#FlattenTheCurve, Twitter, 6/15/2020 11:56:14 AM, 229315


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#FlattenTheCurve_2020-06-15_00-54-50.xlsx
#FlattenTheCurve_2020-06-15_00-54-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 15, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/2C19jwe
@gretathunberg
@docassar
@govcanhealth
@sdg2030
@naattuvarthakal
@estherpassaris
@ggjnetwork
@boschglobal
@who
@mubiruhumble

Top hashtags:
#flattenthecurve
#covid19
#stayathome
#socialdistancing
#climatestrikeonline

Description:
Description
The graph represents a network of 4,600 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, 15 June 2020 at 07:55 UTC.

The requested start date was Monday, 15 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 17-hour, 47-minute period from Sunday, 07 June 2020 at 18:25 UTC to Friday, 12 June 2020 at 12:13 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 : 4600
Unique Edges : 2138
Edges With Duplicates : 7458
Total Edges : 9596
Number of Edge Types : 5
Retweet : 2921
MentionsInRetweet : 3505
Mentions : 1217
Tweet : 1752
Replies to : 201
Self-Loops : 1826
Reciprocated Vertex Pair Ratio : 0.0113389626055489
Reciprocated Edge Ratio : 0.0224236641221374
Connected Components : 1116
Single-Vertex Connected Components : 524
Maximum Vertices in a Connected Component : 1448
Maximum Edges in a Connected Component : 3514
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.611572
Graph Density : 0.000198152717509477
Modularity : 0.470837
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 4,600 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, 15 June 2020 at 07:55 UTC.

The requested start date was Monday, 15 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 17-hour, 47-minute period from Sunday, 07 June 2020 at 18:25 UTC to Friday, 12 June 2020 at 12:13 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:
[126] http://hotpagenews.com
[21] https://www.linkedin.com/slink?code=eNxRKsY
[14] https://www.freshdaily.ca/news/2020/06/canada-us-border-closure-extended-again/
[13] https://www.cxotoday.com/news-analysis/iot-security-in-the-era-of-covid-19/
[11] https://www.algomau.ca/news/fall-2020-classes-at-algoma-university/
[8] https://carpha.org/What-We-Do/Public-Health/Novel-Coronavirus
[8] https://globalsouthafricans.com/
[8] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[7] https://www.instagram.com/tv/CBPv_u3pOzN/?utm_source=ig_web_copy_link
[7] https://linktr.ee/stay6ftapart

Top URLs in Tweet in G2:
[11] https://www.linkedin.com/slink?code=eNxRKsY
[8] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[7] https://vimeo.com/420963458
[7] https://linktr.ee/stay6ftapart
[6] https://streamlabs.com/doggerry/p/home/
[4] https://groco.com/COMPANY/COVID-19-RESOURCE-CENTER/
[3] https://www.worldometers.info/coronavirus/country/us/
[3] https://590games.com/sm-FB
[3] http://mystylespot.net/psychologists-to-public-heres-how-to-stop-touching-your-face-flattenthecurve/
[2] https://vimeo.com/420963458?ref=tw-share

Top URLs in Tweet in G3:
[3] https://www.canada.ca/en/transport-canada/news/2020/03/new-measures-for-covid-19-response.html
[2] https://www.canada.ca/en/public-health/services/diseases/2019-novel-coronavirus-infection/latest-travel-health-advice.html#f
[1] https://www.canada.ca/en/public-health/services/diseases/2019-novel-coronavirus-infection/latest-travel-health-advice.html#ua
[1] https://www.tc.gc.ca/en/services/aviation/drone-safety/flying-drone-safely-legally.html#fly
[1] https://travel.gc.ca/travelling/advisories
[1] https://www.tc.gc.ca/en/initiatives/covid-19-measures-updates-guidance-tc.html
[1] https://www.canada.ca/en/public-health/services/diseases/2019-novel-coronavirus-infection/canadas-reponse.html
[1] https://www.sac-isc.gc.ca/eng/1589895506010/1589895527965
[1] https://twitter.com/robshirkey/status/1270721280845549568
[1] https://www.15andfairness.org/covid19_help_now?sp_ref=648306974.392.204638.t.0.2

