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#FlattenTheCurve_2021-03-26_01-18-53.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 26, 2021
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/31mKS66
@albertoemachado
@salmansabir92
@mertinsk
@kippelsnicole
@karl_lauterbach
@martina__schalu
@peter_simone
@arminlaschet
@ringelkaro
@amref_kenya

Top hashtags:
#flattenthecurve
#wearamask
#covid19
#berailsmart

Description:
Description
The graph represents a network of 2,078 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 Friday, 26 March 2021 at 08:21 UTC.

The requested start date was Friday, 26 March 2021 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, 58-minute period from Friday, 12 March 2021 at 00:12 UTC to Thursday, 25 March 2021 at 13:10 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 : 2078
Unique Edges : 1206
Edges With Duplicates : 3249
Total Edges : 4455
Number of Edge Types : 5
Retweet : 1049
MentionsInRetweet : 1293
Tweet : 1352
Mentions : 543
Replies to : 218
Self-Loops : 1375
Reciprocated Vertex Pair Ratio : 0.0198250728862974
Reciprocated Edge Ratio : 0.0388793596340766
Connected Components : 630
Single-Vertex Connected Components : 316
Maximum Vertices in a Connected Component : 434
Maximum Edges in a Connected Component : 1141
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.19516
Graph Density : 0.000405235766586052
Modularity : 0.433751
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 2,078 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 Friday, 26 March 2021 at 08:21 UTC.

The requested start date was Friday, 26 March 2021 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, 58-minute period from Friday, 12 March 2021 at 00:12 UTC to Thursday, 25 March 2021 at 13:10 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:
[11] https://www.instagram.com/accounts/login/
[9] https://spiegel.de/
[8] https://www.twitch.tv/nezuryu
[6] https://thermogate.net/
[5] https://www.youtube.com/watch?v=7PUQty3jnnw&feature=youtu.be

[4] https://www.radioafm.nl/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250790
[4] https://www.rbdresearchlab.com/
[4] https://robert-hans.pixels.com/
[4] https://twitter.com/olafgersemann/status/1370664175303864320

Top URLs in Tweet in G1:
[9] https://www.instagram.com/accounts/login/
[4] https://robert-hans.pixels.com/
[3] https://www.mercerbradley.com/accounting-finance-jobs/working-with-mercer-bradley/
[2] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[2] https://www.youtube.com/watch?v=E2LQLsy8eTI

[2] https://www.themileageclub.com/
[2] https://www.sellmymiles.com/
[2] https://www.amazon.com/dp/B08XV5N8B3/ref=cm_sw_r_tw_dp_P1422SMTDQDJ0X42GNGG
[1] https://zellerzeitung.de/index.php?id=1055
[1] https://www.clickasnap.com/i/ne1ntq46qz1i2crq

Top URLs in Tweet in G3:
[1] https://www.linkedin.com/slink?code=gyaWkcR
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00269-0

Top URLs in Tweet in G4:
[1] https://twitter.com/halfrooftop/status/1371860903503757314
[1] https://twitter.com/elonbachman/status/1250098274998063106
[1] https://www.youtube.com/watch?v=KL9qp0FNEzU&feature=youtu.be


Top URLs in Tweet in G5:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250790
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250518
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250651
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251062
[1] https://twitter.com/WDRaktuell/status/1371072879815757824
[1] https://twitter.com/risklayer/status/1370450505680490500
[1] https://twitter.com/tagesspiegel/status/1370746058175823883
[1] https://www.saarbruecker-zeitung.de/nachrichten/politik/inland/corona-zahlen-steigen-intensivaerzte-fordern-rueckkehr-in-lockdown_aid-56804227?utm_source=twitter&utm_medium=referral&utm_campaign=share
[1] https://twitter.com/risklayer/status/1374105376975650824?s=20
[1] https://twitter.com/Karl_Lauterbach/status/1373983801592922120

