COVID, Twitter, 3/18/2020 2:46:24 PM, 223177


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COVID_2020-03-18_00-17-09.xlsx
COVID_2020-03-18_00-17-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 18, 2020
Short Description:
COVID via NodeXL http://bit.ly/2IWXrvv
@goughcj
@amirudinshari
@501awani
@mutsuptx
@firdausazil
@aunwalees
@hermyrahim
@elliecampbbell
@zrthaishaa
@nicolasmaduro

Top hashtags:
#covid_19
#coronavirus
#covid19
#covid
#covidー19
#covid2019
#coronavirusoutbreak

Description:
Description
The graph represents a network of 7,599 Twitter users whose tweets in the requested range contained "COVID", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 18 March 2020 at 07:18 UTC.

The requested start date was Wednesday, 18 March 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 1-day, 0-hour, 0-minute period from Monday, 16 March 2020 at 10:21 UTC to Tuesday, 17 March 2020 at 10:22 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 : 7599
Unique Edges : 7514
Edges With Duplicates : 553
Total Edges : 8067
Number of Edge Types : 4
MentionsInRetweet : 4639
Replies to : 215
Mentions : 1001
Tweet : 2212
Self-Loops : 2212
Reciprocated Vertex Pair Ratio : 0.00403650403650404
Reciprocated Edge Ratio : 0.00804055235098759
Connected Components : 2307
Single-Vertex Connected Components : 494
Maximum Vertices in a Connected Component : 150
Maximum Edges in a Connected Component : 220
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 3.652243
Graph Density : 9.90868937500643E-05
Modularity : 0.827369
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 7,599 Twitter users whose tweets in the requested range contained "COVID", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 18 March 2020 at 07:18 UTC.

The requested start date was Wednesday, 18 March 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 1-day, 0-hour, 0-minute period from Monday, 16 March 2020 at 10:21 UTC to Tuesday, 17 March 2020 at 10:22 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 : COVID
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:
[27] https://www.bfmtv.com/sante/direct-coronavirus-covid-19-france-symptome-cas-mort-confinement-quarantaine-ecole-fermee-report-municipales-second-tour-italie-espagne/#content/contribution/edit
[23] http://www.astroawani.com/berita-malaysia/covid-19-dua-kematian-di-malaysia-dicatat-hari-ini-234002
[21] https://time.com/5804092/experimental-covid-19-vaccine-test-begins-as-u-s-volunteer-receives-first-shot/?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_term=world_covid-19&linkId=84465131
[12] https://www.businessinsider.com/coronavirus-spain-nationalises-private-hospitals-emergency-covid-19-lockdown-2020-3
[8] https://news.sky.com/story/coronavirus-79000-people-worldwide-have-recovered-from-covid-19-11958398
[8] https://www.who.int/dg/speeches/detail/who-director-general-s-opening-remarks-at-the-media-briefing-on-covid-19---16-march-2020
[8] https://www.bfmtv.com/sante/direct-coronavirus-covid-19-france-symptome-cas-mort-confinement-quarantaine-ecole-fermee-report-municipales-second-tour-italie-espagne/
[7] https://www.3dprintingmedia.network/covid-19-3d-printed-valve-for-reanimation-device/
[7] http://www.tempo.co/
[6] https://trib.al/onKmHx5

Top URLs in Tweet in G1:
[2] http://www.nhs.uk/coronavirus
[2] https://blackburnnews.com/london/london-news/2020/03/16/2020-provincial-budget-hold-light-covid-19-economic-impact/
[1] https://www.change.org/p/the-nhs-test-frontline-nhs-staff-for-covid-as-a-priority?utm_content=cl_sharecopy_20861011_en-GB%3Av3&recruited_by_id=cfa47430-66d5-11ea-b86e-195cf54eb28f&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_initial&utm_term=tap_basic_share&fbclid=IwAR0sTDoAOAhQPK0gxpmZMFVC4dqyIh0HZpXxZk_5iNTH8__wO1zqBQ_wCiA
[1] https://www.instagram.com/syafatinsafie
[1] https://twitter.com/mathebula_chris/status/1239448387608612866
[1] https://www.huffpost.com/entry/norway-students-us-collective-infrastructure_n_5e6ec485c5b6dda30fcbba2a
[1] https://nonsolomarescialli.it/covid-19-rischio-contagio-nelle-basi-militari-morto-un-poliziotto-lallarme-della-dottoressa-contagiata-video/
[1] https://docs.google.com/spreadsheets/d/1DHealTzCR0qNkq-fbuPRd9Nzi7NSAM5HKQ84grFEFO8/htmlview?fbclid=IwAR2P_0Fbegi3bgD-PhNLoVp9fv-bjE2DySuxH96mBWOifZO4LLH8AUxOeqs&sle=true#
[1] https://www.thehindu.com/sci-tech/health/covid-19-interactive-map-confirmed-cases-in-india/article31041690.ece/amp/?utm_source=thehindu&utm_medium=cube&utm_campaign=corona&__twitter_impression=true
[1] https://www.theguardian.com/world/2020/mar/15/uk-coronavirus-crisis-to-last-until-spring-2021-and-could-see-79m-hospitalised

