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SARS-COV_2021-04-08_03-08-29.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
April 09, 2021
Short Description:
SARS-COV via NodeXL https://bit.ly/3mzCR7x
@parsifaler
@marcelopuella
@daoyu15
@theseeker268
@dgrouf
@r_h_ebright
@sentado2021
@mariaje45669909
@rubic3n
@bidolinicola

Top hashtags:
#sarscov2
#covid19
#44285
#ccp
#cubaporlavida
#coronavirus
#cuba
#salud

Description:
Description
The graph represents a network of 4,122 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, 08 April 2021 at 10:15 UTC.

The requested start date was Tuesday, 06 April 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, 23-hour, 2-minute period from Tuesday, 23 March 2021 at 00:23 UTC to Monday, 05 April 2021 at 23:26 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 : 4122
Unique Edges : 2649
Edges With Duplicates : 4019
Total Edges : 6668
Number of Edge Types : 5
Retweet : 1637
MentionsInRetweet : 2012
Mentions : 1737
Replies to : 688
Tweet : 594
Self-Loops : 632
Reciprocated Vertex Pair Ratio : 0.0114329268292683
Reciprocated Edge Ratio : 0.0226073850791258
Connected Components : 872
Single-Vertex Connected Components : 283
Maximum Vertices in a Connected Component : 605
Maximum Edges in a Connected Component : 1376
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.786338
Graph Density : 0.00023435896729465
Modularity : 0.612676
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 4,122 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, 08 April 2021 at 10:15 UTC.

The requested start date was Tuesday, 06 April 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, 23-hour, 2-minute period from Tuesday, 23 March 2021 at 00:23 UTC to Monday, 05 April 2021 at 23:26 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:
[40] https://somich.cl/seminario-de-actualizacion-variantes-sars-cov-2-conceptos-e-impacto/
[13] https://www.pnas.org/content/112/30/9436
[13] https://diagnostics.roche.com/jp/ja/products/params/cobas-sars-cov-2-test.html
[13] https://www.info.pmda.go.jp/downfiles/md/PDF/700025/700025_13B1X00201000056_A_01_04.pdf
[12] https://www.wakenbtech.co.jp/product/post-18906
[8] https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3001128
[8] https://regionalsantiago.cl/seminario-de-actualizacion-variantes-sars-cov-2-conceptos-e-impacto/
[7] https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3001158
[7] https://factuel.afp.com/cette-etude-de-2005-ne-demontre-pas-lefficacite-de-la-chloroquine-contre-le-covid
[6] https://www.news-medical.net/news/20210401/Temperature-difference-in-the-upper-and-lower-respiratory-tract-influences-SARS-CoV-2-replication.aspx

Top URLs in Tweet in G2:
[3] http://idepsalud.org/teresa-forcades-karina-acevedo-conferencia-actualizada-vacunas-contra-el-sars-cov-2/
[2] https://awesomecapital.blogspot.com/2021/03/reduced-bnt162b2-mrna-vaccine-response.html?spref=tw
[2] https://www.instagram.com/accounts/login/
[2] https://blogpinali.wordpress.com/2021/03/25/scoperto-un-farmaco-che-intrappola-il-virus-sars-cov-2/
[2] https://pubmed.ncbi.nlm.nih.gov/14648488/
[2] https://www.rfi.fr/fr/podcasts/les-dessous-de-l-infox-la-chronique/20210326-non-le-variant-breton-du-sars-cov-2-n-est-pas-une-invention
[2] https://journals.plos.org/plosone/doi?id=10.1371/journal.pbio.3001158
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41564-020-00789-5
[2] http://ai-vres.blogspot.com/2021/03/sars-cov-2-293.html
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2176051/