Top URLs in Tweet in G6:
[9] https://spiegel.de/
[1] https://twitter.com/elvira_rosert/status/1373655869657919488
[1] https://bdzovbremen.blogspot.com/2021/03/spon-die-dritte-welle-von-covid-19-wird-von-UK-Mutante-SARS-CoV-2-getrieben-mehr-als-72-prozent-anteil-deutschland.html?spref=tw
[1] https://bdzovbremen.blogspot.com/2021/03/corona-inzidenz-in-bremen-54.6-am-9.3.2021.html?spref=tw
[1] https://bdzovbremen.blogspot.com/2021/03/corona-inzidenz-in-bremen-61.5-am-13.3.2021.html?spref=tw
[1] https://bdzovbremen.blogspot.com/2021/03/spon-der-7-tage-r-wert-in-deutschland-steigt-deutlich-ueber-10-rki-dritte-welle-ist-da.html?spref=tw
[1] https://bdzovbremen.blogspot.com/2021/03/spon-die-dritte-welle-von-covid-19-kommt-in-krankenhaeusern-an-intensivbettenbelegung-steigt.html?spref=tw
[1] https://bdzovbremen.blogspot.com/2021/03/corona-inzidenz-in-bremen-71.8-am-15.3.2021.html?spref=tw
[1] https://bdzovbremen.blogspot.com/2021/03/corona-inzidenz-in-bremen-85.6-am-19.3.2021.html?spref=tw
[1] https://bdzovbremen.blogspot.com/2021/03/corona-inzidenz-in-bremen-89.3-am-21.3.2021.html?spref=tw

Top URLs in Tweet in G8:
[3] https://twitter.com/olafgersemann/status/1370664175303864320

Top URLs in Tweet in G10:
[1] https://twitter.com/Amref_Kenya/status/1372422787613257728
[1] https://amref.org/coronavirus/
[1] https://twitter.com/Amref_Kenya/status/1372071854203080705
[1] https://twitter.com/ItsMundulel/status/1372061879628132353
[1] https://worldhealthorg.shinyapps.io/covid/

Top Domains
Top Domains in Tweet in Entire Graph:
[163] twitter.com
[26] coviz.org
[22] youtube.com
[21] swarmapp.com
[15] instagram.com
[13] nodexlgraphgallery.org
[11] blogspot.com
[11] spiegel.de
[10] pursuite.com
[9] scitechdaily.com

Top Domains in Tweet in G1:
[73] twitter.com
[21] swarmapp.com
[9] instagram.com
[9] scitechdaily.com
[6] linkedin.com
[5] youtube.com
[4] pixels.com
[4] mercerbradley.com
[3] sellmymiles.com
[3] trendinghomenews.com

Top Domains in Tweet in G3:
[1] linkedin.com
[1] nature.com

Top Domains in Tweet in G4:
[2] twitter.com
[1] youtube.com

Top Domains in Tweet in G5:
[13] nodexlgraphgallery.org
[12] twitter.com
[1] saarbruecker-zeitung.de
[1] wordpress.com
[1] faz.net

Top Domains in Tweet in G6:
[10] blogspot.com
[9] spiegel.de
[3] twitter.com

Top Domains in Tweet in G8:
[3] twitter.com

Top Domains in Tweet in G10:
[3] twitter.com
[1] amref.org
[1] shinyapps.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2103] flattenthecurve
[371] wearamask
[341] covid19
[157] berailsmart
[128] stayhome
[117] vereeniging
[110] coronavirus
[110] leralla
[93] socialdistancing
[87] washyourhands



Top Hashtags in Tweet in G1:
[455] flattenthecurve
[123] covid19
[42] washyourhands
[30] stayathome
[29] coronavirus
[29] covid_19
[28] socialdistancing
[27] staysafe
[24] stayhome
[23] sarscov2

Top Hashtags in Tweet in G2:
[1] getvaccinated
[1] besmart
[1] covid19vaccination
[1] flattenthecurve

Top Hashtags in Tweet in G3:
[2] flattenthecurve
[2] rri
[1] terminationpayments
[1] researchinstitutions
[1] ukuniversities
[1] reimagineresearch
[1] scipol
[1] uuk
[1] researchculture
[1] journorequest

Top Hashtags in Tweet in G4:
[80] flattenthecurve
[1] neverforget

Top Hashtags in Tweet in G5:
[58] flattenthecurve
[12] zerocovid
[8] sciencematters
[8] wearamask
[7] corona
[6] nodexl
[5] b1351
[5] covid19
[4] coronavirus
[4] pandeme

