#FlattenTheCurve, Twitter, 5/5/2020 5:16:00 PM, 226187


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#FlattenTheCurve_2020-05-05_02-12-25.xlsx
#FlattenTheCurve_2020-05-05_02-12-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 05, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/35FL69B
@gavinnewsom
@skinnybits
@who
@helene_wpli
@montgomeryken
@rwang0
@hanslak
@northwind1ndn
@ana_captures
@govcanhealth

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

Description:
Description
The graph represents a network of 5,769 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, 05 May 2020 at 09:14 UTC.

The requested start date was Tuesday, 05 May 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 2-day, 15-hour, 1-minute period from Friday, 01 May 2020 at 21:20 UTC to Monday, 04 May 2020 at 12:22 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 : 5769
Unique Edges : 3065
Edges With Duplicates : 7407
Total Edges : 10472
Number of Edge Types : 5
Tweet : 1485
Retweet : 3373
MentionsInRetweet : 4129
Mentions : 1277
Replies to : 208
Self-Loops : 1557
Reciprocated Vertex Pair Ratio : 0.0119182746878547
Reciprocated Edge Ratio : 0.0235558048233315
Connected Components : 1440
Single-Vertex Connected Components : 627
Maximum Vertices in a Connected Component : 600
Maximum Edges in a Connected Component : 1310
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.854162
Graph Density : 0.000160748454903522
Modularity : 0.552773
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 5,769 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, 05 May 2020 at 09:14 UTC.

The requested start date was Tuesday, 05 May 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 2-day, 15-hour, 1-minute period from Friday, 01 May 2020 at 21:20 UTC to Monday, 04 May 2020 at 12:22 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://www.youtube.com/watch?v=QtSa77My42Y&feature=youtu.be

[14] https://fxo.io/m/km8a59xn
[8] https://www.iol.co.za/news/south-africa/gauteng/be-a-hero-join-us-in-making-10millionmasks-46999322
[7] http://andyecon.weebly.com/uploads/5/1/3/8/5138005/healthwealth.pdf
[7] https://www.canada.ca/en/public-health/services/publications/diseases-conditions/social-distancing.html
[7] https://who.maps.arcgis.com/apps/opsdashboard/index.html#/0c9b3a8b68d0437a8cf28581e9c063a9
[6] https://mixer.com/NikkiMac
[4] http://adiloits.herokuapp.com
[4] https://www.youtube.com/watch?v=hRnzijbMrOg&feature=youtu.be

[4] https://www.teepublic.com/t-shirt/9011602-love-in-the-time-of-covid?store_id=312946?utm_source=twitter&utm_medium=social&utm_campaign=okr2

Top URLs in Tweet in G1:
[3] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[2] https://covid19.colorado.gov/safer-at-home
[2] https://www.cdc.gov/coronavirus/2019-ncov/prevent-getting-sick/prevention.html
[2] https://www.realclearpolitics.com/articles/2020/05/03/policy_and_punditry_need_to_adapt_to_new_virus_data_143102.html
[2] https://www.countryliving.com/food-drinks/g2364/mug-cakes/
[2] https://twitter.com/bessbell/status/1257057870136242176
[2] https://www.cbc.ca/news/canada/new-brunswick/no-new-cases-1.5553962
[2] https://www.azdhs.gov/preparedness/epidemiology-disease-control/infectious-disease-epidemiology/covid-19/dashboards/index.php
[2] https://docs.google.com/forms/d/e/1FAIpQLSeXsPP3aNgEJpfM08OxzHwCLiPkypd4Cjb7Mcn_x9HzinyaCg/viewform?usp=send_form
[2] https://gogodoc.com/blog-post/covid-19-updates-from-who-and-nhs/

Top URLs in Tweet in G2:
[1] https://twitter.com/GovMurphy/status/1256633197418418176
[1] https://twitter.com/GovMurphy/status/1256680870007767045

Top URLs in Tweet in G3:
[2] https://twitter.com/willozap/status/1257198584505614337
[1] https://twitter.com/GretaThunberg/status/1256146520803549188

Top URLs in Tweet in G4:
[6] https://www.canada.ca/en/public-health/services/publications/diseases-conditions/social-distancing.html
[1] https://www.canada.ca/en/public-health/services/publications/diseases-conditions/reduce-spread-covid-19-wash-your-hands.html
[1] https://twitter.com/getactiveCWATS/status/1256225666686648325
[1] https://www.canada.ca/en/public-health/services/diseases/2019-novel-coronavirus-infection/canadas-reponse.html
[1] http://ow.ly/ppPu50zr03m
[1] http://thevegannaturopath.com/?edition_id=95c04a90-8d87-11ea-8c96-0cc47a0d1605
[1] https://www.oma.org/section/news-&-events/ontarians-asked-to-shine-a-light-for-all-they-do-may-1-for-doctors-day?type=news_items

