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#FlattenTheCurve_2021-01-17_01-00-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 17, 2021
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/39II0UP
@gretathunberg
@derdude72
@vivianfrancos
@robert_kiesel
@ur_med
@rowpublichealth
@nikkido11
@jenshealthde
@eve_chantel
@leesaklich

Top hashtags:
#flattenthecurve
#climatestrikeonline
#covid19
#wearamask
#stayhome

Description:
Description
The graph represents a network of 5,410 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 Sunday, 17 January 2021 at 09:04 UTC.

The requested start date was Sunday, 17 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 12-day, 12-hour, 30-minute period from Sunday, 03 January 2021 at 01:15 UTC to Friday, 15 January 2021 at 13:45 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 : 5410
Unique Edges : 2185
Edges With Duplicates : 9194
Total Edges : 11379
Number of Edge Types : 5
Retweet : 3920
MentionsInRetweet : 4491
Replies to : 294
Mentions : 890
Tweet : 1784
Self-Loops : 1836
Reciprocated Vertex Pair Ratio : 0.00877706260971328
Reciprocated Edge Ratio : 0.0174013921113689
Connected Components : 982
Single-Vertex Connected Components : 506
Maximum Vertices in a Connected Component : 2437
Maximum Edges in a Connected Component : 5656
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 3.318305
Graph Density : 0.000176743833188268
Modularity : 0.453179
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 5,410 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 Sunday, 17 January 2021 at 09:04 UTC.

The requested start date was Sunday, 17 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 12-day, 12-hour, 30-minute period from Sunday, 03 January 2021 at 01:15 UTC to Friday, 15 January 2021 at 13:45 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:
[24] https://dt51.net/c/?si=15259&li=1662683&wi=204627&ws=
[19] https://ocs.sesb.com.my/
[13] https://www.instagram.com/accounts/login/
[10] https://www.carpha.org/Portals/0/Images/COVID-19%20Infographics/Public%20Transportation/PublicTransportation-COVID19-CARPHA.pdf
[9] https://afluencer.com/
[8] https://www.twitch.tv/nezuryu
[8] https://www.amazon.com/dp/B08S4ZJKPB/ref=cm_sw_r_cp_awdb_imm_t1_Brj9Fb8D07KK6
[7] https://www.gov.ie/level5
[6] https://twitter.com/AlexWhite1812/status/1345861724843474945
[6] https://twitter.com/georgeeaton/status/1345839036393521154

Top URLs in Tweet in G1:
[1] https://twitter.com/LitcampHD/status/1341419637519634436
[1] https://twitter.com/daniconnorwild/status/1349803624671526912
[1] https://www.youtube.com/watch?v=CiJmc2sBLdc&feature=youtu.be


Top URLs in Tweet in G2:
[10] https://www.instagram.com/accounts/login/
[6] https://twitter.com/AlexWhite1812/status/1345861724843474945
[5] https://twitter.com/georgeeaton/status/1345839036393521154
[3] https://flooringdirecttexas.com/at-flooring-direct-were-taking-the-coronavirus-covid-19-pandemic-seriously/
[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/
[3] https://www.countryliving.com/food-drinks/g2364/mug-cakes/
[2] https://twitter.com/gprztio/status/1253853608463839232

Top URLs in Tweet in G3:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245496
[1] https://twitter.com/SeanCJSch/status/1345692332209938432
[1] https://twitter.com/StefFun/status/1345704471435870209?s=20

Top URLs in Tweet in G4:
[2] https://twitter.com/vanessa_vash/status/1347581514402443265
[2] https://climatechangemag.com/7-shockingly-great-arrangements-covered-in-the-improvement-omnibus-bill/
[1] https://twitter.com/Shubham59781984/status/1347005457362153473
[1] https://www.globalcitizen.org/en/content/universal-basic-income-climate-change-poverty/?utm_source=twitter&utm_medium=social&utm_campaign=share&_branch_match_id=link-874510317812189843
[1] https://www.theguardian.com/global/video/2021/jan/04/balis-famous-beaches-covered-in-plastic-garbage-video?CMP=share_btn_tw
[1] https://www.forbes.com/sites/marshallshepherd/2020/12/18/why-an-operation-warp-speed-approach-is-needed-for-climate-change/
[1] https://www.theguardian.com/environment/2020/dec/10/greta-thunberg-we-are-speeding-in-the-wrong-direction-on-climate-crisis?CMP=share_btn_tw
[1] https://twitter.com/GretaThunberg/status/1346486816472489988
[1] https://twitter.com/patriciakombo/status/1347403847615000578
[1] https://twitter.com/endelstamberg/status/1345958252215988225

