#data4good, Twitter, 4/13/2021 7:54:15 PM, 252791


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#data4good_2021-04-13_09-13-36.xlsx
#data4good_2021-04-13_09-13-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 13, 2021
Short Description:
#data4good via NodeXL https://bit.ly/3tfqFLP
@ume_kyd
@johnmaynardcpa
@kirkdborne
@education_24x7
@_m_dey
@carlos_santiso
@albertoemachado
@ameisen_strasse
@johngmcnutt
@trendsinai

Top hashtags:
#data4good
#data
#ai
#machinelearning
#wildlife
#conservation

Description:
Description
The graph represents a network of 455 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 13 April 2021 at 16:14 UTC.

The requested start date was Monday, 12 April 2021 at 00:01 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 13-day, 12-hour, 53-minute period from Monday, 29 March 2021 at 04:01 UTC to Sunday, 11 April 2021 at 16:55 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 : 455
Unique Edges : 306
Edges With Duplicates : 1518
Total Edges : 1824
Number of Edge Types : 5
Retweet : 700
MentionsInRetweet : 854
Mentions : 170
Replies to : 5
Tweet : 95
Self-Loops : 114
Reciprocated Vertex Pair Ratio : 0.0446570972886762
Reciprocated Edge Ratio : 0.0854961832061069
Connected Components : 23
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 351
Maximum Edges in a Connected Component : 1623
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.930068
Graph Density : 0.00317083797260009
Modularity : 0.309717
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 455 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 13 April 2021 at 16:14 UTC.

The requested start date was Monday, 12 April 2021 at 00:01 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 13-day, 12-hour, 53-minute period from Monday, 29 March 2021 at 04:01 UTC to Sunday, 11 April 2021 at 16:55 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 : #data4good
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:
[18] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252061
[8] https://www.datasciencecentral.com/profiles/blogs/what-is-good-data-and-where-do-you-find-it
[6] https://dy.si/yj2aX
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252060
[5] https://dy.si/fEK1c
[5] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[4] https://zoom.us/j/976188673?pwd=U040SHhJaWRiakE5Qnh6NVZWZGlPUT09
[4] https://www.weforum.org/agenda/2021/04/six-ways-data-sharing-can-shape-a-better-future/
[3] https://dy.si/D9L2c

Top URLs in Tweet in G2:
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252061
[11] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727
[6] https://www.datasciencecentral.com/profiles/blogs/what-is-good-data-and-where-do-you-find-it
[5] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[3] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[2] https://engage.bah.com/Article/Redirect/8b691073-83e4-4955-b33b-1ccef8227fcb?uc=30185&g=3d3d232d-1da1-4361-ad6c-ddf53aa18a1d&f=200651
[1] http://rocketdatascience.org/?p=410
[1] https://engage.bah.com/Article/Redirect/61ec565f-59d3-4655-a44d-1bf06ea215e5?uc=30185&g=1b883bed-2283-4fb2-9bdf-492cc2c0a25a&f=179705
[1] https://www.mdpi.com/2071-1050/12/8/3223/htm
[1] https://engage.bah.com/Article/Redirect/5049fdbf-8fc0-4110-b255-06e712cf617e?uc=16822&g=34ae0dc0-b76f-4e4e-ac1d-6dc4a3670009&f=214867

Top URLs in Tweet in G3:
[4] https://www.weforum.org/agenda/2021/04/six-ways-data-sharing-can-shape-a-better-future/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252060
[2] https://theodi.org/article/inclusive-data-perspectives-from-a-roundtable-discussion/
[1] https://twitter.com/SASsoftware/status/1377235722122448908
[1] https://dy.si/1KEnd
[1] https://www.greatplacetowork.com/best-workplaces/technology/2020

