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#FlattenTheCurve_2020-09-13_01-00-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 13, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3isb4TJ
@gretathunberg
@docassar
@namugerwaleah
@realdonaldtrump
@who
@cosplaydcm
@jotem27007
@connichi
@amref_worldwide
@amref_kenya

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

Description:
Description
The graph represents a network of 6,180 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 Sunday, 13 September 2020 at 08:04 UTC.

The requested start date was Sunday, 13 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 10-day, 16-hour, 23-minute period from Tuesday, 01 September 2020 at 13:56 UTC to Saturday, 12 September 2020 at 06:20 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 : 6180
Unique Edges : 1946
Edges With Duplicates : 12571
Total Edges : 14517
Number of Edge Types : 5
Retweet : 5556
MentionsInRetweet : 6060
Tweet : 1584
Mentions : 1045
Replies to : 272
Self-Loops : 1648
Reciprocated Vertex Pair Ratio : 0.00666341621973021
Reciprocated Edge Ratio : 0.0132386180174362
Connected Components : 885
Single-Vertex Connected Components : 412
Maximum Vertices in a Connected Component : 3408
Maximum Edges in a Connected Component : 8544
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 3.393522
Graph Density : 0.000162205109591889
Modularity : 0.402395
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 6,180 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 Sunday, 13 September 2020 at 08:04 UTC.

The requested start date was Sunday, 13 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 10-day, 16-hour, 23-minute period from Tuesday, 01 September 2020 at 13:56 UTC to Saturday, 12 September 2020 at 06:20 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:
[37] https://www.trendysubs.com/
[27] https://wonkedition.se/english/news/2020-news/2020-08-24-changemaker-oseriemen-atamewan-challenging-to-plant-trees.html
[20] https://www.nzz.ch/meinung/corona-was-ist-der-worst-case-ld.1573762?mktcid=smsh&fbclid=IwAR0083LK8PTPQbvCXXR4yVos-soxAngp6TcdKlJusgVxeCsnKi2fbySOd2M&mktcval=Facebook&reduced=true
[17] https://dt51.net/c/?si=15259&li=1662683&wi=204627&ws=
[13] https://aryanveda.in/
[12] https://www.qualtrics.com/here-to-help/
[12] https://www.rivcoph.org/coronavirus
[12] https://www.worldometers.info/coronavirus/country/us/
[10] https://590games.com/sm-FB
[10] https://www.reddit.com/r/india/comments/imx1zu/flattening_the_question_hour_curve/?utm_medium=android_app&utm_source=share

Top URLs in Tweet in G1:
[1] https://tweetedtimes.com/UNBELFUTURO?s=tnp
[1] https://tweetedtimes.com/v/460?s=tnp

Top URLs in Tweet in G2:
[17] https://dt51.net/c/?si=15259&li=1662683&wi=204627&ws=
[10] https://590games.com/sm-FB
[4] https://twitter.com/westchestergov/status/1300528583992061953
[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/
[3] https://www.countryliving.com/food-drinks/g2364/mug-cakes/
[3] https://www.allrecipes.com/recipe/240641/salt-dough/
[2] https://www.youtube.com/watch?v=6gbT_QG75Z4&feature=youtu.be

[2] https://easylivingfl.com/mental-health-covid-19/

Top URLs in Tweet in G4:
[27] https://wonkedition.se/english/news/2020-news/2020-08-24-changemaker-oseriemen-atamewan-challenging-to-plant-trees.html
[1] https://twitter.com/fuerzatucson/status/1302702221037985793
[1] https://twitter.com/Travis4Climate/status/1304470649201659912
[1] https://twitter.com/GretaThunberg/status/1301766029052448769
[1] https://twitter.com/GretaThunberg/status/1304303264113008641
[1] http://radish.org/block-party/
[1] https://twitter.com/WeManifestPeace/status/1304323238600880128
[1] https://theconversation.com/earth-may-temporarily-pass-dangerous-1-5-warming-limit-by-2024-major-new-report-says-145450
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234333
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234397

