#FlattenTheCurve, Twitter, 4/21/2020 11:29:57 PM, 225344


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#FlattenTheCurve_2020-04-21_02-12-25.xlsx
#FlattenTheCurve_2020-04-21_02-12-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 21, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3arco4p
@benjalvarez1
@shamikaravi
@noelsidran
@drzwelimkhize
@who
@realdonaldtrump
@jacobstetson
@wenig_worte
@nygovcuomo
@fudgeorange

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

Description:
Description
The graph represents a network of 6,106 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, 21 April 2020 at 09:14 UTC.

The requested start date was Tuesday, 21 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, 6-hour, 49-minute period from Sunday, 19 April 2020 at 05:34 UTC to Monday, 20 April 2020 at 12:24 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 : 6106
Unique Edges : 3077
Edges With Duplicates : 7446
Total Edges : 10523
Number of Edge Types : 5
Retweet : 3327
MentionsInRetweet : 3931
Mentions : 1427
Replies to : 233
Tweet : 1605
Self-Loops : 1675
Reciprocated Vertex Pair Ratio : 0.0100814269096549
Reciprocated Edge Ratio : 0.0199616122840691
Connected Components : 1612
Single-Vertex Connected Components : 736
Maximum Vertices in a Connected Component : 561
Maximum Edges in a Connected Component : 1102
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.54869
Graph Density : 0.000139763978611014
Modularity : 0.548205
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 6,106 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, 21 April 2020 at 09:14 UTC.

The requested start date was Tuesday, 21 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, 6-hour, 49-minute period from Sunday, 19 April 2020 at 05:34 UTC to Monday, 20 April 2020 at 12:24 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:
[38] https://www.mercedes-amg.com/de/footer/emissions-statement.html
[22] https://www.iol.co.za/news/south-africa/heroes-dont-wear-capes-they-wear-masks-46460760
[7] https://instagram.com/mercedesaddictscla45amg
[7] http://katztheater.info/?p=1361
[5] http://discover.pbcgov.org/Lists/Newsroom/NewsDispForm.aspx?ID=2787&RootFolder=%2FLists%2FNewsroom&Source=http%3A%2F%2Fdiscover%2Epbcgov%2Eorg%2FPages%2Fdefault%2Easpx
[5] https://www.enca.com/news/durban-harbour-welcomes-easing-lockdown-regulations
[4] https://spd-doehren-wuelfel.de/meldungen/wirbleiben-shy-zuhause-lars-kehlich-fraktionsvorsitzender-derspd-ratsfraktion-im-stadtrat-hannover
[4] https://www.youtube.com/watch?v=yCfAaCD6eTI&feature=youtu.be

[4] https://medium.com/@josep_laborda/while-the-world-is-temporarily-closed-how-can-we-rethink-public-transportation-and-shared-be791b2e02aa
[4] https://twitter.com/destandaard/status/1252106489361248265

Top URLs in Tweet in G1:
[7] http://katztheater.info/?p=1361
[3] http://katztheater.info/
[2] https://link.medium.com/a2a5uqvOK5
[2] http://www.n-tv.de/
[2] https://www.n-tv.de/politik/Neun-Tage-keine-einzige-Neuinfektion-article21719701.html
[2] https://twitter.com/timkmak/status/1251936242834563073
[2] https://twitter.com/shafieikeyvan/status/1251988831559208963
[2] http://providencecityfc.com/rogue-shop
[2] https://medium.com/@hathareskan/covid19maldives-a-timeline-a8d9df11993b
[2] https://twitter.com/KKMPutrajaya/status/1252168462077579265

Top URLs in Tweet in G3:
[1] https://link.medium.com/Auyt6GmZP5
[1] https://twitter.com/shamikaravi/status/1251547301295689729

Top URLs in Tweet in G4:
[2] https://www.youtube.com/watch?v=tQ63R4c9ekA&feature=youtu.be

[1] https://twitter.com/equal_education/status/1252159372672802817
[1] https://bdgroup.co.za

Top URLs in Tweet in G5:
[3] https://twitter.com/__redcat/status/1251748240619380738
[1] https://twitter.com/__redcat/status/1252103838728937473
[1] https://www.volksverpetzer.de/analyse/coronomics-massnahmen-wirtschaft/
[1] https://twitter.com/Michael_Kunz/status/1240902357761867776?s=20
[1] https://www.youtube.com/watch?v=3z0gnXgK8Do


