#FlattenTheCurve, Twitter, 7/10/2020 6:25:40 PM, 230472


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#FlattenTheCurve_2020-07-10_00-57-37.xlsx
#FlattenTheCurve_2020-07-10_00-57-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 10, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3fi33PB
@judgeclayj
@davwain1
@gretathunberg
@govabbott
@realdonaldtrump
@schweiz_the
@thomasgambrel2
@nygovcuomo
@coconut_falcon
@msreeddesign

Top hashtags:
#flattenthecurve
#covid19
#climatestrikeonline
#coronavirus

Description:
Description
The graph represents a network of 5,287 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, 10 July 2020 at 07:59 UTC.

The requested start date was Friday, 10 July 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 5-day, 11-hour, 9-minute period from Saturday, 04 July 2020 at 01:01 UTC to Thursday, 09 July 2020 at 12:10 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 : 5287
Unique Edges : 3139
Edges With Duplicates : 7308
Total Edges : 10447
Number of Edge Types : 5
Tweet : 1456
Retweet : 3103
MentionsInRetweet : 4213
Mentions : 1335
Replies to : 340
Self-Loops : 1521
Reciprocated Vertex Pair Ratio : 0.0118027793641729
Reciprocated Edge Ratio : 0.0233301975540922
Connected Components : 1238
Single-Vertex Connected Components : 591
Maximum Vertices in a Connected Component : 666
Maximum Edges in a Connected Component : 1549
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.317164
Graph Density : 0.000190180856806446
Modularity : 0.541331
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 5,287 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, 10 July 2020 at 07:59 UTC.

The requested start date was Friday, 10 July 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 5-day, 11-hour, 9-minute period from Saturday, 04 July 2020 at 01:01 UTC to Thursday, 09 July 2020 at 12:10 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:
[11] https://twitter.com/HaraldofW/status/1278970209240571905
[9] https://www.rivcoph.org/coronavirus
[9] https://www.youtube.com/watch?v=drTbXyqgcX8&feature=youtu.be

[8] https://www.rochesterfirst.com/news/doctor-says-masking-remains-key-in-covid-19-fight/
[8] https://www.history.com/news/1957-flu-pandemic-vaccine-hilleman
[6] https://www.qualtrics.com/here-to-help/
[6] https://twitter.com/TonightVMTV/status/1278813714788102144?s=19
[6] https://www.worldometers.info/coronavirus/country/us/
[5] https://twitter.com/keithboykin/status/1279924971146485760
[5] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/

Top URLs in Tweet in G1:
[5] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[4] https://docs.google.com/forms/d/e/1FAIpQLSeXsPP3aNgEJpfM08OxzHwCLiPkypd4Cjb7Mcn_x9HzinyaCg/viewform?usp=send_form
[4] https://linktr.ee/stay6ftapart
[3] https://www.mdedge.com/hematology-oncology/article/224832/coronavirus-updates/republican-or-democrat-americans-vote-face
[3] https://www.amaalliance.org/
[3] https://590games.com/sm-FB
[3] https://www.hopkinsmedicine.org/health/conditions-and-diseases/coronavirus/coronavirus-face-masks-what-you-need-to-know
[3] https://afluencer.com/
[3] https://groco.com/COMPANY/COVID-19-RESOURCE-CENTER/
[2] https://twitter.com/miafarrow/status/1279170021370011648

Top URLs in Tweet in G2:
[1] https://twitter.com/NOAANCEIclimate/status/1280504379284566021

Top URLs in Tweet in G3:
[1] https://twitter.com/NBCDFW/status/1281018723579711492
[1] https://www.dallascounty.org/covid-19/ways-to-help.php

Top URLs in Tweet in G4:
[3] https://www.cdc.gov/coronavirus/2019-ncov/index.html?CVSCommunityToolkit
[2] http://howmuchrisk.com/2020/06/28/cases-steady-deaths-down/
[2] https://www.johnfgroom.com/endthelockdownnow/
[1] http://howmuchrisk.com/2020/07/02/something-very-different-going-on/
[1] https://www.youtube.com/watch?v=H2azcn7MqOU&feature=youtu.be

