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#FlattenTheCurve_2020-07-11_02-49-22.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 11, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/2W8lXki
@drdenagrayson
@gretathunberg
@bonitarosekemp
@darbytl
@truthsovertrump
@kenkircher1
@mcassara143
@jacoblpeck
@tubacat
@realdonaldtrump

Top hashtags:
#flattenthecurve
#covid19
#coronavirus
#climatestrikeonline

Description:
Description
The graph represents a network of 5,293 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 Saturday, 11 July 2020 at 09:51 UTC.

The requested start date was Saturday, 11 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 3-day, 8-hour, 16-minute period from Tuesday, 07 July 2020 at 03:52 UTC to Friday, 10 July 2020 at 12:08 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 : 5293
Unique Edges : 1852
Edges With Duplicates : 8400
Total Edges : 10252
Number of Edge Types : 5
Retweet : 3855
MentionsInRetweet : 4427
Replies to : 220
Mentions : 896
Tweet : 854
Self-Loops : 891
Reciprocated Vertex Pair Ratio : 0.00860719874804382
Reciprocated Edge Ratio : 0.0170674941815361
Connected Components : 813
Single-Vertex Connected Components : 387
Maximum Vertices in a Connected Component : 2753
Maximum Edges in a Connected Component : 5627
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.095407
Graph Density : 0.000184073461447891
Modularity : 0.498844
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 5,293 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 Saturday, 11 July 2020 at 09:51 UTC.

The requested start date was Saturday, 11 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 3-day, 8-hour, 16-minute period from Tuesday, 07 July 2020 at 03:52 UTC to Friday, 10 July 2020 at 12:08 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:
[7] https://www.rivcoph.org/coronavirus
[5] https://twitter.com/NYGovCuomo/status/1280538189267177472
[5] https://www.mdedge.com/hematology-oncology/article/224832/coronavirus-updates/republican-or-democrat-americans-vote-face
[5] https://carpha.org/What-We-Do/Public-Health/Novel-Coronavirus
[5] http://smartdissent.com/article/trumps-trade-policy-harming-us-fight-against-covid-19
[4] https://twitter.com/DrDenaGrayson/status/1281401083047419905
[4] https://orfonline.org/expert-speaks/post-covid-19-indias-northeast-could-reap-benefits-of-act-east-policy-69042
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=230348
[4] https://www.youtube.com/watch?v=drTbXyqgcX8&feature=youtu.be

[3] https://twitter.com/SquawkCNBC/status/1281538974926995457

Top URLs in Tweet in G1:
[1] https://thepsyoflifeblog.com/2020/07/10/call-your-senator-about-the-heroes-act/
[1] https://www.youtube.com/watch?v=dSQztKXR6k0&feature=youtu.be


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

Top URLs in Tweet in G3:
[4] https://twitter.com/DrDenaGrayson/status/1281401083047419905
[3] https://www.mdedge.com/hematology-oncology/article/224832/coronavirus-updates/republican-or-democrat-americans-vote-face
[3] https://www.hopkinsmedicine.org/health/conditions-and-diseases/coronavirus/coronavirus-face-masks-what-you-need-to-know
[3] https://linktr.ee/stay6ftapart
[3] https://groco.com/COMPANY/COVID-19-RESOURCE-CENTER/
[3] http://www.covid.gov.pk
[3] https://twitter.com/SquawkCNBC/status/1281538974926995457
[2] https://twitter.com/HealthyOklahoma/status/1280563136773455873
[2] http://www.riskestimates.com/
[2] http://www.riskestimation.com/

Top URLs in Tweet in G4:
[2] https://www.patreon.com/editorialcartoons
[2] https://ko-fi.com/nickanderson
[2] https://www.johnfgroom.com/endthelockdownnow/
[1] https://www.cnn.com/2020/07/02/health/coronavirus-mutation-spread-study/index.html
[1] https://www.reuters.com/article/us-health-coronavirus-usa-deaths/u-s-covid-19-deaths-likely-higher-than-reported-study-shows-idUSKBN2426GZ
[1] https://www.nbcnews.com/health/health-news/asymptomatic-covid-19-cases-may-be-more-common-suspected-n1215481
[1] https://twitter.com/docrocktex26/status/1253354324111101952
[1] https://www.houstonchronicle.com/news/houston-texas/houston/article/coronavirus-strain-mutated-houston-covid-19-15260515.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral
[1] https://twitter.com/realDonaldTrump/status/1281554061972692994
[1] https://twitter.com/complex/status/1281360822825095174

Top URLs in Tweet in G7:
[1] https://twitter.com/drericding/status/1281297564608888833

