civictech, Twitter, 3/17/2022 4:29:22 PM, 273116


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civictech_2022-03-17_08-16-53.xlsx
civictech_2022-03-17_08-16-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 17, 2022
Short Description:
civictech via NodeXL https://bit.ly/361RvAK
@mysociety
@codeforpdx
@codeforall
@prototypefundch
@opensource_orgs
@codeforamerica
@patcon_
@biancawylie
@nycsodata
@betanyc

Top hashtags:
#civictech
#opendata
#govtech
#dataviz
#policing
#tictec
#government
#code4romania

Description:
Description
The graph represents a network of 598 Twitter users whose tweets in the requested range contained "civictech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 17 March 2022 at 15:18 UTC.

The requested start date was Thursday, 17 March 2022 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, 15-hour, 12-minute period from Thursday, 03 March 2022 at 05:24 UTC to Wednesday, 16 March 2022 at 20:36 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 : 598
Unique Edges : 495
Edges With Duplicates : 961
Total Edges : 1456
Number of Edge Types : 5
Retweet : 369
MentionsInRetweet : 597
Tweet : 172
Mentions : 308
Replies to : 10
Self-Loops : 185
Reciprocated Vertex Pair Ratio : 0.0646029609690444
Reciprocated Edge Ratio : 0.121365360303413
Connected Components : 91
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 244
Maximum Edges in a Connected Component : 717
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 6.263451
Graph Density : 0.00221564903671087
Modularity : 0.515411
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 598 Twitter users whose tweets in the requested range contained "civictech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 17 March 2022 at 15:18 UTC.

The requested start date was Thursday, 17 March 2022 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, 15-hour, 12-minute period from Thursday, 03 March 2022 at 05:24 UTC to Wednesday, 16 March 2022 at 20:36 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 : civictech
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:
[9] https://unacoperis.ro/ro
[7] https://sprijindeurgenta.ro
[7] https://github.com/jqnatividad/qsv
[6] https://dopomoha.ro/en
[6] https://dopomoha.ro/
[5] https://directory.civictech.guide/listing-tag/Ukraine
[5] https://medium.com/civictech/building-inclusive-civic-tech-communities-33a3545fcaf7
[4] https://dopomoha.ro/ro
[4] https://nycsodata22.eventbrite.com
[4] https://schoolofdata.nyc/schedule

Top URLs in Tweet in G1:
[3] https://www.computronix.com/buildingblocks/
[2] https://civicactions.com/careers/
[2] https://twitter.com/therriaultphd/status/1497752566276530177?s=20&t=Rcq9W-F5L5UfCGxaAZoHlg
[2] https://mailchi.mp/proudcity/digital-government-news-from-proudcity-february-14798318
[2] https://proudcity.com/proudcity-1-121-0-release/
[2] https://summit.codeforamerica.org
[1] https://govfresh.com/radar/nsf-pathways-to-enable-open-source-ecosystems
[1] https://codeforamerica.org/about-us/impact-reports/2021-impact-report/
[1] https://twitter.com/cydharrell/status/1502343209262800897
[1] https://proudlyservingbook.com/go-gov/

Top URLs in Tweet in G2:
[5] https://github.com/jqnatividad/qsv
[4] https://nycsodata22.eventbrite.com
[4] https://schoolofdata.nyc/schedule
[3] https://twitter.com/i/broadcasts/1ypKdELrovrGW
[3] https://twitter.com/i/broadcasts/1YpJkZqmOyjGj
[2] https://twitter.com/jqnatividad/status/1499764015278530565
[2] https://twitter.com/jqnatividad/status/1499453912851664897
[1] https://nycsodata22.sched.com/event/d90b8659b5be76951baaf68ae0ea1797?utm_source=twitter&utm_medium=tweet&utm_campaign=joelretweet
[1] https://twitter.com/BetaNYC/status/1502677866504458240
[1] https://2022.open-data.nyc/event/data2go-nyc-scavenger-hunt-from-home-winner-announcement/

