#FlattenTheCurve, Twitter, 3/31/2020 8:38:02 AM, 224079


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#FlattenTheCurve_2020-03-31_00-35-33.xlsx
#FlattenTheCurve_2020-03-31_00-35-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 31, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/2xDjG7c
@jahanfahimi
@epidlife
@cpho_canada
@narsyyysoooo
@ndcnutrition
@hasya31
@realdonaldtrump
@zhangjielai
@potus
@nationwide

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

Description:
Description
The graph represents a network of 6,315 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, 31 March 2020 at 07:37 UTC.

The requested start date was Tuesday, 31 March 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, 40-minute period from Sunday, 29 March 2020 at 04:23 UTC to Monday, 30 March 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 : 6315
Unique Edges : 7243
Edges With Duplicates : 474
Total Edges : 7717
Number of Edge Types : 4
MentionsInRetweet : 5261
Mentions : 993
Replies to : 247
Tweet : 1216
Self-Loops : 1216
Reciprocated Vertex Pair Ratio : 0.00331491712707182
Reciprocated Edge Ratio : 0.0066079295154185
Connected Components : 1300
Single-Vertex Connected Components : 478
Maximum Vertices in a Connected Component : 707
Maximum Edges in a Connected Component : 1136
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.121581
Graph Density : 0.000159406474220216
Modularity : 0.865849
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 6,315 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, 31 March 2020 at 07:37 UTC.

The requested start date was Tuesday, 31 March 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, 40-minute period from Sunday, 29 March 2020 at 04:23 UTC to Monday, 30 March 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:
[14] https://twitter.com/covid_19rsa/status/1240924212220624896?s=21
[14] https://twitter.com/covid_19rsa/status/1240924212220624896
[7] https://avid.com/covid-19
[6] http://smartdissent.com/article/trumps-trade-policy-harming-us-fight-against-covid-19
[5] https://medium.com/@Cancerwarrior/covid-19-why-we-should-all-wear-masks-there-is-new-scientific-rationale-280e08ceee71
[5] https://www.youtube.com/watch?feature=youtu.be&v=MMBh-eo3tvE&app=desktop
[5] https://www.vikatan.com/health/international/where-did-america-fail-in-this-corona-crisis-lessons-for-india
[5] https://twitter.com/joshtpm/status/1244119212701990913
[5] https://flatten.ca/
[5] https://www.nationalgeographic.com/history/2020/03/how-cities-flattened-curve-1918-spanish-flu-pandemic-coronavirus/

Top URLs in Tweet in G1:
[3] https://twitter.com/joshtpm/status/1244119212701990913
[2] https://apple.news/AD4MTqbuvTAeiWSccI0HjZg
[2] https://www.washingtonpost.com/outlook/2020/03/28/masks-all-coronavirus/
[2] https://www.youtube.com/watch?v=_IyJdsK43d4&feature=youtu.be

[2] https://medium.com/@Cancerwarrior/covid-19-why-we-should-all-wear-masks-there-is-new-scientific-rationale-280e08ceee71
[2] https://www.facebook.com/104486746266572/posts/2754020251313195/?sfnsn=mo
[1] https://twitter.com/NPR/status/1244105505397760000
[1] https://www.sciencemag.org/news/2020/03/not-wearing-masks-protect-against-coronavirus-big-mistake-top-chinese-scientist-says
[1] https://www.youtube.com/watch?v=gKLf_GM8ibI&feature=youtu.be

[1] https://www.instagram.com/p/B-TdvpKBxTf/?igshid=1bbgyqhp7988x

Top URLs in Tweet in G3:
[1] https://medium.com/@Cancerwarrior/covid-19-why-we-should-all-wear-masks-there-is-new-scientific-rationale-280e08ceee71
[1] https://www.nbcnews.com/politics/donald-trump/trump-extends-social-distancing-guidelines-april-30-predicts-great-things-n1171536
[1] https://twitter.com/SteveFDA/status/1244472487452250117
[1] https://apple.news/AD4MTqbuvTAeiWSccI0HjZg
[1] https://bit.ly/2vXMoPY