[1] https://www.youtube.com/watch?v=w2V83kIfFAU&feature=youtu.be

[1] https://twitter.com/time/status/1279437747728658432
[1] https://www.cdc.gov/coronavirus
[1] https://twitter.com/CDCgov/status/1278069913668780032
[1] https://covid19.ca.gov/

Top URLs in Tweet in G5:
[1] https://twitter.com/Khanoisseur/status/1279416560873078785

Top URLs in Tweet in G6:
[2] https://twitter.com/clausvonwagner/status/1237320829698027523
[1] https://twitter.com/ngiyalalela/status/1280071045253218304
[1] https://twitter.com/t_katharin/status/1280227444398657536

Top URLs in Tweet in G7:
[4] http://www.covid.gov.pk

Top URLs in Tweet in G8:
[1] https://twitter.com/TruthsOverTrump/status/1243338403749511169
[1] https://twitter.com/LADeptHealth/status/1279822190863618048
[1] https://twitter.com/yinonw/status/1279894894379544576
[1] https://twitter.com/nygovcuomo/status/1279775385367056389

Top URLs in Tweet in G9:
[1] https://twitter.com/jehangirrmalik/status/1278915484516184066
[1] https://www.thelivelovelaughfoundation.org/helpline.html#helplinenumbers
[1] https://twitter.com/who/status/1280426694680158215
[1] https://twitter.com/MOH_Kenya/status/1279412271253532673

Top Domains
Top Domains in Tweet in Entire Graph:
[342] twitter.com
[79] instagram.com
[53] youtube.com
[20] facebook.com
[11] cnn.com
[11] coviz.org
[9] google.com
[9] rivcoph.org
[8] cdc.gov
[8] linkedin.com

Top Domains in Tweet in G1:
[138] twitter.com
[63] instagram.com
[15] youtube.com
[7] linkedin.com
[7] swarmapp.com
[6] facebook.com
[5] flooringdirecttexas.com
[5] aspecc.ca
[4] google.com
[4] livehealthy.ae

Top Domains in Tweet in G2:
[1] twitter.com

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

Top Domains in Tweet in G4:
[30] twitter.com
[7] youtube.com
[5] cdc.gov
[3] howmuchrisk.com
[2] johnfgroom.com
[2] dy.si
[1] ca.gov
[1] apple.news
[1] guidewell.com
[1] nbcnews.com

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

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

Top Domains in Tweet in G7:
[4] gov.pk

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3050] flattenthecurve
[1039] covid19
[452] climatestrikeonline
[323] coronavirus
[315] maskenpflicht
[251] stayhome
[211] staysafe
[190] socialdistancing
[178] wearamask
[173] stayathome



Top Hashtags in Tweet in G1:
[795] flattenthecurve
[225] covid19
[97] stayhome
[91] coronavirus
[77] socialdistancing
[76] staysafe
[72] wearamask
[45] stayathome
[39] covid
[38] washyourhands

Top Hashtags in Tweet in G2:
[444] climatestrikeonline
[73] kenya
[30] stayathome
[23] climatecrisis
[22] flattenthecurve
[20] climatechange
[18] fridaysforfuture
[18] schoolstrike4climate
[17] actonclimate
[5] climatejusticenow

Top Hashtags in Tweet in G3:
[21] flattenthecurve
[9] covid19
[7] firefighters
[1] maskup
[1] covidー19
[1] wearamask
[1] dfw
[1] covidtesting
[1] dallascounty
[1] covidtracker

Top Hashtags in Tweet in G4:
[124] flattenthecurve
[36] covid19
[22] coronavirus
[15] wearamask
[13] covidiots
[13] covid_19
[12] see
[10] maskup
[10] covid19pandemic
[8] explore

Top Hashtags in Tweet in G5:
[2] flattenthecurve
[1] publichealth
[1] covid19
[1] virus
[1] vaccine
[1] stayhome
[1] wearamask
[1] stopthespread

Top Hashtags in Tweet in G6:
[296] maskenpflicht
[17] flattenthecurve
[2] artofquarantine
[1] schulschließung
[1] homeschooling
[1] preventthecurve
[1] coronawarnapp
[1] covid19