Top URLs in Tweet in G5:
[1] https://zero-covid.org
[1] https://twitter.com/derspiegel/status/1349332322613653505

Top URLs in Tweet in G6:
[1] https://twitter.com/WHOAFRO/status/1347178891916488704
[1] https://twitter.com/WHOAFRO/status/1346479942402338816
[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
[1] https://www.dailymaverick.co.za/article/2021-01-07-towards-herd-immunity-from-covid-19-costing-a-vaccine-strategy-for-south-africa/

Top URLs in Tweet in G7:
[4] https://www.gov.ie/level5
[1] https://islamireland.ie/news/prayer-hall-closed/
[1] https://twitter.com/merrionstreet/status/1346937412950351876

Top URLs in Tweet in G8:
[2] https://www.urmc.rochester.edu/coronavirus/staying-safe.aspx
[1] https://www.wxxinews.org/post/connections-local-emergency-room-staff-medical-systems-nearing-disaster-conditions
[1] https://twitter.com/StephanieElam/status/1341444257551282176
[1] https://www.cnn.com/2021/01/04/asia/india-vaccine-roll-out-intl-hnk/index.html
[1] https://www.nytimes.com/2021/01/07/world/fauci-coronavirus-january.html
[1] https://twitter.com/CarlosdelRio7/status/1346077380314615808
[1] https://twitter.com/DrEricDing/status/1346564722817191938
[1] https://www.newyorker.com/magazine/2021/01/04/the-plague-year
[1] https://twitter.com/washingtonpost/status/1346119231469985793
[1] https://twitter.com/monica_babiuk/status/1346142274510610432

Top URLs in Tweet in G10:
[1] https://twitter.com/maureentaylor31/status/1348815016523390977
[1] https://www.cbc.ca/news/canada/toronto/covid-19-coronavirus-ontario-intensive-care-doctor-1.5504349

Top Domains
Top Domains in Tweet in Entire Graph:
[384] twitter.com
[29] youtube.com
[28] coviz.org
[24] dt51.net
[20] com.my
[19] instagram.com
[18] google.com
[14] swarmapp.com
[14] news4teachers.de
[12] pursuite.com

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

Top Domains in Tweet in G2:
[162] twitter.com
[16] instagram.com
[13] google.com
[7] youtube.com
[5] facebook.com
[5] medicalsolutionsventures.com
[4] allrecipes.com
[3] linkedin.com
[3] egmontinstitute.be
[3] flooringdirecttexas.com

Top Domains in Tweet in G3:
[2] nodexlgraphgallery.org
[2] twitter.com

Top Domains in Tweet in G4:
[65] twitter.com
[2] theguardian.com
[2] climatechangemag.com
[1] globalcitizen.org
[1] forbes.com
[1] org.uk
[1] nationalobserver.com
[1] co.uk
[1] grist.org

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

Top Domains in Tweet in G6:
[2] twitter.com
[2] unicef.org
[1] bbc.com
[1] co.za

Top Domains in Tweet in G7:
[4] gov.ie
[1] islamireland.ie
[1] twitter.com

Top Domains in Tweet in G8:
[5] twitter.com
[2] rochester.edu
[1] wxxinews.org
[1] cnn.com
[1] nytimes.com
[1] newyorker.com

Top Domains in Tweet in G10:
[1] twitter.com
[1] cbc.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3168] flattenthecurve
[1825] climatestrikeonline
[667] covid19
[491] wearamask
[327] stayhome
[282] facetheclimateemergency
[238] fridaysforfuture
[175] coronavirus
[162] socialdistancing
[149] makeadifference



Top Hashtags in Tweet in G1:
[1626] climatestrikeonline
[14] flattenthecurve
[9] fridaysforfuture
[8] facetheclimateemergency
[3] schoolstrike4climate
[2] stayathome
[2] savetheplanet
[2] staysafe
[2] stayhome
[2] climatechange

Top Hashtags in Tweet in G2:
[666] flattenthecurve
[164] covid19
[65] staysafe
[63] wearamask
[62] coronavirus
[62] stayhome
[55] socialdistancing
[48] stayathome
[45] covid_19
[43] washyourhands