Top URLs in Tweet in G4:
[3] https://www.coviz.org/e2b/2020-06-10/
[2] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[2] https://www.coviz.org/e2b/2020-06-11/
[2] https://www.coviz.org/e2b/2020-06-07/
[1] https://guardian.ng/news/toyin-saraki-graham-others-launch-campaign-to-halt-covid-19/
[1] https://twitter.com/JohnforWater/status/1271053109117272066
[1] https://www.coviz.org/e2b/2020-06-12/
[1] https://www.coviz.org/e2b/2020-06-08/
[1] https://www.coviz.org/e2b/2020-06-09/
[1] https://www.youtube.com/watch?v=7zzfdYShvQU&feature=youtu.be


Top URLs in Tweet in G5:
[6] https://maddogpac.com/pages/shop-home
[3] https://secure.actblue.com/donate/mad-dog-pac-1

Top URLs in Tweet in G6:
[2] https://twitter.com/AfricaCDC/status/1270990173367668737
[2] https://twitter.com/WHOAFRO/status/1270989489784205313
[1] https://twitter.com/PlanKenya/status/1269865267942903809
[1] https://twitter.com/WeAreOneAfrica/status/1269988648977661952
[1] https://twitter.com/AmrefEthiopia/status/1269698901684125696
[1] https://twitter.com/GGJNetwork/status/1268800312598503425
[1] https://twitter.com/Gakuhi_ke/status/1270975046157287424
[1] https://twitter.com/BahatiNewz/status/1270952157781639168
[1] https://twitter.com/johnnjenga/status/1271023666722209792
[1] https://twitter.com/cdoph09/status/1271060617508634630

Top URLs in Tweet in G7:
[8] https://globalsouthafricans.com/

Top URLs in Tweet in G8:
[5] https://twitter.com/garrett_archer/status/1270765581919113217
[1] https://www.azmirror.com/2020/06/11/ducey-focused-on-hospital-space-not-stopping-sharp-covid-19-increases/
[1] https://twitter.com/garrett_archer/status/1269669413063553024
[1] https://twitter.com/melissablasius/status/1269020760393146374
[1] https://twitter.com/stephanieinnes/status/1271091720608870400
[1] https://www.reuters.com/article/us-health-coronavirus-masks-study/widespread-mask-wearing-could-prevent-covid-19-second-waves-study-idUSKBN23G37V
[1] https://rt.live

Top URLs in Tweet in G9:
[6] https://www.linkedin.com/slink?code=eNxRKsY
[3] http://Purepurge.com
[1] https://www.washingtonpost.com/health/2020/06/08/shutdowns-prevented-60-million-coronavirus-infections-us-study-finds/
[1] https://twitter.com/JeremySWallace/status/1270018086310154241
[1] https://twitter.com/JennyAGold/status/1270768549024292865
[1] https://twitter.com/IchMedia/status/1270366975894708224
[1] https://twitter.com/helenbranswell/status/1269828000041840640
[1] https://www.nytimes.com/2020/06/06/world/asia/japan-coronavirus-masks.html
[1] https://www.cnbc.com/2020/06/08/who-warns-most-people-still-at-risk-of-coronavirus-infection-as-mass-gatherings-resume-worldwide.html?__source=sharebar|twitter&par=sharebar

Top Domains
Top Domains in Tweet in Entire Graph:
[278] twitter.com
[252] hotpagenews.com
[72] instagram.com
[46] linkedin.com
[23] youtube.com
[19] facebook.com
[14] freshdaily.ca
[13] co.za
[13] canada.ca
[13] cxotoday.com

Top Domains in Tweet in G2:
[86] twitter.com
[48] instagram.com
[27] linkedin.com
[10] vimeo.com
[10] youtube.com
[8] flooringdirecttexas.com
[7] linktr.ee
[6] streamlabs.com
[5] swarmapp.com
[4] blogspot.com

Top Domains in Tweet in G3:
[7] canada.ca
[4] gc.ca
[1] twitter.com
[1] 15andfairness.org
[1] facebook.com

Top Domains in Tweet in G4:
[10] coviz.org
[5] youtube.com
[3] nodexlgraphgallery.org
[2] washingtonpost.com
[2] twitter.com
[1] guardian.ng
[1] thelivelovelaughfoundation.org
[1] talenthouse.com

Top Domains in Tweet in G5:
[6] maddogpac.com
[3] actblue.com

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

Top Domains in Tweet in G7:
[8] globalsouthafricans.com

Top Domains in Tweet in G8:
[8] twitter.com
[1] azmirror.com
[1] reuters.com
[1] rt.live