Top URLs in Tweet in G4:
[3] https://www.canada.ca/en/public-health/services/publications/diseases-conditions/cleaning-disinfecting-public-spaces.html
[2] http://www.toronto.ca/covid19
[1] http://ow.ly/nR3i50yXYW3
[1] http://www.simcoemuskokahealth.org/covid19
[1] https://bit.ly/33yxpZa
[1] https://twitter.com/thatpeterfox/status/1244019446987046913
[1] https://twitter.com/cpho_canada/status/1244429140692021256
[1] https://twitter.com/hh_toronto/status/1244469879425679360
[1] https://twitter.com/JohnTory/status/1243943837732499456
[1] https://twitter.com/CanadianLady14/status/1244055201495027715

Top URLs in Tweet in G5:
[1] https://twitter.com/higginsdavidw/status/1243953996072718336
[1] https://twitter.com/higginsdavidw/status/1243970390675898368

Top URLs in Tweet in G6:
[1] https://www.facebook.com/DrTonyLeachon/
[1] https://twitter.com/goyylarrazabal/status/1244465920203837442
[1] https://twitter.com/jahanfahimi/status/1243985510646689793

Top URLs in Tweet in G7:
[3] https://www.doh.wa.gov/emergencies/coronavirus
[2] https://www.nytimes.com/2020/03/29/us/seattle-washington-state-coronavirus-transmission-rate.html?action=click&module=Spotlight&pgtype=Homepage
[2] https://twitter.com/fka_max/status/1244467850854588417
[1] https://twitter.com/alicedreger/status/1242541050918469639
[1] https://www.nytimes.com/2020/03/29/us/seattle-washington-state-coronavirus-transmission-rate.html?referringSource=articleShare
[1] https://www.washingtonpost.com/national/small-town-battled-coronavirus-on-its-own-as-outbreak-spread-in-a-red-state/2020/03/27/55c727f6-6dde-11ea-a3ec-70d7479d83f0_story.html
[1] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[1] https://www.youtube.com/watch?v=9KEu65eCfFo

[1] https://www.nytimes.com/2020/03/27/style/modern-love-coronavirus-seattle-kirkland.html

Top URLs in Tweet in G8:
[1] https://twitter.com/drgerryburke/status/1243622865813078018
[1] https://www.bbc.com/news/world-africa-52061547

Top URLs in Tweet in G9:
[2] https://www.childrenshospitals.org/Newsroom/Childrens-Hospitals-Today/Articles/2020/03/COVID-19-11-Ways-to-Prepare-Your-Hospital-Now?utm_source=exm&utm_medium=email&utm_campaign=cht&utm_content=032620
[1] https://twitter.com/NAChristakis/status/1243883141900763137?s=20

Top URLs in Tweet in G10:
[4] https://coronavirus.ohio.gov/
[1] https://www.change.org/p/ohio-governor-close-non-essential-craft-retailers-in-ohio-exploiting-stay-at-home-loopholes-during-covid-crisis?recruiter=913047902&utm_source=share_petition&utm_medium=copylink&utm_campaign=share_petition

Top Domains
Top Domains in Tweet in Entire Graph:
[277] twitter.com
[50] youtube.com
[41] instagram.com
[16] bit.ly
[13] medium.com
[11] facebook.com
[8] nytimes.com
[8] linkedin.com
[7] co.za
[7] avid.com

Top Domains in Tweet in G1:
[88] twitter.com
[30] instagram.com
[17] youtube.com
[5] facebook.com
[3] apple.news
[3] medium.com
[3] co.za
[2] okt.to
[2] washingtonpost.com
[2] dy.si

Top Domains in Tweet in G3:
[1] medium.com
[1] nbcnews.com
[1] twitter.com
[1] apple.news
[1] bit.ly

Top Domains in Tweet in G4:
[6] twitter.com
[3] canada.ca
[2] toronto.ca
[1] ow.ly
[1] simcoemuskokahealth.org
[1] bit.ly

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

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

Top Domains in Tweet in G7:
[4] nytimes.com
[3] twitter.com
[3] wa.gov
[2] washingtonpost.com
[1] youtube.com

Top Domains in Tweet in G8:
[1] twitter.com
[1] bbc.com

Top Domains in Tweet in G9:
[2] childrenshospitals.org
[1] twitter.com

Top Domains in Tweet in G10:
[4] ohio.gov
[1] change.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3563] flattenthecurve
[964] covid19
[345] coronavirus
[321] stayhome
[243] socialdistancing
[219] stayathome
[174] covid_19
[145] stayhomesavelives
[94] inthistogetherohio
[83] stayathomeandstaysafe



