#WEF, Twitter, 11/24/2019 9:39:35 AM, 217156


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#WEF_2019-11-23_23-41-20.xlsx
#WEF_2019-11-23_23-41-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 24, 2019
Short Description:
#WEF via NodeXL http://bit.ly/33afiH2
@wef
@isabelvillalon1
@hans_denkt
@wochenzeitung
@yourxss
@sectest9
@chidambara09
@taqialzeera
@avucic
@janetholder_iam

Top hashtags:
#wef
#futureofwork
#sdgs
#sustainability
#dübendorf
#davos
#stormwater
#marietatibouet
#cmo

Description:
Description
The graph represents a network of 1,272 Twitter users whose tweets in the requested range contained "#WEF", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 24 November 2019 at 07:41 UTC.

The requested start date was Sunday, 24 November 2019 at 01:01 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 13-day, 8-hour, 31-minute period from Sunday, 10 November 2019 at 01:34 UTC to Saturday, 23 November 2019 at 10:05 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 : 1272
Unique Edges : 1895
Edges With Duplicates : 504
Total Edges : 2399
Number of Edge Types : 3
Mentions : 2090
Tweet : 261
Replies to : 48
Self-Loops : 261
Reciprocated Vertex Pair Ratio : 0.0177705977382876
Reciprocated Edge Ratio : 0.0349206349206349
Connected Components : 181
Single-Vertex Connected Components : 92
Maximum Vertices in a Connected Component : 549
Maximum Edges in a Connected Component : 1352
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.639593
Graph Density : 0.0011690393836379
Modularity : 0.708483
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 1,272 Twitter users whose tweets in the requested range contained "#WEF", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 24 November 2019 at 07:41 UTC.

The requested start date was Sunday, 24 November 2019 at 01:01 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 13-day, 8-hour, 31-minute period from Sunday, 10 November 2019 at 01:34 UTC to Saturday, 23 November 2019 at 10:05 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 : #WEF
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:
[34] https://www.woz.ch/1946/in-eigener-sache/wef-verweigert-woz-den-zutritt
[26] http://Gate.io
[20] https://www.weforum.org/agenda/2019/11/why-public-private-partnerships-are-critical-for-global-cybersecurity/
[11] http://blog.softwareinsider.org/2017/01/02/mondays-musings-dynamic-leadership-responsive-responsible-approach-davos17-wef/
[8] http://www.wef.org.in
[8] http://paper.li/shalm76/1338566469
[7] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[7] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[7] http://www3.weforum.org/docs/WEF_Making_Affordable_Housing_A_Reality_In_Cities_report.pdf
[5] https://www.weforum.org/agenda/2019/11/why-the-world-needs-systems-leadership-not-selfish-leadership/

Top URLs in Tweet in G1:
[7] http://www3.weforum.org/docs/WEF_Making_Affordable_Housing_A_Reality_In_Cities_report.pdf
[5] https://www.wsj.com/articles/dispute-between-taylor-swift-former-label-flares-yet-again-11573847480
[5] https://www.weforum.org/agenda/2019/11/why-public-private-partnerships-are-critical-for-global-cybersecurity/
[4] https://www.weforum.org/agenda/2019/11/why-the-world-needs-systems-leadership-not-selfish-leadership/
[3] http://pbynd.co/cmrfd
[2] https://paper.li/Competia/1326997107?edition_id=978104d0-04b8-11ea-b54a-0cc47a0d1609
[2] https://www.weforum.org/agenda/2019/11/dna-shopping-food-diabetes-healthy-eating/
[1] http://news.nationalgeographic.com/news/2014/09/140929-greendex-survey-environmental-attitudes-ngfood/?utm_content=buffer3f707&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.weforum.org/agenda/2019/11/build-circular-economy-stop-recycling/
[1] https://twitter.com/i/web/status/1193725100069179394

Top URLs in Tweet in G2:
[1] https://vucic.rs/Vesti/Najnovije/a36873-Ne-umeju-da-kazu-ko-ce-jos-u-EU-mi-nastavljamo-reforme-vucic.rs.html