Top Hashtags in Tweet in G6:
[38] flattenthecurve
[20] wirsindviele
[18] notbremsejetzt
[16] covid19de
[14] lockdown
[14] bdz
[14] bremen
[14] dbb
[12] öd
[11] maskeauf

Top Hashtags in Tweet in G7:
[46] maskupmiami
[46] flattenthecurve
[46] ourcounty
[42] wecanwewill
[4] noukapabnaprive

Top Hashtags in Tweet in G8:
[42] flattenthecurve
[31] lockdown
[1] nocovid
[1] schulenundkitaszu
[1] coronahh
[1] yestonocovid
[1] wirsindviele
[1] fangteinfachan
[1] keinepräsenzpflicht

Top Hashtags in Tweet in G9:
[1] flattenthecurve

Top Hashtags in Tweet in G10:
[39] covid19
[15] flattenthecurve
[6] amrefcovid19responseke
[5] covid19vaccines
[4] covid19africa
[4] covidー19
[4] covid_19
[3] chws
[2] amrefcovid19response
[2] facemask

Top Words
Top Words in Tweet in Entire Graph:
[2103] #flattenthecurve
[593] station
[525] train
[452] please
[371] #wearamask
[362] die
[341] #covid19
[204] stopping
[168] pretoria
[167] next

Top Words in Tweet in G1:
[455] #flattenthecurve
[123] #covid19
[42] #washyourhands
[39] die
[39] curve
[34] year
[32] home
[30] #stayathome
[29] #coronavirus
[29] #covid_19

Top Words in Tweet in G2:
[399] please
[133] vaccination
[133] 60
[133] above
[133] started
[133] smart
[133] twisted
[133] conspiracy
[132] salmansabir92

Top Words in Tweet in G3:
[6] reneebleau
[6] dbetteracademia
[6] suzanne_garrett
[6] braincures
[5] morimahmoudi
[5] marikasboros
[4] do_kinder
[4] dgurdasani1
[4] evidencebase_im
[3] truthsayerodet1

Top Words in Tweet in G4:
[80] #flattenthecurve
[78] happy
[78] anniversary
[60] 15
[60] days
[59] hospitals
[59] overwhelmed
[58] guys
[58] need
[57] kylamb8

Top Words in Tweet in G5:
[74] die
[58] #flattenthecurve
[33] peter_simone
[19] albertoemachado
[18] top
[18] gemacht
[13] 100
[13] inzidenz
[13] warum
[13] gebirgsziege

Top Words in Tweet in G6:
[38] #flattenthecurve
[20] #wirsindviele
[19] elvira_rosert
[18] die
[18] #notbremsejetzt
[17] vielleicht
[16] liebe
[16] frau
[16] großartig
[16] dabei

Top Words in Tweet in G7:
[46] #maskupmiami
[46] #flattenthecurve
[46] #ourcounty
[43] miamidadecounty
[42] #wecanwewill
[31] remember
[11] recuerda
[4] sonje
[4] byen
[4] #noukapabnaprive

Top Words in Tweet in G8:
[42] #flattenthecurve
[32] 3x
[32] versuchen
[31] durftet
[31] #lockdown
[31] light
[31] dingsbums
[31] ausgiebigst
[31] brav
[30] ringelkaro

Top Words in Tweet in G9:
[40] dat
[40] weken
[39] leeft
[39] maar
[39] keer
[39] hè
[39] tijd
[39] krijg
[39] nooit
[39] meer

Top Words in Tweet in G10:
[39] #covid19
[37] spread
[25] help
[25] amref_kenya
[16] virus
[15] impacts
[15] caused
[15] evident
[15] borders
[15] warned

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[268] please,please
[193] stopping,station
[164] #wearamask,#flattenthecurve
[160] next,stopping
[134] vaccination,60
[134] 60,above
[134] above,started
[134] started,please
[134] please,smart
[134] smart,twisted

Top Word Pairs in Tweet in G1:
[52] #covid19,#flattenthecurve
[20] flatten,curve
[17] #flattenthecurve,#covid_19
[16] #pandemic,#flattenthecurve
[16] #flattenthecurve,#stayathome
[15] #staysafe,#washyourhands
[14] weeks,#flattenthecurve
[14] #sarscov2,#suriname
[14] #suriname,#communityspreading
[14] #communityspreading,#global

