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SARS-COV_2020-09-21_01-55-52.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 21, 2020
Short Description:
SARS-COV via NodeXL https://bit.ly/35UtPvn
@realdonaldtrump
@flavinkins
@edrybicki
@marooncape
@gmwatch
@drones4usa
@msnorthcott
@existential2020
@drsimonegold
@daniel_bilar

Top hashtags:
#sarscov2
#qplusnews
#coronavirus
#covid19
#chlorinedioxideworks
#closys
#bats

Description:
Description
The graph represents a network of 4,252 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 Monday, 21 September 2020 at 08:58 UTC.

The requested start date was Monday, 21 September 2020 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, 22-hour, 34-minute period from Monday, 07 September 2020 at 00:14 UTC to Sunday, 20 September 2020 at 22:48 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 : 4252
Unique Edges : 2906
Edges With Duplicates : 4303
Total Edges : 7209
Number of Edge Types : 5
Retweet : 1691
MentionsInRetweet : 2205
Mentions : 1958
Replies to : 823
Tweet : 532
Self-Loops : 579
Reciprocated Vertex Pair Ratio : 0.0192754296330701
Reciprocated Edge Ratio : 0.0378218272955115
Connected Components : 807
Single-Vertex Connected Components : 254
Maximum Vertices in a Connected Component : 909
Maximum Edges in a Connected Component : 2312
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 7.979752
Graph Density : 0.000242818191414427
Modularity : 0.613397
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 4,252 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 Monday, 21 September 2020 at 08:58 UTC.

The requested start date was Monday, 21 September 2020 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, 22-hour, 34-minute period from Monday, 07 September 2020 at 00:14 UTC to Sunday, 20 September 2020 at 22:48 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:
[11] https://jvi.asm.org/content/early/2020/09/10/JVI.01410-20
[7] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fnm.3985
[7] https://qplusnews.com/closys-mouthwash-kills-sars-cov
[6] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1232869/
[6] https://dx.doi.org/10.1101/2020.09.08.284737
[6] https://www.youtube.com/watch?v=1OksrNgvVO0&feature=youtu.be

[5] https://twitter.com/santacruzarg/status/1307012160124522496
[5] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flaninf%2Farticle%2FPIIS1473-3099%2820%2930484-9%2Ffulltext&rc=0
[5] https://www.biorxiv.org/content/10.1101/2020.09.08.284737v1
[5] https://qplusnews.com/hcq-effective-against-sars-cov-part-3

Top URLs in Tweet in G2:
[3] https://www.biorxiv.org/content/10.1101/2020.09.08.284737v1
[3] https://twitter.com/santacruzarg/status/1307012160124522496
[2] https://www.biorxiv.org/cgi/content/short/2020.09.08.284737v1
[2] https://awesomecapital.blogspot.com/2020/09/acute-transverse-myelitis-associated.html?spref=tw
[2] https://science.sciencemag.org/content/369/6510/1505
[2] https://www.acquavivalive.it/news/attualita/973973/antonio-sanguedolce-sono-35-i-nuovi-casi-di-contagio-da-sars-cov-2-rilevati-oggi
[1] https://www.sciencedirect.com/science/article/pii/S1286457920300824
[1] https://tweetedtimes.com/v/2894?s=tnp
[1] https://twitter.com/marionkoopmans/status/1302839813138153472
[1] https://www.medino.com/article/science-behind-zinc-for-immunity?utm_campaign=the-science-behind-zinc-for-immunity&utm_medium=social_link&utm_source=missinglettr

Top URLs in Tweet in G4:
[1] https://twitter.com/MarcusBeam1/status/1304258022500454400
[1] https://twitter.com/TimTravis2/status/1304131566809964546
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2550-z
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41591-020-1083-1
[1] https://childrenshealthdefense.org/news/gates-and-companys-covid-19-vaccine-boosterism-ignores-significant-sars-coronavirus-vaccine-risks-known-for-over-a-decade/
[1] https://twitter.com/HeckofaLiberal/status/1287809236420894721?s=20

