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COVID-19_2020-04-01_00-00-02.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
April 01, 2020
Short Description:
COVID-19 via NodeXL https://bit.ly/39uxKgB
@narendramodi
@muhdfarisazlan
@jarrnadjmuddean
@who
@aziezulkarnaini
@501awani
@redzuannewsmpb
@studyiq
@ikmalnurhaqeem
@muhdnaswad

Top hashtags:
#covid_19
#coronavirus
#covid19
#covid
#sinergitascegahcovid19

Description:
Description
The graph represents a network of 7,858 Twitter users whose tweets in the requested range contained "COVID-19", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 01 April 2020 at 07:01 UTC.

The requested start date was Wednesday, 01 April 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, 30 March 2020 at 06:59 UTC to Tuesday, 31 March 2020 at 07:00 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 : 7858
Unique Edges : 7809
Edges With Duplicates : 779
Total Edges : 8588
Number of Edge Types : 4
Tweet : 2509
MentionsInRetweet : 4441
Replies to : 237
Mentions : 1401
Self-Loops : 2509
Reciprocated Vertex Pair Ratio : 0.00456389452332657
Reciprocated Edge Ratio : 0.00908632004038364
Connected Components : 2532
Single-Vertex Connected Components : 696
Maximum Vertices in a Connected Component : 249
Maximum Edges in a Connected Component : 383
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.15003
Graph Density : 9.62580263207636E-05
Modularity : 0.809819
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 7,858 Twitter users whose tweets in the requested range contained "COVID-19", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 01 April 2020 at 07:01 UTC.

The requested start date was Wednesday, 01 April 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, 30 March 2020 at 06:59 UTC to Tuesday, 31 March 2020 at 07:00 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-19
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:
[21] https://www.meti.go.jp/covid-19/pdf/pamphlet.pdf
[15] https://medium.com/@Cancerwarrior/covid-19-why-we-should-all-wear-masks-there-is-new-scientific-rationale-280e08ceee71
[10] https://www.theguardian.com/world/2020/mar/30/uk-discussed-joint-eu-plan-to-buy-covid-19-medical-supplies-say-officials
[9] https://news.abs-cbn.com/ancx/culture/spotlight/03/29/20/south-koreas-government-officials-to-donate-30-of-their-salaries-to-covid-19-efforts
[8] https://www.thehindu.com/news/national/karnataka/karnataka-cm-attends-grand-wedding-despite-restrictions-due-to-covid-19/article31073810.ece
[7] http://www.astroawani.com/berita-malaysia/covid-19-beri-peluang-pelajar-ipt-tangguh-pengajian-syed-saddiq-235902
[7] http://www.astroawani.com/berita-hiburan/covid-19-pelakon-x-men-derma-rm1-5-juta-untuk-pembelian-sut-perlindungan-jangkitan-235869
[5] https://hindi.news18.com/news/uttar-pradesh/lucknow-covid-19-priyanka-gandhi-has-issued-a-congress-workers-number-to-help-people-trapped-in-up-uprp-nodsm-2971891.html
[5] https://www.channelstv.com/2020/03/31/covid-19-give-nigerians-one-month-free-subscription-keyamo-tells-dstv-others/
[5] https://www.latimes.com/world-nation/story/2020-03-29/coronavirus-choir-outbreak

Top URLs in Tweet in G1:
[2] https://doramanews1.blogspot.com/2020/03/batal-karena-covid-19-driver-f1-akan.html
[2] https://www.theguardian.com/world/2020/mar/30/uk-discussed-joint-eu-plan-to-buy-covid-19-medical-supplies-say-officials
[2] https://kalbar.antaranews.com/foto/410010/kasus-kematian-akibat-covid-19-terus-bertambah?utm_source=dlvr.it&utm_medium=twitter
[2] https://conservatives.global/covid-19-revives-the-nation-state/
[2] https://www.bloomberg.com/tosv2.html?vid=&uuid=743b7180-731d-11ea-ad8e-d33677e88197&url=L25ld3MvYXJ0aWNsZXMvMjAyMC0wMy0zMS9jb3JvbmF2aXJ1cy1pbi1zZXdhZ2UtcG9ydGVuZGVkLWNvdmlkLTE5LW91dGJyZWFrLWluLWR1dGNoLWNpdHk=
[2] https://www.thetimes.co.uk/article/coronavirus-sir-wilson-jameson-the-pioneer-who-blazed-trail-for-covid-19-fight-5jk9px22t
[2] https://www.youtube.com/watch?v=DTayr2MfFH4