Top URLs in Tweet in G6:
[4] https://medium.com/@josep_laborda/while-the-world-is-temporarily-closed-how-can-we-rethink-public-transportation-and-shared-be791b2e02aa
[1] https://twitter.com/carolineneisha/status/1252108553822916608
[1] https://bit.ly/2V0QfVX
[1] https://www.youtube.com/watch?v=la1q1aRUaNg&fbclid=IwAR23yR-C7Vhm3QggSt29rQRODVcXvLteKwbYHhN0f1KJG6eLTXD7pGKiOiQ

[1] https://twitter.com/shailagarde/status/1251816826964594693
[1] https://twitter.com/bonifacemwangi/status/1251546127012372485

Top URLs in Tweet in G7:
[2] https://twitter.com/realdonaldtrump/status/398887965302091776
[2] https://www.cdc.gov/coronavirus/2019-ncov/prevent-getting-sick/social-distancing.html
[1] https://twitter.com/Vapingit/status/1250077454468878342
[1] https://journalofethics.ama-assn.org/covid-19-ethics-resource-center?utm_source=twitter&utm_medium=social_ama&utm_term=3284512439&utm_campaign=Public+Health
[1] http://www.businessinsider.com/americans-dont-need-masks-pence-says-as-demand-increases-2020-2
[1] https://www.youtube.com/watch?v=lGC5sGdz4kg&feature=youtu.be

[1] https://www.nationaljournal.com/s/706108?unlock=U19XNS25U202WRWT
[1] https://twitter.com/willhaskellct/status/1251947412660330496
[1] https://www.tagesschau.de/ausland/trump-corona-china-101.html

Top URLs in Tweet in G8:
[38] https://www.mercedes-amg.com/de/footer/emissions-statement.html
[7] https://instagram.com/mercedesaddictscla45amg
[1] https://s.opel.com/vykpa
[1] https://qoo.ly/35jc9y
[1] https://qoo.ly/35jeqe

Top URLs in Tweet in G9:
[1] https://twitter.com/SecAFOfficial/status/1249151384353636353

Top URLs in Tweet in G10:
[4] https://drive.google.com/file/d/1MPDppwe1o-wq1OLwu-Qk9cFnScmLGZi5/view

Top Domains
Top Domains in Tweet in Entire Graph:
[265] twitter.com
[120] instagram.com
[57] youtube.com
[38] mercedes-amg.com
[34] co.za
[24] bit.ly
[20] medium.com
[19] diesachsen.de
[14] facebook.com
[12] google.com

Top Domains in Tweet in G1:
[113] twitter.com
[80] instagram.com
[13] youtube.com
[10] katztheater.info
[6] medium.com
[6] linkedin.com
[6] co.za
[4] n-tv.de
[4] rageon.com
[3] jhu.edu

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

Top Domains in Tweet in G4:
[2] youtube.com
[1] twitter.com
[1] co.za

Top Domains in Tweet in G5:
[5] twitter.com
[1] volksverpetzer.de
[1] youtube.com

Top Domains in Tweet in G6:
[4] medium.com
[3] twitter.com
[1] bit.ly
[1] youtube.com

Top Domains in Tweet in G7:
[4] twitter.com
[2] cdc.gov
[1] ama-assn.org
[1] businessinsider.com
[1] youtube.com
[1] nationaljournal.com
[1] tagesschau.de

Top Domains in Tweet in G8:
[38] mercedes-amg.com
[7] instagram.com
[2] qoo.ly
[1] opel.com

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

Top Domains in Tweet in G10:
[4] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3261] flattenthecurve
[1165] covid19
[522] stayhome
[429] socialdistancing
[390] coronavirus
[339] covid_19
[282] stayathome
[209] corona
[160] staysafe
[104] covidー19



Top Hashtags in Tweet in G1:
[816] flattenthecurve
[192] covid19
[150] stayhome
[101] stayathome
[93] coronavirus
[72] socialdistancing
[64] staysafe
[41] corona
[40] stayhomestaysafe
[38] lockdown

Top Hashtags in Tweet in G2:
[260] covid19
[1] flattenthecurve

Top Hashtags in Tweet in G3:
[6] flattenthecurve
[3] kasaragodinitiative
[2] india
[2] equilibrium
[2] economy
[1] indiafightscorona
[1] indoreneedsmanpower
[1] testkits
[1] locallab8

