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#FlattenTheCurve_2021-04-13_02-06-33.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
April 13, 2021
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3uN9v8t
@nataliegrams
@albertoemachado
@peter_simone
@mertinsk
@ckemfert
@tomdabassman
@astrogator14
@salmansabir92
@fede_254
@amref_kenya

Top hashtags:
#flattenthecurve
#inzidenz200
#covid19
#wearamask
#stayhome

Description:
Description
The graph represents a network of 3,263 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 Tuesday, 13 April 2021 at 09:09 UTC.

The requested start date was Monday, 12 April 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, 22-hour, 33-minute period from Monday, 29 March 2021 at 01:24 UTC to Sunday, 11 April 2021 at 23:57 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 : 3263
Unique Edges : 1563
Edges With Duplicates : 6167
Total Edges : 7730
Number of Edge Types : 5
Replies to : 211
Mentions : 669
Tweet : 1294
MentionsInRetweet : 3079
Retweet : 2477
Self-Loops : 1324
Reciprocated Vertex Pair Ratio : 0.0090221187427241
Reciprocated Edge Ratio : 0.0178828958753966
Connected Components : 569
Single-Vertex Connected Components : 286
Maximum Vertices in a Connected Component : 1861
Maximum Edges in a Connected Component : 4563
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.326575
Graph Density : 0.000325726288826677
Modularity : 0.445745
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 3,263 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 Tuesday, 13 April 2021 at 09:09 UTC.

The requested start date was Monday, 12 April 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, 22-hour, 33-minute period from Monday, 29 March 2021 at 01:24 UTC to Sunday, 11 April 2021 at 23:57 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:
[10] https://www.instagram.com/accounts/login/
[7] https://www.twitch.tv/nezuryu
[6] https://www.deutschland.de/en/news/coronavirus-in-germany-informations?utm_source=TWITTER&utm_medium=en_germany&utm_content=100001954458053%2B&utm_campaign=%5BNews%5D
[5] https://www.kcore-analytics.com/search/?keyword=#FlattenTheCurve
[5] https://spiegel.de/
[5] http://2.PAY
[5] https://www.howsmyflattening.ca/
[5] https://thermogate.net/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252430
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251969

Top URLs in Tweet in G1:
[1] https://twitter.com/wdraktuell/status/1377511012820267012
[1] https://www.zeit.de/zustimmung?url=https%3A%2F%2Fwww.zeit.de%2Fwissen%2Fgesundheit%2F2021-04%2Fcorona-pandemie-dritte-welle-pandemie-forschung-virus-ausbreitung-prognose

Top URLs in Tweet in G2:
[6] https://www.instagram.com/accounts/login/
[5] https://www.howsmyflattening.ca/
[3] https://ocs.sesb.com.my/
[3] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[2] https://www.easylivingfl.com/wellness-check-aging-parents
[2] https://www.mercerbradley.com/accounting-finance-jobs/working-with-mercer-bradley/
[2] https://twitter.com/epdevilla/status/1380906589020897286
[1] https://twitter.com/AngazaElimu/status/1362300708469497859
[1] https://www.linkedin.com/slink?code=dAH5BJF
[1] https://www.destatis.de/DE/Themen/Gesellschaft-Umwelt/Bevoelkerung/Wanderungen/_inhalt.html

Top URLs in Tweet in G3:
[5] https://www.kcore-analytics.com/search/?keyword=#FlattenTheCurve
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251969
[4] https://twitter.com/Amref_Kenya/status/1377876052249346051
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252430
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252039
[2] https://healthcollab.org/thank-you-greater-cincinnati/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252095
[2] https://twitter.com/Amref_Kenya/status/1379074559362613256
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252529
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252618

Top URLs in Tweet in G4:
[2] https://twitter.com/rnseba/status/1380993951415537664
[1] https://twitter.com/sasmar/status/1380976718387773441?s=20
[1] https://twitter.com/szaktuell/status/1376595012461428736
[1] https://twitter.com/risklayer/status/1376956456763854853
[1] https://twitter.com/MKreutzfeldt/status/1377266446301081606
[1] https://twitter.com/SAARTEXT/status/1379833204832632841?s=20
[1] https://twitter.com/SAARTEXT/status/1380137608030863367
[1] https://twitter.com/saartext/status/1380913485073252354
[1] https://twitter.com/MSGFF_SL/status/1381270627408044041
[1] https://twitter.com/szaktuell/status/1381291714518913029