Top URLs in Tweet in G4:
[2] https://www.malaymail.com/news/malaysia/2020/03/17/kl-mayor-food-trucks-fresh-markets-roadside-stalls-must-close-for-covid-19/1847456
[2] https://www.thesundaily.my/cerita/automotif/covid-19-perodua-henti-operasi-mac-18-31-KD2140491

Top URLs in Tweet in G5:
[4] https://www.telesurtv.net/news/coronavirus-por-que-permanecer-cuarentena-20200316-0050.html
[1] https://mazo4f.com/214613
[1] https://mazo4f.com/214498
[1] https://mazo4f.com/214497
[1] https://mazo4f.com/214521
[1] https://www.pscp.tv/w/1MnGnQyooReKO
[1] http://bit.ly/2TTBwf6
[1] https://www.pscp.tv/NicolasMaduro/1MnGnQyooReKO?t=2m55s
[1] https://twitter.com/CarnetDLaPatria/status/1239716109785456642
[1] http://bit.ly/3d1bzlj

Top URLs in Tweet in G6:
[4] http://www.narendramodi.in/prime-minister-narendra-modi-urges-people-to-share-solutions-for-covid-19-on-mygovindia
[2] https://www.pscp.tv/w/cTy38DMyMjExNTJ8MXlvS01hTGFhUVdLUZ8-Pqk9ZDfqLjuCUf-t1dh6LHorJWi4OXTiuybPhBMS
[1] https://www.theguardian.com/world/2020/mar/16/everyone-is-scared-to-speak-up-nhs-staff-need-covid-19-tests?CMP=share_btn_tw
[1] https://emergency.cdc.gov/coca/calls/2020/callinfo_031220.asp?deliveryName=USCDC_450-DM22781
[1] https://www.cdc.gov/coronavirus/2019-ncov/about/symptoms.html
[1] https://bit.ly/3ahDsU2
[1] https://twitter.com/kushanmitra/status/1238827281532907521
[1] https://twitter.com/Hemant_Skyward/status/1238753641571307521
[1] https://www.cdc.gov/coronavirus/2019-ncov/prepare/managing-stress-anxiety.html
[1] https://www.epi-win.com/sites/epiwin/files/content/attachments/2020-02-24/COVID19%20Stigma%20Guide%2024022020_1.pdf

Top URLs in Tweet in G7:
[22] http://www.astroawani.com/berita-malaysia/covid-19-dua-kematian-di-malaysia-dicatat-hari-ini-234002
[3] http://english.astroawani.com/malaysia-news/covid-19-psd-orders-civil-servants-work-home-234020
[2] http://www.astroawani.com/berita-malaysia/covid-19-jangan-balik-kampung-kekal-di-mana-anda-berada-pakar-233928
[2] http://www.astroawani.com/berita-malaysia/covid-19-restoran-tetap-beroperasi-tetapi-hanya-boleh-bungkus-makanan-sahaja-234013
[1] http://www.astroawani.com/berita-malaysia/87-individu-dikuarantin-di-terengganu-selepas-disyaki-dijangkiti-wabak-covid-19-233853
[1] https://twitter.com/FirdausAzil/status/1239483786233970688
[1] https://www.hellokerja.com/2020/03/mcd-kfc-dan-beberapa-premis-lain-tutup-ruang-makan.html

Top URLs in Tweet in G8:
[2] https://lifestyle.abs-cbn.com/photos/2359/abs-cbn-special-primetime-programming

