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#FlattenTheCurve_2020-08-14_00-57-37.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 14, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3fXrmlp
@gretathunberg
@docassar
@who
@viralvideovlogs
@preislerka
@amref_worldwide
@covid19_alerts
@bbcstoryworks
@healthdouglasco
@realdonaldtrump

Top hashtags:
#flattenthecurve
#climatestrikeonline
#covid19
#coronavirus

Description:
Description
The graph represents a network of 6,933 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, 14 August 2020 at 08:03 UTC.

The requested start date was Friday, 14 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 10-day, 15-hour, 59-minute period from Monday, 03 August 2020 at 07:48 UTC to Thursday, 13 August 2020 at 23:48 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 : 6933
Unique Edges : 3242
Edges With Duplicates : 11709
Total Edges : 14951
Number of Edge Types : 5
Tweet : 1984
Retweet : 4817
MentionsInRetweet : 5862
Mentions : 1856
Replies to : 432
Self-Loops : 2061
Reciprocated Vertex Pair Ratio : 0.0117141162514828
Reciprocated Edge Ratio : 0.0231569690751869
Connected Components : 1356
Single-Vertex Connected Components : 668
Maximum Vertices in a Connected Component : 2991
Maximum Edges in a Connected Component : 7405
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 6.634643
Graph Density : 0.000141969684447355
Modularity : 0.475152
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 6,933 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, 14 August 2020 at 08:03 UTC.

The requested start date was Friday, 14 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 10-day, 15-hour, 59-minute period from Monday, 03 August 2020 at 07:48 UTC to Thursday, 13 August 2020 at 23:48 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:
[183] https://berlincures.de/
[16] https://www.trendysubs.com/
[16] https://www.worldometers.info/coronavirus/country/us/
[13] https://www.twitch.tv/boehser__onkel
[13] https://linktr.ee/stay6ftapart
[10] https://www.qualtrics.com/here-to-help/
[9] https://governor.vic.gov.au/all-news/message-governor
[9] https://www.nationalobserver.com/2020/03/13/analysis/truth-about-coronavirus-scary-global-war-truth-even-scarier
[9] https://www.rivcoph.org/coronavirus
[8] https://590games.com/sm-FB

Top URLs in Tweet in G1:
[1] https://twitter.com/GretaThunberg/status/1291767149913047040
[1] https://www.instagram.com/accounts/login/?next=/p/CDmMTQMDdIw/%3Figshid%3Ddd5i20t5ydh

Top URLs in Tweet in G2:
[8] https://590games.com/sm-FB
[5] https://www.zazzle.com/cute_pink_and_white_heart_share_love_not_virus_cloth_face_mask-256635547853245810
[3] https://www.thepotshack.ca/
[3] https://www.zazzle.com/military_digital_camouflage_woodland_army_cloth_face_mask-256489489414345433
[3] https://www.gconvo.com/
[3] https://twitter.com/drdavidsamadi/status/1292566091315793921
[3] https://www.allrecipes.com/recipe/240641/salt-dough/
[3] https://www.tasteofhome.com/recipes/no-bake-peanut-butter-treats/
[3] https://thetiptoefairy.com/easy-pudding-cup-finger-paints/
[3] https://www.crazyforcrust.com/the-best-pudding-cookies-recipe/

Top URLs in Tweet in G3:
[180] https://berlincures.de/
[1] https://twitter.com/Belex70/status/1291605521779306497
[1] https://twitter.com/docwho23/status/1292128693326946305
[1] https://www.berliner-sonntagsblatt.de/Virologe-Streeck-gegen-Infektionszahlen-als-einzigen-Corona-Massstab-199867.html
[1] https://www.divi.de/register/tagesreport
[1] https://mobile.twitter.com/RegSprecher/status/1238117631116414978
[1] https://id.handelsblatt.com/login?service=https%3A%2F%2Fwww.handelsblatt.com%2Fpolitik%2Fdeutschland%2Fgesundheitswesen-aerzte-und-kliniken-meldeten-kurzarbeit-fuer-mehr-als-400-000-beschaeftigte-an%2F26041384.html&gateway=true
[1] https://www.faz.net/aktuell/gesellschaft/gesundheit/coronavirus/corona-eindaemmung-wie-wird-die-kurve-flach-16712221.html
[1] https://twitter.com/juergen777777/status/1290583974063083525
[1] https://twitter.com/siegfried_mayer/status/1289827068889440256