Top URLs in Tweet in G8:
[2] https://docs.google.com/spreadsheets/d/1T5Q1xnHFBFcsaVWTH2Flqe5i7Hp7CwfsWHWuwTZyi88/edit?usp=sharing
[1] https://www.dhhs.vic.gov.au/coronavirus
[1] https://twitter.com/TonyBlakely_PI/status/1241820699385184256

Top URLs in Tweet in G9:
[1] https://twitter.com/TruthsOverTrump/status/1243338403749511169
[1] https://twitter.com/dwuhlfelderlaw/status/1281256697063931906
[1] https://twitter.com/marcorubio/status/1281373328721182727
[1] https://www.youtube.com/watch?v=tvZ5aRfGAOU&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[174] twitter.com
[50] instagram.com
[35] youtube.com
[12] facebook.com
[7] bit.ly
[7] rivcoph.org
[6] google.com
[5] mdedge.com
[5] linkedin.com
[5] cnn.com

Top Domains in Tweet in G1:
[1] thepsyoflifeblog.com
[1] youtube.com

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

Top Domains in Tweet in G3:
[77] twitter.com
[40] instagram.com
[10] youtube.com
[5] facebook.com
[4] linkedin.com
[3] mdedge.com
[3] aspecc.ca
[3] apple.news
[3] hopkinsmedicine.org
[3] brainbubbles.de

Top Domains in Tweet in G4:
[13] twitter.com
[6] youtube.com
[3] cdc.gov
[2] cnn.com
[2] patreon.com
[2] ko-fi.com
[2] johnfgroom.com
[1] reuters.com
[1] nbcnews.com
[1] houstonchronicle.com

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

Top Domains in Tweet in G8:
[2] google.com
[1] gov.au
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1900] flattenthecurve
[1779] covid19
[1485] coronavirus
[1053] climatestrikeonline
[199] maskup
[118] staysafe
[102] stayhome
[102] socialdistancing
[99] wearamask
[88] stayathome



Top Hashtags in Tweet in G1:
[1256] coronavirus
[1256] covid19
[4] flattenthecurve

Top Hashtags in Tweet in G2:
[1044] climatestrikeonline
[52] climatestrike
[23] flattenthecurve
[19] climatechange
[13] fridaysforfuture
[11] schoolstrike4climate
[10] stayathome
[6] coronavirus
[6] kenya
[5] covid19

Top Hashtags in Tweet in G3:
[483] flattenthecurve
[134] covid19
[51] wearamask
[50] coronavirus
[48] socialdistancing
[41] staysafe
[39] stayhome
[26] stopthespread
[25] covid
[24] washyourhands

Top Hashtags in Tweet in G4:
[91] flattenthecurve
[21] covid19
[16] coronavirus
[11] wearamask
[7] stayhome
[7] covidiots
[6] coronaviruses
[6] wearadamnmask
[5] stayathome
[5] covid

Top Hashtags in Tweet in G5:
[116] maskup
[1] flattenthecurve

Top Hashtags in Tweet in G6:
[5] flattenthecurve
[1] goaway
[1] wearadamnmask
[1] stayhomesavelives
[1] keeptheborderclosed

Top Hashtags in Tweet in G7:
[3] flattenthecurve
[1] maskup
[1] maskson
[1] maskssavelives
[1] coronavirus
[1] covidー19
[1] covid__19
[1] slowthespread
[1] covid
[1] staysafe

Top Hashtags in Tweet in G8:
[14] flattenthecurve
[13] covid19
[1] covid19vic
[1] coronavirus
[1] lockdownextension
[1] healthreimagined
[1] stayhome
[1] stayhomechallenge

Top Hashtags in Tweet in G9:
[50] flattenthecurve
[2] covid19
[2] wearadamnmask
[2] covidー19
[2] wearamask
[1] coronavirus
[1] trumpkillsflorida
[1] trumpownseverydeath
[1] freshtopics
[1] floridacovidepicenter

Top Hashtags in Tweet in G10:
[58] cartoon
[58] flattenthecurve

Top Words
Top Words in Tweet in Entire Graph:
[2575] very
[1900] #flattenthecurve
[1779] #covid19
[1485] #coronavirus
[1424] cases
[1285] friends
[1279] heading
[1278] period
[1271] difficult
[1271] soaring

Top Words in Tweet in G1:
[2513] very
[1256] drdenagrayson
[1256] friends
[1256] heading
[1256] difficult
[1256] period
[1256] #coronavirus
[1256] #covid19
[1256] cases
[1256] soaring

Top Words in Tweet in G2:
[1088] week
[1044] gretathunberg
[1044] school
[1044] strike
[1044] #climatestrikeonline
[1037] keep
[1034] climate
[1032] crisis
[1031] doesn
[1031] go

