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#FlattenTheCurve_2021-02-23_01-25-41.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 23, 2021
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3bxAVal
@albertoemachado
@frankfurtzack
@21wire
@yednetworkke
@gretathunberg
@viralvideovlogs
@velofisch
@shamrockspring
@patriciakombo
@cupw

Top hashtags:
#flattenthecurve
#covid19
#wearamask
#socialdistancing

Description:
Description
The graph represents a network of 2,233 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, 23 February 2021 at 09:27 UTC.

The requested start date was Tuesday, 23 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, 12-hour, 31-minute period from Tuesday, 09 February 2021 at 01:16 UTC to Monday, 22 February 2021 at 13:48 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 : 2233
Unique Edges : 1215
Edges With Duplicates : 4100
Total Edges : 5315
Number of Edge Types : 5
Tweet : 1280
Mentions : 705
MentionsInRetweet : 1765
Retweet : 1393
Replies to : 172
Self-Loops : 1327
Reciprocated Vertex Pair Ratio : 0.0151300236406619
Reciprocated Edge Ratio : 0.0298090358639963
Connected Components : 554
Single-Vertex Connected Components : 273
Maximum Vertices in a Connected Component : 761
Maximum Edges in a Connected Component : 2308
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.807662
Graph Density : 0.000430773651018367
Modularity : 0.426305
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 2,233 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, 23 February 2021 at 09:27 UTC.

The requested start date was Tuesday, 23 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, 12-hour, 31-minute period from Tuesday, 09 February 2021 at 01:16 UTC to Monday, 22 February 2021 at 13:48 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:
[21] https://dt51.net/c/?si=15259&li=1662683&wi=204627&ws=
[16] https://ocs.sesb.com.my/
[13] https://www.analyticsinsight.net/concept-heart-failure-machine-learning/?utm_content=buffer5825d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://www.instagram.com/accounts/login/
[8] https://www.twitch.tv/nezuryu
[7] https://www.pippip.de/dashboard
[6] https://www.clickasnap.com/i/ne1ntq46qz1i2crq
[6] https://robert-hans.pixels.com/
[5] https://twitter.com/merry123459/status/1360947864311107587
[4] https://twitter.com/drbrandner/status/1363431661325717504

Top URLs in Tweet in G1:
[21] https://dt51.net/c/?si=15259&li=1662683&wi=204627&ws=
[9] https://www.instagram.com/accounts/login/
[6] https://robert-hans.pixels.com/
[6] https://www.clickasnap.com/i/ne1ntq46qz1i2crq
[3] http://CVSoci.al/f5tt399Z
[3] https://www.crazyforcrust.com/the-best-pudding-cookies-recipe/
[3] https://www.countryliving.com/food-drinks/g2364/mug-cakes/
[3] https://www.allrecipes.com/recipe/240641/salt-dough/
[2] https://twitter.com/nick_moore33/status/1353009348360990726
[2] https://cbdsourceonline.com/

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 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://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247377
[3] https://www.coviz.org/e2b/2021-02-18/
[3] https://www.coviz.org/e2b/2021-02-19/
[2] https://twitter.com/EvanKirstel/status/1357363880884920321
[2] https://www.coviz.org/e2b/2021-02-22/
[2] https://www.coviz.org/e2b/2021-02-21/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=249124
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=248712

Top URLs in Tweet in G7:
[5] https://twitter.com/merry123459/status/1360947864311107587
[1] https://twitter.com/JosephSakran/status/1359552544482103305

Top URLs in Tweet in G8:
[1] https://www.linkedin.com/slink?code=gyaWkcR

Top URLs in Tweet in G9:
[1] https://twitter.com/Velofisch/status/1355716246537465856
[1] https://twitter.com/Velofisch/status/1252876037655916544
[1] https://twitter.com/Velofisch/status/1320427524174893058

Top URLs in Tweet in G10:
[1] https://sto.mv/Estore

Top Domains
Top Domains in Tweet in Entire Graph:
[157] twitter.com
[26] coviz.org
[21] dt51.net
[16] swarmapp.com
[16] com.my
[15] google.com
[15] instagram.com
[14] youtube.com
[13] analyticsinsight.net
[10] blogspot.com