Top URLs in Tweet in G3:
[5] https://www.pnas.org/content/105/50/19944
[4] https://drive.google.com/drive/folders/1Bdz7_ZJFHdXPEeAKjcQxFd_qe-sheOlh
[2] https://twitter.com/Rossana38510044/status/1312412494380568578
[1] https://twitter.com/Ayjchan/status/1374109944786653188
[1] https://arxiv.org/abs/2012.00627
[1] https://archive.is/lRekw
[1] https://www.sciencedirect.com/science/article/pii/S2211124720311748
[1] https://www.biorxiv.org/content/10.1101/2020.11.16.384743v1
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2951-z
[1] https://insight.jci.org/articles/view/123158

Top URLs in Tweet in G4:
[1] https://www.fluoridefreepeel.ca/fois-reveal-that-health-science-institutions-around-the-world-have-no-record-of-sars-cov-2-isolation-purification/

Top URLs in Tweet in G6:
[3] https://twitter.com/SorenSchifter/status/1378626553479827456

Top URLs in Tweet in G7:
[5] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flaninf%2Farticle%2FPIIS1473-3099%252804%252901177-6%2Ffulltext&rc=0
[4] https://www.agoravox.fr/actualites/technologies/article/un-sars-cov-circulait-il-bien-231942
[1] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0008342
[1] https://pubmed.ncbi.nlm.nih.gov/33330860/
[1] https://www.researchgate.net/publication/8119695_Development_of_mouse_hepatitis_virus_and_SARS-CoV_infectious_cDNA_constructs
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fnrmicro2090
[1] https://doi.org/10.1101/2021.02.11.430866doi
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41564-020-00789-5

Top URLs in Tweet in G9:
[5] https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3001128
[5] https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3001158
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flanmic%2Farticle%2FPIIS2666-5247%2821%2900027-6%2Ffulltext&rc=0
[1] https://academic.oup.com/occmed/advance-article/doi/10.1093/occmed/kqab034/6176307
[1] http://feeds.plos.org/~r/plosbiology/NewArticles/~3/uC2PdVrny4Y/article
[1] https://threadreaderapp.com/thread/1375828587639627779.html
[1] https://www.kyushu-u.ac.jp/f/42999/21_03_23_01.pdf
[1] https://journals.plos.org/plosbiology/article?id=10.1371%2Fjournal.pbio.3001128&utm_source=dlvr.it&utm_medium=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[81] twitter.com
[59] nih.gov
[40] somich.cl
[28] plos.org
[19] pnas.org
[18] nature.com
[15] maghreb-post.de
[14] sporadestv.com
[14] roche.com
[13] go.jp

Top Domains in Tweet in G2:
[42] twitter.com
[22] nih.gov
[14] sporadestv.com
[9] eidisis24.gr
[7] hyp.is
[6] plos.org
[6] medrxiv.org
[5] blogspot.com
[4] gelocal.it
[3] facebook.com

Top Domains in Tweet in G3:
[8] nih.gov
[6] pnas.org
[6] twitter.com
[5] google.com
[3] biorxiv.org
[2] archive.is
[2] plos.org
[1] arxiv.org
[1] sciencedirect.com
[1] nature.com

Top Domains in Tweet in G4:
[1] fluoridefreepeel.ca

Top Domains in Tweet in G6:
[3] twitter.com

Top Domains in Tweet in G7:
[5] elsevierhealth.com
[4] agoravox.fr
[2] nature.com
[1] plos.org
[1] nih.gov
[1] researchgate.net
[1] doi.org

Top Domains in Tweet in G9:
[12] plos.org
[1] elsevierhealth.com
[1] oup.com
[1] threadreaderapp.com
[1] ac.jp

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[36] sarscov2
[29] covid19
[17] 44285
[15] ccp
[14] cubaporlavida
[13] coronavirus
[13] cuba
[13] salud
[9] proteccióncivilsomostodos
[9] serviryayudar



Top Hashtags in Tweet in G2:
[11] covid19
[7] coronavirus
[3] sarscov2
[3] france
[3] 2019ncov
[2] covidー19
[2] pandemic
[2] sars
[1] shelterinplace
[1] wearamask

Top Hashtags in Tweet in G3:
[2] sars
[1] lesenbildet
[1] gof
[1] covid19

Top Hashtags in Tweet in G6:
[4] covid19
[3] coronavirus
[3] corona
[2] covid_19
[2] sarscov2
[1] dkpol
[1] dkmedier
[1] sundpol
[1] covid19dk
[1] coronadk

