#FlattenTheCurve, Twitter, 4/7/2020 9:23:11 AM, 224546


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#FlattenTheCurve_2020-04-07_00-35-33.xlsx
#FlattenTheCurve_2020-04-07_00-35-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 07, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/2V7XytT
@artbymadeleine
@who
@nygovcuomo
@cdcgov
@steflonmd
@meganranney
@alvie_barr
@cnn
@v2019n
@grace419

Top hashtags:
#flattenthecurve
#covid19
#stayhome
#stayathome
#socialdistancing
#coronavirus
#covid_19

Description:
Description
The graph represents a network of 6,668 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 Tuesday, 07 April 2020 at 07:38 UTC.

The requested start date was Tuesday, 07 April 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 1-day, 2-hour, 5-minute period from Tuesday, 31 March 2020 at 04:57 UTC to Wednesday, 01 April 2020 at 07:03 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 : 6668
Unique Edges : 7057
Edges With Duplicates : 573
Total Edges : 7630
Number of Edge Types : 4
MentionsInRetweet : 4626
Tweet : 1444
Mentions : 1305
Replies to : 255
Self-Loops : 1444
Reciprocated Vertex Pair Ratio : 0.007694881231181
Reciprocated Edge Ratio : 0.0152722443559097
Connected Components : 1607
Single-Vertex Connected Components : 589
Maximum Vertices in a Connected Component : 541
Maximum Edges in a Connected Component : 724
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 6.294162
Graph Density : 0.00013550612211441
Modularity : 0.854341
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 6,668 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 Tuesday, 07 April 2020 at 07:38 UTC.

The requested start date was Tuesday, 07 April 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 1-day, 2-hour, 5-minute period from Tuesday, 31 March 2020 at 04:57 UTC to Wednesday, 01 April 2020 at 07:03 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:
[17] https://bit.ly/2WzPe8u
[13] https://www.politico.com/states/california/story/2020/03/30/bend-it-like-the-bay-area-doctors-see-flatter-curve-after-2-weeks-of-social-isolation-1269663
[12] https://www.talenthouse.com/i/united-nations-global-call-out-to-creatives-help-stop-the-spread-of-covid-19
[10] https://twitter.com/covid_19rsa/status/1240924212220624896?s=21
[9] https://twitter.com/covid_19rsa/status/1240924212220624896
[6] https://braincon.de/BCS
[6] https://covid19.healthdata.org/projections
[6] https://twitter.com/rickmercer/status/1245108021329608706
[5] http://www.cbc.ca/player/play/1718521411840/
[5] https://www.gameofscores.com/fund-raiser/covid19

Top URLs in Tweet in G1:
[6] https://www.politico.com/states/california/story/2020/03/30/bend-it-like-the-bay-area-doctors-see-flatter-curve-after-2-weeks-of-social-isolation-1269663
[4] http://www.cbc.ca/player/play/1718521411840/
[3] https://twitter.com/morningmoneyben/status/1244626949894520833
[3] https://twitter.com/rickmercer/status/1245108021329608706
[2] https://covid19.healthdata.org/projections
[2] https://www.linkedin.com/posts/activity-6650647808384786433-vdsx/
[2] https://nyti.ms/3av9IDK
[2] https://medium.com/@Cancerwarrior/covid-19-why-we-should-all-wear-masks-there-is-new-scientific-rationale-280e08ceee71
[2] https://twitter.com/zhangjielai/status/1243763371997949952
[1] https://public.flourish.studio/visualisation/1712761/

Top URLs in Tweet in G3:
[12] https://www.talenthouse.com/i/united-nations-global-call-out-to-creatives-help-stop-the-spread-of-covid-19
[1] http://on.gucci.com/ForFunding_
[1] https://twitter.com/alizmoulana/status/1244870508752957440
[1] https://twitter.com/davidnabarro/status/1243321263185178630
[1] https://twitter.com/davidnabarro/status/1244684449041846274
[1] https://ucsfh.org/2wBLHvY
[1] https://coronavirus.gov/
[1] http://aigadsgn.org/39r0FCo
[1] https://twitter.com/bob_wachter/status/1245185051316195328
[1] https://j.mp/3bqjHKn