Top URLs in Tweet in G4:
[16] https://www.trendysubs.com/
[4] https://docs.google.com/spreadsheets/d/1T5Q1xnHFBFcsaVWTH2Flqe5i7Hp7CwfsWHWuwTZyi88/edit?usp=sharing
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231904
[2] https://www.bloombergquint.com/onweb/gargling-medicine-touted-in-osaka-as-way-to-control-coronavirus
[1] https://twitter.com/GovMurphy/status/1290049965901963264
[1] https://twitter.com/craigmedwards/status/1293655664162754565
[1] https://www.etsy.com/shop/COVID2020Art
[1] https://twitter.com/rahseanm/status/1293015810043150336
[1] https://twitter.com/mpesce/status/1293102437893419008
[1] https://www.standard.co.uk/news/world/coronavirus-cases-world-20-million-worldometer-a4521371.html?utm_medium=Social&utm_source=Twitter#Echobox=1597105192

Top URLs in Tweet in G5:
[2] https://www.cofundie.com/covid-19
[2] https://www.unodc.org/unodc/en/covid-19.html
[1] https://www.statnews.com/2020/07/08/a-disease-detective-is-thrust-onto-the-front-lines-of-whos-covid-19-response/
[1] https://toyinsaraki.org/the-wellbeing-foundation-africa-launches-unique-e-health-tool-to-fight-the-coronavirus-pandemic-in-nigeria-in-partnership-with-pocketpatientmd/
[1] https://www.shorturl.at/bchsQ
[1] https://www.cbsnews.com/news/us-coronavirus-cases-5-million-pandemic/?utm_source=facebook&utm_medium=news_tab&utm_content=curated#app
[1] https://sneezeguardspro.com/
[1] https://www.unfpa.org/press/youth-leading-way-covid-19-solutions
[1] https://twitter.com/UNFPA/status/1291769405999808514

Top URLs in Tweet in G6:
[1] https://www.youtube.com/watch?v=njKP3FqW3Sk&list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI


Top URLs in Tweet in G7:
[1] https://pmg.org.za/daily-schedules/

Top URLs in Tweet in G8:
[1] https://twitter.com/risklayer/status/1293994216901742601
[1] https://berlincures.de/

Top Domains
Top Domains in Tweet in Entire Graph:
[362] twitter.com
[183] berlincures.de
[91] instagram.com
[48] youtube.com
[22] coviz.org
[20] twitch.tv
[17] worldometers.info
[16] trendysubs.com
[14] linktr.ee
[13] swarmapp.com

Top Domains in Tweet in G1:
[1] twitter.com
[1] instagram.com

Top Domains in Tweet in G2:
[147] twitter.com
[63] instagram.com
[16] youtube.com
[10] sedo.com
[8] zazzle.com
[8] 590games.com
[6] google.com
[4] tumblr.com
[4] ourworldindata.org
[4] cvsoci.al

Top Domains in Tweet in G3:
[180] berlincures.de
[5] twitter.com
[1] berliner-sonntagsblatt.de
[1] divi.de
[1] handelsblatt.com
[1] faz.net

Top Domains in Tweet in G4:
[16] trendysubs.com
[5] twitter.com
[5] nodexlgraphgallery.org
[4] google.com
[2] bloombergquint.com
[1] etsy.com
[1] co.uk
[1] usatoday.com
[1] nypost.com
[1] washingtonpost.com

Top Domains in Tweet in G5:
[2] cofundie.com
[2] unodc.org
[1] statnews.com
[1] toyinsaraki.org
[1] shorturl.at
[1] cbsnews.com
[1] sneezeguardspro.com
[1] unfpa.org
[1] twitter.com

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

Top Domains in Tweet in G7:
[1] org.za

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4232] flattenthecurve
[1390] climatestrikeonline
[1388] covid19
[424] coronavirus
[346] wearamask
[331] socialdistancing
[261] staysafe
[242] stayhome
[202] covid_19
[201] covid



Top Hashtags in Tweet in G1:
[1369] climatestrikeonline
[66] fridaysforfuture
[63] stayathome
[59] flattenthecurve
[55] schoolstrike4climate
[8] facetheclimateemergency
[5] オンライン気候ストライキ
[5] 気候変動
[4] savecongorainforest
[4] fffportlandmetro

Top Hashtags in Tweet in G2:
[981] flattenthecurve
[324] covid19
[127] coronavirus
[92] wearamask
[87] socialdistancing
[82] staysafe
[68] stayhome
[61] covid_19
[40] pandemic
[35] washyourhands