[2] https://www.thedailyvox.co.za/covid-19-myth-busting-edition/
[2] https://www2.deloitte.com/za/en/pages/about-deloitte/articles/six-predictions-for-chinas-pharma-health-care-sector.html?id=za:2sm:3tw:4six-predictions-for-chinas-pharma-health-care-sector:5eng:6abt:20200326:six-predictions-for-chinas-pharma-health-care-sector
[2] https://www.whio.com/news/national/coronavirus-will-covid-lead-increased-divorces/Zi8KkzPei7oG2vByVTLHAP/

Top URLs in Tweet in G2:
[3] https://www.newindianexpress.com/lifestyle/health/2020/mar/29/no-need-to-panic-covid-19-is-something-we-can-easily-conquer-medical-expert-dr-d-nageshwar-reddy-2123093.html
[3] https://www.pscp.tv/w/cU7YbTMyMjExNTJ8MXZPR3dvWWJxUGdHQpVXuRK9-DvRT50jnLNourQ7igI4WR0mJPidyG5W7Gys
[3] https://m.economictimes.com/industry/indl-goods/svs/steel/covid-19-jspl-announces-rs-25-cr-contribution-to-pm-cares-fund/amp_articleshow/74907505.cms
[2] https://www.tribuneindia.com/news/covid-19-world-economy-will-go-into-recession-with-likely-exception-of-india-china-says-un-63639#.XoLWI75T9oA.twitter
[1] http://nm-4.com/qwb9
[1] https://twitter.com/omarabdullah/status/1244319400854880256
[1] https://twitter.com/irtsassociation/status/1243895203481530368
[1] https://twitter.com/safalniveshak/status/1243936023681232896
[1] http://nm-4.com/8nb9
[1] https://www.pmindia.gov.in/en/news_updates/pm-interacts-with-social-welfare-organizations/?comment=disable

Top URLs in Tweet in G3:
[7] http://www.astroawani.com/berita-hiburan/covid-19-pelakon-x-men-derma-rm1-5-juta-untuk-pembelian-sut-perlindungan-jangkitan-235869
[7] http://www.astroawani.com/berita-malaysia/covid-19-beri-peluang-pelajar-ipt-tangguh-pengajian-syed-saddiq-235902
[3] http://www.astroawani.com/berita-malaysia/covid-19-terengganu-batal-penganjuran-bazar-ramadan-235919
[3] http://www.astroawani.com/berita-malaysia/covid-19-sikap-rakyat-malaysia-tentukan-lanjutan-pkp-235879
[2] http://www.astroawani.com/berita-malaysia/covid-19-kkm-nafi-dakwaan-berlaku-gelombang-ketiga-esok-235884
[2] http://www.astroawani.com/berita-malaysia/15-zon-merah-covid-19-di-malaysia-kepong-terbaharu-disenarai-kkm-235905
[1] http://www.astroawani.com/berita-malaysia/covid-19-bantulah-kami-supaya-kami-boleh-bantu-anda-rayu-dr-noor-hisham-kepada-rakyat-236090
[1] http://www.astroawani.com/gaya-hidup/bukan-lagi-pesta-bazir-makanan-dan-berlebih-lebih-covid-19-jadikan-ramadan-kali-ini-yang-terbaik-235843

Top URLs in Tweet in G4:
[1] https://abcn.ws/3bAzMNM
[1] https://abcn.ws/2UIMx20
[1] https://techstartups.com/2020/03/28/dr-vladimir-zelenko-now-treated-699-coronavirus-patients-100-success-using-hydroxychloroquine-sulfate-zinc-z-pak-update/
[1] https://www.cnn.com/2020/03/30/health/new-york-neurosurgeon-death-coronavirus-mcdonald-twins/index.html
[1] https://www.cnn.com/world/live-news/coronavirus-outbreak-03-30-20-intl-hnk/h_e3d184969ee949b7200a3361b6010bde
[1] https://on.msnbc.com/2UZbVAT
[1] https://on.msnbc.com/3dEM5dL
[1] https://www.theblaze.com/news/top-hospital-exec-fired-after-saying-trump-supporters-with-covid-19-should-give-up-ventilators-and-die

