SARS-COV, Twitter, 12/9/2022 1:57:08 PM, 285865


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SARS-COV_2022-12-09_02-30-25.xlsx
SARS-COV_2022-12-09_02-30-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 09, 2022
Short Description:
SARS-COV via NodeXL https://bit.ly/3BnhRt9
@humanitepaix
@meetjess
@washburnealex
@rebecca21951651
@carlzimmer
@fleurdotone
@natilo999
@sciencecohen
@ejustin46
@ayjchan

Top hashtags:
#covid19
#coverpage
#pid
#science
#sarscov2
#coronavirus
#covid
#biolabs
#longsars

Description:
Description
The graph represents a network of 1,498 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 Friday, 09 December 2022 at 10:31 UTC.

The requested start date was Friday, 09 December 2022 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, 10-hour, 49-minute period from Friday, 25 November 2022 at 01:06 UTC to Thursday, 08 December 2022 at 11:55 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 : 1498
Unique Edges : 1080
Edges With Duplicates : 1126
Total Edges : 2206
Number of Edge Types : 5
Replies to : 316
Mentions : 464
MentionsInRetweet : 752
Retweet : 480
Tweet : 194
Self-Loops : 205
Reciprocated Vertex Pair Ratio : 0.00557103064066852
Reciprocated Edge Ratio : 0.0110803324099723
Connected Components : 346
Single-Vertex Connected Components : 92
Maximum Vertices in a Connected Component : 123
Maximum Edges in a Connected Component : 307
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.753334
Graph Density : 0.000643922468880797
Modularity : 0.66874
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,498 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 Friday, 09 December 2022 at 10:31 UTC.

The requested start date was Friday, 09 December 2022 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, 10-hour, 49-minute period from Friday, 25 November 2022 at 01:06 UTC to Thursday, 08 December 2022 at 11:55 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:
[8] https://www.csape.international/
[4] https://pubs.acs.org/doi/10.1021/acs.langmuir.2c00671
[4] https://www.biorxiv.org/content/10.1101/2022.11.23.517609v1
[3] https://www.newsbreak.com/news/2846026910195/2015-document-shows-scope-of-parties-involved-in-sars-cov-gain-of-function-research?noAds=1&_f=app_share&s=i2
[3] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4797993/
[3] https://www.science.org/doi/10.1126/sciadv.adc9179
[3] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs13205-022-03390-1
[3] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4261026/#!po=61.7470
[3] https://twitter.com/elisaperego78/status/1437130334869544961?t=LtIywyHU72HO8cuUeI35GA&s=19
[2] https://philipmcmillan.substack.com/p/why-was-a-vaccine-not-developed-against

Top URLs in Tweet in G1:
[3] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4261026/#!po=61.7470
[1] https://www.biorxiv.org/content/10.1101/2022.12.03.518956v1
[1] https://www.science.org/doi/10.1126/sciadv.adc9179
[1] https://www.biorxiv.org/content/10.1101/2022.12.01.518127v1
[1] https://phys.org/news/2022-11-pocket-feature-deadly-coronaviruses-pan-coronavirus.html
[1] https://respiratory-research.biomedcentral.com/articles/10.1186/s12931-020-01479-w

Top URLs in Tweet in G2:
[8] https://www.csape.international/
[1] https://twitter.com/Doctor_I_am_The/status/1596494039452360706
[1] https://twitter.com/Doctor_I_am_The/status/1597761617990909953
[1] https://twitter.com/Nester26084045/status/1597384799035224064

Top URLs in Tweet in G3:
[3] https://www.newsbreak.com/news/2846026910195/2015-document-shows-scope-of-parties-involved-in-sars-cov-gain-of-function-research?noAds=1&_f=app_share&s=i2
[1] https://pubmed.ncbi.nlm.nih.gov/36422744/
[1] https://documentsdelivered.com/source/000/000/000000060/2005/000397240.php?utm_source=dlvr.it&utm_medium=twitter
[1] https://phys.org/news/2022-11-pocket-feature-deadly-coronaviruses-pan-coronavirus.html
[1] https://www.unibas.ch/de/Aktuell/News/Uni-Research/Voruebergehende-milde-Herzmuskelzellschaeden-nach-Booster-Impfung.html
[1] https://twitter.com/EricTopol/status/1595869562532044800
[1] https://sandesh.com/health-fitness/btsy2-has-similarities-to-sars-cov-2-lurking-in-bats-scientists-say-it-has-the-potential-to-jump-to-humans
[1] https://sandesh.com/d
[1] https://patents.justia.com/inventor/sherif-r-zaki
[1] https://twitter.com/EconomicTimes/status/1596707938923577345

