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#FlattenTheCurve_2022-01-15_01-30-02.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2022
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3IbmNSP
@frankfurtzack
@this0499154500
@vikingrohan
@buerger18
@c_drosten
@dzwolfer
@joecool212
@karl_lauterbach
@potus
@yaro_offiziell

Top hashtags:
#flattenthecurve
#covid19
#togetherwecan
#wearamask
#nagalandagainstcovid

Description:
Description
The graph represents a network of 2,394 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 Saturday, 15 January 2022 at 09:33 UTC.

The requested start date was Saturday, 15 January 2022 at 01:01 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, 11-hour, 0-minute period from Saturday, 01 January 2022 at 01:12 UTC to Friday, 14 January 2022 at 12:13 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 : 2394
Unique Edges : 1071
Edges With Duplicates : 4017
Total Edges : 5088
Number of Edge Types : 5
Retweet : 1485
MentionsInRetweet : 1614
Replies to : 253
Tweet : 826
Mentions : 910
Self-Loops : 842
Reciprocated Vertex Pair Ratio : 0.00601805416248746
Reciprocated Edge Ratio : 0.0119641076769691
Connected Components : 571
Single-Vertex Connected Components : 279
Maximum Vertices in a Connected Component : 885
Maximum Edges in a Connected Component : 1876
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 3.772118
Graph Density : 0.000350158024955131
Modularity : 0.411809
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,394 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 Saturday, 15 January 2022 at 09:33 UTC.

The requested start date was Saturday, 15 January 2022 at 01:01 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, 11-hour, 0-minute period from Saturday, 01 January 2022 at 01:12 UTC to Friday, 14 January 2022 at 12:13 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:
[9] https://www.twitch.tv/nezuryu
[7] https://twitter.com/AliceDreger/status/1480710375200993287
[4] https://www.snohd.org/546/Local-Case-Counts
[4] https://www.instagram.com/accounts/login/
[4] https://twitter.com/edyong209/status/1479453586308444164
[4] https://laut.fm/
[3] https://twitter.com/alicedreger/status/1480710375200993287
[3] https://www.flattenthecurve.com/
[3] https://twitter.com/joshuapotash/status/1480194524534169600
[2] https://twitter.com/libshipwreck/status/1478371548369235968

Top URLs in Tweet in G1:
[1] https://twitter.com/TWMCLtd/status/1481913575954391041
[1] https://twitter.com/FrankfurtZack/status/1480119917902970880?s=20

Top URLs in Tweet in G2:
[4] https://twitter.com/edyong209/status/1479453586308444164
[4] https://twitter.com/AliceDreger/status/1480710375200993287
[3] https://twitter.com/joshuapotash/status/1480194524534169600
[2] https://www.egmontinstitute.be/publications/
[2] https://accordcontracting.com/news/social-distancing-renovations/?&utm_campaign=maitenance&utm_source=twitter&utm_medium=post
[2] https://twitter.com/alicedreger/status/1480710375200993287
[1] https://twitter.com/covid_clarity/status/1477084155406012416
[1] https://twitter.com/DFisman/status/1476527277005590535
[1] https://twitter.com/TamiGouveiaMA/status/1476998130168123392
[1] https://twitter.com/davosaurus_rex/status/1477061269018578953

Top URLs in Tweet in G4:
[1] https://www.cnn.com/2022/01/12/americas/quebec-vaccine-mandate-intl/index.html
[1] https://www.washingtonpost.com/health/2022/01/10/covid-hospitalized-omicron/

Top URLs in Tweet in G5:
[2] https://twitter.com/DrLeanaWen/status/1239562690944815116?s=20
[1] https://twitter.com/wsbgnl/status/1479137332867452929
[1] https://twitter.com/SabiVM/status/1479878733288947715
[1] https://twitter.com/ashishkjha/status/1481112132167028743
[1] https://twitter.com/joshuapotash/status/1480707212528001025
[1] https://twitter.com/tonyleys/status/1478018359312715788
[1] https://twitter.com/DrEricLevi/status/1479922013409984513
[1] https://twitter.com/drmeghanwalls/status/1480612314059522050
[1] https://twitter.com/Reuters/status/1480768935511293955
[1] https://twitter.com/AdiraFound/status/1480912409372073992