Top URLs in Tweet in G5:
[1] https://twitter.com/Book_Fair/status/1303304551756374016
[1] https://online.connichi.de/

Top URLs in Tweet in G6:
[1] https://twitter.com/ImamShams/status/1301636909702275072

Top URLs in Tweet in G7:
[1] https://amref.org/coronavirus/
[1] https://twitter.com/YEDNetworkKe/status/1303549600284975104
[1] https://twitter.com/Njiraini/status/1294365423362887686

Top URLs in Tweet in G8:
[2] https://www.youtube.com/watch?v=qG1igarUZOA

[2] https://www.rbdresearchlab.com/
[1] https://medicalnewsbulletin.com/why-continue-to-flatten-the-curve/
[1] https://twitter.com/NYGovCuomo/status/1304078910045421568

Top URLs in Tweet in G9:
[1] https://twitter.com/srgaia/status/1301544676877508608
[1] https://www.syracuseculturalworkers.com/new-poster-how-to-build-community-during-a-pandemic
[1] https://twitter.com/SisterRoma/status/1301307856998641666

Top Domains
Top Domains in Tweet in Entire Graph:
[205] twitter.com
[95] instagram.com
[37] youtube.com
[37] trendysubs.com
[27] wonkedition.se
[20] nzz.ch
[18] facebook.com
[17] dt51.net
[13] carpha.org
[13] aryanveda.in

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

Top Domains in Tweet in G2:
[100] twitter.com
[39] instagram.com
[18] youtube.com
[17] dt51.net
[10] 590games.com
[6] facebook.com
[4] dy.si
[4] blogspot.com
[4] wordpress.com
[4] cnn.com

Top Domains in Tweet in G4:
[27] wonkedition.se
[7] nodexlgraphgallery.org
[5] twitter.com
[1] radish.org
[1] theconversation.com
[1] rki.de

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

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

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

Top Domains in Tweet in G8:
[2] youtube.com
[2] rbdresearchlab.com
[1] medicalnewsbulletin.com
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2872] flattenthecurve
[2849] climatestrike
[674] covid19
[407] staysafe
[358] wearamask
[248] coronavirus
[186] pienaarspoort
[180] covid19kn
[169] stayhome
[151] leralla



Top Hashtags in Tweet in G1:
[2480] climatestrike
[33] fridaysforfuture
[32] schoolstrike4climate
[29] facetheclimateemergency
[28] climatestrikeonline
[27] flattenthecurve
[16] stayathome
[4] rt
[1] staysafe
[1] facetheclimateemerge

Top Hashtags in Tweet in G2:
[627] flattenthecurve
[149] covid19
[73] staysafe
[58] coronavirus
[54] covid_19
[43] socialdistancing
[40] stayhome
[33] washyourhands
[31] stopthespread
[28] pandemic

Top Hashtags in Tweet in G3:
[140] climatestrike
[4] climatestrikeonline
[3] flattenthecurve
[3] facetheclimateemergency
[2] savetheamazoniarainforest
[2] savecongorainforest
[2] friday4future
[2] climatecrisis
[1] savebugomaforest
[1] fridaysforfuture

Top Hashtags in Tweet in G4:
[214] climatestrike
[60] flattenthecurve
[56] fridaysforfuture
[50] climatestrikeonline
[44] schoolstrike4climate
[35] stayathome
[30] facetheclimateemergency
[8] digitalstrike
[8] extinctionrebellion
[7] savecongorainforest

Top Hashtags in Tweet in G5:
[110] conline20
[2] flattenthecurve
[1] climatestrike
[1] staysafe

Top Hashtags in Tweet in G6:
[180] covid19kn
[29] flattenthecurve
[27] staysafe
[18] takeresponsibility
[18] maskupkano
[6] maskup
[5] covid19kano
[4] imosecares
[4] covid19reliefnigeria
[2] covid19