Top Hashtags in Tweet in G7:
[158] covid19
[12] flattenthecurve
[5] dailyupdate
[4] xpandretail
[4] coronavirusupdates
[4] socialdistancing
[4] togetherathome
[3] stayathome
[2] covid19sa
[2] stayhome

Top Hashtags in Tweet in G8:
[63] flattenthecurve
[8] besafetho
[8] stayhome
[5] covidー19
[5] wearamask
[1] trumpkillsflorida
[1] trumpownseverydeath
[1] freshtopics
[1] covid19
[1] presidenttweety

Top Hashtags in Tweet in G9:
[29] flattenthecurve
[14] covid19
[7] coronavirus
[7] washyourhands
[6] tlllfoundation
[5] togetherwecan
[5] sharingiscaring
[5] finnish
[4] maintainphysicaldistance
[4] wearing

Top Hashtags in Tweet in G10:
[4] flattenthecurve
[1] wearadamnmask
[1] stayhomesavelives
[1] keeptheborderclosed

Top Words
Top Words in Tweet in Entire Graph:
[3050] #flattenthecurve
[1039] #covid19
[719] cases
[539] keep
[471] school
[465] week
[452] #climatestrikeonline
[436] strike
[406] go
[391] covid

Top Words in Tweet in G1:
[795] #flattenthecurve
[225] #covid19
[97] #stayhome
[91] #coronavirus
[77] #socialdistancing
[76] #staysafe
[72] #wearamask
[70] covid
[66] mask
[56] 19

Top Words in Tweet in G2:
[444] #climatestrikeonline
[438] week
[436] strike
[431] school
[419] keep
[368] gretathunberg
[353] climate
[346] 98
[346] crisis
[346] doesn

Top Words in Tweet in G3:
[338] cases
[205] judgeclayj
[170] dchhs
[169] reports
[169] 062
[169] today
[169] fortunate
[169] report
[169] deaths
[169] over

Top Words in Tweet in G4:
[124] #flattenthecurve
[36] #covid19
[35] realdonaldtrump
[28] more
[22] #coronavirus
[17] how_much_risk
[17] govrondesantis
[15] need
[15] wear
[15] #wearamask

Top Words in Tweet in G5:
[183] herd
[183] immunity
[182] cnni
[182] those
[182] gauging
[182] current
[182] behavior
[182] likelihood
[182] develop
[182] lifetime

Top Words in Tweet in G6:
[296] aufhebung
[296] #maskenpflicht
[152] profdtschneider
[148] diskussion
[148] unerträglich
[148] dumm
[148] heute
[148] bedeutet
[147] #s
[17] #flattenthecurve

Top Words in Tweet in G7:
[158] #covid19
[154] cases
[153] government
[149] point
[149] longer
[149] trying
[149] stem
[149] rising
[149] individuals
[148] gilbertcremulla

Top Words in Tweet in G8:
[63] #flattenthecurve
[57] nygovcuomo
[45] york
[43] march
[41] look
[41] done
[41] compare
[41] happening
[40] truthsovertrump
[40] fl

Top Words in Tweet in G9:
[29] #flattenthecurve
[14] #covid19
[13] health
[11] covid
[11] 19
[9] support
[7] #coronavirus
[7] people
[7] tlllfoundation
[7] pandemic

Top Words in Tweet in G10:
[65] repbrianhiggins
[62] map
[61] hi
[61] brian
[61] here's
[61] johns
[61] hopkins
[61] university
[61] shows
[61] comparison

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[431] school,strike
[431] strike,week
[354] gretathunberg,school
[346] week,98
[346] 98,climate
[346] climate,crisis
[346] crisis,doesn
[346] doesn,go
[346] go,summer
[346] summer,holiday

Top Word Pairs in Tweet in G1:
[52] covid,19
[43] #covid19,#flattenthecurve
[34] social,distancing
[24] #covid19,#coronavirus
[22] #stayhome,#flattenthecurve
[21] wear,mask
[21] #flattenthecurve,#socialdistancing
[21] flattened,curve
[19] #staysafe,#flattenthecurve
[19] #flattenthecurve,#wearamask