Top URLs in Tweet in G3:
[1] https://www.e-revistes.uji.es/index.php/recerca/article/view/5516
[1] https://docs.google.com/document/d/13xmumPiiCG0FSesyNZ-MDNCS44_eLWnH4lUA1KNOuQQ/edit
[1] https://twitter.com/i/spaces/1gqxvlqkDdeGB
[1] https://www.meetup.com/Civic-Tech-Toronto/events/bnwzqsydcdbtb/
[1] https://en.m.wikipedia.org/wiki/Carnivalesque#The_carnival_sense_of_the_world
[1] https://hackmd.io/@patcon/conversa-calls
[1] https://www.meetup.com/Civic-Tech-Toronto/events/zbjpssydcfbtb/
[1] https://twitter.com/GovTechLabLT/status/1503382863466708999
[1] https://twitter.com/GoVanHack/status/1499429821071380487

Top URLs in Tweet in G4:
[5] https://medium.com/civictech/building-inclusive-civic-tech-communities-33a3545fcaf7
[4] https://medium.com/civictech/event-digital-dialogues-building-inclusive-civic-tech-communities-49c661f572be
[4] https://directory.civictech.guide/listing-tag/Ukraine
[3] https://tictec.mysociety.org/call-for-proposals-showcasing-public-private-civic-tech-success-stories/
[2] https://icscentre.org/events/digital-dialogue-1-building-inclusive-civic-tech-communities/
[1] https://padlet.com/gemma159/5ac81wzhxm7qxaun
[1] https://tictec.mysociety.org/action-lab-2/
[1] https://medium.com/warning-graphic-content/11-march-2022-aef6ebb6fe68

Top URLs in Tweet in G5:
[9] https://unacoperis.ro/ro
[7] https://sprijindeurgenta.ro
[6] https://dopomoha.ro/en
[6] https://dopomoha.ro/
[4] https://dopomoha.ro/ro
[2] https://twitter.com/therecursiveeu/status/1499313950952984578
[2] https://sprijindeurgenta.ro/
[2] https://dopomoha.ro/uk
[1] https://unacoperis.ro/
[1] https://twitter.com/Code4Romania/status/1498433786958290955

Top URLs in Tweet in G6:
[1] https://twitter.com/challengegov/status/1498783462043619334
[1] https://twitter.com/mzagaja/status/1499048130490347525
[1] https://hbr.org/2002/09/serving-the-worlds-poor-profitably
[1] https://www.linkedin.com/feed/update/urn:li:share:6906925832619896832
[1] https://usds.gov/apply
[1] https://twitter.com/GirlGeekX/status/1501291659128098819
[1] https://twitter.com/allafarce/status/1501344781045157890
[1] https://ici.radio-canada.ca/nouvelle/1867394/jigsaw-libre-code-source-logiciel-antiharcelement-reseaux-sociaux
[1] https://ool.connpass.com/event/241706/
[1] https://twitter.com/cydharrell/status/1501586433835819011

Top URLs in Tweet in G7:
[1] https://technical.ly/civic-news/baltimore-ai-conversation?utm_content=buffere6f1c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www1.nyc.gov/assets/cto/#/project/ai-strategy
[1] https://twitter.com/PIFgov/status/1498413673018179585
[1] https://twitter.com/robin_heilig/status/1495549990239940609
[1] https://twitter.com/USDS/status/1500489378656931843
[1] https://digital.gov/2022/03/07/from-fellowship-to-full-time-how-a-cfpb-software-engineer-helped-protect-consumers-and-built-a-career-in-civic-tech/
[1] https://pif.gov/fellows
[1] https://www.gsa.gov/blog/2020/10/19/passion-and-purpose-meet-the-2021-presidential-innovation-fellows

