#ddj, Twitter, 9/2/2019 12:53:38 PM, 208465


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#ddj_2019-09-02_05-46-23.xlsx
#ddj_2019-09-02_05-46-23.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 02, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2zHRdej
@gijn
@albertocairo
@datajournalism
@helenawittlich
@srfdata
@bbsr_bund
@funkeinteraktiv
@angelozehr
@datentaeterin
@philninh

Top hashtags:
#ddj
#dataviz
#infografik
#verkehr
#vg
#infographics
#datajournalism
#berlin
#amazonas

Description:
Description
The graph represents a network of 648 Twitter users whose tweets in the requested range contained "#ddj", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 02 September 2019 at 12:46 UTC.

The requested date range was from Monday, 26 August 2019 at 00:00 UTC through Monday, 02 September 2019 at 00:00 UTC.

The tweets in the network were tweeted over the 4-day, 12-hour, 45-minute period from Monday, 26 August 2019 at 00:58 UTC to Friday, 30 August 2019 at 13:44 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 : 648
Unique Edges : 829
Edges With Duplicates : 212
Total Edges : 1041
Self-Loops : 108
Reciprocated Vertex Pair Ratio : 0.0265060240963855
Reciprocated Edge Ratio : 0.0516431924882629
Connected Components : 48
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 466
Maximum Edges in a Connected Component : 784
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.083618
Graph Density : 0.0020321712748297
Modularity : 0.712967
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[73] https://www.nytimes.com/interactive/2019/08/29/opinion/hurricane-dorian-forecast-map.html
[22] https://gijn.org/2019/08/29/gijns-data-journalism-top-10-burning-amazon-mass-shootings-hungarian-kings/
[10] http://www.thefunctionalart.com/2019/08/data-essays-not-data-stories.html
[9] https://twitter.com/datajournalism/status/1165464775779745792
[9] https://twitter.com/DataVizSociety/status/1164946968017170432
[9] https://datajournalism.com/read/longreads/data-in-the-air
[7] https://gijn.org/2019/08/22/gijns-data-journalism-top-10-data-complexity-forking-paths-post-brexit/
[7] https://jot-con.de/
[7] http://www.thefunctionalart.com/2019/08/mapping-water-stress-risk.html
[6] http://www.thefunctionalart.com/2019/08/why-we-dont-visualize-uncertainty.html

Top URLs in Tweet in G1:
[21] https://gijn.org/2019/08/29/gijns-data-journalism-top-10-burning-amazon-mass-shootings-hungarian-kings/
[5] https://gijn.org/2019/08/22/gijns-data-journalism-top-10-data-complexity-forking-paths-post-brexit/
[2] https://www.proekt.media/research/nezavisimost-sudey/
[2] https://digitalpresent.tagesspiegel.de/wo-es-im-regenwald-brennt
[2] https://datajournalism.com/read/newsletters/learn-to-code-like-a-journalist
[2] https://datajournalism.com/read/longreads/data-in-the-air
[2] https://medium.com/google-design/redefining-data-visualization-at-google-9bdcf2e447c6
[2] https://www.nytimes.com/interactive/2019/08/29/opinion/hurricane-dorian-forecast-map.html
[1] http://www.tagesspiegel.de/unfallatlas-2018
[1] https://gijn.org/2019/06/27/gijns-data-journalism-top-10-the-nyts-data-curriculum-space-junk-parents-vs-non-parents/

Top URLs in Tweet in G2:
[70] https://www.nytimes.com/interactive/2019/08/29/opinion/hurricane-dorian-forecast-map.html
[9] http://www.thefunctionalart.com/2019/08/data-essays-not-data-stories.html
[7] http://www.thefunctionalart.com/2019/08/mapping-water-stress-risk.html
[6] http://www.thefunctionalart.com/2019/08/why-we-dont-visualize-uncertainty.html
[4] http://www.thefunctionalart.com
[2] https://www.thelovelyferns.com/thank-you-shirley-wu/
[2] http://www.thefunctionalart.com/2019/08/the-amazon-is-burning.html
[2] http://www.thefunctionalart.com/2019/08/yes-chart-is-misleadingbut-numbers-are.html
[2] http://www.thefunctionalart.com/2019/08/the-emotional-journey-of-designing.html
[1] https://www.kickstarter.com/projects/datasketch/savethedata?utm_source=alberto-cairo_influencer-outreach&utm_medium=influencer-outreach&utm_campaign=ks_campaign