Top Word Pairs in Tweet in G2:
[431] school,strike
[431] strike,week
[354] gretathunberg,school
[346] week,98
[346] 98,climate
[346] climate,crisis
[346] crisis,doesn
[346] doesn,go
[346] go,summer
[346] summer,holiday

Top Word Pairs in Tweet in G3:
[169] judgeclayj,dchhs
[169] dchhs,reports
[169] reports,062
[169] 062,cases
[169] cases,today
[169] today,fortunate
[169] fortunate,report
[169] report,deaths
[169] deaths,over
[169] over,000

Top Word Pairs in Tweet in G4:
[12] #coronavirus,#covid19
[11] herd,immunity
[10] #covidiots,#coronavirus
[10] #wearamask,#flattenthecurve
[9] according,recent
[9] recent,research
[9] research,#covid_19
[9] #covid_19,herd
[9] immunity,much
[9] much,closer

Top Word Pairs in Tweet in G5:
[183] herd,immunity
[182] cnni,those
[182] those,gauging
[182] gauging,current
[182] current,behavior
[182] behavior,likelihood
[182] likelihood,herd
[182] immunity,develop
[182] develop,lifetime
[181] tal7291,cnni

Top Word Pairs in Tweet in G6:
[296] aufhebung,#maskenpflicht
[148] diskussion,aufhebung
[148] #maskenpflicht,unerträglich
[148] unerträglich,dumm
[148] dumm,aufhebung
[148] #maskenpflicht,heute
[148] heute,bedeutet
[147] profdtschneider,diskussion
[147] bedeutet,#s
[7] mehr,leute

Top Word Pairs in Tweet in G7:
[149] point,longer
[149] longer,government
[149] government,trying
[149] trying,stem
[149] stem,rising
[149] rising,cases
[149] cases,#covid19
[149] #covid19,individuals
[148] gilbertcremulla,point
[148] individuals,practi

Top Word Pairs in Tweet in G8:
[41] look,nygovcuomo
[41] nygovcuomo,done
[41] done,#flattenthecurve
[41] #flattenthecurve,york
[41] york,march
[41] march,compare
[41] compare,happening
[40] truthsovertrump,look
[40] happening,fl
[8] #besafetho,#flattenthecurve

Top Word Pairs in Tweet in G9:
[10] covid,19
[5] #flattenthecurve,#coronavirus
[5] break,chain
[5] chain,covid
[5] 19,spread
[5] spread,ensure
[5] ensure,safety
[5] safety,observing
[5] observing,containment
[5] containment,measure

Top Word Pairs in Tweet in G10:
[61] repbrianhiggins,hi
[61] hi,brian
[61] brian,here's
[61] here's,map
[61] map,johns
[61] johns,hopkins
[61] hopkins,university
[61] university,shows
[61] shows,comparison
[61] comparison,current

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@govmurphy
@repbrianhiggins
@gavinnewsom
@dougducey
@profdtschneider
@joebiden
@repthomasmassie
@timoffski
@salaamedia

Top Replied-To in G2:
@gretathunberg

Top Replied-To in G3:
@toddgillman
@judgeclayj

Top Replied-To in G4:
@realdonaldtrump
@dougducey
@govabbott
@johnpavlovitz
@npr
@kvue
@mike_pence
@nhgov
@b52malmet
@weinsteinlaw

Top Replied-To in G5:
@cnni

Top Replied-To in G6:
@profdtschneider
@spasskultur
@markus_soeder

Top Replied-To in G8:
@boriquagato
@nygovcuomo
@sleek429
@ianmsc
@nysdoccs

Top Replied-To in G9:
@shujauh
@rjnasirofficial
@jehangirrmalik
@krsftrust

Top Replied-To in G10:
@repbrianhiggins
@mariapepperoni

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@judgeclayj
@tal7291
@cnni
@dchhs
@profdtschneider
@gilbertcremulla
@patriciakombo
@repbrianhiggins
@kdickinsonnews

