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SARS-NCOV_2020-08-05_02-08-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 05, 2020
Short Description:
SARS-NCOV via NodeXL https://bit.ly/31fONkA
@nature
@scifitechx1
@dayarvsvau
@mackayim
@hannahrsharpe14
@drneeltje
@realdonaldtrump
@wevotedtoleave
@nycsouthpaw
@inbetweet3r

Top hashtags:
#covid19
#sarscov2
#covid
#coronavirus
#sars
#canalsalut
#coronawarrior

Description:
Description
The graph represents a network of 1,514 Twitter users whose tweets in the requested range contained "SARS-NCOV", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 05 August 2020 at 09:11 UTC.

The requested start date was Wednesday, 05 August 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, 12-hour, 0-minute period from Wednesday, 22 July 2020 at 00:24 UTC to Tuesday, 04 August 2020 at 12:25 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 : 1514
Unique Edges : 794
Edges With Duplicates : 1620
Total Edges : 2414
Number of Edge Types : 5
Tweet : 345
Retweet : 680
MentionsInRetweet : 800
Replies to : 177
Mentions : 412
Self-Loops : 384
Reciprocated Vertex Pair Ratio : 0.0097323600973236
Reciprocated Edge Ratio : 0.0192771084337349
Connected Components : 409
Single-Vertex Connected Components : 175
Maximum Vertices in a Connected Component : 220
Maximum Edges in a Connected Component : 476
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.278499
Graph Density : 0.0005435062570885
Modularity : 0.556359
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 1,514 Twitter users whose tweets in the requested range contained "SARS-NCOV", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 05 August 2020 at 09:11 UTC.

The requested start date was Wednesday, 05 August 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, 12-hour, 0-minute period from Wednesday, 22 July 2020 at 00:24 UTC to Tuesday, 04 August 2020 at 12:25 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-NCOV
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:
[55] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2820%2931604-4%2Ffulltext&rc=0
[39] https://www.cdc.gov/coronavirus/2019-ncov/hcp/duration-isolation.html
[20] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2608-y
[19] https://journals.scholarsportal.info/search?q=((COVID-19)+OR+(2019-nCoV)+OR+(SARS-CoV-2))&search_in=anywhere&date_from=&date_to=&sort=relevance&sub=
[8] https://apps.who.int/iris/bitstream/handle/10665/332197/WHO-2019-nCoV-FAQ-Virus_origin-2020.1-eng.pdf
[8] https://www.medrxiv.org/content/10.1101/2020.03.30.20048108v3
[8] https://investor.todosmedical.com/news-events/press-releases/detail/61/todos-medical-announces-sars-ncov-19-testing-kit-contract
[7] https://www.cdc.gov/coronavirus/2019-ncov/lab/pooling-procedures.html
[6] https://www.cdc.gov/coronavirus/2019-ncov/daily-life-coping/animals.html
[6] https://nextstrain.org/ncov/global

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%2Fs41586-020-2608-y
[1] https://www.nature.com/articles/s41586-020-2608-y?utm_source=twitter&utm_medium=social&utm_content=organic&utm_campaign=NGMT_USG_JC01_GL_Nature
[1] https://sci-fitechx.blogspot.com/2020/07/CoronaVaccine.html?m=1
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2607-z
[1] https://www.nature.com/articles/s41586-020-2608-y
[1] http://www.nature.com/articles/s41586-020-2608-y
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2820%2931604-4%2Ffulltext&rc=0

Top URLs in Tweet in G2:
[42] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2820%2931604-4%2Ffulltext&rc=0
[7] https://www.cdc.gov/coronavirus/2019-ncov/hcp/duration-isolation.html
[7] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2608-y
[4] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2820%2931604-4%2Ffulltext%3Futm_campaign%3Dtlcoronavirus20%26utm_source%3Dtwitter%26utm_medium%3Dsocial&rc=0
[4] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Faction%2FshowPdf%3Fpii%3DS0140-6736%252820%252931604-4&rc=0
[3] https://www.nature.com/articles/s41586-020-2608-y
[2] https://covid19vaccinetrial.co.uk/phase-i-trial-publication
[2] https://twitter.com/THEREALJAMESBO7/status/1286253509151621120
[2] https://www.cdc.gov/coronavirus/2019-ncov/community/schools-childcare/k-12-testing.html
[2] https://www.cdc.gov/coronavirus/2019-ncov/lab/multiplex.html