Top URLs in Tweet in G8:
[2] https://www.change.org/p/jd-williams-close-non-essential-warehouses-covid-19?recruiter=1063019458&utm_campaign=signature_receipt&utm_medium=twitter&utm_source=share_petition
[1] https://www.theguardian.com/australia-news/2020/mar/30/astrophysicist-gets-magnets-stuck-up-nose-while-inventing-coronavirus-device

Top URLs in Tweet in G9:
[1] https://twitter.com/bernamadotcom/status/1244561095009820672

Top URLs in Tweet in G10:
[1] http://covid-19.You

Top Domains
Top Domains in Tweet in Entire Graph:
[172] twitter.com
[62] theguardian.com
[62] bit.ly
[37] youtube.com
[26] astroawani.com
[25] co.uk
[25] abs-cbn.com
[24] go.jp
[22] medium.com
[22] pscp.tv

Top Domains in Tweet in G1:
[47] twitter.com
[18] instagram.com
[14] com.mx
[13] youtube.com
[10] co.uk
[8] mailchi.mp
[8] theguardian.com
[5] linkedin.com
[5] indiatimes.com
[4] com.ng

Top Domains in Tweet in G2:
[5] twitter.com
[3] newindianexpress.com
[3] pscp.tv
[3] economictimes.com
[3] indiatimes.com
[2] tribuneindia.com
[2] nm-4.com
[1] gov.in
[1] dnaindia.com
[1] bit.ly

Top Domains in Tweet in G3:
[26] astroawani.com

Top Domains in Tweet in G4:
[2] abcn.ws
[2] cnn.com
[2] msnbc.com
[1] techstartups.com
[1] theblaze.com

Top Domains in Tweet in G8:
[2] change.org
[1] theguardian.com

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

Top Domains in Tweet in G10:
[1] covid-19.you

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[897] covid_19
[336] coronavirus
[319] covid19
[131] covid
[101] sinergitascegahcovid19
[72] 31mardisinfektanmassal
[60] lockdown
[36] โควิด19
[31] indiafightscorona
[30] stayhome



Top Hashtags in Tweet in G1:
[130] covid_19
[67] sinergitascegahcovid19
[61] coronavirus
[59] 31mardisinfektanmassal
[55] covid19
[26] covid
[23] jatenglawancorona
[15] lockdown
[11] stayathome
[7] corona

Top Hashtags in Tweet in G2:
[15] indiafightscorona
[11] covid_19
[11] releaseasharamjibapuonparole
[10] covid19
[8] mannkibaat
[5] cricket
[5] coronavirus
[5] pmcaresfunds
[4] china
[4] rohitsharma

Top Hashtags in Tweet in G3:
[24] awaninews
[22] hapuscovid19
[4] kamitenang
[4] kekaltenang
[1] awani745
[1] darimejaeditor

Top Hashtags in Tweet in G4:
[24] coronavirus
[1] trackingkornacki

Top Hashtags in Tweet in G8:
[2] covid_19
[1] asosdotherightthing
[1] who
[1] covid
[1] testtesttest
[1] coronavirus
[1] gmb

Top Words
Top Words in Tweet in Entire Graph:
[2822] Words in Sentiment List#1: Positive
[3618] Words in Sentiment List#2: Negative
[21] Words in Sentiment List#3: Angry/Violent
[175191] Non-categorized Words
[181632] Total Words
[4338] 19
[4331] covid
[897] #covid_19
[505] क
[466] people

Top Words in Tweet in G1:
[613] 19
[608] covid
[138] polri
[129] #covid_19
[95] penyemprotan
[94] dengan
[92] disinfektan
[90] dan
[85] melakukan
[75] yang

Top Words in Tweet in G2:
[78] covid
[76] 19
[41] narendramodi
[38] क
[25] र
[23] swamy39
[21] india
[20] rs
[20] न
[18] fight

Top Words in Tweet in G3:
[51] covid
[51] 19
[38] tak
[37] kesian
[37] ayah
[37] bulan
[37] struggle
[37] tanam
[37] jagung
[37] duit

Top Words in Tweet in G4:
[66] covid
[47] 19
[32] dr
[24] medical
[24] #coronavirus
[24] news
[24] alert
[24] vladimir
[24] zelenko
[24] board

Top Words in Tweet in G5:
[58] covid
[58] 19
[57] sister
[57] tested
[57] positive
[57] help
[57] tweet
[57] flight
[57] details
[57] manchester

Top Words in Tweet in G6:
[72] โห
[72] move
[72] น
[72] ของโค
[72] กป
[72] งมาก
[72] coca
[72] cola
[72] ประเทศไทยประกาศหย
[72] ดโฆษณาเพ

