SARS-COV, Twitter, 6/19/2020 2:43:37 PM, 229572


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SARS-COV_2020-06-19_01-55-14.xlsx
SARS-COV_2020-06-19_01-55-14.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2020
Short Description:
SARS-COV via NodeXL https://bit.ly/3hJn82V
@nataliexdean
@ayjchan
@doritmi
@lukemor19529310
@crabb_vicki
@bloody_scandal
@flavinkins
@garkeinding
@zmsteph
@bretweinstein

Top hashtags:
#sarscov2
#covid19
#كورونا
#sepaque
#كوفيد_19
#coronavirus
#kag
#loleíenuniverso

Description:
Description
The graph represents a network of 3,733 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, 19 June 2020 at 08:56 UTC.

The requested start date was Friday, 19 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 11-hour, 29-minute period from Friday, 05 June 2020 at 00:51 UTC to Thursday, 18 June 2020 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 : 3733
Unique Edges : 2297
Edges With Duplicates : 3768
Total Edges : 6065
Number of Edge Types : 5
Tweet : 617
Retweet : 1516
MentionsInRetweet : 1889
Replies to : 617
Mentions : 1426
Self-Loops : 643
Reciprocated Vertex Pair Ratio : 0.0111301369863014
Reciprocated Edge Ratio : 0.0220152413209145
Connected Components : 831
Single-Vertex Connected Components : 311
Maximum Vertices in a Connected Component : 908
Maximum Edges in a Connected Component : 2025
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.64664
Graph Density : 0.000254314736989895
Modularity : 0.604447
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 3,733 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, 19 June 2020 at 08:56 UTC.

The requested start date was Friday, 19 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 11-hour, 29-minute period from Friday, 05 June 2020 at 00:51 UTC to Thursday, 18 June 2020 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:
[12] https://www.biorxiv.org/cgi/content/short/2020.06.10.143990v1
[10] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1232869/
[9] https://i.kawasaki-m.ac.jp/jsce/27-2/27-2_03_U.pdf
[8] https://efectococuyo.com/salud/el-abc-de-la-pandemia-guia-para-entender-todo-sobre-coronavirus/
[6] https://www.biorxiv.org/cgi/content/short/2020.06.17.156455v1
[6] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2349-y
[6] https://www.novusbio.com/products/sars-nucleocapsid-protein-antibody_nb100-56576
[4] https://www.pharmaceutical-journal.com/news-and-analysis/infographics/targeting-covid-19-the-drugs-being-fast-tracked-through-clinical-trials-and-how-they-work/20207949.article?firstPass=false
[4] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2820%2930251-8%2Ffulltext&rc=0
[4] https://www.healio.com/pediatrics/respiratory-infections/news/online/%7B1adbec96-e53b-4d62-9eef-d0672970b61d%7D/chloroquine-azithromycin-combination-decreased-respiratory-gastrointestinal-tract-infections

Top URLs in Tweet in G1:
[5] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2349-y
[4] https://covid19balkans.com/?page_id=61
[2] https://www.cambridge.org/core/services/aop-cambridge-core/content/view/DBBC0FA6E3763B0067CAAD8F3363E527/S2633289220000083a.pdf/biovacc19_a_candidate_vaccine_for_covid19_sarscov2_developed_from_analysis_of_its_general_method_of_action_for_infectivity.pdf
[2] https://jvi.asm.org/content/88/21/12511/figures-only
[2] https://www.researchgate.net/publication/264941703_Catalytic_Function_and_Substrate_Specificity_of_the_PLpro_Domain_of_nsp3_from_the_Middle_East_Respiratory_Syndrome_Coronavirus_MERS-CoV
[2] https://www.youtube.com/watch?v=B93uZPvThKc

[2] https://www.sciencedirect.com/topics/medicine-and-dentistry/sars-coronavirus
[1] https://www.sciencedirect.com/science/article/pii/S2211124720307026
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fnm.3985
[1] https://www.news-medical.net/news/20200603/Blood-group-type-may-affect-susceptibility-to-COVID-19-respiratory-failure.aspx