Top Domains in Tweet in G1:
[67] twitter.com
[21] dt51.net
[16] swarmapp.com
[12] instagram.com
[6] pixels.com
[6] clickasnap.com
[4] youtube.com
[4] allrecipes.com
[4] countryliving.com
[4] pursuite.com

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 G6:
[26] coviz.org
[13] analyticsinsight.net
[7] nodexlgraphgallery.org
[3] twitter.com
[2] linkedin.com
[1] npr.org

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

Top Domains in Tweet in G8:
[1] linkedin.com

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

Top Domains in Tweet in G10:
[1] sto.mv

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2070] flattenthecurve
[641] covid19
[276] wearamask
[159] socialdistancing
[118] climatestrikeonline
[117] saulsville
[115] coronavirus
[114] stayhome
[106] leralla
[105] washyourhands



Top Hashtags in Tweet in G1:
[413] flattenthecurve
[99] covid19
[53] socialdistancing
[37] stayathome
[34] coronavirus
[33] washyourhands
[30] wearamask
[28] staysafe
[24] pandemic
[23] stayhome

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

Top Hashtags in Tweet in G3:
[30] flattenthecurve
[11] zerocovid
[10] nocovid
[4] lockdown
[4] risikogruppen
[4] viren
[4] mutieren
[2] allesoeffnen
[2] mutationspuffer
[2] heinerultras

Top Hashtags in Tweet in G4:
[173] covid19
[92] flattenthecurve
[83] covid19pandemic
[77] raisingthebar
[32] amrefcovid19responseke
[28] wearamask
[21] washyourhands
[19] socialdistancing
[12] covidー19
[12] ipc

Top Hashtags in Tweet in G5:
[114] climatestrikeonline
[55] climatepromise
[39] fridaysforfuture
[29] flattenthecurve
[22] schoolstrike4climate
[15] facetheclimateemergency
[11] stayathome
[10] africaisnotadumpster
[4] climatestrike
[3] climateemergency

Top Hashtags in Tweet in G6:
[49] flattenthecurve
[41] covid19
[25] stayhome
[23] coronavirus
[23] dataviz
[17] datascience
[17] socialdistance
[17] coviz
[14] machinelearning
[13] healthtech

Top Hashtags in Tweet in G7:
[44] trumpvirus
[36] resisters
[28] flattenthecurve
[18] dems4usa
[1] demvoice1
[1] freshvoicesrise
[1] fresh
[1] texasblackout
[1] maskupamerica
[1] maskssavelives

Top Hashtags in Tweet in G8:
[2] flattenthecurve
[1] covidiots
[1] terminationpayments
[1] researchinstitutions
[1] ukuniversities
[1] reimagineresearch
[1] scipol
[1] uuk
[1] rri
[1] researchculture

Top Hashtags in Tweet in G9:
[11] flattenthecurve
[2] turnthetide
[1] lockdown
[1] b113
[1] b1351
[1] allesoeffnen
[1] panikmache
[1] nocovid

Top Hashtags in Tweet in G10:
[2] flattenthecurve
[1] staysafe
[1] stopthespread
[1] covid19

Top Words
Top Words in Tweet in Entire Graph:
[2071] #flattenthecurve
[641] #covid19
[636] station
[485] train
[275] #wearamask
[222] reality
[220] die
[216] pretoria
[197] stopping
[190] school

Top Words in Tweet in G1:
[413] #flattenthecurve
[99] #covid19
[53] #socialdistancing
[37] #stayathome
[34] die
[34] #coronavirus
[33] #washyourhands
[30] #wearamask
[28] #staysafe
[28] make

Top Words in Tweet in G2:
[181] lot
[181] closer
[181] reality
[181] mainstream
[181] news
[181] #flattenthecurve
[181] #covid19
[180] 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:
[173] #covid19
[168] yednetworkke
[92] #flattenthecurve
[88] community
[83] during
[83] #covid19pandemic
[82] commitment
[78] work
[77] whether
[77] school

Top Words in Tweet in G5:
[116] strike
[115] week
[114] #climatestrikeonline
[112] school
[95] gretathunberg
[76] keep
[67] patriciakombo
[59] 77
[58] leaders
[57] #fridaysforfut

