SARS-COV, Twitter, 5/6/2021 12:59:32 PM, 254271


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SARS-COV_2021-05-06_03-59-53.xlsx
SARS-COV_2021-05-06_03-59-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 06, 2021
Short Description:
SARS-COV via NodeXL https://bit.ly/3f1KVKM
@daoyu15
@billybostickson
@baric_lab
@rolandbakeriii
@jsaholmes
@ale_battini
@drs4covidethics
@david_rmartinez
@saraart4
@andrea_gentil

Top hashtags:
#covid19
#vaccines
#preprint
#sops4nationsurvival
#sarscov2
#كورونا

Description:
Description
The graph represents a network of 3,157 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, 06 May 2021 at 11:05 UTC.

The requested start date was Thursday, 06 May 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, 12-hour, 15-minute period from Thursday, 22 April 2021 at 00:06 UTC to Wednesday, 05 May 2021 at 12:21 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 : 3157
Unique Edges : 2037
Edges With Duplicates : 2891
Total Edges : 4928
Number of Edge Types : 5
Tweet : 586
Retweet : 1218
MentionsInRetweet : 1668
Mentions : 930
Replies to : 526
Self-Loops : 615
Reciprocated Vertex Pair Ratio : 0.0117443868739206
Reciprocated Edge Ratio : 0.0232161147149198
Connected Components : 746
Single-Vertex Connected Components : 249
Maximum Vertices in a Connected Component : 363
Maximum Edges in a Connected Component : 1018
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.99432
Graph Density : 0.000293973237495448
Modularity : 0.619072
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 3,157 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, 06 May 2021 at 11:05 UTC.

The requested start date was Thursday, 06 May 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, 12-hour, 15-minute period from Thursday, 22 April 2021 at 00:06 UTC to Wednesday, 05 May 2021 at 12:21 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:
[13] https://www.francesoir.fr/videos-le-defi-de-la-verite/patrick-jaulent-force-de-jouer-avec-des-allumettes-finit-par-mettre-le?fbclid=IwAR2pGCxv8_E6bWTDXQXOIQOSLnwSPf0xHeU7og-8aJT4IUfK59MpB7wzVB4
[8] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3335060/
[5] https://vitamindwiki.com/SARS-CoV-2++virus+alters+the+activation+of+over+100+vitamin+D+related+genes+in+the+lung+–+April+2021
[5] https://pubmed.ncbi.nlm.nih.gov/22536382/
[5] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0035421
[4] https://www.corriere.it/cronache/21_aprile_30/moderna-capo-ricerca-vaccino-5766762a-a974-11eb-8b01-83c2a483d7f5.shtml?&appunica=true
[4] https://www.biorxiv.org/content/10.1101/2021.04.27.441655v1
[4] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell%2Ffulltext%2FS0092-8674%2821%2900535-3&rc=0
[4] https://www.israelnationalnews.com/News/News.aspx/294852
[3] https://twitter.com/alejand81032873?s=09

Top URLs in Tweet in G1:
[3] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0035421
[3] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell%2Ffulltext%2FS0092-8674%2821%2900535-3&rc=0
[3] https://www.corriere.it/cronache/21_aprile_30/moderna-capo-ricerca-vaccino-5766762a-a974-11eb-8b01-83c2a483d7f5.shtml?&appunica=true
[2] https://www.instagram.com/p/CORHrLHnR1_/
[1] https://pubmed.ncbi.nlm.nih.gov/18941225/
[1] https://pubmed.ncbi.nlm.nih.gov/17194199/
[1] https://twitter.com/MicrobesInfect/status/1384884881780527107
[1] https://twitter.com/kamleshkhunti/status/1385140988746866689
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1232869/
[1] https://twitter.com/AAPSonline/status/1383261768726638593

Top URLs in Tweet in G2:
[1] https://twitter.com/LawrenceSellin/status/1378392745170112513
[1] https://www.mdpi.com/journal/covid/special_issues/cov_spike
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell%2Ffulltext%2FS0092-8674%2821%2900535-3%3Frss%3Dyes&rc=0

Top URLs in Tweet in G6:
[1] https://science.sciencemag.org/content/371/6529/eabf4063
[1] https://twitter.com/la_ser/status/1386726507150774274

Top URLs in Tweet in G7:
[2] https://www.biorxiv.org/content/10.1101/2021.04.27.441655v1
[1] https://threadreaderapp.com/thread/1387557382599987202.html

