#data4good, Twitter, 7/13/2020 3:26:19 PM, 230575


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#data4good_2020-07-13_07-01-06.xlsx
#data4good_2020-07-13_07-01-06.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 13, 2020
Short Description:
#data4good via NodeXL https://bit.ly/32gvF86
@kirkdborne
@fmfrancoise
@heloisegreeff
@guerrero_oa
@johngmcnutt
@chidambara09
@undp
@urbanbigdata
@epuujee
@datasciencebot_

Top hashtags:
#data4good
#datascience
#bigdata
#covid19
#ai
#abdsc
#ai4good
#sensors
#opendata

Description:
Description
The graph represents a network of 261 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 Monday, 13 July 2020 at 14:01 UTC.

The requested start date was Monday, 13 July 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 13-day, 7-hour, 32-minute period from Monday, 29 June 2020 at 07:36 UTC to Sunday, 12 July 2020 at 15:09 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 : 261
Unique Edges : 214
Edges With Duplicates : 426
Total Edges : 640
Number of Edge Types : 5
Mentions : 114
Retweet : 180
MentionsInRetweet : 293
Tweet : 52
Replies to : 1
Self-Loops : 53
Reciprocated Vertex Pair Ratio : 0.0332409972299169
Reciprocated Edge Ratio : 0.064343163538874
Connected Components : 31
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 148
Maximum Edges in a Connected Component : 437
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.470759
Graph Density : 0.00549661066902446
Modularity : 0.503592
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 261 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 Monday, 13 July 2020 at 14:01 UTC.

The requested start date was Monday, 13 July 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 13-day, 7-hour, 32-minute period from Monday, 29 June 2020 at 07:36 UTC to Sunday, 12 July 2020 at 15:09 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:
[28] https://www.datasciencecentral.com/profiles/blogs/eight-ways-in-which-data-science-is-helping-in-the-fight-agains-2
[9] https://engage.bah.com/Article/Redirect/45f1ae1f-5b26-4890-9a87-a7a175d90397?uc=30185&g=0b2c4513-5d43-4f49-b993-4969a47650f2&f=79445
[9] https://2020.stateofthemap.org/
[5] https://www.adruk.org/news-publications/news-blogs/adr-uk-comments-on-researcher-call-for-improved-data-access-244/
[4] https://www.ictworks.org/covid-19-data-science-responses/
[3] http://www.un.org/en/events/statisticsday/
[3] https://tech.newstatesman.com/gdpr/data-blind-spots
[2] http://dy.si/mBjmZ
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=230278
[2] https://www.drivendata.org/competitions/46/box-plots-for-education-reboot/

Top URLs in Tweet in G1:
[21] https://www.datasciencecentral.com/profiles/blogs/eight-ways-in-which-data-science-is-helping-in-the-fight-agains-2
[9] https://2020.stateofthemap.org/
[7] https://engage.bah.com/Article/Redirect/45f1ae1f-5b26-4890-9a87-a7a175d90397?uc=30185&g=0b2c4513-5d43-4f49-b993-4969a47650f2&f=79445
[3] http://www.un.org/en/events/statisticsday/
[1] https://www.boozallen.com/s/insight/thought-leadership/transforming-the-veterans-experience.html
[1] https://engage.bah.com/Article/Redirect/4ccc42ac-3914-426c-9b89-7f639f182851?uc=30185&g=18b54093-e70c-44bb-9f6b-d11cb649b3ef&f=144044
[1] https://twitter.com/timpetrovic/status/1275824265007443973

Top URLs in Tweet in G2:
[1] http://correlaid.org
[1] https://calendly.com/correlaid/30min
[1] https://soundcloud.com/correlaid_podcast/correlcomment-frauen-in-data-science
[1] https://docs.correlaid.org/
[1] https://github.com/CorrelAid/docs
[1] https://twitter.com/jennleaver/status/1278388118354362368
[1] https://twitter.com/radical_ai_/status/1280625002425888770
[1] https://erlassjahr.de/informieren/karte-ueberschuldete-staaten-weltweit/
[1] https://twitter.com/CorrelAid/status/1277535791837822976

Top URLs in Tweet in G3:
[1] https://www.vera.org/careers/job?id=job_20200424053703_EUKVGBZ8ZHWWRJVS
[1] https://jobs.undp.org/cj_view_job.cfm?cur_job_id=92428
[1] https://techjobsforgood.com/jobs/3051/
[1] https://pypi.org/project/mogptk/
[1] https://www.technologyreview.com/2020/05/29/1002404/united-nations-computer-agents-simulation-boost-global-sustainable-development-goals
[1] https://www.wired.co.uk/article/un-computer-simulation
[1] http://oguerr.com/ppi/

