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#FlattenTheCurve_2020-09-25_00-59-10.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 25, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/2Hzr6O9
@gretathunberg
@docassar
@michael_kunz
@viralvideovlogs
@sflecce
@final_space_
@who
@arieltroster
@verabesse
@karl_lauterbach

Top hashtags:
#flattenthecurve
#climatestrike
#covid19
#coronavirus
#wearamask
#staysafe

Description:
Description
The graph represents a network of 6,487 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, 25 September 2020 at 08:04 UTC.

The requested start date was Friday, 25 September 2020 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, 16-hour, 28-minute period from Friday, 11 September 2020 at 07:29 UTC to Thursday, 24 September 2020 at 23:58 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 : 6487
Unique Edges : 2766
Edges With Duplicates : 11926
Total Edges : 14692
Number of Edge Types : 5
Retweet : 5137
MentionsInRetweet : 6037
Mentions : 1270
Replies to : 424
Tweet : 1824
Self-Loops : 1895
Reciprocated Vertex Pair Ratio : 0.00894752805580831
Reciprocated Edge Ratio : 0.017736359537051
Connected Components : 1059
Single-Vertex Connected Components : 487
Maximum Vertices in a Connected Component : 3198
Maximum Edges in a Connected Component : 7754
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 4.511428
Graph Density : 0.000158123595562766
Modularity : 0.450069
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 6,487 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, 25 September 2020 at 08:04 UTC.

The requested start date was Friday, 25 September 2020 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, 16-hour, 28-minute period from Friday, 11 September 2020 at 07:29 UTC to Thursday, 24 September 2020 at 23:58 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:
[18] https://m.bild.de/politik/inland/politik-inland/deutschland-im-corona-absage-fieber-trotz-leerer-intensiv-betten-73013298.bildMobile.html
[18] https://www.carpha.org/Portals/0/Images/COVID-19%20Infographics/Public%20Transportation/PublicTransportation-COVID19-CARPHA.pdf
[16] https://www.worldometers.info/coronavirus/country/us/
[16] https://dt51.net/c/?si=15259&li=1662683&wi=204627&ws=
[13] https://aatishb.com/maskmath/
[12] https://590games.com/sm-FB
[12] https://www.rivcoph.org/coronavirus
[10] https://www.twitch.tv/nezuryu
[7] https://www.trendysubs.com/
[7] https://aryanveda.in/

Top URLs in Tweet in G1:
[4] https://wonkedition.se/english/news/2020-news/2020-08-24-changemaker-oseriemen-atamewan-challenging-to-plant-trees.html
[3] https://twitter.com/atamewani/status/1306880411629506563
[1] https://twitter.com/gretathunberg/status/1306868113326178305
[1] https://twitter.com/Travis4Climate/status/1304470649201659912
[1] https://twitter.com/GretaThunberg/status/1304303264113008641
[1] https://twitter.com/GretaThunberg/status/1306868113326178305
[1] http://radish.org/block-party/
[1] https://twitter.com/WeManifestPeace/status/1304323238600880128
[1] https://tweetedtimes.com/UNBELFUTURO?s=tnp

Top URLs in Tweet in G2:
[16] https://www.worldometers.info/coronavirus/country/us/
[12] https://590games.com/sm-FB
[6] https://www.youtube.com/watch?v=qG1igarUZOA

[4] https://vlebazaar.in/
[4] https://www.crazyforcrust.com/the-best-pudding-cookies-recipe/
[4] https://www.tasteofhome.com/recipes/no-bake-peanut-butter-treats/
[4] https://thetiptoefairy.com/easy-pudding-cup-finger-paints/
[3] https://www.twitch.tv/marreem_
[3] https://ranchhouseapparel.storenvy.com/
[3] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/

Top URLs in Tweet in G3:
[2] https://www.divi.de/divi-intensivregister-tagesreport-archiv
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235574
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235467
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234840
[1] https://www.carpha.org/Portals/0/Images/COVID-19%20Infographics/Public%20Transportation/PublicTransportation-COVID19-CARPHA.pdf
[1] https://www.trendysubs.com/
[1] https://www.intelligencer.ca/news/local-news/education-minister-lecce-says-he-will-do-whatever-it-takes-to-keep-kids-safe
[1] https://twitter.com/atrupar/status/1308793235805007874
[1] https://twitter.com/NYGovCuomo/status/1304078910045421568
[1] https://www.forbes.com/sites/alisonescalante/2020/09/08/why-speaking-english-may-spread-more-coronavirus-than-other-languages/

