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#FlattenTheCurve_2020-05-29_00-57-37.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 29, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/2ZMHUIk
@pam_sands
@spreeblick
@whatisfreedom2
@ellenmadrid4
@realdonaldtrump
@1chance2020
@gp_commsafety
@joebiden
@theawkwardgop
@hotpage_news

Top hashtags:
#flattenthecurve
#covid19
#coronavirus
#socialdistancing

Description:
Description
The graph represents a network of 5,241 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, 29 May 2020 at 07:59 UTC.

The requested start date was Friday, 29 May 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 2-day, 16-hour, 6-minute period from Monday, 25 May 2020 at 20:05 UTC to Thursday, 28 May 2020 at 12:11 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 : 5241
Unique Edges : 2665
Edges With Duplicates : 7336
Total Edges : 10001
Number of Edge Types : 5
Retweet : 3149
MentionsInRetweet : 3851
Tweet : 1551
Mentions : 1214
Replies to : 236
Self-Loops : 1636
Reciprocated Vertex Pair Ratio : 0.0123250470022979
Reciprocated Edge Ratio : 0.0243499793644243
Connected Components : 1277
Single-Vertex Connected Components : 586
Maximum Vertices in a Connected Component : 514
Maximum Edges in a Connected Component : 1194
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.099902
Graph Density : 0.000176456622840172
Modularity : 0.522308
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 5,241 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, 29 May 2020 at 07:59 UTC.

The requested start date was Friday, 29 May 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 2-day, 16-hour, 6-minute period from Monday, 25 May 2020 at 20:05 UTC to Thursday, 28 May 2020 at 12:11 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:
[188] https://twitter.com/andreasdotorg/status/1265018869166440448
[132] http://hotpagenews.com
[28] https://www.youtube.com/watch?v=9VwVuUY4nPQ&feature=youtu.be

[15] https://www.youtube.com/watch?v=wzyal1GhM0k&feature=youtu.be

[14] https://www.youtube.com/watch?v=REMHGHg8ehs&feature=youtu.be

[7] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[7] https://carpha.org/What-We-Do/Public-Health/Novel-Coronavirus
[7] https://www.youtube.com/watch?v=XMJ0EmMfb3U&feature=youtu.be

[6] https://www.qualtrics.com/here-to-help/
[6] https://gisanddata.maps.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6

Top URLs in Tweet in G1:
[7] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[6] https://gisanddata.maps.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6
[5] https://twitter.com/andreasdotorg/status/1265018869166440448
[4] https://streamlabs.com/doggerry/p/home/
[3] https://www.demographie-netzwerk.de/aktuelles/e-learning-von-a-bis-z/
[2] https://twitter.com/lc_nl/status/1265251179120021505
[2] https://www.youtube.com/watch?v=bLH80Tlu4Go&list=PLYFwDiUVun5rW1zIcWDRInyhw2iFRLeCE

[2] https://www.youtube.com/watch?v=Lvy7rVnxoqw&list=PLYFwDiUVun5rW1zIcWDRInyhw2iFRLeCE

[2] https://teespring.com/shop/social-distancing-specialist
[2] https://www.worldometers.info/coronavirus/country/us/

Top URLs in Tweet in G2:
[172] https://twitter.com/andreasdotorg/status/1265018869166440448
[1] https://twitter.com/visevic/status/1265205891856510976

Top URLs in Tweet in G3:
[1] https://twitter.com/dcexaminer/status/1265315659925184513

Top URLs in Tweet in G4:
[3] https://twitter.com/DrZweliMkhize/status/1265200126051696640