Top URLs in Tweet in G3:
[1] https://www.cdc.gov/coronavirus/2019-ncov/lab/testing.html

Top URLs in Tweet in G4:
[3] https://www.cdc.gov/coronavirus/2019-ncov/testing/serology-overview.html
[3] https://www.cdc.gov/coronavirus/2019-ncov/hcp/duration-isolation.html
[2] https://www.cdc.gov/coronavirus/2019-ncov/lab/pooling-procedures.html
[1] https://twitter.com/LBC/status/1290354913948700672
[1] https://www.cdc.gov/coronavirus/2019-ncov/hcp/testing-overview.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/hcp/caring-for-newborns.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/covid-data/faq-surveillance.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/lab/resources/antibody-tests-guidelines.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/hcp/return-to-work.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/community/organizations/testing-non-healthcare-workplaces.html

Top URLs in Tweet in G5:
[1] https://www.cdc.gov/coronavirus/2019-ncov/hcp/faq.html
[1] https://twitter.com/chadpergram/status/1288588449537306625

Top URLs in Tweet in G7:
[1] https://medium.com/@yurideigin/lab-made-cov2-genealogy-through-the-lens-of-gain-of-function-research-f96dd7413748
[1] https://www.tandfonline.com/doi/full/10.1080/22221751.2020.1725399?cookieSet=1
[1] http://magictour.free.fr/rmyn.GIF
[1] https://chemrxiv.org/articles/preprint/Molecular_Insights_into_the_Contagious_Nature_of_Pandemic_Novel_Coronavirus_2019-nCoV/12118839/3

Top URLs in Tweet in G8:
[1] https://www.cdc.gov/coronavirus/2019-ncov/covid-data/covidview/index.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/testing/serology-overview.html

Top URLs in Tweet in G9:
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2608-y

Top URLs in Tweet in G10:
[1] https://twitter.com/evasiu21/status/1287905762413441024

Top Domains
Top Domains in Tweet in Entire Graph:
[115] cdc.gov
[70] elsevierhealth.com
[38] nature.com
[38] scholarsportal.info
[28] twitter.com
[27] nih.gov
[14] nextstrain.org
[13] who.int
[9] medrxiv.org
[8] ne.jp

Top Domains in Tweet in G1:
[9] nature.com
[1] blogspot.com
[1] elsevierhealth.com

Top Domains in Tweet in G2:
[52] elsevierhealth.com
[24] cdc.gov
[16] nature.com
[11] nih.gov
[8] twitter.com
[5] recombinomics.co
[4] nextstrain.org
[4] abeomics.com
[4] go.jp
[2] linkedin.com

Top Domains in Tweet in G3:
[1] cdc.gov

Top Domains in Tweet in G4:
[15] cdc.gov
[1] twitter.com

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

Top Domains in Tweet in G7:
[1] medium.com
[1] tandfonline.com
[1] free.fr
[1] chemrxiv.org

Top Domains in Tweet in G8:
[2] cdc.gov

Top Domains in Tweet in G9:
[1] nature.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[86] covid19
[32] sarscov2
[29] covid
[23] coronavirus
[16] sars
[12] canalsalut
[11] coronawarrior
[10] bhubaneswar
[9] 武漢肺炎
[9] vaccine



Top Hashtags in Tweet in G1:
[2] covid19
[1] chadox1
[1] pandemic
[1] sars_cov_2
[1] vaccine

Top Hashtags in Tweet in G2:
[13] covid19
[9] sarscov2
[6] covid19papers
[3] sars
[2] vaccine
[2] ncov
[2] wb
[2] coronavirus
[2] covid
[2] コロナを指定感染症から外して