Top URLs in Tweet in G4:
[1] https://twitter.com/breakingnewsie/status/1307584666136846337

Top URLs in Tweet in G5:
[18] https://m.bild.de/politik/inland/politik-inland/deutschland-im-corona-absage-fieber-trotz-leerer-intensiv-betten-73013298.bildMobile.html
[1] https://mobile.twitter.com/Marcus05911286/status/1282239074787622913
[1] https://www.businessinsider.de/politik/vertrauliches-gespraech-mit-kanzleramtsminister-eindaemmung-von-corona-wird-in-deutschland-nicht-funktionieren/

Top URLs in Tweet in G6:
[1] https://twitter.com/MelanieBergma18/status/1253559898648035329

Top URLs in Tweet in G7:
[1] https://twitter.com/CityCynthia/status/1309135208537522178
[1] https://twitter.com/MoriartyLab/status/1308921905815130114

Top URLs in Tweet in G8:
[1] https://www.rte.ie/news/2020/0918/1165913-cabinet-expected-to-tighten-restrictions-on-dublin/

Top URLs in Tweet in G9:
[2] https://www.canada.ca/en/public-health/services/diseases/coronavirus-disease-covid-19.html?utm_campaign=not-applicable&utm_medium=vanity-url&utm_source=canada-ca_coronavirus
[1] https://twitter.com/IrfanDhalla/status/1307860537934516224
[1] https://twitter.com/CTVChristina/status/1306652448698892288
[1] https://www.canada.ca/en/public-health/services/publications/diseases-conditions/self-monitoring-self-isolation-isolation-for-covid-19.html
[1] https://twitter.com/CBCOttawa/status/1308131593412849664
[1] https://twitter.com/OttawaMatters/status/1306615659623710720
[1] https://twitter.com/OttawaMatters/status/1306987362992320513
[1] https://twitter.com/ottawahealth/status/1306976832558895104
[1] https://twitter.com/celliottability/status/1304424559840555009
[1] https://twitter.com/celliottability/status/1305510294807105536

Top Domains
Top Domains in Tweet in Entire Graph:
[300] twitter.com
[49] youtube.com
[35] instagram.com
[19] bild.de
[18] carpha.org
[17] coviz.org
[16] worldometers.info
[16] dt51.net
[13] aatishb.com
[13] twitch.tv

Top Domains in Tweet in G1:
[8] twitter.com
[4] wonkedition.se
[1] radish.org
[1] tweetedtimes.com

Top Domains in Tweet in G2:
[115] twitter.com
[25] instagram.com
[24] youtube.com
[16] worldometers.info
[12] 590games.com
[9] swarmapp.com
[6] tumblr.com
[5] facebook.com
[5] linkedin.com
[4] blogspot.com

Top Domains in Tweet in G3:
[12] twitter.com
[11] nodexlgraphgallery.org
[2] divi.de
[1] carpha.org
[1] trendysubs.com
[1] intelligencer.ca
[1] forbes.com
[1] theatlantic.com
[1] instagram.com
[1] co.za

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

Top Domains in Tweet in G5:
[18] bild.de
[1] twitter.com
[1] businessinsider.de

Top Domains in Tweet in G6:
[1] twitter.com

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

Top Domains in Tweet in G8:
[1] rte.ie

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3732] flattenthecurve
[2169] climatestrike
[864] covid19
[328] coronavirus
[285] wearamask
[191] staysafe
[170] covid_19
[167] socialdistancing
[159] leralla
[148] naledi



Top Hashtags in Tweet in G1:
[2143] climatestrike
[94] fridaysforfuture
[86] schoolstrike4climate
[76] flattenthecurve
[69] climatestrikeonline
[44] facetheclimateemergency
[39] stayathome
[12] fightclimateinjustice
[10] オンライン気候ストライキ
[10] 気候変動

Top Hashtags in Tweet in G2:
[733] flattenthecurve
[215] covid19
[102] coronavirus
[65] socialdistancing
[63] staysafe
[49] covid_19
[42] wearamask
[39] pandemic
[38] covid
[28] stayhome