Top URLs in Tweet in G7:
[1] https://www.linkedin.com/slink?code=gyaWkcR

Top URLs in Tweet in G8:
[2] https://twitter.com/libshipwreck/status/1478371548369235968

Top URLs in Tweet in G9:
[1] https://twitter.com/puls24news/status/1480605688975998981

Top URLs in Tweet in G10:
[1] https://twitter.com/juho2204/status/1480633199927734274
[1] https://twitter.com/FrauStahlhut/status/1479454169278857217
[1] https://open.spotify.com/track/5d6Z8HyGn8BFiScKlX3xta?si=iZ8r1kOhTNKse0kNTzIiOg&utm_source=copy-link

Top Domains
Top Domains in Tweet in Entire Graph:
[199] twitter.com
[17] swarmapp.com
[15] youtube.com
[11] scitechdaily.com
[9] twitch.tv
[5] laut.fm
[4] google.com
[4] snohd.org
[4] instagram.com
[4] wordpress.com

Top Domains in Tweet in G1:
[2] twitter.com

Top Domains in Tweet in G2:
[102] twitter.com
[4] wordpress.com
[2] youtube.com
[2] egmontinstitute.be
[2] accordcontracting.com
[2] backatyou.com
[2] facebook.com
[1] who.int
[1] activegreenross.com
[1] ufhealth.org

Top Domains in Tweet in G4:
[1] cnn.com
[1] washingtonpost.com

Top Domains in Tweet in G5:
[28] twitter.com
[1] nodexlgraphgallery.org
[1] rampant.how
[1] districtadministration.com
[1] medrxiv.org

Top Domains in Tweet in G7:
[1] linkedin.com

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1778] flattenthecurve
[378] covid19
[264] togetherwecan
[213] wearamask
[155] nagalandagainstcovid
[140] becovidwise
[138] leralla
[120] nagaland
[96] covidsurge
[93] 2gplus



Top Hashtags in Tweet in G1:
[103] flattenthecurve
[80] expertenrat
[80] 2gplus
[1] publichealth
[1] staysafestayhealthy
[1] nocovid
[1] pandemiederungeimpften

Top Hashtags in Tweet in G2:
[335] flattenthecurve
[77] covid19
[20] stayhome
[18] omicron
[18] coronavirus
[17] covid
[16] stayhomestaysafe
[15] stayathome
[12] stopthespread
[10] socialdistancing

Top Hashtags in Tweet in G3:
[130] flattenthecurve
[9] 2gplus
[8] expertenrat
[1] 2gmussweg

Top Hashtags in Tweet in G4:
[96] covidsurge
[10] flattenthecurve
[5] vaccinemandates
[5] maskmandates
[5] lockdown22
[5] resistanceunited
[5] indoorlimits
[5] vaccinepassports
[5] wearamask
[4] getvaxxed

Top Hashtags in Tweet in G5:
[50] flattenthecurve
[19] stayhome
[18] omicron
[12] stopthespread
[5] quietperiod
[4] covid19
[3] longcovid
[3] healthcare
[3] hcw
[3] weinpublichealth

Top Hashtags in Tweet in G6:
[15] flattenthecurve
[11] protectthekids
[10] stopthespread
[10] remotelearning
[8] socialdistance
[7] longcovidkids
[5] safetyfirst
[5] remote
[5] restoreremote
[5] distancelearning

Top Hashtags in Tweet in G7:
[2] flattenthecurve
[2] omicron
[2] germany
[1] terminationpayments
[1] researchinstitutions
[1] ukuniversities
[1] reimagineresearch
[1] scipol
[1] uuk
[1] rri

Top Hashtags in Tweet in G8:
[261] togetherwecan
[241] flattenthecurve
[188] covid19
[155] nagalandagainstcovid
[120] nagaland
[52] nagalandagainstcovid19
[18] covid
[7] unite2fightcorona
[4] largestvaccinedrive
[3] togetherwecam