Top URLs in Tweet in G4:
[4] https://zoom.us/j/976188673?pwd=U040SHhJaWRiakE5Qnh6NVZWZGlPUT09
[1] https://www.datasciencecentral.com/profiles/blogs/what-is-good-data-and-where-do-you-find-it
[1] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727
[1] https://isgood.ai/insights/ai-the-mysterious-and-exciting-new-era-of-development-for-all/
[1] https://twitter.com/financialreview/status/1377671503488106500
[1] https://datachallenge.africa/fr/index.html
[1] https://twitter.com/laurelucchesi/status/1376842288320630785
[1] https://www.mcgovern.org/patrick-j-mcgovern-foundation-and-cloudera-foundation-announce-historic-merger/
[1] https://www.blog-datalab.com/
[1] https://scioteca.caf.com/bitstream/handle/123456789/1710/%c2%bfCuan_abiertos_estan_los_datos_publicos_El_barometro_de_datos_abiertos_de_America_Latina_y_el_Caribe_2020.pdf?sequence=1&isAllowed=y

Top URLs in Tweet in G5:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252060
[2] https://www.drivendata.org/competitions/
[1] https://twitter.com/CorrelaidxKN/status/1380434885568004101
[1] https://www.dataforchildrencollaborative.com/challenge-questions/the-promise
[1] https://twitter.com/dataforchildren/status/1380434200214519808
[1] https://wdr2021.worldbank.org/
[1] https://globalfestivalofaction.org/class/how-to-use-data-to-reimagine-the-future/?wcs_timestamp=1616773500
[1] https://www.eventbrite.com/e/how-data-impacts-my-life-data-ethics-privacy-registration-143009113107
[1] https://us11.campaign-archive.com/?u=839c48a6bdb090a4503364ac1&id=8175392bce
[1] https://eng.ox.ac.uk/chi/news/global-health-summer-projects/

Top URLs in Tweet in G6:
[6] https://dy.si/yj2aX
[5] https://dy.si/fEK1c
[3] https://dy.si/D9L2c
[3] https://dy.si/ZV1w2
[3] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727
[2] https://dy.si/uFHmES
[2] https://dy.si/FvBni
[1] https://dy.si/5FTZo
[1] https://dy.si/fnyEZD2
[1] https://dy.si/qDDfbD

Top URLs in Tweet in G7:
[2] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727
[1] https://twitter.com/TwitterForGood/status/1379751648864665603

Top URLs in Tweet in G8:
[1] https://twitter.com/millenaire3/status/1375478903381368836

Top URLs in Tweet in G9:
[1] https://data4goodfest.org.uk
[1] https://data4goodfest.org.uk/call-for-contributions/
[1] https://www.threesixtygiving.org/about/vacancies/policy-engagement-manager/

Top URLs in Tweet in G10:
[1] https://dy.si/1KAna
[1] https://dy.si/TpDX4r
[1] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727

Top Domains
Top Domains in Tweet in Entire Graph:
[74] dy.si
[25] bah.com
[19] nodexlgraphgallery.org
[17] twitter.com
[13] datasciencecentral.com
[5] linkedin.com
[4] zoom.us
[4] weforum.org
[3] org.uk
[3] drivendata.org

Top Domains in Tweet in G2:
[18] bah.com
[12] nodexlgraphgallery.org
[11] datasciencecentral.com
[1] rocketdatascience.org
[1] mdpi.com
[1] twitter.com

Top Domains in Tweet in G3:
[4] weforum.org
[2] nodexlgraphgallery.org
[2] theodi.org
[1] twitter.com
[1] dy.si
[1] greatplacetowork.com

Top Domains in Tweet in G4:
[4] zoom.us
[2] twitter.com
[1] datasciencecentral.com
[1] bah.com
[1] isgood.ai
[1] datachallenge.africa
[1] mcgovern.org
[1] blog-datalab.com
[1] caf.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G5:
[4] nodexlgraphgallery.org
[3] drivendata.org
[2] twitter.com
[1] dataforchildrencollaborative.com
[1] worldbank.org
[1] globalfestivalofaction.org
[1] eventbrite.com
[1] campaign-archive.com
[1] ac.uk
[1] frie.codes

Top Domains in Tweet in G6:
[70] dy.si
[3] bah.com
[1] datasciencecentral.com
[1] twitter.com

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

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

Top Domains in Tweet in G9:
[2] org.uk
[1] threesixtygiving.org

Top Domains in Tweet in G10:
[2] dy.si
[1] bah.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[338] data4good
[296] data
[184] ai
[141] machinelearning
[89] wildlife
[73] conservation
[60] datascience
[53] analytics
[50] agtech
[49] sustainability