Top Hashtags in Tweet in G3:
[44] flattenthecurve
[27] crushb117
[20] coronatagebuch
[7] bewegungsradius
[5] zerocovid
[4] b117
[3] climatestrikeonline
[2] wearamask
[2] schulen
[2] lasstdieschulenzu

Top Hashtags in Tweet in G4:
[269] facetheclimateemergency
[226] flattenthecurve
[224] fridaysforfuture
[173] climatestrikeonline
[149] makeadifference
[137] fightclimateinjustice
[120] climatechangeisreal
[103] schoolstrike4climate
[67] climateaction
[10] withdrawthecap

Top Hashtags in Tweet in G5:
[13] zerocovid
[11] corona
[9] flattenthecurve
[5] coronaapp
[4] climatestrikeonline
[2] killthecurve
[1] coronakrise
[1] pressekonferenz
[1] blacklivesmatter
[1] haltdiefressebild

Top Hashtags in Tweet in G6:
[31] flattenthecurve
[17] covid19vaccines
[14] newnormal
[14] covid19pandemic
[14] covid
[11] uhcinafrica
[9] covid19
[9] angamizacorona
[8] newyear2021
[6] climatechangepandemic

Top Hashtags in Tweet in G7:
[17] stayhome
[16] flattenthecurve
[7] covid19ireland
[7] sunset
[6] staysafe
[6] staystrong
[6] staywell
[6] exercise
[6] 5km
[5] sneachta

Top Hashtags in Tweet in G8:
[82] flattenthecurve
[43] roc
[31] flx
[28] wearamask
[18] staystrongstaysafe
[17] covid19
[9] covid
[7] pandemic
[7] washyourhands
[6] physicaldistancing

Top Hashtags in Tweet in G9:
[86] covid19
[86] stopthespread
[86] flattenthecurve
[86] staysafestayhealthy

Top Hashtags in Tweet in G10:
[6] ontario
[5] flattenthecurve
[1] covid19ontario
[1] climatestrikeonline
[1] stayhome
[1] onpoli

Top Words
Top Words in Tweet in Entire Graph:
[3166] #flattenthecurve
[1846] school
[1826] strike
[1825] #climatestrikeonline
[1793] week
[1756] doing
[1755] pandemic
[1751] gretathunberg
[1706] ongoing
[1704] physical

Top Words in Tweet in G1:
[1626] school
[1626] strike
[1626] week
[1626] #climatestrikeonline
[1622] ongoing
[1622] pandemic
[1622] doing
[1621] gretathunberg
[1620] physical
[1620] strikes

Top Words in Tweet in G2:
[665] #flattenthecurve
[164] #covid19
[69] die
[64] #staysafe
[62] #coronavirus
[62] #stayhome
[62] #wearamask
[58] covid
[55] stay
[55] #socialdistancing

Top Words in Tweet in G3:
[364] die
[150] ehemalige
[150] kollegin
[150] arbeitet
[150] schlimm
[150] berichtet
[150] alten
[150] beatmet
[150] derdude72
[44] #flattenthecurve

Top Words in Tweet in G4:
[269] #facetheclimateemergency
[226] #flattenthecurve
[224] #fridaysforfuture
[178] strike
[173] #climatestrikeonline
[173] school
[149] #makeadifference
[137] #fightclimateinjustice
[121] climate
[111] #climatechangeisreal

Top Words in Tweet in G5:
[115] zehn
[115] monate
[115] beginn
[115] pandemie
[115] passiert
[115] vielen
[115] gesundheitsã
[115] mtern
[115] stadt
[115] wochenenden

Top Words in Tweet in G6:
[42] amref_worldwide
[31] #flattenthecurve
[24] million
[22] infections
[21] cases
[20] 19
[20] reported
[18] deaths
[17] provisional
[17] 270

Top Words in Tweet in G7:
[100] covid
[97] additional
[97] public
[97] health
[97] measures
[97] apply
[97] under
[97] level
[97] plan
[97] living

Top Words in Tweet in G8:
[82] #flattenthecurve
[43] #roc
[41] ur_med
[39] care
[31] #flx
[28] #wearamask
[27] need
[26] community
[25] over
[22] staff

Top Words in Tweet in G9:
[86] #covid19
[86] #stopthespread
[86] #flattenthecurve
[86] #staysafestayhealthy
[85] sunil_sawhney

