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#FlattenTheCurve_2020-07-09_02-27-10.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 09, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/2W4hE9H
@gretathunberg
@patriciakombo
@pyrofurry
@judgeclayj
@davwain1
@tal7291
@cnni
@schweiz_the
@govabbott
@realdonaldtrump

Top hashtags:
#flattenthecurve
#climatestrikeonline
#covid19
#maskenpflicht
#coronavirus

Description:
Description
The graph represents a network of 5,264 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 Thursday, 09 July 2020 at 09:27 UTC.

The requested start date was Thursday, 09 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 4-day, 18-hour, 29-minute period from Friday, 03 July 2020 at 17:40 UTC to Wednesday, 08 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 : 5264
Unique Edges : 2741
Edges With Duplicates : 7612
Total Edges : 10353
Number of Edge Types : 5
Tweet : 1288
Mentions : 1087
Retweet : 3363
MentionsInRetweet : 4324
Replies to : 291
Self-Loops : 1349
Reciprocated Vertex Pair Ratio : 0.00803520183661756
Reciprocated Edge Ratio : 0.0159423040425128
Connected Components : 1116
Single-Vertex Connected Components : 525
Maximum Vertices in a Connected Component : 1107
Maximum Edges in a Connected Component : 2524
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.478663
Graph Density : 0.000190186176709921
Modularity : 0.532305
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 5,264 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 Thursday, 09 July 2020 at 09:27 UTC.

The requested start date was Thursday, 09 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 4-day, 18-hour, 29-minute period from Friday, 03 July 2020 at 17:40 UTC to Wednesday, 08 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:
[18] https://twitter.com/HaraldofW/status/1278970209240571905
[9] https://www.youtube.com/watch?v=drTbXyqgcX8&feature=youtu.be

[8] https://www.rivcoph.org/coronavirus
[8] https://www.history.com/news/1957-flu-pandemic-vaccine-hilleman
[7] https://www.rochesterfirst.com/news/doctor-says-masking-remains-key-in-covid-19-fight/
[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://docs.google.com/forms/d/e/1FAIpQLSeXsPP3aNgEJpfM08OxzHwCLiPkypd4Cjb7Mcn_x9HzinyaCg/viewform?usp=send_form
[5] http://smartdissent.com/article/trumps-trade-policy-harming-us-fight-against-covid-19

Top URLs in Tweet in G2:
[5] https://docs.google.com/forms/d/e/1FAIpQLSeXsPP3aNgEJpfM08OxzHwCLiPkypd4Cjb7Mcn_x9HzinyaCg/viewform?usp=send_form
[4] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[3] https://www.cnn.com/videos/health/2020/07/03/canada-flattens-coronavirus-curve-newton-newday-vpx.cnn
[3] https://590games.com/sm-FB
[3] https://linktr.ee/stay6ftapart
[3] https://afluencer.com/
[3] https://groco.com/COMPANY/COVID-19-RESOURCE-CENTER/
[2] https://next-curve.com/2020/05/04/covid-19-pandemic-the-crucible-of-5g-innovation-and-leadership/
[2] http://www.guidewell.com/blog/have-happy-healthy-independence-day
[2] https://www.cdc.gov/coronavirus/2019-ncov/prevent-getting-sick/prevention.html

Top URLs in Tweet in G4:
[8] https://www.history.com/news/1957-flu-pandemic-vaccine-hilleman
[3] https://www.nbcnews.com/politics/politics-news/fauci-u-s-looking-very-closely-severe-coronavirus-symptoms-younger-n1166026
[3] https://www.cdc.gov/coronavirus/2019-ncov/index.html?CVSCommunityToolkit
[2] https://twitter.com/i/events/1240701064585842688
[2] https://www.cnn.com/2020/03/03/health/us-coronavirus-cases-state-by-state/index.html
[2] https://mashable.com/article/penis-face-masks-coronavirus/
[1] https://twitter.com/business/status/1279355540280356864
[1] https://twitter.com/ASlavitt/status/1280295171905802240
[1] https://twitter.com/MunaNawabit1/status/1242980361224814593
[1] https://twitter.com/mgutierrezjr/status/1279087571952259072

Top URLs in Tweet in G5:
[1] https://www.dallascounty.org/covid-19/ways-to-help.php

Top URLs in Tweet in G6:
[1] https://twitter.com/Khanoisseur/status/1279416560873078785
[1] https://medium.com/@tomaspueyo/coronavirus-act-today-or-people-will-die-f4d3d9cd99ca

Top URLs in Tweet in G7:
[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 G8:
[3] http://www.covid.gov.pk

Top URLs in Tweet in G9:
[18] https://twitter.com/HaraldofW/status/1278970209240571905
[1] https://twitter.com/haraldofw/status/1278970209240571905?s=21