Top Words in Tweet in G6:
[49] #flattenthecurve
[41] #covid19
[32] albertoemachado
[25] #stayhome
[23] #coronavirus
[23] #dataviz
[20] today's
[20] global
[20] extrapolation
[20] chart

Top Words in Tweet in G7:
[80] still
[54] day
[44] #trumpvirus
[36] good
[36] #resisters
[36] awake
[36] shocked
[36] much
[36] reality
[36] feels

Top Words in Tweet in G8:
[3] dgurdasani1
[3] dbetteracademia
[3] morimahmoudi
[3] reneebleau
[3] suzanne_garrett
[3] evidencebase_im
[3] braincures
[3] marikasboros
[2] change
[2] #flattenthecurve

Top Words in Tweet in G9:
[23] die
[11] #flattenthecurve
[5] karl_lauterbach
[4] meisten
[3] 2020
[3] sylk1966
[3] arnd_diringer
[3] cobvl
[3] hwieduwilt
[3] chr_rath

Top Words in Tweet in G10:
[30] male
[29] effective
[29] today
[29] vehicle
[29] ban
[29] imposed
[29] greater
[29] area
[29] 1800
[29] 0600

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[199] #flattenthecurve,#covid19
[197] stopping,station
[183] lot,closer
[183] closer,reality
[183] reality,mainstream
[183] mainstream,news
[183] news,#flattenthecurve
[181] 21wire,lot
[157] experten,berechneten
[157] berechneten,april

Top Word Pairs in Tweet in G1:
[36] #covid19,#flattenthecurve
[26] kids,bored
[26] bored,practicing
[26] practicing,social
[26] social,distancing
[23] distancing,make
[21] #doejemee,#handmade
[21] #handmade,#diy
[21] #diy,#flattenthecurve
[21] #flattenthecurve,#spreadthelove

Top Word Pairs in Tweet in G2:
[181] lot,closer
[181] closer,reality
[181] reality,mainstream
[181] mainstream,news
[181] news,#flattenthecurve
[181] #flattenthecurve,#covid19
[180] 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:
[83] during,#covid19pandemic
[77] whether,school
[77] school,work
[77] work,mindful
[77] mindful,surroundings
[77] surroundings,during
[77] #covid19pandemic,consider
[77] consider,#covid19
[76] yednetworkke,whether
[76] #covid19,fact

Top Word Pairs in Tweet in G5:
[112] school,strike
[112] strike,week
[68] #climatestrikeonline,gretathunberg
[67] patriciakombo,school
[59] week,77
[56] gretathunberg,#fridaysforfut
[55] 77,dear
[55] dear,world
[55] world,leaders
[55] leaders,keep

Top Word Pairs in Tweet in G6:
[23] #coronavirus,#stayhome
[23] #stayhome,#dataviz
[20] today's,global
[20] global,#covid19
[20] #covid19,extrapolation
[20] extrapolation,chart
[20] chart,available
[20] available,#coronavirus
[17] #dataviz,#flattenthecurve
[17] #flattenthecurve,#datascience

Top Word Pairs in Tweet in G7:
[44] #trumpvirus,still
[36] good,day
[36] day,#resisters
[36] #resisters,awake
[36] awake,shocked
[36] shocked,much
[36] much,reality
[36] reality,still
[36] still,feels
[36] feels,fiction

Top Word Pairs in Tweet in G8:
[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 G9:
[4] die,meisten
[3] sylk1966,arnd_diringer
[3] arnd_diringer,cobvl
[3] cobvl,hwieduwilt
[3] leubecherx,hassosuliak
[3] hassosuliak,pia_lorenz
[3] freiheitsrechte,anwaltverein
[3] anwaltverein,m_kubiciel
[3] m_kubiciel,prof_herdegen
[3] prof_herdegen,maxsteinbeis

Top Word Pairs in Tweet in G10:
[29] effective,today
[29] today,vehicle
[29] vehicle,ban
[29] ban,imposed
[29] imposed,greater
[29] greater,male
[29] male,area
[29] area,1800
[29] 1800,0600
[29] 0600,hours

Top Replied-To
Top Replied-To in Entire Graph:
@yednetworkke
@dienstnavom
@metrorailgp
@yannickkrug
@shomburg
@jkenney
@sylk1966
@horclas
@domkept
@ramonasinger