Top Domains in Tweet in G9:
[6] linkedin.com
[4] twitter.com
[3] purepurge.com
[1] washingtonpost.com
[1] nytimes.com
[1] cnbc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3681] flattenthecurve
[1101] covid19
[679] stayathome
[635] socialdistancing
[594] climatestrikeonline
[587] fridaysforfuture
[586] schoolstrike4climate
[456] coronavirus
[282] stayhome
[268] staysafe



Top Hashtags in Tweet in G1:
[577] climatestrikeonline
[577] stayathome
[577] fridaysforfuture
[577] flattenthecurve
[575] schoolstrike4climate
[17] climatestrike
[1] covidー19
[1] climateemergency
[1] rt

Top Hashtags in Tweet in G2:
[721] flattenthecurve
[230] covid19
[105] staysafe
[102] socialdistancing
[85] coronavirus
[69] stayhome
[32] covid
[31] workfromhome
[31] washyourhands
[29] healthcare

Top Hashtags in Tweet in G3:
[128] goc
[78] flattenthecurve
[72] covid19
[11] publichhealth
[11] canada
[10] canadians
[10] firstnations
[3] stayhome
[3] dronesafety
[2] quebec

Top Hashtags in Tweet in G4:
[45] flattenthecurve
[22] coronavirus
[21] covid19
[12] stayhome
[10] dataviz
[6] beatcovid19
[6] datascience
[6] socialdistance
[6] coviz
[6] covid_19

Top Hashtags in Tweet in G5:
[68] chippewa
[23] teamtees
[18] navajonation
[9] flattenthecurve
[2] teamtee
[2] navajostrong
[2] ppeforelders

Top Hashtags in Tweet in G6:
[67] flattenthecurve
[62] endsgbv
[57] zuiazogo
[55] endgbv
[22] domesticviolenceke
[17] covid19
[10] justiceformercycherono
[10] blacklivesmatterke
[10] policebrutalityke
[7] covid19africa

Top Hashtags in Tweet in G7:
[125] flattenthecurve
[56] gautengcovid19
[25] pointsmen
[22] covid_19
[20] covid19
[19] schoolreopening
[14] covid__19
[11] sanitizingtaxis
[11] stayhomesa
[10] covid_19sa

Top Hashtags in Tweet in G8:
[63] flattenthecurve
[9] covid19
[1] arizona
[1] coronavirus
[1] essentialtravelonly

Top Hashtags in Tweet in G9:
[37] covid19
[36] flattenthecurve
[13] socialdistancing
[13] staysafe
[12] stayhomesavelives
[10] workfromhome
[9] healthcare
[8] ichmedia
[8] highereducation
[5] remotework

Top Hashtags in Tweet in G10:
[53] mask
[25] dyk
[2] flattenthecurve
[1] kernelofinnovation
[1] covid19

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[577] school
[577] strike
[577] week
[577] #climatestrikeonline
[577] #stayathome
[577] #fridaysforfuture
[577] #flattenthecurve
[575] #schoolstrike4climate
[572] gretathunberg
[529] 95

Top Words in Tweet in G2:
[721] #flattenthecurve
[230] #covid19
[105] #staysafe
[102] #socialdistancing
[85] #coronavirus
[73] covid
[69] #stayhome
[57] cases
[54] 19
[46] help

Top Words in Tweet in G3:
[159] canada
[159] govcanhealth
[157] entering
[157] place
[130] part
[130] requirements
[129] people
[128] #goc
[128] wear
[128] mask

Top Words in Tweet in G4:
[48] washing
[48] hands
[45] #flattenthecurve
[33] sdg2030
[27] hand
[24] getting
[24] wet
[24] enough
[24] soap
[24] palm

Top Words in Tweet in G5:
[105] masks
[96] maddogpac
[91] provide
[82] face
[68] #chippewa
[68] nd
[68] need
[68] 7000
[68] elderly
[68] tribal

Top Words in Tweet in G6:
[67] #flattenthecurve
[62] #endsgbv
[57] #zuiazogo
[55] #endgbv
[54] ggjnetwork
[23] sgbv
[22] #domesticviolenceke
[21] help
[18] support
[18] violence

Top Words in Tweet in G7:
[125] #flattenthecurve
[56] #gautengcovid19
[53] jacobmamabolosa
[48] transport
[46] trafficfreeflow
[39] gp_commsafety
[35] scholar
[30] gpdrt_
[25] drivers
[25] #pointsmen