Top Words in Tweet in G10:
[58] region
[30] ontarians
[30] today
[30] living
[30] highest
[30] level
[30] weekly
[30] cases
[30] 100k
[30] those

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1821] school,strike
[1715] strike,week
[1704] ongoing,pandemic
[1704] pandemic,doing
[1704] doing,#climatestrikeonline
[1702] #climatestrikeonline,physical
[1696] physical,strikes
[1694] gretathunberg,school
[1364] week,125
[1361] 125,ongoing

Top Word Pairs in Tweet in G1:
[1626] school,strike
[1626] strike,week
[1622] ongoing,pandemic
[1622] pandemic,doing
[1622] doing,#climatestrikeonline
[1620] #climatestrikeonline,physical
[1620] physical,strikes
[1619] gretathunberg,school
[1293] week,125
[1293] 125,ongoing

Top Word Pairs in Tweet in G2:
[38] social,distancing
[35] #covid19,#flattenthecurve
[31] kids,bored
[31] bored,practicing
[31] practicing,social
[28] distancing,make
[25] covid,19
[21] wear,mask
[21] ginger_exchange,kids
[20] #flattenthecurve,#covid_19

Top Word Pairs in Tweet in G3:
[150] ehemalige,kollegin
[150] kollegin,arbeitet
[150] arbeitet,schlimm
[150] schlimm,berichtet
[150] berichtet,die
[150] die,alten
[150] alten,die
[150] die,beatmet
[149] derdude72,ehemalige
[27] need,#crushb117

Top Word Pairs in Tweet in G4:
[173] school,strike
[149] #facetheclimateemergency,#makeadifference
[136] #makeadifference,#fightclimateinjustice
[117] #fridaysforfuture,#flattenthecurve
[115] #flattenthecurve,#facetheclimateemergency
[110] #fightclimateinjustice,#climatechangeisreal
[106] strike,climate
[106] climate,eve_chantel
[106] eve_chantel,#fridaysforfuture
[104] vanessa_vash,school

Top Word Pairs in Tweet in G5:
[115] zehn,monate
[115] monate,beginn
[115] beginn,pandemie
[115] pandemie,passiert
[115] passiert,vielen
[115] vielen,gesundheitsã
[115] gesundheitsã,mtern
[115] mtern,stadt
[115] stadt,wochenenden
[115] wochenenden,feiertagen

Top Word Pairs in Tweet in G6:
[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
[16] according,yesterday's

Top Word Pairs in Tweet in G7:
[97] additional,public
[97] public,health
[97] health,measures
[97] measures,apply
[97] apply,under
[97] under,level
[97] level,plan
[97] plan,living
[93] stop,spread
[93] spread,covid

Top Word Pairs in Tweet in G8:
[27] #roc,#flx
[24] #wearamask,over
[22] #flattenthecurve,#wearamask
[21] staff,working
[21] working,long
[21] long,hours
[21] hours,care
[21] care,community
[21] community,need
[21] need,help

Top Word Pairs in Tweet in G9:
[86] #covid19,#stopthespread
[86] #stopthespread,#flattenthecurve
[86] #flattenthecurve,#staysafestayhealthy
[85] sunil_sawhney,#covid19

Top Word Pairs in Tweet in G10:
[30] ontarians,today
[30] today,living
[30] living,region
[30] region,highest
[30] highest,level
[30] level,weekly
[30] weekly,cases
[30] cases,100k
[30] 100k,those
[30] those,purple

Top Replied-To
Top Replied-To in Entire Graph:
@gretathunberg
@fordnation
@myanc
@roywebbqps
@washingtonpost
@hendrikstreeck
@schnellenbachj
@bbclooknorth
@roussin_brent
@borisjohnson

Top Replied-To in G1:
@gretathunberg

Top Replied-To in G3:
@miob1781
@hausaffe_
@melonewq
@jadekhalife
@jcaktiv
@corneliusroemer
@me2birdie

Top Replied-To in G4:
@gretathunberg
@fff_saj

Top Replied-To in G5:
@staatsflieger

Top Replied-To in G6:
@dailymaverick
@amref_kenya

Top Replied-To in G8:
@washingtonpost
@rocregional
@govnedlamont
@amazon
@nygovcuomo

Top Replied-To in G10:
@munding_joanne
@jhengstler

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@derdude72
@robert_kiesel
@eve_chantel
@vanessa_vash
@merrionstreet
@makeadi30164733
@sunil_sawhney
@mayorcantrell
@gp_commsafety