Top URLs in Tweet in G5:
[1] https://twitter.com/angie_rasmussen/status/1595750984915247105
[1] https://usrtk.org/wp-content/uploads/2021/02/Baric-Emails-2.17.21.pdf
[1] https://www.tandfonline.com/doi/full/10.1080/08830185.2021.1883600
[1] https://www.biorxiv.org/content/10.1101/2022.11.23.517609v1

Top URLs in Tweet in G7:
[2] https://en.m.wikipedia.org/wiki/Arginylglycylaspartic_acid
[1] https://www.spokesman.com/stories/1996/sep/27/flu-virus-more-potent-can-be-deadly/
[1] https://www.youtube.com/watch?v=j2jUB4u4NUs

[1] https://patents.google.com/patent/WO2005081716A2/en

Top URLs in Tweet in G8:
[1] https://www.sciencedirect.com/topics/medicine-and-dentistry/human-coronavirus-oc43
[1] https://www.biorxiv.org/content/10.1101/2022.11.23.517609v1

Top URLs in Tweet in G10:
[1] https://theintercept.com/2021/09/23/coronavirus-research-grant-darpa/
[1] https://pubmed.ncbi.nlm.nih.gov/29190287/

Top Domains
Top Domains in Tweet in Entire Graph:
[35] twitter.com
[27] nih.gov
[9] biorxiv.org
[8] csape.international
[5] science.org
[5] newsbreak.com
[4] acs.org
[4] springer.com
[4] nature.com
[4] maghreb-post.de

Top Domains in Tweet in G1:
[3] nih.gov
[2] biorxiv.org
[1] science.org
[1] phys.org
[1] biomedcentral.com

Top Domains in Tweet in G2:
[8] csape.international
[3] twitter.com

Top Domains in Tweet in G3:
[13] twitter.com
[8] nih.gov
[5] newsbreak.com
[4] maghreb-post.de
[2] sandesh.com
[2] science.org
[2] biorxiv.org
[2] doi.org
[2] nature.com
[2] myjournals.org

Top Domains in Tweet in G5:
[1] twitter.com
[1] usrtk.org
[1] tandfonline.com
[1] biorxiv.org

Top Domains in Tweet in G7:
[2] wikipedia.org
[1] spokesman.com
[1] youtube.com
[1] google.com

Top Domains in Tweet in G8:
[1] sciencedirect.com
[1] biorxiv.org

Top Domains in Tweet in G10:
[1] theintercept.com
[1] nih.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5] covid19
[4] coverpage
[4] pid
[3] science
[3] sarscov2
[3] coronavirus
[3] covid
[3] biolabs
[3] longsars
[2] newsbreak



Top Hashtags in Tweet in G2:
[1] pfizergate
[1] repentinitis
[1] plandemia

Top Hashtags in Tweet in G3:
[4] covid19
[2] coronavirus
[2] covid
[2] science
[2] newsbreak
[1] healthenews
[1] btsy2
[1] alert
[1] bats
[1] chinacovid

Top Hashtags in Tweet in G8:
[1] science
[1] lockdown
[1] flu
[1] covid
[1] rsv
[1] tetnnis
[1] booster
[1] vaccines

Top Words
Top Words in Tweet in Entire Graph:
[1042] sars
[1041] cov
[172] coronavirus
[140] virus
[136] contre
[123] coronaviruses
[120] covid
[117] 2002
[106] crime
[102] meetjess

Top Words in Tweet in G1:
[118] cov
[117] sars
[102] meetjess
[99] coronaviruses
[99] treatment
[99] coronavirus
[98] 2002
[98] findings
[98] development
[98] lead

Top Words in Tweet in G2:
[106] crime
[94] d'avocats
[94] conjointe
[94] plainte
[94] génocide
[94] pénale
[94] internationale
[94] cour
[94] internationaux
[93] contre

Top Words in Tweet in G3:
[147] cov
[145] sars
[20] virus
[20] coronavirus
[12] protein
[11] covid
[11] spike
[11] mers
[10] 19
[9] cells

Top Words in Tweet in G4:
[2] 19
[2] godsarmyofhmrs
[2] eyeh8trump
[2] luckboxwinnerr
[2] lacarpetronm
[2] cov
[2] marsha579l
[2] rsexpress212
[2] covid
[2] saltytankerr

Top Words in Tweet in G5:
[47] cov
[42] sars
[28] cells
[27] spike
[27] found
[27] tip
[27] well
[27] southern
[27] coronavirus
[27] bat

Top Words in Tweet in G6:
[40] contre
[40] n'a
[39] covid
[39] sbeynet
[39] injections
[39] donc
[39] sont
[39] expérimentales
[39] oui
[39] génétiques

Top Words in Tweet in G7:
[20] insert
[19] based
[19] pandemic
[19] global
[19] exactly
[19] washburnealex
[19] years
[19] improbable
[19] nature
[19] observation