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

Top Replied-To in G4:
@yednetworkke
@lennah3
@amref_kenya
@dwdrummer13

Top Replied-To in G6:
@horclas
@derfelthemighty
@climateciaran
@faznet
@rtenews

Top Replied-To in G8:
@ramonasinger
@dgurdasani1

Top Replied-To in G9:
@shomburg
@sylk1966
@ethikzentrum
@chr_rath
@tagesthemen
@jimbeam056
@saefken
@bodonoeske
@chanasitjonas

Top Mentioned
Top Mentioned in Entire Graph:
@21wire
@yednetworkke
@frankfurtzack
@gretathunberg
@patriciakombo
@analyticake
@amref_kenya
@1chance2020
@moh_kenya
@albertoemachado

Top Mentioned in G1:
@ginger_exchange
@egmontinstitute
@easylivingfl
@wqbelle
@nick_moore33
@peninsulaclc
@flooringdirectx
@applejoe7
@kidkool4u

Top Mentioned in G2:
@21wire

Top Mentioned in G3:
@frankfurtzack
@clauskleber
@jens_140081
@schachmaty
@heinerultras
@owitzig
@henriette_nette
@ost_seh
@holmenkollin
@buerger18

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

Top Mentioned in G5:
@gretathunberg
@patriciakombo
@elijahmckenzee
@fridays4future
@cocacola
@ynohabialuz
@ukscn1
@ys4ccardiff
@wakiodorcas
@nspugh

Top Mentioned in G6:
@albertoemachado
@coviz_org
@globaliqx
@gretathunberg
@yednetworkke
@carbonwatchie
@fmfrancoise
@shamrockspring
@frankfurtzack
@glengilmore

Top Mentioned in G7:
@1chance2020
@demsforusa
@5pctcarbs

Top Mentioned in G8:
@dbetteracademia
@morimahmoudi
@reneebleau
@suzanne_garrett
@evidencebase_im
@braincures
@marikasboros
@change
@do_kinder
@dgurdasani1

Top Mentioned in G9:
@karl_lauterbach
@arnd_diringer
@cobvl
@hwieduwilt
@leubecherx
@hassosuliak
@pia_lorenz
@vieuxrenard
@freiheitsrechte
@anwaltverein

Top Mentioned in G10:
@policemv
@sto_homeimp
@stoplc

Top Tweeters
Top Tweeters in Entire Graph:
@ez4u2say_janis
@evankirstel
@mmjblair
@saizdeku
@sabcnews
@viralvideovlogs
@dcexaminer
@unathi_kwaza
@shigerukamioka
@illathhassan

Top Tweeters in G1:
@fitasport1
@zarill955
@aliamirrazali
@kidkool4u
@ahmedziyadmv
@lobbyfa
@fabcojim
@infinite_ennui
@djbrez24
@jaricadavis

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
@dwdrummer13
@haccpjod
@adrian_seereal
@itsmannuel
@magic2girl
@crazydreamer254
@sponjy_

Top Tweeters in G5:
@btkrth
@cocacola
@giraldo35
@ourfuturebot
@tamraraven
@noahsarkcrew
@darbales1
@angueraramon30
@lovetruenature
@emi_ny7hsc

Top Tweeters in G6:
@evankirstel
@nicochan33
@akwyz
@rwang0
@trendsinai
@thecuriousluke
@fabriciosx
@fmfrancoise
@faznet
@jblefevre60

Top Tweeters in G7:
@cindyceemerson
@jmalco
@aviflygirl
@belladonamodels
@suevisa
@resistersis20
@jay_usmc2
@ava4bleue
@geraldb95284126
@phillykat25

Top Tweeters in G8:
@schneiderleonid
@mbalter
@hrw
@proftimnoakes
@seis_matters
@reddit
@marikasboros
@truthsayerodet1
@un_women
@jeremyfarrar

Top Tweeters in G9:
@jaquearnoux
@thesuingone
@piratenpartei
@velofisch
@saefken
@arnd_diringer
@joachimjahn
@klaarglass
@tagesthemen
@ard_presse

Top Tweeters in G10:
@illathhassan
@nafee77
@ibbelatheef
@ishan_inz
@sharaff__
@adam_funama
@sharifmv
@iqbaalahmed20
@shareef35
@afshanlatheef