#FlattenTheCurve, Twitter, 4/19/2020 10:46:58 PM, 225229


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#FlattenTheCurve_2020-04-19_00-53-19.xlsx
#FlattenTheCurve_2020-04-19_00-53-19.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 19, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3asuYt2
@benjalvarez1
@gretathunberg
@catherineamcle1
@avrilcoelho
@rogerwilkinson3
@activate1m1b
@pamelafalk
@who
@weingartende
@phoenix_de

Top hashtags:
#flattenthecurve
#covid19
#stayathome
#climatestrikeonline

Description:
Description
The graph represents a network of 5,775 Twitter users whose tweets in the requested range contained "#FlattenTheCurve", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 19 April 2020 at 07:55 UTC.

The requested start date was Sunday, 19 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, 40-minute period from Thursday, 16 April 2020 at 11:44 UTC to Friday, 17 April 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 : 5775
Unique Edges : 1947
Edges With Duplicates : 8605
Total Edges : 10552
Number of Edge Types : 5
Retweet : 4080
MentionsInRetweet : 4493
Tweet : 921
Mentions : 922
Replies to : 136
Self-Loops : 940
Reciprocated Vertex Pair Ratio : 0.00813469542186909
Reciprocated Edge Ratio : 0.0161381122161756
Connected Components : 937
Single-Vertex Connected Components : 380
Maximum Vertices in a Connected Component : 2450
Maximum Edges in a Connected Component : 4891
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.351249
Graph Density : 0.000159814783992131
Modularity : 0.506651
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 5,775 Twitter users whose tweets in the requested range contained "#FlattenTheCurve", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 19 April 2020 at 07:55 UTC.

The requested start date was Sunday, 19 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, 40-minute period from Thursday, 16 April 2020 at 11:44 UTC to Friday, 17 April 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 : #FlattenTheCurve
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:
[17] https://www.iol.co.za/news/south-africa/heroes-dont-wear-capes-they-wear-masks-46460760
[13] https://www.weforum.org/agenda/2020/03/coronavirus-covid-19-advice-health-virus-disease
[9] http://ow.ly/zVUp50zfQoZ
[7] https://braincon.de/pandemie
[6] https://youtu.be/jtHBWRiNK6M
[6] https://twitter.com/benjalvarez1/status/1250563198081740800
[5] https://www.linkedin.com/pulse/what-informs-tourism-restart-plan-tourism-agenda-stta-
[4] https://www.heise.de/newsticker/meldung/Coronavirus-Stillstand-Lockdown-Tipps-zum-Durchhalten-4704247.html
[4] https://www.australia.gov.au/
[3] https://open.spotify.com/track/7sAHfFuBIbGQH4uZBZbrKL?si=qlJyyT9zSEqbTb-YEG-Zmg

Top URLs in Tweet in G2:
[2] https://twitter.com/fmostofareporte/status/1251053162397495298
[1] https://twitter.com/kudanai/status/1250919825553014784

Top URLs in Tweet in G3:
[9] http://ow.ly/zVUp50zfQoZ
[6] https://youtu.be/jtHBWRiNK6M
[5] https://twitter.com/benjalvarez1/status/1250563198081740800
[2] https://www.youtube.com/watch?v=6_oL2yUUGUE&feature=youtu.be

[2] https://twitter.com/GovernmentZA/status/1250879013985431552
[1] https://twitter.com/LiveAction/status/1250523768570753024
[1] https://twitter.com/GCISMedia/status/1250745686343258112
[1] https://twitter.com/ideabound/status/1250733974676111362
[1] https://newsinteractives.cbc.ca/coronaviruscurve/
[1] https://www.briefefueroma.de/

Top URLs in Tweet in G6:
[1] https://www.talenthouse.com/steinias/activity
[1] https://www.talenthouse.com/i/united-nations-global-call-out-to-creatives-help-stop-the-spread-of-covid-19
[1] https://www.thehindu.com/news/national/karnataka/at-nikhil-kumaraswamys-wedding-social-distancing-vanishes/article31363649.ece
[1] https://www.freepressjournal.in/india/flatten-the-curve-one-step-at-a-time-how-these-6-parts-of-the-country-are-fighting-covid-19-in-their-own-unique-way

Top URLs in Tweet in G7:
[1] https://www.n-tv.de/politik/Es-geht-nicht-um-wir-gegen-die-article21641493.html
[1] https://twitter.com/WeingartenDE/status/1250745004525584385?s=20
[1] https://twitter.com/heutejournal/status/1250521293151240192

Top URLs in Tweet in G9:
[1] https://twitter.com/BalekaneM/status/1251082096203968515
[1] https://twitter.com/Lorendzo/status/1251101749303218181
[1] https://twitter.com/castlelagersa/status/1251079179426283520
[1] https://twitter.com/chevepeters/status/1248608404320292866