Top Hashtags in Tweet in G1:
[509] flattenthecurve
[103] covid19
[84] stayhome
[73] coronavirus
[55] socialdistancing
[54] covid_19
[51] stayathome
[22] staysafe
[20] stayathomeandstaysafe
[18] stayhomestaysafe

Top Hashtags in Tweet in G2:
[389] flattenthecurve

Top Hashtags in Tweet in G3:
[16] flattenthecurve
[10] covid19
[3] socialdistancing
[2] coronavirus
[2] flattertheperv
[2] covid_19
[2] followthedata
[1] patients
[1] providers
[1] cdc

Top Hashtags in Tweet in G4:
[126] covid19
[79] flattenthecurve
[28] physicaldistancing
[18] plankthecurve
[15] stayhome
[15] slowthespread
[14] canada
[13] covid
[13] cottage
[11] realenergycares

Top Hashtags in Tweet in G5:
[13] covid19
[5] flattenthecurve
[1] getmeppe
[1] telemedicine
[1] expandcapacity
[1] shelterinplace
[1] cottage
[1] stayhome

Top Hashtags in Tweet in G6:
[154] flattenthecurve
[147] covid19
[2] masstestingngayonna
[1] raisetheline
[1] lowerthebaseline
[1] covidheroes
[1] fightcovid19
[1] doctonyleachon
[1] expandcapacity

Top Hashtags in Tweet in G7:
[44] flattenthecurve
[10] covid19
[9] sarscov2
[9] coronavirususa
[9] hcov19
[4] physicaldistancing
[4] stayhomestaysafe
[2] scdmv
[2] coronavirus
[2] oklahoma

Top Hashtags in Tweet in G8:
[4] stayathome
[4] flattenthecurve
[3] stopsocialising
[2] washyourhands

Top Hashtags in Tweet in G9:
[28] flattenthecurve
[11] coronaupdate
[9] stayhomesavelives
[9] climatestrikeonline
[7] fridaysforfuture
[7] schoolstrike4climate
[7] stayathome
[3] facemasks
[3] covid19
[3] coronavirus

Top Hashtags in Tweet in G10:
[94] flattenthecurve
[94] inthistogetherohio
[16] slowthespread
[4] socialdistancing
[2] stayhomeohio
[1] stopthespread
[1] covid19ohioready
[1] ohio
[1] stayathome
[1] covid_19

Top Words
Top Words in Tweet in Entire Graph:
[3298] Words in Sentiment List#1: Positive
[2325] Words in Sentiment List#2: Negative
[35] Words in Sentiment List#3: Angry/Violent
[116966] Non-categorized Words
[122591] Total Words
[3560] #flattenthecurve
[964] #covid19
[714] march
[511] stay
[511] home

Top Words in Tweet in G1:
[509] #flattenthecurve
[103] #covid19
[84] #stayhome
[83] stay
[73] #coronavirus
[71] home
[55] #socialdistancing
[54] #covid_19
[51] #stayathome
[49] help

Top Words in Tweet in G2:
[389] 個人の衛生管理が感染拡大を防ぎます
[389] 意識して生活しよう
[389] #flattenthecurve
[388] hasya31

Top Words in Tweet in G3:
[281] realdonaldtrump
[273] stevefda
[272] potus
[270] thank
[269] leadership
[269] bringing
[269] federal
[269] gov
[269] states
[269] private

Top Words in Tweet in G4:
[130] cpho_canada
[126] #covid19
[96] concerns
[79] #flattenthecurve
[65] people
[62] more
[49] right
[48] key
[48] spring
[48] coming

Top Words in Tweet in G5:
[175] time
[173] delaying
[173] surge
[173] hospitals
[173] ventilators
[173] open
[173] respiratory
[173] isolation
[173] wards
[173] stockpile

Top Words in Tweet in G6:
[154] #flattenthecurve
[147] importants
[147] tasks
[147] fight
[147] #covid19
[147] pandemic
[147] practicing
[147] social
[147] distancing
[146] epidlife

Top Words in Tweet in G7:
[44] #flattenthecurve
[42] nytimes
[42] didn
[40] uwvirology
[40] seattle
[34] article
[26] area
[23] drericding
[22] way
[22] many

Top Words in Tweet in G8:
[627] march
[208] 24
[208] 18
[108] 14
[106] 28
[104] drgerryburke
[104] ireland
[104] daily
[104] increase
[104] 23