Top Hashtags in Tweet in G3:
[1] peru
[1] newyorkprotests
[1] michiganprotest
[1] covid19

Top Hashtags in Tweet in G4:
[2] covid19
[1] pregnancy
[1] breastfeeding
[1] pooledtesting
[1] covid
[1] coronavirus
[1] healthcareworkers
[1] medicine
[1] health

Top Hashtags in Tweet in G7:
[1] covid19
[1] sars
[1] cov2
[1] ncov
[1] virology
[1] gainoffunction
[1] gof
[1] wuhan
[1] wiv

Top Hashtags in Tweet in G9:
[1] covid19

Top Hashtags in Tweet in G10:
[3] ccp
[1] sars

Top Words
Top Words in Tweet in Entire Graph:
[1002] sars
[842] cov
[740] ncov
[654] 19
[422] chadox1
[403] vaccine
[306] against
[247] covid
[206] clinical
[204] nature

Top Words in Tweet in G1:
[217] vaccine
[212] 19
[210] ncov
[209] chadox1
[196] sars
[196] cov
[192] nature
[189] against
[180] currently
[180] undergoing

Top Words in Tweet in G2:
[208] sars
[167] cov
[165] ncov
[143] 19
[99] chadox1
[95] vaccine
[67] against
[65] report
[65] phase
[63] safety

Top Words in Tweet in G3:
[49] cov
[43] hcov
[39] sars
[37] 30
[28] coronavirus
[26] dayarvsvau
[23] laboratorium
[18] ncov
[18] mers
[15] ruim

Top Words in Tweet in G4:
[22] sars
[20] cdcgov
[17] cov
[13] 19
[12] testing
[11] test
[9] covid
[9] news
[8] rna
[8] read

Top Words in Tweet in G5:
[39] cov
[38] sars
[37] based
[37] existing
[37] literature
[37] incubation
[37] period
[37] time
[37] exposure
[37] development

Top Words in Tweet in G6:
[29] いい加減争いの種になっているpcrの感度問題の決着を付けたいのだけれどsysmexの説明書に興味深いデータが載っていたので紹介する
[29] 現在日本で認可されているsars
[29] ncov
[29] 2の検査キットは感染研のパネルを使って陽性一致率陰性一致率が90
[28] uwemon
[28] 以上のものが

Top Words in Tweet in G7:
[10] cov
[8] sars
[3] ydeigin
[3] ayjchan
[2] hear
[2] anyone
[2] claim
[2] know
[2] virus
[2] didn

Top Words in Tweet in G8:
[8] realdonaldtrump
[8] sars
[7] ncov
[4] 2019
[4] respiratory
[3] covid
[3] 19
[3] cov
[3] severe
[3] syndrome

Top Words in Tweet in G9:
[21] oxford's
[21] chadox1
[21] ncov
[21] 19
[21] vaccine
[21] prevents
[21] sars
[21] cov
[21] pneumonia
[21] rhesus

Top Words in Tweet in G10:
[4] sars
[4] ncov
[4] speakerpelosi
[3] george
[3] bush
[3] secpompeo
[3] cpc_hq
[3] liberal_party
[3] time
[3] hold

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[782] sars,cov
[454] ncov,19
[420] chadox1,ncov
[329] 19,vaccine
[293] against,sars
[272] vaccine,against
[185] clinical,trials
[183] nature,chadox1
[183] currently,undergoing
[183] undergoing,human

Top Word Pairs in Tweet in G1:
[210] ncov,19
[209] chadox1,ncov
[196] sars,cov
[188] against,sars
[186] 19,vaccine
[180] nature,chadox1
[180] vaccine,against
[180] currently,undergoing
[180] undergoing,human
[180] human,clinical

Top Word Pairs in Tweet in G2:
[158] sars,cov
[103] ncov,19
[97] chadox1,ncov
[83] 19,vaccine
[64] against,sars
[62] safety,immunogenicity
[61] immunogenicity,chadox1
[59] vaccine,against
[56] preliminary,report
[56] report,phase