Top URLs in Tweet in G10:
[12] https://www.weforum.org/agenda/2020/03/coronavirus-covid-19-advice-health-virus-disease
[1] https://www.weforum.org/agenda/2020/03/why-lockdowns-work-epidemics-coronavirus-covid19

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2589] flattenthecurve
[2337] covid19
[736] stayathome
[598] climatestrikeonline
[593] fridaysforfuture
[588] schoolstrike4climate
[320] stayhome
[233] coronavirus
[187] staysafe
[145] covid_19



Top Hashtags in Tweet in G1:
[1682] covid19
[1] flattenthecurve

Top Hashtags in Tweet in G2:
[601] flattenthecurve
[595] climatestrikeonline
[589] stayathome
[589] fridaysforfuture
[585] schoolstrike4climate
[10] globalwarming
[4] netzstreikfuersklima
[4] leavenoonebehind
[4] maskeauf
[4] bleibzuhause

Top Hashtags in Tweet in G3:
[454] flattenthecurve
[126] covid19
[64] stayhome
[56] coronavirus
[49] staysafe
[44] stayathome
[35] socialdistancing
[21] corona
[20] covid_19
[20] stayhomestaysafe

Top Hashtags in Tweet in G4:
[127] comrades2020
[127] iphupholami
[1] daretodream
[1] staysafe
[1] flattenthecurve

Top Hashtags in Tweet in G5:
[71] flattenthecurve
[71] covid19
[21] covid_19
[19] plaasmoorde
[5] lockdownsa
[3] stayhomesa
[3] day22oflockdown
[3] coronavirusupdate
[2] stayathome
[2] covid19sa

Top Hashtags in Tweet in G6:
[22] flattenthecurve
[11] stopthespread
[10] covid19
[10] coronavirus
[8] inourhands
[7] viralkindness
[6] alonetogether
[6] covidopenbrief
[6] uncovid19brief
[5] safehands

Top Hashtags in Tweet in G7:
[12] coronakrise
[11] merkel
[10] taz
[9] wieler
[7] flattenthecurve
[4] corona
[4] schulen
[3] stayhome
[3] lockerung
[3] pandemie

Top Hashtags in Tweet in G8:
[68] flattenthecurve

Top Hashtags in Tweet in G9:
[46] flattenthecurve
[31] onenationonebeer
[3] tiptwo
[2] tipthree

Top Hashtags in Tweet in G10:
[54] covid19
[23] flattenthecurve
[20] komeshacorona
[12] coronavirus

Top Words
Top Words in Tweet in Entire Graph:
[1853] Words in Sentiment List#1: Positive
[3436] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[109722] Non-categorized Words
[115012] Total Words
[2588] #flattenthecurve
[2336] #covid19
[1872] health
[1723] system
[1707] rate

Top Words in Tweet in G1:
[1682] angela
[1682] merkel
[1682] explained
[1682] effect
[1682] higher
[1682] #covid19
[1682] infection
[1682] rate
[1682] country's
[1682] health

Top Words in Tweet in G2:
[601] #flattenthecurve
[595] #climatestrikeonline
[590] week
[589] #stayathome
[589] #fridaysforfuture
[585] #schoolstrike4climate
[584] gretathunberg
[584] school
[584] strike
[579] 87

Top Words in Tweet in G3:
[453] #flattenthecurve
[125] #covid19
[64] #stayhome
[56] #coronavirus
[49] #staysafe
[44] #stayathome
[43] stay
[41] day
[39] home
[35] part

Top Words in Tweet in G4:
[127] athletics
[127] south
[127] africa
[127] confirms
[127] #comrades2020
[127] postponed
[127] more
[127] details
[127] follow
[127] #iphupholami

Top Words in Tweet in G5:
[71] #flattenthecurve
[71] #covid19
[64] help
[50] health
[50] department
[50] recommends
[50] cloth
[50] masks
[50] contain
[50] spread

Top Words in Tweet in G6:
[22] #flattenthecurve
[11] #stopthespread
[10] #covid19
[10] #coronavirus
[8] talenthouse
[8] #inourhands
[7] #viralkindness
[7] covid
[6] #alonetogether
[6] 19

Top Words in Tweet in G7:
[19] phoenix_de
[19] die
[12] #coronakrise
[11] #merkel
[10] angela
[10] erlebe
[10] renaissance
[10] ulrich
[10] schulte
[10] #taz

Top Words in Tweet in G8:
[68] british
[68] people's
[68] lives
[68] being
[68] turned
[68] upside
[68] down
[68] #flattenthecurve
[68] 15
[68] 000