Top URLs in Tweet in G4:
[4] https://www.ictworks.org/covid-19-data-science-responses/
[2] https://www.datasciencecentral.com/profiles/blogs/eight-ways-in-which-data-science-is-helping-in-the-fight-agains-2
[2] https://www.drivendata.org/competitions/46/box-plots-for-education-reboot/
[1] https://www.drivendata.org/competitions/66/flu-shot-learning/
[1] https://www.drivendata.org/competitions/57/nepal-earthquake/
[1] https://www.drivendata.org/competitions/7/pump-it-up-data-mining-the-water-table/
[1] https://twitter.com/StephenSalerno4/status/1281257988607692810
[1] https://www.seas.harvard.edu/news/2020/06/numbers
[1] https://twitter.com/Harvard_IACS/status/1276176254878834688
[1] https://medium.com/@davidcastineira/application-of-machine-learning-to-predict-the-risk-of-alzheimers-disease-an-accurate-and-7291d8290e0d

Top URLs in Tweet in G5:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=230278
[1] https://blog.werobotics.org/2020/06/17/mapping-the-salt-lands-of-loul-sessene-with-senegal-flying-labs/?utm_content=bufferb395d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://blog.werobotics.org/2020/06/15/youthrobotics-to-infinity-and-beyond/?utm_content=buffer20442&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=230277
[1] https://engage.bah.com/Article/Redirect/45f1ae1f-5b26-4890-9a87-a7a175d90397?uc=30185&g=0b2c4513-5d43-4f49-b993-4969a47650f2&f=79445
[1] https://twitter.com/KirkDBorne/status/1278187307531722752
[1] https://www.datasciencecentral.com/profiles/blogs/eight-ways-in-which-data-science-is-helping-in-the-fight-agains-2
[1] https://twitter.com/KirkDBorne/status/1277675954232365057
[1] https://twitter.com/CivicDatalab/status/1273468628239699969
[1] https://twitter.com/CivicDatalab/status/1275723931786399744

Top URLs in Tweet in G6:
[1] https://dy.si/MsBrD
[1] https://www.sciencedirect.com/science/article/pii/S2589915520300080
[1] https://www.datasciencecentral.com/profiles/blogs/eight-ways-in-which-data-science-is-helping-in-the-fight-agains-2

Top URLs in Tweet in G7:
[5] https://www.adruk.org/news-publications/news-blogs/adr-uk-comments-on-researcher-call-for-improved-data-access-244/
[3] https://tech.newstatesman.com/gdpr/data-blind-spots
[3] https://www.datasciencecentral.com/profiles/blogs/eight-ways-in-which-data-science-is-helping-in-the-fight-agains-2
[1] https://ecrusad.co.uk/2020/06/29/research-data-scotland-a-conversation-with-roger-halliday-chief-statistician-scottish-government/
[1] https://engage.bah.com/Article/Redirect/45f1ae1f-5b26-4890-9a87-a7a175d90397?uc=30185&g=0b2c4513-5d43-4f49-b993-4969a47650f2&f=79445

Top URLs in Tweet in G8:
[1] https://dy.si/RdfS4v
[1] https://dy.si/wNRS5
[1] https://blogs.sas.com/content/hiddeninsights/2020/06/26/giant-leap-for-prostate-cancer-research/?utm_source=twitter&utm_medium=social-sprinklr&utm_content=3457363349&utm_term=3457363349
[1] https://dy.si/9mZcT2

Top URLs in Tweet in G9:
[1] http://www.brookings.edu/events/webinar-how-transparent-is-global-aid-now-and-where-do-we-go-from-here/
[1] https://cartong.org/geong/2020

Top URLs in Tweet in G10:
[1] https://www.meetup.com/Geek-out-with-Accenture-Applied-Intelligence/events/271330424/
[1] https://twitter.com/CharityDigiOrg/status/1275038035101409281

Top Domains
Top Domains in Tweet in Entire Graph:
[28] datasciencecentral.com
[19] twitter.com
[10] dy.si
[10] bah.com
[9] stateofthemap.org
[5] adruk.org
[5] drivendata.org
[4] ictworks.org
[3] nodexlgraphgallery.org
[3] un.org

Top Domains in Tweet in G1:
[21] datasciencecentral.com
[9] stateofthemap.org
[8] bah.com
[3] un.org
[1] boozallen.com
[1] twitter.com