Top Hashtags in Tweet in G3:
[291] flattenthecurve
[130] covid19
[81] ipc
[29] stopthespread
[26] viralkindness
[20] ad
[15] coronavirus
[11] climatestrike
[10] coronaupdate
[10] jacovid19

Top Hashtags in Tweet in G4:
[46] flattenthecurve
[38] doitfordublin
[2] stayhomestaysafe
[1] supportlocal
[1] covid19
[1] vallance
[1] whitty
[1] whackamole
[1] followtherules
[1] backtobasics

Top Hashtags in Tweet in G5:
[62] flattenthecurve
[30] coronawarnapp
[7] infektionszahlen
[7] parties
[7] kneipen
[6] neuinfektionen
[4] corona
[4] zerocovid
[2] coronainfektionen
[2] lockdown

Top Hashtags in Tweet in G6:
[7] climatestrike
[3] flattenthecurve
[3] awis4future
[3] climatestrikeonline
[3] fighteverycrisis
[1] covid_19
[1] wearamask

Top Hashtags in Tweet in G7:
[37] covid19
[30] flattenthecurve
[24] canlab
[7] wearyourmask
[3] climatestrike
[1] schoolsbeforebars
[1] secondwave
[1] sciencejobs

Top Hashtags in Tweet in G8:
[92] flattenthecurve
[1] lockdown
[1] flattenthecountry

Top Hashtags in Tweet in G9:
[41] flattenthecurve
[9] covid19
[8] casedemic
[6] physicaldistancing
[3] ottawa
[3] washyourhands
[3] stayhomesavelives
[2] everybody
[2] plankthecurve
[2] socialdistancing

Top Hashtags in Tweet in G10:
[74] covid19kn
[28] flattenthecurve
[24] staysafe
[23] takeresponsibility
[20] maskupkano
[6] maskup
[4] covid19kano
[2] staysafestayhealthy

Top Words
Top Words in Tweet in Entire Graph:
[4361] strike
[3732] #flattenthecurve
[2626] covid
[2578] 19
[2508] week
[2295] keep
[2281] school
[2258] remember
[2245] social
[2180] distance

Top Words in Tweet in G1:
[4327] strike
[2394] week
[2244] covid
[2244] 19
[2228] school
[2143] #climatestrike
[2135] gretathunberg
[2122] keep
[2110] social
[2098] remember

Top Words in Tweet in G2:
[733] #flattenthecurve
[215] #covid19
[102] #coronavirus
[65] die
[65] #socialdistancing
[63] #staysafe
[61] covid
[52] 000
[51] make
[50] social

Top Words in Tweet in G3:
[291] #flattenthecurve
[130] #covid19
[95] need
[94] yednetworkke
[94] communities
[84] one
[83] health
[83] info
[81] empowered
[81] #ipc

Top Words in Tweet in G4:
[195] paulcaddensaba
[161] people
[160] team
[159] tell
[159] 26
[159] laid
[159] tonight
[159] amazing
[159] heartbreaking
[159] both

Top Words in Tweet in G5:
[127] die
[62] #flattenthecurve
[35] phoenix_de
[30] #coronawarnapp
[29] war
[24] man
[24] ziel
[24] mal
[23] alle
[22] nutzung

Top Words in Tweet in G6:
[97] seht
[97] deutlichen
[97] knick
[97] kurve
[97] begonnen
[97] worte
[97] statt
[97] taten
[97] klimaschutz
[97] setzen

Top Words in Tweet in G7:
[69] people
[61] arieltroster
[59] zoom
[58] worried
[58] gathering
[58] thanksgiving
[58] reminder
[58] jews
[58] made
[58] passover

Top Words in Tweet in G8:
[92] #flattenthecurve
[79] lockdown
[78] know
[78] reasons
[78] original
[78] protect
[78] health
[78] service
[78] purpose
[76] nimmermaximum

Top Words in Tweet in G9:
[41] #flattenthecurve
[29] many
[24] alexmunter
[22] canadians
[19] thank
[19] working
[19] respond
[19] needs
[19] cheo
[18] going

Top Words in Tweet in G10:
[168] samples
[165] tested
[158] update
[153] total
[152] today
[135] case
[107] death
[92] cases
[84] kano
[84] state

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2541] covid,19
[2246] school,strike
[2241] strike,week
[2140] gretathunberg,school
[2121] social,distance
[2115] follow,covid
[2114] strike,remember
[2114] remember,keep
[2114] keep,social
[2113] distance,follow