Top Domains
Top Domains in Tweet in Entire Graph:
[81] twitter.com
[66] astratv.gr
[60] nih.gov
[35] biorxiv.org
[24] elsevierhealth.com
[17] nature.com
[13] francesoir.fr
[12] doi.org
[10] sporadestv.com
[10] maghreb-post.de

Top Domains in Tweet in G1:
[66] astratv.gr
[42] twitter.com
[17] nih.gov
[14] biorxiv.org
[10] elsevierhealth.com
[10] sporadestv.com
[6] eidisis24.gr
[5] sciencedirect.com
[5] corriere.it
[4] youtube.com

Top Domains in Tweet in G2:
[9] doi.org
[4] nih.gov
[3] nature.com
[3] elsevierhealth.com
[3] twitter.com
[1] google.com
[1] wiley.com
[1] threader.app
[1] frontiersin.org
[1] researchgate.net

Top Domains in Tweet in G4:
[2] biorxiv.org
[1] twitter.com

Top Domains in Tweet in G5:
[6] twitter.com
[3] fluoridefreepeel.ca

Top Domains in Tweet in G6:
[1] sciencemag.org
[1] twitter.com

Top Domains in Tweet in G7:
[10] biorxiv.org
[1] threadreaderapp.com

Top Domains in Tweet in G8:
[1] nature.com
[1] plos.org
[1] go.jp
[1] sciencedirect.com
[1] tv2.dk
[1] nih.gov

Top Domains in Tweet in G10:
[1] google.com
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[84] covid19
[44] vaccines
[43] preprint
[28] sops4nationsurvival
[26] sarscov2
[20] كورونا
[12] aplidin
[11] coronavirus
[10] كوفيد_19
[10] covid



Top Hashtags in Tweet in G1:
[13] covid19
[5] sarscov2
[4] sars
[4] coronavirus
[2] cell
[2] chile
[2] covid_19
[1] oncology
[1] nocoprifuoco
[1] aids

Top Hashtags in Tweet in G2:
[45] covid19
[9] ccpvirus
[1] ccp
[1] mdpicovid

Top Hashtags in Tweet in G4:
[2] biorxiv_micrbio

Top Hashtags in Tweet in G5:
[2] uruguay

Top Hashtags in Tweet in G7:
[41] preprint
[7] glycotime

Top Hashtags in Tweet in G10:
[34] vaccines
[1] novaccinepassportsanywhere

Top Words
Top Words in Tweet in Entire Graph:
[2581] sars
[2424] cov
[348] virus
[224] covid
[162] coronavirus
[143] 19
[130] against
[130] pfizer
[127] respiratory
[124] transmission

Top Words in Tweet in G1:
[489] sars
[471] cov
[81] αναλυτικοί
[81] πίνακες
[72] νέες
[72] μολύνσεις
[68] virus
[35] μακεδονία
[29] coronavirus
[25] variants

Top Words in Tweet in G2:
[202] cov
[199] sars
[47] clade
[45] dezying
[43] correct
[43] scientific
[43] articles
[43] shown
[43] linking
[43] increase

Top Words in Tweet in G3:
[93] análisis
[93] genómico
[93] muestras
[93] realiza
[93] proyecto
[93] pais
[93] circulación
[93] variantes
[93] sars
[93] cov

Top Words in Tweet in G4:
[83] transmission
[83] route
[83] matters
[83] aerosol
[83] exposer
[83] produced
[83] more
[83] severe
[83] respiratory
[83] disease

Top Words in Tweet in G5:
[31] sars
[29] cov
[9] ley
[9] virus
[8] pública
[7] pedido
[6] mcfunny
[6] delbigtree
[6] registro
[6] uruguay

Top Words in Tweet in G6:
[75] células
[74] vacuna
[73] lalbert75
[73] falso
[73] linfocitos
[73] provoca
[73] oxford
[73] astrazeneca
[73] pfizer
[73] moderna

Top Words in Tweet in G7:
[114] sars
[114] cov
[68] against
[65] bat
[64] pre
[53] david_rmartinez
[50] rbd
[43] neutralizing
[42] antibody
[41] check

Top Words in Tweet in G8:
[71] sars
[45] cells
[45] protein
[44] showed
[44] patients
[44] recovered
[44] possess
[44] long
[44] lasting
[44] memory

