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#FlattenTheCurve_2021-02-22_01-37-17.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 22, 2021
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3aIj5Cl
@albertoemachado
@yednetworkke
@frankfurtzack
@viralvideovlogs
@21wire
@cupw
@gretathunberg
@velofisch
@elijahmckenzee
@juniimondd

Top hashtags:
#flattenthecurve
#covid19
#wearamask
#socialdistancing

Description:
Description
The graph represents a network of 2,472 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 Monday, 22 February 2021 at 09:40 UTC.

The requested start date was Friday, 19 February 2021 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, 23-hour, 41-minute period from Friday, 05 February 2021 at 01:01 UTC to Friday, 19 February 2021 at 00:43 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 : 2472
Unique Edges : 1339
Edges With Duplicates : 4582
Total Edges : 5921
Number of Edge Types : 5
Tweet : 1289
Replies to : 187
Mentions : 771
Retweet : 1623
MentionsInRetweet : 2051
Self-Loops : 1348
Reciprocated Vertex Pair Ratio : 0.0119439868204283
Reciprocated Edge Ratio : 0.0236060236060236
Connected Components : 549
Single-Vertex Connected Components : 259
Maximum Vertices in a Connected Component : 910
Maximum Edges in a Connected Component : 2731
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.483851
Graph Density : 0.000402238785445144
Modularity : 0.435279
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 2,472 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 Monday, 22 February 2021 at 09:40 UTC.

The requested start date was Friday, 19 February 2021 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, 23-hour, 41-minute period from Friday, 05 February 2021 at 01:01 UTC to Friday, 19 February 2021 at 00:43 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:
[22] https://ocs.sesb.com.my/
[19] https://dt51.net/c/?si=15259&li=1662683&wi=204627&ws=
[13] https://www.analyticsinsight.net/concept-heart-failure-machine-learning/?utm_content=buffer5825d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.clickasnap.com/i/ne1ntq46qz1i2crq
[7] https://www.twitch.tv/nezuryu
[7] https://www.instagram.com/accounts/login/
[7] https://www.pippip.de/dashboard
[6] https://www.pippip.de/
[5] https://twitter.com/merry123459/status/1360947864311107587
[5] https://robert-hans.pixels.com/

Top URLs in Tweet in G1:
[7] https://www.instagram.com/accounts/login/
[7] https://www.clickasnap.com/i/ne1ntq46qz1i2crq
[5] https://robert-hans.pixels.com/
[4] https://www.allrecipes.com/recipe/240641/salt-dough/
[3] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[3] http://CVSoci.al/f5tt399Z
[3] http://www.bccancer.bc.ca/covid19
[3] https://www.tasteofhome.com/recipes/no-bake-peanut-butter-treats/
[3] https://thetiptoefairy.com/easy-pudding-cup-finger-paints/
[3] https://www.crazyforcrust.com/the-best-pudding-cookies-recipe/

Top URLs in Tweet in G3:
[1] https://twitter.com/Andre1234/status/1276529427682385924?s=20
[1] https://ourworldindata.org/grapher/covid-icu-patients-per-million?tab=chart&stackMode=absolute&time=2020-03-01..latest&country=DEU~SWE

Top URLs in Tweet in G4:
[2] https://twitter.com/GavinNewsom/status/1361423384131772419
[1] https://twitter.com/YEDNetworkKe/status/1361560495921184769
[1] https://www.pippip.de/

Top URLs in Tweet in G5:
[2] https://twitter.com/GretaThunberg/status/1355088301443731456
[1] https://twitter.com/patriciakombo/status/1357541738328567808
[1] https://twitter.com/elijahmckenzee/status/1357624070033072129