Top Word Pairs in Tweet in G1:
[2244] covid,19
[2228] school,strike
[2223] strike,week
[2125] gretathunberg,school
[2098] strike,remember
[2098] remember,keep
[2098] keep,social
[2098] social,distance
[2098] distance,follow
[2098] follow,covid

Top Word Pairs in Tweet in G2:
[58] #covid19,#flattenthecurve
[41] social,distancing
[37] covid,19
[36] #flattenthecurve,#socialdistancing
[36] kids,bored
[36] bored,practicing
[36] practicing,social
[32] #covid19,#coronavirus
[32] distancing,make
[26] ginger_exchange,kids

Top Word Pairs in Tweet in G3:
[81] #flattenthecurve,communities
[81] communities,need
[81] need,empowered
[81] empowered,#covid19
[81] #covid19,#ipc
[81] #ipc,health
[81] health,info
[81] info,helps
[81] helps,one
[81] one,boost

Top Word Pairs in Tweet in G4:
[159] tell,26
[159] 26,team
[159] team,laid
[159] laid,tonight
[159] tonight,amazing
[159] amazing,people
[159] people,heartbreaking
[159] heartbreaking,both
[158] paulcaddensaba,tell
[158] both,saba

Top Word Pairs in Tweet in G5:
[30] phoenix_de,die
[22] die,nutzung
[22] nutzung,#coronawarnapp
[21] #coronawarnapp,sei
[21] sei,liebesbeweis
[21] liebesbeweis,alle
[21] alle,die
[21] die,man
[21] man,sorge
[21] sorge,die

Top Word Pairs in Tweet in G6:
[97] seht,deutlichen
[97] deutlichen,knick
[97] knick,kurve
[97] kurve,begonnen
[97] begonnen,worte
[97] worte,statt
[97] statt,taten
[97] taten,klimaschutz
[97] klimaschutz,setzen
[96] verabesse,seht

Top Word Pairs in Tweet in G7:
[58] people,worried
[58] worried,gathering
[58] gathering,thanksgiving
[58] thanksgiving,reminder
[58] reminder,jews
[58] jews,made
[58] made,zoom
[58] zoom,passover
[57] arieltroster,people
[40] postal,workers

Top Word Pairs in Tweet in G8:
[78] know,reasons
[78] reasons,original
[78] original,lockdown
[78] lockdown,#flattenthecurve
[78] #flattenthecurve,protect
[78] protect,health
[78] health,service
[78] service,purpose
[76] nimmermaximum,know
[14] govt,closing

Top Word Pairs in Tweet in G9:
[18] going,tough
[18] tough,week
[18] week,thank
[18] thank,staff
[18] staff,working
[18] working,around
[18] around,clock
[18] clock,respond
[18] respond,children's
[18] children's,needs

Top Word Pairs in Tweet in G10:
[165] samples,tested
[84] kano,state
[84] total,samples
[81] case,death
[78] tested,today
[78] today,kano
[74] #covid19kn,update
[74] september,2020
[74] results,received
[74] received,today

Top Replied-To
Top Replied-To in Entire Graph:
@bag_ofsp_ufsp
@sflecce
@jonrothstein
@adamcarolla
@karl_lauterbach
@aryanvedaherbal
@nygovcuomo
@abubakr254
@fordnation
@skynews

Top Replied-To in G1:
@michaelemann
@gretathunberg
@weatherprof
@xr_godalming

Top Replied-To in G2:
@admedical

Top Replied-To in G3:
@sflecce
@nygovcuomo
@maxotte_says
@who
@docassar
@yednetworkke
@time
@jennymikakos
@cityofmelbourne
@banallas

Top Replied-To in G4:
@rochfordniall
@austinsdublin
@paulcaddensaba

Top Replied-To in G5:
@karl_lauterbach
@phoenix_de
@peppys_surprise
@epsilon3141
@drwieier
@ketoman180
@tagesspiegel
@cdu
@nicoles44180590
@cturzer

Top Replied-To in G8:
@donnellystephen

Top Replied-To in G9:
@cpho_canada
@celliottability
@mskathleenquinn
@bevazevedo
@cp24
@ottawapolitico
@debssayitagain
@uberedottawa