Top Hashtags in Tweet in G9:
[1] allestunwasunsmöglichist
[1] flattenthecurve

Top Hashtags in Tweet in G10:
[12] flattenthecurve
[1] impfenstattschimpfen
[1] impfenrettetleben
[1] schulschließungen
[1] impfen
[1] boostern
[1] impflicht
[1] 2gregel
[1] 2gplus
[1] durchseuchung

Top Words
Top Words in Tweet in Entire Graph:
[1778] #flattenthecurve
[636] frankfurtzack
[470] man
[460] wieder
[453] tests
[448] geld
[448] tag
[447] morgen
[446] guten
[446] gerstern

Top Words in Tweet in G1:
[595] frankfurtzack
[427] wieder
[425] geld
[425] tag
[425] tests
[423] guten
[423] morgen
[423] gerstern
[423] man
[423] welches

Top Words in Tweet in G2:
[335] #flattenthecurve
[77] #covid19
[26] curve
[24] covid
[23] stay
[21] die
[20] #stayhome
[19] home
[18] #omicron
[18] #coronavirus

Top Words in Tweet in G3:
[130] #flattenthecurve
[114] knapp
[114] zwei
[114] jahre
[114] schutz
[114] risikogruppen
[114] langsam
[114] 'betreuten'
[113] vikingrohan
[113] demokra

Top Words in Tweet in G4:
[98] dockimresists
[96] heart
[96] breaks
[96] healthcare
[96] workers
[96] families
[96] dealing
[96] latest
[96] #covidsurge
[96] please

Top Words in Tweet in G5:
[50] #flattenthecurve
[19] #stayhome
[18] #omicron
[12] #stopthespread
[10] down
[9] potus
[8] need
[8] tomorrow
[8] outbreak
[8] spread

Top Words in Tweet in G6:
[15] #flattenthecurve
[11] #protectthekids
[10] #stopthespread
[10] #remotelearning
[8] #socialdistance
[7] #longcovidkids
[6] nycmayor
[5] nycschools
[5] #safetyfirst
[5] #remote

Top Words in Tweet in G7:
[2] dgurdasani1
[2] dbetteracademia
[2] morimahmoudi
[2] reneebleau
[2] suzanne_garrett
[2] evidencebase_im
[2] braincures
[2] marikasboros
[2] wellcometrust
[2] #flattenthecurve

Top Words in Tweet in G8:
[261] #togetherwecan
[246] january
[241] #flattenthecurve
[234] 2022
[188] #covid19
[163] status
[159] healthnagaland
[155] #nagalandagainstcovid
[133] #nagaland
[118] bulletin

Top Words in Tweet in G9:
[36] bäumen
[36] kinder
[36] pädagoginnen
[36] unserer
[36] kraft
[36] gegen
[36] virus
[36] nehmen
[35] andibabler

Top Words in Tweet in G10:
[12] #flattenthecurve
[11] die
[6] karl_lauterbach
[4] gibt
[3] man
[2] c_drosten
[2] rki_de
[2] 12
[2] mehr
[2] sonst

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[446] guten,morgen
[446] morgen,gerstern
[446] gerstern,man
[446] man,geld
[446] geld,welches
[446] welches,tag
[446] tag,tests
[446] tests,ausgegeben
[446] ausgegeben,wieder
[446] wieder,2000

Top Word Pairs in Tweet in G1:
[423] guten,morgen
[423] morgen,gerstern
[423] gerstern,man
[423] man,geld
[423] geld,welches
[423] welches,tag
[423] tag,tests
[423] tests,ausgegeben
[423] ausgegeben,wieder
[423] wieder,2000

Top Word Pairs in Tweet in G2:
[33] #covid19,#flattenthecurve
[13] cases,declined
[13] declined,stay
[13] stay,aware
[13] aware,use
[13] use,caution
[13] caution,#covid19
[13] #flattenthecurve,#stayathome
[12] covid,19
[11] flatten,curve