Top URLs in Tweet in G6:
[13] https://www.analyticsinsight.net/concept-heart-failure-machine-learning/?utm_content=buffer5825d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.coviz.org/d1/2021-02-17/ly
[3] https://www.coviz.org/e2b/2021-02-18/
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247377
[2] https://www.coviz.org/e2b/2021-02-06/
[2] https://twitter.com/EvanKirstel/status/1357363880884920321
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247183
[1] https://www.coviz.org/e2b/2021-02-05/
[1] https://www.coviz.org/e2b/2021-02-07/
[1] https://www.coviz.org/d1/2021-02-07/ec

Top URLs in Tweet in G7:
[1] https://twitter.com/cmoh_nl/status/1360223067235115020

Top URLs in Tweet in G8:
[5] https://twitter.com/merry123459/status/1360947864311107587
[1] https://twitter.com/JosephSakran/status/1359552544482103305

Top URLs in Tweet in G9:
[1] https://www.linkedin.com/slink?code=gyaWkcR

Top URLs in Tweet in G10:
[1] https://twitter.com/Velofisch/status/1252876037655916544
[1] https://twitter.com/Velofisch/status/1320427524174893058

Top Domains
Top Domains in Tweet in Entire Graph:
[170] twitter.com
[28] youtube.com
[22] coviz.org
[22] com.my
[19] dt51.net
[16] swarmapp.com
[14] instagram.com
[13] analyticsinsight.net
[13] pippip.de
[11] blogspot.com

Top Domains in Tweet in G1:
[72] twitter.com
[16] swarmapp.com
[8] instagram.com
[7] clickasnap.com
[5] youtube.com
[5] pixels.com
[5] allrecipes.com
[4] egmontinstitute.be
[4] countryliving.com
[3] co.uk

Top Domains in Tweet in G3:
[1] twitter.com
[1] ourworldindata.org

Top Domains in Tweet in G4:
[3] twitter.com
[1] pippip.de

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

Top Domains in Tweet in G6:
[22] coviz.org
[13] analyticsinsight.net
[8] nodexlgraphgallery.org
[3] twitter.com
[1] youtube.com
[1] npr.org
[1] whitehouse.gov

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

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2102] flattenthecurve
[689] covid19
[295] wearamask
[165] socialdistancing
[150] climatestrikeonline
[136] stayhome
[135] coronavirus
[117] saulsville
[103] leralla
[96] washyourhands



Top Hashtags in Tweet in G1:
[377] flattenthecurve
[92] covid19
[54] socialdistancing
[36] stayathome
[34] coronavirus
[33] wearamask
[31] washyourhands
[29] pandemic
[26] staysafe
[26] stayhome

Top Hashtags in Tweet in G2:
[176] flattenthecurve
[176] covid19

Top Hashtags in Tweet in G3:
[38] flattenthecurve
[10] zerocovid
[10] nocovid
[4] lockdown
[4] risikogruppen
[4] viren
[4] mutieren
[3] runterbis10
[2] allesoeffnen
[2] mutationspuffer

Top Hashtags in Tweet in G4:
[203] covid19
[98] flattenthecurve
[82] covid19pandemic
[76] raisingthebar
[55] amrefcovid19responseke
[36] wearamask
[20] washyourhands
[16] socialdistancing
[16] angamizacorona
[13] physicaldistancing

Top Hashtags in Tweet in G5:
[145] climatestrikeonline
[67] fridaysforfuture
[54] climatepromise
[18] flattenthecurve
[10] facetheclimateemergency
[9] schoolstrike4climate
[4] climatechangeisreal
[2] africaisnotadumpster
[2] plastichearts
[2] climateaction

Top Hashtags in Tweet in G6:
[56] flattenthecurve
[45] covid19
[33] ai
[22] stayhome
[21] artificialintelligence
[21] socialdistancing
[21] cctv
[21] robotics
[20] coronavirus
[20] healthtech

Top Hashtags in Tweet in G7:
[3] flattenthecurve
[2] covid19nfld
[1] weareallinthistogether

Top Hashtags in Tweet in G8:
[39] trumpvirus
[31] resisters
[28] flattenthecurve
[18] dems4usa
[1] demvoice1
[1] freshvoicesrise
[1] fresh
[1] texasblackout
[1] maskupamerica
[1] maskssavelives