Top Words in Tweet in G8:
[63] #flattenthecurve
[54] hiral4congress
[23] efforts
[23] aimed
[23] avoiding
[23] scenarios
[23] exactly
[23] medical
[23] professionals
[21] #

Top Words in Tweet in G9:
[40] judgeclayj
[37] #covid19
[36] #flattenthecurve
[24] mask
[22] dchhs
[22] wearing
[21] public
[21] wear
[20] information
[20] shared

Top Words in Tweet in G10:
[53] stacking
[53] folding
[53] cutting
[53] fully
[53] automated
[53] #mask
[53] production
[53] lines
[53] allowing
[53] produce

Top Word Pairs
Top Word Pairs in Tweet in G2:
[577] covid,19
[577] #covid19,#flattenthecurve
[577] #socialdistancing,#flattenthecurve
[577] social,distancing
[575] #covid19,#coronavirus
[575] doing,part
[570] #flattenthecurve,#staysafe
[529] #flattenthecurve,#covid19
[529] part,#flattenthecurve
[28] #flattenthecurve,#stopthespread

Top Word Pairs in Tweet in G3:
[51] entering,canada
[48] part,#goc
[33] #goc,requirements
[33] requirements,people
[26] people,entering
[23] canada,wear
[22] wear,mask
[21] mask,face
[21] face,covering
[20] covering,transit

Top Word Pairs in Tweet in G4:
[157] hand,washing
[128] washing,getting
[128] getting,hands
[128] hands,wet
[128] wet,washing
[128] washing,hands
[128] hands,enough
[128] enough,soap
[128] soap,palm
[128] palm,back

Top Word Pairs in Tweet in G5:
[24] face,masks
[24] #chippewa,nd
[24] nd,need
[24] need,provide
[24] provide,7000
[24] 7000,face
[24] masks,elderly
[24] elderly,tribal
[24] tribal,members
[24] members,turtle

Top Word Pairs in Tweet in G6:
[82] #endsgbv,#endgbv
[68] #zuiazogo,#endsgbv
[68] #endgbv,#flattenthecurve
[68] #flattenthecurve,#domesticviolenceke
[68] domestic,violence
[68] violence,impact
[68] impact,women
[68] women,earnings
[68] earnings,ability
[50] ability,remain

Top Word Pairs in Tweet in G7:
[53] #gautengcovid19,#flattenthecurve
[46] scholar,transport
[38] jacobmamabolosa,gpdrt_
[21] #flattenthecurve,jacobmamabolosa
[12] gpdrt_,outpointsmenpta
[12] outpointsmenpta,trafficfreeflow
[12] transport,drivers
[12] transport,operators
[12] trafficfreeflow,#schoolreopening
[12] call,scholar

Top Word Pairs in Tweet in G8:
[56] efforts,#flattenthecurve
[32] #flattenthecurve,aimed
[29] aimed,avoiding
[21] avoiding,scenarios
[21] scenarios,exactly
[21] exactly,medical
[20] medical,professionals
[20] hiral4congress,efforts
[18] highest,#
[18] #,intubations

Top Word Pairs in Tweet in G9:
[23] information,shared
[23] shared,law
[23] law,enforcement
[23] nytimes,highlights
[23] highlights,japan
[23] japan,countries
[23] countries,high
[22] high,levels
[18] levels,mask
[18] mask,wearing

Top Word Pairs in Tweet in G10:
[20] stacking,folding
[20] folding,cutting
[20] cutting,fully
[17] fully,automated
[17] automated,#mask
[17] #mask,production
[17] production,lines
[17] lines,allowing
[17] allowing,produce
[17] produce,masks

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@govrondesantis
@fordnation
@knowitallmom
@anj_84
@cp24
@maggienyt
@pattyhajdu
@wambuajames_
@dougducey

Top Replied-To in G2:
@admedical
@uirecycling

Top Replied-To in G3:
@fordnation
@pattyhajdu
@celliottability
@lglhealthunit
@zev_dr

Top Replied-To in G4:
@kumailn
@activate1m1b
@lakshyasubodh
@takingtheask
@arvindkejriwal

Top Replied-To in G6:
@wambuajames_
@ruraltoglobal
@unfpa

Top Replied-To in G7:
@sekgobelalebo
@gp_commsafety
@sedibengc

Top Replied-To in G8:
@dougducey
@azdhs
@_melissaegan

Top Replied-To in G9:
@b27491

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@govcanhealth
@maddogpac
@nadelparis
@boschglobal
@r2kcampaign
@hiral4congress
@ggjnetwork
@jacobmamabolosa
@trafficfreeflow