Top Mentioned in G1:
@ginger_exchange
@flooringdirectx
@afdverbot2020
@egmontinstitute
@sdgscameroon
@crispyrobot77
@valdensius
@glicogeneral

Top Mentioned in G2:
@gretathunberg
@patriciakombo
@mubiruhumble
@patreeinitiati1
@usaparents
@solo_syn_
@fridays4future
@unfccc
@travis4climate
@rgraydon11

Top Mentioned in G3:
@judgeclayj
@dchhs
@johnson4dallas
@dallasfireres_q
@cityofdallas
@theranos
@carenow
@questdx

Top Mentioned in G4:
@how_much_risk
@realdonaldtrump
@govrondesantis
@cdcgov
@potus
@kathycordayusa
@dougducey
@govabbott
@whitehouse
@youtube

Top Mentioned in G5:
@tal7291
@cnni

Top Mentioned in G6:
@profdtschneider
@coronawarnapp
@dgkj_ev
@volker_beck
@markus_soeder
@hellud123
@angiestone_
@sascha_p
@brilliant_ads

Top Mentioned in G7:
@gilbertcremulla
@sdsdxb
@mopanipharm
@stojkovic_alex
@ipacfoundation

Top Mentioned in G8:
@nygovcuomo
@truthsovertrump
@nysfair
@nysocfs
@locksmithbar
@famd_al
@rondesantisfl
@realdonaldtrump
@realdlhughley
@l_tnathan

Top Mentioned in G9:
@who
@tlllfoundation
@moh_kenya
@fhsubla
@unrsc
@roadsafetyngos
@rajnigandhi2102
@npunjabibyheart
@manpreetdarroch
@advomsharma

Top Mentioned in G10:
@repbrianhiggins
@kdickinsonnews

Top Tweeters
Top Tweeters in Entire Graph:
@lindaleeking
@monicasloves
@inquirerdotnet
@jilliemary
@tacobell
@menabster
@ludmarx1
@rosatrunk
@joannecangal
@ndtv

Top Tweeters in G1:
@kellyrek
@ladyboarder9669
@nikluk
@michaelmiguelce
@iramey
@capetowntrains
@grandmaj2
@taurusangel26
@divasmind
@nathanaelb

Top Tweeters in G2:
@menabster
@allan_crawshaw
@youranonriots
@ewestaway
@diemaus7
@senthil557
@cindyceemerson
@grigg_dana
@ghostcatbce
@erwinbertrand

Top Tweeters in G3:
@eddarrell
@morgfair
@knight201701
@casablancaric
@ancientbob
@dallasanalytics
@bgheaven
@jvstbam
@ruthellaowens
@loyalpromise

Top Tweeters in G4:
@actdontreact
@oldsalz
@fox10phoenix
@foxnews
@boottmills228
@b52malmet
@abc
@mrsopie88
@abc15
@davwain1

Top Tweeters in G5:
@joannecangal
@urbangem
@sar_oso
@maryalicebisho2
@penneyewart
@cathleenkucz
@tempkt
@rocky1542
@mimitexasangel
@cynicalvision50

Top Tweeters in G6:
@ariantoser
@sixteentender
@spasskultur
@hellud123
@sascha_p
@_mirosu_
@angela_3110_
@volker_beck
@c_heinrich_83
@iosqueendom

Top Tweeters in G7:
@elaykho
@revilleslily06
@kotobukilloyd78
@evidenteaida
@naattuvarthakal
@milkyway1969
@stojkovic_alex
@jessesprawl
@benign0
@jnllyn

Top Tweeters in G8:
@donna_spackman
@bonnibk
@bonitarosekemp
@rob0349
@kalinecountry
@resistersis20
@claydeath1
@realdlhughley
@krist59xkris
@bwheatnyc

Top Tweeters in G9:
@ajenews
@risingkashmir
@greaterkashmir
@un
@ellyannecgithae
@who
@unicef
@mohfw_india
@rising
@diprjk

Top Tweeters in G10:
@blubdha
@peace1
@manish_vij
@anonbene5
@omyword
@ltmcdies
@mrkillwolf666
@scruffage
@wrapitupharder
@cdcoy7