Top URLs in Tweet in G5:
[1] https://twitter.com/dayarvsvau/status/1298314565789405185

Top URLs in Tweet in G6:
[1] https://apple.news/A2BQ2g_qJQ1qIlZT-MXYL_g
[1] https://twitter.com/Doc_Myles/status/1306458369373347840
[1] https://www.jpost.com/health-science/israeli-scientists-in-three-weeks-we-will-have-coronavirus-vaccine-619101
[1] https://www.foxnews.com/health/university-pittsburgh-antibody-neutralizes-coronavirus
[1] https://www.niaid.nih.gov/diseases-conditions/coronaviruses

Top URLs in Tweet in G7:
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fnm.3985
[2] https://www.researchgate.net/publication/254615633_Cofactors_in_Coronavirus_Entry
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4801287/
[2] https://patents.justia.com/patent/7279327
[1] https://ncrc.jhsph.edu/research/no-evidence-of-coronaviruses-or-other-potentially-zoonotic-viruses-in-sunda-pangolins-manis-javanica-entering-the-wildlife-trade-via-malaysia/
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00660-x
[1] https://www.virology.ws/2020/02/13/furin-cleavage-site-in-the-sars-cov-2-coronavirus-glycoprotein/
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2196-x
[1] http://news.unchealthcare.org/news/2020/june/researchers-map-sars-cov-2-infection-in-cells-of-nasal-cavity-bronchia-lungs
[1] https://www.researchgate.net/publication/341430599_Background_mechanisms_of_olfactory_dysfunction_in_COVID-19_expression_of_ACE2_TMPRSS2_and_Furin_in_the_nose_and_olfactory_bulb_in_human_and_mice

Top URLs in Tweet in G9:
[2] https://twitter.com/presscoreca/status/1301456233891868675
[1] https://pubmed.ncbi.nlm.nih.gov/28011970/
[1] https://twitter.com/presscoreca/status/1299698400758300673
[1] https://twitter.com/presscoreca/status/1300585717572292608
[1] https://pubmed.ncbi.nlm.nih.gov/15650225/

Top URLs in Tweet in G10:
[1] https://www.insidesources.com/joe-bidens-draft-record-looks-a-lot-like-donald-trumps-do-democrats-care/
[1] https://www.cdc.gov/media/releases/2020/p0130-coronavirus-spread.html
[1] https://www.biorxiv.org/cgi/content/short/2020.09.08.284737v1
[1] https://www.healthline.com/health/coronavirus-vs-sars#whats-a-coronavirus
[1] https://virologyj.biomedcentral.com/articles/10.1186/1743-422X-2-69

Top Domains
Top Domains in Tweet in Entire Graph:
[80] twitter.com
[43] nih.gov
[29] nature.com
[16] asm.org
[16] qplusnews.com
[15] youtube.com
[15] biorxiv.org
[12] maghreb-post.de
[11] elsevierhealth.com
[9] cdc.gov

Top Domains in Tweet in G2:
[41] twitter.com
[9] biorxiv.org
[6] linkedin.com
[6] trialbulletin.com
[4] sciencemag.org
[3] oup.com
[3] nih.gov
[2] sciencedirect.com
[2] nature.com
[2] blogspot.com

Top Domains in Tweet in G4:
[3] twitter.com
[2] nature.com
[1] childrenshealthdefense.org

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[1] apple.news
[1] twitter.com
[1] jpost.com
[1] foxnews.com
[1] nih.gov

Top Domains in Tweet in G7:
[6] nature.com
[5] twitter.com
[5] nih.gov
[3] researchgate.net
[2] wikipedia.org
[2] tandfonline.com
[2] justia.com
[1] jhsph.edu
[1] virology.ws
[1] unchealthcare.org