Top URLs in Tweet in G5:
[2] https://www.youtube.com/watch?v=pyavctH2LeA

[1] https://gis.cdc.gov/grasp/fluview/main.html
[1] https://www.cbsnews.com/amp/news/flattening-the-curve-coronavirus-graph-social-distancing-self-quarantine-no-large-events-covid-19/
[1] https://www.cnn.com/2020/05/27/health/us-coronavirus-wednesday/index.html
[1] https://twitter.com/nytimes/status/1264570817704329216
[1] https://twitter.com/tsn_says/status/1265738150418223109
[1] https://twitter.com/1Chance2020/status/1265433546472079360
[1] https://twitter.com/michaeljknowles/status/1265397626062557184
[1] https://twitter.com/wcnc/status/1265210957220937728
[1] https://coronavirus.jhu.edu/data/new-cases

Top URLs in Tweet in G6:
[28] https://www.youtube.com/watch?v=9VwVuUY4nPQ&feature=youtu.be

[1] https://www.thedailynewsonline.com/news/no-new-covid-19-cases-in-livingston-county-for-second-day-infection-rate-down-to/article_95c0bf22-654e-5e9f-b8d0-4e02c10c3d81.html
[1] https://www.linkedin.com/posts/jacob-barratt-8b233898_flattenthecurve-covidtesting-sarscov2-activity-6671046340425875456-TCyw

Top URLs in Tweet in G8:
[1] http://bit.ly/MeloDeanWilliams
[1] https://www.youtube.com/watch?v=2XSTkWC8ocU&feature=youtu.be


Top URLs in Tweet in G10:
[7] https://www.youtube.com/watch?v=XMJ0EmMfb3U&feature=youtu.be

[4] https://protectingimmigrantfamilies.org/take-action/
[1] https://www.npr.org/2020/05/27/863422810/california-provides-coronavirus-relief-cash-for-undocumented-residents
[1] https://www.washingtonpost.com/news/powerpost/paloma/powerup/2020/05/27/powerup-policymakers-concerned-that-immigrants-avoiding-coronavirus-testing-and-care/5ecd7842602ff165d3e41a05/
[1] https://www.pbs.org/newshour/show/thousands-lost-medical-coverage-as-pandemic-approached
[1] https://nextcity.org/daily/entry/public-charge-rule-compounds-coronavirus-concerns-for-immigrant-communities
[1] https://dailycaller.com/2020/05/23/ralph-northam-virginia-masks-coronavirrus/
[1] https://twitter.com/educati0n4libs/status/1265371981526032384
[1] https://twitter.com/robertplewis/status/1265528460568649729
[1] https://www.sacbee.com/news/coronavirus/article242990931.html

Top Domains
Top Domains in Tweet in Entire Graph:
[428] twitter.com
[264] hotpagenews.com
[112] youtube.com
[91] instagram.com
[38] linkedin.com
[14] org.za
[12] co.za
[9] burdawtg.com
[7] flooringdirecttexas.com
[7] arcgis.com

Top Domains in Tweet in G1:
[88] twitter.com
[66] instagram.com
[18] youtube.com
[13] linkedin.com
[7] flooringdirecttexas.com
[6] arcgis.com
[5] co.za
[4] streamlabs.com
[3] shuttout.com
[3] demographie-netzwerk.de

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

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

Top Domains in Tweet in G4:
[3] twitter.com

Top Domains in Tweet in G5:
[7] twitter.com
[2] youtube.com
[1] cdc.gov
[1] cbsnews.com
[1] cnn.com
[1] jhu.edu
[1] blogspot.com

Top Domains in Tweet in G6:
[28] youtube.com
[1] thedailynewsonline.com
[1] linkedin.com

Top Domains in Tweet in G8:
[1] bit.ly
[1] youtube.com

Top Domains in Tweet in G10:
[7] youtube.com
[4] protectingimmigrantfamilies.org
[2] twitter.com
[1] npr.org
[1] washingtonpost.com
[1] pbs.org
[1] nextcity.org
[1] dailycaller.com
[1] sacbee.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3386] flattenthecurve
[1000] covid19
[515] coronavirus
[424] socialdistancing
[299] stayhome
[195] staysafe
[187] pandemic
[164] covid
[153] covid_19
[148] trump



Top Hashtags in Tweet in G1:
[720] flattenthecurve
[193] covid19
[98] stayhome
[83] coronavirus
[76] socialdistancing
[72] staysafe
[36] covid_19
[30] stayathome
[23] stopthespread
[23] covid