Top URLs in Tweet in G3:
[2] https://www.bbsr.bund.de/BBSR/DE/Home/Topthemen/inkar.html
[1] https://www.inkar.de/

Top URLs in Tweet in G4:
[1] https://www.srf.ch/news/schweiz/wahlen-2019/wahlen-2019-wie-das-parlament-die-waehler-abbildet-und-wie-nicht

Top URLs in Tweet in G5:
[7] https://jot-con.de/
[5] https://twitter.com/vicari/status/1166251193829658624
[4] https://twitter.com/scicar17ff/status/1164553249615224833
[2] https://twitter.com/AlbertoCairo/status/1165604849456734208
[2] https://kreativ.mfg.de/news/details/1495-journalismus-der-dinge-ist-teamarbeit/
[1] https://github.com/noz-mhn-data/RKI-merge
[1] https://scicar2019.sched.com/?iframe=no
[1] https://forms.gle/73xJTt3bD95Eju3t6

Top URLs in Tweet in G6:
[2] https://gijn.org/2019/08/22/gijns-data-journalism-top-10-data-complexity-forking-paths-post-brexit/
[2] https://medium.com/@wedodata/a-data-sur-la-politique-finaliste-des-online-journalism-awards-71b60c783c13
[1] https://www.liberation.fr/apps/2018/02/meurtres-conjugaux-derriere-les-chiffres/
[1] https://gijn.org/2019/08/29/gijns-data-journalism-top-10-burning-amazon-mass-shootings-hungarian-kings/
[1] https://lesjours.fr/obsessions/data-politique/
[1] https://www.bastamag.net/webdocs/pharmapapers/l-argent-de-l-influence/eurosfordocs-une-base-de-donnees-d-utilite-publique/
[1] https://www.lecolededesign.com/actualites/datarama4-nantes-digital-week2019-3242

Top URLs in Tweet in G7:
[2] https://interaktiv.morgenpost.de/afd-umfragen-osten-westen-chronik/
[1] https://twitter.com/AlbertoCairo/status/1165604849456734208
[1] https://interaktiv.waz.de/afd-umfragen-osten-westen-chronik/
[1] https://interaktiv.thueringer-allgemeine.de/afd-umfragen-osten-westen-chronik/

Top URLs in Tweet in G8:
[9] https://twitter.com/DataVizSociety/status/1164946968017170432
[9] https://twitter.com/datajournalism/status/1165464775779745792
[7] https://datajournalism.com/read/longreads/data-in-the-air
[4] http://www.verigazeteciligi.com/forset-veri-gazetecilerine-egitim-bursu-sagliyor/
[3] http://www.verigazeteciligi.com/grafiti-grafik-veri-seti-arama-motoru/
[3] https://link.medium.com/JSetzVW9oZ
[2] http://geojournalism.org
[2] http://www.verigazeteciligi.com/propublicadan-collaborative-data-journalism-rehberi/
[2] http://www.verigazeteciligi.com/dunyanin-zorlu-bolgelerinde-yurutulen-veri-gazeteciligi-egitimleri-datajournalism-internews-org/
[2] http://www.verigazeteciligi.com/veri-gazeteciligi-el-kitabi-1-giris-veri-gazeteciligi-nedir/

Top URLs in Tweet in G9:
[2] https://blog.datawrapper.de/colorguide/
[2] https://warninggraphiccontent.tumblr.com/post/187370218471/30-august-2019
[1] https://twitter.com/theconfmalmo/status/1166615102445035520
[1] https://docs.google.com/document/d/16oww-QyiMtpAvY6G8b23aOBCIAY6M4jnd9Z78CcqP1g/edit?usp=sharing
[1] https://twitter.com/ftdata/status/1166650063919222784