Top URLs in Tweet in G5:
[1] https://www.insurancechat.co.za/2020-05/media-briefing-on-stage-four-direction-on-health-and-safety-regulations/
[1] https://www.insurancechat.co.za/2020-05/south-africa-responds-to-making-face-masks-available/

Top URLs in Tweet in G8:
[1] https://www.huffpost.com/entry/four-severely-ill-migrant-babies-hospitalized-after-lawyers-visited-border-patrol-facility_n_5d0d3bbce4b07ae90d9cfe4f?ncid=engmodushpmg00000003&fbclid=IwAR0YojrbFKQx_9aJvapBdAK3KW52t8jL644OKWRAPaJpgyyBG0NV5ikyppk
[1] https://twitter.com/MsMariaT/status/1256663051744337920
[1] https://twitter.com/RepSwalwell/status/1257064443743264770
[1] https://twitter.com/IrishGreg/status/1257059981943177216
[1] https://www.youtube.com/watch?v=LRSQdm3HboY&feature=youtu.be

[1] https://abcnews.go.com/amp/US/michigan-governor-extends-state-emergency-order-protest-trump/story?id=70452444&id=70452444&__twitter_impression=true
[1] https://medium.com/basic-income/universal-basic-income-as-the-social-vaccine-of-the-21st-century-d66dff39073
[1] https://twitter.com/politico/status/1255708483355320320
[1] https://www.breitbart.com/politics/2020/05/03/nolte-they-told-us-lockdowns-were-about-flattening-the-curve-they-lied/
[1] https://video.foxnews.com/v/6153736964001

Top URLs in Tweet in G9:
[2] https://www.kevinmd.com/blog/2020/04/lockdown-panic-syndrome-and-how-to-fix-it.html
[2] http://LegalInsurrection.com
[1] https://www.linkedin.com/slink?code=ernZMXW
[1] https://twitter.com/brithume/status/1257059342756589568
[1] https://www.weforum.org/agenda/2020/04/flattening-the-climate-curve-in-the-post-covid-world
[1] https://www.youtube.com/watch?v=qVQoUAemFo4&feature=youtu.be

[1] http://bit.ly/33yN1vB

Top Domains
Top Domains in Tweet in Entire Graph:
[256] twitter.com
[118] instagram.com
[58] youtube.com
[42] hotpagenews.com
[22] linkedin.com
[16] co.za
[14] bit.ly
[14] fxo.io
[13] arcgis.com
[13] rubylane.com

Top Domains in Tweet in G1:
[95] instagram.com
[85] twitter.com
[18] linkedin.com
[16] youtube.com
[5] google.com
[4] gogodoc.com
[3] constantcontact.com
[3] facebook.com
[3] org.za
[3] flooringdirecttexas.com

Top Domains in Tweet in G2:
[2] twitter.com

Top Domains in Tweet in G3:
[3] twitter.com

Top Domains in Tweet in G4:
[8] canada.ca
[1] twitter.com
[1] ow.ly
[1] thevegannaturopath.com
[1] oma.org

Top Domains in Tweet in G5:
[2] co.za

Top Domains in Tweet in G8:
[6] twitter.com
[1] huffpost.com
[1] youtube.com
[1] go.com
[1] medium.com
[1] breitbart.com
[1] foxnews.com
[1] realclearmarkets.com
[1] instagram.com

Top Domains in Tweet in G9:
[2] kevinmd.com
[2] legalinsurrection.com
[1] linkedin.com
[1] twitter.com
[1] weforum.org
[1] youtube.com
[1] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3473] flattenthecurve
[1192] covid19
[564] stayhome
[451] socialdistancing
[400] stayathome
[371] coronavirus
[238] climatestrikeonline
[219] staysafe
[219] fridaysforfuture
[209] schoolstrike4climate



Top Hashtags in Tweet in G1:
[747] flattenthecurve
[175] covid19
[139] stayhome
[129] socialdistancing
[111] coronavirus
[89] staysafe
[64] stayathome
[37] quarantine
[33] washyourhands
[30] covid_19

Top Hashtags in Tweet in G2:
[245] flattenthecurve
[13] covid19
[2] socialdistancing
[1] covidー19