Top Words in Tweet in G3:
[483] #flattenthecurve
[134] #covid19
[56] mask
[51] #wearamask
[50] #coronavirus
[48] covid
[48] #socialdistancing
[44] 19
[41] #staysafe
[39] #stayhome

Top Words in Tweet in G4:
[91] #flattenthecurve
[35] realdonaldtrump
[21] #covid19
[19] more
[16] docrocktex26
[16] #coronavirus
[14] cases
[13] very
[12] right
[12] schools

Top Words in Tweet in G5:
[232] duck
[116] helping
[116] flatten
[116] curve
[116] wear
[116] mask
[116] maintain
[116] social
[116] distancing
[116] #maskup

Top Words in Tweet in G6:
[73] repbrianhiggins
[69] map
[68] hi
[68] brian
[68] here's
[68] johns
[68] hopkins
[68] university
[68] shows
[68] comparison

Top Words in Tweet in G7:
[68] herd
[68] immunity
[67] cnni
[67] those
[67] gauging
[67] current
[67] behavior
[67] likelihood
[67] develop
[67] lifetime

Top Words in Tweet in G8:
[48] many
[48] asking
[48] lockdown
[48] areas
[48] end
[48] see
[48] map
[48] below
[48] stage
[48] restrictions

Top Words in Tweet in G9:
[50] #flattenthecurve
[47] nygovcuomo
[43] york
[41] look
[41] done
[41] march
[41] compare
[41] happening
[40] truthsovertrump
[40] fl

Top Words in Tweet in G10:
[58] #cartoon
[58] timesofindia
[58] #flattenthecurve
[57] cartoonistsan

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1301] #covid19,cases
[1299] #coronavirus,#covid19
[1270] friends,heading
[1270] heading,very
[1270] very,very
[1270] very,difficult
[1270] difficult,period
[1270] period,#coronavirus
[1270] cases,soaring
[1265] drdenagrayson,friends

Top Word Pairs in Tweet in G1:
[1256] friends,heading
[1256] heading,very
[1256] very,very
[1256] very,difficult
[1256] difficult,period
[1256] period,#coronavirus
[1256] #coronavirus,#covid19
[1256] #covid19,cases
[1256] cases,soaring
[1255] drdenagrayson,friends

Top Word Pairs in Tweet in G2:
[1044] school,strike
[1044] strike,week
[1032] gretathunberg,school
[1032] climate,crisis
[1031] crisis,doesn
[1031] doesn,go
[1031] go,summer
[1031] summer,holiday
[1031] holiday,keep
[1031] keep,protesting

Top Word Pairs in Tweet in G3:
[38] covid,19
[27] #covid19,#flattenthecurve
[23] social,distancing
[22] wear,mask
[15] #flattenthecurve,#covid19
[14] #stopthespread,#flattenthecurve
[13] flatten,curve
[13] #flattenthecurve,#wearamask
[13] #coronavirus,#covid19
[13] #flattenthecurve,#socialdistancing

Top Word Pairs in Tweet in G4:
[10] #coronavirus,#covid19
[9] please,aware
[9] aware,texas
[9] texas,actually
[9] actually,right
[9] right,track
[9] track,#flattenthecurve
[9] #flattenthecurve,greg
[9] greg,democrats
[9] democrats,lead

Top Word Pairs in Tweet in G5:
[116] duck,helping
[116] helping,flatten
[116] flatten,curve
[116] curve,duck
[116] duck,wear
[116] wear,mask
[116] mask,maintain
[116] maintain,social
[116] social,distancing
[116] distancing,#maskup

Top Word Pairs in Tweet in G6:
[68] repbrianhiggins,hi
[68] hi,brian
[68] brian,here's
[68] here's,map
[68] map,johns
[68] johns,hopkins
[68] hopkins,university
[68] university,shows
[68] shows,comparison
[68] comparison,current

Top Word Pairs in Tweet in G7:
[68] herd,immunity
[67] cnni,those
[67] those,gauging
[67] gauging,current
[67] current,behavior
[67] behavior,likelihood
[67] likelihood,herd
[67] immunity,develop
[67] develop,lifetime
[66] tal7291,cnni

Top Word Pairs in Tweet in G8:
[48] many,asking
[48] asking,lockdown
[48] lockdown,areas
[48] areas,end
[48] end,see
[48] see,map
[48] map,below
[48] below,stage
[48] stage,restrictions
[48] restrictions,affect

Top Word Pairs in Tweet in G9:
[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
[2] #covid19,cases

Top Word Pairs in Tweet in G10:
[58] #cartoon,timesofindia
[58] timesofindia,#flattenthecurve
[57] cartoonistsan,#cartoon

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@repbrianhiggins
@gretathunberg
@judgeclayj
@marcorubio
@nathanjreese
@dougducey
@salaamedia
@govmurphy
@johnpavlovitz