Top URLs in Tweet in G5:
[3] https://twitter.com/PflegeDie/status/1317041759482974210?s=09
[1] https://www.riffreporter.de/de/umwelt/co2-kohlendioxid-klima-klimakrise-neuer-rekord
[1] https://twitter.com/CKemfert/status/1381165844319850498

Top URLs in Tweet in G9:
[1] https://twitter.com/shaw_sandy/status/1379544169757163522
[1] https://twitter.com/tylerwatt90/status/1379231196694056961
[1] https://twitter.com/jkwan_md/status/1379084597875576837
[1] https://nationalpost.com/news/canada/a-very-clear-shift-younger-people-getting-sicker-faster-with-covid-doctors-say
[1] https://www.ctvnews.ca/health/coronavirus/coronavirus-pandemic-how-experts-say-canada-can-escape-the-third-wave-1.5372514

Top URLs in Tweet in G10:
[1] https://www.canada.ca/en/public-health/services/diseases/2019-novel-coronavirus-infection/latest-travel-health-advice.html#f

Top Domains
Top Domains in Tweet in Entire Graph:
[182] twitter.com
[38] coviz.org
[21] nodexlgraphgallery.org
[19] swarmapp.com
[19] instagram.com
[17] google.com
[16] youtube.com
[11] scitechdaily.com
[8] blogspot.com
[7] spiegel.de

Top Domains in Tweet in G1:
[1] twitter.com
[1] zeit.de

Top Domains in Tweet in G2:
[53] twitter.com
[19] swarmapp.com
[13] instagram.com
[7] youtube.com
[5] linkedin.com
[5] howsmyflattening.ca
[5] pursuite.com
[3] com.my
[3] mercerbradley.com
[3] flooringdirecttexas.com

Top Domains in Tweet in G3:
[20] nodexlgraphgallery.org
[9] twitter.com
[5] kcore-analytics.com
[3] healthcollab.org

Top Domains in Tweet in G4:
[15] twitter.com
[2] youtube.com
[1] rnd.de
[1] linkedin.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G5:
[4] twitter.com
[1] riffreporter.de

Top Domains in Tweet in G9:
[3] twitter.com
[1] nationalpost.com
[1] ctvnews.ca

Top Domains in Tweet in G10:
[1] canada.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2863] flattenthecurve
[825] inzidenz200
[545] covid19
[400] wearamask
[159] stayhome
[151] berailsmart
[148] coronavirus
[144] washyourhands
[116] leralla
[109] staysafe



Top Hashtags in Tweet in G1:
[793] flattenthecurve
[779] inzidenz200
[2] ostermontag
[1] herzenssacheberlin
[1] impfung
[1] tegel
[1] flattentheearth
[1] ör
[1] aufruf
[1] merkelregime

Top Hashtags in Tweet in G2:
[384] flattenthecurve
[77] covid19
[38] socialdistancing
[35] stayhome
[27] wearamask
[26] stayathome
[23] coronavirus
[23] washyourhands
[16] worldhealthday
[15] physicaldistancing

Top Hashtags in Tweet in G3:
[146] covid19
[105] flattenthecurve
[44] wearamask
[33] easterweekend2021
[17] angamizacorona
[12] stayhome
[9] komeshacorona
[8] covidー19
[7] berailsmart
[7] staysafe

Top Hashtags in Tweet in G4:
[86] flattenthecurve
[51] saarland
[21] inzidenz200
[21] test
[13] covid19
[10] ard
[8] sciencematters
[8] lebenretten
[7] krisenmanagement
[7] stayathome

Top Hashtags in Tweet in G5:
[27] flattenthecurve
[13] inzidenz200
[8] covid_19
[7] saarland
[3] ard
[3] wirfürdiepflege
[3] lockdownjetzt
[2] klimaschutz
[2] klimakrise
[1] klimawandel

Top Hashtags in Tweet in G6:
[1] getvaccinated
[1] shaukatkhanum
[1] savelives
[1] flattenthecurve
[1] actresponsible
[1] getyourjib