Top Words in Tweet in G8:
[28] calling
[28] sars
[27] cov
[15] stop
[15] sars2
[14] demand
[14] language
[14] aids
[14] start
[14] those

Top Words in Tweet in G9:
[7] cov
[6] sars
[4] one
[4] petersweden7
[2] take
[2] sequences
[2] research
[2] identity
[2] much
[2] virus

Top Words in Tweet in G10:
[13] sars
[11] cov
[7] ayjchan
[4] those
[3] research
[3] study
[3] including
[3] janeqiuchina
[3] virologists
[3] first

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[977] sars,cov
[107] cov,sars
[102] 2002,sars
[99] coronavirus,treatment
[99] defeat,coronaviruses
[99] development,pan
[99] coronaviruses,2002
[99] findings,lead
[99] lead,development
[99] treatment,defeat

Top Word Pairs in Tweet in G1:
[117] sars,cov
[98] lead,development
[98] pan,coronavirus
[98] defeat,coronaviruses
[98] coronavirus,treatment
[98] findings,lead
[98] 2002,sars
[98] treatment,defeat
[98] coronaviruses,2002
[98] development,pan

Top Word Pairs in Tweet in G2:
[94] d'avocats,internationaux
[94] internationale,génocide
[94] plainte,conjointe
[94] cour,pénale
[94] pénale,internationale
[94] conjointe,d'avocats
[94] internationaux,cour
[93] crime,contre
[93] génocide,crime
[44] contre,humanité

Top Word Pairs in Tweet in G3:
[135] sars,cov
[17] cov,sars
[11] coronavirus,sars
[10] mers,cov
[9] covid,19
[6] respiratory,syndrome
[6] cov,mers
[5] against,sars
[5] document,shows
[5] scope,parties

Top Word Pairs in Tweet in G4:
[2] godsarmyofhmrs,jimbousa1776
[2] rsexpress212,saltytankerr
[2] lacarpetronm,eyeh8trump
[2] saltytankerr,luckboxwinnerr
[2] luckboxwinnerr,marsha579l
[2] eyeh8trump,rsexpress212
[2] jimbousa1776,lacarpetronm

Top Word Pairs in Tweet in G5:
[42] sars,cov
[27] found,southern
[27] cov,spike
[27] china,sars
[27] spike,tip
[27] bind,well
[27] tip,bind
[27] southern,china
[27] human,cells
[27] coronavirus,found

Top Word Pairs in Tweet in G6:
[39] donc,injections
[39] expérimentales,contre
[39] ecrins6,sbeynet
[39] sbeynet,oui
[39] covid,sont
[39] génétiques,expérimentales
[39] vaccins,n'a
[39] contre,covid
[39] oui,donc
[39] injections,génétiques

Top Word Pairs in Tweet in G7:
[19] based,observation
[19] nature,based
[19] improbable,nature
[19] global,pandemic
[19] insert,improbable
[19] pandemic,exactly
[19] observation,years
[19] years,global
[18] washburnealex,insert
[12] sars,cov

Top Word Pairs in Tweet in G8:
[27] sars,cov
[14] sars2,know
[14] airborne,aids
[14] start,calling
[14] calling,airborne
[14] calling,sars2
[14] aids,start
[14] stop,calling
[14] demand,precision
[14] those,demand

Top Word Pairs in Tweet in G9:
[6] sars,cov
[2] maryvanset,really
[2] research,conclude
[2] petersweden7,maryvanset
[2] much,research
[2] really,take
[2] conclude,sars
[2] take,much

Top Word Pairs in Tweet in G10:
[11] sars,cov
[3] first,sars
[3] research,activities
[3] saying,research
[3] cov,virus
[3] top,virologists
[3] cov,first
[3] virologists,including
[3] virus,saying
[3] study,sars

Top Replied-To
Top Replied-To in Entire Graph:
@docposton
@doctor_i_am_the
@realamvoice
@festinalenteaaa
@evasaralindberg
@deepbrook1977
@oddpursuits
@t_brautigan
@elonmusk
@syndicatgj

Top Replied-To in G1:
@wilymore71
@susan_jackson60
@meetjess
@tonyalampley

Top Replied-To in G2:
@doctor_i_am_the
@realamvoice
@syndicatgj
@micheben
@riseupandresist
@michel__leclair
@mariusjacob67
@m_kolakusicfr
@engiepartfr
@cic

Top Replied-To in G4:
@godsarmyofhmrs

Top Replied-To in G5:
@think_fungus

Top Replied-To in G6:
@ecrins6
@sfax19

Top Replied-To in G7:
@philippmattheis
@washburnealex
@drjohnb2
@pandowhisperer
@mstandaert
@mbalter
@aghuff
@xiruxi

