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#FlattenTheCurve_2021-01-27_01-04-41.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 27, 2021
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3iS6Khj
@gretathunberg
@klages_uwe
@peter_simone
@vivianfrancos
@ur_med
@thomasknorra
@rhonda_alimuto
@heiderosie
@climatemessages
@wenig_worte

Top hashtags:
#flattenthecurve
#climatestrikeonline
#covid19
#wearamask

Description:
Description
The graph represents a network of 4,062 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 Wednesday, 27 January 2021 at 09:07 UTC.

The requested start date was Wednesday, 27 January 2021 at 01:01 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 9-day, 12-hour, 46-minute period from Wednesday, 13 January 2021 at 01:03 UTC to Friday, 22 January 2021 at 13:49 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 : 4062
Unique Edges : 1193
Edges With Duplicates : 7388
Total Edges : 8581
Number of Edge Types : 5
Retweet : 3223
MentionsInRetweet : 3465
Replies to : 169
Tweet : 1235
Mentions : 489
Self-Loops : 1272
Reciprocated Vertex Pair Ratio : 0.00673491379310345
Reciprocated Edge Ratio : 0.0133797163500134
Connected Components : 635
Single-Vertex Connected Components : 298
Maximum Vertices in a Connected Component : 1997
Maximum Edges in a Connected Component : 4460
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.298269
Graph Density : 0.000226542761052492
Modularity : 0.412317
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 4,062 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 Wednesday, 27 January 2021 at 09:07 UTC.

The requested start date was Wednesday, 27 January 2021 at 01:01 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 9-day, 12-hour, 46-minute period from Wednesday, 13 January 2021 at 01:03 UTC to Friday, 22 January 2021 at 13:49 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:
[22] https://ocs.sesb.com.my/
[19] https://dt51.net/c/?si=15259&li=1662683&wi=204627&ws=
[8] https://www.instagram.com/accounts/login/
[7] https://afluencer.com/
[6] https://www.twitch.tv/nezuryu
[5] https://www.radioafm.nl/
[4] https://blackbirdbooks.africa/
[4] https://covcheck.hctx.net/
[4] https://zero-covid.org
[3] https://www.tasteofhome.com/recipes/no-bake-peanut-butter-treats/

Top URLs in Tweet in G1:
[1] https://twitter.com/daniconnorwild/status/1349803624671526912

Top URLs in Tweet in G2:
[4] https://www.instagram.com/accounts/login/
[3] https://476899z8-7vzpwf8lqudw-du1x.hop.clickbank.net/
[3] https://www.tasteofhome.com/recipes/no-bake-peanut-butter-treats/
[3] https://www.countryliving.com/food-drinks/g2364/mug-cakes/
[3] https://www.allrecipes.com/recipe/240641/salt-dough/
[2] https://twitter.com/travispew/status/1349880907633733633
[2] https://brainbubbles.de/collections/maske-bandana-gaiter
[2] https://www.beckershospitalreview.com/hospital-management-administration/3-healthcare-executive-actions-biden-plans-to-take-today.html?utm_campaign=Social
[2] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[2] https://thetiptoefairy.com/easy-pudding-cup-finger-paints/

Top URLs in Tweet in G4:
[1] https://twitter.com/WHOAFRO/status/1351161722120396801
[1] https://twitter.com/WHOAFRO/status/1351484550807883776
[1] https://twitter.com/WHOAFRO/status/1352227619001954308
[1] https://www.bbc.com/news/world-africa-55656578
[1] https://www.unicef.org/coronavirus/road-slowing-covid-19-south-africa
[1] https://www.unicef.org/southafrica/stories/reimagining-future-2021-and-beyond

Top URLs in Tweet in G5:
[1] https://twitter.com/MKreutzfeldt/status/1349286902390730754
[1] https://twitter.com/tagesthemen/status/1349797963346964480
[1] https://twitter.com/reuters/status/1350213673772527618
[1] https://twitter.com/Karl_Lauterbach/status/1350781825896091648
[1] https://twitter.com/StZ_NEWS/status/1350911112582221826
[1] https://twitter.com/michiwagner4/status/1351206225434845185
[1] https://www.bmi.bund.de/SharedDocs/downloads/DE/veroeffentlichungen/2020/corona/szen
[1] https://zero-covid.org
[1] https://twitter.com/derspiegel/status/1349332322613653505

Top URLs in Tweet in G6:
[1] https://twitter.com/thehill/status/1351204905164414984
[1] https://twitter.com/girevik83/status/1349387465484853249