Top Hashtags in Tweet in G3:
[234] climatestrikeonline
[223] flattenthecurve
[217] fridaysforfuture
[207] stayathome
[207] schoolstrike4climate
[15] climatestrike
[10] workersday
[10] standwithworkers
[10] justtransition
[10] 5/1/2020 12:00:00 AM

Top Hashtags in Tweet in G4:
[239] covid19
[146] physicaldistancing
[28] flattenthecurve
[11] handwashing
[5] nowisnotthetime
[5] ramadan
[3] maythe4th
[1] stayhomestaysafe
[1] washyourhands
[1] stayhome

Top Hashtags in Tweet in G5:
[92] flattenthecurve
[77] gautengcovid19
[67] covid19
[8] stayathome
[3] stayathomesa
[2] covid19southafrica
[2] stayhomesa
[2] lockdownsa
[1] physicaldistancing
[1] facemasks

Top Hashtags in Tweet in G6:
[142] klimakrise
[142] co2
[2] flattenthecurve
[1] coronavirus
[1] klimaschutz
[1] homooffice
[1] stayandplay

Top Hashtags in Tweet in G7:
[104] auditogether
[104] stayhome
[104] flattenthecurve

Top Hashtags in Tweet in G8:
[56] flattenthecurve
[10] usa
[8] maga
[8] america
[8] stayhome
[8] lockdown
[7] kag
[7] maga2020
[7] trumpvirus
[7] trump2020

Top Hashtags in Tweet in G9:
[27] flattenthecurve
[5] covid19
[2] climateaction
[2] sustainable
[2] finserv
[2] impact
[2] coronavirus
[2] covid
[2] california
[2] covid_19

Top Hashtags in Tweet in G10:
[55] covid19
[9] flattenthecurve
[5] stayhomesavelives
[2] stayathome
[1] gettested
[1] staysafe
[1] dallas
[1] coronaviruspandemic

Top Words
Top Words in Tweet in Entire Graph:
[3746] Words in Sentiment List#1: Positive
[1972] Words in Sentiment List#2: Negative
[20] Words in Sentiment List#3: Angry/Violent
[114018] Non-categorized Words
[119737] Total Words
[3472] #flattenthecurve
[1194] #covid19
[564] #stayhome
[469] keep
[451] #socialdistancing

Top Words in Tweet in G1:
[747] #flattenthecurve
[175] #covid19
[139] #stayhome
[129] #socialdistancing
[111] #coronavirus
[89] #staysafe
[72] stay
[67] home
[64] #stayathome
[55] covid

Top Words in Tweet in G2:
[256] govmurphy
[245] #flattenthecurve
[242] attn
[242] knuckleheads
[242] keep
[242] safe
[242] distance
[14] many
[14] people
[13] kathiemainzer

Top Words in Tweet in G3:
[234] #climatestrikeonline
[224] week
[223] strike
[223] #flattenthecurve
[217] #fridaysforfuture
[210] 89
[208] gretathunberg
[207] #stayathome
[207] #schoolstrike4climate
[205] school

Top Words in Tweet in G4:
[239] #covid19
[201] travel
[154] govcanhealth
[146] practice
[146] #physicaldistancing
[141] more
[140] learn
[137] responsibility
[137] don
[137] symptoms

Top Words in Tweet in G5:
[205] gp_commsafety
[92] #flattenthecurve
[84] freeway
[77] #gautengcovid19
[67] #covid19
[60] found
[59] passengers
[57] ensure
[49] being
[49] lockdown

Top Words in Tweet in G6:
[143] die
[142] oliver_krischer
[142] #klimakrise
[142] macht
[142] keine
[142] pause
[142] kschwanke
[142] setzt
[142] neuen
[142] schlimmen

Top Words in Tweet in G7:
[104] momento
[104] escuchar
[104] actuar
[104] aplanar
[104] curva
[104] estamos
[104] juntos
[104] #auditogether
[104] #stayhome
[104] #flattenthecurve

Top Words in Tweet in G8:
[56] #flattenthecurve
[18] realdonaldtrump
[16] curve
[16] nygovcuomo
[15] govinslee
[10] #usa
[9] back
[9] people
[8] great
[8] #maga

Top Words in Tweet in G9:
[27] #flattenthecurve
[19] families
[17] without
[17] patients
[16] cure
[16] worse
[16] disease
[16] cruel
[16] treatment
[16] coronavirus

Top Words in Tweet in G10:
[55] #covid19
[44] judgeclayj
[42] ve
[39] seem
[39] eternity
[39] 100
[39] days
[39] australia
[39] diagnosed
[39] first