Top Hashtags in Tweet in G9:
[1] flattenthecurve
[1] terminationpayments
[1] researchinstitutions
[1] ukuniversities
[1] reimagineresearch
[1] scipol
[1] uuk
[1] rri
[1] researchculture
[1] journorequest

Top Hashtags in Tweet in G10:
[14] flattenthecurve
[2] turnthetide
[1] eigenverantwortung
[1] lasstdieschulenundkitaszu
[1] nocovid

Top Words
Top Words in Tweet in Entire Graph:
[2102] #flattenthecurve
[693] #covid19
[607] station
[462] train
[294] #wearamask
[262] die
[211] reality
[211] pretoria
[205] school
[199] stopping

Top Words in Tweet in G1:
[377] #flattenthecurve
[92] #covid19
[54] #socialdistancing
[39] social
[37] distancing
[36] make
[36] #stayathome
[35] practicing
[34] #coronavirus
[33] #wearamask

Top Words in Tweet in G2:
[176] lot
[176] closer
[176] reality
[176] mainstream
[176] news
[176] #flattenthecurve
[176] #covid19
[175] 21wire

Top Words in Tweet in G3:
[162] frankfurtzack
[154] deutschland
[154] millionen
[153] experten
[153] berechneten
[153] april
[153] 2020
[153] menschen
[153] beatmet
[153] müssen

Top Words in Tweet in G4:
[203] #covid19
[166] yednetworkke
[98] #flattenthecurve
[88] business
[86] community
[83] analyticake
[82] during
[82] #covid19pandemic
[80] commitment
[77] work

Top Words in Tweet in G5:
[145] #climatestrikeonline
[131] week
[127] school
[127] strike
[89] patriciakombo
[88] gretathunberg
[88] 77
[67] #fridaysforfuture
[60] keep
[57] #fridaysforfut

Top Words in Tweet in G6:
[56] #flattenthecurve
[54] albertoemachado
[45] #covid19
[33] #ai
[28] workers
[27] cupw
[24] help
[23] please
[22] #stayhome
[21] #artificialintelligence

Top Words in Tweet in G7:
[57] part
[57] public
[55] 11
[55] cases
[55] huge
[55] number
[55] obedient
[55] population
[55] very
[55] few

Top Words in Tweet in G8:
[70] still
[49] day
[39] #trumpvirus
[31] good
[31] #resisters
[31] awake
[31] shocked
[31] much
[31] reality
[31] feels

Top Words in Tweet in G9:
[3] dgurdasani1
[3] dbetteracademia
[3] morimahmoudi
[3] reneebleau
[3] suzanne_garrett
[3] evidencebase_im
[3] braincures
[3] marikasboros
[2] do_kinder
[2] proftim

Top Words in Tweet in G10:
[28] die
[14] #flattenthecurve
[6] ethikrat
[6] zahlen
[6] mpkretschmer
[5] kein
[4] hwieduwilt
[4] elbepeter
[4] liegen
[4] stelle

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[199] stopping,station
[192] #flattenthecurve,#covid19
[178] lot,closer
[178] closer,reality
[178] reality,mainstream
[178] mainstream,news
[178] news,#flattenthecurve
[176] 21wire,lot
[156] experten,berechneten
[156] berechneten,april

Top Word Pairs in Tweet in G1:
[37] social,distancing
[34] practicing,social
[33] kids,bored
[33] bored,practicing
[31] #covid19,#flattenthecurve
[29] distancing,make
[23] ginger_exchange,kids
[20] #flattenthecurve,#wearamask
[16] #socialdistancing,#washyourhands
[16] #wearamask,#socialdistancing

Top Word Pairs in Tweet in G2:
[176] lot,closer
[176] closer,reality
[176] reality,mainstream
[176] mainstream,news
[176] news,#flattenthecurve
[176] #flattenthecurve,#covid19
[175] 21wire,lot