Top URLs in Tweet in G8:
[2] https://wideblick.blogspot.com/2021/01/steigende-infektionszahlen-und-volle.html
[2] https://www.news4teachers.de/2021/01/warum-schulen-nicht-auf-distanzlernen-vorbereitet-sind/?utm_source=mailpoet&utm_medium=email&utm_campaign=newsletter-total-neue-meldungen-auf-news4teachers_1
[1] https://www.news4teachers.de/2021/01/die-kritik-am-schul-chaos-der-bundeslaender-waechst-der-kinderschutzbund-spricht-von-versagen-der-kultusminister/?utm_source=mailpoet&utm_medium=email&utm_campaign=newsletter-total-neue-meldungen-auf-news4teachers_1
[1] https://www.news4teachers.de/2021/01/schulsenator-rabe-distanzunterricht-wird-nicht-die-uebliche-qualitaet-haben/?utm_source=mailpoet&utm_medium=email&utm_campaign=newsletter-total-neue-meldungen-auf-news4teachers_1
[1] https://twitter.com/GrossmannPat/status/1349463066891710469
[1] https://www.t-online.de/nachrichten/deutschland/id_89261072/corona-strategie-mit-zero-covid-feiern-wir-den-sommer-des-jahrhunderts-.html?fbclid=IwAR3yU8FjzvhAKAfnez1xxxlPIA_yCdpZMT_gVGdxDCmSFgg2CgdGnOEakc0
[1] https://www.news4teachers.de/2021/01/notbetreuung-von-wegen-berliner-kitas-im-lockdown-voller-als-gedacht/?fbclid=IwAR3WbTfmaExcnsVAjXt5twOJdlVv2sfdc1-ZLYIjt82i8-4zEolinNvE4_4
[1] https://www.news4teachers.de/2021/01/gebauer-will-praesenzunterricht-nach-dem-31-januar-teilweise-jedenfalls-wir-muessen-wieder-tueren-oeffnen-fuer-das-soziale-miteinander-wissenschaftler-warnen/?utm_source=mailpoet&utm_medium=email&utm_campaign=newsletter-total-neue-meldungen-auf-news4teachers_1
[1] https://www.news4teachers.de/2021/01/nordrhein-westfalen-noch-immer-sind-35-prozent-der-kinder-in-den-kitas/?utm_source=mailpoet&utm_medium=email&utm_campaign=newsletter-total-neue-meldungen-auf-news4teachers_1
[1] https://www.news4teachers.de/2021/01/trotz-schwesigs-appellen-mehr-eltern-schicken-ihre-kinder-wieder-in-die-schule/?utm_source=mailpoet&utm_medium=email&utm_campaign=newsletter-total-neue-meldungen-auf-news4teachers_1

Top URLs in Tweet in G9:
[1] https://www.linkedin.com/slink?code=gyaWkcR

Top Domains
Top Domains in Tweet in Entire Graph:
[192] twitter.com
[23] youtube.com
[23] com.my
[19] dt51.net
[16] coviz.org
[13] blogspot.com
[13] news4teachers.de
[12] swarmapp.com
[11] instagram.com
[10] google.com

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

Top Domains in Tweet in G2:
[78] twitter.com
[12] swarmapp.com
[8] youtube.com
[8] google.com
[7] instagram.com
[4] allrecipes.com
[3] clickbank.net
[3] tasteofhome.com
[3] countryliving.com
[2] facebook.com

Top Domains in Tweet in G4:
[3] twitter.com
[2] unicef.org
[1] bbc.com

Top Domains in Tweet in G5:
[7] twitter.com
[1] bund.de
[1] zero-covid.org

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

Top Domains in Tweet in G8:
[12] news4teachers.de
[2] blogspot.com
[2] twitter.com
[1] t-online.de
[1] katharina-schulze.de

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2116] flattenthecurve
[2037] climatestrikeonline
[524] covid19
[323] wearamask
[152] stayhome
[128] stopthespread
[114] leralla
[101] zerocovid
[95] staysafestayhealthy
[89] staysafe



Top Hashtags in Tweet in G1:
[1999] climatestrikeonline
[23] flattenthecurve
[21] fridaysforfuture
[21] facetheclimateemergency
[5] climatestrike
[5] strike4climate
[2] schoolstrike4climate
[1] oceanandclimateemergency
[1] staysafe
[1] wecandothis

Top Hashtags in Tweet in G2:
[388] flattenthecurve
[90] covid19
[34] socialdistancing
[33] wearamask
[32] staysafe
[31] stayhome
[28] coronavirus
[26] stayathome
[21] covid_19
[18] washyourhands