Top Words in Tweet in G9:
[28] #flattenthecurve
[14] 1st
[11] #coronaupdate
[11] total
[11] coronavirus
[11] cases
[11] 27th
[11] march
[9] sdg2030
[9] #stayhomesavelives

Top Words in Tweet in G10:
[94] #flattenthecurve
[94] #inthistogetherohio
[76] help
[75] re
[74] always
[74] count
[74] peyton
[74] hard
[74] times
[74] simple

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[389] 個人の衛生管理が感染拡大を防ぎます,意識して生活しよう
[389] 意識して生活しよう,#flattenthecurve
[388] hasya31,個人の衛生管理が感染拡大を防ぎます
[335] social,distancing
[300] stay,home
[274] potus,realdonaldtrump
[274] private,sector
[273] thank,potus
[273] realdonaldtrump,leadership
[273] leadership,bringing

Top Word Pairs in Tweet in G1:
[40] stay,home
[27] social,distancing
[25] #stayhome,#flattenthecurve
[22] #flattenthecurve,#covid19
[22] #stayathome,#flattenthecurve
[17] covid,19
[16] #socialdistancing,#flattenthecurve
[14] stay,safe
[14] #flattenthecurve,#stayhome
[14] #coronavirus,#covid19

Top Word Pairs in Tweet in G2:
[389] 個人の衛生管理が感染拡大を防ぎます,意識して生活しよう
[389] 意識して生活しよう,#flattenthecurve
[388] hasya31,個人の衛生管理が感染拡大を防ぎます

Top Word Pairs in Tweet in G3:
[270] potus,realdonaldtrump
[269] thank,potus
[269] realdonaldtrump,leadership
[269] leadership,bringing
[269] bringing,federal
[269] federal,gov
[269] gov,states
[269] states,private
[269] private,sector
[269] sector,together

Top Word Pairs in Tweet in G4:
[90] cpho_canada,#covid19
[48] #covid19,key
[48] key,concerns
[48] concerns,right
[48] right,spring
[48] spring,coming
[48] coming,ve
[48] ve,checklist
[48] checklist,concerns
[48] concerns,necessities

Top Word Pairs in Tweet in G5:
[173] delaying,surge
[173] surge,hospitals
[173] hospitals,time
[173] time,ventilators
[173] ventilators,open
[173] open,respiratory
[173] respiratory,isolation
[173] isolation,wards
[173] wards,stockpile
[173] stockpile,ppe

Top Word Pairs in Tweet in G6:
[147] importants,tasks
[147] tasks,fight
[147] fight,#covid19
[147] #covid19,pandemic
[147] pandemic,#flattenthecurve
[147] #flattenthecurve,practicing
[147] practicing,social
[147] social,distancing
[146] epidlife,importants
[146] distancing,#raiseth

Top Word Pairs in Tweet in G7:
[26] seattle,area
[21] article,nytimes
[21] nytimes,gives
[21] gives,reason
[21] reason,cautious
[21] cautious,optimism
[21] optimism,seattle
[21] area,way
[21] way,woods
[21] gulp,many

Top Word Pairs in Tweet in G8:
[208] 18,march
[106] march,28
[106] 28,14
[104] ireland,daily
[104] daily,increase
[104] increase,march
[104] march,23
[104] 23,24
[104] 24,march
[104] march,24

Top Word Pairs in Tweet in G9:
[11] #coronaupdate,total
[11] total,coronavirus
[11] coronavirus,cases
[11] cases,1st
[11] 1st,27th
[11] 27th,march
[11] march,#flattenthecurve
[9] #stayhomesavelives,#coronaupdate
[9] #flattenthecurve,aidanrgallagher
[8] sdg2030,#stayhomesavelives

Top Word Pairs in Tweet in G10:
[76] help,#flattenthecurve
[74] always,count
[74] count,peyton
[74] peyton,hard
[74] hard,times
[74] times,simple
[74] simple,tricks
[74] tricks,help
[74] #flattenthecurve,re
[74] re,#inthistogetherohio

Top Replied-To
Top Replied-To in Entire Graph:
@enca
@erictopol
@realdonaldtrump
@news24
@nycmayor
@woolworths_sa
@govmikedewine
@govmurphy
@uwvirology
@judgeclayj

Top Replied-To in G3:
@realdonaldtrump
@stevehiltonx
@loudphillips
@copperboy4
@curlyjunglejake