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@paulcaddensaba
@saba
@martelocris
@metrorailgp
@verabesse
@yednetworkke
@nimmermaximum
@knsmoh
@sflecce

Top Mentioned in G1:
@gretathunberg
@martelocris
@atamewani
@connect4climate
@maanvinderp
@naomi_sts
@cevikushb
@redmayne_robert
@transitionface
@namugerwaleah

Top Mentioned in G2:
@ginger_exchange
@egmontinstitute
@afdverbot2021
@kathycordayusa
@wqbelle
@theres146
@flooringdirectx
@magnaiv
@easylivingfl
@tpffa

Top Mentioned in G3:
@yednetworkke
@sflecce
@bbcstoryworks
@who
@realdonaldtrump
@c_drosten
@theintell
@gretathunberg
@amref_kenya
@amref_worldwide

Top Mentioned in G4:
@paulcaddensaba
@saba
@sabadublin

Top Mentioned in G5:
@phoenix_de
@marcus05911286
@markus_soeder
@csu
@hbraun
@dorobaer
@epsilon3141
@welt
@jensspahn
@br24

Top Mentioned in G6:
@verabesse
@gretathunberg
@parents4future
@martelocris
@atamewani

Top Mentioned in G7:
@arieltroster
@cupw
@uofgresearch
@uofg_mcb
@uofg_hhns
@uofggradstudies
@uofg
@glenpyle
@c
@gretathunberg

Top Mentioned in G8:
@nimmermaximum
@cllrkredmond
@oco_ireland

Top Mentioned in G9:
@alexmunter
@cheo
@cpho_canada
@veraetches
@celliottability
@ty_fried
@mikevlasveld
@ottawahealth
@erinotoole
@jimwatsonottawa

Top Mentioned in G10:
@knsmoh
@kanostateng
@imamshams
@govumarganduje
@dgawuna
@dr_tyw
@drfauziyyabuba
@kanosphcmb
@sahealth_kano

Top Tweeters
Top Tweeters in Entire Graph:
@gocoo_59
@sectest9
@gocoo
@dynamocooligan
@lt38
@cybersec_feeds
@roblwilson
@joepranaitis
@ginniasa
@bliadhnaichean

Top Tweeters in G1:
@gocoo_59
@gocoo
@roblwilson
@ginniasa
@drdaveanddee
@john1966olsen
@alizardx
@katcapps
@altai_armande
@sallyrmelb

Top Tweeters in G2:
@kchernecky
@dubeateo
@capetowntrains
@sagittariushh
@whistlingwhist
@divasmind
@skeptikaa
@24inmymind
@anewhomestar
@naturalbeings01

Top Tweeters in G3:
@nytimes
@time
@viralvideovlogs
@cnn
@u_wanna_eh
@ana_captures
@hoshisato
@michael_kunz
@abuvh2o
@anik1968

Top Tweeters in G4:
@adunlea
@pmc276
@caroles54218418
@marymc_31
@barbaramcmahon8
@newschambers
@saba
@jodbrens
@chip_daley
@siobhanfeely

Top Tweeters in G5:
@welt
@birgitlissowsky
@tagesspiegel
@3mausimhaus
@irenew1812
@br24
@rentatobbes
@topchan_andrij
@besorgtebrgeri2
@wodgachef

Top Tweeters in G6:
@masterprogram1
@balelt41
@lilly27mia
@parents4future
@eozwei
@rainerkresken
@tilmanwinkler
@mueller_andi
@azetbur
@mivesto

Top Tweeters in G7:
@blueravefinn
@john68richmond
@twelve_fiftyone
@auxonic
@kwetoday
@marlawd
@jackiyo
@bigjmcc
@garywkinsman
@mikeopseu

Top Tweeters in G8:
@fl85
@carbongate
@boggywood
@cristinadobre
@pedophileisa
@irishprolifer
@lamontc76925238
@newmumonline
@candycebyrne
@scrahallia

Top Tweeters in G9:
@meeksvs
@ottawapolitico
@itvnews
@somecanuckchick
@linz775
@fastrunner2b
@bevazevedo
@tvmoviedan
@vickaric
@theagenda

Top Tweeters in G10:
@__yellows
@dawisu
@ebullient_____
@officialhudan
@garbadaru
@citizen_iq
@dontomzy14
@topsylafresh
@tijanihabeeb
@ahmad_gogel


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