Top Hashtags in Tweet in G7:
[59] lebenretten
[1] flattenthecurve
[1] yestonocovid

Top Hashtags in Tweet in G8:
[4] flattenthecurve
[1] testhoax
[1] flattentheeconomy
[1] asexpected
[1] inzidenz200
[1] lebenretten

Top Hashtags in Tweet in G9:
[42] flattenthecurve
[33] safeschoolsnow
[3] checkthefreezerdoug
[3] closeschoolsnow
[3] vaccinateschoolstaff
[1] lockdown
[1] votefordout2022
[1] firelecce
[1] stopthespread
[1] savelives

Top Hashtags in Tweet in G10:
[35] climatestrikeonline
[29] fridaysforfuture
[23] flattenthecurve
[16] schoolstrike
[16] beyondrecovery
[14] climatestrike
[10] climateaction
[9] saveourplanet
[9] saveamazoniaforest
[9] climatecrisis

Top Words
Top Words in Tweet in Entire Graph:
[2863] #flattenthecurve
[955] die
[902] jahr
[850] man
[846] pandemie
[831] nataliegrams
[825] #inzidenz200
[820] nennen
[820] politikversagen
[722] station

Top Words in Tweet in G1:
[793] #flattenthecurve
[789] nataliegrams
[780] man
[779] #inzidenz200
[779] jahr
[779] pandemie
[778] nennen
[778] politikversagen
[8] besonders
[8] bemerkenswert

Top Words in Tweet in G2:
[384] #flattenthecurve
[77] #covid19
[46] die
[38] #socialdistancing
[35] #stayhome
[27] #wearamask
[26] #stayathome
[24] home
[23] #coronavirus
[23] #washyourhands

Top Words in Tweet in G3:
[146] #covid19
[124] covid
[124] 19
[119] fede_254
[119] safe
[117] care
[116] measures
[105] #flattenthecurve
[100] amref_kenya
[84] people

Top Words in Tweet in G4:
[153] peter_simone
[132] die
[86] #flattenthecurve
[74] menschen
[70] weil
[68] viele
[65] andere
[64] bereit
[64] härtere
[64] einschränkungen

Top Words in Tweet in G5:
[497] die
[320] steigt
[161] co2
[161] kurve
[160] neuer
[160] rekord
[160] hochgefährliche
[160] weit
[160] zukunft
[160] weist

Top Words in Tweet in G6:
[203] really
[101] hey
[101] guys
[101] shaukat
[101] khanum
[101] lahore
[101] doing
[101] vaccination
[101] walk
[101] yes

Top Words in Tweet in G7:
[119] die
[59] #lebenretten
[59] geisteskrankem
[59] coronafanatismus
[59] rote
[59] karte
[59] zeigen
[59] jahr
[59] brabbelten
[59] coronapropheten

Top Words in Tweet in G8:
[56] gibt
[56] zwei
[56] immunisierung
[56] durchgemachte
[56] erkrankung
[56] impfung
[56] beides
[56] erfolgreich
[55] tomdabassman
[55] möglichkeiten

Top Words in Tweet in G9:
[42] #flattenthecurve
[41] fordnation
[34] sflecce
[33] advice
[33] #safeschoolsnow
[32] york4_public_ed
[7] health
[6] make
[5] call
[5] open

Top Words in Tweet in G10:
[55] week
[38] patriciakombo
[35] #climatestrikeonline
[29] climate
[29] #fridaysforfuture
[28] gretathunberg
[26] school
[25] strike
[23] #flattenthecurve
[22] 90

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[820] #flattenthecurve,#inzidenz200
[820] #inzidenz200,jahr
[820] jahr,pandemie
[820] pandemie,man
[820] man,nennen
[820] nennen,politikversagen
[819] nataliegrams,#flattenthecurve
[241] stopping,station
[235] covid,19
[217] next,stopping

Top Word Pairs in Tweet in G1:
[778] #flattenthecurve,#inzidenz200
[778] #inzidenz200,jahr
[778] jahr,pandemie
[778] pandemie,man
[778] man,nennen
[778] nennen,politikversagen
[777] nataliegrams,#flattenthecurve
[8] nataliegrams,besonders
[8] besonders,bemerkenswert
[8] bemerkenswert,eingedenk