Top Hashtags in Tweet in G7:
[23] youthkomeshacorona
[15] flattenthecurve
[11] covid19
[8] covid19africa
[7] covid19pandemic
[3] dyk
[3] angamizacorona
[2] washyourhands
[2] angamizacoronamachakos
[1] youthcan

Top Hashtags in Tweet in G8:
[85] flattenthecurve
[41] covid19
[23] election2020
[12] pandemic
[11] coronavirus
[8] socialdistancing
[8] flattenthebullshit
[7] editorialcartoon
[7] coronavirusguy
[5] covıd19

Top Hashtags in Tweet in G9:
[49] practicesafesix
[48] wearamask
[10] flattenthecurve
[6] maskthesfup
[4] sanfrancisco
[2] lgbtq
[2] castro
[2] gayborhood
[2] tenderloin
[2] soma

Top Hashtags in Tweet in G10:
[61] thankyouthursday
[61] gc
[1] flattenthecurve

Top Words
Top Words in Tweet in Entire Graph:
[6108] strike
[3479] week
[3349] school
[3345] covid
[3321] 19
[2901] keep
[2895] social
[2870] #flattenthecurve
[2868] gretathunberg
[2851] remember

Top Words in Tweet in G1:
[5003] strike
[2531] week
[2526] school
[2515] gretathunberg
[2489] keep
[2481] social
[2480] #climatestrike
[2474] covid
[2474] 19
[2473] remember

Top Words in Tweet in G2:
[625] #flattenthecurve
[149] #covid19
[73] #staysafe
[58] #coronavirus
[57] covid
[56] social
[54] #covid_19
[51] 19
[45] mask
[44] 000

Top Words in Tweet in G3:
[698] forest
[631] strike
[495] week
[492] school
[351] climate
[349] 82
[349] cover
[349] reduced
[349] bugoma
[349] given

Top Words in Tweet in G4:
[447] strike
[422] week
[299] covid
[299] 19
[280] school
[214] #climatestrike
[196] gretathunberg
[178] keep
[169] social
[166] remember

Top Words in Tweet in G5:
[254] die
[111] covid
[111] 19
[110] heute
[110] 18
[110] uhr
[110] startet
[110] #conline20
[110] fallzahlen
[110] aktuell

Top Words in Tweet in G6:
[267] update
[267] today
[222] case
[180] #covid19kn
[180] september
[180] 2020
[180] recorded
[180] received
[174] tested
[172] knsmoh

Top Words in Tweet in G7:
[42] stands
[24] corona
[24] way
[23] jaykiluu
[23] youths
[23] limuru
[23] kiambu
[23] county
[23] participating
[23] environment

Top Words in Tweet in G8:
[85] #flattenthecurve
[41] #covid19
[38] nygovcuomo
[23] request
[23] absentee
[23] ballot
[23] today
[23] #election2020
[20] lawyerscomm
[16] lawdawgseven

Top Words in Tweet in G9:
[49] #practicesafesix
[48] #wearamask
[47] sfsisters
[43] sisterroma
[43] listen
[43] science
[43] please
[42] care
[42] community
[42] trust

Top Words in Tweet in G10:
[61] #thankyouthursday
[61] #gc
[61] employees
[61] worked
[61] tirelessly
[61] response
[61] pandemic
[61] role
[61] counts
[60] privycouncilca

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3310] school,strike
[3304] covid,19
[2917] strike,week
[2848] gretathunberg,school
[2800] social,distance
[2790] remember,keep
[2789] strike,remember
[2789] keep,social
[2789] distance,follow
[2789] follow,covid

Top Word Pairs in Tweet in G1:
[2526] school,strike
[2526] strike,week
[2508] gretathunberg,school
[2474] covid,19
[2473] strike,remember
[2473] remember,keep
[2473] keep,social
[2473] social,distance
[2473] distance,follow
[2473] follow,covid