Top Hashtags in Tweet in G3:
[88] covid19
[88] stopthespread
[88] flattenthecurve
[88] staysafestayhealthy

Top Hashtags in Tweet in G4:
[38] flattenthecurve
[20] covid19
[17] covid19vaccines
[14] angamizacorona
[9] covid19pandemic
[8] covid19africa
[4] uhcinafrica
[3] covidsecondwave
[3] newyear2021
[3] covid

Top Hashtags in Tweet in G5:
[20] flattenthecurve
[17] zerocovid
[12] corona
[3] lasstdieschulenundkitaszu
[3] killthecurve
[2] machtdiebueroszu
[2] stayathome
[2] b117
[1] machtbueroszu
[1] sciencematters

Top Hashtags in Tweet in G6:
[35] flattenthecurve
[8] 100daymaskchallenge
[7] whereshunter
[5] tellafriend
[5] beatthevirus
[5] inauguration2021
[4] covid19
[4] stopthespread
[3] inthistogether
[3] wearamask

Top Hashtags in Tweet in G7:
[25] happiness
[5] flattenthecurve
[3] covid19
[1] stayhome
[1] washyourhands
[1] coronavirus
[1] alzheimers
[1] dementia
[1] mentalhealth
[1] steadyasshegoes

Top Hashtags in Tweet in G8:
[41] flattenthecurve
[39] zerocovid
[31] bildungabersicher
[29] harterlockdownjetzt
[27] schulenkitaskomplettzu
[22] bildungstattpraesenzpflicht
[22] nofidk
[18] b117
[18] pandemie
[18] kita

Top Hashtags in Tweet in G9:
[1] flattenthecurve
[1] terminationpayments
[1] researchinstitutions
[1] ukuniversities
[1] reimagineresearch
[1] scipol
[1] uuk
[1] rri
[1] researchculture
[1] journorequest

Top Hashtags in Tweet in G10:
[50] flattenthecurve

Top Words
Top Words in Tweet in Entire Graph:
[2115] #flattenthecurve
[2060] pandemic
[2046] doing
[2043] week
[2037] #climatestrikeonline
[2031] strike
[2028] school
[2026] gretathunberg
[2011] ongoing
[2010] physical

Top Words in Tweet in G1:
[2006] strike
[2002] week
[2000] gretathunberg
[1999] #climatestrikeonline
[1995] school
[1990] ongoing
[1990] pandemic
[1990] doing
[1987] physical
[1987] strikes

Top Words in Tweet in G2:
[387] #flattenthecurve
[90] #covid19
[36] covid
[34] #socialdistancing
[34] home
[33] #wearamask
[33] die
[32] #staysafe
[32] social
[31] #stayhome

Top Words in Tweet in G3:
[88] #covid19
[88] #stopthespread
[88] #flattenthecurve
[88] #staysafestayhealthy
[87] sunil_sawhney

Top Words in Tweet in G4:
[38] #flattenthecurve
[29] health
[23] amref_worldwide
[20] million
[20] #covid19
[17] provisional
[17] 270
[17] doses
[17] #covid19vaccines
[17] secured

Top Words in Tweet in G5:
[60] die
[43] peter_simone
[20] #flattenthecurve
[20] tote
[18] mehr
[18] welt
[17] keine
[17] völlig
[17] #zerocovid
[15] deshalb

Top Words in Tweet in G6:
[35] #flattenthecurve
[24] normajtorres
[24] biden
[22] whitehouse
[21] ve
[21] dire
[21] need
[21] leadership
[21] combat
[21] pandemic

Top Words in Tweet in G7:
[30] happen
[29] billius27
[29] opinion
[29] yes
[29] need
[29] everything
[29] reopen
[29] schools
[29] safely
[29] talk

Top Words in Tweet in G8:
[41] #flattenthecurve
[39] #zerocovid
[36] die
[31] schulen
[31] #bildungabersicher
[29] #harterlockdownjetzt
[27] #schulenkitaskomplettzu
[22] #bildungstattpraesenzpflicht
[22] #nofidk
[19] toberg2

Top Words in Tweet in G9:
[2] dgurdasani1
[2] dbetteracademia
[2] morimahmoudi
[2] reneebleau
[2] suzanne_garrett
[2] evidencebase_im
[2] braincures
[2] marikasboros
[2] wellcometrust

Top Words in Tweet in G10:
[50] curve
[50] flatten
[50] #flattenthecurve
[50] 15th
[50] 18th
[50] moved
[50] 14k
[50] 13k
[50] 12k
[50] todate