Top Hashtags in Tweet in G4:
[199] flattenthecurve
[184] covid_19
[184] socialdistancing
[4] day22oflockdown
[3] covid19
[2] doortodoor
[2] health
[2] stayhomesa
[2] lockdownextended
[1] educationcurve

Top Hashtags in Tweet in G5:
[106] corona
[18] flattenthecurve
[8] schulboykottde
[5] lockerungen
[5] telefonsprechstunde
[3] stayathome
[2] coronabitur
[2] coronabitur2020
[2] flattenthegraduation
[2] abitur2020

Top Hashtags in Tweet in G6:
[69] flattenthecurve
[34] stopthespread
[32] covid19
[31] inourhands
[22] coronavirus
[13] covid_19
[12] viralkindness
[11] covidopenbrief
[10] tlllfoundation
[10] uncovid19brief

Top Hashtags in Tweet in G7:
[56] flattenthecurve
[39] coronavirus
[37] coronaoutbreak
[37] chinacoronavirus
[36] pencepandemic
[35] election2020
[33] mikepence
[20] votebluenomatterwho
[18] socialdistancing
[16] washyourhands

Top Hashtags in Tweet in G8:
[45] flattenthecurve
[34] stayhome
[16] stayhealthy
[3] quiz
[3] opel
[3] staysafe
[3] mercedesbenz
[2] mercedesofac
[2] atlanticcity
[2] doac

Top Hashtags in Tweet in G9:
[56] covid19
[10] bavaria
[8] flattenthecurve
[3] icymi
[2] knowyourmil
[2] strongeurope
[2] teamdav
[2] healthyathome
[1] gemeinsamsindwirstark

Top Hashtags in Tweet in G10:
[8] flattenthecurve
[7] stayhome
[5] staysafe
[5] simdidelivery
[5] freedelivery
[5] covid19
[2] stopthespread
[1] stayathomesavelives

Top Words
Top Words in Tweet in Entire Graph:
[3499] Words in Sentiment List#1: Positive
[2244] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[121919] Non-categorized Words
[127662] Total Words
[3261] #flattenthecurve
[1163] #covid19
[522] #stayhome
[497] april
[491] health

Top Words in Tweet in G1:
[816] #flattenthecurve
[192] #covid19
[150] #stayhome
[101] #stayathome
[93] #coronavirus
[86] stay
[83] home
[72] #socialdistancing
[64] #staysafe
[57] die

Top Words in Tweet in G2:
[260] angela
[260] merkel
[260] explained
[260] effect
[260] higher
[260] #covid19
[260] infection
[260] rate
[260] country's
[260] health

Top Words in Tweet in G3:
[426] april
[215] cases
[214] shamikaravi
[213] kasaragod
[213] 127
[213] confirmed
[213] covid
[213] case
[212] 2nd
[212] mumbai

Top Words in Tweet in G4:
[199] #flattenthecurve
[184] time
[184] #covid_19
[184] #socialdistancing
[183] grocery
[183] shop
[183] safely
[180] drzwelimkhize
[9] continue
[5] let's

Top Words in Tweet in G5:
[107] man
[107] viele
[107] retten
[107] zahlt
[107] geld
[107] superreichen
[106] wenig_worte
[106] entweder
[106] leben
[106] einschränkung

Top Words in Tweet in G6:
[69] #flattenthecurve
[34] #stopthespread
[32] #covid19
[31] #inourhands
[25] we_are_alight
[24] nchd_media
[22] #coronavirus
[21] pagepakistan
[20] stay
[18] talenthouse

Top Words in Tweet in G7:
[56] #flattenthecurve
[39] #coronavirus
[37] #coronaoutbreak
[37] #chinacoronavirus
[36] #pencepandemic
[35] #election2020
[33] #mikepence
[23] wqbelle
[20] nygovcuomo
[20] editorial

Top Words in Tweet in G8:
[76] kombiniert
[76] km
[74] mercedesamg
[55] take
[45] #flattenthecurve
[38] kraftstoffverbrauch
[38] 100
[38] co
[38] emissionen
[34] coming

Top Words in Tweet in G9:
[56] #covid19
[52] pandemic
[51] deptofdefense
[51] flguard
[51] continues
[51] support
[51] drive
[51] thru
[51] testing
[51] sites

Top Words in Tweet in G10:
[60] fish
[57] thread
[57] deliver
[55] mewho_z
[31] placing
[31] orders
[31] please
[31] opt
[31] digital
[31] payments