Top URLs in Tweet in G2:
[2] https://www.ecohealthalliance.org/wp-content/uploads/2018/03/Virologica-Sinica-SARSr.pdf
[2] https://pubmed.ncbi.nlm.nih.gov/16103185/
[2] https://www.assaygenie.com/how-furin-and-ace2-interact-with-the-spike-on-sarscov2
[2] https://dash.harvard.edu/bitstream/handle/1/41542807/106417%20J.%20Biol.%20Chem.-2006-Huang-3198-203.pdf?sequence=1
[1] https://pubmed.ncbi.nlm.nih.gov
[1] https://www.sciencedirect.com/science/article/pii/S0166354220300528
[1] https://www.pnas.org/content/113/11/3048
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fnature12711
[1] https://academic.oup.com/glycob/advance-article/doi/10.1093/glycob/cwaa042/5826952
[1] https://www.researchgate.net/figure/NRP1-is-upregulated-in-NSCLC-tissues-and-cell-lines-A-and-B-Data-on-NRP1-mRNA_fig1_331388533

Top URLs in Tweet in G3:
[1] https://www.biorxiv.org/content/10.1101/2020.03.15.992883v1.full.pdf

Top URLs in Tweet in G5:
[2] https://science.sciencemag.org/cgi/doi/10.1126/science.abc5902?utm_campaign=SciMag&utm_source=JHubbard&utm_medium=Twitter
[2] https://science.sciencemag.org/cgi/doi/10.1126/science.abc7520?utm_campaign=SciMag&utm_source=JHubbard&utm_medium=Twitter
[2] https://science.sciencemag.org/cgi/doi/10.1126/science.abc7424?utm_campaign=SciMag&utm_source=JHubbard&utm_medium=Twitter
[1] https://www.jimmunol.org/content/early/2020/06/02/jimmunol.2000513

Top URLs in Tweet in G6:
[1] https://twitter.com/emm_downunder/status/1270223987092516865
[1] https://twitter.com/fatlester/status/1271992826327416833
[1] https://twitter.com/Akarnious/status/1272775472863080449
[1] https://www.biorxiv.org/content/10.1101/2020.06.04.134379v1

Top URLs in Tweet in G7:
[1] https://www.cdc.gov/coronavirus/types.html

Top URLs in Tweet in G8:
[1] https://journals.plos.org/plospathogens/article?id=10.1371/journal.ppat.1001176
[1] https://www.medrxiv.org/content/10.1101/2020.05.02.20080036v1.full.pdf

Top URLs in Tweet in G9:
[4] https://pubmed.ncbi.nlm.nih.gov/16115318/

Top URLs in Tweet in G10:
[2] https://www.biorxiv.org/content/10.1101/2020.04.06.026476v1
[1] https://journals.plos.org/plospathogens/article?id=10.1371/journal.ppat.1001176
[1] https://mobile.twitter.com/JohnBeachTX/status/1220790501697294336
[1] https://twitter.com/__ice9/status/1272334496931680260?s=19
[1] https://aac.asm.org/content/44/7/1832
[1] https://www.ncbi.nlm.nih.gov/pubmed/15144898
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7259466/pdf/nihpp-2020.05.16.091520.pdf
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6613765/
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4136071/
[1] https://www.biorxiv.org/content/10.1101/2020.03.14.988345v1

Top Domains
Top Domains in Tweet in Entire Graph:
[100] twitter.com
[61] nih.gov
[42] biorxiv.org
[16] youtube.com
[14] nature.com
[13] elsevierhealth.com
[12] pnas.org
[11] medrxiv.org
[10] researchgate.net
[9] ac.jp

Top Domains in Tweet in G1:
[54] twitter.com
[9] nature.com
[6] nih.gov
[5] youtube.com
[5] biorxiv.org
[5] instagram.com
[4] elsevierhealth.com
[4] acn.cu
[4] covid19balkans.com
[3] sciencedirect.com