Top URLs in Tweet in G10:
[1] https://twitter.com/TruthsOverTrump/status/1243338403749511169
[1] https://twitter.com/NYGovCuomo/status/1280538189267177472
[1] https://twitter.com/LADeptHealth/status/1279822190863618048
[1] https://twitter.com/yinonw/status/1279894894379544576
[1] https://twitter.com/nygovcuomo/status/1279775385367056389
[1] https://twitter.com/_ohsamtastic/status/1279045846257016832

Top Domains
Top Domains in Tweet in Entire Graph:
[318] twitter.com
[74] instagram.com
[52] youtube.com
[18] facebook.com
[10] coviz.org
[10] google.com
[8] rivcoph.org
[8] cdc.gov
[8] cnn.com
[8] swarmapp.com

Top Domains in Tweet in G2:
[132] twitter.com
[61] instagram.com
[15] youtube.com
[8] swarmapp.com
[6] facebook.com
[5] linkedin.com
[5] google.com
[4] cnn.com
[4] flooringdirecttexas.com
[4] aspecc.ca

Top Domains in Tweet in G4:
[30] twitter.com
[8] history.com
[5] nbcnews.com
[4] cnn.com
[4] cdc.gov
[2] mashable.com
[1] apple.news
[1] washingtonpost.com
[1] reut.rs
[1] reuters.com

Top Domains in Tweet in G5:
[1] dallascounty.org

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

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

Top Domains in Tweet in G8:
[3] gov.pk

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

Top Domains in Tweet in G10:
[6] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2726] flattenthecurve
[951] climatestrikeonline
[930] covid19
[307] maskenpflicht
[287] coronavirus
[232] stayhome
[186] staysafe
[172] socialdistancing
[171] kenya
[170] wearamask



Top Hashtags in Tweet in G1:
[703] climatestrikeonline
[13] flattenthecurve
[11] stayathome
[11] fridaysforfuture
[11] schoolstrike4climate
[7] climatecrisis
[2] masks4all
[1] stayinside
[1] co2

Top Hashtags in Tweet in G2:
[698] flattenthecurve
[194] covid19
[88] coronavirus
[84] stayhome
[71] socialdistancing
[67] wearamask
[67] staysafe
[39] washyourhands
[38] stayathome
[35] pandemic

Top Hashtags in Tweet in G3:
[244] climatestrikeonline
[170] kenya
[31] stayathome
[28] climatechange
[24] climatecrisis
[17] actonclimate
[16] flattenthecurve
[14] fridaysforfuture
[11] climateemergency
[10] climatejusticenow

Top Hashtags in Tweet in G4:
[131] flattenthecurve
[23] covid19
[17] wearadamnmask
[16] stayhome
[13] staythefhome
[12] maskup
[11] see
[10] stayathome
[10] wearamask
[9] covid19pandemic

Top Hashtags in Tweet in G5:
[22] flattenthecurve
[14] covid19
[7] firefighters
[1] wearamask
[1] dfw
[1] covidtesting
[1] dallascounty
[1] covidtracker
[1] quarantine

Top Hashtags in Tweet in G6:
[5] flattenthecurve
[1] kenya
[1] climatestrikeonline
[1] publichealth
[1] covid19
[1] virus
[1] vaccine
[1] stayhome
[1] wearamask
[1] stopthespread

Top Hashtags in Tweet in G7:
[288] maskenpflicht
[16] flattenthecurve
[2] artofquarantine
[1] schulschließung
[1] homeschooling
[1] preventthecurve
[1] covid19

Top Hashtags in Tweet in G8:
[157] covid19
[11] flattenthecurve
[5] dailyupdate
[3] xpandretail
[3] stayathome
[3] coronavirusupdates
[3] socialdistancing
[3] togetherathome
[2] covid19sa
[2] stayhome

Top Hashtags in Tweet in G9:
[76] flattenthecurve
[1] firefauci

Top Hashtags in Tweet in G10:
[62] flattenthecurve
[10] besafetho
[10] stayhome
[5] covidー19
[5] wearamask
[1] covid19
[1] presidenttweety
[1] blacktranslivesmatter
[1] trumpkillsflorida
[1] trumpownseverydeath

Top Words
Top Words in Tweet in Entire Graph:
[2725] #flattenthecurve
[1014] keep
[955] week
[951] #climatestrikeonline
[943] school
[930] #covid19
[924] strike
[779] go
[763] summer
[754] gretathunberg

Top Words in Tweet in G1:
[708] gretathunberg
[703] school
[703] strike
[703] week
[703] #climatestrikeonline
[693] 98
[693] climate
[693] crisis
[693] doesn
[693] go

Top Words in Tweet in G2:
[698] #flattenthecurve
[194] #covid19
[88] #coronavirus
[84] #stayhome
[71] #socialdistancing
[67] #wearamask
[67] #staysafe
[62] covid
[60] curve
[55] mask