Top Words in Tweet in G9:
[67] show
[65] castlelagersa
[63] support
[60] frontline
[58] south
[53] still
[53] united
[48] re
[47] isolated
[47] africans

Top Words in Tweet in G10:
[55] spokespersongok
[54] #covid19
[39] don
[30] public
[23] #flattenthecurve
[21] recovering
[21] provide
[21] basis
[21] anyone
[21] fear

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1706] health,system
[1692] angela,merkel
[1689] infection,rate
[1688] merkel,explained
[1688] explained,effect
[1688] effect,higher
[1688] #covid19,infection
[1686] higher,#covid19
[1686] rate,country's
[1686] country's,health

Top Word Pairs in Tweet in G1:
[1682] angela,merkel
[1682] merkel,explained
[1682] explained,effect
[1682] effect,higher
[1682] higher,#covid19
[1682] #covid19,infection
[1682] infection,rate
[1682] rate,country's
[1682] country's,health
[1682] health,system

Top Word Pairs in Tweet in G2:
[585] #climatestrikeonline,#stayathome
[584] school,strike
[584] strike,week
[583] #stayathome,#fridaysforfuture
[583] #fridaysforfuture,#schoolstrike4climate
[582] #schoolstrike4climate,#flattenthecurve
[581] gretathunberg,school
[579] week,87
[579] 87,#climatestrikeonline
[10] #globalwarming,#flattenthecurve

Top Word Pairs in Tweet in G3:
[35] #flattenthecurve,#covid19
[22] covid,19
[19] #stayathome,#flattenthecurve
[18] #covid19,#flattenthecurve
[17] stay,safe
[15] #staysafe,#flattenthecurve
[15] #stayhome,#flattenthecurve
[15] #coronavirus,#coronavirusuk
[15] #coronavirusuk,#coronaviruspandemic
[15] #coronaviruspandemic,#flattenthecurve

Top Word Pairs in Tweet in G4:
[127] athletics,south
[127] south,africa
[127] africa,confirms
[127] confirms,#comrades2020
[127] #comrades2020,postponed
[127] postponed,more
[127] more,details
[127] details,follow
[127] follow,#iphupholami
[126] comradesrace,athletics

Top Word Pairs in Tweet in G5:
[50] health,department
[50] department,recommends
[50] recommends,cloth
[50] cloth,masks
[50] masks,help
[50] help,contain
[50] contain,spread
[50] spread,coronavirus
[50] coronavirus,#covid19
[50] #covid19,#flattenthecurve

Top Word Pairs in Tweet in G6:
[6] #covidopenbrief,#uncovid19brief
[6] #uncovid19brief,#flattenthecurve
[5] covid,19
[5] #alonetogether,#viralkindness
[5] #stopthespread,#coronavirus
[5] #coronavirus,#covid19
[5] #covid_19,we_are_alight
[4] #flattenthecurve,#safehands
[4] #safehands,#alonetogether
[4] #viralkindness,#stopthespread

Top Word Pairs in Tweet in G7:
[10] angela,#merkel
[10] #merkel,erlebe
[10] erlebe,#coronakrise
[10] #coronakrise,renaissance
[10] renaissance,ulrich
[10] ulrich,schulte
[10] schulte,#taz
[10] #taz,suche
[10] suche,die
[10] die,öffentlichkeit

Top Word Pairs in Tweet in G8:
[68] british,people's
[68] people's,lives
[68] lives,being
[68] being,turned
[68] turned,upside
[68] upside,down
[68] down,#flattenthecurve
[68] #flattenthecurve,15
[68] 15,000
[68] 000,people

Top Word Pairs in Tweet in G9:
[60] show,support
[53] united,show
[53] support,south
[47] isolated,re
[47] re,still
[47] still,united
[47] south,africans
[47] africans,frontline
[43] castlelagersa,isolated
[43] frontline,fi

Top Word Pairs in Tweet in G10:
[21] recovering,#covid19
[21] #covid19,provide
[21] provide,basis
[21] basis,anyone
[21] anyone,fear
[21] fear,reminder
[21] reminder,remain
[20] spokespersongok,recovering
[20] remain,hopefu
[19] #komeshacorona,#flattenthecurve

Top Replied-To
Top Replied-To in Entire Graph:
@castlelagersa
@shaftoflame
@realdonaldtrump
@leodublincity
@dsj_school
@govtimwalz
@mspro
@kossamaras
@springboks
@nicd_sa

Top Replied-To in G2:
@gretathunberg

Top Replied-To in G3:
@dsj_school
@sreeleathersind

Top Replied-To in G5:
@nicd_sa
@jay40324006
@daughter2shaka
@sipho_nkosi
@gladwintrinity
@rodmangauz
@ntiyiso_d
@ngqengqay12
@adolph_89
@rachel_thobane