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[272] health,system
[269] angela,merkel
[264] #covid19,infection
[262] merkel,explained
[262] explained,effect
[262] effect,higher
[262] higher,#covid19
[262] infection,rate
[262] rate,country's
[262] country's,health

Top Word Pairs in Tweet in G1:
[51] #stayhome,#flattenthecurve
[34] covid,19
[33] stay,safe
[33] #stayathome,#flattenthecurve
[32] #covid19,#flattenthecurve
[30] social,distancing
[27] stay,home
[25] #staysafe,#flattenthecurve
[23] #socialdistancing,#flattenthecurve
[23] #coronavirus,#covid19

Top Word Pairs in Tweet in G2:
[260] angela,merkel
[260] merkel,explained
[260] explained,effect
[260] effect,higher
[260] higher,#covid19
[260] #covid19,infection
[260] infection,rate
[260] rate,country's
[260] country's,health
[260] health,system

Top Word Pairs in Tweet in G3:
[213] 127,confirmed
[213] confirmed,covid
[213] covid,cases
[212] 2nd,april
[212] april,kasaragod
[212] kasaragod,127
[212] cases,mumbai
[212] mumbai,185
[212] 185,april
[212] april,16th

Top Word Pairs in Tweet in G4:
[183] grocery,shop
[183] shop,safely
[183] safely,time
[183] time,#covid_19
[183] #covid_19,#flattenthecurve
[183] #flattenthecurve,#socialdistancing
[177] drzwelimkhize,grocery
[5] let's,continue
[4] #day22oflockdown,need
[4] need,continue

Top Word Pairs in Tweet in G5:
[107] geld,superreichen
[106] entweder,man
[106] man,viele
[106] viele,leben
[106] leben,retten
[106] retten,einschränkung
[106] einschränkung,#corona
[106] #corona,zahlt
[106] zahlt,geld
[105] wenig_worte,entweder

Top Word Pairs in Tweet in G6:
[13] we_are_alight,pagepakistan
[12] #flattenthecurve,#stopthespread
[12] pagepakistan,nchd_media
[11] covid,19
[11] کرونا,وائرس
[11] mental,health
[10] stay,healthy
[10] #viralkindness,#stopthespread
[9] #flattenthecurve,#togetherwerise
[9] #togetherwerise,#stopthespread

Top Word Pairs in Tweet in G7:
[37] #coronavirus,#coronaoutbreak
[37] #coronaoutbreak,#chinacoronavirus
[36] #chinacoronavirus,#pencepandemic
[33] #pencepandemic,#mikepence
[31] #mikepence,#election2020
[20] editorial,cartoon
[20] #election2020,#votebluenomatterwho
[16] #votebluenomatterwho,#socialdistancing
[16] #socialdistancing,#flattenthecurve
[16] #washyourhands,#handwashing

Top Word Pairs in Tweet in G8:
[38] kraftstoffverbrauch,kombiniert
[38] kombiniert,100
[38] 100,km
[38] km,co
[38] co,emissionen
[38] emissionen,kombiniert
[36] mercedesamg,kraftstoffverbrauch
[27] take,foot
[27] foot,throttle
[27] throttle,take

Top Word Pairs in Tweet in G9:
[52] #covid19,pandemic
[51] flguard,continues
[51] continues,support
[51] support,#covid19
[51] pandemic,drive
[51] drive,thru
[51] thru,testing
[51] testing,sites
[51] sites,soldiers
[51] soldiers,supporting

Top Word Pairs in Tweet in G10:
[55] mewho_z,thread
[31] placing,orders
[31] orders,please
[31] please,opt
[31] opt,digital
[31] digital,payments
[30] thread,few
[30] few,places
[30] places,deliver
[30] deliver,fish

Top Replied-To
Top Replied-To in Entire Graph:
@narendramodi
@cellucity
@surgeon_general
@bonolo_myburgh
@springboks
@govmurphy
@saniaaashiq
@bbcr1
@spayrechaynge
@daedalic

Top Replied-To in G1:
@dsj_school

Top Replied-To in G4:
@drzwelimkhize
@governmentza
@healthza

Top Replied-To in G5:
@tluhh
@wenig_worte
@chrisch_hh

Top Replied-To in G6:
@narendramodi
@saniaaashiq
@usambkenya
@basat_m
@who
@teampelosi
@zervosjoanne

Top Replied-To in G7:
@surgeon_general
@mike_pence
@craig_a_spencer
@nygovcuomo
@realdonaldtrump
@cnn
@unwantedr
@whitehouse
@existentialfish