Top Word Pairs in Tweet in G2:
[266] please,please
[133] vaccination,60
[133] 60,above
[133] above,started
[133] started,please
[133] please,smart
[133] smart,twisted
[133] twisted,conspiracy
[132] salmansabir92,vaccination

Top Word Pairs in Tweet in G3:
[5] braincures,marikasboros
[4] dgurdasani1,dbetteracademia
[4] dbetteracademia,morimahmoudi
[4] morimahmoudi,reneebleau
[4] reneebleau,suzanne_garrett
[4] suzanne_garrett,evidencebase_im
[4] evidencebase_im,braincures
[3] do_kinder,dgurdasani1
[3] marikasboros,proftim
[2] brenmccarthy13,truthsayerodet1

Top Word Pairs in Tweet in G4:
[60] 15,days
[59] happy,anniversary
[59] #flattenthecurve,hospitals
[59] hospitals,overwhelmed
[58] anniversary,15
[58] days,guys
[58] guys,need
[58] need,#flattenthecurve
[57] kylamb8,happy
[19] happy,one

Top Word Pairs in Tweet in G5:
[12] influencers,#flattenthecurve
[10] top,influencers
[10] gebirgsziege,docjosiahboone
[9] appell,gehe
[9] gehe,schlafen
[9] schlafen,verlieren
[9] verlieren,leben
[9] leben,wirtschaftskraft
[9] wirtschaftskraft,vertrauen
[9] vertrauen,die

Top Word Pairs in Tweet in G6:
[16] liebe,frau
[16] frau,elvira_rosert
[16] elvira_rosert,großartig
[16] großartig,dabei
[16] dabei,#wirsindviele
[16] #wirsindviele,#notbremsejetzt
[16] #notbremsejetzt,hartaberfair
[16] hartaberfair,vielleicht
[15] bildungsicherde,liebe
[14] #bdz,#bremen

Top Word Pairs in Tweet in G7:
[46] #flattenthecurve,#ourcounty
[42] #maskupmiami,#wecanwewill
[42] #wecanwewill,#flattenthecurve
[31] remember,#maskupmiami
[30] miamidadecounty,remember
[11] recuerda,#maskupmiami
[10] miamidadecounty,recuerda
[4] sonje,byen
[4] byen,#maskupmiami
[4] #maskupmiami,#noukapabnaprive

Top Word Pairs in Tweet in G8:
[31] durftet,#flattenthecurve
[31] #flattenthecurve,#lockdown
[31] #lockdown,light
[31] light,dingsbums
[31] dingsbums,3x
[31] 3x,ausgiebigst
[31] ausgiebigst,versuchen
[31] versuchen,brav
[30] ringelkaro,durftet
[30] brav,mitgemach

Top Word Pairs in Tweet in G9:
[39] leeft,maar
[39] maar,keer
[39] keer,hè
[39] hè,tijd
[39] tijd,krijg
[39] krijg,nooit
[39] nooit,meer
[39] meer,terug
[39] terug,dat
[39] dat,kostbaarste

Top Word Pairs in Tweet in G10:
[16] spread,virus
[15] impacts,caused
[15] caused,#covid19
[15] #covid19,evident
[15] evident,borders
[15] borders,warned
[15] warned,cautious
[15] cautious,help
[15] help,lower
[15] lower,spread

Top Replied-To
Top Replied-To in Entire Graph:
@brand_sa
@govevers
@karl_lauterbach
@markus_soeder
@risklayer
@drwetti
@chaosimkittel
@olafgersemann
@cdcgov
@mdraktuell

Top Replied-To in G3:
@dgurdasani1

Top Replied-To in G5:
@lwiehler
@melonewq
@narkosedoc
@_friedrichmerz
@psholstein

Top Replied-To in G6:
@karl_lauterbach
@pelagicbird
@tagesthemen
@apfelpuree
@lavievagabonde
@woilerpeter