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[266] #stayhome,#flattenthecurve
[259] keep,safe
[253] covid,19
[247] distance,#flattenthecurve
[246] safe,distance
[243] attn,knuckleheads
[243] knuckleheads,keep
[242] govmurphy,attn
[230] social,distancing
[214] strike,week

Top Word Pairs in Tweet in G1:
[50] #socialdistancing,#flattenthecurve
[49] #stayhome,#flattenthecurve
[45] covid,19
[27] #covid19,#flattenthecurve
[27] stay,home
[24] stay,safe
[21] #stayathome,#flattenthecurve
[21] #staysafe,#flattenthecurve
[20] social,distancing
[19] #flattenthecurve,#stayhome

Top Word Pairs in Tweet in G2:
[242] attn,knuckleheads
[242] knuckleheads,keep
[242] keep,safe
[242] safe,distance
[242] distance,#flattenthecurve
[241] govmurphy,attn
[13] many,thanks
[13] thanks,govmurphy
[13] govmurphy,highlighting
[13] highlighting,lives

Top Word Pairs in Tweet in G3:
[214] strike,week
[210] week,89
[205] school,strike
[205] 89,#climatestrikeonline
[205] #climatestrikeonline,#stayathome
[205] #stayathome,#fridaysforfuture
[205] #fridaysforfuture,#schoolstrike4climate
[205] #schoolstrike4climate,#flattenthecurve
[202] gretathunberg,school
[10] #climatestrike,week

Top Word Pairs in Tweet in G4:
[140] learn,more
[137] responsibility,practice
[137] practice,#physicaldistancing
[137] #physicaldistancing,don
[137] don,#covid19
[137] #covid19,symptoms
[137] symptoms,learn
[136] govcanhealth,responsibility
[98] response,#covid19
[98] #covid19,official

Top Word Pairs in Tweet in G5:
[63] #gautengcovid19,#flattenthecurve
[35] n1,south
[35] freeway,ensure
[34] covid,19
[33] during,#covid19
[31] driver,taxi
[29] #covid19,lockdown
[29] taxi,found
[29] found,travelling
[29] travelling,one

Top Word Pairs in Tweet in G6:
[142] oliver_krischer,die
[142] die,#klimakrise
[142] #klimakrise,macht
[142] macht,keine
[142] keine,pause
[142] pause,kschwanke
[142] kschwanke,setzt
[142] setzt,neuen
[142] neuen,schlimmen
[142] schlimmen,rekordwert

Top Word Pairs in Tweet in G7:
[104] momento,escuchar
[104] escuchar,actuar
[104] actuar,aplanar
[104] aplanar,curva
[104] curva,estamos
[104] estamos,juntos
[104] juntos,#auditogether
[104] #auditogether,#stayhome
[104] #stayhome,#flattenthecurve
[103] audidemexico,momento

Top Word Pairs in Tweet in G8:
[8] purpose,#lockdown
[8] #lockdown,#flattenthecurve
[8] #flattenthecurve,flat
[8] flat,everywhere
[8] everywhere,places
[8] places,never
[8] never,curve
[8] curve,flatten
[7] #kag,#maga2020
[7] #maga2020,#maga

Top Word Pairs in Tweet in G9:
[16] cure,worse
[16] worse,disease
[16] disease,cruel
[16] cruel,treatment
[16] treatment,families
[16] families,patients
[16] patients,without
[16] without,coronavirus
[16] coronavirus,health
[16] health,professionals

Top Word Pairs in Tweet in G10:
[39] seem,eternity
[39] eternity,100
[39] 100,days
[39] days,australia
[39] australia,diagnosed
[39] diagnosed,first
[39] first,case
[39] case,#covid19
[39] #covid19,ve
[38] jennymikakos,seem

Top Replied-To
Top Replied-To in Entire Graph:
@gp_commsafety
@nygovcuomo
@realdonaldtrump
@latimes
@cmrubinworld
@oaklandplanning
@braums_inc
@skynews
@govinslee
@brithume

Top Replied-To in G2:
@kathiemainzer
@govmurphy

Top Replied-To in G3:
@gretathunberg

Top Replied-To in G5:
@gp_commsafety
@city_ekurhuleni
@gautenghealth
@gtp_traffstats

Top Replied-To in G6:
@lichte_gestalt

Top Replied-To in G8:
@nygovcuomo
@realdonaldtrump
@govinslee
@scottgottliebmd
@nycmayor
@urbanturk182
@cancerdr3
@shicooks
@scarlett_0hara
@cindyd1980