Top Hashtags in Tweet in G2:
[407] flattenthecurve

Top Hashtags in Tweet in G3:
[1] flattenthecurve
[1] tuesdaymotivation
[1] openamericanow

Top Hashtags in Tweet in G4:
[96] flattenthecurve
[90] gautengcovid19
[14] covid_19
[5] covid19
[4] nationallockdown
[4] covid19sa
[1] okaemolao
[1] ventilator
[1] coronaviruspandemic
[1] medtwitter

Top Hashtags in Tweet in G5:
[75] coronavirus
[71] election2020
[71] flattenthecurve
[69] coronaoutbreak
[66] chinacoronavirus
[61] pencepandemic
[61] mikepence
[30] socialdistancing
[29] votebluenomatterwho
[26] washyourhands

Top Hashtags in Tweet in G6:
[94] ncyt
[92] flattenthecurve
[78] covid
[58] primerdesignltds
[51] primerdesignltd
[28] primerdesignlts
[1] covidtesting
[1] sarscov2

Top Hashtags in Tweet in G7:
[1] flattenthecurve
[1] kasaragodinitiative

Top Hashtags in Tweet in G8:
[2] flattenthecurve
[1] covid19
[1] firstrespondersfirst

Top Hashtags in Tweet in G9:
[18] flattenthecurve
[18] albania
[18] andorra
[18] australia
[18] bahamas
[18] barbados
[18] belize
[18] bhutan
[18] bosnia
[18] burkinafaso

Top Hashtags in Tweet in G10:
[32] flattenthecurve
[24] covid19
[19] coronavirus
[9] opencalifornianow
[9] china
[9] ccp
[9] bioweapon
[9] sars
[9] makechinapay
[8] opencalifornia

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:
[720] #flattenthecurve
[193] #covid19
[98] #stayhome
[83] #coronavirus
[76] #socialdistancing
[72] #staysafe
[69] covid
[58] 19
[56] home
[51] help

Top Words in Tweet in G2:
[407] #flattenthecurve
[405] spreeblick

Top Words in Tweet in G3:
[386] absolutely
[386] true
[386] dems
[386] playbook
[386] win
[386] election
[386] think
[386] working
[386] people
[386] lives

Top Words in Tweet in G4:
[108] gp_commsafety
[96] #flattenthecurve
[90] #gautengcovid19
[62] products
[47] expired
[46] mec
[46] turffontein
[43] gauteng
[38] food
[37] discovered

Top Words in Tweet in G5:
[75] #coronavirus
[71] #election2020
[71] #flattenthecurve
[69] #coronaoutbreak
[66] #chinacoronavirus
[61] #pencepandemic
[61] #mikepence
[48] wqbelle
[38] editorial
[38] cartoon

Top Words in Tweet in G6:
[138] 19
[132] primerdesignltd
[94] #ncyt
[92] #flattenthecurve
[78] #covid
[62] response
[60] covid
[58] #primerdesignltds
[58] thecurve
[51] #primerdesignltd

Top Words in Tweet in G7:
[192] april
[97] kasaragod
[97] cases
[96] 2nd
[96] 127
[96] confirmed
[96] covid
[96] mumbai
[96] 185
[96] 16th

Top Words in Tweet in G8:
[93] covid
[93] 19
[92] carmeloanthony
[89] learned
[89] lot
[89] dean
[89] michelle
[89] williams
[89] harvardchansph
[89] responsibility

Top Words in Tweet in G9:
[26] vaccinologist
[18] #flattenthecurve
[18] #albania
[18] #andorra
[18] #australia
[18] #bahamas
[18] #barbados
[18] #belize
[18] #bhutan
[18] #bosnia

Top Words in Tweet in G10:
[32] #flattenthecurve
[24] #covid19
[19] #coronavirus
[12] time
[11] 1st
[11] pandemic
[11] began
[11] johnshopkins'
[11] dashboard
[11] washingtonpost's