Top Hashtags in Tweet in G7:
[1] covid19
[1] cholinergic
[1] boycottwhoreport

Top Hashtags in Tweet in G8:
[1] fuerzaalberto

Top Hashtags in Tweet in G9:
[25] sarscov2
[8] interferon
[8] coronaviruses
[6] plosbiology
[3] sars
[1] covid
[1] covid19

Top Words
Top Words in Tweet in Entire Graph:
[3343] sars
[3256] cov
[606] covid
[421] virus
[327] días
[322] hoy
[317] segundo
[316] día
[316] positivo
[315] resultados

Top Words in Tweet in G1:
[309] día
[309] hoy
[309] recibí
[309] resultados
[309] segundo
[309] hisopado
[309] covid
[309] sars
[309] cov
[309] días

Top Words in Tweet in G2:
[450] sars
[444] cov
[68] covid
[67] virus
[62] 19
[34] coronavirus
[25] mers
[23] νέες
[23] μολύνσεις
[22] αναλυτικοί

Top Words in Tweet in G3:
[169] sars
[162] cov
[20] billybostickson
[19] peterdaszak
[17] theseeker268
[17] virus
[16] stgoldst
[16] more
[15] daoyu15
[12] antibodies

Top Words in Tweet in G4:
[32] sars
[28] cov
[9] swedishchf
[9] boastira
[9] markmcdougall13
[9] kathmarval
[9] mcfunny
[9] kstateturk
[8] burgerlab12
[8] monstercoyliar

Top Words in Tweet in G5:
[102] sars
[102] cov
[79] że
[78] oświadczam
[78] akceptuję
[78] ryzyko
[78] zakażenia
[78] wirusem
[78] oraz
[78] ewentualnych

Top Words in Tweet in G6:
[206] sars
[206] cov
[104] 87
[104] 75
[82] sorenschifter
[80] med
[45] genome
[45] identical
[45] higher
[45] human

Top Words in Tweet in G7:
[82] sars
[78] cov
[48] spike
[39] protein
[28] expression
[27] parsifaler
[26] both
[25] stimulates
[25] cox
[24] 2019

Top Words in Tweet in G8:
[80] 10
[80] diciembre
[80] 2019
[80] asumió
[80] descansó
[80] arreglar
[80] desastre
[80] dejó
[80] pandemia
[79] yanivfranco87

Top Words in Tweet in G9:
[126] cov
[108] sars
[47] host
[44] plosbiology
[43] respiratory
[43] dynamics
[42] temperature
[39] viral
[31] model
[31] within

Top Words in Tweet in G10:
[14] sars
[14] cov
[10] virus
[7] flmirones
[4] tv
[4] miedo
[3] existe
[3] gente
[3] causa
[3] riesgo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3072] sars,cov
[324] covid,sars
[314] día,hoy
[314] hoy,recibí
[314] recibí,resultados
[314] resultados,segundo
[314] segundo,hisopado
[314] hisopado,covid
[314] cov,días
[314] días,positivo

Top Word Pairs in Tweet in G1:
[309] día,hoy
[309] hoy,recibí
[309] recibí,resultados
[309] resultados,segundo
[309] segundo,hisopado
[309] hisopado,covid
[309] covid,sars
[309] sars,cov
[309] cov,días
[309] días,positivo

Top Word Pairs in Tweet in G2:
[419] sars,cov
[56] covid,19
[27] cov,sars
[23] νέες,μολύνσεις
[23] μολύνσεις,sars
[22] cov,αναλυτικοί
[22] αναλυτικοί,πίνακες
[16] mers,cov
[16] virus,sars
[14] cov,mers

Top Word Pairs in Tweet in G3:
[145] sars,cov
[9] cov,sars
[9] promising,developments
[9] developments,fur
[9] fur,trade
[9] trade,china
[9] china,includes
[9] includes,farm
[9] farm,bred
[9] bred,raccoon