Top Replied-To in G10:
@ish_aa

Top Mentioned
Top Mentioned in Entire Graph:
@benjalvarez1
@shamikaravi
@drzwelimkhize
@wenig_worte
@mercedesamg
@who
@mewho_z
@deptofdefense
@flguard
@roshikadeo

Top Mentioned in G1:
@katztheater
@joergrodenwaldt
@egmontinstitute
@cherryllopez
@chodry97
@lvgambler
@only__wallace
@evolveon
@hoplitegroup

Top Mentioned in G2:
@benjalvarez1

Top Mentioned in G3:
@shamikaravi
@manishbgagarwal
@sanjay_sriv
@dobbiealine
@psm_cuts
@jaijit
@muditkapoor
@brookingsinst
@isbedu
@chiefkasargod

Top Mentioned in G4:
@drzwelimkhize
@covid_19_za
@healthza
@governmentza
@angiemotshekga
@hubertmweli
@dbe_sa
@higheredugovza
@ministerdrblad1
@sasco_jikelele

Top Mentioned in G5:
@wenig_worte
@rhonda_alimuto
@__redcat
@bpfefferlein
@rastadler
@reignofterror86
@zusehrverkuerzt
@gruenethl
@chrisch_hh
@michael_kunz

Top Mentioned in G6:
@who
@we_are_alight
@nchd_media
@un
@pagepakistan
@talenthouse
@alightpakistan
@tlllfoundation
@turkishmuseums
@moh_kenya

Top Mentioned in G7:
@wqbelle
@nygovcuomo
@realdonaldtrump
@senategop
@senatedems
@markosilberhand
@hhsgov
@seemacms
@uscis
@ivankatrump

Top Mentioned in G8:
@mercedesamg
@mercedesbenzusa
@opel
@mercedesofac
@jcsportlinecn
@lucidmotors

Top Mentioned in G9:
@deptofdefense
@flguard
@7thatc
@afthunderbirds
@nationalguardms
@davhq
@usafrecruiting

Top Mentioned in G10:
@mewho_z
@simdicompany
@dhonkalo
@ish_aa
@badruddeen

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@sectest9
@scarfizal
@lindaleeking
@monicasloves
@delta
@raybae689
@isecretx_
@rjber15
@jilliemary

Top Tweeters in G1:
@andysugs
@bayernuhr
@caffeinehusky
@heydyubz
@mabogsi
@kbow5
@sashasaidin
@tikakamarul
@naoeakazinha
@merlinausavalon

Top Tweeters in G2:
@isecretx_
@gr8musicvenues
@mwhalan
@darylgibson
@puravapakash
@meliorist59
@mannumellow
@iloveautumn2
@donxfemo
@nottocini

Top Tweeters in G3:
@madanabhat
@sootradhar
@2023ajith
@yourboy_md
@dk8012
@rohitku05269047
@mafasmk
@maxmelbin
@satrajit99
@tvmohandaspai

Top Tweeters in G4:
@alettaha
@_paulm
@davidmasindi
@aloysius2012
@warrioroftrut
@scumezza
@baddieju
@lehlohonolo_13
@nwabisangesi
@thembeesile

Top Tweeters in G5:
@andreasandy3131
@arndtchristine1
@michael_kunz
@data2364
@sixteentender
@__redcat
@balelt41
@jojoclub
@h_odiug
@bootboss

Top Tweeters in G6:
@citizentvkenya
@ntvkenya
@yasir___khan
@dawnresist
@ddnewslive
@mib_india
@telkomkenya
@i_fa6oma7
@kamemetvkenya
@un

Top Tweeters in G7:
@foxnews
@abc
@cnn
@nbcnews
@monitor_ph
@vapingit
@russ30327
@corybooker
@hlntv
@lebronerika

Top Tweeters in G8:
@windvondervenus
@lodijotito
@mahmad4457
@mehmeto33440789
@airportceonews
@sleeh7
@ebenkb_
@dariomcs
@syokudaikirimi
@zenmei

Top Tweeters in G9:
@qbankendy
@aiwanagareru
@thack86
@jose22780
@iwasthere102908
@ljsmccully
@mastrolyn
@lynnemiles01
@sujorej
@pam_baldridge

Top Tweeters in G10:
@badruddeen
@azmyst
@kafadhonbe
@dhonkalo
@voiceofmaldives
@nutwa
@p3st
@mewho_z
@mahand_mv
@millzero


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