Top Words in Tweet in G3:
[244] #climatestrikeonline
[231] week
[220] strike
[210] school
[209] keep
[170] 55
[170] #kenya
[170] part
[170] solution
[170] let's

Top Words in Tweet in G4:
[131] #flattenthecurve
[42] docrocktex26
[34] coronavirus
[26] more
[25] people
[23] #covid19
[23] realdonaldtrump
[22] study
[20] make
[19] cnn

Top Words in Tweet in G5:
[338] cases
[212] judgeclayj
[171] dchhs
[169] reports
[169] 062
[169] today
[169] fortunate
[169] report
[169] deaths
[169] over

Top Words in Tweet in G6:
[179] herd
[179] immunity
[178] cnni
[178] those
[178] gauging
[178] current
[178] behavior
[178] likelihood
[178] develop
[178] lifetime

Top Words in Tweet in G7:
[288] aufhebung
[288] #maskenpflicht
[148] profdtschneider
[144] diskussion
[144] unerträglich
[144] dumm
[144] heute
[144] bedeutet
[143] #s
[16] #flattenthecurve

Top Words in Tweet in G8:
[157] #covid19
[153] cases
[152] government
[149] point
[149] longer
[149] trying
[149] stem
[149] rising
[149] individuals
[148] gilbertcremulla

Top Words in Tweet in G9:
[76] #flattenthecurve
[72] dumbest
[72] costliest
[72] meme
[72] history
[71] oliverbeige
[71] chances
[71] human
[3] sweden
[2] strategy

Top Words in Tweet in G10:
[62] #flattenthecurve
[55] nygovcuomo
[41] york
[39] march
[37] look
[37] done
[37] compare
[37] happening
[36] truthsovertrump
[36] fl

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[914] school,strike
[914] strike,week
[741] gretathunberg,school
[732] week,98
[732] 98,climate
[732] climate,crisis
[732] crisis,doesn
[732] doesn,go
[732] go,summer
[732] summer,holiday

Top Word Pairs in Tweet in G1:
[703] school,strike
[703] strike,week
[701] gretathunberg,school
[693] week,98
[693] 98,climate
[693] climate,crisis
[693] crisis,doesn
[693] doesn,go
[693] go,summer
[693] summer,holiday

Top Word Pairs in Tweet in G2:
[49] covid,19
[39] #covid19,#flattenthecurve
[32] social,distancing
[21] #stayhome,#flattenthecurve
[21] flattened,curve
[20] #covid19,#coronavirus
[19] flatten,curve
[19] #flattenthecurve,#socialdistancing
[19] #stayathome,#stayhome
[18] curve,#stayathome

Top Word Pairs in Tweet in G3:
[210] school,strike
[210] strike,week
[170] week,55
[170] 55,#kenya
[170] #kenya,part
[170] part,solution
[170] solution,let's
[170] let's,keep
[170] keep,fighting
[169] patriciakombo,school

Top Word Pairs in Tweet in G4:
[13] covid,19
[12] study,confirms
[12] confirms,version
[12] version,coronavirus
[12] coronavirus,spreads
[12] spreads,faster
[12] faster,make
[12] make,people
[12] people,sicker
[12] sicker,cnn

Top Word Pairs in Tweet in G5:
[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
[169] 000,cases

Top Word Pairs in Tweet in G6:
[179] herd,immunity
[178] cnni,those
[178] those,gauging
[178] gauging,current
[178] current,behavior
[178] behavior,likelihood
[178] likelihood,herd
[178] immunity,develop
[178] develop,lifetime
[177] tal7291,cnni

Top Word Pairs in Tweet in G7:
[288] aufhebung,#maskenpflicht
[144] diskussion,aufhebung
[144] #maskenpflicht,unerträglich
[144] unerträglich,dumm
[144] dumm,aufhebung
[144] #maskenpflicht,heute
[144] heute,bedeutet
[143] profdtschneider,diskussion
[143] bedeutet,#s
[6] nein,kein

Top Word Pairs in Tweet in G8:
[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 G9:
[72] #flattenthecurve,dumbest
[72] dumbest,costliest
[72] costliest,meme
[71] chances,#flattenthecurve
[71] meme,human
[71] human,history
[70] oliverbeige,chances

Top Word Pairs in Tweet in G10:
[37] look,nygovcuomo
[37] nygovcuomo,done
[37] done,#flattenthecurve
[37] #flattenthecurve,york
[37] york,march
[37] march,compare
[37] compare,happening
[36] truthsovertrump,look
[36] happening,fl
[10] #besafetho,#flattenthecurve

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

Top Replied-To in G1:
@gretathunberg

Top Replied-To in G4:
@realdonaldtrump
@dougducey
@maddow
@reuters
@ksatnews
@cnn
@judgeclayj
@juror_no_144
@dwuhlfelderlaw
@govrondesantis