Top Word Pairs in Tweet in G4:
[28] sars,cov
[7] monstatofu,houseofgab
[7] chrisjohnsonmd,lysandergrant
[7] awithonelison,_mamadeb
[7] stopvaxxedlies,beckyjohnson222
[7] beckyjohnson222,death_is_final
[7] death_is_final,macbaird13
[7] macbaird13,100dianne
[7] 100dianne,geoffschuler
[7] geoffschuler,peterre76976220

Top Word Pairs in Tweet in G5:
[102] sars,cov
[78] oświadczam,że
[78] że,akceptuję
[78] akceptuję,ryzyko
[78] ryzyko,zakażenia
[78] zakażenia,wirusem
[78] wirusem,sars
[78] cov,oraz
[78] oraz,ewentualnych
[78] ewentualnych,tego

Top Word Pairs in Tweet in G6:
[206] sars,cov
[82] sorenschifter,sars
[45] genome,87
[45] 87,identical
[45] identical,sars
[45] cov,higher
[45] higher,75
[45] 75,human
[45] human,coronaviruses
[45] coronaviruses,see

Top Word Pairs in Tweet in G7:
[74] sars,cov
[25] spike,protein
[25] stimulates,cox
[25] cox,expression
[24] protein,stimulates
[24] expression,upregulates
[24] upregulates,mmp9
[24] mmp9,mmp2
[24] mmp2,both
[24] both,cortex

Top Word Pairs in Tweet in G8:
[80] 10,diciembre
[80] diciembre,2019
[80] 2019,asumió
[80] asumió,descansó
[80] descansó,arreglar
[80] arreglar,desastre
[80] desastre,dejó
[80] dejó,pandemia
[79] yanivfranco87,10
[79] pandemia,macris

Top Word Pairs in Tweet in G9:
[103] sars,cov
[31] within,host
[29] hotter,lower
[29] lower,respiratory
[29] respiratory,tract
[29] tract,upper
[29] upper,dijkmanronald
[29] dijkmanronald,profvolkerthiel
[29] profvolkerthiel,co
[29] co,show

Top Word Pairs in Tweet in G10:
[14] sars,cov
[2] flmirones,parece
[2] parece,increíble
[2] increíble,actuación
[2] actuación,médicos
[2] médicos,periodistas
[2] periodistas,políticos
[2] políticos,tv
[2] tv,hablan
[2] hablan,virus

Top Replied-To
Top Replied-To in Entire Graph:
@pathogenetics
@stgoldst
@pc_merida
@luisyslas
@r_h_ebright
@lab_leak
@seuledanlavie
@flmirones
@pilgrimgothika
@silschlesinger

Top Replied-To in G2:

Top Replied-To in G3:
@pathogenetics
@stgoldst
@lab_leak
@r_h_ebright
@jung_gt
@noorchashm
@harvard2h
@k_g_andersen
@mlipsitch
@jjcouey

Top Replied-To in G4:
@holdensmama
@_drcjm_
@swedishchf
@moravec_tomas
@hungryfillbe
@burgerlab12
@double_o_sebun
@robinmonotti
@jrjhealey
@kubecatherine

Top Replied-To in G7:
@bidolinicola
@alexandrajalva4
@tickerguy
@aboutindia
@covidnewsbymib
@quay_dr
@yolyabreuh
@sanchak74

Top Replied-To in G9:
@indyspiritus
@martinmckee
@jrbtrip
@eric_carroll

Top Replied-To in G10:
@flmirones
@v1cen
@juanh12344960
@abraham04030924
@mariiiricogarci
@vscienco
@mr_n00b00dy
@aneczka1973
@maricarmen0407
@diego2i7c

Top Mentioned
Top Mentioned in Entire Graph:
@marcelopuella
@sorenschifter
@yanivfranco87
@soipruk
@plosbiology
@clif_high
@_somich
@tweetlelidy
@parsifaler
@dijkmanronald