Top Mentioned in G1:
@gretathunberg
@mubiruhumble
@climatewwf
@unfccc
@reasonishuman

Top Mentioned in G2:
@flooringdirectx
@ginger_exchange
@prashantkpanda
@thebullyexposed
@activeone4
@abtpindia
@afdverbot2020
@milkorgroup
@brianhund
@flissdesigns

Top Mentioned in G3:
@govcanhealth
@cpho_canada
@transport_gc
@gcindigenous
@justintrudeau
@fordnation
@emmanuelmacron
@francoislegault
@agencynamso
@cdnheritage

Top Mentioned in G4:
@sdg2030
@who
@activate1m1b
@narendramodi
@deespeak
@un
@drharshvardhan
@biz
@youtube
@lakshyasubodh

Top Mentioned in G5:
@maddogpac
@steveschmidtses
@jheil
@clairecmc

Top Mentioned in G6:
@ggjnetwork
@amref_worldwide
@amref_kenya
@cocacola
@madaci_ke
@youthactke
@shedecideskenya
@moh_kenya
@rhnkorg
@nairobiyac

Top Mentioned in G7:
@jacobmamabolosa
@trafficfreeflow
@gp_commsafety
@gpdrt_
@outpointsmenpta
@brand_sa
@citytshwane
@city_ekurhuleni
@mzwandilemasina

Top Mentioned in G8:
@hiral4congress
@dougducey
@arizonamirror
@natlgovsassoc
@drcarachrist
@jeremyduda
@razingarizona
@koldnews
@melissay1021
@tucsonromero

Top Mentioned in G9:
@judgeclayj
@dchhs
@nytimes
@ichmedia
@govabbott
@gregabbott_tx
@kenerichc
@mineeyesdazzle
@govcanhealth
@hotpage_news

Top Mentioned in G10:
@boschglobal
@cornrefiners

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@sahelhkj
@rk70534
@threadreaderapp
@gidi_traffic
@baarahk
@cybersec_feeds
@sddphoto
@saragomezaranci
@chrisbrey1

Top Tweeters in G1:
@rk70534
@sandradunn1955
@fwwinterberg
@domenico1oo777
@kouzie01
@realjohncurley
@drrimmer
@gezgintrk
@aurora_umezawa
@naturefineart

Top Tweeters in G2:
@iam__network
@ladyboarder9669
@shaikhashayne
@iramey
@peculiarbaptist
@looping_
@416ash
@musichistorylaw
@catesduane
@nighthawk72

Top Tweeters in G3:
@sahelhkj
@johangreg
@oasismountain
@ksp_libs
@4everanimalz1
@meeksvs
@ruthrobinsonlon
@l82be
@digitaldecoded1
@beccabluesky

Top Tweeters in G4:
@sherbah46958042
@aajtak
@newsanceandgg
@abpnews
@carolndosi
@wef
@ndtvvideos
@chrislhayes
@unhabitatyouth
@sdg2030

Top Tweeters in G5:
@sar_oso
@cindycrum
@soccermom1517
@kitten0409
@alasscanisback
@bigforkgirl
@northwind1ndn
@meloniasherban
@phyllis_lemley
@sandysva

Top Tweeters in G6:
@cocacola
@nrgradiokenya
@kibetclinton_
@ken
@frostproug
@kenyaredcross
@estherpassaris
@unfpa
@kelinkenya
@kombemartha

Top Tweeters in G7:
@cityofjoburgza
@capetowntrains
@ahmadd_jr
@fatalmoves
@simacoder
@citytshwane
@joy_wa_afrika
@makopok
@trafficfreeflow
@murathzrknt

Top Tweeters in G8:
@aquarius1049
@oldwac1
@sundene
@boundaryseeker
@fred_burton15
@scottygirl2014
@akdm_bot
@koldnews
@computerbugg
@gagen_patricia

Top Tweeters in G9:
@knight201701
@nytimes
@cupcakemrs1
@dsquared75
@wendynilsson
@lsaldanamd
@bluangel54
@naattuvarthakal
@kevinrtipple
@isneks2

Top Tweeters in G10:
@pitarampal
@beverly21811568
@craybo23
@neriman1903bj
@jjaazzee1
@straitarrow10
@matbo2
@memeburk
@bayiskendr
@nikhilkanoje6