Top Replied-To in G6:
@trustno1news
@who
@manavsubodh

Top Replied-To in G7:
@akk
@pdfkungfoo
@kingmetal7

Top Replied-To in G9:
@castlelagersa
@sbohsibisi
@shoun_b
@basiiie_nd
@mrteeks
@lisakhat_
@kingpiebrand

Top Mentioned
Top Mentioned in Entire Graph:
@benjalvarez1
@gretathunberg
@comradesrace
@neilukip
@castlelagersa
@earthdaynetwork
@spokespersongok
@bmwjapan
@covid_19_za
@deptofdefense

Top Mentioned in G1:
@benjalvarez1

Top Mentioned in G2:
@gretathunberg
@brokeagstn
@benjalvarez1
@heiner1969
@kylabooooo
@iththa
@hccb_official
@fridays4future
@fffinbd
@sttakenya

Top Mentioned in G3:
@medicinegovste
@perfectlife_eu
@avex_int
@mlauresite
@dalinaya
@chemscrapes
@macst3r
@catesduane
@jamesod15951793

Top Mentioned in G4:
@comradesrace

Top Mentioned in G5:
@covid_19_za
@manageimage
@nicd_sa
@rid1tweets
@drzwelimkhize
@kaizerchiefs
@orlandopirates
@governmentza
@ngqengqay12
@cityofjoburgza

Top Mentioned in G6:
@who
@un
@talenthouse
@we_are_alight
@narendramodi
@pagepakistan
@nchd_media
@sdg2030
@kafart_ng
@kadss_lb

Top Mentioned in G7:
@phoenix_de
@rki_de
@cdu
@tino_chrupalla
@ntvde
@cducsubt
@weingartende
@literatouristin
@buchkolumne
@regsprecher

Top Mentioned in G8:
@neilukip

Top Mentioned in G9:
@castlelagersa
@kingpiebrand
@officialcsa
@cnehshuga
@bonolo_myburgh
@sphacphandumo
@sbohsibisi
@seseki
@vaughancroeser
@basiiie_nd

Top Mentioned in G10:
@spokespersongok
@wef
@mikequindazzi
@antgrasso
@fisher85m
@feedsupervised

Top Tweeters
Top Tweeters in Entire Graph:
@lindaleeking
@monicasloves
@independent
@evankirstel
@baarahk
@5fec93919a544d3
@saragomezaranci
@jilliemary
@bkindngood
@dknxsmph

Top Tweeters in G1:
@lesleygsmith3
@koluwasegun_
@pas5974
@urbangem
@julian47hill
@tarungarg87
@bjorkian15
@ronsupportsyou
@gloriatibitri
@alfisutton

Top Tweeters in G2:
@chilhon2016lap
@linda1746
@ishagshafeeg
@kouzie01
@helenyg
@allan_wrestle
@dome689
@virgiliocorrado
@nayasala
@plusultra56

Top Tweeters in G3:
@analyticaglobal
@bayernuhr
@ofm9497
@catesduane
@steveperkins14
@jobbermanghana
@rpo_sport
@lorenzocastane3
@linda_adao
@frau__karl

Top Tweeters in G4:
@walker8701
@mthigo_
@mtamerri
@robinadamsza
@dazmsmith
@shakeswebster
@toddinho24
@b3108
@fayferrucci
@mfundohm21

Top Tweeters in G5:
@jacklon09169906
@spicegoddess143
@m_az1zah
@gerhardluckhoff
@alphapontso
@t_kundy
@governmentza
@jackied23444532
@appietrader
@jupiter_x_

Top Tweeters in G6:
@daily_trust
@valaafshar
@rachelintheoc
@fpjindia
@verge
@picardonhealth
@sdg2030
@pamelafalk
@un
@kapoors_s

Top Tweeters in G7:
@jaquearnoux
@ntvde
@michael_kunz
@carfreitag
@yonny_s
@beratungdda
@tazgezwitscher
@arnoldschiller
@rastadler
@dhovekamp42

Top Tweeters in G8:
@alanjohnson35
@superbikeal
@richlin11a
@grado779
@deejayhome
@jimbguitars
@andyrv1960
@scugnizzo60
@dizzidi67
@gazarty146

Top Tweeters in G9:
@thasohtx
@notyetuhuru_
@ulelato
@athabzz
@zandaa_
@_sphesihlem
@lorendzo
@sbohsibisi
@naledisekoto
@officialyayah

Top Tweeters in G10:
@habbradley
@rapeka
@pjames870
@wef
@muhahami
@kibetkigen_
@ryan_mucilih
@juliusmaithya2
@ngetichpascal
@kas_nwuke


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