intuslegens
@reportrai3
@alberto41301878
@risatonicola
@madforfree
@slevinpollak888
@delmastrosimone
@adnkronos

Top Replied-To in G10:
@grumpyolddoc
@nickmmark

Top Mentioned
Top Mentioned in Entire Graph:
@davidpujadas
@boutaour
@parsifaler
@pastormnunez
@r_h_ebright
@nickmmark
@florian_krammer
@medic4allhuman
@ayjchan
@drpguerin

Top Mentioned in G1:
@davidpujadas
@boutaour
@medic4allhuman
@flobga
@tomasoantonacci
@parsifaler
@lci
@24hpujadas
@stopkorona2
@darkghost57

Top Mentioned in G2:
@namikof
@afcasoli
@pmisurakarta
@kabujiru
@cmencke
@fengler_paul
@southerngemgal
@fractalharry

Top Mentioned in G3:
@r_h_ebright
@ayjchan
@daoyu15
@baobaoxiaoliao
@honigsbaum
@antgduarte
@franciscodeasis
@mattwridley
@billybostickson
@theseeker268

Top Mentioned in G4:
@tierrahenson
@burgerlab12
@kathmarval
@markmcdougall13
@nyob7714
@wjack76995
@andylumm
@mcfunny
@carlsmythe
@mdrisette

Top Mentioned in G5:
@parsifaler
@drjohnb2
@sebastianhantel
@749joanie
@kaischulze_
@ayjchan

Top Mentioned in G6:
@pastormnunez

Top Mentioned in G7:
@bigrakadoc
@bubbasranch
@4clearsky
@chimera414
@glenncarr6
@jimdtweet
@sandcastle1975
@ericwil06256732
@tragiicomedy
@kenneth72712993

Top Mentioned in G8:
@florian_krammer
@erictopol
@michaelworobey
@sciencemagazine
@cheewahtan2
@nytimes
@billybostickson
@isabellwelpe
@_everythingism
@muller_lab

Top Mentioned in G9:
@chancegardiner
@dreqvenge2020
@eleonora_1964
@risatonicola
@borghi_claudio
@barbarab1974
@master65
@___claudias___
@fanpage
@ayjchan

Top Mentioned in G10:
@nickmmark
@jljcolorado

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@tokoroten510
@inabster
@limportant_fr
@lizditz
@mulher_noticia
@thehill
@menabster
@sonialavera
@msmwatchdog2013

Top Tweeters in G1:
@thalassa2008
@sylvita30
@actusnonstop
@laizet2
@mfennormandie
@afpfr
@domjdom
@astsof
@delalande72
@4litanglilou67

Top Tweeters in G2:
@troubleddays
@stigmabased
@astratv1
@suaradotcom
@southerngemgal
@castrofor
@sporadestv
@taxispanos
@cb_television
@absolen6

Top Tweeters in G3:
@bassaces1
@demiurgotuiter
@arbara0728b
@lissnup
@barryjwoods
@bichikota
@larryboorstein
@kindeandtrue
@whywouldyou_uk
@prometheusgreen

Top Tweeters in G4:
@adevotedyogi
@doritmi
@_mamadeb
@tony__heller
@michaelbranniga
@denutrients
@monstercoyliar
@kath2cats
@markready47
@wjack76995

Top Tweeters in G5:
@daamy
@eureoscriss
@lobomai
@just4thecause
@disinfector
@anicabudimir
@dayflyer
@thesinglewing
@mamafrann
@a_xpz

Top Tweeters in G6:
@nvl1987
@mr_jeffry
@wrgenao
@hectorherrerac
@diegoruscitti
@chusosaruiz
@angelantoniod
@raysacruzzz
@rafaelread
@yamm_mt

Top Tweeters in G7:
@kareshy_masu
@symonsez13
@robmeekel
@oscarswild1
@applelaw1sandra
@angel_13_rising
@geraldkutney
@chimera414
@dawntj90
@malo_j

Top Tweeters in G8:
@nytimes
@jazzmanahn
@ft
@tashica4
@renissance_1
@jccordero28
@merlotvine
@rosenfieldclar1
@rexannakeats
@ekliesspies

Top Tweeters in G9:
@sonialavera
@valy_s
@adnkronos
@efisio31251859
@borghi_claudio
@maryfagi
@shopenauerwho
@alessandro1846
@fanpage
@doluccia16

Top Tweeters in G10:
@lizditz
@tomo_hiko
@wolveriffverine
@ikhwansolveig
@pash22
@drshahrul80
@scepticalaussie
@casualcactii
@kithseer
@ecobard