Top Hashtags in Tweet in G3:
[180] coronatagebuch
[180] postcovid19
[102] flattenthecurve
[30] socialdistancing
[7] stayhome
[7] staysafe
[7] staystrong
[7] blacklivesmatter
[5] containment
[4] covid19

Top Hashtags in Tweet in G4:
[97] flattenthecurve
[39] covid19
[18] coronavirus
[16] crona
[16] stayhome
[16] washyourhands
[16] stayhomestaysafe
[16] covid
[16] doyourpart
[15] climatestrikeonline

Top Hashtags in Tweet in G5:
[193] flattenthecurve
[88] youth
[58] covid19
[24] stopthespread
[22] olderpersons
[19] viralkindness
[17] ad
[13] coronavirus
[12] youthagainstcovid19
[11] staysafe

Top Hashtags in Tweet in G6:
[132] covid19
[132] free
[132] neuralnets
[1] rnns
[1] cnns
[1] gans
[1] rl
[1] deeplearning
[1] workfromhome
[1] flattenthecurve

Top Hashtags in Tweet in G7:
[229] flattenthecurve
[117] pienaarspoort
[108] wearamask
[77] gautengcovid19
[37] covid_19
[35] ripandrewmlangeni
[35] womensmonth
[19] stayathome
[15] ripthokomsimang
[14] covid_19sa

Top Hashtags in Tweet in G8:
[68] flattenthecurve
[30] stayhome
[27] corona
[1] wirbleibenzuhause
[1] maskeauf
[1] abstandhalten
[1] staythefuckhome
[1] coronatagebuch
[1] postcovid19

Top Hashtags in Tweet in G9:
[88] socialdistancing
[3] flattenthecurve
[2] stopthespread
[1] inthistogetherohio
[1] murderhornets
[1] scareswitch

Top Hashtags in Tweet in G10:
[87] flattenthecurve
[86] covid19

Top Words
Top Words in Tweet in Entire Graph:
[4217] #flattenthecurve
[1647] keep
[1443] school
[1428] week
[1424] go
[1391] strike
[1387] #covid19
[1358] gretathunberg
[1356] crisis
[1351] summer

Top Words in Tweet in G1:
[1378] week
[1374] school
[1374] strike
[1343] gretathunberg
[1334] climate
[1334] crisis
[1329] #climatestrikeonline
[1328] go
[1324] summer
[1324] holiday

Top Words in Tweet in G2:
[975] #flattenthecurve
[324] #covid19
[127] #coronavirus
[91] #wearamask
[86] #socialdistancing
[82] #staysafe
[81] 19
[79] covid
[72] cases
[70] mask

Top Words in Tweet in G3:
[185] preislerka
[180] aufgewühlt
[180] #coronatagebuch
[180] forschungslabor
[180] #postcovid19
[180] starkes
[179] muste
[102] #flattenthecurve
[52] gab
[51] genau

Top Words in Tweet in G4:
[97] #flattenthecurve
[90] nygovcuomo
[77] truthsovertrump
[74] curve
[70] coronavirus
[69] flatten
[69] pandemic
[68] mobilized
[68] citizens
[68] americaâ

Top Words in Tweet in G5:
[193] #flattenthecurve
[106] part
[104] safe
[88] #youth
[88] playing
[86] keep
[83] world's
[83] billion
[83] communities
[83] join

Top Words in Tweet in G6:
[263] mitdeeplearning
[133] lectures
[132] staying
[132] home
[132] #covid19
[132] tune
[132] #free
[132] everyone
[132] #neuralnets
[131] #rn

Top Words in Tweet in G7:
[229] #flattenthecurve
[117] #pienaarspoort
[108] #wearamask
[105] station
[77] #gautengcovid19
[55] gp_commsafety
[53] pretoria
[50] anc
[44] rissik
[43] myanc

Top Words in Tweet in G8:
[89] die
[68] #flattenthecurve
[53] schmanle
[52] innen
[37] alle
[36] wann
[36] teufel
[36] eigentlich
[36] mode
[36] gekommen

Top Words in Tweet in G9:
[89] govmikedewine
[88] cleveland
[88] indians
[88] fans
[88] pitchers
[88] zplesac
[88] mike_anthony13
[88] practicing
[88] #socialdistancing
[88] going

Top Words in Tweet in G10:
[87] #flattenthecurve
[86] recorded
[86] 1511
[86] #covid19
[86] cases
[86] delta
[86] state
[86] continue
[86] work
[86] adhering