Top URLs in Tweet in G10:
[27] https://www.bfmtv.com/sante/direct-coronavirus-covid-19-france-symptome-cas-mort-confinement-quarantaine-ecole-fermee-report-municipales-second-tour-italie-espagne/#content/contribution/edit
[8] https://www.bfmtv.com/sante/direct-coronavirus-covid-19-france-symptome-cas-mort-confinement-quarantaine-ecole-fermee-report-municipales-second-tour-italie-espagne/
[4] https://www.lefigaro.fr/sciences/2020/03/16/01008-20200316LIVWWW00001-en-direct-coronavirus-covid-19-elections-municipales-premier-tour-second-tour-confinement-urgences-epidemie-consignes-lieux-public-ecoles.php
[2] https://www.lefigaro.fr/sciences/2020/03/17/01008-20200317LIVWWW00001-en-direct-coronavirus-confinement-mesures-ecoles-hopitaux-Macron-annonces-elections-municipales-report-patients-contamines-covid-19.php
[1] http://www.marne.gouv.fr/Actualites/Infos/Coronavirus-COVID-19/COVID-19-Deplacements

Top Domains
Top Domains in Tweet in Entire Graph:
[189] twitter.com
[58] bit.ly
[40] theguardian.com
[35] bfmtv.com
[34] change.org
[31] astroawani.com
[31] co.uk
[23] time.com
[21] com.my
[19] instagram.com

Top Domains in Tweet in G1:
[49] twitter.com
[14] instagram.com
[8] theguardian.com
[5] change.org
[4] google.com
[4] org.uk
[3] wordpress.com
[3] blogspot.com
[3] co.uk
[2] linkedin.com

Top Domains in Tweet in G4:
[2] malaymail.com
[2] thesundaily.my

Top Domains in Tweet in G5:
[4] mazo4f.com
[4] telesurtv.net
[2] pscp.tv
[2] bit.ly
[1] twitter.com

Top Domains in Tweet in G6:
[5] cdc.gov
[4] narendramodi.in
[3] twitter.com
[2] pscp.tv
[1] theguardian.com
[1] bit.ly
[1] epi-win.com
[1] who.int
[1] uni.cf
[1] usatoday.com

Top Domains in Tweet in G7:
[30] astroawani.com
[1] twitter.com
[1] hellokerja.com

Top Domains in Tweet in G8:
[2] abs-cbn.com

Top Domains in Tweet in G10:
[35] bfmtv.com
[6] lefigaro.fr
[1] gouv.fr

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[428] covid_19
[298] coronavirus
[246] covid19
[206] covid
[76] covidー19
[59] covid2019
[52] coronavirusoutbreak
[34] covid19france
[31] awaninews
[29] awani745



Top Hashtags in Tweet in G1:
[58] covid_19
[33] covid
[29] covid19
[26] coronavirus
[16] covid2019
[11] coronavirusoutbreak
[5] sokağacıkmayasağı
[4] quarantinelife
[4] corona
[3] koronawirus

Top Hashtags in Tweet in G5:
[22] envivo
[11] covid_19
[5] envideo
[4] enlascallesvictoriachavista
[4] quédateentucasa
[3] 3/17/2020 12:00:00 AM
[3] coronavirus
[3] covidー19
[3] cuarentenacolectivasocial
[2] 0.5

Top Hashtags in Tweet in G6:
[8] covid19
[3] indiafightscorona
[3] coronavirus
[3] saarcfightscorona
[2] covid2019
[2] saarc
[1] healthcareteams
[1] coronavirusdisease
[1] children
[1] pregnantwomen

Top Hashtags in Tweet in G7:
[31] awaninews
[29] awani745
[9] covid_19
[2] koronavirus
[2] fajarawani
[2] kekaltenang
[1] hapuscovid19
[1] staysafe
[1] covid2019

Top Hashtags in Tweet in G10:
[29] covid19france
[9] coronavirus
[6] covid19
[2] covid2019
[1] covid_19fr
[1] coranovirus

Top Words
Top Words in Tweet in Entire Graph:
[2187] Words in Sentiment List#1: Positive
[3188] Words in Sentiment List#2: Negative
[30] Words in Sentiment List#3: Angry/Violent
[163597] Non-categorized Words
[168972] Total Words
[4989] covid
[4461] 19
[428] #covid_19
[401] coronavirus
[309] virus

Top Words in Tweet in G1:
[371] covid
[325] 19
[58] #covid_19
[34] coronavirus
[34] sa
[33] #covid
[31] virus
[29] #covid19
[26] #coronavirus
[24] people

Top Words in Tweet in G2:
[178] covid
[150] จ
[142] ถ
[128] 19
[101] ข
[79] ฉ
[78] aunwalees
[78] ด
[73] ทำบ
[73] ตร

Top Words in Tweet in G3:
[84] covid
[84] 19
[81] recovering
[81] share
[81] symptoms
[81] experience
[81] case
[81] help
[81] anyone
[80] goughcj