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2018] school,strike
[2015] strike,week
[2008] ongoing,pandemic
[2008] pandemic,doing
[2008] doing,#climatestrikeonline
[2005] gretathunberg,school
[2004] #climatestrikeonline,physical
[2004] physical,strikes
[1384] week,126
[1381] 126,ongoing

Top Word Pairs in Tweet in G1:
[1995] school,strike
[1995] strike,week
[1990] ongoing,pandemic
[1990] pandemic,doing
[1990] doing,#climatestrikeonline
[1987] #climatestrikeonline,physical
[1987] physical,strikes
[1986] gretathunberg,school
[1373] week,126
[1371] 126,ongoing

Top Word Pairs in Tweet in G2:
[30] social,distancing
[26] kids,bored
[26] bored,practicing
[26] practicing,social
[23] distancing,make
[20] #covid19,#flattenthecurve
[17] covid,19
[16] ginger_exchange,kids
[15] #wearamask,#flattenthecurve
[15] #flattenthecurve,#socialdistancing

Top Word Pairs in Tweet in G3:
[88] #covid19,#stopthespread
[88] #stopthespread,#flattenthecurve
[88] #flattenthecurve,#staysafestayhealthy
[87] sunil_sawhney,#covid19

Top Word Pairs in Tweet in G4:
[17] provisional,270
[17] 270,million
[17] million,doses
[17] doses,#covid19vaccines
[17] #covid19vaccines,secured
[17] secured,_africanunion
[17] _africanunion,distribution
[16] amref_worldwide,provisional
[16] distribution,th
[14] power,community

Top Word Pairs in Tweet in G5:
[14] ulfposh,welt
[14] welt,nö
[14] nö,epidemiologisch
[14] epidemiologisch,völlig
[14] völlig,richtig
[14] richtig,verantwortlich
[14] verantwortlich,wollen
[14] wollen,mehr
[14] mehr,tote
[14] tote,schwerkranke

Top Word Pairs in Tweet in G6:
[21] ve,dire
[21] dire,need
[21] need,leadership
[21] leadership,whitehouse
[21] whitehouse,combat
[21] combat,pandemic
[21] pandemic,president
[21] president,biden
[21] biden,answered
[21] answered,call

Top Word Pairs in Tweet in G7:
[29] opinion,yes
[29] yes,need
[29] need,everything
[29] everything,reopen
[29] reopen,schools
[29] schools,safely
[29] safely,happen
[29] happen,talk
[29] talk,wishes
[28] billius27,opinion

Top Word Pairs in Tweet in G8:
[33] #zerocovid,#flattenthecurve
[29] #bildungabersicher,#harterlockdownjetzt
[26] #schulenkitaskomplettzu,#zerocovid
[21] #harterlockdownjetzt,#bildungstattpraesenzpflicht
[19] #bildungstattpraesenzpflicht,#nofidk
[18] #flattenthecurve,#b117
[18] #b117,#pandemie
[18] #pandemie,#kita
[17] #kita,#schule
[17] #schule,#durchseuchung

Top Word Pairs in Tweet in G9:
[2] dgurdasani1,dbetteracademia
[2] dbetteracademia,morimahmoudi
[2] morimahmoudi,reneebleau
[2] reneebleau,suzanne_garrett
[2] suzanne_garrett,evidencebase_im
[2] evidencebase_im,braincures
[2] braincures,marikasboros

Top Word Pairs in Tweet in G10:
[50] curve,flatten
[50] flatten,#flattenthecurve
[50] #flattenthecurve,15th
[50] 15th,18th
[50] 18th,moved
[50] moved,14k
[50] 14k,13k
[50] 13k,12k
[50] 12k,todate
[50] todate,9k

Top Replied-To
Top Replied-To in Entire Graph:
@joebiden
@gretathunberg
@georgrestle
@maxcroser
@jackposobiec
@brianstelter
@schnellenbachj
@tagesschau
@markus_soeder
@liesdronkert

Top Replied-To in G1:
@gretathunberg

Top Replied-To in G2:

Top Replied-To in G5:
@susansziborra
@ulfposh
@ak_meier
@iwonnaagharta
@bayerth
@welt

Top Replied-To in G6:
@joebiden
@jackposobiec
@brianstelter
@whitehouse
@kathygriffin
@charriselane
@aoc
@jaketapper
@almostjingo
@anet2111