Top Word Pairs
Top Word Pairs in Tweet in G2:
[57] spreeblick,#flattenthecurve

Top Word Pairs in Tweet in G3:
[405] absolutely,true
[] true,dems
[] dems,playbook
[] playbook,win
[] win,election
[] election,think
[] think,working
[] working,people
[] people,lives
[] pam_sands,absolutely

Top Word Pairs in Tweet in G4:
[386] #gautengcovid19,#flattenthecurve
[386] gp_commsafety,mec
[386] turffontein,#gautengcovid19
[386] food,products
[386] mec,discovered
[386] discovered,expired
[386] gp_commsafety,gauteng
[386] gauteng,traffic
[386] traffic,police
[385] expired,dairy

Top Word Pairs in Tweet in G5:
[87] #coronavirus,#coronaoutbreak
[37] #coronaoutbreak,#chinacoronavirus
[37] #chinacoronavirus,#pencepandemic
[37] #pencepandemic,#mikepence
[34] #mikepence,#election2020
[34] editorial,cartoon
[27] #election2020,#votebluenomatterwho
[26] #socialdistancing,#flattenthecurve
[26] #votebluenomatterwho,#socialdistancing
[25] #washyourhands,#handwashing

Top Word Pairs in Tweet in G6:
[69] #covid,19
[66] covid,19
[61] #primerdesignltds,covid
[61] 19,response
[60] response,#flattenthecurve
[38] #flattenthecurve,thecurve
[29] thecurve,#ncyt
[28] primerdesignltd,#primerdesignltds
[26] sars,cov
[26] #primerdesignltd,latest

Top Word Pairs in Tweet in G7:
[78] 2nd,april
[60] april,kasaragod
[58] kasaragod,127
[58] 127,confirmed
[58] confirmed,covid
[58] covid,cases
[58] cases,mumbai
[57] mumbai,185
[48] 185,april
[47] april,16th

Top Word Pairs in Tweet in G8:
[96] covid,19
[96] learned,lot
[96] lot,dean
[96] dean,michelle
[96] michelle,williams
[96] williams,harvardchansph
[96] harvardchansph,responsibility
[96] responsibility,slow
[96] slow,spread
[96] spread,covid

Top Word Pairs in Tweet in G9:
[93] #albania,#andorra
[89] #andorra,#australia
[89] #australia,#bahamas
[89] #bahamas,#barbados
[89] #barbados,#belize
[89] #belize,#bhutan
[89] #bhutan,#bosnia
[89] #bosnia,#burkinafaso
[89] #burkinafaso,#cambodia
[89] #cambodia,#china

Top Word Pairs in Tweet in G10:
[18] 1st,time
[18] time,#coronavirus
[18] #coronavirus,pandemic
[18] pandemic,began
[18] began,johnshopkins'
[18] johnshopkins',#covid19
[18] #covid19,dashboard
[18] dashboard,washingtonpost's
[18] washingtonpost's,chart
[18] chart,show

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@andreasdotorg
@cagovernor
@govmurphy
@lapublichealth
@myanc
@cseindia
@kenyaairways
@speakerpelosi
@gocharms

Top Replied-To in G2:
@spreeblick

Top Replied-To in G4:
@gautenghealth
@sancacentral
@governmentza

Top Replied-To in G5:
@realdonaldtrump
@cnn
@chef_wouter
@nc_governor
@binkycats
@charliekirk11
@kausmickey
@4wding
@victoriabaldas2
@greggjarrett

Top Replied-To in G9:
@gocharms

Top Replied-To in G10:
@cagovernor
@lapublichealth
@santamonicacity
@npr
@arcticsparkler
@washingtonpost
@prageru
@thegreatkingsir
@alexberenson
@gavinnewsom

Top Mentioned
Top Mentioned in Entire Graph:
@spreeblick
@pam_sands
@primerdesignltd
@gp_commsafety
@shamikaravi
@carmeloanthony
@harvardchansph
@nboogz
@wqbelle
@alexanderodora1