Top Words in Tweet in G9:
[3] cov
[2] sars

Top Words in Tweet in G10:
[34] doctors
[34] around
[34] world
[34] unite
[34] call
[34] covid
[34] #vaccines
[34] unnecessary
[34] ineffective
[34] unsafe

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2287] sars,cov
[123] covid,19
[114] cov,sars
[105] variantes,sars
[100] against,sars
[94] análisis,genómico
[94] genómico,muestras
[94] muestras,realiza
[94] realiza,proyecto
[94] proyecto,pais

Top Word Pairs in Tweet in G1:
[453] sars,cov
[81] αναλυτικοί,πίνακες
[72] νέες,μολύνσεις
[72] μολύνσεις,sars
[65] cov,αναλυτικοί
[30] cov,sars
[18] δ,μακεδονία
[17] covid,19
[16] αν,μακεδονία
[16] μακεδονία,θράκη

Top Word Pairs in Tweet in G2:
[193] sars,cov
[47] cov,clade
[43] correct,scientific
[43] scientific,articles
[43] articles,shown
[43] shown,dezying
[43] dezying,linking
[43] linking,increase
[43] increase,#covid19's
[43] #covid19's,virulence

Top Word Pairs in Tweet in G3:
[93] análisis,genómico
[93] genómico,muestras
[93] muestras,realiza
[93] realiza,proyecto
[93] proyecto,pais
[93] pais,circulación
[93] circulación,variantes
[93] variantes,sars
[93] sars,cov
[92] andrea_gentil,análisis

Top Word Pairs in Tweet in G4:
[83] transmission,route
[83] route,matters
[83] matters,aerosol
[83] aerosol,exposer
[83] exposer,produced
[83] produced,more
[83] more,severe
[83] severe,respiratory
[83] respiratory,disease
[83] disease,lung

Top Word Pairs in Tweet in G5:
[28] sars,cov
[6] acceso,información
[6] información,pública
[4] allearthlife,frankdelia7
[4] frankdelia7,brunthebear
[4] brunthebear,brendan_neeson
[4] brendan_neeson,ladybret
[4] ladybret,mcfunny
[4] mcfunny,awithonelison
[4] awithonelison,delbigtree

Top Word Pairs in Tweet in G6:
[73] falso,linfocitos
[73] linfocitos,provoca
[73] provoca,vacuna
[73] vacuna,oxford
[73] oxford,astrazeneca
[73] astrazeneca,pfizer
[73] pfizer,moderna
[73] moderna,células
[73] células,definitiva
[72] lalbert75,falso

Top Word Pairs in Tweet in G7:
[114] sars,cov
[66] against,sars
[51] cov,bat
[51] bat,pre
[41] check,#preprint
[41] #preprint,describing
[41] describing,broadly
[41] broadly,neutralizing
[41] neutralizing,rbd
[41] rbd,antibody

Top Word Pairs in Tweet in G8:
[44] showed,patients
[44] patients,recovered
[44] recovered,sars
[44] sars,possess
[44] possess,long
[44] long,lasting
[44] lasting,memory
[44] memory,cells
[44] cells,reactive
[44] reactive,protein

Top Word Pairs in Tweet in G9:
[2] cov,sars
[2] sars,cov

Top Word Pairs in Tweet in G10:
[34] doctors,around
[34] around,world
[34] world,unite
[34] unite,call
[34] call,covid
[34] covid,#vaccines
[34] #vaccines,unnecessary
[34] unnecessary,ineffective
[34] ineffective,unsafe
[34] unsafe,multiple

Top Replied-To
Top Replied-To in Entire Graph:
@allearthlife
@lawrencesellin
@ethicalskeptic
@rusty51022963
@bisonbonasus2
@theseeker268
@vitalityyyyyy
@politicalcomic
@andreakrug5
@justfunny12

Top Replied-To in G1:
@yourmirrors

Top Replied-To in G2:
@lawrencesellin
@theseeker268
@jsdfposjpqyuee1
@billybostickson
@lab_leak
@politicalcomic
@curefinder
@dezying
@canardbruno
@rolandbakeriii

Top Replied-To in G5:
@allearthlife
@_mamadeb
@alex_on_a14
@chrismasseyfois
@delbigtree
@carolhakios