Top Replied-To in G4:
@imncanada
@canadianlady14
@justintrudeau

Top Replied-To in G7:
@uwvirology
@tolya_wa
@govinslee
@govwhitmer
@govstitt

Top Replied-To in G9:
@joebiden
@repswalwell
@withdaughters
@benioff

Top Replied-To in G10:
@govmikedewine

Top Mentioned
Top Mentioned in Entire Graph:
@hasya31
@realdonaldtrump
@stevefda
@potus
@jahanfahimi
@epidlife
@cpho_canada
@drgerryburke
@scvsheriff
@yeeshan_13

Top Mentioned in G1:
@egmontinstitute

Top Mentioned in G2:
@hasya31

Top Mentioned in G3:
@realdonaldtrump
@stevefda
@potus
@us_fda
@abbottnews
@cdc
@surgeon_general
@uspatriotess
@mike_pence
@nychealthy

Top Mentioned in G4:
@cpho_canada
@govcanhealth
@canborder
@aramco
@canhckenya
@josh_greenberg
@johntory
@fordnation
@cityoftoronto
@justintrudeau

Top Mentioned in G5:
@jahanfahimi
@sf_dph
@higginsdavidw
@timdyster
@arturog_bc
@kevin_faulconer
@cpho_canada

Top Mentioned in G6:
@epidlife
@drtonyleachon
@jahanfahimi
@pmjamilla

Top Mentioned in G7:
@nytimes
@uwvirology
@drericding
@uwmedicine
@linimentcake
@mayorcantrell
@mayorjenny
@kcexec
@govinslee
@jayinslee

Top Mentioned in G8:
@drgerryburke

Top Mentioned in G9:
@sdg2030
@aidanrgallagher
@gretathunberg
@alexisohanian
@shoojitsircar
@pattyarquette
@drtedros
@withdaughters
@rosie
@drjashton

Top Mentioned in G10:
@nationwide
@ohdeptofhealth
@govmikedewine
@stevefda
@potus
@realdonaldtrump
@indians
@zplesac
@mike_anthony13

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@twitlertwit
@nonvitaltooth
@cnnnews18
@homegypsy
@woquave02
@ndtv
@ayhanaydinli
@saveusrepublic2
@princessbibirf_

Top Tweeters in G1:
@oderoalulu
@rb_kjikms
@jrsagittarius
@asela24sakura
@metroshadowone
@bjon_bbttr
@oddnina
@thaarchitect
@mikey_nicholson
@siushi

Top Tweeters in G2:
@knbk_hani
@otoha_shiine
@kimino107
@3x300
@momomo1232
@noym26
@mui_san1001
@utanotori
@ikiru_luka
@daspom

Top Tweeters in G3:
@saveusrepublic2
@princessbibirf_
@loyaltotrump
@hwholcomb
@debhiers1
@1776pathenry
@caselvis58
@hrothenb
@willsdarlin
@trumptrainonly

Top Tweeters in G4:
@steventeaster
@sie_kensou77
@calvinswine905
@meeksvs
@nursyahidahrzzz
@mrityun02359258
@honney1978
@torontostar
@xoahubeachx
@oppressedhindu

Top Tweeters in G5:
@barbiewithatude
@systmbraika
@redwoodgirl
@pennytindall
@avildsen
@mostlymartha
@tomibaird
@troobie_md
@apxbrown
@lachelissima

Top Tweeters in G6:
@lyyved
@revelupjeong
@2b_painfree
@icecream13
@mkg_sd
@tlatosa
@eun_sehunnie94
@envybleedsgreen
@thp1640
@jeromesnts

Top Tweeters in G7:
@redboybroken
@nytimes
@bjcrochet
@washingtonpost
@ruth6625
@thisisysa
@riotheatherrr
@gailcoastie
@stablegeniusinc
@jrlvr88

Top Tweeters in G8:
@scotsangel1
@emmyzen
@roberttyrebute
@kaffando
@fourhourtarget
@annawatton
@mickmca32
@flynnstone1
@hollygolitelyy
@yiddenagenda

Top Tweeters in G9:
@chrislhayes
@ernie_ursua
@pattyarquette
@rosie
@sdg2030
@julesguiang
@pamelafalk
@sacca
@kapoors_s
@alexisohanian

Top Tweeters in G10:
@zoombouse
@ckgirl67
@4heritagemoms
@pacificnw777
@debrahange1
@rockinrobyn59
@ninnynoomy
@charlot53399013
@paulandrosa1
@indians


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