Top URLs in Tweet in G3:
[32] https://www.woz.ch/1946/in-eigener-sache/wef-verweigert-woz-den-zutritt
[3] https://www.woz.ch/1947/das-wef-und-die-medien/schwabs-erdrueckende-umarmung
[1] https://twitter.com/oliver_classen/status/1196460958140583942
[1] https://twitter.com/i/web/status/1194939098353545218
[1] https://twitter.com/i/web/status/1194927817005383681
[1] https://www.parlament.ch/poly/Abstimmung/50/out/vote_50_17658.pdf
[1] https://paper.li/bglaettli/gruene?edition_id=0326f8d0-0954-11ea-9c15-0cc47a0d164b
[1] https://twitter.com/i/web/status/1194972004778172416
[1] https://twitter.com/i/web/status/1194884196382187527
[1] https://twitter.com/wef/status/1189961497113436161

Top URLs in Tweet in G4:
[2] https://www.weforum.org/agenda/2019/10/these-are-the-worlds-10-most-innovative-economies
[2] https://www.woz.ch/1946/in-eigener-sache/wef-verweigert-woz-den-zutritt
[2] https://www.weforum.org/agenda/2019/08/singapore-focus-innovation-key-securing-water-future
[2] https://twitter.com/nishatriaz/status/1197845257905463296
[1] https://twitter.com/i/web/status/1193372746748583937
[1] https://www.devdiscourse.com/article/business/739000-over-100-indian-ceos-deepika-padukone-to-visit-davos-for-50th-wef-annual-meet
[1] https://twitter.com/i/web/status/1193407977732096000
[1] https://www.youtube.com/watch?v=twjBlQmRnRE&feature=youtu.be

[1] https://www.linkedin.com/slink?code=esmi8xZ
[1] https://twitter.com/i/web/status/821767097277710337

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1194973024077918208

Top URLs in Tweet in G6:
[15] https://www.weforum.org/agenda/2019/11/why-public-private-partnerships-are-critical-for-global-cybersecurity/
[4] http://www.saudigazette.com.sa/article/581929
[1] https://www.theguardian.com/environment/2019/nov/20/fossil-fuel-production-on-track-for-double-the-safe-climate-limit
[1] https://www.weforum.org/agenda/2019/11/why-the-world-needs-systems-leadership-not-selfish-leadership/
[1] https://paper.li/EIZMANN/1305890553?edition_id=e5bea6b0-0770-11ea-b54a-0cc47a0d1609
[1] https://www.weforum.org/agenda/2019/10/future-predictions-what-if-get-things-right/
[1] https://paper.li/EIZMANN/1305890553?edition_id=0fdb70a0-0383-11ea-b54a-0cc47a0d1609
[1] https://twitter.com/i/web/status/1193414672722153472
[1] https://paper.li/EIZMANN/1305890553?edition_id=ce24e0e0-04b0-11ea-b54a-0cc47a0d1609
[1] https://twitter.com/i/web/status/1193958242172522502

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1194642605776072704
[1] https://twitter.com/i/web/status/1194241330735566849

Top URLs in Tweet in G8:
[26] http://Gate.io
[1] https://twitter.com/i/web/status/1195304319630770176

Top URLs in Tweet in G10:
[7] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[7] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[3] https://strike-wef.org/
[3] https://www.tourdelorraine.ch/tdl20/winterwanderung-2020/
[2] https://es.weforum.org/agenda/2017/09/la-inteligencia-emocional-sera-la-base-del-exito-laboral-en-el-futuro
[2] https://es.weforum.org/agenda/2018/10/las-principales-historias-de-economia-de-la-semana-e66cdc11-4056-4343-a836-66a151a21e75/
[2] https://www.weforum.org/es/agenda/2017/11/corea-del-sur-disena-songdo-una-ciudad-que-elimina-la-necesidad-de-usar-coches?utm_content=bufferec2d6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://apolitical.co/solution_article/what-will-earth-look-like-after-the-climate-crisis/
[1] https://twitter.com/i/web/status/1193653351256403968
[1] https://twitter.com/i/web/status/1193915722940002305

Top Domains
Top Domains in Tweet in Entire Graph:
[173] twitter.com
[61] weforum.org
[38] woz.ch
[27] paper.li
[26] gate.io
[13] linkedin.com
[11] softwareinsider.org
[8] org.in
[8] pbynd.co
[7] imf.org

Top Domains in Tweet in G1:
[24] weforum.org
[18] twitter.com
[8] pbynd.co
[5] wsj.com
[2] paper.li
[1] nationalgeographic.com
[1] swisscybersecuritydays.ch
[1] it-markt.ch
[1] netzwoche.ch
[1] medium.com

Top Domains in Tweet in G2:
[1] vucic.rs

Top Domains in Tweet in G3:
[36] woz.ch
[8] twitter.com
[1] parlament.ch
[1] paper.li