Top URLs in Tweet in G4:
[2] https://bit.ly/2QV6QZ3
[1] https://twitter.com/risklayer/status/1244751014068191232

Top URLs in Tweet in G6:
[1] https://twitter.com/enalcaide/status/1245026804638912512
[1] https://www.nytimes.com/video/world/europe/100000007051789/coronavirus-ppe-shortage-health-care-workers.html
[1] https://news.sky.com/story/coronavirus-trump-warns-americans-to-expect-painful-two-weeks-due-to-covid-19-plague-11966579
[1] https://www.premier.vic.gov.au/huge-expansion-of-our-health-system-to-fight-coronavirus/
[1] https://www.dhhs.vic.gov.au/sites/default/files/documents/202003/Stay%20at%20Home%20Directions%20.pdf
[1] https://www.nytimes.com/2020/03/27/style/modern-love-coronavirus-seattle-kirkland.html
[1] https://www.vox.com/2020/3/10/21171481/coronavirus-us-cases-quarantine-cancellation
[1] https://twitter.com/i/events/1238901803292323840
[1] https://www.nytimes.com/2020/03/30/health/coronavirus-restrictions-fevers.html?referringSource=articleShare
[1] https://www.nytimes.com/2020/03/29/us/seattle-washington-state-coronavirus-transmission-rate.html

Top URLs in Tweet in G7:
[1] https://twitter.com/atrupar/status/1245106545668620291

Top URLs in Tweet in G8:
[3] https://twitter.com/rickmercer/status/1245108021329608706
[1] https://twitter.com/PrideToronto/status/1240281695523405824
[1] https://twitter.com/jburnmurdoch/status/1245124041524068353
[1] http://www.cbc.ca/player/play/1718521411840/
[1] https://www.cbc.ca/comedy/rick-s-rant-social-isolation-1.5516598
[1] https://twitter.com/akhanna_md/status/1245176569431298048
[1] https://twitter.com/KellyCanuckTO/status/1245131391433662465
[1] https://www.cbc.ca/comedy/rick-s-rant-social-isolation-1.5516598?__vfz=medium%3Dsharebar

Top URLs in Tweet in G9:
[1] https://twitter.com/neeratanden/status/1244766073662124033
[1] https://twitter.com/Yodasnuggs/status/1240285529578639361
[1] https://www.nytimes.com/2020/03/31/us/politics/coronavirus-max-rose-new-york.html
[1] https://twitter.com/newday/status/1244943600766586882
[1] https://www.vox.com/science-and-health/2020/3/27/21190774/ventilator-respirator-quarantine-isolation-definitions-covid-19-pandemic-terms
[1] https://twitter.com/NYScanner/status/1245083023734906881

Top Domains
Top Domains in Tweet in Entire Graph:
[368] twitter.com
[72] bit.ly
[59] instagram.com
[22] youtu.be
[18] youtube.com
[14] politico.com
[12] talenthouse.com
[11] ow.ly
[11] buff.ly
[10] medium.com

Top Domains in Tweet in G1:
[123] twitter.com
[48] instagram.com
[17] bit.ly
[6] politico.com
[5] buff.ly
[5] linkedin.com
[4] youtu.be
[4] cbc.ca
[4] medium.com
[2] sky.com

Top Domains in Tweet in G3:
[12] talenthouse.com
[7] twitter.com
[1] gucci.com
[1] ucsfh.org
[1] coronavirus.gov
[1] aigadsgn.org
[1] j.mp
[1] google.com

Top Domains in Tweet in G4:
[2] bit.ly
[1] twitter.com

Top Domains in Tweet in G6:
[4] nytimes.com
[2] twitter.com
[2] gov.au
[1] sky.com
[1] vox.com

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

Top Domains in Tweet in G8:
[7] twitter.com
[3] cbc.ca

Top Domains in Tweet in G9:
[4] twitter.com
[1] nytimes.com
[1] vox.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3396] flattenthecurve
[1127] covid19
[442] stayhome
[441] stayathome
[374] socialdistancing
[351] coronavirus
[160] covid_19
[139] stayhomesavelives
[130] workfromhome
[120] staysafe