Top Mentioned in G1:
@gretathunberg
@litcamphd
@tukwa2

Top Mentioned in G2:
@ginger_exchange
@gstirrupcomfort
@egmontinstitute
@theres146
@musicinjections
@subyroy
@ehrlichboese
@etpandadave
@ndnos
@bryanahuston3

Top Mentioned in G3:
@derdude72
@seancjsch
@preislerka
@tilhemwell
@gretathunberg
@robert_kiesel
@goldmar81983101
@nodexl
@schmidt_fu
@vivianfrancos

Top Mentioned in G4:
@eve_chantel
@gretathunberg
@vanessa_vash
@makeadi30164733
@fridays4future
@flossiebeachcl1
@endelstamberg
@patriciakombo
@stratkotter
@_ecowarrior_

Top Mentioned in G5:
@robert_kiesel
@gereonas
@derdude72
@gretathunberg
@dienstnavom
@garafat87
@tagesspiegel
@wenig_worte
@tmo_wizard
@ktwiesel1

Top Mentioned in G6:
@amref_worldwide
@_africanunion
@avenuesclinic
@yednetworkke
@who
@whoafro
@greenshango
@africacdc
@moh_kenya
@amref_kenya

Top Mentioned in G7:
@merrionstreet
@idahocafe
@failte_ireland
@monaghancoco
@islamireland

Top Mentioned in G8:
@ur_med
@urmed_gch
@cdcgov
@pfizer
@highlandhosp
@drnanabennett
@countyexecbello
@nygovcuomo
@khmayer1
@nebraskamegan

Top Mentioned in G9:
@sunil_sawhney

Top Mentioned in G10:
@billius27
@rowpublichealth
@evdelen
@iamdavidmiller
@hilarywollis
@munding_joanne
@time
@jlay02
@jhengstler
@gretathunberg

Top Tweeters
Top Tweeters in Entire Graph:
@soldier_777
@animalsholbox
@gocoo_59
@gocoo
@threadreaderapp
@ejlazar
@pparzival
@rjber15
@femtech_
@sainsburys

Top Tweeters in G1:
@gocoo_59
@gocoo
@rjber15
@dgendvil
@chilhon2016lap
@ami_tvdfan
@jmhamiltonblog
@rnitsch
@domenico1oo777
@charluv2011

Top Tweeters in G2:
@guitarsuncat
@consciousfilth
@subyroy
@bettycjung
@hernameis_bea
@jordanwlester88
@richmonddoc
@inceiie
@h1jabae
@joeanthony_nyc

Top Tweeters in G3:
@michael_kunz
@tilhemwell
@alfred996
@eddiotos
@eumelfink09
@leonie2457
@zeitonline
@stachelvieh
@nocki61
@catinchief

Top Tweeters in G4:
@allan_crawshaw
@mailonline
@lynlinking
@panamarhradio
@ourfuturebot
@autonomouswolf
@eco1start
@kbleecaster
@noahsarkcrew
@xpatjock

Top Tweeters in G5:
@andreasandy3131
@raumplanungtv
@bbattmer
@heiderosie
@tagesspiegel
@goettergatte42
@fasnix
@musichistorylaw
@matthiasfranck
@frecklesfairy

Top Tweeters in G6:
@ewnreporter
@karryjay
@dailymaverick
@trf_stories
@nomsu__
@khasimwammaitsi
@bbcafrica
@un
@ptchimusoro
@kikiwemo

Top Tweeters in G7:
@thepainterflynn
@eire353
@eatingbeagles
@theskibeagle
@kier323
@kmurphyindep
@idahocafe
@theleggalamb
@buseireann
@celticwan

Top Tweeters in G8:
@washingtonpost
@13wham
@news_8
@kempo50
@rachbarnhart
@wnyt
@newyorker
@smith28morgan23
@wxxinews
@evandawson

Top Tweeters in G9:
@chicasa
@akeula_trendy
@ovigho
@ogbenidipo
@hassie_khaleesi
@realbossmann
@wandecoally
@yemisi_williams
@mogajicares
@sayorr_

Top Tweeters in G10:
@time
@dianneathome
@ojibray
@bobbaileypc
@mbohl07
@jhengstler
@dezsmom
@coombesleanne
@evdelen
@hilarywollis


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