Top Hashtags in Tweet in G1:
[263] data
[40] future
[28] dataanalytics
[13] datascience
[10] regtech
[10] data4good
[10] datamining
[10] luxembourg
[9] distributors
[9] innovation

Top Hashtags in Tweet in G2:
[25] data4good
[23] ai
[19] datascience
[15] iot
[14] machinelearning
[14] datascibowl
[13] bigdata
[11] datadriven
[11] mobility
[8] iiot

Top Hashtags in Tweet in G3:
[22] data4good
[11] innovation
[6] bigdata
[4] urbandata
[2] ai
[2] saslife
[2] dataprivacy
[1] techforgood
[1] government
[1] healthcare

Top Hashtags in Tweet in G4:
[10] data4good
[10] datosabiertos
[10] americalatina
[4] ai
[3] tech4good
[3] solutionsforhumanity
[2] isgoodai
[2] artificialintelligence
[2] socialimpact
[2] opendata

Top Hashtags in Tweet in G5:
[30] data4good
[7] data
[7] datascience
[4] ai
[3] machinelearning
[3] wildlife
[3] dataethics
[3] opendata
[3] daten
[2] future

Top Hashtags in Tweet in G6:
[163] data4good
[138] ai
[121] machinelearning
[81] wildlife
[67] conservation
[48] agtech
[45] agrifood
[44] computervision
[41] sustainability
[39] climate

Top Hashtags in Tweet in G7:
[15] data4good
[15] un
[2] datascience
[2] datadriven
[2] mobility
[1] dataphilanthropy
[1] responsibledata

Top Hashtags in Tweet in G8:
[2] opendata
[2] donnee
[2] data4good
[1] data
[1] prospective
[1] metropoledelyon
[1] 10ansopendata
[1] gouvernancedeladonnee
[1] opendata21
[1] opendatacommunity

Top Hashtags in Tweet in G9:
[4] data4good
[2] digital
[2] opendata
[1] digitalcharities
[1] datapolicy
[1] charityjobs
[1] engagement
[1] comms

Top Hashtags in Tweet in G10:
[15] data4good
[14] wholepersoncare
[14] analytics
[14] probationers
[3] ai
[2] artificialintelligence
[2] datascience
[2] 100daysofcode
[2] machinelearning
[2] bigdata

Top Words
Top Words in Tweet in Entire Graph:
[338] #data4good
[329] ume_kyd
[304] #data
[188] _m_dey
[184] #ai
[163] future
[141] #machinelearning
[130] value
[128] potential
[121] world

Top Words in Tweet in G1:
[306] ume_kyd
[267] #data
[136] future
[127] potential
[120] value
[103] journey
[102] focus
[102] world
[101] information
[96] see

Top Words in Tweet in G2:
[40] kirkdborne
[25] #data4good
[23] #ai
[19] #datascience
[18] fmfrancoise
[15] #iot
[14] #machinelearning
[14] data
[14] boozallen
[14] salhaj

Top Words in Tweet in G3:
[22] #data4good
[12] johnmaynardcpa
[12] sassoftware
[11] main
[11] reason
[11] joined
[11] commitment
[11] #innovation
[11] solving
[11] problems

Top Words in Tweet in G4:
[11] brief
[10] #data4good
[10] carlos_santiso
[10] cúal
[10] estado
[10] #datosabiertos
[10] #americalatina
[10] vea
[10] nuestro
[10] último

Top Words in Tweet in G5:
[30] #data4good
[13] correlaid
[12] data
[11] ersten
[11] organisationen
[10] projektzyklus
[10] volunteers
[9] wuhuu
[9] starten
[9] sechs

Top Words in Tweet in G6:
[171] _m_dey
[163] #data4good
[138] #ai
[121] #machinelearning
[81] #wildlife
[67] #conservation
[55] artificial
[55] intelligence
[48] protect
[48] #agtech

Top Words in Tweet in G7:
[15] thanks
[15] twitterforgood
[15] being
[15] long
[15] term
[15] partner
[15] sharing
[15] #data4good
[15] entire
[15] #un