Top Hashtags in Tweet in G1:
[630] flattenthecurve
[140] covid19
[93] stayathome
[73] stayhome
[68] socialdistancing
[58] coronavirus
[31] covidー19
[27] corona
[22] staysafe
[19] covid

Top Hashtags in Tweet in G2:
[1] flattenthecurve

Top Hashtags in Tweet in G3:
[57] flattenthecurve
[33] covid19
[23] coronavirus
[14] stopthespread
[8] unopenbrief
[8] covid
[7] gucci
[6] safehands
[6] alonetogether
[6] viralkindness

Top Hashtags in Tweet in G4:
[88] flattenthecurve
[41] coronavirus
[41] deutschland
[3] stayathome
[2] covid19de
[2] corona
[1] plauamsee
[1] danke
[1] gemeinsamgegencorona
[1] wirbleibenda

Top Hashtags in Tweet in G5:
[102] workfromhome
[102] stayathome
[102] flattenthecurve

Top Hashtags in Tweet in G6:
[25] flattenthecurve
[9] covid19
[5] covid
[3] coronavirus
[2] heroes
[2] washyourhands
[2] stayathome
[2] masks4all
[2] springst
[2] auspol

Top Hashtags in Tweet in G7:
[82] n95
[82] ccds
[6] flattenthecurve
[2] covid19
[1] itcanbedone
[1] battelleccds
[1] inthistogether
[1] ppe
[1] stayhome
[1] savelives

Top Hashtags in Tweet in G8:
[95] flattenthecurve
[88] covid19
[78] stayhome
[8] canada
[8] rant
[6] stayathome
[4] plugtheholes
[3] coronavirusontario
[3] socialdistancing
[3] stayhomesavelives

Top Hashtags in Tweet in G9:
[32] flattenthecurve
[12] covid19
[7] nyccovid
[2] lockdown
[2] stopthespread
[2] stayathome
[1] lockdownnyc
[1] nyc
[1] doctors
[1] ppe

Top Hashtags in Tweet in G10:
[86] lasd
[1] n95
[1] ccds
[1] palmdale
[1] nationaldoctorsday
[1] av411
[1] flattenthecurve

Top Words
Top Words in Tweet in Entire Graph:
[3901] Words in Sentiment List#1: Positive
[2285] Words in Sentiment List#2: Negative
[16] Words in Sentiment List#3: Angry/Violent
[133457] Non-categorized Words
[139643] Total Words
[3345] #flattenthecurve
[1112] #covid19
[773] 19
[722] health
[692] covid

Top Words in Tweet in G1:
[623] #flattenthecurve
[138] #covid19
[93] #stayathome
[85] stay
[78] home
[73] #stayhome
[70] 19
[67] #socialdistancing
[56] #coronavirus
[40] people

Top Words in Tweet in G2:
[482] public
[482] health
[482] called
[482] tomorrow
[482] told
[482] tested
[482] positive
[482] covid
[482] 19
[482] asked

Top Words in Tweet in G3:
[57] #flattenthecurve
[33] #covid19
[23] #coronavirus
[22] help
[20] home
[19] spread
[18] 19
[16] stop
[16] cdcgov
[15] talenthouse

Top Words in Tweet in G4:
[223] fã
[143] die
[100] seid
[88] #flattenthecurve
[79] polizei_ffm
[77] daheimgeblieben
[63] 15
[41] risklayer
[41] bestã
[41] tigte

Top Words in Tweet in G5:
[102] #workfromhome
[102] #stayathome
[102] #flattenthecurve
[101] friendstv

Top Words in Tweet in G6:
[25] #flattenthecurve
[21] more
[17] health
[13] jennymikakos
[10] home
[10] victoriaâ
[10] system
[10] receive
[10] massive
[10] 3b

Top Words in Tweet in G7:
[166] battelle
[164] decontamination
[83] happening
[82] #n95
[82] masks
[82] today
[82] one
[82] #ccds
[82] critical
[82] care

Top Words in Tweet in G8:
[95] #flattenthecurve
[91] rickmercer
[88] #covid19
[78] rant
[78] #stayhome
[77] kellycanuckto
[77] national
[77] treasure
[76] canadaâ
[76] special

Top Words in Tweet in G9:
[53] state
[33] govmurphy
[31] #flattenthecurve
[29] weâ
[28] lives
[27] re
[26] average
[26] jersey
[26] we've
[26] lived