Top Replied-To in G6:
@amdelvaz

Top Replied-To in G8:
@mosttuitero
@mariajo59993501
@papayaykware
@doctor_meona

Top Replied-To in G9:
@roblev0

Top Replied-To in G10:
@will29803
@kismetandhope

Top Mentioned
Top Mentioned in Entire Graph:
@andrea_gentil
@drkristenkc
@lalbert75
@david_rmartinez
@robinmonotti2
@dezying
@karim__fr
@daoyu15
@thexavierlab
@broadinstitute

Top Mentioned in G1:
@shinkoro_bot
@namikof
@valdescabb
@hektorlvl

Top Mentioned in G2:
@dezying
@daoyu15
@lawrencesellin
@t2fo3fpds96ejut
@korkantum
@billybostickson
@tuxiaomu
@ayjchan
@decrolye
@yvessciama

Top Mentioned in G3:
@andrea_gentil

Top Mentioned in G4:
@drkristenkc
@biorxiv_micrbio
@chasewnelson

Top Mentioned in G5:
@mcfunny
@awithonelison
@delbigtree
@frankdelia7
@brunthebear
@brendan_neeson
@ladybret
@kevinryan911
@bettinagalo
@chrismasseyfois

Top Mentioned in G6:
@lalbert75
@andrea_gentil
@amdelvaz

Top Mentioned in G7:
@david_rmartinez
@baric_lab
@priyam2021
@glycopreprint
@sophie_gobeil
@dapeng_li
@thedhvi
@aschaefe29
@nih
@cellpressnews

Top Mentioned in G8:
@robinmonotti2
@papayaykware
@mosttuitero
@cierrasantiagoy
@medea36
@marajos23183215
@aa_bb_0000
@juanmunck

Top Mentioned in G9:
@brunothebridge
@nielsockelmann
@mattfingersarni
@cathyby
@johnrya13591294
@dw2essex
@beowulfschaefer
@veuvek
@brexitisthick
@cambridge_peter

Top Mentioned in G10:
@drs4covidethics
@jimmy_grogan
@kismetandhope
@walshyr32
@beverleyturner
@matthancock
@billybostickson

Top Tweeters
Top Tweeters in Entire Graph:
@infoitinterno
@inabster
@crweworld
@_redfrog
@func_hs
@menabster
@thehill
@rosenchild
@eurekamag
@gazetesozcu

Top Tweeters in G1:
@infoitinterno
@crweworld
@infoitsalute
@astratv1
@larazon_es
@diogenischarala
@italia_notizie
@lady_rebek
@sporadestv
@sarfsee

Top Tweeters in G2:
@nvania
@nniina_
@politicalcomic
@ming63791097
@blkf5
@hklongman
@harvard2h
@drmikejhma
@sassycheckinin
@nikolovscience

Top Tweeters in G3:
@edgardotempore1
@hk_b787
@monicad_2016
@jorgefava
@vivianabasket7
@tuitterdeale
@marciaegomez
@luciastemp
@marcela111959
@elvisfern2

Top Tweeters in G4:
@pqpolitics
@bprophetable
@kirkmurphy
@wavetop
@armyofwomack
@darthmamashark
@arclight
@bregmanps
@mileenkirkpatr3
@audryt

Top Tweeters in G5:
@bettinagalo
@ds13_manon
@_mamadeb
@beckyjohnson222
@monstercoyliar
@carolhakios
@frankdelia7
@mcfunny
@siubhan_h
@awithonelison

Top Tweeters in G6:
@tamiroff_
@villaratorules
@anagago2001
@jafgaqt
@claega_clara
@jesussemperfree
@pepito_garca
@vercingetronix
@rickybrown75
@bru4x4

Top Tweeters in G7:
@redboybroken
@pash22
@m7m5ea
@monasmitte
@drng
@avechera
@aixnr
@jfletchermd
@romainm45081967
@wanderer_jasnah

Top Tweeters in G8:
@lewtonserena5
@sheelaghg
@simon32445788
@redkahina
@2020smiles
@hhelenakhl
@medea36
@latraviatamari
@elainecoulson58
@chrisgodlak

Top Tweeters in G9:
@cathyby
@geor97
@lady_brexiteer
@bluewurst1875
@roblev0
@leftbehindpoet
@davidmetroland
@david19531501
@the_leaver
@david_vaporium

Top Tweeters in G10:
@relisys222
@ysbrydshadow
@sreynolds196777
@js49
@marburell
@fifi_borgia
@redsreporter
@saraart4
@christuck_wwhf
@mipesom