Top Words in Tweet in G8:
[9] par
[7] n_vernus_prost
[7] plus
[7] 60
[7] participant
[7] conférence
[7] presse
[7] opendata_fr
[7] cours
[7] présentation

Top Words in Tweet in G9:
[4] favourite
[4] #data4good
[4] join
[3] re
[3] data4goodfest
[3] job
[3] klaxon
[3] opportunity
[3] data
[3] enthusiast

Top Words in Tweet in G10:
[15] #data4good
[14] #wholepersoncare
[14] project
[14] california
[14] uses
[14] #analytics
[14] help
[14] keep
[14] #probationers
[14] healthy

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[102] potential,#data
[102] value,unstructured
[101] unstructured,#data
[101] see,world
[101] world,different
[100] counts,see
[95] visualisation,information
[94] journey,continues
[94] continues,unleash
[94] unleash,unlimited

Top Word Pairs in Tweet in G1:
[102] potential,#data
[96] see,world
[96] world,different
[95] visualisation,information
[95] counts,see
[95] value,unstructured
[94] journey,continues
[94] continues,unleash
[94] unleash,unlimited
[94] unlimited,potential

Top Word Pairs in Tweet in G2:
[12] #datascibowl,nodexl
[12] nodexl,kirkdborne
[12] kirkdborne,chidambara09
[12] chidambara09,salhaj
[12] salhaj,eli_krumova
[12] eli_krumova,fmfrancoise
[12] fmfrancoise,boozallen
[11] #datadriven,research
[11] research,aims
[11] aims,solve

Top Word Pairs in Tweet in G3:
[11] main,reason
[11] reason,joined
[11] joined,sassoftware
[11] sassoftware,commitment
[11] commitment,#innovation
[11] #innovation,solving
[11] solving,problems
[11] problems,#data4good
[10] johnmaynardcpa,main
[10] #data4good,#gove

Top Word Pairs in Tweet in G4:
[10] cúal,estado
[10] estado,#datosabiertos
[10] #datosabiertos,#americalatina
[10] #americalatina,vea
[10] vea,nuestro
[10] nuestro,último
[10] último,policy
[10] policy,brief
[10] brief,base
[10] base,barometro

Top Word Pairs in Tweet in G5:
[9] wuhuu,starten
[9] starten,ersten
[9] ersten,projektzyklus
[9] projektzyklus,sechs
[9] sechs,projekten
[9] projekten,fünf
[9] fünf,organisationen
[9] organisationen,25
[9] 25,volunteers
[8] correlaid,wuhuu

Top Word Pairs in Tweet in G6:
[55] artificial,intelligence
[49] #ai,#data4good
[45] #ai,#agtech
[44] _m_dey,artificial
[43] #machinelearning,#computervision
[40] intelligence,technology
[40] technology,used
[40] used,protect
[40] protect,bees
[40] bees,#ai

Top Word Pairs in Tweet in G7:
[15] thanks,twitterforgood
[15] twitterforgood,being
[15] being,long
[15] long,term
[15] term,partner
[15] partner,sharing
[15] sharing,#data4good
[15] #data4good,entire
[15] entire,#un
[15] #un,system

Top Word Pairs in Tweet in G8:
[7] plus,60
[7] 60,participant
[7] participant,conférence
[7] conférence,presse
[7] presse,opendata_fr
[7] opendata_fr,cours
[7] cours,présentation
[7] présentation,feuille
[7] feuille,route
[7] route,par

Top Word Pairs in Tweet in G9:
[3] job,klaxon
[3] klaxon,opportunity
[3] opportunity,data
[3] data,enthusiast
[3] enthusiast,join
[3] join,fantastic
[3] fantastic,360giving
[3] 360giving,team
[3] team,policy
[3] policy,engagement

Top Word Pairs in Tweet in G10:
[14] #wholepersoncare,#data4good
[14] #data4good,project
[14] project,california
[14] california,uses
[14] uses,#analytics
[14] #analytics,help
[14] help,keep
[14] keep,#probationers
[14] #probationers,healthy
[14] healthy,sheltered