Top URLs in Tweet in G9:
[1] https://youtu.be/1e26gfQiDKU
[1] https://projektchplus.ch/blog/2022/03/10/workshop-atelier-pour-une-application-de-suivi-du-parlement/
[1] https://twitter.com/projektchplus/status/1501878424880701447
[1] https://www.telebaern.tv/telebaern-news/tte-tte-mit-grossraetinnen-und-grossraeten-145696854

Top URLs in Tweet in G10:
[2] https://surl.li/bntkr
[2] https://github.com/jqnatividad/qsv
[2] http://eepurl.com/gim0wr
[1] https://twitter.com/cybergibbons/status/1385906382692569088?s=20
[1] http://w3w.me.ss/
[1] https://twitter.com/PolicingReview/status/1390221977865043973?s=20
[1] https://www.gov.uk/service-manual/technology/making-source-code-open-and-reusable
[1] https://government.github.com/community/
[1] https://twitter.com/instantiator/status/1223612494142431232
[1] https://civictech.chat/

Top Domains
Top Domains in Tweet in Entire Graph:
[61] twitter.com
[18] dopomoha.ro
[12] computronix.com
[11] medium.com
[10] unacoperis.ro
[9] sprijindeurgenta.ro
[8] civictech.guide
[8] github.com
[6] schoolofdata.nyc
[5] eventbrite.com

Top Domains in Tweet in G1:
[12] computronix.com
[10] twitter.com
[3] codeforamerica.org
[2] civicactions.com
[2] mailchi.mp
[2] proudcity.com
[1] govfresh.com
[1] proudlyservingbook.com
[1] civictech.guide
[1] emerald.com

Top Domains in Tweet in G2:
[13] twitter.com
[6] schoolofdata.nyc
[5] github.com
[4] eventbrite.com
[2] sched.com
[2] open-data.nyc
[1] peoplestech.nyc
[1] beta.nyc

Top Domains in Tweet in G3:
[3] twitter.com
[2] meetup.com
[1] uji.es
[1] google.com
[1] wikipedia.org
[1] hackmd.io

Top Domains in Tweet in G4:
[10] medium.com
[4] mysociety.org
[4] civictech.guide
[2] icscentre.org
[1] padlet.com

Top Domains in Tweet in G5:
[18] dopomoha.ro
[10] unacoperis.ro
[9] sprijindeurgenta.ro
[3] twitter.com

Top Domains in Tweet in G6:
[6] twitter.com
[3] civictech.guide
[2] gogovapps.com
[2] jimdofree.com
[2] arcgis.com
[1] hbr.org
[1] linkedin.com
[1] usds.gov
[1] radio-canada.ca
[1] connpass.com

Top Domains in Tweet in G7:
[3] twitter.com
[1] technical.ly
[1] nyc.gov
[1] digital.gov
[1] pif.gov
[1] gsa.gov

Top Domains in Tweet in G9:
[1] youtu.be
[1] projektchplus.ch
[1] twitter.com
[1] telebaern.tv

Top Domains in Tweet in G10:
[9] twitter.com
[3] github.com
[2] surl.li
[2] gov.uk
[2] eepurl.com
[1] me.ss
[1] civictech.chat
[1] policecoders.org
[1] facebook.com
[1] defense.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[413] civictech
[64] opendata
[38] govtech
[22] dataviz
[20] policing
[19] tictec
[19] government
[19] code4romania
[18] localgov
[17] oss



Top Hashtags in Tweet in G1:
[52] civictech
[20] govtech
[11] localgov
[10] cio
[9] governmentit
[8] stateandlocal
[8] enterprisesoftware
[7] publicsector
[7] statelocalit
[4] opengov

Top Hashtags in Tweet in G2:
[60] civictech
[40] opendata
[14] nycsodata
[10] opendataweek
[9] servicedesign
[8] odd2022
[7] pitech
[7] csvfiles
[7] opendataday
[5] nyc