Top Word Pairs in Tweet in G3:
[153] experten,berechneten
[153] berechneten,april
[153] april,2020
[153] 2020,deutschland
[153] deutschland,millionen
[153] millionen,menschen
[153] menschen,beatmet
[153] beatmet,müssen
[153] müssen,handelte
[152] frankfurtzack,experten

Top Word Pairs in Tweet in G4:
[82] during,#covid19pandemic
[76] whether,school
[76] school,work
[76] work,mindful
[76] mindful,surroundings
[76] surroundings,during
[76] #covid19pandemic,consider
[76] consider,#covid19
[75] yednetworkke,whether
[75] #covid19,fact

Top Word Pairs in Tweet in G5:
[127] school,strike
[127] strike,week
[89] patriciakombo,school
[88] week,77
[60] #climatestrikeonline,gretathunberg
[57] gretathunberg,#fridaysforfut
[54] 77,dear
[54] dear,world
[54] world,leaders
[54] leaders,keep

Top Word Pairs in Tweet in G6:
[21] #artificialintelligence,#ai
[21] #ai,helps
[21] helps,organizations
[21] organizations,open
[21] open,early
[21] early,#socialdistancing
[21] #socialdistancing,monitor
[21] monitor,#cctv
[21] #cctv,eu
[21] eu,#robotics

Top Word Pairs in Tweet in G7:
[55] 11,cases
[55] cases,huge
[55] huge,number
[55] number,obedient
[55] obedient,population
[55] population,part
[55] part,very
[55] very,few
[55] few,public
[55] public,wearing

Top Word Pairs in Tweet in G8:
[39] #trumpvirus,still
[31] good,day
[31] day,#resisters
[31] #resisters,awake
[31] awake,shocked
[31] shocked,much
[31] much,reality
[31] reality,still
[31] still,feels
[31] feels,fiction

Top Word Pairs in Tweet in G9:
[3] dgurdasani1,dbetteracademia
[3] dbetteracademia,morimahmoudi
[3] morimahmoudi,reneebleau
[3] reneebleau,suzanne_garrett
[3] suzanne_garrett,evidencebase_im
[3] evidencebase_im,braincures
[3] braincures,marikasboros
[2] do_kinder,dgurdasani1
[2] marikasboros,proftim

Top Word Pairs in Tweet in G10:
[4] elbepeter,mpkretschmer
[4] mpkretschmer,liegen
[4] liegen,stelle
[4] stelle,deutschland
[4] deutschland,die
[4] die,höchsten
[4] höchsten,zahlen
[4] zahlen,kein
[4] kein,grund
[4] grund,herumzupranzen

Top Replied-To
Top Replied-To in Entire Graph:
@yednetworkke
@minpres
@sylk1966
@horclas
@jensspahn
@potus
@l__ip
@weingartende
@larswienand
@ivyleague

Top Replied-To in G3:
@schachmaty
@jens_140081
@holmenkollin
@owitzig
@eckertdo
@frankfurtzack
@eberthgerald
@dafeid

Top Replied-To in G4:
@yednetworkke
@lennah3
@amref_kenya

Top Replied-To in G6:
@frronconi
@horclas

Top Replied-To in G9:
@dgurdasani1

Top Replied-To in G10:
@sylk1966
@jimbeam056
@bryancork3
@horclas
@tomdabassman
@hwieduwilt
@chr_rath
@saefken
@tagesthemen
@traudel39478481

Top Mentioned
Top Mentioned in Entire Graph:
@21wire
@frankfurtzack
@yednetworkke
@gretathunberg
@patriciakombo
@analyticake
@johnriche
@albertoemachado
@elijahmckenzee
@amref_kenya

Top Mentioned in G1:
@ginger_exchange
@egmontinstitute
@easylivingfl
@smoothenergy99
@wqbelle
@nick_moore33
@peninsulaclc

Top Mentioned in G2:
@21wire

Top Mentioned in G3:
@frankfurtzack
@clauskleber
@jens_140081
@schachmaty
@christian_selig
@heinerultras
@holmenkollin
@schweinchenu
@owitzig
@ost_seh