Top Replied-To in G5:
@toddgillman
@judgeclayj
@dchhs

Top Replied-To in G6:
@cnni

Top Replied-To in G7:
@profdtschneider
@spasskultur
@markus_soeder

Top Replied-To in G9:
@greg_travis
@andrewnoymer
@oliverbeige
@alistairhaimes
@fox61news

Top Replied-To in G10:
@boriquagato
@nygovcuomo
@sleek429
@ianmsc
@nysdoccs

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@judgeclayj
@tal7291
@cnni
@patriciakombo
@dchhs
@gilbertcremulla
@profdtschneider
@oliverbeige
@nygovcuomo

Top Mentioned in G1:
@gretathunberg
@usaparents
@thegentyyc

Top Mentioned in G2:
@ginger_exchange
@wqbelle
@flooringdirectx
@afdverbot2020
@egmontinstitute
@oldwisefool
@sdgscameroon
@crispyrobot77
@valdensius

Top Mentioned in G3:
@patriciakombo
@gretathunberg
@mubiruhumble
@patreeinitiati1
@solo_syn_
@gireesh71841220
@fridays4future
@unfccc
@travis4climate
@wwf_kenya

Top Mentioned in G4:
@docrocktex26
@cnn
@realdonaldtrump
@govrondesantis
@potus
@nbcnews
@kathycordayusa
@dougducey
@history
@pannlewis44

Top Mentioned in G5:
@judgeclayj
@dchhs
@dallasfireres_q
@cityofdallas
@theranos
@carenow
@questdx

Top Mentioned in G6:
@tal7291
@cnni
@2020willbelit
@patriciakombo

Top Mentioned in G7:
@profdtschneider
@dgkj_ev
@markus_soeder
@hellud123
@angiestone_
@sascha_p
@brilliant_ads

Top Mentioned in G8:
@gilbertcremulla
@sdsdxb
@mopanipharm
@ipacfoundation
@stojkovic_alex

Top Mentioned in G9:
@oliverbeige
@jensboman
@wassenuss
@apollo197812
@grady_booch
@haraldofw

Top Mentioned in G10:
@nygovcuomo
@truthsovertrump
@nysfair
@nysocfs
@locksmithbar
@famd_al
@realdlhughley
@l_tnathan
@rondesantisfl
@realdonaldtrump

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@lindaleeking
@monicasloves
@wrikent3500
@inquirerdotnet
@jilliemary
@tacobell
@menabster
@ludmarx1
@rosatrunk

Top Tweeters in G1:
@menabster
@billieo2
@therezafontoura
@daveyk317
@anselmonadir
@kouzie01
@rhiannoncahill
@dawnroseturner
@themominatrixx
@phpress

Top Tweeters in G2:
@kellyrek
@nikluk
@iramey
@grandmaj2
@taurusangel26
@divasmind
@nathanaelb
@pandoraspockswp
@naturalbeings01
@chemicaleyeguy

Top Tweeters in G3:
@occuworld
@emperatriz1827
@richrake
@allan_crawshaw
@brade1991
@ewestaway
@diemaus7
@euphoriceuler
@mwt2008
@erwinbertrand

Top Tweeters in G4:
@actdontreact
@reuters
@docrocktex26
@fox10phoenix
@amb0306
@nytimes
@mashable
@washingtonpost
@dvanhook822
@1luv2

Top Tweeters in G5:
@eddarrell
@morgfair
@knight201701
@casablancaric
@ancientbob
@dallasanalytics
@bgheaven
@jvstbam
@ruthellaowens
@loyalpromise

Top Tweeters in G6:
@joannecangal
@urbangem
@sar_oso
@maryalicebisho2
@penneyewart
@cathleenkucz
@tempkt
@rocky1542
@mimitexasangel
@cynicalvision50

Top Tweeters in G7:
@ariantoser
@sixteentender
@spasskultur
@hellud123
@sascha_p
@_mirosu_
@angela_3110_
@c_heinrich_83
@iosqueendom
@midagro

Top Tweeters in G8:
@elaykho
@revilleslily06
@kotobukilloyd78
@evidenteaida
@naattuvarthakal
@milkyway1969
@stojkovic_alex
@jessesprawl
@benign0
@jnllyn

Top Tweeters in G9:
@schwingcat
@taxpayers1234
@ajcalmaga
@darylmox
@stickeenotes
@oldsaltcityace
@fox61news
@buddy3880309
@joesanders33
@mscbboots

Top Tweeters in G10:
@bonnibk
@bonitarosekemp
@rob0349
@kalinecountry
@resistersis20
@claydeath1
@realdlhughley
@krist59xkris
@bwheatnyc
@moankittymeow