Top Domains in Tweet in G2:
[3] twitter.com
[2] correlaid.org
[1] calendly.com
[1] soundcloud.com
[1] github.com
[1] erlassjahr.de

Top Domains in Tweet in G3:
[1] vera.org
[1] undp.org
[1] techjobsforgood.com
[1] pypi.org
[1] technologyreview.com
[1] co.uk
[1] oguerr.com

Top Domains in Tweet in G4:
[5] drivendata.org
[4] ictworks.org
[3] twitter.com
[2] datasciencecentral.com
[1] harvard.edu
[1] medium.com
[1] inclusivegrowthscore.com

Top Domains in Tweet in G5:
[4] twitter.com
[3] nodexlgraphgallery.org
[2] werobotics.org
[1] bah.com
[1] datasciencecentral.com

Top Domains in Tweet in G6:
[1] dy.si
[1] sciencedirect.com
[1] datasciencecentral.com

Top Domains in Tweet in G7:
[5] adruk.org
[3] newstatesman.com
[3] datasciencecentral.com
[1] co.uk
[1] bah.com

Top Domains in Tweet in G8:
[3] dy.si
[1] sas.com

Top Domains in Tweet in G9:
[1] brookings.edu
[1] cartong.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[123] data4good
[65] datascience
[49] bigdata
[45] covid19
[41] ai
[29] abdsc
[16] ai4good
[15] sensors
[14] opendata
[13] machinelearning



Top Hashtags in Tweet in G1:
[34] bigdata
[34] datascience
[26] ai
[22] covid19
[21] abdsc
[9] sensors
[9] openstreetmap
[8] data4good
[7] forecasting
[5] machinelearning

Top Hashtags in Tweet in G2:
[8] data4good
[4] shiny
[4] correltalk
[1] data
[1] datascience
[1] rstats

Top Hashtags in Tweet in G3:
[8] data4good
[5] job
[3] ai4good
[2] datascience
[2] sdgs
[2] sustainabledevelopment
[1] 2030agenda
[1] data4sdgs
[1] ppitool
[1] abms

Top Hashtags in Tweet in G4:
[20] data4good
[11] datascience
[10] covid19
[4] ai
[4] datasci
[4] ict4d
[3] machinelearning
[3] sdgs
[2] abdsc
[2] bigdata

Top Hashtags in Tweet in G5:
[11] data4good
[6] stem
[5] datascience
[5] bigdata
[5] covid19
[5] ai
[4] ai4good
[4] datascibowl
[4] machinelearning
[3] datascientists

Top Hashtags in Tweet in G6:
[3] streaminganalytics
[2] iot
[2] data4good
[1] edgeanalytics
[1] aiot
[1] sasusers
[1] ml4impact
[1] smarthandpump
[1] datascience
[1] covid19

Top Hashtags in Tweet in G7:
[7] bigdata
[6] administrativedata
[4] noveldata
[4] data4good
[4] datascience
[3] covid19
[3] abdsc
[2] dataprivacy
[2] ai
[1] research

Top Hashtags in Tweet in G8:
[5] data4good
[3] prostatecancer
[2] covid19
[2] data
[1] health
[1] policy
[1] analytics
[1] sasinsights
[1] sashls

Top Hashtags in Tweet in G9:
[3] aid
[2] data4good
[2] intdev
[2] geong
[2] inclusive
[2] im
[2] data
[1] icymi
[1] aidtransparencyindex
[1] 2020index

Top Hashtags in Tweet in G10:
[6] datascience
[3] data4good
[1] python
[1] bemoredigital

Top Words
Top Words in Tweet in Entire Graph:
[123] #data4good
[92] data
[65] #datascience
[49] #bigdata
[48] kirkdborne
[45] #covid19
[41] #ai
[36] unserer
[33] ways
[29] #abdsc

Top Words in Tweet in G1:
[35] kirkdborne
[34] #bigdata
[34] #datascience
[26] #ai
[22] #covid19
[21] ways
[21] helping
[21] fight
[21] against
[21] #abdsc

Top Words in Tweet in G2:
[36] unserer
[22] correlaid
[18] neu
[18] organisationen
[18] datensprechstunde
[18] ganz
[18] unverbindlich
[18] expertin
[18] nina
[17] fã

Top Words in Tweet in G3:
[19] work
[18] pnudlac
[18] turinginst
[17] undp
[16] guerrero_oa
[15] wired
[14] magazine
[14] published
[14] article
[14] gon_castanedar

