civictech, Twitter, 5/9/2021 12:46:51 PM, 254482


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civictech_2021-05-08_08-16-53.xlsx
civictech_2021-05-08_08-16-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 09, 2021
Short Description:
civictech via NodeXL https://bit.ly/2Q6vclo
@codeforpdx
@danachis
@civictechafrica
@codeforamerica
@cydharrell
@mitgovlab
@pifgov
@civictechto
@policerewired
@tkgshn

Top hashtags:
#civictech
#govtech
#opensource
#policing
#nvw2021
#civictechjp
#covid19

Description:
Description
The graph represents a network of 1,066 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 Saturday, 08 May 2021 at 15:20 UTC.

The requested start date was Thursday, 06 May 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, 22-hour, 32-minute period from Thursday, 22 April 2021 at 00:43 UTC to Wednesday, 05 May 2021 at 23:16 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 : 1066
Unique Edges : 872
Edges With Duplicates : 1901
Total Edges : 2773
Number of Edge Types : 5
Retweet : 761
MentionsInRetweet : 1147
Mentions : 471
Tweet : 367
Replies to : 27
Self-Loops : 378
Reciprocated Vertex Pair Ratio : 0.0771491550330639
Reciprocated Edge Ratio : 0.143246930422919
Connected Components : 152
Single-Vertex Connected Components : 68
Maximum Vertices in a Connected Component : 569
Maximum Edges in a Connected Component : 1790
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.276291
Graph Density : 0.00129130002025914
Modularity : 0.483571
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,066 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 Saturday, 08 May 2021 at 15:20 UTC.

The requested start date was Thursday, 06 May 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, 22-hour, 32-minute period from Thursday, 22 April 2021 at 00:43 UTC to Wednesday, 05 May 2021 at 23:16 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:
[31] https://note.com/shi_sunao/n/n11aabbd5b800
[29] https://jp.techcrunch.com/2021/04/26/code-for-japan-civictech-accelerator-program/
[18] https://prtimes.jp/main/html/rd/p/000000027.000039198.html
[9] https://twitter.com/NBCNews/status/1389597205317697547
[7] https://twitter.com/codeforJP/status/1387301965999198208
[5] https://www.demokratie-toolbox.ch/
[4] https://www.worldbank.org/en/events/2021/05/05/reestablishing-trust-in-government-in-eca-and-beyond-citizens-assemblies-civictech
[3] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/staythefuckhome-91a7e3c0d21e7a101f5d7670ced2bf53
[3] https://collecties.codefor.nl/cbase/corona-66b1fc7e5b86de17cead9ace3f315088/usecase/puur-papendrecht-bd507d6bd47595e54f706924e23d51df
[3] https://twitter.com/code4ca/status/1384947582347137025

Top URLs in Tweet in G1:
[2] https://wired.jp/2013/10/21/code-for-america/
[2] https://ccc2021.code4japan.org/
[2] https://design-system.service.gov.uk/
[2] https://www.meetup.com/Code-for-Fresno/events/277074361/
[1] https://twitter.com/barackobama/status/1384507401827725313?s=21
[1] https://public-inspection.federalregister.gov/2021-09109.pdf
[1] https://twitter.com/marcidale/status/1389657855456776195
[1] https://onezero.medium.com/our-kill-it-with-fire-moment-f900aaabd743
[1] https://www.mapbox.com/showcase/boston-childrens-hospital
[1] https://www.oversight.gov/sites/default/files/oig-reports/DOC/OIG-21-023-M.pdf

Top URLs in Tweet in G2:
[31] https://note.com/shi_sunao/n/n11aabbd5b800
[18] https://jp.techcrunch.com/2021/04/26/code-for-japan-civictech-accelerator-program/
[5] https://prtimes.jp/main/html/rd/p/000000027.000039198.html
[3] https://collecties.codefor.nl/cbase/corona-66b1fc7e5b86de17cead9ace3f315088/usecase/puur-papendrecht-bd507d6bd47595e54f706924e23d51df
[3] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/staythefuckhome-91a7e3c0d21e7a101f5d7670ced2bf53
[2] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/cbdc81ee525647c7927705e12332a070
[2] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/015c1c36ea7244ab85b5d696c930a842
[2] https://uracima.jimdofree.com/%E6%96%B0%E5%9E%8B%E3%82%B3%E3%83%AD%E3%83%8A%E7%89%B9%E8%A8%AD/
[2] https://collecties.codefor.nl/cbase/corona-66b1fc7e5b86de17cead9ace3f315088/usecase/samen-mill-en-sint-hubert-339b48ffbbc4587479a18114f192e083
[1] https://twitter.com/Code4Fresno/status/1385074668231610368

Top URLs in Tweet in G3:
[1] https://alidade.tech/
[1] https://twitter.com/mitgovlab/status/1384832370898001922
[1] http://www.ephemerajournal.org/contribution/digital-parties-and-their-organisational-challenges
[1] https://teams.microsoft.com/l/meetup-join/19:meeting_MDZhZDA2YjItZTcwZC00ODk4LWFjNWEtOTdmMDE2MzQyOTQ3@thread.v2/0?context={"Tid":"2e0edbdf-dd29-4623-9949-25564068c338","Oid":"de8b0d43-a57b-4652-8c20-7cd515b67777","IsBroadcastMeeting":true}
[1] https://cipesa.org/2020/10/african-civic-tech-and-covid-19-five-emerging-trends/
[1] https://civictech.africa/impact-of-digital-technologies-on-the-civic-space/
[1] https://democracyspot.net/2021/04/23/one-of-the-best-guides-on-civic-tech-and-when-not-to-build-it-is-finally-out/
[1] https://www.technologyreview.com/2021/04/28/1023104/smart-cities-urban-technology-pandemic-covid/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=LinkedIn#Echobox=1619627518