Top Words in Tweet in G10:
[86] drove
[86] palmdalemedical
[86] evening
[86] seen
[86] #lasd
[86] patrol
[86] cars
[86] lighting
[86] building
[85] palmdalesheriff

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[670] covid,19
[531] public,health
[486] tested,positive
[486] positive,covid
[484] health,called
[484] called,tomorrow
[484] tomorrow,told
[484] told,tested
[484] 19,asked
[484] asked,list

Top Word Pairs in Tweet in G1:
[41] stay,home
[41] #stayathome,#flattenthecurve
[33] covid,19
[32] #covid19,#flattenthecurve
[31] #covidãƒ,19
[26] #stayhome,#flattenthecurve
[21] social,distancing
[20] #flattenthecurve,#covid19
[18] #flattenthecurve,#stayathome
[15] ø,ù

Top Word Pairs in Tweet in G2:
[482] public,health
[482] health,called
[482] called,tomorrow
[482] tomorrow,told
[482] told,tested
[482] tested,positive
[482] positive,covid
[482] covid,19
[482] 19,asked
[482] asked,list

Top Word Pairs in Tweet in G3:
[14] #stopthespread,#coronavirus
[14] help,stop
[14] stop,spread
[10] covid,19
[10] 19,talenthouse
[9] call,creatives
[8] #covid,19
[8] talenthouse,#flattenthecurve
[8] #flattenthecurve,#stopthespread
[7] #unopenbrief,help

Top Word Pairs in Tweet in G4:
[79] polizei_ffm,die
[77] die,fã
[77] fã,#flattenthecurve
[77] #flattenthecurve,daheimgeblieben
[77] daheimgeblieben,seid
[77] seid,fã
[41] bestã,tigte
[41] tigte,#coronavirus
[41] #coronavirus,fã
[41] fã,lle

Top Word Pairs in Tweet in G5:
[102] #workfromhome,#stayathome
[102] #stayathome,#flattenthecurve
[101] friendstv,#workfromhome

Top Word Pairs in Tweet in G6:
[10] victoriaâ,health
[10] health,system
[10] system,receive
[10] receive,massive
[10] massive,3b
[10] 3b,boost
[10] boost,000
[10] 000,more
[10] more,icu
[10] icu,beds

Top Word Pairs in Tweet in G7:
[82] decontamination,#n95
[82] #n95,masks
[82] masks,happening
[82] happening,today
[82] today,one
[82] one,battelle
[82] battelle,#ccds
[82] #ccds,critical
[82] critical,care
[82] care,decontamination

Top Word Pairs in Tweet in G8:
[77] treasure,rickmercer
[76] canadaâ,national
[76] national,treasure
[76] rickmercer,special
[76] special,rant
[76] rant,canada
[76] canada,#flattenthecurve
[76] #flattenthecurve,#stayhome
[76] #stayhome,#covid19
[75] kellycanuckto,canadaâ

Top Word Pairs in Tweet in G9:
[27] weâ,re
[26] govmurphy,weâ
[26] re,average
[26] average,state
[26] state,jersey
[26] jersey,we've
[26] we've,lived
[26] lived,lives
[26] lives,punching
[26] punching,above

Top Word Pairs in Tweet in G10:
[86] drove,palmdalemedical
[86] palmdalemedical,evening
[86] evening,seen
[86] seen,#lasd
[86] #lasd,patrol
[86] patrol,cars
[86] cars,lighting
[86] lighting,building
[85] palmdalesheriff,drove
[85] building,everythinâ

Top Replied-To
Top Replied-To in Entire Graph:
@icegov
@news24
@gavinnewsom
@gregabbott_tx
@sabcnewsonline
@shawninarizona
@tagesschau
@kellycanuckto
@raywinnipeg
@abscbnnews

Top Replied-To in G1:

Top Replied-To in G3:
@narendramodi
@who
@drsanjaygupta
@surgeon_general
@manavsubodh
@bob_wachter
@t_inglesby

Top Replied-To in G4:
@phikuro

Top Replied-To in G6:
@comilla_s
@smh
@jennymikakos
@furorrises
@australian
@conversationedu
@healthgovau
@balajis