Top Words in Tweet in G4:
[93] covid
[93] 19
[40] negeri
[33] yang
[33] adalah
[27] death
[27] year
[27] old
[26] aidilarazak
[26] hospital

Top Words in Tweet in G5:
[43] covid
[43] 19
[33] nicolasmaduro
[22] autoridades
[22] #envivo
[21] cuarentena
[20] militares
[20] inician
[19] vladimirpadrino
[19] cumplimiento

Top Words in Tweet in G6:
[50] covid
[46] 19
[31] narendramodi
[22] people
[14] india
[13] testing
[13] pm
[13] saarc
[12] health
[12] spread

Top Words in Tweet in G7:
[73] covid
[73] 19
[52] malaysia
[40] ini
[38] kematian
[31] #awaninews
[29] 501awani
[29] #awani745
[28] hari
[26] terkini

Top Words in Tweet in G8:
[72] covid
[63] know
[60] 19
[34] necessary
[34] stop
[34] spread
[34] self
[34] isolation
[34] school
[34] etc

Top Words in Tweet in G9:
[56] covid
[43] orang
[38] 19
[32] ramai
[27] dengan
[27] someone
[27] musim
[25] tak
[22] aku
[22] doktor

Top Words in Tweet in G10:
[47] emmanuelmacron
[33] ce
[33] soir
[32] bfmtv
[31] s'exprimera
[29] #covid19france
[27] alerte
[27] info
[27] 20h00
[27] téléivision

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4280] covid,19
[118] #covid,19
[118] positive,covid
[114] due,covid
[84] tested,positive
[83] help,anyone
[82] recovering,covid
[82] 19,share
[82] share,symptoms
[82] symptoms,experience

Top Word Pairs in Tweet in G1:
[310] covid,19
[13] #covid,19
[10] virus,covid
[9] sa,covid
[9] 19,outbreak
[8] chinese,virus
[7] over,covid
[7] coronavirus,covid
[7] 19,pandemic
[7] covid,chinese

Top Word Pairs in Tweet in G2:
[128] covid,19
[73] ทำบ,ตร
[73] ตร,30
[72] 30,บร
[72] บร,การค
[72] การค,ดกรอง
[72] ดกรอง,200
[71] ถ,าใครจะไปตรวจ
[71] าใครจะไปตรวจ,covid
[71] 19,ด

Top Word Pairs in Tweet in G3:
[84] covid,19
[81] recovering,covid
[81] 19,share
[81] share,symptoms
[81] symptoms,experience
[81] experience,case
[81] case,help
[81] help,anyone
[80] goughcj,recovering
[3] 24,oke

Top Word Pairs in Tweet in G4:
[93] covid,19
[27] year,old
[20] aidilarazak,breaking
[20] breaking,sarawak
[20] sarawak,confirms
[20] confirms,malaysia's
[20] malaysia's,first
[20] first,death
[20] death,covid
[20] 19,deceased

Top Word Pairs in Tweet in G5:
[43] covid,19
[18] #envivo,círculo
[18] círculo,rojo
[18] rojo,vladimirpadrino
[18] vladimirpadrino,autoridades
[18] autoridades,civiles
[18] civiles,militares
[18] militares,inician
[18] inician,operativo
[18] operativo,dar

Top Word Pairs in Tweet in G6:
[46] covid,19
[13] pm,narendramodi
[10] many,people
[10] people,highlighting
[10] highlighting,different
[10] different,aspects
[10] aspects,india
[10] india,combating
[10] combating,covid
[10] 19,certainly

Top Word Pairs in Tweet in G7:
[73] covid,19
[29] #awaninews,#awani745
[28] hari,ini
[25] 501awani,covid
[22] 19,dua
[22] dua,kematian
[22] kematian,malaysia
[22] malaysia,dicatat
[22] dicatat,hari
[22] ini,#awaninews

Top Word Pairs in Tweet in G8:
[60] covid,19
[34] know,necessary
[34] necessary,stop
[34] stop,spread
[34] spread,covid
[34] 19,self
[34] self,isolation
[34] isolation,school
[34] school,etc
[34] etc,everything

Top Word Pairs in Tweet in G9:
[38] covid,19
[27] musim,covid
[19] someone,love
[16] bodohkan,orang
[16] orang,tabligh
[16] tabligh,dengan
[16] dengan,orang
[16] orang,agama
[16] agama,berkumpul
[16] berkumpul,ramai