Top Domains in Tweet in G4:
[45] twitter.com
[13] weforum.org
[6] linkedin.com
[3] instagram.com
[2] youtube.com
[2] woz.ch
[2] mexicobusiness.news
[2] facebook.com
[1] devdiscourse.com
[1] pendulumedu.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[17] weforum.org
[11] twitter.com
[7] paper.li
[4] com.sa
[1] theguardian.com
[1] youtube.com
[1] blogspot.com

Top Domains in Tweet in G7:
[2] twitter.com

Top Domains in Tweet in G8:
[26] gate.io
[1] twitter.com

Top Domains in Tweet in G10:
[13] twitter.com
[9] paper.li
[7] imf.org
[7] 5starinnovation.com
[6] weforum.org
[3] strike-wef.org
[3] tourdelorraine.ch
[2] theguardian.com
[1] apolitical.co

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[747] wef
[162] futureofwork
[160] sdgs
[160] sustainability
[83] dübendorf
[37] davos
[28] stormwater
[26] marietatibouet
[26] cmo
[24] cybercrime



Top Hashtags in Tweet in G1:
[154] sustainability
[152] sdgs
[151] futureofwork
[53] wef
[16] affordablehousing
[9] cities
[8] cybersecurity
[8] infosec
[6] bigdata
[6] iot

Top Hashtags in Tweet in G2:
[1] wef

Top Hashtags in Tweet in G3:
[118] wef
[4] nobillag
[2] strikewef
[2] svp
[1] servicepublic
[1] fail
[1] sef
[1] wefboykott
[1] dübendorf
[1] medienfreiheit

Top Hashtags in Tweet in G4:
[86] wef
[16] microbiome
[6] davos
[6] techpioneers18
[5] innovation
[5] worldeconomicforum
[4] blockchain
[3] growth
[3] switzerland
[3] water

Top Hashtags in Tweet in G5:
[83] wef
[82] dübendorf

Top Hashtags in Tweet in G6:
[39] wef
[23] trumpism
[16] lawenforcement
[16] businesses
[16] cybercrime
[15] wto
[14] impeachment
[14] infosec
[11] wealthtax
[11] billionaireclass

Top Hashtags in Tweet in G7:
[21] brics
[21] brazil
[21] bricssummit
[19] internationaldayofradiology
[19] wef

Top Hashtags in Tweet in G8:
[26] marietatibouet
[26] cmo
[26] wef

Top Hashtags in Tweet in G9:
[3] wef
[3] imf

Top Hashtags in Tweet in G10:
[44] wef
[7] imf
[6] environment
[5] climatecrisis
[5] oecd
[4] bp
[4] shell
[4] worldeconomicfailure
[4] fintech
[4] mortgagestress

Top Words
Top Words in Tweet in Entire Graph:
[844] Words in Sentiment List#1: Positive
[348] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[27484] Non-categorized Words
[28676] Total Words
[897] #wef
[353] wef
[258] да
[162] #futureofwork
[160] #sdgs

Top Words in Tweet in G1:
[208] wef
[203] #wef
[154] #sustainability
[152] #sdgs
[151] countries
[151] reward
[151] drivers
[151] buying
[151] electric
[151] cars

Top Words in Tweet in G2:
[256] да
[128] србија
[128] наставља
[128] са
[128] реформама
[128] због
[128] својих
[128] грађана
[128] и
[128] своје

Top Words in Tweet in G3:
[118] #wef
[108] wochenzeitung
[100] die
[71] woz
[43] wef
[31] unerwünscht
[22] alle
[21] trotzdem
[20] ausschluss
[20] sorgte

Top Words in Tweet in G4:
[85] #wef
[23] world
[16] #microbiome
[15] economic
[15] forum
[14] wef
[9] human
[9] making
[8] annual
[8] 2019

Top Words in Tweet in G5:
[83] #wef
[82] bald
[82] wieder
[82] zeit
[82] 000
[82] steinreiche
[82] typen
[82] eigenem
[82] privatjet
[82] reisen

Top Words in Tweet in G6:
[39] #wef
[35] hd
[23] nydnsports
[23] #trumpism
[23] racist
[23] xenophobic
[23] rant
[22] global
[22] janetholder_iam
[19] obamaclintony12

Top Words in Tweet in G7:
[61] 2019
[40] theme
[21] country
[21] hosting
[21] #brics
[21] 11th
[21] summit
[21] #brazil
[21] #bricssummit
[21] brics