Top Hashtags in Tweet in G3:
[18] civictech
[2] hackathons
[1] opengov
[1] topoli
[1] canpoli
[1] policereform
[1] osint
[1] russiaukraine
[1] fuckupnights
[1] sharethefailure

Top Hashtags in Tweet in G4:
[18] civictech
[17] tictec
[5] civictechafrica
[4] digitalinnovation
[4] internationalwomensday2022
[2] inclusive
[1] dataviz
[1] data
[1] ddj
[1] opengov

Top Hashtags in Tweet in G5:
[19] code4romania
[17] civictech
[12] dopomoha
[4] ukrainerussiacrisis
[3] tech4good
[2] statistics
[2] ukraineconflict
[2] ilikeiit
[2] ukrainecrisis
[1] bringo

Top Hashtags in Tweet in G6:
[32] civictech
[4] govtech
[3] localgov
[2] opendata
[2] citinov
[2] application
[2] digital
[2] startup
[2] smartcity
[2] uracima

Top Hashtags in Tweet in G7:
[13] civictech
[4] ambpinzon
[1] valueinsharing
[1] womenshistorymonth
[1] design
[1] pif2022
[1] pif2021

Top Hashtags in Tweet in G8:
[26] civictech
[1] kijowie

Top Hashtags in Tweet in G9:
[12] civictech
[3] dys21
[3] govtech
[2] paktechfest
[1] sdgs
[1] tictec
[1] 8m
[1] opensource
[1] keynotespeaker
[1] smartcities

Top Hashtags in Tweet in G10:
[23] civictech
[20] policing
[16] oss
[5] opendata
[5] opensource
[5] what3words
[4] csvfiles
[4] community
[3] publicsafety
[2] podcast

Top Words
Top Words in Tweet in Entire Graph:
[413] #civictech
[92] tech
[65] join
[64] #opendata
[62] civic
[56] more
[55] public
[52] jedna
[51] co
[46] people

Top Words in Tweet in G1:
[52] #civictech
[20] #govtech
[18] government
[17] public
[12] cydharrell
[11] more
[11] power
[11] development
[11] #localgov
[10] never

Top Words in Tweet in G2:
[60] #civictech
[40] #opendata
[39] betanyc
[29] join
[25] nycsodata
[22] nyc
[22] data
[17] cornell_tech
[16] nycanalytics
[14] slice

Top Words in Tweet in G3:
[18] #civictech
[8] civictechto
[7] walterlekh
[6] project
[6] hey
[6] petercorless
[6] ericmindset
[6] build
[6] support
[5] community

Top Words in Tweet in G4:
[25] tech
[18] #civictech
[17] #tictec
[17] work
[15] labs
[15] produce
[15] piece
[15] showcase
[15] examples
[14] mysociety

Top Words in Tweet in G5:
[22] și
[19] #code4romania
[19] din
[18] code4romania
[17] #civictech
[14] pentru
[14] care
[12] #dopomoha
[12] co
[11] romania

Top Words in Tweet in G6:
[32] #civictech
[6] tech
[4] #govtech
[4] civic
[4] projects
[3] public
[3] #localgov
[3] one
[3] application
[3] ta

Top Words in Tweet in G7:
[16] fellows
[13] #civictech
[11] pifgov
[10] serve
[9] presidential
[9] innovation
[7] âœ
[7] re
[7] excited
[7] welcome

Top Words in Tweet in G8:
[52] jedna
[27] się
[26] nadiią
[26] znamy
[26] co
[26] najmniej
[26] 10
[26] lat
[26] pierwszych
[26] dziewczyn

Top Words in Tweet in G9:
[17] codeforall
[13] event
[12] tech
[12] #civictech
[11] march
[9] civic
[9] lt
[9] gt
[9] sdgs
[9] webinar

Top Words in Tweet in G10:
[23] #civictech
[20] #policing
[16] #oss
[13] open
[12] vielen
[11] public
[7] safety
[7] die
[6] policerewired
[6] überwältigt