Top URLs in Tweet in G10:
[2] https://www.thedailystar.net/myanmar-rohingya-crisis-the-other-face-of-todays-humanity
[2] https://soundcloud.com/pulsarman/deep-house-mix-22-08-19
[1] https://www.journaliststoolbox.org/2019/03/17/online_journalism/
[1] https://www.mh-friends.com/blog/?p=69851
[1] https://twitter.com/aunqikoh/status/1167277157741035521
[1] https://twitter.com/the_claus/status/1167019524668952576
[1] https://breaktheimage.com/study-finds-how-data-driven-content-marketing-builds-links-and-earns-press-mentions/
[1] https://twitter.com/i/web/status/1167000007314219009
[1] https://www.instagram.com/p/B1up310hY9e/?igshid=176is9rtvyjha
[1] https://www.instagram.com/p/B1uqvmBhXag/?igshid=jryyebblvtsr

Top Domains
Top Domains in Tweet in Entire Graph:
[74] nytimes.com
[44] twitter.com
[35] thefunctionalart.com
[31] gijn.org
[16] verigazeteciligi.com
[14] datajournalism.com
[12] instagram.com
[8] medium.com
[7] jot-con.de
[4] tagesspiegel.de

Top Domains in Tweet in G1:
[28] gijn.org
[5] datajournalism.com
[4] tagesspiegel.de
[2] proekt.media
[2] twitter.com
[2] medium.com
[2] thefunctionalart.com
[2] nytimes.com
[1] newsimpact.io
[1] forms.gle

Top Domains in Tweet in G2:
[70] nytimes.com
[33] thefunctionalart.com
[2] thelovelyferns.com
[1] kickstarter.com
[1] storybench.org
[1] twitter.com
[1] scientificamerican.com
[1] datajournalism.com

Top Domains in Tweet in G3:
[2] bund.de
[1] inkar.de

Top Domains in Tweet in G4:
[1] srf.ch

Top Domains in Tweet in G5:
[11] twitter.com
[7] jot-con.de
[2] mfg.de
[1] github.com
[1] sched.com
[1] forms.gle

Top Domains in Tweet in G6:
[3] gijn.org
[2] medium.com
[1] liberation.fr
[1] lesjours.fr
[1] bastamag.net
[1] lecolededesign.com

Top Domains in Tweet in G7:
[2] morgenpost.de
[1] twitter.com
[1] waz.de
[1] thueringer-allgemeine.de

Top Domains in Tweet in G8:
[19] twitter.com
[16] verigazeteciligi.com
[8] datajournalism.com
[4] datavizcatalogue.com
[3] medium.com
[3] mailchi.mp
[2] geojournalism.org
[1] grafiti.io
[1] bostonglobe.com
[1] nytimes.com

Top Domains in Tweet in G9:
[2] datawrapper.de
[2] twitter.com
[2] tumblr.com
[1] google.com

Top Domains in Tweet in G10:
[5] instagram.com
[4] twitter.com
[3] thedailystar.net
[2] soundcloud.com
[1] journaliststoolbox.org
[1] mh-friends.com
[1] breaktheimage.com
[1] mixcloud.com
[1] digitaldjtips.com
[1] ria.ru

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[297] ddj
[102] dataviz
[73] infografik
[41] verkehr
[36] vg
[30] infographics
[23] datajournalism
[13] berlin
[13] amazonas
[12] opendata



Top Hashtags in Tweet in G1:
[56] ddj
[13] berlin
[13] amazonas
[11] amazon
[7] datajournalism
[5] dataviz
[4] судьи
[4] data
[3] africa
[2] fahrradalltag

Top Hashtags in Tweet in G2:
[34] dataviz
[29] ddj
[27] infographics
[8] howchartslie
[1] albertocairodatavizclass
[1] savethedata
[1] graphics
[1] historyofinfographics

Top Hashtags in Tweet in G3:
[72] infografik
[41] verkehr
[3] ddj
[3] starnberg
[3] münchen
[2] demografie
[2] dataviz
[1] lebenserwartung
[1] mobilität
[1] erreichbarkeit