Top Word Pairs in Tweet in G2:
[22] #covid19,#flattenthecurve
[14] #flattenthecurve,#stayathome
[14] #flattenthecurve,#physicaldistancing
[12] #flattenthecurve,#wearamask
[11] #socialdistancing,#washyourhands
[11] #stayhome,#flattenthecurve
[11] schwarzwald,#flattenthecurve
[11] cases,declined
[11] declined,stay
[11] stay,aware

Top Word Pairs in Tweet in G3:
[124] covid,19
[75] observe,covid
[73] love,care
[73] care,yourself
[73] yourself,people
[73] people,near
[73] near,please
[73] please,observe
[73] 19,protocols
[73] protocols,safe

Top Word Pairs in Tweet in G4:
[65] viele,andere
[64] bereit,härtere
[64] härtere,einschränkungen
[64] einschränkungen,kauf
[64] kauf,nehmen
[64] nehmen,viele
[64] andere,menschen
[64] menschen,weil
[64] weil,darum
[63] peter_simone,bereit

Top Word Pairs in Tweet in G5:
[160] neuer,co2
[160] co2,rekord
[160] rekord,die
[160] die,hochgefährliche
[160] hochgefährliche,kurve
[160] kurve,die
[160] die,weit
[160] weit,die
[160] die,zukunft
[160] zukunft,weist

Top Word Pairs in Tweet in G6:
[102] really,really
[101] hey,guys
[101] guys,shaukat
[101] shaukat,khanum
[101] khanum,lahore
[101] lahore,doing
[101] doing,vaccination
[101] vaccination,walk
[101] walk,yes
[101] yes,waiting

Top Word Pairs in Tweet in G7:
[59] #lebenretten,geisteskrankem
[59] geisteskrankem,coronafanatismus
[59] coronafanatismus,die
[59] die,rote
[59] rote,karte
[59] karte,zeigen
[59] zeigen,jahr
[59] jahr,brabbelten
[59] brabbelten,die
[59] die,coronapropheten

Top Word Pairs in Tweet in G8:
[56] gibt,zwei
[56] immunisierung,durchgemachte
[56] durchgemachte,erkrankung
[56] erkrankung,impfung
[56] impfung,beides
[56] beides,erfolgreich
[55] tomdabassman,gibt
[55] zwei,möglichkeiten
[55] möglichkeiten,immunisierung
[54] erfolgreich,ve

Top Word Pairs in Tweet in G9:
[33] advice,fordnation
[33] fordnation,sflecce
[33] sflecce,#flattenthecurve
[33] #flattenthecurve,#safeschoolsnow
[32] york4_public_ed,advice
[4] shaw_sandy,teacher
[4] teacher,parent
[4] parent,believe
[4] believe,took
[4] took,toronto

Top Word Pairs in Tweet in G10:
[26] #climatestrikeonline,gretathunberg
[25] school,strike
[25] strike,week
[23] patriciakombo,school
[23] gretathunberg,#fridaysforfuture
[22] week,90
[22] 90,planet
[22] planet,#climatestrikeonline
[20] #fridaysforfuture,#schoolstrike4climat
[16] #schoolstrike,week

Top Replied-To
Top Replied-To in Entire Graph:
@nataliegrams
@amref_kenya
@jkenney
@govevers
@polizei_suedhe
@eskensaskia
@daedalic
@yednetworkke
@frankfurtzack
@quarkswdr

Top Replied-To in G1:
@nataliegrams
@eosphorosx

Top Replied-To in G3:
@amref_kenya
@yednetworkke
@huhuzgz
@xavierancelin
@albertoemachado
@potus

Top Replied-To in G4:
@dneuerer
@sirus1234
@martin_rost
@peter_simone
@caethan13
@mpkretschmer
@patrickkrink
@quarkswdr
@ulfposh
@mamazwitschert

Top Replied-To in G8:
@procyon25

Top Replied-To in G9:
@fordnation
@davidpylyp

Top Replied-To in G10:
@dirtnerder

Top Mentioned
Top Mentioned in Entire Graph:
@nataliegrams
@peter_simone
@ckemfert
@fede_254
@salmansabir92
@amref_kenya
@who
@afd_hd
@moh_kenya
@tomdabassman