Top Words in Tweet in G4:
[20] #data4good
[14] data
[11] #datascience
[10] #covid19
[8] science
[7] join
[6] competition
[6] stephensalerno4
[5] thank
[5] health

Top Words in Tweet in G5:
[11] #data4good
[9] more
[6] werobotics
[6] learn
[6] youthrobotics
[6] program
[6] brings
[6] #stem
[6] training
[6] students

Top Words in Tweet in G6:
[18] using
[16] data
[15] celebrating
[15] many
[15] years
[15] collection
[15] kenya
[15] publication
[15] shallow
[15] aquifer

Top Words in Tweet in G7:
[12] data
[9] urbanbigdata
[7] #bigdata
[6] #administrativedata
[5] adr
[5] uk
[5] comments
[5] researcher
[5] call
[5] improved

Top Words in Tweet in G8:
[6] stijnrogiers
[6] research
[5] #data4good
[4] sassoftware
[4] space
[4] trips
[4] cancer
[4] something
[4] common
[4] discussing

Top Words in Tweet in G9:
[3] #aid
[2] #data4good
[2] #intdev
[2] catch
[2] year's
[2] #geong
[2] forum
[2] nov
[2] year
[2] responsible

Top Words in Tweet in G10:
[7] astroadamh
[6] datakinduk
[6] #datascience
[6] project
[6] global_witness
[5] today
[5] 4pm
[5] bst
[5] talking
[5] map

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[28] ways,#datascience
[28] #datascience,helping
[28] helping,fight
[28] fight,against
[28] against,#covid19
[28] #covid19,#abdsc
[28] #abdsc,#bigdata
[27] #bigdata,#ai
[24] kirkdborne,ways
[21] data,science

Top Word Pairs in Tweet in G1:
[21] ways,#datascience
[21] #datascience,helping
[21] helping,fight
[21] fight,against
[21] against,#covid19
[21] #covid19,#abdsc
[21] #abdsc,#bigdata
[21] #bigdata,#ai
[19] kirkdborne,ways
[12] #bigdata,#datascience

Top Word Pairs in Tweet in G2:
[18] organisationen,unserer
[18] unserer,datensprechstunde
[18] ganz,unverbindlich
[18] unverbindlich,unserer
[18] unserer,expertin
[18] expertin,nina
[17] correlaid,neu
[16] neu,fã
[16] fã,gemeinnã
[16] gemeinnã,tzige

Top Word Pairs in Tweet in G3:
[14] wired,magazine
[14] magazine,published
[14] published,article
[14] article,work
[14] work,gon_castanedar
[14] gon_castanedar,undp
[14] undp,pnudlac
[14] pnudlac,turinginst
[14] turinginst,policy
[14] policy,priority

Top Word Pairs in Tweet in G4:
[8] data,science
[5] #covid19,response
[4] thank,stephensalerno4
[4] stephensalerno4,inviting
[4] inviting,join
[4] join,students
[4] students,engaged
[4] engaged,thoughtful
[4] thoughtful,discussions
[4] apply,10

Top Word Pairs in Tweet in G5:
[6] learn,more
[6] more,youthrobotics
[6] youthrobotics,program
[6] program,brings
[6] brings,#stem
[6] #stem,training
[6] training,students
[6] students,around
[6] around,world
[5] werobotics,learn

Top Word Pairs in Tweet in G6:
[15] celebrating,many
[15] many,years
[15] years,data
[15] data,collection
[15] collection,kenya
[15] kenya,publication
[15] publication,shallow
[15] shallow,aquifer
[15] aquifer,monitoring
[15] monitoring,using

Top Word Pairs in Tweet in G7:
[5] adr,uk
[5] uk,comments
[5] comments,researcher
[5] researcher,call
[5] call,improved
[5] improved,data
[5] data,access
[5] access,adr_uk
[5] adr_uk,#administrativedata
[4] urbanbigdata,adr

Top Word Pairs in Tweet in G8:
[4] space,trips
[4] trips,cancer
[4] cancer,research
[4] research,something
[4] something,common
[4] common,stijnrogiers
[4] stijnrogiers,discussing
[4] discussing,imi_ju
[4] imi_ju,prostatepioneer
[3] mlambrecht,space

Top Word Pairs in Tweet in G9:
[2] #aid,#intdev
[2] catch,year's
[2] year's,#geong
[2] #geong,forum
[2] forum,nov
[2] nov,year
[2] year,responsible
[2] responsible,#inclusive
[2] #inclusive,#im
[2] #im,#data