Top Replied-To in G8:
@t_brautigan
@glirarium
@mariagallegobl
@fitterhappieraj

Top Replied-To in G9:
@petersweden7
@susanchubb1
@cdlatour

Top Replied-To in G10:
@ayjchan
@reluctantlyjoe
@janeqiuchina
@engineer2the

Top Mentioned
Top Mentioned in Entire Graph:
@meetjess
@humanitepaix
@sbeynet
@zulu18360299
@ecrins6
@syndicatgj
@carlzimmer
@washburnealex
@kurtbardella
@gopleader

Top Mentioned in G1:
@meetjess
@ejustin46
@c_a_gustave
@rolandbakeriii
@jvirology
@wilymore71

Top Mentioned in G2:
@humanitepaix
@syndicatgj
@m_kolakusicfr
@doctor_i_am_the
@mariusjacob67
@nbcnews
@fxbellamy
@sjulietaguilar1
@foxnews
@fleurdotone

Top Mentioned in G3:
@tradcatknight

Top Mentioned in G4:
@jimbousa1776
@lacarpetronm
@eyeh8trump
@rsexpress212
@saltytankerr
@luckboxwinnerr
@marsha579l
@cpt_fantabulous
@godsarmyofhmrs
@koons

Top Mentioned in G5:
@carlzimmer
@jh16124219
@sciencecohen
@flodebarre
@jessicalexicus
@svscarpino
@thilogross
@manlius84
@dirkbrockmann
@washburnealex

Top Mentioned in G6:
@sbeynet
@zulu18360299
@ecrins6

Top Mentioned in G7:
@washburnealex
@charlesrixey
@thejikky
@mbalter
@beijingpalmer
@mirandadevine
@alexberenson
@bretweinstein
@janjekielek
@johnshopkins

Top Mentioned in G8:
@wabbit011235813
@realcheckmarker
@t_brautigan
@ellingulrich
@findwhy
@fitterhappieraj
@leonardibot
@mariagallegobl
@stroudcorona
@smallredone

Top Mentioned in G9:
@petersweden7
@maryvanset
@dann58638436
@mattjam28
@5shezz4
@drrobertwmarlo1
@cbeckj
@breezergalway
@redeyeanonymous
@sharky_vs_evil

Top Mentioned in G10:
@ayjchan
@janeqiuchina
@user3425664
@petelincoln48
@thelancet
@theintercept
@sciencecohen
@amymaxmen
@joelachenbach
@varro_analytics

Top Tweeters
Top Tweeters in Entire Graph:
@lizditz
@bellesapepper37
@noticiascaracol
@_l17r_
@inforenique
@uniquecmoi
@yvespdb
@dianacialino
@riverolavic
@foxnews

Top Tweeters in G1:
@bellesapepper37
@_l17r_
@inforenique
@hpfulcanadian
@marymary0414
@cadetkb
@sweetie_tweeter
@dorothyk98
@teambernie27001
@plainjan2

Top Tweeters in G2:
@uniquecmoi
@yvespdb
@foxnews
@eliot_meredith
@nbcnews
@marcchastillon
@dett67
@bassinrebel
@bourgeoiseliane
@kiddodig

Top Tweeters in G3:
@alexbassmanrock
@qzv00507
@myjournals
@sandeshnews
@biorxivpreprint
@tradcatknight
@enfoqueinforma
@gsajournals
@vittorioferram1
@mi6rogue

Top Tweeters in G4:
@dianacialino
@westwardfree
@renaycharlotte
@koonskarl
@rsnoeljr
@docdeezwhat
@luckboxwinnerr
@lacarpetronm
@eyeh8trump
@kali8989

Top Tweeters in G5:
@lizditz
@jeffgazzard
@lissnup
@franciswashere
@090_0655
@mackayim
@ellesun
@joltdude
@maryelosch
@catelizlouise

Top Tweeters in G6:
@momotoutcourt
@saraart4
@gerardbondeau
@sbeynet
@mehetia1
@sfax19
@nathali38603818
@plarroque
@remlhr
@zulu18360299

Top Tweeters in G7:
@wellnessfr
@mbalter
@jaimeraulmolina
@beijingpalmer
@itsjustmeeheh
@mirandadevine
@proffatihacanli
@janjekielek
@johnshopkins
@johndpmorgan

Top Tweeters in G8:
@wokabaut_meri
@gerellen
@taylors11264605
@findwhy
@alexanderodoran
@judyandhuahua
@mariagallegobl
@harryspoelstra
@fitterhappieraj
@snj_1970

Top Tweeters in G9:
@susanchubb1
@maryvanset
@breezergalway
@swaledalemutton
@judysimpson222
@albowers1
@sharky_vs_evil
@cbeckj
@ethicalskeptic
@davidpnoble63

Top Tweeters in G10:
@r_h_ebright
@theintercept
@reluctantlyjoe
@thelancet
@varro_analytics
@ayjchan
@yeedamnhaw
@petelincoln48
@amymaxmen
@joelachenbach


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