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1391] school,strike
[1390] strike,week
[1344] gretathunberg,school
[1338] climate,crisis
[1331] go,summer
[1331] summer,holiday
[1331] holiday,keep
[1331] keep,protesting
[1295] crisis,doesn
[1295] doesn,go

Top Word Pairs in Tweet in G1:
[1374] school,strike
[1374] strike,week
[1337] gretathunberg,school
[1328] climate,crisis
[1324] go,summer
[1324] summer,holiday
[1324] holiday,keep
[1324] keep,protesting
[1288] crisis,doesn
[1288] doesn,go

Top Word Pairs in Tweet in G2:
[68] covid,19
[56] #covid19,#flattenthecurve
[46] social,distancing
[42] î,î
[40] #covid19,#coronavirus
[33] practicing,social
[30] kids,bored
[30] bored,practicing
[27] #flattenthecurve,#covid19
[27] distancing,make

Top Word Pairs in Tweet in G3:
[180] aufgewühlt,#coronatagebuch
[180] #coronatagebuch,forschungslabor
[180] forschungslabor,#postcovid19
[180] #postcovid19,starkes
[179] preislerka,aufgewühlt
[179] starkes,muste
[29] wisst,damals
[29] damals,coole
[29] coole,sachen
[29] sachen,#socialdistancing

Top Word Pairs in Tweet in G4:
[69] flatten,curve
[68] nygovcuomo,mobilized
[68] mobilized,citizens
[68] citizens,flatten
[68] curve,americaâ
[68] americaâ,ground
[68] ground,zero
[68] zero,coronavirus
[68] coronavirus,pandemic
[67] truthsovertrump,nygovcuomo

Top Word Pairs in Tweet in G5:
[106] part,#flattenthecurve
[88] playing,part
[86] #flattenthecurve,keep
[83] world's,billion
[83] billion,#youth
[83] #youth,playing
[82] keep,communities
[82] communities,safe
[78] safe,join
[31] stop,spread

Top Word Pairs in Tweet in G6:
[132] staying,home
[132] home,#covid19
[132] #covid19,tune
[132] tune,mitdeeplearning
[132] mitdeeplearning,#free
[132] #free,everyone
[132] everyone,lectures
[132] lectures,#neuralnets
[131] mitdeeplearning,staying
[131] #neuralnets,#rn

Top Word Pairs in Tweet in G7:
[99] #wearamask,#flattenthecurve
[73] #gautengcovid19,#flattenthecurve
[70] station,#wearamask
[35] anc,today
[35] today,voice
[35] voice,african
[35] african,national
[35] national,congress
[35] august,2020
[35] 2020,#ripandrewmlangeni

Top Word Pairs in Tweet in G8:
[52] innen,die
[36] wann,teufel
[36] teufel,eigentlich
[36] eigentlich,#flattenthecurve
[36] #flattenthecurve,mode
[36] mode,gekommen
[36] gekommen,allem
[36] allem,warum
[35] sty__74,wann
[30] #stayhome,#flattenthecurve

Top Word Pairs in Tweet in G9:
[88] cleveland,indians
[88] indians,fans
[88] fans,pitchers
[88] pitchers,zplesac
[88] zplesac,mike_anthony13
[88] mike_anthony13,practicing
[88] practicing,#socialdistancing
[88] #socialdistancing,going
[87] govmikedewine,cleveland

Top Word Pairs in Tweet in G10:
[86] recorded,1511
[86] 1511,#covid19
[86] #covid19,cases
[86] cases,delta
[86] delta,state
[86] state,continue
[86] continue,work
[86] work,#flattenthecurve
[86] #flattenthecurve,adhering
[83] iaokowa,recorded

Top Replied-To
Top Replied-To in Entire Graph:
@govmurphy
@skynews
@nygovcuomo
@drdavidsamadi
@realdonaldtrump
@sbsnews
@drzwelimkhize
@polenz_r
@karl_lauterbach
@9newsmelb

Top Replied-To in G1:
@gretathunberg

Top Replied-To in G2:

Top Replied-To in G3:
@karl_lauterbach
@augstein
@epsilon3141
@preislerka
@psychohoernchen
@sanmoehendriks
@noord360
@stadtoberhausen
@plus_eins_plus
@elvira_rosert

Top Replied-To in G4:
@govmurphy
@skynews
@drdavidsamadi
@nygovcuomo
@realdonaldtrump
@usatoday
@nytimes
@massgovernor
@reeseayy11
@ajc