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ume_kyd
@_m_dey
@kirkdborne
@johnmaynardcpa
@boozallen
@twitterforgood
@bristowcolin
@sassoftware
@unglobalpulse
@salhaj

Top Mentioned in G1:
@ume_kyd

Top Mentioned in G2:
@kirkdborne
@boozallen
@salhaj
@chidambara09
@eli_krumova
@fmfrancoise
@_m_dey
@ume_kyd
@sa
@sallyeaves

Top Mentioned in G3:
@johnmaynardcpa
@sassoftware
@wef
@urbanbigdata
@fogle_shane
@fabriziobustama
@_atanas_
@irmaraste
@anand_narang
@baski_la

Top Mentioned in G4:
@carlos_santiso
@kirkdborne
@qri_io
@isgoodai
@afd_france
@pjmfnd
@clouderafnd
@zindiafrica
@black_in_ai
@meloniothomas

Top Mentioned in G5:
@correlaid
@ume_kyd
@kirkdborne
@johngmcnutt
@ameisen_strasse
@_m_dey
@digisocsummit
@future_of_ai
@johnmaynardcpa
@pythonexpertbot

Top Mentioned in G6:
@_m_dey
@ume_kyd
@kirkdborne
@unswscience
@unsw
@lizkimbrough_
@mongabay
@qut
@marielzatalks

Top Mentioned in G7:
@twitterforgood
@unglobalpulse
@ume_kyd
@kirkdborne

Top Mentioned in G8:
@n_vernus_prost
@opendata_fr
@grandlyon
@millenaire3
@ouralakim

Top Mentioned in G9:
@data4goodfest
@360giving
@datakinduk
@gisellecory
@tanianc
@paulineroche
@mrtomfrench
@d
@charitydigicode

Top Mentioned in G10:
@bristowcolin
@_m_dey
@kirkdborne

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@dublencoigor
@xaelbot
@bexxmodd
@codernotesbot
@cybersecurityn8
@thedeveloperbot
@hasscho
@tess_blue815

Top Tweeters in G1:
@dublencoigor
@hasscho
@tess_blue815
@okayamapc
@lib2015blog
@yukika337700
@pitpi4
@ma2004777
@onomsalam2pas
@waterkojo

Top Tweeters in G2:
@chidambara09
@trendsinai
@nancyrubin
@7wdata
@fmfrancoise
@salhaj
@godfrey_g_
@datasciencebot_
@nvsdata
@kirkdborne

Top Tweeters in G3:
@calcaware
@gvalan
@jamesvgingerich
@fortunemagazine
@wef
@fabriziobustama
@drjdrooghaag
@kanezadiane
@nevillegaunt
@archonsec

Top Tweeters in G4:
@education_24x7
@the404code
@opensource_orgs
@afd_france
@fscrollini
@caf
@irispalma11
@ramirezalujas
@silvanavf
@kalelskywalker

Top Tweeters in G5:
@dataaugmented
@fabriciosx
@future_of_ai
@worldbank
@albertoemachado
@johngmcnutt
@datalabscotland
@nywelskop
@sdgaction
@nist

Top Tweeters in G6:
@sectest9
@bexxmodd
@cybersecurityn8
@andrewmorrisuk
@ml_tweet_bot
@hubofml
@artificialbra1n
@jane__eden
@technojeder
@discriminantbot

Top Tweeters in G7:
@nordicgeo
@sdg2030
@joquitz
@pwrdby
@unglobalpulse
@hugorodriguezn
@pulselabjakarta
@karahinesley
@renecnielsen
@pwrdbyjared

Top Tweeters in G8:
@millenaire3
@herverivano
@grandlyon
@opendata_fr
@ouralakim
@n_vernus_prost
@synthetiser1
@declic_asso
@ternumbfc
@baldelliaymeri

Top Tweeters in G9:
@paulineroche
@tanianc
@d
@datakinduk
@charravenscroft
@360giving
@mrtomfrench
@gisellecory
@charitydigicode
@data4goodfest

Top Tweeters in G10:
@xaelbot
@codernotesbot
@thedeveloperbot
@devvibesbot
@thecuriousluke
@coderretweet
@developer_rtbot
@aprogrammerbot
@bristowcolin
@rpatoolsc


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