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[47] civic,tech
[26] nadiią,znamy
[26] znamy,się
[26] się,co
[26] co,najmniej
[26] najmniej,10
[26] 10,lat
[26] lat,jedna
[26] jedna,pierwszych
[26] pierwszych,dziewczyn

Top Word Pairs in Tweet in G1:
[14] #govtech,#civictech
[8] #civictech,#stateandlocal
[7] #stateandlocal,#governmentit
[7] #governmentit,#localgov
[7] #publicsector,#cio
[7] #cio,#statelocalit
[6] nsf,proposals
[6] proposals,support
[6] support,agency
[6] agency,program

Top Word Pairs in Tweet in G2:
[14] slice,dice
[14] dice,analyze
[14] #civictech,#opendata
[11] #nycsodata,#civictech
[10] analyze,validate
[10] validate,humongous
[9] 30,sessions
[9] sessions,unpacking
[9] unpacking,#civictech
[9] #opendata,#servicedesign

Top Word Pairs in Tweet in G3:
[4] hey,walterlekh
[4] walterlekh,petercorless
[4] petercorless,ericmindset
[4] ericmindset,#civictech
[4] #civictech,project
[4] project,build
[4] build,support
[4] support,infrastructure
[4] infrastructure,grassroots
[4] grassroots,groups

Top Word Pairs in Tweet in G4:
[15] #tictec,labs
[15] produce,piece
[15] piece,work
[15] work,showcase
[15] showcase,examples
[13] examples,#civictech
[11] part,#tictec
[11] looking,someone
[11] someone,produce
[8] digital,innovations

Top Word Pairs in Tweet in G5:
[11] #code4romania,#civictech
[9] #civictech,#dopomoha
[7] pentru,cei
[7] cei,care
[7] care,fug
[7] fug,din
[7] din,calea
[7] calea,războiului
[7] co,ntgsapfkvt
[7] ntgsapfkvt,și

Top Word Pairs in Tweet in G6:
[3] civic,tech
[2] #civictech,#govtech
[2] ton,application
[2] application,citinov
[2] ta,commune
[2] #citinov,#application
[2] #application,#digital
[2] #digital,#startup
[2] #startup,#civictech
[2] #civictech,#smartcity

Top Word Pairs in Tweet in G7:
[9] presidential,innovation
[9] innovation,fellows
[7] re,excited
[7] excited,welcome
[7] welcome,10th
[7] 10th,presidential
[7] fellows,cohort
[7] 25,fellows
[7] fellows,serve
[7] serve,strategic

Top Word Pairs in Tweet in G8:
[26] nadiią,znamy
[26] znamy,się
[26] się,co
[26] co,najmniej
[26] najmniej,10
[26] 10,lat
[26] lat,jedna
[26] jedna,pierwszych
[26] pierwszych,dziewczyn
[26] dziewczyn,zaangażowana

Top Word Pairs in Tweet in G9:
[9] codeforall,civic
[9] civic,tech
[9] tech,lt
[9] lt,gt
[9] gt,sdgs
[9] sdgs,webinar
[9] webinar,series
[9] series,coming
[9] coming,march
[9] march,24th

Top Word Pairs in Tweet in G10:
[20] #civictech,#policing
[16] #oss,#civictech
[7] public,safety
[6] überwältigt,ehrenamtspreis
[6] ehrenamtspreis,paderborn
[6] paderborn,überzeugt
[6] überzeugt,gewonnen
[6] gewonnen,vielen
[6] vielen,vielen
[6] vielen,dank

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@betanyc
@nycsodata
@k_izdebski
@govdirectory
@code4romania
@nycanalytics
@mysociety
@cornell_tech
@open_sanctions
@openparltv

Top Mentioned in G1:
@cydharrell
@codeforamerica
@govfresh
@nsf
@proudly_serving
@lukefret
@pahlkadot
@getproudcity
@lukefretwell
@therriaultphd