Top Word Pairs in Tweet in G2:
[46] covid,19
[35] social,distancing
[30] kids,bored
[30] bored,practicing
[30] practicing,social
[27] #covid19,#flattenthecurve
[27] distancing,make
[26] #stayhome,#staysafe
[23] #flattenthecurve,#covid_19
[20] ginger_exchange,kids

Top Word Pairs in Tweet in G3:
[492] school,strike
[349] strike,climate
[349] climate,week
[349] week,82
[349] 82,forest
[349] forest,cover
[349] cover,reduced
[349] reduced,bugoma
[349] bugoma,forest
[349] forest,given

Top Word Pairs in Tweet in G4:
[299] covid,19
[280] school,strike
[237] strike,week
[186] gretathunberg,school
[166] strike,remember
[166] remember,keep
[166] keep,social
[166] social,distance
[166] distance,follow
[166] follow,covid

Top Word Pairs in Tweet in G5:
[111] covid,19
[110] heute,18
[110] 18,uhr
[110] uhr,startet
[110] startet,die
[110] die,#conline20
[110] #conline20,die
[110] die,covid
[110] 19,fallzahlen
[110] fallzahlen,aktuell

Top Word Pairs in Tweet in G6:
[180] #covid19kn,update
[180] september,2020
[180] received,today
[172] knsmoh,#covid19kn
[168] samples,tested
[162] results,received
[135] case,recorded
[102] 2020,case
[87] tested,today
[87] today,kano

Top Word Pairs in Tweet in G7:
[23] youths,limuru
[23] limuru,kiambu
[23] kiambu,county
[23] county,participating
[23] participating,environment
[23] environment,cleaning
[23] cleaning,way
[23] way,fight
[23] fight,corona
[23] corona,#youthkomeshacorona

Top Word Pairs in Tweet in G8:
[23] request,absentee
[23] absentee,ballot
[23] ballot,today
[23] today,#election2020
[23] #election2020,#flattenthecurve
[21] #flattenthecurve,#covid19
[20] lawyerscomm,request
[17] nygovcuomo,#flattenthecurve
[16] lawdawgseven,nygovcuomo
[11] #covid19,#flattenthecurve

Top Word Pairs in Tweet in G9:
[43] listen,science
[43] #wearamask,#practicesafesix
[42] sfsisters,care
[42] care,community
[42] community,listen
[42] science,trust
[42] trust,experts
[42] experts,please
[42] please,#wearamask
[41] sisterroma,sfsisters

Top Word Pairs in Tweet in G10:
[61] #thankyouthursday,#gc
[61] #gc,employees
[61] employees,worked
[61] worked,tirelessly
[61] tirelessly,response
[61] response,pandemic
[61] pandemic,role
[61] role,counts
[60] privycouncilca,#thankyouthursday

Top Replied-To
Top Replied-To in Entire Graph:
@bag_ofsp_ufsp
@realdonaldtrump
@nygovcuomo
@abubakr254
@sflecce
@michaelemann
@araschle
@skynews
@amerix
@charliekirk11

Top Replied-To in G1:
@gretathunberg

Top Replied-To in G4:
@michaelemann
@weather_west
@weatherprof
@klimavoracht

Top Replied-To in G7:
@greatness_m
@spectatorindex

Top Replied-To in G8:
@nygovcuomo
@nycmta_problems
@dedicatedobser1

Top Replied-To in G9:
@sf_emergency
@iatse_local16

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@namugerwaleah
@knsmoh
@martelocris
@connichi
@metrorailgp
@ngcomcommission
@kanostateng
@privycouncilca
@sfsisters

Top Mentioned in G1:
@gretathunberg
@namugerwaleah
@travis4climate
@martelocris
@patriciakombo
@fridays4future
@cleantechwatch

Top Mentioned in G2:
@ginger_exchange
@myjamaicatoday
@afdverbot2021
@flooringdirectx
@egmontinstitute
@kathycordayusa
@mistress_2muzic
@existentialedu
@boopstawista