Top Mentioned in G1:
@flooringdirectx
@ginger_exchange
@alcat19
@beebehealthcare
@koencarels
@knowacross
@coreg20
@cubao_bottom
@dfeatheodds
@downtownmemphis

Top Mentioned in G2:
@spreeblick

Top Mentioned in G3:
@pam_sands

Top Mentioned in G4:
@gp_commsafety
@governmentza
@faithmazibukosa
@jacobmamabolosa
@lebogangmaile1
@milkorsa
@gpdrt_
@mbalihlophesa
@cityofjoburgza
@sapoliceservice

Top Mentioned in G5:
@wqbelle
@realdonaldtrump
@nytimes
@1chance2020
@pulitzerprizes
@twitter
@alankhazei
@lindseymustgo
@roycoopernc
@miarubee

Top Mentioned in G6:
@primerdesignltd
@conquer43162270

Top Mentioned in G7:
@shamikaravi

Top Mentioned in G8:
@carmeloanthony
@harvardchansph
@harvardchandean

Top Mentioned in G9:
@vaccinologist
@jamaicatax
@mofjamaica
@roadsafetyja
@princec876
@mtmjamaica
@pbcjamaica
@thepsoj
@chunchi
@biancawelds

Top Mentioned in G10:
@washingtonpost
@johnshopkins
@michael_lipin
@gavinnewsom
@cagovernor
@joaquincastrotx
@capublichealth
@chhsagency
@cdphdirector
@aoc

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@hrblock_21
@aprinc3ss88
@w_angels_wings
@billm9
@chipotletweets
@bkindngood
@dclarediane
@chrisbrey1
@jtblogs

Top Tweeters in G1:
@ladyboarder9669
@oderoalulu
@forzacorrado
@michaelchin30
@cin60119002
@jimmybear2
@gpeaceelf
@sbarrbrisebois
@drjlmooreiii
@anewhomestar

Top Tweeters in G2:
@_l17r_
@glynmoody
@muschelschloss
@phakdi_
@damian_godden
@sareru
@alfred996
@quantatheist
@pull0verschwein
@edzardernst

Top Tweeters in G3:
@dclarediane
@superyayadize
@vetapologist
@darhar981
@mooseman1956
@alley167
@mboksr_maga
@freedomconnect_
@gbroh10
@vfl2013

Top Tweeters in G4:
@thabiso_dlamini
@cityofjoburgza
@ziyaggy
@abramjee
@iam_astra
@kenn_ffci
@maggsnaidu
@justicebigm
@lavitosoul
@marinavanzyl

Top Tweeters in G5:
@nytimes
@cnn
@martam62296137
@tblackwe85
@repstevensmith
@russ30327
@oann
@sharkradionet
@reneefiredup
@ruthrgreenwood

Top Tweeters in G6:
@adrianwfire
@cedriccroze
@rick_shares
@californiajoe01
@sniffer78
@gasman2020
@leedbartz
@j_niemeijer
@dirksfadeaway
@sc0rp10n99

Top Tweeters in G7:
@danceeatrepeat
@ashokramsingh
@friendliighost
@kumbalagodk
@harshkkapoor
@rebellious230
@satheeshpodury
@abhirashi_18
@trueindian1506
@tangoreddevil

Top Tweeters in G8:
@blogdiva
@forevershinin
@jaredeummer
@trapcinephile
@globalgrind
@zenber1
@therealdh_
@diplomat_33
@mrtachilles
@maxinepatterson

Top Tweeters in G9:
@petchary
@taieb_bot
@sparkiebaby
@yaadmeki
@mackayim
@biancawelds
@kingstonsanna
@onthegroundjm
@gocharms
@clarkecooper

Top Tweeters in G10:
@thegreatkingsir
@m_mrezamm
@washingtonpost
@peymaneh123
@npr
@newshour
@voanews
@carlbotha2
@sbsportsdiva
@reaganbattalion


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