Top Hashtags in Tweet in G4:
[8] ddj
[1] wahlch19

Top Hashtags in Tweet in G5:
[26] ddj
[10] scicar19
[5] journalismusderdinge
[4] ddjbw
[3] journalismofthings
[2] dataviz

Top Hashtags in Tweet in G6:
[7] ddj
[3] eurosfordocs
[1] stopfeminicides
[1] ona19
[1] nantes

Top Hashtags in Tweet in G7:
[5] ddj
[5] dataviz
[2] ltwsachsen
[2] ltwbb19
[1] ltwsn19
[1] ltwbb

Top Hashtags in Tweet in G8:
[58] ddj
[36] vg
[34] dataviz
[12] verigazeteciliği
[9] vizrisk
[7] açıkveri
[6] opendata
[5] verigörselleştirme
[5] veriokuryazarlığı
[4] datajournalims

Top Hashtags in Tweet in G9:
[9] ddj
[5] dataviz
[3] theconf
[3] opendata
[1] datajoutnalism

Top Hashtags in Tweet in G10:
[23] ddj
[6] pioneerdj
[6] music
[5] dj
[4] dataviz
[3] seratodj
[3] interactive
[3] dynamic
[2] serato
[2] djbetosp

Top Words
Top Words in Tweet in Entire Graph:
[308] Words in Sentiment List#1: Positive
[244] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[13604] Non-categorized Words
[14156] Total Words
[297] #ddj
[143] data
[123] new
[113] albertocairo
[102] #dataviz

Top Words in Tweet in G1:
[56] #ddj
[36] gijn
[32] 10
[28] data
[26] top
[23] datajournalism
[19] в
[17] brände
[16] helenawittlich
[15] global

Top Words in Tweet in G2:
[103] albertocairo
[102] new
[70] oh
[70] look
[70] wrote
[70] something
[70] york
[70] times
[70] thank
[70] stuartathompson

Top Words in Tweet in G3:
[72] #infografik
[70] daten
[69] bbsr_bund
[69] anteil
[69] regionale
[42] mehr
[41] pendler
[41] einem
[41] einfachen
[41] arbeitsweg

Top Words in Tweet in G4:
[30] nach
[29] neu
[29] bildet
[29] parlament
[29] uns
[29] wähler
[29] sozio
[29] demographischen
[29] kriterien
[29] ab

Top Words in Tweet in G5:
[26] #ddj
[11] 5
[11] 11
[11] stuttgart
[10] #scicar19
[10] community
[9] zwei
[9] wochen
[9] sprechen
[9] darüber

Top Words in Tweet in G6:
[14] gijnfr
[12] par
[12] à
[11] une
[11] jeune
[11] femme
[11] été
[11] mortellement
[11] poignardée
[11] compagnon

Top Words in Tweet in G7:
[30] afd
[21] sich
[20] entwickeln
[20] erstaunlich
[20] synchron
[17] funkeinteraktiv
[13] wann
[12] umfragen
[12] gewinnt
[12] verliert

Top Words in Tweet in G8:
[58] #ddj
[36] veri
[36] #vg
[34] #dataviz
[25] pinardag
[16] ve
[14] dagmedyaveri
[12] #verigazeteciliği
[11] eğitim
[10] açık

Top Words in Tweet in G9:
[9] #ddj
[7] data
[7] journalism
[5] #dataviz
[5] ftdata
[4] theconfmalmo
[3] zeigt
[3] lisacrost
[3] clouds
[3] #theconf

Top Words in Tweet in G10:
[23] #ddj
[9] gt
[6] #pioneerdj
[6] #music
[5] #dj
[4] #dataviz
[4] data
[4] more
[4] please
[3] u

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[73] oh,look
[73] look,wrote
[73] wrote,something
[73] something,new
[73] new,york
[73] york,times
[73] times,thank
[73] thank,stuartathompson
[73] stuartathompson,particularly
[72] albertocairo,oh