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

Top Domains in Tweet in G10:
[1] insidesources.com
[1] cdc.gov
[1] biorxiv.org
[1] healthline.com
[1] biomedcentral.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[56] sarscov2
[48] qplusnews
[45] coronavirus
[41] covid19
[26] chlorinedioxideworks
[21] closys
[19] bats
[11] kag
[9] hcqworks
[8] chlorinedioxide



Top Hashtags in Tweet in G2:
[6] covid19
[6] coronavirus
[4] covid
[2] oms
[2] impact
[2] ace2
[2] 新型コロナウイルス
[1] sarscov3
[1] zincsupplements
[1] zincimmunity

Top Hashtags in Tweet in G5:
[1] newyorkprotests
[1] michiganprotest

Top Hashtags in Tweet in G6:
[1] factsmatter
[1] covid19
[1] thisisallontrump

Top Hashtags in Tweet in G7:
[2] covid19
[1] coronavirus
[1] sarscov2

Top Hashtags in Tweet in G9:
[1] coronavirus

Top Hashtags in Tweet in G10:
[1] biorxiv

Top Words
Top Words in Tweet in Entire Graph:
[3612] cov
[3476] sars
[727] covid
[682] hcov
[599] virus
[441] coronavirus
[414] 19
[404] mers
[369] 2002
[362] 2004

Top Words in Tweet in G1:
[319] epidemia
[319] sars
[319] cov
[319] em
[319] 2002
[319] 2004
[319] mostrou
[319] fechar
[319] escolas
[319] não

Top Words in Tweet in G2:
[436] cov
[425] sars
[82] virus
[49] covid
[45] 19
[45] mers
[36] coronavirus
[23] receptor
[22] respiratory
[21] more

Top Words in Tweet in G3:
[600] hcov
[450] cov
[300] sars
[152] coronavirus
[150] positivo
[150] 229e
[150] oc43
[150] nl63
[150] hku1
[150] mers

Top Words in Tweet in G4:
[137] sars
[137] cov
[116] virus
[114] gain
[114] function
[112] msnorthcott
[112] research
[111] funded
[111] bat
[110] fauci

Top Words in Tweet in G5:
[127] 19
[106] cov
[105] sars
[74] niet
[65] staat
[64] covid
[64] lijst
[63] meer
[62] anja_36
[62] staatscourant

Top Words in Tweet in G6:
[67] sars
[67] cov
[26] realdonaldtrump
[25] virus
[16] covid
[15] 19
[13] mers
[12] china
[9] world
[9] coronavirus

Top Words in Tweet in G7:
[148] cov
[139] sars
[40] virus
[22] paper
[22] ayjchan
[22] site
[21] __ice9
[21] flavinkins
[18] furin
[17] backbone

Top Words in Tweet in G8:
[95] científicos
[95] cambiando
[95] medida
[95] conociendo
[94] nataliavartan
[94] gente
[94] critica
[94] ir
[94] posiciones
[94] acerca

Top Words in Tweet in G9:
[114] presscoreca
[56] against
[54] 2005
[54] nitric
[54] oxide
[50] treatment
[40] vaccine
[38] human
[37] coronaviruses
[36] caused

Top Words in Tweet in G10:
[74] sars
[71] cov
[25] bat
[21] many
[21] species
[21] potential
[21] hosts
[21] evidence
[21] ace2
[21] receptor

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3231] sars,cov
[417] cov,sars
[342] mers,cov
[332] covid,19
[330] 2002,2004
[322] em,2002
[321] epidemia,sars
[320] cov,em
[320] 2004,mostrou
[320] mostrou,fechar

Top Word Pairs in Tweet in G1:
[319] epidemia,sars
[319] sars,cov
[319] cov,em
[319] em,2002
[319] 2002,2004
[319] 2004,mostrou
[319] mostrou,fechar
[319] fechar,escolas
[319] escolas,não
[319] não,diminuía

Top Word Pairs in Tweet in G2:
[395] sars,cov
[43] cov,sars
[42] covid,19
[35] mers,cov
[18] respiratory,syndrome
[17] acute,respiratory
[17] cov,mers
[16] cov,virus
[16] severe,acute
[15] coronavirus,sars