Top Words in Tweet in G7:
[75] covid
[75] 19
[69] suthichai
[50] น
[49] ด
[46] พร
[46] งน
[46] april
[46] fool
[46] ห

Top Words in Tweet in G8:
[5] piersmorgan
[4] 19
[4] 000
[3] gmb
[3] covid
[3] today
[3] mp
[2] nhs
[2] birthday
[2] agree

Top Words in Tweet in G9:
[60] covid
[60] 19
[47] yang
[46] virus
[45] aku
[45] tengok
[45] cara
[45] malaysia
[45] handle
[45] antara

Top Words in Tweet in G10:
[6] covid
[6] 19
[4] daily
[4] cases
[3] solomonkarori2
[3] kenya
[3] front
[3] nation
[3] climb
[3] action

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4177] covid,19
[165] positive,covid
[157] tested,positive
[133] penyemprotan,disinfektan
[101] #covid,19
[93] 19,pandemic
[80] stay,home
[78] 19,เป
[76] fight,covid
[76] against,covid

Top Word Pairs in Tweet in G1:
[588] covid,19
[87] penyemprotan,disinfektan
[52] maret,2020
[51] melakukan,penyemprotan
[51] 31,maret
[45] hari,ini
[36] mencegah,penyebaran
[35] penyebaran,covid
[34] indonesia,pada
[33] pada,hari

Top Word Pairs in Tweet in G2:
[76] covid,19
[11] fight,against
[11] against,covid
[10] क,ल
[9] condolences,entire
[9] entire,family
[9] family,omarabdullah
[9] omarabdullah,soul
[9] soul,rest
[9] rest,peace

Top Word Pairs in Tweet in G3:
[51] covid,19
[37] kesian,ayah
[37] ayah,bulan
[37] bulan,struggle
[37] struggle,tanam
[37] tanam,jagung
[37] jagung,duit
[37] duit,tak
[37] tak,pernah
[37] pernah,cukup

Top Word Pairs in Tweet in G4:
[47] covid,19
[24] #coronavirus,news
[24] news,alert
[24] alert,dr
[24] dr,vladimir
[24] vladimir,zelenko
[24] zelenko,board
[24] board,certified
[24] certified,family
[24] family,practitioner

Top Word Pairs in Tweet in G5:
[58] covid,19
[57] sister,tested
[57] tested,positive
[57] positive,covid
[57] 19,help
[57] help,tweet
[57] tweet,flight
[57] flight,details
[57] details,manchester
[57] manchester,kl

Top Word Pairs in Tweet in G6:
[72] โห,move
[72] move,น
[72] น,ของโค
[72] ของโค,กป
[72] กป,งมาก
[72] งมาก,coca
[72] coca,cola
[72] cola,ประเทศไทยประกาศหย
[72] ประเทศไทยประกาศหย,ดโฆษณาเพ
[72] ดโฆษณาเพ,อเอางบตรงน

Top Word Pairs in Tweet in G7:
[75] covid,19
[46] พร,งน
[46] งน,april
[46] april,fool
[46] fool,ห
[46] ห,ามแชร
[46] ามแชร,ข
[46] ข,อม
[46] อม,ลเท
[46] ลเท,จเก

Top Word Pairs in Tweet in G8:
[3] covid,19
[2] today,dr
[2] dr,fauci
[2] fauci,told
[2] told,jaketapper
[2] jaketapper,between
[2] between,100
[2] 100,000
[2] 000,200
[2] 200,000

Top Word Pairs in Tweet in G9:
[60] covid,19
[45] aku,tengok
[45] tengok,cara
[45] cara,malaysia
[45] malaysia,handle
[45] handle,covid
[45] 19,antara
[45] antara,negara
[45] negara,yang
[45] yang,paling

Top Word Pairs in Tweet in G10:
[6] covid,19
[4] 19,cases
[3] kenya,front
[3] front,daily
[3] daily,nation
[3] nation,covid
[3] cases,climb
[3] climb,action
[3] action,needed
[3] needed,50

Top Replied-To
Top Replied-To in Entire Graph:
@polseksingojur5
@dennysiregar7
@mitchellvii
@narendramodi
@gmb
@rcmparkash
@marcorubio
@imrankhanpti
@realdonaldtrump
@swamy39