Top Mentioned in G1:
@marcelopuella

Top Mentioned in G2:
@godwrath4
@cmencke
@mdkatrsk
@moseca5
@l_anez
@nksagar
@thetanought
@juliemholcomb
@renesugar
@smackenziekerr

Top Mentioned in G3:
@billybostickson
@peterdaszak
@theseeker268
@daoyu15
@stgoldst
@rossana38510044
@luigi_warren
@ydeigin
@r_h_ebright
@harvard2h

Top Mentioned in G4:
@boastira
@markmcdougall13
@kathmarval
@mcfunny
@kstateturk
@swedishchf
@monstercoyliar
@blaineillimatta
@carlsmythe
@lilelectronblue

Top Mentioned in G5:
@soipruk
@marian_konarski

Top Mentioned in G6:
@sorenschifter
@ordomedicus

Top Mentioned in G7:
@parsifaler
@bidolinicola
@drakchaurasia
@aboutindia
@agoravox
@pgriffinfc
@immdaly
@sanchak74
@les_tas
@icmrdelhi

Top Mentioned in G8:
@yanivfranco87
@marcelopuella

Top Mentioned in G9:
@plosbiology
@dijkmanronald
@profvolkerthiel
@trishgreenhalgh
@sci_questions
@thelonevirologi
@profemer
@martinmckee
@jmcrookston
@interdiscipbiol

Top Mentioned in G10:
@flmirones
@anarcoricardo
@manudomins23
@de_averno
@joker_hispanico
@warnerman10
@mariiiricogarci
@la_carilina
@jbarrios107
@gemmspp

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@threadreaderapp
@languillem
@esterlinalanzi
@inabster
@latercera
@citrus_kyoto
@ladivinadiva
@yastomohalumisa
@menabster

Top Tweeters in G1:
@lilygabet
@marisolsolari1
@acua_juana
@magaritavarela
@cynsiempre
@bertozzistella
@mumimumi09
@rubenmarzialet1
@lteresitasilva
@carlosdesantost

Top Tweeters in G2:
@lacronicadehoy
@veralfenix
@ntrzacatecas
@megabox_2424
@diogenischarala
@elsolde_mexico
@sean_bishop
@8000yo
@qzv00507
@pascalpernai

Top Tweeters in G3:
@lizditz
@dailymailuk
@awarding_women
@luigi_warren
@thetorontosun
@khanimambobar
@real_adam_b
@schneiderleonid
@cbseveningnews
@politicalmath

Top Tweeters in G4:
@ds13_manon
@mancunianmedic
@_mamadeb
@beckyjohnson222
@monstercoyliar
@carolhakios
@takethatct
@frankdelia7
@mcfunny
@awithonelison

Top Tweeters in G5:
@politwerkstatt
@bozena_z58
@mbalawelder
@zelsta5312
@laweta2
@panasiukpiotr
@witekzet
@edialekto
@jotpaolo
@tasaknarodowy

Top Tweeters in G6:
@viralvideovlogs
@zbyszekkrak
@top_grafisch
@hartfordwolf
@meerblua
@coronabot20
@trdisoprtr
@nyttigbras
@alinnean1000
@nesrinozoren

Top Tweeters in G7:
@elalam_vnz
@pib_india
@ddnewslive
@cyclejunkie88
@carinho9
@angieananda
@kaalateetham
@sdautriche95
@chaitanyajoshi
@xixonto1

Top Tweeters in G8:
@esterlinalanzi
@fmlaoportunidad
@zanoni31
@noem1112
@etheliiinaaa
@jacki13253805
@amelia4hn
@monicad_2016
@rochimdt
@saraluna132

Top Tweeters in G9:
@threadreaderapp
@pfil1312
@drkynast
@sigilux
@inkgrrl
@akiakbash
@amainsight
@chrislancashir3
@trishgreenhalgh
@erikmaronde

Top Tweeters in G10:
@santiagobio
@ej_molina_c
@uncastellsmes
@random_dragon
@salvagarca4
@ipodmusica
@matimatarredona
@donvanchipotin
@tabbygraycat
@hondoncity


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