Top Replied-To in G8:
@mmittermeier

Top Mentioned
Top Mentioned in Entire Graph:
@salmansabir92
@kylamb8
@miamidadecounty
@coronarrative
@nickymonreau
@ringelkaro
@peter_simone
@amref_kenya
@mygovnagaland
@elvira_rosert

Top Mentioned in G1:
@thatduanepol
@wqbelle
@thebullyexposed
@mattliketurtles
@alvarezmark
@xrhythmofmylife
@rlizares

Top Mentioned in G2:
@salmansabir92

Top Mentioned in G3:
@reneebleau
@dbetteracademia
@suzanne_garrett
@braincures
@morimahmoudi
@marikasboros
@do_kinder
@evidencebase_im
@truthsayerodet1
@proftimnoakes

Top Mentioned in G4:
@kylamb8
@lalasugarloaf
@zigmanfreud

Top Mentioned in G5:
@peter_simone
@albertoemachado
@gebirgsziege
@docjosiahboone
@felicea
@anncathrin87
@rki_de
@dafeid
@salmansabir92
@narimoldi

Top Mentioned in G6:
@elvira_rosert
@hartaberfair
@bildungsicherde
@karl_lauterbach
@kippelsnicole
@bdzovb
@tomdabassman
@endcorona_de
@al_uminium1
@apfelpuree

Top Mentioned in G7:
@miamidadecounty

Top Mentioned in G8:
@ringelkaro
@mmittermeier
@peter_simone
@kippelsnicole

Top Mentioned in G9:
@nickymonreau

Top Mentioned in G10:
@amref_kenya
@ndiranguwanjuki
@amref_worldwide
@moh_kenya
@njapitmwaana
@whoafro
@who
@yednetworkke
@youthub_ke
@youthactke

Top Tweeters
Top Tweeters in Entire Graph:
@bella623
@southwestair
@andreasandy3131
@diapermakeovers
@viralvideovlogs
@globeandmail
@maegan_laporte
@shigerukamioka
@bernieupstateny
@welt

Top Tweeters in G1:
@sil_ver_sur_fer
@hade038
@micodelrosario
@suzym1980
@richkelsey
@surrey_atheist
@thatduanepol
@rlizares
@fabcojim
@eklaus

Top Tweeters in G2:
@umara786
@neopk3
@unitedsfreak
@fasooooooooo
@ali_mohsin5
@sraza381
@aamerinam
@mshafiqicup
@eareeb
@awaixjaved

Top Tweeters in G3:
@schneiderleonid
@mbalter
@hrw
@proftimnoakes
@seis_matters
@reddit
@marikasboros
@truthsayerodet1
@un_women
@jeremyfarrar

Top Tweeters in G4:
@dorothymontgom4
@zigmanfreud
@perrybullock
@jhinton_
@brociousdwight
@rigmatthew
@staceintexas
@and_kell
@greatestevermd
@stephenplundy

Top Tweeters in G5:
@cptleto
@aktiondemograph
@gerhardschwar11
@halleverkehrt
@faznet
@felicea
@donaupiratin
@a_ka_es
@geirrchris
@bendlerblogger

Top Tweeters in G6:
@bernieupstateny
@madiemousie
@guenter0853
@econotw
@kippelsnicole
@schnauziie
@tomdabassman
@carolinenordhe1
@tagesthemen
@bildungsicherde

Top Tweeters in G7:
@conchi_gonzalez
@angierrv
@clubcabeza
@debimossscheler
@martha07357981
@judhcas
@meauxdawn
@pauletta57
@jake_essers
@radricadavis_

Top Tweeters in G8:
@zwitscher_tom
@telesabbie
@angela_3110_
@la_mafaldita
@blocksb1
@shilomaedel
@gernotdreher
@greensaxo
@jb_sincera
@claudelemon

Top Tweeters in G9:
@spandproudofit
@servuspecum
@leo1965knokke
@sjaak_jacq
@rotterdam_anon
@miekehoogvliet
@nickymonreau
@mars_2807
@john_koste
@hfcbuma

Top Tweeters in G10:
@kokwet_ke
@who
@abukaalfred
@amref_worldwide
@moha_made_
@amrefcanada
@njapitmwaana
@imntwiga
@whoafro
@moh_kenya


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