Top Domains in Tweet in G2:
[8] nih.gov
[6] researchgate.net
[3] pnas.org
[2] ecohealthalliance.org
[2] assaygenie.com
[2] harvard.edu
[2] twitter.com
[1] sciencedirect.com
[1] nature.com
[1] oup.com

Top Domains in Tweet in G3:
[1] biorxiv.org

Top Domains in Tweet in G5:
[6] sciencemag.org
[1] jimmunol.org

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

Top Domains in Tweet in G7:
[1] cdc.gov

Top Domains in Tweet in G8:
[1] plos.org
[1] medrxiv.org

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

Top Domains in Tweet in G10:
[4] nih.gov
[3] biorxiv.org
[2] twitter.com
[1] plos.org
[1] asm.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[156] sarscov2
[59] covid19
[48] كورونا
[29] sepaque
[24] كوفيد_19
[16] coronavirus
[11] kag
[8] loleíenuniverso
[8] prevenircovid19
[7] covid



Top Hashtags in Tweet in G1:
[15] covid19
[6] sarscov2
[4] balkans
[4] fightcorona
[4] throughscienceforthebalkans
[4] coronavirus
[2] sars_cov_2
[2] bli
[2] sarscov
[2] vetabolsonaro

Top Hashtags in Tweet in G2:
[2] coronavirus
[1] sars
[1] sarscontinuation
[1] covid19

Top Hashtags in Tweet in G5:
[144] sarscov2
[1] covid19

Top Hashtags in Tweet in G6:
[1] ccp

Top Hashtags in Tweet in G10:
[1] notahoax

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[524] sars
[523] cov
[82] virus
[56] mers
[49] coronavirus
[48] covid
[45] 19
[22] coronaviruses
[21] vaccine
[20] human

Top Words in Tweet in G2:
[283] sars
[276] cov
[114] ayjchan
[105] first
[87] site
[58] spike
[55] covid
[54] 19
[50] cleavage
[49] furin

Top Words in Tweet in G3:
[163] nataliexdean
[163] haven
[163] seen
[163] lot
[163] evidence
[163] fully
[163] asymptomatic
[163] people
[163] transmitting
[163] many

Top Words in Tweet in G4:
[175] cov
[174] sars
[166] pmarsupia
[163] murciélagos
[163] reservorio
[163] natural
[163] virus
[163] marburg
[163] hendra
[163] sosuga

Top Words in Tweet in G5:
[146] sciencemagazine
[144] trio
[144] papers
[144] describes
[144] several
[144] newly
[144] discovered
[144] human
[144] antibodies
[144] target

Top Words in Tweet in G6:
[289] sars
[138] another
[138] zinc
[136] study
[136] showing
[136] plays
[136] major
[136] role
[136] defeating
[136] cov2

Top Words in Tweet in G7:
[13] sars
[10] cov
[7] doritmi
[7] laughlandmorgan
[7] runhack
[7] just4thecause
[7] andrewlazarus4
[7] flitesurgn
[7] troydee
[7] chamberdisciple

Top Words in Tweet in G8:
[10] sars
[7] cov
[3] peterhorby
[3] hcq
[3] cov2
[3] zinc
[3] efficacy
[3] evidence
[2] robertanugent1
[2] qt

Top Words in Tweet in G9:
[8] sars
[8] cov
[5] years
[4] aeonexplorer
[4] before
[4] nih
[4] declared
[4] hcq
[4] potent
[4] inhibitor

Top Words in Tweet in G10:
[23] sars
[23] cov
[5] cells
[4] virus
[4] vero
[4] brain
[4] jopo899
[3] vitro
[3] atpase
[3] nelfinavir

Top Word Pairs
Top Word Pairs in Tweet in G2:
[469] sars,cov
[47] cov,covid
[42] covid,19
[38] tweetorial,first
[29] first,noticed
[21] noticed,over
[17] over,similar
[17] similar,month
[17] month,periods
[17] periods,sars

Top Word Pairs in Tweet in G3:
[268] haven,seen
[54] seen,lot
[54] lot,evidence
[47] evidence,fully
[47] fully,asymptomatic
[47] asymptomatic,people
[47] people,transmitting
[47] transmitting,many
[47] many,others
[47] others,admittedly