Top Word Pairs in Tweet in G3:
[34] sars,cov
[17] 30,laboratorium
[15] ruim,30
[15] laboratorium,geïsoleerde
[15] geïsoleerde,stammen
[15] hcov,nl63
[15] hku1,ncov
[15] ncov,mers
[15] mers,cov
[14] stammen,coronavirus

Top Word Pairs in Tweet in G4:
[17] sars,cov
[8] great,news
[8] news,mother
[8] mother,baby
[8] baby,dyads
[8] dyads,cdcgov
[8] cdcgov,need
[8] need,separate
[8] separate,regardless
[8] regardless,whether

Top Word Pairs in Tweet in G5:
[38] sars,cov
[37] based,existing
[37] existing,literature
[37] literature,incubation
[37] incubation,period
[37] period,time
[37] time,exposure
[37] exposure,development
[37] development,symptoms
[37] symptoms,sars

Top Word Pairs in Tweet in G6:
[29] いい加減争いの種になっているpcrの感度問題の決着を付けたいのだけれどsysmexの説明書に興味深いデータが載っていたので紹介する,現在日本で認可されているsars
[29] 現在日本で認可されているsars,ncov
[29] ncov,2の検査キットは感染研のパネルを使って陽性一致率陰性一致率が90
[28] uwemon,いい加減争いの種になっているpcrの感度問題の決着を付けたいのだけれどsysmexの説明書に興味深いデータが載っていたので紹介する
[28] 2の検査キットは感染研のパネルを使って陽性一致率陰性一致率が90,以上のものが

Top Word Pairs in Tweet in G7:
[7] sars,cov
[2] hear,anyone
[2] anyone,claim
[2] claim,know
[2] know,virus
[2] virus,didn
[2] didn,come
[2] come,lab
[2] lab,don
[2] don,buy

Top Word Pairs in Tweet in G8:
[3] covid,19
[3] 2019,ncov
[3] sars,cov
[3] respiratory,syndrome
[2] ncov,ncov
[2] severe,acute
[2] acute,respiratory
[2] devincow,republ_i_can
[2] republ_i_can,realdonaldtrump
[2] realdonaldtrump,dbongino

Top Word Pairs in Tweet in G9:
[21] oxford's,chadox1
[21] chadox1,ncov
[21] ncov,19
[21] 19,vaccine
[21] vaccine,prevents
[21] prevents,sars
[21] sars,cov
[21] cov,pneumonia
[21] pneumonia,rhesus
[21] rhesus,macaques

Top Word Pairs in Tweet in G10:
[3] sars,ncov
[3] secpompeo,speakerpelosi
[3] speakerpelosi,cpc_hq
[3] cpc_hq,liberal_party
[3] liberal_party,time
[3] time,hold
[3] hold,#ccp
[3] #ccp,accountable
[3] accountable,unleashing
[3] unleashing,bioweapon

Top Replied-To
Top Replied-To in Entire Graph:
@beata51641993
@shiikazuo
@minpres
@realdonaldtrump
@east_dreamer
@business
@albaluzdegas
@jovannagarcon
@xtwok20
@7commanche

Top Replied-To in G3:
@beata51641993
@business
@minpres
@coronavirusnewv
@ctvnews
@marketwatch
@mz_gov_pl
@bloempje141
@wbc241
@reternityorg

Top Replied-To in G4:
@lbc
@phe_uk
@danbamb
@sayitnspinit

Top Replied-To in G7:
@antgduarte
@luigi_warren

Top Replied-To in G8:
@realdonaldtrump
@florio21
@devincow
@qhare3
@whitehouse
@caleb_eze_music

Top Replied-To in G10:
@xtwok20
@ann72291252
@7commanche
@secpompeo

Top Mentioned
Top Mentioned in Entire Graph:
@nature
@nycsouthpaw
@uwemon
@dayarvsvau
@todosmedical
@scifitechx1
@cdcgov
@cmichaelgibson
@otvnews
@nmamerida