Top Mentioned in G2:
@betanyc
@nycsodata
@nycanalytics
@cornell_tech
@noneck
@sugaroverflow
@ckanproject
@katehnicholson
@jqnatividad
@datastories_cc

Top Mentioned in G3:
@walterlekh
@civictechto
@ericmindset
@petercorless
@patcon_
@skaidrap
@usepolis
@praxisandpeople
@dhouorg
@wunmiadekanmbi

Top Mentioned in G4:
@mysociety
@civictechafrica
@mstem
@afrodiva
@peaceolive1
@kapoorastha
@postgraphics
@spatialanalysis
@kennethfield

Top Mentioned in G5:
@code4romania
@olivia_vereha
@bogdanivanel
@groupecarrefour
@rompetrol
@iuliaionescuro
@protvro
@digi24_hd
@tananana_ro
@ciprianstanescu

Top Mentioned in G7:
@pifgov
@instituteforedu
@usdigitalcorps
@cfpb
@coachkemper
@colombiaembusa
@johnpaulfarmer
@baltdata
@euambus

Top Mentioned in G8:
@k_izdebski

Top Mentioned in G9:
@codeforall
@projektchplus
@prototypefundch
@kanton_bern
@jupaktbe
@un
@mysociety
@smartvotech
@hegullotti
@discussitpodien

Top Mentioned in G10:
@policerewired
@codeforbi
@datopian
@vagmi
@graphql
@jq
@ckanproject
@gchq
@prototypefundch
@tarkalabs

Top Tweeters
Top Tweeters in Entire Graph:
@opensource_orgs
@discord
@matthew_c_perry
@michal_hadron
@superteamup
@anildash
@digiphile
@coolgrey
@socentlive
@b0tsci

Top Tweeters in G1:
@digiphile
@coolgrey
@miniver
@_open_science_
@codeforpdx
@jmspool
@openscitalk
@booly_supply
@mulegirl
@esasahara

Top Tweeters in G2:
@nyc311
@noneck
@leowmjw
@donrudi
@bradlander
@jane_coffin
@nywhitaker
@pacoramon
@nyccouncil
@galeabrewer

Top Tweeters in G3:
@discord
@petercorless
@n_maryia
@colinmegill
@cyrustheeider
@itsmisscs
@walterlekh
@patcon_
@kaptanjustice
@metasoarous

Top Tweeters in G4:
@kennethfield
@tlacoyodefrijol
@ons
@mstem
@gavinfreeguard
@colikoos
@econdailycharts
@postgraphics
@nwspk
@afrodiva

Top Tweeters in G5:
@digi24_hd
@statedept
@actualitati
@adrianaspulber
@geobucluc
@lucianadrian
@protvro
@groupecarrefour
@dominikbatorski
@tananana_ro

Top Tweeters in G6:
@vasundhar
@24log
@lcptuk
@dagoneye
@homata
@infopolicy
@philrod
@elizayer
@rayscanlan1
@ladiesthatux_ln

Top Tweeters in G7:
@anildash
@jimmynotjim
@sm
@ryanko
@khoney
@publicservice
@technicallybmr
@johnpaulfarmer
@instituteforedu
@cfpb

Top Tweeters in G8:
@michal_hadron
@kingamierzynska
@marie5698766153
@marekpast
@josiecki
@antypis58
@grazynarytel
@k_izdebski
@otter94417474
@terminus2013

Top Tweeters in G9:
@un
@corradotopi
@kaerumy
@data4sdgs
@kanton_bern
@opendatach
@codeforpakistan
@sinarproject
@easyvote_ch
@codeforall

Top Tweeters in G10:
@opensource_orgs
@edent
@briansmith950
@scibot6
@maexchen1
@vecchi_paolo
@robdykedotcom
@ci
@lesscrime
@ianmakgill


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