Top Word Pairs in Tweet in G4:
[163] sars,cov
[163] murciélagos,reservorio
[163] reservorio,natural
[163] natural,virus
[163] virus,marburg
[163] marburg,hendra
[163] hendra,sosuga
[163] sosuga,nipah
[163] nipah,probablemente
[163] probablemente,sars

Top Word Pairs in Tweet in G5:
[174] trio,papers
[163] papers,describes
[163] describes,several
[163] several,newly
[163] newly,discovered
[163] discovered,human
[163] human,antibodies
[163] antibodies,target
[163] target,#sarscov2
[163] #sarscov2,virus

Top Word Pairs in Tweet in G6:
[144] another,study
[144] study,showing
[144] showing,zinc
[144] zinc,plays
[144] plays,major
[144] major,role
[144] role,defeating
[144] defeating,sars
[144] sars,cov2
[144] cov2,known

Top Word Pairs in Tweet in G7:
[136] sars,cov
[136] grumfromnorwich,shonadmcdermott
[136] shonadmcdermott,retire_young_38
[136] retire_young_38,takethatdoctors
[136] takethatdoctors,jdsro159
[136] jdsro159,michaelmina_lab
[136] katlarue7,just4thecause
[136] milanovnina,ianfmusgrave
[136] ianfmusgrave,handmadekathy
[136] handmadekathy,yellowsmama

Top Word Pairs in Tweet in G8:
[10] sars,cov
[7] sars,cov2
[7] vivo,evidence
[7] evidence,efficacy
[7] efficacy,against
[7] against,sars

Top Word Pairs in Tweet in G9:
[7] sars,cov
[3] aeonexplorer,years
[2] years,before
[2] before,nih
[2] nih,declared
[2] declared,hcq
[] hcq,potent
[] potent,inhibitor
[] inhibitor,sars
[] cov,under

Top Word Pairs in Tweet in G10:
[8] sars,cov
[4] cov,sars
[4] vero,e6
[4] cells,vs
[4] yervand48009866,thomas_binder
[4] thomas_binder,encephalopathy
[4] encephalopathy,brain
[4] brain,inflammation
[4] inflammation,cytokine
[4] cytokine,storm

Top Replied-To
Top Replied-To in Entire Graph:
@billybostickson
@trefayne87
@reuters
@tvp_info
@mother_gia
@bwusstsein
@just_curius
@nneandermedical
@dokterpodcast
@algaracristina

Top Replied-To in G2:
@billybostickson
@nneandermedical
@just_curius
@flavinkins
@fffeeerrr68
@ayjchan
@rossana38510044
@kevinmch3
@babarlelephant
@vafaomid

Top Replied-To in G3:
@sal_martinez237
@nataliexdean
@prof_marciniak

Top Replied-To in G4:
@nopanaden

Top Replied-To in G5:
@andybiotech
@rplenge

Top Replied-To in G6:
@archangelamongu

Top Replied-To in G7:
@mother_gia
@sarahpackers
@jkellyca
@mcfunny

Top Replied-To in G8:
@robertanugent1
@drzoid
@juni8t
@vilethepro
@chimeragenetics
@peterhorby
@drsbeer

Top Replied-To in G9:
@thevaccineguy
@artoria11820642
@boastira
@aeonexplorer

Top Replied-To in G10:
@andreivolt
@__ice9
@hadbrunstein
@burningw0rds
@thinkerks
@a_1_0_2
@vanrodrigues
@yervand48009866
@24bitwarrior
@ajaysheshadri

Top Mentioned
Top Mentioned in Entire Graph:
@pmarsupia
@nataliexdean
@sciencemagazine
@lukemor19529310
@ayjchan
@bretweinstein
@densho
@territhrush
@ahmedaaahf1
@santiak