Top Replied-To in G8:
@markus_soeder
@tagesschau
@michael_huether
@mamazwitschert
@karl_lauterbach
@marysol73
@volkerscheeff
@watch_union
@gew_bund
@patrickgensing

Top Replied-To in G9:
@dgurdasani1

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@sunil_sawhney
@gardeegodrich
@peter_simone
@insidekaduna_
@thesizzlereport
@mspro
@billius27
@cpho_canada
@gp_commsafety

Top Mentioned in G1:
@gretathunberg
@adampiercy1
@flossiebeachcl1
@makeadi30164733
@endelstamberg

Top Mentioned in G2:
@ginger_exchange
@egmontinstitute
@thegeeksreborn
@gstirrupcomfort
@flooringdirectx
@theres146
@capaaccountancy
@selangorbnyv
@thesweetpine
@digicarsza

Top Mentioned in G3:
@sunil_sawhney

Top Mentioned in G4:
@amref_worldwide
@_africanunion
@amref_kenya
@afyatimiza
@yednetworkke
@whoafro
@euinkenya
@moh_kenya
@africacdc
@who

Top Mentioned in G5:
@peter_simone
@welt
@ulfposh
@gereonas
@final_space_
@wenig_worte
@gretathunberg
@kpax77771
@hendrikstreeck
@focusonline

Top Mentioned in G6:
@normajtorres
@whitehouse
@joebiden
@potus
@kamalaharris
@norma4congress
@bluebirdkeny
@almostjingo
@crazyjoe86
@mmpadellan

Top Mentioned in G7:
@billius27
@lead_coalition
@actionhappiness
@nalotandowly
@becca_wickson

Top Mentioned in G8:
@toberg2
@alexa77de
@oke_raphaela
@zdfheute
@mpstephanweil
@bildungsicher
@leanderjakobine
@kolseb
@karl_lauterbach
@mamazwitschert

Top Mentioned in G9:
@dbetteracademia
@morimahmoudi
@reneebleau
@suzanne_garrett
@evidencebase_im
@braincures
@marikasboros
@do_kinder
@dgurdasani1
@proftim

Top Mentioned in G10:
@gardeegodrich

Top Tweeters
Top Tweeters in Entire Graph:
@kakusan_rt
@gocoo_59
@gocoo
@hrblock_21
@ejlazar
@pparzival
@roblwilson
@femtech_
@joni_looking
@sainsburys

Top Tweeters in G1:
@gocoo_59
@gocoo
@roblwilson
@chilhon2016lap
@animeworld31
@trump_enemy
@ami_tvdfan
@patricklee6669
@mwhalan
@pushandpulljlm

Top Tweeters in G2:
@kchernecky
@guitarsuncat
@consciousfilth
@carol_hulme
@zarill955
@rbike
@richmonddoc
@firstbankngr
@morphizm
@lizcollet

Top Tweeters in G3:
@chicasa
@akeula_trendy
@ovigho
@ogbenidipo
@hassie_khaleesi
@realbossmann
@wandecoally
@yemisi_williams
@mogajicares
@sayorr_

Top Tweeters in G4:
@habbradley
@tzdiscovery
@ewnreporter
@allanmzalendo
@dailymaverick
@trf_stories
@nomsu__
@khasimwammaitsi
@bbcafrica
@who

Top Tweeters in G5:
@welt
@heiderosie
@focusonline
@goettergatte42
@fasnix
@balelt41
@creation_2011
@electroheinz
@monikaherrmann1
@wenig_worte

Top Tweeters in G6:
@all435reps
@voiceoverperson
@jaketapper
@mikecokere
@brianstelter
@almostjingo
@soyalexajimenez
@12voltman60
@tnkabtit
@thereallilxza

Top Tweeters in G7:
@viralvideovlogs
@apauckland
@agitatorsneeded
@thompsonb2569
@silentseawolf
@dlhampton
@sachatb
@silvijakrebs
@baby_leo_bill
@mixyezpitlek

Top Tweeters in G8:
@mokomokai
@tagesschau
@lvz
@zdfheute
@watch_union
@marianocabano
@toberg2
@suse1603
@lvb_direkt
@madiemousie

Top Tweeters in G9:
@schneiderleonid
@mbalter
@hrw
@proftimnoakes
@seis_matters
@reddit
@marikasboros
@un_women
@truthsayerodet1
@jeremyfarrar

Top Tweeters in G10:
@ttbogoshi
@lavitosoul
@ricky_de1
@bkithebe
@keithaphiwe
@freegeneraxion
@juliusmalemason
@tndaba
@gardeegodrich
@spencergooner


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