Top Word Pairs in Tweet in G10:
[5] today,4pm
[5] 4pm,bst
[5] bst,talking
[5] talking,datakinduk
[5] datakinduk,#datascience
[5] #datascience,project
[5] project,global_witness
[5] global_witness,map
[5] map,analyse
[4] excited,presenting

Top Replied-To
Top Replied-To in Entire Graph:
@timpetrovic

Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@turinginst
@correlaid
@undp
@pnudlac
@guerrero_oa
@heloisegreeff
@gon_castanedar
@ukhozianalytics
@urbanbigdata

Top Mentioned in G1:
@kirkdborne
@un
@boozallen
@deptvetaffairs
@lifeatbooz
@sotm
@williamcawker

Top Mentioned in G2:
@correlaid
@erlassjahr
@d_hammers
@calendly
@optimis_nuss
@gitbookio
@ameisen_strasse

Top Mentioned in G3:
@pnudlac
@turinginst
@undp
@guerrero_oa
@gon_castanedar
@lnpp_mx
@datakind
@verainstitute
@harmonylabs
@uchile

Top Mentioned in G4:
@stephensalerno4
@kirkdborne
@um_midas
@drivendataorg
@holly7holly
@harvard_iacs
@wayan_vota
@kdbstatisticsng
@kadunamoh
@mausantillana

Top Mentioned in G5:
@werobotics
@kirkdborne
@unglobalpulse
@civicdatalab
@undp
@chidambara09
@kaggle
@boozallen
@llnuxbot
@rlingle

Top Mentioned in G6:
@heloisegreeff
@digital_howell
@rhope06
@patrickgthomson
@oxengsci
@reachwater
@upgroresearch
@kirkdborne

Top Mentioned in G7:
@urbanbigdata
@adr_uk
@technology_ns
@kirkdborne
@edinhealthecon
@vishalpanchal85

Top Mentioned in G8:
@stijnrogiers
@sassoftware
@imi_ju
@prostatepioneer
@mlambrecht
@alyssa_farrell

Top Mentioned in G9:
@aidtransparency
@assoccartong
@h2h_network
@dial_community
@humdata
@nethope_org
@hhi_signal
@gahinnovation
@ict_works
@act4integrity

Top Mentioned in G10:
@astroadamh
@datakinduk
@global_witness
@turinginst
@neo4j

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@rosenchild
@wwf
@rt_himachal
@andrewmorrisuk
@trippbraden
@entwistletx
@llnuxbot
@justbementalist
@websecurityit

Top Tweeters in G1:
@rosenchild
@andrewmorrisuk
@hubbucket
@dataaugmented
@akdm_bot
@naattuvarthakal
@kirkdborne
@thomashilbig2
@un
@max_lyashko

Top Tweeters in G2:
@rstatstweet
@rstats4ds
@cloudsh
@teraspri
@oknrw
@blampe
@aelfchen
@calendly
@ameisen_strasse
@eppletim

Top Tweeters in G3:
@wired
@wireduk
@undp
@sgcxb
@sergestinckwich
@aromanzozaya
@uchile
@verainstitute
@pnudlac
@samweston

Top Tweeters in G4:
@entwistletx
@thecuriousluke
@epuujee
@wayan_vota
@deptvetaffairs
@pdakean
@johngmcnutt
@datasciencebot_
@southsouth1
@weincludedorg

Top Tweeters in G5:
@rt_himachal
@trippbraden
@llnuxbot
@fmfrancoise
@nordicgeo
@hazloe3
@rlingle
@boozallen
@pbskids
@patrickmeier

Top Tweeters in G6:
@websecurityit
@iottogether
@edgeiotai
@rebeccampeters
@thewatercyclist
@digital_howell
@reachwater
@katrinacharles
@faseiginomikata
@oxengsci

Top Tweeters in G7:
@chidambara09
@justbementalist
@greentechdon
@vishalpanchal85
@urbanbigdata
@uofgsociology
@edmorrow87
@technology_ns
@andydnewton
@peterhall001

Top Tweeters in G8:
@drferdowsi
@davidvorpe65
@sassoftware
@imi_ju
@drjosh
@mlambrecht
@stijnrogiers
@yolandevermeer1
@alyssa_farrell
@prostatepioneer

Top Tweeters in G9:
@ict_works
@aidtransparency
@humdata
@nethope_org
@dial_community
@assoccartong
@act4integrity
@hhi_signal
@h2h_network
@gahinnovation

Top Tweeters in G10:
@s_akrati
@neo4j
@global_witness
@astroadamh
@datakinduk
@gisellecory
@errai34
@data_orchard


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