Top Words in Tweet in G8:
[26] interview
[26] #marietatibouet
[26] #cmo
[26] according
[26] #wef
[26] overall
[26] female
[26] presence
[25] official_ckm
[25] cr

Top Words in Tweet in G9:
[50] 2030
[25] world's
[25] largest
[25] economies
[25] أكبر
[25] اقتصادات
[25] العالم
[25] المتوقعة
[25] مع
[25] حلول

Top Words in Tweet in G10:
[44] #wef
[20] davos
[13] strike_wef
[9] latest
[9] dispatch
[7] tage
[7] die
[7] critical
[7] #imf
[7] solution

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[157] #sustainability,#sdgs
[152] countries,reward
[152] reward,drivers
[152] drivers,buying
[152] buying,electric
[152] electric,cars
[152] cars,wef
[152] wef,cisgroupuk
[152] cisgroupuk,#sustainability
[152] #sdgs,#futureofwork

Top Word Pairs in Tweet in G1:
[151] countries,reward
[151] reward,drivers
[151] drivers,buying
[151] buying,electric
[151] electric,cars
[151] cars,wef
[151] wef,cisgroupuk
[151] cisgroupuk,#sustainability
[151] #sustainability,#sdgs
[151] #sdgs,#futureofwork

Top Word Pairs in Tweet in G2:
[128] србија,наставља
[128] наставља,са
[128] са,реформама
[128] реформама,због
[128] због,својих
[128] својих,грађана
[128] грађана,и
[128] и,своје
[128] своје,будућности
[128] будућности,хоћемо

Top Word Pairs in Tweet in G3:
[51] woz,#wef
[35] wochenzeitung,#wef
[32] die,woz
[31] #wef,unerwünscht
[30] wochenzeitung,die
[20] ausschluss,woz
[20] #wef,sorgte
[20] sorgte,empörung
[20] empörung,trotzdem
[20] trotzdem,blieben

Top Word Pairs in Tweet in G4:
[14] world,economic
[14] economic,forum
[8] advancing,science
[8] science,#microbiome
[8] #microbiome,making
[8] making,useful
[8] useful,largest
[8] largest,human
[8] human,#microbiome
[8] #microbiome,dataset

Top Word Pairs in Tweet in G5:
[82] bald,wieder
[82] wieder,#wef
[82] #wef,zeit
[82] zeit,000
[82] 000,steinreiche
[82] steinreiche,typen
[82] typen,eigenem
[82] eigenem,privatjet
[82] privatjet,reisen
[82] reisen,#dübendorf

Top Word Pairs in Tweet in G6:
[23] nydnsports,#trumpism
[23] #trumpism,racist
[23] racist,xenophobic
[23] xenophobic,rant
[23] rant,hd
[22] janetholder_iam,nydnsports
[16] #lawenforcement,#businesses
[16] #businesses,need
[16] need,join
[16] join,forces

Top Word Pairs in Tweet in G7:
[40] theme,2019
[21] country,hosting
[21] hosting,#brics
[21] #brics,11th
[21] 11th,summit
[21] summit,2019
[21] 2019,#brazil
[21] #brazil,theme
[21] 2019,#bricssummit
[21] #bricssummit,brics

Top Word Pairs in Tweet in G8:
[26] interview,#marietatibouet
[26] #marietatibouet,#cmo
[26] #cmo,according
[26] according,#wef
[26] #wef,overall
[26] overall,female
[26] female,presence
[25] official_ckm,interview
[25] presence,cr

Top Word Pairs in Tweet in G9:
[25] world's,largest
[25] largest,economies
[25] economies,2030
[25] 2030,أكبر
[25] أكبر,اقتصادات
[25] اقتصادات,العالم
[25] العالم,المتوقعة
[25] المتوقعة,مع
[25] مع,حلول
[25] حلول,عام

Top Word Pairs in Tweet in G10:
[9] latest,#wef
[9] #wef,davos
[9] davos,dispatch
[7] critical,#imf
[7] solution,global
[5] hike,davos
[5] agree,pls
[5] pls,#oecd
[5] #oecd,#wef
[4] strike_wef,#wef

Top Replied-To
Top Replied-To in Entire Graph:
@oecd
@cmrubinworld
@ywegelin
@wochenzeitung
@cedricwermuth
@jeanneyacoubou
@die_kehrseite
@gretathunberg
@lobkevlaming
@heinzvhoenen

Top Replied-To in G1:
@dahl_consult
@motorcycletwitt
@claire_harris82
@enricomolinari