Top Word Pairs in Tweet in G10:
[27] alerte,info
[27] info,emmanuelmacron
[27] emmanuelmacron,s'exprimera
[27] s'exprimera,ce
[27] ce,soir
[27] soir,20h00
[27] 20h00,téléivision
[27] téléivision,#covid19france
[26] bfmtv,alerte
[18] covid,19

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@goughcj
@aunwalees
@faheemyounus
@emmanuelmacron
@idriselba
@elliecampbbell
@nicolasmaduro
@kkmputrajaya
@bfmtv
@narendramodi

Top Mentioned in G1:
@portalmobilize
@shqiptarjacom
@glamourlucena
@tribun_palu
@skinnergj

Top Mentioned in G2:
@aunwalees
@nutyoyo
@dotnfo

Top Mentioned in G3:
@goughcj
@dindaf

Top Mentioned in G4:
@aidilarazak
@amirudinshari
@fthhanrr
@hermyrahim
@thisisstkjau
@iffahs_
@mukhrizmahathir
@firdausazil
@malaymail
@thesundaily

Top Mentioned in G5:
@nicolasmaduro
@vladimirpadrino
@vtvcanal8
@dcabellor
@conelmazodando
@telesurtv
@marglevyspsuv
@edwinrojasm
@antoniohd_jpsuv
@marglevysde

Top Mentioned in G6:
@narendramodi
@who
@carolecadwalla
@cdcgov
@pmoindia
@speakerpelosi
@unicef
@smritiirani
@drdind
@dattavikramjit

Top Mentioned in G7:
@501awani
@buletintv3
@firdausazil
@msianinsight
@afiezyazaman
@wansyamsulamly
@foodpanda_my
@salinanewsmpb
@rafidah72
@myhellomedia

Top Mentioned in G8:
@elliecampbbell
@blakedontcrack
@docarvie
@daybergent
@goughcj
@abscbnpr

Top Mentioned in G9:
@thefunsizeguy
@aimanpsikologi
@heunoras
@amyranadyaa
@haziqazizan_
@ketengahketepi
@sadfatin

Top Mentioned in G10:
@emmanuelmacron
@bfmtv
@le_figaro
@prefet51
@ccastaner

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@pulpnews
@sectest9
@detikcom
@kompascom
@republikaonline
@conelmazodando
@unoticias
@racheld1bs
@telesurtv

Top Tweeters in G1:
@pulpnews
@metro_tv
@skinnergj
@evankirstel
@inilahdotcom
@infobae
@cordwainerscat
@bulldoghill
@stevemolk
@euro2day_gr

Top Tweeters in G2:
@nanpaninan
@dokfah_00
@_brightl
@minimonstern
@teamowow
@imild_star
@toraaomx
@igeorge_heroes
@storypink1
@praew_praewna

Top Tweeters in G3:
@h1llbillies
@deeruslann
@radiopaparazi
@barbz_pearls1
@ainafrhana
@ballyhea14
@zap_sammy
@ooohyanana
@juswaakino
@janeemcallaghan

Top Tweeters in G4:
@hermyrahim
@iffahs_
@fatynfauzie
@thesundaily
@hafizihamid
@malaymail
@zrthaishaa
@zulhelmirazal
@afiqmahali
@__tulipaa

Top Tweeters in G5:
@conelmazodando
@telesurtv
@vtvcanal8
@partidopsuv
@jcy126kerubin
@kuro_arashi
@mippcivzla
@venceremoa
@lesbiaperez240
@vclina

Top Tweeters in G6:
@drdind
@panickeruma
@paraskghelani
@jaketapper
@myp_chicago
@djgoodlook
@drtlaleng
@zee_hindustan
@alwaysjaghu
@phillipspaula

Top Tweeters in G7:
@501awani
@afis_farisxxvii
@msianinsight
@firdausazil
@goldlipztick
@kiera_jahari
@nanafaizul
@mochaboy888
@buletintv3
@nazrlafq

Top Tweeters in G8:
@simpleetrill
@emmaalonzoanto1
@rauhlsbeat
@krystalqueer
@farahm_
@y00kihuyn
@sarahfan27
@r_udani
@daybergent
@syazlinh_

Top Tweeters in G9:
@ketengahketepi
@sufiahmdyusof
@thefunsizeguy
@nadchannn
@adieraahmd
@dearlnr
@heunoras
@phatzia
@_littleadda
@adryanataufik

Top Tweeters in G10:
@le_figaro
@bfmtv
@lucassunshine_
@thomas02q
@naanaa_sh
@flotov_
@_seeka95
@valerie0768
@vassiouti
@prr_ma


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