Top Word Pairs in Tweet in G1:
[28] 10,#ddj
[25] top,10
[13] nun,steht
[13] steht,fest
[13] fest,#berlin
[13] #berlin,gilt
[13] gilt,als
[13] als,großstadt
[13] großstadt,problemen
[13] problemen,außerdem

Top Word Pairs in Tweet in G2:
[70] oh,look
[70] look,wrote
[70] wrote,something
[70] something,new
[70] new,york
[70] york,times
[70] times,thank
[70] thank,stuartathompson
[70] stuartathompson,particularly
[69] albertocairo,oh

Top Word Pairs in Tweet in G3:
[69] bbsr_bund,#infografik
[69] regionale,daten
[41] #infografik,anteil
[41] anteil,pendler
[41] pendler,einem
[41] einem,einfachen
[41] einfachen,arbeitsweg
[41] arbeitsweg,mind
[41] mind,50
[41] 50,km

Top Word Pairs in Tweet in G4:
[29] neu,bildet
[29] bildet,parlament
[29] parlament,uns
[29] uns,wähler
[29] wähler,nach
[29] nach,sozio
[29] sozio,demographischen
[29] demographischen,kriterien
[29] kriterien,ab
[29] ab,unser

Top Word Pairs in Tweet in G5:
[11] 5,11
[10] #ddj,community
[9] zwei,wochen
[9] wochen,sprechen
[9] sprechen,#scicar19
[9] #scicar19,darüber
[9] darüber,ob
[9] ob,sich
[9] sich,#ddj
[9] community,organisieren

Top Word Pairs in Tweet in G6:
[11] une,jeune
[11] jeune,femme
[11] femme,été
[11] été,mortellement
[11] mortellement,poignardée
[11] poignardée,par
[11] par,compagnon
[11] compagnon,à
[11] à,toulouse
[11] toulouse,dimanche

Top Word Pairs in Tweet in G7:
[20] entwickeln,sich
[20] erstaunlich,synchron
[12] wann,afd
[11] afd,umfragen
[11] umfragen,gewinnt
[11] gewinnt,verliert
[11] verliert,bislang
[11] bislang,entwickeln
[11] sich,zustimmungswerte
[11] zustimmungswerte,erstaunlich

Top Word Pairs in Tweet in G8:
[23] #ddj,#vg
[13] #dataviz,#vg
[12] #vg,#dataviz
[12] #ddj,#dataviz
[9] data,journalism
[9] #vizrisk,#ddj
[8] pinardag,#vizrisk
[8] pinardag,#ddj
[7] guide,producing
[7] producing,data

Top Word Pairs in Tweet in G9:
[5] data,journalism
[3] #theconf,#ddj
[3] #ddj,links
[2] datenvisualisierung,man
[2] man,farben
[2] farben,sinnvoll
[2] sinnvoll,einsetzt
[2] einsetzt,zeigt
[2] zeigt,lisacrost
[2] lisacrost,#ddj

Top Word Pairs in Tweet in G10:
[6] gt,gt
[3] #interactive,#dynamic
[2] data,driven
[2] time,dust
[2] dust,foi
[2] foi,cobwebs
[2] cobwebs,start
[2] start,using
[2] using,fois
[2] fois,more

Top Replied-To
Top Replied-To in Entire Graph:
@julianschmidli
@simon_huwiler
@transparency_ru
@atloteam
@juliustroeger
@davidbauer
@we_do_data
@alexschnapper
@elijah_meeks
@gspitzerwong

Top Replied-To in G1:
@bruceecurb
@ijnet
@yvg
@sardanapal
@wearerladies
@laughlinpaul
@jzarracina
@alyssafowers
@musmekh
@atloteam

Top Replied-To in G4:
@julianschmidli
@simon_huwiler
@davidbauer

Top Replied-To in G5:
@juliustroeger

Top Replied-To in G6:
@we_do_data

Top Mentioned
Top Mentioned in Entire Graph:
@albertocairo
@stuartathompson
@bbsr_bund
@gijn
@srfdata
@datajournalism
@pinardag
@funkeinteraktiv
@helenawittlich
@gijnfr