Top Replied-To in G1:
@drdenagrayson

Top Replied-To in G2:
@gretathunberg

Top Replied-To in G3:
@admedical

Top Replied-To in G4:
@realdonaldtrump
@johnpavlovitz
@govmikehuckabee
@jennaellisesq
@martinviclib
@aslavitt
@mike_pence
@kvue
@nhgov
@andrewyang

Top Replied-To in G6:
@repbrianhiggins
@mariapepperoni

Top Replied-To in G7:
@cnni

Top Replied-To in G9:
@marcorubio
@boriquagato

Top Mentioned
Top Mentioned in Entire Graph:
@drdenagrayson
@gretathunberg
@uoregon
@repbrianhiggins
@kdickinsonnews
@tal7291
@cnni
@timesofindia
@cartoonistsan
@trafficfreeflow

Top Mentioned in G1:
@drdenagrayson
@brettturner57
@justdreamin91

Top Mentioned in G2:
@gretathunberg
@cevikushb
@mubiruhumble
@steffenster
@usaparents
@patriciakombo
@drdenagrayson
@fridays4future
@rgraydon11
@unfccc

Top Mentioned in G3:
@ginger_exchange
@flooringdirectx
@afdverbot2020
@beebehealthcare
@mindcite_us
@cticc_official
@get_chango
@domainsmmbb
@dayiii_x3

Top Mentioned in G4:
@docrocktex26
@realdonaldtrump
@cdcgov
@houstonchron
@govrondesantis
@gop
@how_much_risk
@vp
@cnn
@potus

Top Mentioned in G5:
@uoregon

Top Mentioned in G6:
@repbrianhiggins
@kdickinsonnews

Top Mentioned in G7:
@tal7291
@cnni
@bennettcartoons

Top Mentioned in G8:
@sandrodemaio
@mpesce
@danielbowen
@victoriancho
@drdenagrayson
@tonyblakely_pi
@abc730
@latrioli

Top Mentioned in G9:
@nygovcuomo
@truthsovertrump
@rondesantisfl
@covid19tracking
@nysfair
@drdenagrayson
@realdonaldtrump
@senrickscott
@oprah
@learningplaces

Top Mentioned in G10:
@timesofindia
@cartoonistsan

Top Tweeters
Top Tweeters in Entire Graph:
@gocoo_59
@gocoo
@jurylady5
@federicoalves
@phillip92321
@ladivinadiva
@kenkircher1
@joannecangal
@ndtv
@pollsstar

Top Tweeters in G1:
@jurylady5
@federicoalves
@phillip92321
@ladivinadiva
@pollsstar
@politicalbee
@magicdmw
@vedehimajumdar
@theresamax
@riskyliberal

Top Tweeters in G2:
@gocoo_59
@gocoo
@kenkircher1
@der_bluthund
@altai_armande
@blanketcrap
@rnitsch
@domenico1oo777
@kouzie01
@rostovahoe

Top Tweeters in G3:
@ladyboarder9669
@michaelmiguelce
@serrano_rene
@capetowntrains
@zunderwhelmed
@haquemarissa
@metroshadowone
@bermon1
@thegentyyc
@chemicaleyeguy

Top Tweeters in G4:
@reuters
@docrocktex26
@foxnews
@boottmills228
@mhmhart
@cnn
@nbcnews
@cmargaronis
@davwain1
@lanesadalup

Top Tweeters in G5:
@skywaker9
@cg_flythew
@chrismnovak
@yellowman617
@tylertas
@add1son9
@btwnthestacks
@quackarazzi
@ivanfcb124
@brickwalljamief

Top Tweeters in G6:
@blubdha
@peace1
@manish_vij
@anonbene5
@omyword
@ltmcdies
@mrkillwolf666
@scruffage
@chelseaboots
@wrapitupharder

Top Tweeters in G7:
@joannecangal
@sar_oso
@peopledied2vote
@cnni
@rgc_bppa
@youngchris27040
@vbrighthorses
@icewolf610
@tressalog
@buddha_dragon1

Top Tweeters in G8:
@asher_wolf
@jot_au
@melissasweetdr
@wittatwitta
@mpesce
@lizdolphinfluff
@aitch_el
@9newsmelb
@madvet2000
@margarethollin1

Top Tweeters in G9:
@donna_spackman
@bonnibk
@bonitarosekemp
@rob0349
@kalinecountry
@resistersis20
@claydeath1
@realdlhughley
@krist59xkris
@bwheatnyc

Top Tweeters in G10:
@timesofindia
@ramchandanigp
@sharmaanildelhi
@greatairi
@hash62
@hihyderabad
@rabirsen397
@sks5706
@nihalmirza_inc
@joyvin_