Top Mentioned in G1:
@nature
@scifitechx1
@boticariors
@oxfordmedsci
@mvicaracal

Top Mentioned in G2:
@therealjamesbo7
@schaechterle
@josecristancho
@juangarza13
@alfonso_casi
@_measly
@thanmsz
@alisonblunt

Top Mentioned in G3:
@dayarvsvau
@austrohngaro1
@coronavirusnewv
@gladiatorvicto
@stanley16906654
@kicaj3
@ewazamojska
@belle_epoque5
@monika16778868
@usarmy

Top Mentioned in G4:
@cdcgov
@yafshar
@baalthe
@phe_uk
@johnthefocuser
@iaindale
@bf_usa
@mark_williamz
@pippabird
@jeremyvineon5

Top Mentioned in G5:
@nycsouthpaw

Top Mentioned in G6:
@uwemon

Top Mentioned in G7:
@ydeigin
@ayjchan
@flavinkins
@emmecola
@_coltseavers
@theseeker268
@monarahalkar
@bahulikarrahul
@franciscodeasis
@kevinmch3

Top Mentioned in G8:
@realdonaldtrump
@republ_i_can
@dbongino
@jim_jordan
@devinnunes
@mitchellvii
@jsolomonreports
@saracarterdc
@shfaffler
@janelerouxxx

Top Mentioned in G9:
@cmichaelgibson

Top Mentioned in G10:
@speakerpelosi
@cpc_hq
@liberal_party
@evasiu21
@secpompeo
@adam46690461
@michexposures
@long11104
@_jongarf
@robcschweitzer

Top Tweeters
Top Tweeters in Entire Graph:
@alerttrade
@lopezgovlaw
@moonbootica
@pennystocksmomo
@independent
@phillip92321
@saki_tokyojapan
@inspiteoftrump
@serendipitysays
@gambiste1

Top Tweeters in G1:
@serendipitysays
@rosenchild
@trump417
@world_news_eng
@protectingterra
@jfjabbo
@anki4uever
@lee_in_iowa
@bprophetable
@virboy21

Top Tweeters in G2:
@alerttrade
@gooochin
@yoshiki7111
@saudi_pharma_07
@osakakyoto_0825
@qzv00507
@otcdynamics
@focus_motori
@truthismaster
@psandresg

Top Tweeters in G3:
@business
@nos
@marketwatch
@rtlnieuws
@ctvnews
@nunl
@piotr_makowiec
@wickis12
@gladiatorvicto
@edkajoanna

Top Tweeters in G4:
@heidiec5
@lbc
@teresam46396557
@jameswa55188246
@iaindale
@drkatie2
@pippabird
@tunnelcat2
@peterpham
@studio59designs

Top Tweeters in G5:
@phillip92321
@inspiteoftrump
@cnbsnana
@deathtocrazy
@digyoursoul
@nycsouthpaw
@northwind1ndn
@orchidlady303
@sailorpsy
@48gailschwerdt

Top Tweeters in G6:
@yunishio
@lamohkun
@eyasuyuki
@ds20wk
@sarukame999
@yuriakatase2
@office_someiro
@arashi_mic
@uwemon
@sanadian_dadd

Top Tweeters in G7:
@luigi_warren
@real_adam_b
@_coltseavers
@harvard2h
@billybostickson
@flavinkins
@emmecola
@still_a_nerd
@rolandbakeriii
@truebluej

Top Tweeters in G8:
@feinberg_linda
@mitchellvii
@republ_i_can
@akrosbooks
@dbongino
@devincow
@realdonaldtrump
@ritawatnick
@saracarterdc
@whitehouse

Top Tweeters in G9:
@amit_lather_
@carolforden
@wordfinga
@drferdowsi
@cmichaelgibson
@kalyandevi
@amygdaloidspew
@predatordiaries
@_theonlyiby
@msollender

Top Tweeters in G10:
@evasiu21
@lionheartnyc
@liberal_party
@michexposures
@1stculturetours
@adam46690461
@_jongarf
@cpc_hq
@hillaryclinton
@speakerpelosi


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