Top Replied-To in G7:
@mystlukes
@jameslosey3

Top Replied-To in G8:
@kellycanuckto
@realskipbayless
@n_weva
@rickmercer

Top Replied-To in G9:
@drericding
@amermedicalassn
@chriscuomo
@cnn
@govmurphy

Top Mentioned
Top Mentioned in Entire Graph:
@artbymadeleine
@friendstv
@rickmercer
@palmdalemedical
@battelle
@palmdalesheriff
@polizei_ffm
@kellycanuckto
@zhangjielai
@harriscojudge

Top Mentioned in G1:
@bonaviewmediang

Top Mentioned in G2:
@artbymadeleine

Top Mentioned in G3:
@who
@cdcgov
@talenthouse
@un
@gucci
@activate1m1b
@davidnabarro
@ayeshazuhair
@siddhantdoshi27

Top Mentioned in G4:
@polizei_ffm
@risklayer
@turkishrose2
@phikuro
@welt
@polizeilwl

Top Mentioned in G5:
@friendstv

Top Mentioned in G6:
@jennymikakos
@nytimes
@scottmorrisonmp
@washingtonpost
@jmkuomd
@nuriaq
@who
@guardian
@danielandrewsmp
@albomp

Top Mentioned in G7:
@battelle
@govmikedewine
@governortomwolf
@osuwexmed
@secretarylevine
@ohiohighered
@ohiou
@covid_lowes
@lowes
@poconorecord

Top Mentioned in G8:
@rickmercer
@kellycanuckto
@merlinofcanada
@akhanna_md
@chrinfinity
@canucksfin
@bermanndp
@cityoftoronto
@drgigiosler
@tkurdi

Top Mentioned in G9:
@govmurphy
@nygovcuomo
@meganranney
@nypdnews
@cnn
@taskrabbit
@chriscuomo
@amermedicalassn
@noahsussman
@nycmayor

Top Mentioned in G10:
@palmdalemedical
@palmdalesheriff
@battelle

Top Tweeters
Top Tweeters in Entire Graph:
@solutioneer72
@threadreaderapp
@evankirstel
@cnbctv18live
@5fec93919a544d3
@bkindngood
@abscbnnews
@homegypsy
@kenkircher1
@linda_u_w_a

Top Tweeters in G1:
@nigglysaurus
@manojpallai
@jamestownwx
@razmanrahim
@haziq_escobar
@gregoriancant
@hamjoeburg
@publicaccesspod
@smileyyyc
@loveusadawn

Top Tweeters in G2:
@radannalise
@alesss1derland
@maddiesuxxx
@preciousjrenae
@mernaafnan_
@rare_virtues
@mayra0824
@_nathandavid
@nenaaxr
@tbrazzerz

Top Tweeters in G3:
@zkdlkaikai
@valaafshar
@oderoalulu
@kcranews
@f1gp_manutd
@oneminutebriefs
@johnnyezz
@mercedesamgf1
@stillbigo
@sdg2030

Top Tweeters in G4:
@welt
@kuppp005
@larossa05
@ecakir67
@woli2017
@hackenstad
@schneeridara
@zukunftskinder
@skvllgr3y
@lchaussy

Top Tweeters in G5:
@theversion
@ruchitabose
@pulytaruiz_19
@areysportsnews
@sm_kmh_
@kyaaaaaaaang
@chickadee_cymru
@byelilbitch
@kausalyaa_
@uvuvwevweosus

Top Tweeters in G6:
@guardian
@nytimes
@washingtonpost
@latimes
@mwt2008
@australian
@thetimes
@ana_captures
@smh
@wingedseahorse

Top Tweeters in G7:
@yoakumgirl923
@astartiel
@msmacattack321
@dochartdc
@mddd3528
@reneemccone
@bigbrothergod1
@unseen1_unseen
@biblebeltdarlin
@sos_jr

Top Tweeters in G8:
@merlinofcanada
@nnorma192
@corrrine
@patricklpc
@drjaydrno
@timberbojack
@robertawiseman
@sparkyb1
@bernadettentf
@simone_rc67

Top Tweeters in G9:
@wmn4srvl
@cnn
@arclight
@voxdotcom
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