Top Mentioned in G3:
@namugerwaleah
@gretathunberg
@martelocris
@tukwa2

Top Mentioned in G4:
@gretathunberg
@martelocris
@namugerwaleah
@atamewani
@redmayne_robert
@transitionface
@docassar
@chadwickboseman
@transport_gc
@abner4action

Top Mentioned in G5:
@connichi
@cosplaydcm
@gretathunberg

Top Mentioned in G6:
@knsmoh
@kanostateng
@govumarganduje
@imamshams
@dgawuna
@dr_tyw
@kanosphcmb
@sahealth_kano
@aaibrahm
@whonigeria

Top Mentioned in G7:
@jaykiluu
@psila96
@amref_worldwide
@amref_kenya
@moh_kenya
@yednetworkke
@dralfredmutua
@francis_maliti
@kituku2
@healthmachakos

Top Mentioned in G8:
@nygovcuomo
@lawyerscomm
@lawdawgseven
@america_partii
@nycmayor
@nygov
@jeepindia
@truthsovertrump
@quigdette
@nycmayorsoffice

Top Mentioned in G9:
@sfsisters
@sisterroma
@srgaia
@sfgov
@gretathunberg
@kokodamore1
@syrculturalwork
@rafaelmandelman
@tomtemprano
@sflgbtcenter

Top Mentioned in G10:
@privycouncilca
@namugerwaleah

Top Tweeters
Top Tweeters in Entire Graph:
@matthewtwihard
@gocoo_59
@gocoo
@ejlazar
@rjber15
@roblwilson
@ginniasa
@gidi_traffic
@drdaveanddee
@citrus_kyoto

Top Tweeters in G1:
@matthewtwihard
@gocoo_59
@gocoo
@roblwilson
@ginniasa
@drdaveanddee
@citrus_kyoto
@miguelhilargiak
@stockguy61
@katcapps

Top Tweeters in G2:
@mtnbvan
@brenner_colleen
@madamyez
@trazlersgal
@agent301x
@flmomnygirl
@joanneintexas
@mizbanks
@gianlucacfh
@24inmymind

Top Tweeters in G3:
@rjber15
@john1966olsen
@padakitty
@wdwdisneyland7
@saccay
@o_g_log
@cinghsian
@farfel54
@btkrth
@lionesskeeper

Top Tweeters in G4:
@ccafaro1
@richrake
@gezgintrk
@dawnroseturner
@tessie0526
@brade1991
@cbsnews
@ferrariera
@jyotikr66393068
@pazutzin

Top Tweeters in G5:
@bitsubachi
@rannilein
@struppiii
@aiisrafel
@skvllgr3y
@beneathstarligh
@xxki_chan
@katniss_dean
@_kohsuke_
@faeriekanon

Top Tweeters in G6:
@gidi_traffic
@__yellows
@dawisu
@ebullient_____
@officialhudan
@citizen_iq
@garbadaru
@naija_pr
@topsylafresh
@tijanihabeeb

Top Tweeters in G7:
@beretta_gio
@mwangimainman
@mandy_nand
@kokwet_ke
@bradjrr
@citizentvfanacc
@__kiongozi
@kenyan_que
@__wesh_
@iam___blair

Top Tweeters in G8:
@amadii
@drsue19380
@wtf_imtooold
@travelbug1955
@viralvideovlogs
@lawdawgseven
@jillj7854
@giselegrimes74
@jesusnarrowway
@patriciawilhoit

Top Tweeters in G9:
@tigerbeat
@tiniskwerl
@abc7newsbayarea
@ktvu
@kron4news
@sfgate
@sfchronicle
@derekdasilva
@jaybezzofficial
@curlynorman

Top Tweeters in G10:
@prochristopher
@debbiebghcsc
@crusader_4_cos
@environmentca
@canembukraine
@tcs_sdc
@trueintegrity87
@omaralghabra
@paulhdavidson
@deenamsh


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