Top Mentioned in G1:
@nataliegrams
@peptorl
@llemirinyolull
@maxlandero

Top Mentioned in G2:
@afdverbot2022
@rxaxlxf
@schan_tdsb
@dyykvan
@monsieur0o
@easylivingfl
@flooringdirectx

Top Mentioned in G3:
@fede_254
@amref_kenya
@who
@moh_kenya
@amref_worldwide
@albertoemachado
@peter_simone
@daktari1
@juniimondd
@yednetworkke

Top Mentioned in G4:
@peter_simone
@nataliegrams
@hanslak
@ziegenwelt
@c_drosten
@fnlspcmooncake
@patrickkrink
@quarkswdr
@wdr
@ckemfert

Top Mentioned in G5:
@ckemfert
@peter_simone
@nataliegrams
@pflegedie
@riffreporter

Top Mentioned in G6:
@salmansabir92

Top Mentioned in G7:
@afd_hd

Top Mentioned in G8:
@tomdabassman
@klaarglass
@procyon25
@nataliegrams
@afd_hd

Top Mentioned in G9:
@fordnation
@sflecce
@york4_public_ed
@shaw_sandy
@dylanhudecki
@jformane
@thetorontosun
@kj_ashby
@davidpylyp

Top Mentioned in G10:
@patriciakombo
@gretathunberg
@ynohabialuz
@cevikushb
@tukwa2
@gretathu
@govcanhealth
@fridays4future
@wsuq
@unep

Top Tweeters
Top Tweeters in Entire Graph:
@chrisbrey1
@wardj15
@johangreg
@kulturbolschewi
@viralvideovlogs
@lndontretweets
@marizsmn
@tzdiscovery
@c3kenneth
@welt

Top Tweeters in G1:
@semilocon
@danielalippke
@atomreisfleisch
@olympedegouges
@fritzquincke
@catinchief
@sixteentender
@simone0171
@matthiasfranck
@thesismum

Top Tweeters in G2:
@inglamwetrust
@drugsgunshentai
@michaelbranniga
@bettycjung
@hillww1
@destigrace1
@johnkleinregina
@slowslowfood
@mikev527
@lobbyfa

Top Tweeters in G3:
@viralvideovlogs
@tzdiscovery
@s_msonia
@princeraymondke
@adrian_seereal
@magic2girl
@21wire
@kokwet_ke
@iammukui
@huhuzgz

Top Tweeters in G4:
@_arushinjitsu_
@der_dutschi
@cptleto
@btkrth
@alfred996
@aktiondemograph
@dubeateo
@pfil1312
@hanslak
@wiese_r

Top Tweeters in G5:
@chrisbrey1
@halleverkehrt
@thomasknorra
@klang_ruinen
@hexaflexagon
@karlaschnik
@nothankyou_16
@pia_purzella
@geirrchris
@dare_dems

Top Tweeters in G6:
@ambitiousfree
@_imranwasim
@muhamadafzalecp
@digitaldecoded1
@fahaddurrani1
@bad_shah_khan19
@eareeb
@bouquetvibes
@jawadhaider
@faisaliqbal31

Top Tweeters in G7:
@bernd471
@gulovesrkajol
@wattwurm13
@schwarzehexe5
@rot_pe
@berghonig
@burzel55a
@libra08101
@mic_eff
@franzenglert

Top Tweeters in G8:
@connyro_bln
@katharina_munz
@aminsharaf
@marlhog1
@omisintheair
@claas100
@franzhaid
@klaarglass
@ssausp
@tomdabassman

Top Tweeters in G9:
@thetorontosun
@normsworld
@davidpylyp
@janfromthebruce
@jamesjjryan
@kj_ashby
@candygirlflies
@chrissyyelliot
@everydayisbest
@kezia_0123

Top Tweeters in G10:
@gezgintrk
@dawnroseturner
@ourfuturebot
@noche_y_calima
@redmayne_robert
@geraldkutney
@fffbot1
@signsaresaying
@sueauthor
@endelstamberg


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