Top Word Pairs in Tweet in G3:
[114] knapp,zwei
[114] zwei,jahre
[114] jahre,#flattenthecurve
[114] #flattenthecurve,schutz
[114] schutz,risikogruppen
[114] risikogruppen,langsam
[114] langsam,'betreuten'
[113] vikingrohan,knapp
[113] 'betreuten',demokra
[19] frankfurtzack,guten

Top Word Pairs in Tweet in G4:
[96] heart,breaks
[96] breaks,healthcare
[96] healthcare,workers
[96] workers,families
[96] families,dealing
[96] dealing,latest
[96] latest,#covidsurge
[96] #covidsurge,please
[96] please,civic
[95] dockimresists,heart

Top Word Pairs in Tweet in G5:
[13] #flattenthecurve,#omicron
[11] #stopthespread,#flattenthecurve
[9] #stayhome,#stopthespread
[8] #stayhome,#flattenthecurve
[8] #omicron,outbreak
[6] nyc,slowly
[6] slowly,shutting
[6] shutting,down
[6] down,tomorrow
[6] tomorrow,#stayhome

Top Word Pairs in Tweet in G6:
[8] #stopthespread,#flattenthecurve
[5] #protectthekids,#longcovidkids
[4] #flattenthecurve,#trustthescience
[4] nychealthcommr,davechokshi
[4] #remotelearning,#remoteoptionnow
[4] #remoteoptionnow,#restoreremote
[4] #restoreremote,#distancelearning
[4] #distancelearning,#socialdistance
[4] #socialdistance,#stopthespread
[3] #remote,yonkersschools

Top Word Pairs in Tweet in G7:
[2] dgurdasani1,dbetteracademia
[2] dbetteracademia,morimahmoudi
[2] morimahmoudi,reneebleau
[2] reneebleau,suzanne_garrett
[2] suzanne_garrett,evidencebase_im
[2] evidencebase_im,braincures
[2] braincures,marikasboros
[2] never,many
[2] many,infections
[2] infections,hit

Top Word Pairs in Tweet in G8:
[234] january,2022
[134] #flattenthecurve,#togetherwecan
[131] healthnagaland,#covid19
[118] bulletin,#nagaland
[111] #nagaland,status
[98] fresh,positive
[77] #togetherwecan,#nagalandagainstcovid
[75] #togetherwecan,#flattenthecurve
[73] 2022,dimapur
[71] 19,bulletin

Top Word Pairs in Tweet in G9:
[36] bäumen,kinder
[36] kinder,pädagoginnen
[36] pädagoginnen,unserer
[36] unserer,kraft
[36] kraft,gegen
[36] gegen,virus
[36] virus,nehmen
[35] andibabler,bäumen

Top Word Pairs in Tweet in G10:
[2] die,frage

Top Replied-To
Top Replied-To in Entire Graph:
@sizemichael
@nataliegrams
@govtimwalz
@wieselersusanne
@allisfreeforme
@drelidavid
@eddy_bernayz
@potus
@prof_freedom
@marklevinenyc

Top Replied-To in G1:
@frankfurtzack
@martinwaltherdd
@ecmokaragianni1
@jens_140081

Top Replied-To in G3:
@nataliegrams
@eddy_bernayz

Top Replied-To in G4:
@dockimresists

Top Replied-To in G5:
@potus
@elizashapiro
@kindandunblind
@drleanawen
@ashihipar
@jonlevybu
@danyshin
@govkathyhochul
@austinisdsupt
@aisdparents

Top Replied-To in G6:
@marklevinenyc
@morecaucusuft
@andypallotta
@nysut
@burketeegan
@mssarahmssarah
@nycmayor
@ericadamsfornyc
@disnazzio
@scottgottliebmd

Top Replied-To in G7:
@dgurdasani1

Top Replied-To in G10:
@phikuro
@coronawarnapp
@cryptopashka
@sturmlliouville
@rki_de
@karl_lauterbach
@ginsig
@felixschneuwly
@cthulhcc

Top Mentioned
Top Mentioned in Entire Graph:
@frankfurtzack
@healthnagaland
@vikingrohan
@dockimresists
@mygovnagaland
@dipr_nagaland
@airnews_kohima
@ddnewskohima
@pibkohima
@cmonagaland