Top Mentioned in G1:
@gijn
@datajournalism
@helenawittlich
@bbgvisualdata
@albertocairo
@_davidmeidinger
@gijnru
@google
@tagesspiegel
@plateauton

Top Mentioned in G2:
@albertocairo
@stuartathompson
@postgraphics
@jessicahullman
@jpmarindiaz
@sciam
@yuncod
@sxywu
@nadiehbremer
@datajournalism

Top Mentioned in G3:
@bbsr_bund

Top Mentioned in G4:
@srfdata
@davidbauer
@benibu
@simon_huwiler
@herdingbehavior

Top Mentioned in G5:
@marcelpauly
@jangeorgplavec
@scicar17ff
@nicolakuhrt
@ddj_bw
@rki_de
@katjagrundmann
@michelpenke
@fvcastell
@annabehrend

Top Mentioned in G6:
@gijnfr
@we_do_data
@ona
@feminicidesfr
@liberation
@bastamag
@rozennlesaint
@karenbastienok
@lesjoursfr
@metamedia

Top Mentioned in G7:
@funkeinteraktiv
@alterpaetz
@annabehrend
@srfdata
@datajournalism

Top Mentioned in G8:
@pinardag
@dagmedyaveri
@voydorg
@clombion

Top Mentioned in G9:
@theconfmalmo
@lisacrost
@ftdata
@bahareh360
@the_claus
@ardzdf_akademie
@srfdata
@instituteforgov
@resfoundation
@nytgraphics

Top Mentioned in G10:
@dataconcepcion
@pulsarman325

Top Tweeters
Top Tweeters in Entire Graph:
@_lesnaifs_
@beritagarid
@business
@guenotmichel
@calcaware
@washingtonpost
@sunlightwarden
@vedatsamur
@financialtimes
@k24tv

Top Tweeters in G1:
@business
@calcaware
@financialtimes
@tagesspiegel
@gazeta_wyborcza
@theeconomist
@ru_rbc
@stukalov2
@halleverkehrt
@google

Top Tweeters in G2:
@sunlightwarden
@ricardo_ik_ahau
@albertocairo
@pakay20
@adamgriffiths
@charlesapple
@sciam
@shiplives
@h_vigilant
@abhworthington

Top Tweeters in G3:
@michael_kunz
@germanatpompey
@shochi_hh
@fxnkls
@genius_play_u
@kathrinlc
@geistesgift
@amphibol
@haraldlink
@heimatneue

Top Tweeters in G4:
@srfnews
@kuedder
@dinapomeranz
@raadarde
@valabg
@konradweber
@davidbauer
@jbeauverd
@huwendiek
@nickischenker

Top Tweeters in G5:
@nicolakuhrt
@saimalkan
@cartocalypse
@boschpresse
@vicari
@guido_burger
@jangeorgplavec
@mfg_kreativ
@tokoe
@mfg_akademie

Top Tweeters in G6:
@_lesnaifs_
@guenotmichel
@beautifulloser_
@shallowbliss
@mokonaalabasta
@_chloooee
@gillesbruno
@leilawarlock
@mduqn
@lesjoursfr

Top Tweeters in G7:
@romangrabolle
@kunkakom
@moritz_wichmann
@communismlove
@benheubl
@bastianpauly
@ullrichschumann
@philninh
@geplapper
@data_meining

Top Tweeters in G8:
@vedatsamur
@p24punto24
@ronyeap
@danabatnag
@pinardag
@ekizilkaya
@oponiak
@raposthumus
@arastiriyorum
@bokami

Top Tweeters in G9:
@qz
@fivethirtyeight
@tomchivers
@instituteforgov
@resfoundation
@ons
@urbaninstitute
@gavinfreeguard
@ffjournalismus
@ardzdf_akademie

Top Tweeters in G10:
@mhfriends
@t_s_institute
@journtoolbox
@djbetosp
@infogram
@umarhassan96
@zaidkalam
@lamartinezsv
@pulsarman325
@_lirick


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