Top Replied-To in G5:
@mvankerkhove
@hotpinkchihuah1

Top Replied-To in G7:
@gp_commsafety
@metrorailgp

Top Replied-To in G9:
@govmikedewine

Top Replied-To in G10:
@iaokowa

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@preislerka
@knsmoh
@mitdeeplearning
@madikizelabongz
@indians
@zplesac
@mike_anthony13
@govmikedewine
@nygovcuomo

Top Mentioned in G1:
@gretathunberg
@connect4climate
@matske9
@naomi_sts
@abner4action
@patriciakombo
@atamewani
@pi_lizzie
@dermichel11

Top Mentioned in G2:
@ginger_exchange
@flooringdirectx
@kathycordayusa
@nehaguptaphoto
@_wheresmymojo
@egmontinstitute
@beebehealthcare
@kpmitton
@ems_kenya

Top Mentioned in G3:
@preislerka
@dorn_v
@motikat
@marcus05911286
@miob1781
@ascotblack
@elvira_rosert
@jensspahn
@afdverbot2021
@markus_soeder

Top Mentioned in G4:
@nygovcuomo
@truthsovertrump
@realdonaldtrump
@patriciakombo
@gretathunberg
@mpesce
@govmurphy
@rondesantisfl
@potus
@docassar

Top Mentioned in G5:
@bbcstoryworks
@who
@unfpa
@atayeshe
@unfpaasia
@d
@unfpamaldives
@treetophospital
@unfpa_esaro

Top Mentioned in G6:
@mitdeeplearning

Top Mentioned in G7:
@gp_commsafety
@myanc
@citytshwane
@metrorailgp
@15
@the_dsd
@pulemabe
@metrorail
@17

Top Mentioned in G8:
@schmanle
@sty__74
@bruderhugo
@preislerka
@motikat

Top Mentioned in G9:
@indians
@zplesac
@mike_anthony13
@govmikedewine

Top Mentioned in G10:
@iaokowa
@sundayisima

Top Tweeters
Top Tweeters in Entire Graph:
@tmobilehelp
@jurylady5
@ejlazar
@lt38
@innovativehindu
@inabster
@postnl
@nilimajumder
@yarosisnancy
@andreasandy3131

Top Tweeters in G1:
@lavandulall
@b1e56df9ce6549f
@altai_armande
@therezafontoura
@mwhalan
@fwwinterberg
@safiyahnoor1
@emperatriz1827
@kouzie01
@wdwdisneyland7

Top Tweeters in G2:
@schestowitz
@miss_placed_
@kellyrek
@ladyboarder9669
@catorano
@activistbowen2
@trumwill
@thaysvols
@sabotagebeats
@madlyodd

Top Tweeters in G3:
@andreasandy3131
@db_bahn
@catherinemginn
@schoensteiner
@cptleto
@tilhemwell
@btkrth
@michael_kunz
@alexabringmann
@evilini1

Top Tweeters in G4:
@jurylady5
@yarosisnancy
@reuters
@bbcnews
@skynews
@nytimes
@zafarwestern
@usatoday
@cnn
@cherkalleck

Top Tweeters in G5:
@nilimajumder
@ivomarcelino
@ishagshafeeg
@18diannem
@andytoronto
@mathfreireb
@korieunfpa
@tata_tainment
@anaiduza
@dilnidhi

Top Tweeters in G6:
@itknowingness
@dirac7
@techtrendingnow
@peteskomoroch
@suhnyllakler
@counterattack9
@coder26237717
@sergiosv96
@rnella01
@mohdhusniahmad

Top Tweeters in G7:
@africaupdates
@cityofjoburgza
@ramalokot
@ricky_de1
@citytshwane
@hyacinth_nhlums
@pyper_001
@thembarajuili
@asvaar17
@myanc

Top Tweeters in G8:
@26_suse
@goldzahnrosie
@volxfahradler
@kiwirazzi
@h_odiug
@positivchen
@demmelmeierchr
@oomenberlin
@farbenstau
@jeanneplaumann

Top Tweeters in G9:
@37crookshankave
@kevin_timm
@pops3284
@tonymazur
@thejosephbarnes
@dfluckesfans
@hacreamolajuwon
@indians
@lanzofmasters
@anabilolic

Top Tweeters in G10:
@toluolisa
@chaibuz7
@kingehizojie
@jaustinuche
@pdp_2023
@laurentdarl
@auntyriri
@ainoorh
@nahzree
@akaebube


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