Top Mentioned in G1:
@frankfurtzack
@siegfried_mayer
@nataliegrams

Top Mentioned in G2:
@egmontinstitute
@nudder12
@autismepi
@ken_sugar
@70sbachchan
@45bestwords

Top Mentioned in G3:
@vikingrohan
@frankfurtzack
@dippi_dipp
@nataliegrams
@gurtstock

Top Mentioned in G4:
@dockimresists
@justmom_ali
@thinkkimthink

Top Mentioned in G5:
@potus
@maslowsneeds
@carolyncannu
@govkathyhochul
@cdcgov
@joebiden
@kindandunblind
@whitehouse
@danyshin
@frankfurtzack

Top Mentioned in G6:
@nycmayor
@nycschools
@nychealthcommr
@davechokshi
@yonkersschools
@newrochelleed
@westnyschools
@npsvoices
@bayonneboe
@schools_uc

Top Mentioned in G7:
@dbetteracademia
@morimahmoudi
@reneebleau
@suzanne_garrett
@evidencebase_im
@braincures
@marikasboros
@do_kinder
@dgurdasani1
@proftim

Top Mentioned in G8:
@healthnagaland
@mygovnagaland
@dipr_nagaland
@airnews_kohima
@ddnewskohima
@pibkohima
@cmonagaland
@pangnyu
@statedisaster

Top Mentioned in G9:
@andibabler

Top Mentioned in G10:
@karl_lauterbach
@c_drosten
@c_pohlmann
@frankfurtzack
@rki_de
@bmg_bund
@rki_fuer_euch
@bzga_de
@juho2204
@fraustahlhut

Top Tweeters
Top Tweeters in Entire Graph:
@delta
@viralvideovlogs
@dailymirror
@wally_wests
@carolmaewy
@wellness4you13
@ketaminh
@llama_strudel
@docrocktex26
@flugennock

Top Tweeters in G1:
@frisch_fish
@gothp1
@rhabarbeer
@jjdemul
@in_rol_0815
@kpropcroy
@48rieck
@wellnessfr
@spaeterrebell
@elisabethtobler

Top Tweeters in G2:
@mquigley1963
@mariasammutmasc
@sampietro75
@chlosephine_
@fasnix
@hotleadenema
@ken_sugar
@greenfirehvac
@technosucks
@enlightfundy

Top Tweeters in G3:
@bernd471
@hackenstad
@drehorgel123
@connyro_bln
@markrudolph2701
@hausfrau4ever
@wattwurm13
@tini68274439
@kytti70
@sunny_sommer

Top Tweeters in G4:
@carolmaewy
@llama_strudel
@nakesha_horsey
@clayreinabq
@thinkkimthink
@ssmunsell
@detroit_rachel
@gailwaldby
@ktynot
@realnorac

Top Tweeters in G5:
@delta
@wellness4you13
@march4progress
@perdidostschool
@bledwine
@melaniesdavis
@shera_persists
@happyhexer
@karenju62258050
@pop_popculture

Top Tweeters in G6:
@nokidhungry
@disnazzio
@aftunion
@margbrennan
@crowdedhead
@distancelrnbot
@nychealthsystem
@nycgov
@nycmayorsoffice
@facethenation

Top Tweeters in G7:
@mbalter
@schneiderleonid
@hrw
@braincures
@proftimnoakes
@seis_matters
@reddit
@marikasboros
@truthsayerodet1
@do_kinder

Top Tweeters in G8:
@viralvideovlogs
@shachindrpandey
@nagalandbot
@bollynumbers
@temsutulaimsong
@airnews_kohima
@morungexpress05
@diabetesasiaorg
@pibkohima
@outbreak_india

Top Tweeters in G9:
@landaudaniel
@june26jasmine
@creation_2011
@mertinsk
@snowbootslove
@kremlten
@_evalein
@andrea95115861
@karlmladek
@linksfunk

Top Tweeters in G10:
@sturmlliouville
@felixschneuwly
@phikuro
@buerger18
@c_pohlmann
@thefeodora
@bmg_bund
@cthulhcc
@heutejournal
@karl_lauterbach