Top Word Pairs in Tweet in G3:
[300] sars,cov
[150] positivo,coronavirus
[150] hcov,229e
[150] 229e,hcov
[150] hcov,oc43
[150] oc43,hcov
[150] hcov,nl63
[150] nl63,hcov
[150] hcov,hku1
[150] hku1,sars

Top Word Pairs in Tweet in G4:
[135] sars,cov
[114] gain,function
[110] fauci,funded
[110] funded,gain
[110] function,research
[110] research,university
[110] university,north
[110] north,carolina
[110] carolina,chapel
[110] chapel,hill

Top Word Pairs in Tweet in G5:
[97] sars,cov
[65] cov,19
[63] niet,meer
[62] staatscourant,gisteren
[62] gisteren,bekendmaking
[62] bekendmaking,covid
[62] covid,19
[62] 19,sars
[62] 19,staat
[62] staat,niet

Top Word Pairs in Tweet in G6:
[58] sars,cov
[14] covid,19
[9] mers,cov
[7] cov,sars
[6] cov,2002
[5] human,coronavirus
[5] 2002,2004
[5] 2004,covid
[5] 19,china
[5] 2019,ncov

Top Word Pairs in Tweet in G7:
[132] sars,cov
[14] cleavage,site
[12] ale_battini,seven7ins
[12] seven7ins,lynnfynn3
[12] lynnfynn3,travellightp1
[12] travellightp1,chartreader2
[12] chartreader2,covidmillion
[11] furin,cleavage
[9] cov,spike
[9] mouse,adapted

Top Word Pairs in Tweet in G8:
[95] medida,conociendo
[94] gente,critica
[94] critica,científicos
[94] científicos,ir
[94] ir,cambiando
[94] cambiando,posiciones
[94] posiciones,medida
[94] conociendo,acerca
[94] acerca,algún
[93] nataliavartan,gente

Top Word Pairs in Tweet in G9:
[54] nitric,oxide
[36] human,coronaviruses
[35] vaccine,protect
[35] protect,against
[35] against,human
[35] coronaviruses,specific
[35] specific,treatments
[35] treatments,illnesses
[35] illnesses,caused
[34] presscoreca,vaccine

Top Word Pairs in Tweet in G10:
[71] sars,cov
[22] cov,sars
[21] many,bat
[21] bat,species
[21] species,potential
[21] potential,hosts
[21] hosts,sars
[21] cov,evidence
[21] evidence,ace2
[21] ace2,receptor

Top Replied-To
Top Replied-To in Entire Graph:
@ayjchan
@waltisiegrist
@realdonaldtrump
@halvorz
@felicea
@nolanursern
@tsmit103
@landau_18901
@joyvbehar
@markmewerds

Top Replied-To in G4:
@peterraubs

Top Replied-To in G5:
@patricksavalle
@minpres
@usarmy
@jfj15561913
@jpreijinga
@thierrybaudet
@utobian
@dewaarh13436565
@hugodejonge
@fritstenhove

Top Replied-To in G6:
@realdonaldtrump
@tribelaw
@faithn99
@saria808
@marky_mark1971
@lahonette
@maryam1442
@changkjuns
@mnsbc1
@genflynn

Top Replied-To in G7:
@ayjchan
@halvorz
@ale_battini
@__ice9
@flavinkins
@phant0m0f0pera
@jj2000426
@trvrb
@unlearnedhands
@bidolinicola

Top Replied-To in G8:
@nataliavartan

Top Replied-To in G10:
@zev_dr
@mdrinnert
@karenamma
@amos5210
@cpt_stanley
@tismdude
@nurse_cpena
@destroyercount
@vonsuermann
@peternavarro45

Top Mentioned
Top Mentioned in Entire Graph:
@alessandroloio2
@qspan0n
@presscoreca
@msnorthcott
@nataliavartan
@anja_36
@baobaoxiaoliao
@urbanx_f
@cieseksandra
@flahault