Top Mentioned in G1:
@sfsutcliffe
@ritasin17562778
@robbynewhome1

Top Mentioned in G2:
@ayjchan
@billybostickson
@rossana38510044
@ydeigin
@luigi_warren
@harvard2h
@real_adam_b
@free_thoughts_1
@capezzone
@qrepubblica

Top Mentioned in G3:
@nataliexdean
@ayjchan
@garryhi333999
@scrippsresearch
@pkarnezis
@sal_martinez237
@macroliter

Top Mentioned in G4:
@pmarsupia
@nopanaden

Top Mentioned in G5:
@sciencemagazine
@virusesimmunity
@peterkolchinsky
@thelancetrheum
@roivant
@cellhostmicrobe
@annsea_park
@syinvesting
@rplenge
@j_immunol

Top Mentioned in G6:
@lukemor19529310
@idestbrian
@nneandermedical

Top Mentioned in G7:
@doritmi
@laughlandmorgan
@runhack
@just4thecause
@andrewlazarus4
@flitesurgn
@troydee
@chamberdisciple
@kevinault
@rocza

Top Mentioned in G8:
@peterhorby
@raoult_didier
@dockaurg
@martinlandray
@marti279
@stopvaxxedlies
@robertanugent1
@chrisjohnsonmd
@mcfunny
@ianfmusgrave

Top Mentioned in G9:
@davidstour2015
@aeonexplorer
@doritmi
@drlindamd
@aubrey_huff
@badlegaltakes
@twitter
@boastira
@missy46
@mizdonna

Top Mentioned in G10:
@jopo899
@a_m_molenda
@denutrients
@thomas_binder
@yervand48009866
@apoorva_nyc
@colinrcooke
@nickmmark
@annalsats
@acute_pulmo_med

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@joefreedomlove
@threadreaderapp
@el_universal_mx
@bannerite
@rgrus
@actata1
@abscbnnews
@thehill
@rosenchild

Top Tweeters in G1:
@nicanws
@yasu_yasuno_sa
@ahsujussi
@kiruti
@gazetalublinpl
@bodhibrian
@diariomarcaoax
@diariode_xalapa
@ha_zett
@wai201303

Top Tweeters in G2:
@threadreaderapp
@alykhansatchu
@drjulie_b
@lunera_luz
@luigi_warren
@jchrispires
@alain_co
@libero_official
@borghi_claudio
@legasalvini

Top Tweeters in G3:
@bannerite
@lacunalingua
@reagancbrown
@rebellegrrl
@njdoc
@victorb123
@petchary
@lorettabower3
@clarinetwoman2
@inky_mark

Top Tweeters in G4:
@kitten0409
@clarcadi
@indisch__meisje
@mariethx
@ingriddiamond
@nenanenita
@manelrawal
@splth32
@sebasfc
@newsneus

Top Tweeters in G5:
@rotrujo
@sinemetuvivere
@rccmi
@mikihiyamada
@sousasimoni
@ecobard
@gregsgroove
@makyosunim
@zbenac
@eduardoorchard

Top Tweeters in G6:
@joefreedomlove
@drginareghetti
@sox_maga
@tadei
@jenninemorgan
@soooftie
@boggywood
@rebemccarthy
@anthonymulquin2
@docmorry

Top Tweeters in G7:
@veritasever
@doritmi
@rocza
@mission2heal
@lalaruefrench75
@planetaryjim
@frankdelia7
@awithonelison
@plasticdoe
@takethatdoctors

Top Tweeters in G8:
@_mamadeb
@beckyjohnson222
@rome_fell
@nosciencedenial
@doubledumas
@monstercoyliar
@cobraeldiablo
@pjmoore1958
@carlsmythe
@geoffschuler

Top Tweeters in G9:
@thunderb
@doodlestrks
@denise_snively
@jellen805
@jayvanorman
@cara_txzeal
@politicalwilli
@olystubbies44
@sportsmom9433
@baby_blue_2013

Top Tweeters in G10:
@wsj
@iceman_ex
@just4thecause
@denutrients
@france_soir
@mangan150
@jmsl
@thomas_binder
@a_1_0_2
@__ice9


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