Top Replied-To in G3:
@ywegelin
@cedricwermuth
@wochenzeitung
@die_kehrseite
@hans_denkt
@hapemathys
@jgruene_jvertes
@josef_lang
@dr_kakerlake

Top Replied-To in G5:
@swisslaw1

Top Replied-To in G6:
@obamaclintony12
@axios
@nydnsports

Top Replied-To in G9:
@alaa_alzaher

Top Replied-To in G10:
@gretathunberg
@carorackete

Top Mentioned
Top Mentioned in Entire Graph:
@wef
@cisgroupuk
@haroldsinnott
@avucic
@wochenzeitung
@isabelvillalon1
@womenecoforum
@official_ckm
@nywaterenviro
@gretathunberg

Top Mentioned in G1:
@wef
@cisgroupuk
@haroldsinnott
@chidambara09
@gp_pulipaka
@mikequindazzi
@noikeanolife
@hivenetcloud
@cybersec_feeds
@wynandbooysen

Top Mentioned in G2:
@avucic

Top Mentioned in G3:
@wochenzeitung
@wef
@cedricwermuth
@hansi_voigt
@hans_denkt
@gruenech
@grunliberale
@jaybadran
@bglaettli
@srf

Top Mentioned in G4:
@andoniapr
@bluangelmerri
@chculturach
@henrynmosleyjr1
@samerasfour
@ferbeltranmx

Top Mentioned in G5:
@isabelvillalon1
@hans_denkt

Top Mentioned in G6:
@janetholder_iam
@nydnsports
@obamaclintony12
@noikeanolife
@realdonaldtrump
@mayorgregor
@mikebloomberg
@axios
@homelessdave0
@kq_vancity

Top Mentioned in G7:
@born4win
@guideforall

Top Mentioned in G8:
@official_ckm

Top Mentioned in G9:
@taqialzeera
@wef

Top Mentioned in G10:
@strike_wef
@davos
@shareaction
@wef_es
@climatemorgan
@gretathunberg
@amazonwatch
@extinctionr
@innovationatoz
@mifrancov

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@paoloigna1
@bitcoinagile
@evankirstel
@chidambara09
@ratingsnetwork
@edgametec
@pitarampal
@santchiweb

Top Tweeters in G1:
@arkangelscrap
@evankirstel
@chidambara09
@calcaware
@cybersec_feeds
@valaafshar
@mashable
@nicochan33
@gezgintrk
@gvalan

Top Tweeters in G2:
@bubaajk
@1991simica1991
@gacinovicjaca
@sgacinovic
@lepabrena11
@ko_val_ski_
@maxvesna
@ivana_ikic
@malasirenaaa
@zekafizio

Top Tweeters in G3:
@hansjaaggi
@srfnews
@kuedder
@buercher
@hsimbad
@voegizug
@dr_kakerlake
@die_kehrseite
@barbaratschirre
@thomas_ley

Top Tweeters in G4:
@bitcoinagile
@ratingsnetwork
@analyticaglobal
@dev_discourse
@maperez324
@nationnews
@dogetalist
@siamrathonline
@querlvox
@btn_news

Top Tweeters in G5:
@tinimaus1110
@teite99
@nobby1949z
@irenew1812
@wahemue
@mousseman
@dieflanierende
@alterdonauwels
@its_b1nd
@sarilion_980

Top Tweeters in G6:
@sectest9
@santchiweb
@nydnsports
@jayeshmthakur
@noikeanolife
@axios
@realdonaldtrump
@gurgling_mrd
@boina92
@homelessdave0

Top Tweeters in G7:
@manobendradas
@mr_muralim
@sangu888405563
@iamrahulpawar1
@jeelanprince
@guideforall
@twitler007
@bikorimanagera2
@gk4tspsc
@yorkrasz

Top Tweeters in G8:
@fahim_touhid
@onur_ogurlu
@lucykristina017
@nillandrew
@lilianalessie01
@angelicasaman18
@corinaalesha
@okocha_chika
@jennasara75
@arien_joy

Top Tweeters in G9:
@nasseribnhamad
@taqialzeera
@hussainalradwan
@bin3idanm
@cia_qat
@k63306330a
@mowaly4ali
@khalsharabi7782
@q8__dream
@aya1966abo

Top Tweeters in G10:
@analani
@innovationatoz
@davos
@dormouseroared
@amazonwatch
@extinctionr
@shareaction
@wef_es
@mediawireu
@sweetreality3


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