Top Mentioned in G4:
@yednetworkke
@analyticake
@amref_kenya
@perakkenya
@moh_kenya
@israel_adam_
@njapitmwaana
@lennah3
@kenyabreweries

Top Mentioned in G5:
@patriciakombo
@gretathunberg
@elijahmckenzee
@cocacola
@fridays4future
@wakiodorcas
@redmayne_robert
@vanessa_vash
@danielemaglioc1
@petraberg71

Top Mentioned in G6:
@albertoemachado
@cupw
@globaliqx
@gretathunberg
@whitehouse
@coviz_org
@yednetworkke
@labordeolivier
@fmfrancoise
@frankfurtzack

Top Mentioned in G7:
@johnriche
@jms_709
@nlesdca
@nlelections

Top Mentioned in G8:
@1chance2020
@demsforusa
@5pctcarbs

Top Mentioned in G9:
@dbetteracademia
@morimahmoudi
@reneebleau
@suzanne_garrett
@evidencebase_im
@braincures
@marikasboros
@do_kinder
@dgurdasani1
@proftim

Top Mentioned in G10:
@mpkretschmer
@ethikrat
@arnd_diringer
@cobvl
@hwieduwilt
@leubecherx
@hassosuliak
@pia_lorenz
@vieuxrenard
@freiheitsrechte

Top Tweeters
Top Tweeters in Entire Graph:
@ez4u2say_janis
@evankirstel
@lorimoreno
@mmjblair
@saizdeku
@richfm39517086
@sabcnews
@viralvideovlogs
@amcneer
@dcexaminer

Top Tweeters in G1:
@zarill955
@aliamirrazali
@1sandy_n_austin
@fabcojim
@infinite_ennui
@jaricadavis
@radio_azureus
@gaygaygugugaga
@einsteinsattic
@fireholdingfire

Top Tweeters in G2:
@princessofwails
@spacettf
@ban_animal_test
@ds13_manon
@martianlobotomy
@people1stplanet
@6echelon
@dpsisi
@mandyjanevernon
@ganais_anais

Top Tweeters in G3:
@bernd471
@therealjoe_1958
@kpropcroy
@zoniman
@spasskultur
@brennstoff
@karenlennartz
@msouveranitat
@lehrbuda
@mac_villain

Top Tweeters in G4:
@viralvideovlogs
@kevoizme_
@koechmmanuel
@haccpjod
@adrian_seereal
@itsmannuel
@crazydreamer254
@magic2girl
@sponjy_
@smileycherry2

Top Tweeters in G5:
@allan_crawshaw
@btkrth
@cocacola
@saleemulhuq
@giraldo35
@ourfuturebot
@eco1start
@noahsarkcrew
@redmayne_robert
@jrobert_nl

Top Tweeters in G6:
@evankirstel
@lorimoreno
@andrewmorrisuk
@nicochan33
@rwang0
@trendsinai
@thecuriousluke
@fabriciosx
@cmusician
@fmfrancoise

Top Tweeters in G7:
@hopealdridge
@jordanwlester88
@johnriche
@momolive82
@nlesdca
@burn1ng_chr0me
@jenewright
@saphira88
@z56cjt
@whitetash52

Top Tweeters in G8:
@cindyceemerson
@jmalco
@aviflygirl
@suevisa
@resistersis20
@jay_usmc2
@ava4bleue
@geraldb95284126
@phillykat25
@angie_keathly

Top Tweeters in G9:
@schneiderleonid
@mbalter
@hrw
@proftimnoakes
@seis_matters
@reddit
@marikasboros
@truthsayerodet1
@un_women
@jeremyfarrar

Top Tweeters in G10:
@thesuingone
@sufloese
@velofisch
@saefken
@arnd_diringer
@nhaerting
@joachimjahn
@tagesthemen
@ard_presse
@tomdabassman


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