Top Mentioned in G1:
@alessandroloio2

Top Mentioned in G2:
@marymar28207884
@leve_raged
@coronav56327011
@cmencke
@jeapam

Top Mentioned in G3:
@qspan0n
@qan0ns

Top Mentioned in G4:
@msnorthcott
@tlowdon
@michaelcoudrey
@childrenshd
@smackenziekerr

Top Mentioned in G5:
@anja_36
@dayarvsvau
@nos
@minpres
@wybrenvanhaga
@marionkoopmans
@usarmy
@jfj15561913
@bartroovers81
@jebroer

Top Mentioned in G6:
@realdonaldtrump
@presssec
@jenifer__5
@joebiden
@kylegriffin1
@thehill
@breitbartnews
@vp
@jrehling
@marky_mark1971

Top Mentioned in G7:
@__ice9
@flavinkins
@ayjchan
@seven7ins
@lynnfynn3
@travellightp1
@chartreader2
@covidmillion
@theseeker268
@ale_battini

Top Mentioned in G8:
@nataliavartan

Top Mentioned in G9:
@presscoreca

Top Mentioned in G10:
@biorxivpreprint
@existential2020
@atashworth
@ethicalskeptic
@zev_dr
@julianne_wiley
@tomfitton
@realdonaldtrump
@judicialwatch
@hold2llc

Top Tweeters
Top Tweeters in Entire Graph:
@sumariumcom
@isaaranjuez
@revolution_fr
@missyjo79
@el_universal_mx
@drdaveanddee
@citrus_kyoto
@crweworld
@thehill
@ia_regnum

Top Tweeters in G1:
@pauloparmm
@pec56urgente
@new_delia
@daysebarela
@kassatti
@angelicaguirele
@confiante3
@josmarcelodona3
@reallytando
@luciannedalsec1

Top Tweeters in G2:
@crweworld
@rigotordoc
@srzhtesfay
@fbwm8888
@sk_twicemomo96
@iwearagasmask
@olivanoticias
@tothur
@sharptusk
@khandanim

Top Tweeters in G3:
@chaconjender
@pepitobarcelona
@sin_pepitas_
@jappserrallo
@jhonatanro
@nightingaleyor1
@marecaellum
@cerezzadiaz
@villamonalva
@luale1111lujan

Top Tweeters in G4:
@drdaveanddee
@owlwoman911_
@icare4america16
@madrynha2012
@z_chrissie
@cjsienna55
@kldude
@boltladypls
@lawyer4laws
@la_cooks

Top Tweeters in G5:
@telegraaf
@nos
@skynewsaust
@obraeckenssieck
@plepsart
@caelisangelus
@fritstenhove
@jebroer
@ronpeppenster
@eradus2911

Top Tweeters in G6:
@thehill
@ajcalmaga
@funder
@ljt_is_me
@ericmmatheny
@shawnt1973
@breitbartnews
@oann
@vamercedeslady
@thelastrefuge2

Top Tweeters in G7:
@zerohedge
@smadygo
@luigi_warren
@scotbot
@valuabletofind1
@petrusmax4
@gmwatch
@bostonmagazine
@scottadamssays
@antihero_kate

Top Tweeters in G8:
@escritoenmi
@cordobesdel72
@ninesmafia
@ruth4lis
@kjwbxg
@julia6212
@panchopitu
@lajula13
@barbysev
@rosastark_

Top Tweeters in G9:
@havenaar64
@levyloiseau
@garden_nome1
@johnnieoil
@mountkidd
@lisamar91564392
@casperthemedic
@canadaknife
@cubes2013
@boysha

Top Tweeters in G10:
@michaelbeatty3
@goldstuart
@sshin6591
@faythejmm7
@r_daneel_0livaw
@mtanichthys
@reneelascala
@biorxivpreprint
@judicialwatch
@crslan2


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