Top Replied-To in G9:
@latimes
@brithume
@nbcnews
@nevillegaunt
@coll1313
@clounch_karen
@realdonaldtrump
@foxnews

Top Replied-To in G10:
@judgeclayj

Top Mentioned
Top Mentioned in Entire Graph:
@govmurphy
@gretathunberg
@gp_commsafety
@govcanhealth
@oliver_krischer
@kschwanke
@audidemexico
@transport_gc
@torontopolice
@houstontx

Top Mentioned in G1:
@wqbelle
@flooringdirectx
@boardoftrade
@villageofanmore
@egmontinstitute
@codetraingh
@cherryllopez
@wsmllen
@scimitar_ss

Top Mentioned in G2:
@govmurphy
@kathiemainzer
@mojojaxville

Top Mentioned in G3:
@gretathunberg
@cevikushb
@luarocataboada
@sosothepyro
@defendourfuture
@fffhope
@chakhoyanandrew
@benswift
@fridays4future
@redmayne_robert

Top Mentioned in G4:
@govcanhealth
@transport_gc
@canborder
@regionofhalton
@essexcountyon
@_debschulte
@rtt_amherstburg
@am800cklw
@blackburnessex

Top Mentioned in G5:
@gp_commsafety
@faithmazibukosa
@jacobmamabolosa
@city_ekurhuleni
@healthza
@thegautrain
@picknpay
@gtp_traffstats
@gautengboard
@gpdrt_

Top Mentioned in G6:
@oliver_krischer
@kschwanke
@ergroovt
@luisamneubauer

Top Mentioned in G7:
@audidemexico

Top Mentioned in G8:
@realdonaldtrump
@nygovcuomo
@govinslee
@egheitasean
@govwhitmer
@drscott_atlanta
@hhsgov
@ahammondmeyer
@kaa_skk
@potus

Top Mentioned in G9:
@jem_books
@gavinnewsom
@sallyeaves
@wef
@drjdrooghaag
@borisjohnson
@cagovernor
@capublichealth
@drcraigwax
@rwang0

Top Mentioned in G10:
@judgeclayj
@jennymikakos
@protectadkpark

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@americanair
@oldlady12345
@sectest9
@dichristine
@sgh_rts
@sahelhkj
@lindaleeking
@monicasloves
@supstreamersrt2

Top Tweeters in G1:
@analyticaglobal
@mtnbvan
@michaelmiguelce
@bayernuhr
@littlered623
@mrcellaneous
@ireemskhan
@bconnolly00
@__redcat
@turnaround_4x

Top Tweeters in G2:
@missb62
@mayirmamay14
@sar_oso
@jayoung1892
@whirledcitizen_
@thomas_195813
@coachweaver3
@bobby6740
@stshinn
@saukel

Top Tweeters in G3:
@oldlady12345
@lari_nc
@rhiannoncahill
@zardashtkarim
@brade1991
@lochnerwalter
@markyready57
@kathy73921688
@mobergsr
@aushiker

Top Tweeters in G4:
@sahelhkj
@johangreg
@fj_newman
@hopealdridge
@stepaniukruslan
@davidchiarelli
@l82be
@ow_my_back_
@4mypeers
@virboy21

Top Tweeters in G5:
@cci_network
@nattyadonis
@neli_ngqulana
@portiia_s
@bavyeshpolitics
@_theycallmegift
@shakeswebster
@_arrivealive
@siiphiwe
@maggsnaidu

Top Tweeters in G6:
@alfred996
@freediver_doris
@postnormalera
@davepermen
@ivokainkrieg
@seidenstrasse
@bttnmape
@ev_stevee
@carmenzedler
@nike_leonhard

Top Tweeters in G7:
@arquera_
@conchitasalud
@royeryon65
@miss_magdab
@jlmenda
@rturokhora
@michelle_egmx
@jose196410
@hatravieso
@felipe7romero

Top Tweeters in G8:
@morgfair
@shicooks
@cnn
@northwind1ndn
@scarlett_0hara
@smart_whit
@barbcast60
@aldiuk
@imagineprints
@drscott_atlanta

Top Tweeters in G9:
@foxnews
@zeusfanhouse
@stevekloscak
@rwang0
@latimes
@nbcnews
@monica_sassy
@hanslak
@spirosmargaris
@jblefevre60

Top Tweeters in G10:
@angelakorras
@casablancaric
@steampunkmuppet
@milenaac
@ruizmaria15
@whistlingwhist
@bowlerbarrister
@cheaptarts
@kevinrtipple
@mslods


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