Top Replied-To in G2:
@narendramodi
@swamy39
@sharmanagendar
@retheeshraj10
@azaadbharatorg
@mohfw_india
@smritiirani
@pmoindia

Top Replied-To in G8:
@gmb
@donnabellamy11
@sorcharooney
@glinch72

Top Replied-To in G10:
@parassiso
@solomonkarori2

Top Mentioned
Top Mentioned in Entire Graph:
@nsome_
@suthichai
@muhdfarisazlan
@amber_hobbs7
@jarrnadjmuddean
@narendramodi
@corbynistateen
@ikmalnurhaqeem
@redzuannewsmpb
@offchainon

Top Mentioned in G1:
@lowitjainstitut
@extremeworld87
@dnp2001
@elepicentro

Top Mentioned in G2:
@narendramodi
@swamy39
@pmoindia
@omarabdullah
@digvijayvasuni1
@mygovindia
@pib_india
@prinsciadvgoi
@imro45
@jsplcorporate

Top Mentioned in G3:
@ikmalnurhaqeem
@redzuannewsmpb
@501awani
@sinach_z
@muhdfarisazlan
@jarrnadjmuddean

Top Mentioned in G4:
@adammilstein
@abc
@cnnbrk
@hatembazian
@msnbc
@justintrudeau
@stevekornacki
@ajenglish
@trtworld
@ilhanmn

Top Mentioned in G5:
@muhdfarisazlan
@aymeemin

Top Mentioned in G6:
@nsome_

Top Mentioned in G7:
@suthichai
@swtpb

Top Mentioned in G8:
@piersmorgan
@jaketapper
@asos
@capaction
@truthstorm17
@zombiepiano
@doom37455413
@andrewemcameron
@rustyaway
@jamz129

Top Mentioned in G9:
@jarrnadjmuddean
@adrizamri
@muhdfarisazlan

Top Mentioned in G10:
@oyookraft
@kinyio
@basiliocc
@rkdavid1
@abdysoh2
@gathara
@moojnunduur
@simbatirima
@omwanaomageto
@mary37496707

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@airtel_presence
@tomthunkitsmind
@lasillarota
@detikcom
@kompascom
@republikaonline
@conelmazodando
@blabalade
@telesurtv

Top Tweeters in G1:
@elnacionalweb
@politicalhedge
@tempodotco
@diario24horas
@excelsior
@ep_resumen
@5b20be6386164f8
@mediaindonesia
@al_maldives
@tabascohoy

Top Tweeters in G2:
@bcci
@dna
@newindianxpress
@retheeshraj10
@sharmaroyals
@pib_india
@firstpostsports
@thetribunechd
@ddnewslive
@ptashokkiradoo

Top Tweeters in G3:
@501awani
@chimchim_1995
@mrx_lonely
@shenotsalman
@asyiqinbasri
@ifatinnn
@paanariff
@_liyanah
@taebokkie
@nazmimdnasir

Top Tweeters in G4:
@foxnews
@abc
@ajenglish
@supremehadid
@msnbc
@weltec2
@trtworld
@deeejerh
@mr_i_am_elkay2
@lovesonghyuck

Top Tweeters in G5:
@syahihirah
@hasniehas
@atikahrifan
@eykaamohd_
@nraisyahanis
@boihachiko
@fadhihaha
@aymeemin
@indah_burn
@eikaaaqrisya

Top Tweeters in G6:
@wis_tathh
@wine2456
@haikonsanitfoll
@noonatzu
@junior_navy
@j9494y
@hoogtempura
@octbrngaw
@_jjswt
@byir13

Top Tweeters in G7:
@ps98__
@pcykawaiiboyy
@winny2364
@myxtae1230_
@i9nice
@adoholic93
@real_ayiel
@meilonsh
@_spanishsh
@chanstar61

Top Tweeters in G8:
@asos
@jaketapper
@tagos22
@equi_noctis
@piersmorgan
@craigthomler
@electropig
@iluvco2
@geraldkutney
@libertyiab

Top Tweeters in G9:
@jarrnadjmuddean
@adrizamri
@theazamrazali
@khaiyundin
@ctdamiamoqraif
@fairyyymin
@maisrxh_
@unicornpoooo_
@muhd_aimans
@ciinananaa

Top Tweeters in G10:
@billow_jr
@solomonkarori2
@fauzkhalid
@gathara
@wanjerinderu
@andrewsuleh
@belive_kinuthia
@wanduta8
@waluwande
@wmnjoya


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