Top URLs in Tweet in G4:
[9] https://twitter.com/NBCNews/status/1389597205317697547
[1] https://18f.gsa.gov/2021/05/03/building_product_management_capacity_in_government_part_3_a_day_in_the_life_of_a_new_product_owner/
[1] https://twitter.com/openstates/status/1388134014368817156
[1] https://www.joinclubhouse.com/room/xpAE0Bnz

Top URLs in Tweet in G5:
[3] https://twitter.com/code4ca/status/1384947582347137025
[3] https://twitter.com/code4ca/status/1385238239158718464
[2] https://twitter.com/CivicTechFred/status/1385966385512259585
[1] https://fwd50.com/fwdthinking-episode-9-legacy-modernization/
[1] https://docs.google.com/forms/d/e/1FAIpQLSc1VspZGiwY9buekIU0YfridPjwTwgFViHEzg_Vv2K6ihCn7g/viewform
[1] https://nlihc.org/sites/default/files/ERA-Programs-Case-Study.pdf
[1] https://www.governmentjobs.com/careers/mapc?pagetype=jobOpportunitiesJobs&jobId=3062528&jobName=web-developers&tab=1
[1] https://twitter.com/AaronToponce/status/1387933438305394690
[1] http://www.google.com/maps/d/viewer?mid=1ROhMQUHXmVMyeyXJcHT7eSuVLiSnwFQN&ll=43.70402728923885%2C-79.40693935000001&z=12
[1] https://www.thestar.com/news/gta/2021/04/24/toronto-wants-to-make-finding-affordable-housing-easier-with-new-citywide-lottery-system.html

Top URLs in Tweet in G6:
[5] https://www.demokratie-toolbox.ch/
[1] https://medium.com/civictech/social-norms-and-people-should-drive-civic-tech-dc18afaf7f07
[1] https://twitter.com/UBATchad/status/1386756745008238593

Top URLs in Tweet in G7:
[3] https://urban-digital.de/home/smart-city-loesungen/
[2] https://prototypefund.opendata.ch/
[2] https://www.citizenlab.co/blog/civic-engagement/heres-why-we-are-going-open-source/
[1] https://twitter.com/ButterfyMe/status/1387683555266990080
[1] https://twitter.com/dsj_fspj_fspg/status/1389595772983840776
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dz02ssV-yujo&q=EgS4SO-bGKzY2oQGIhCB53TdZNichIVoefwGrWPwMgFy
[1] https://www.wikimedia.de/unlock/program/
[1] https://iedra.uned.es/courses/course-v1:UNED+Civics4.0_001+2020/about
[1] https://twitter.com/prototypefundch/status/1380056497707749376
[1] https://twitter.com/n3ijoy/status/1388141261517901826

Top URLs in Tweet in G8:
[4] https://www.worldbank.org/en/events/2021/05/05/reestablishing-trust-in-government-in-eca-and-beyond-citizens-assemblies-civictech
[1] https://twitter.com/wbg_gov/status/1387893218562424838
[1] https://twitter.com/zarkadakis/status/1386966906251485185

Top URLs in Tweet in G9:
[2] https://twitter.com/DisinfoCloud/status/1387362967218425857
[1] https://twitter.com/DisinfoCloud/status/1387362956099391489
[1] https://twitter.com/enywaru/status/1387701629634351104

Top URLs in Tweet in G10:
[9] https://jp.techcrunch.com/2021/04/26/code-for-japan-civictech-accelerator-program/
[8] https://prtimes.jp/main/html/rd/p/000000027.000039198.html
[6] https://twitter.com/codeforJP/status/1387301965999198208
[2] https://jp.techcrunch.com/2021/04/26/code-for-japan-civictech-accelerator-program/?4
[2] https://jp.techcrunch.com/2021/04/26/code-for-japan-civictech-accelerator-program/?1
[2] https://jp.techcrunch.com/2021/04/26/code-for-japan-civictech-accelerator-program/?2
[1] https://prtimes.jp/main/html/rd/p/000000021.000063011.html
[1] https://jp.techcrunch.com/2021/04/26/code-for-japan-civictech-accelerator-program/?5
[1] https://jp.techcrunch.com/2021/04/26/code-for-japan-civictech-accelerator-program/?3

Top Domains
Top Domains in Tweet in Entire Graph:
[124] twitter.com
[39] techcrunch.com
[32] note.com
[29] civictech.africa
[21] granicus.com
[19] prtimes.jp
[17] youtube.com
[15] medium.com
[15] codefor.nl
[14] billsponsor.com

Top Domains in Tweet in G1:
[13] twitter.com
[4] medium.com
[3] civictech.guide
[3] okt.to
[2] navapbc.com
[2] wired.jp
[2] code4japan.org
[2] gov.uk
[2] meetup.com
[1] mitgovlab.org

Top Domains in Tweet in G2:
[32] note.com
[20] techcrunch.com
[15] codefor.nl
[11] twitter.com
[6] arcgis.com
[5] prtimes.jp
[2] jimdofree.com
[1] workable.com
[1] mit.edu
[1] suzuri.jp

Top Domains in Tweet in G3:
[29] civictech.africa
[15] youtube.com
[7] medium.com
[5] twitter.com
[4] mitgovlab.org
[3] mit.edu
[3] democracyspot.net
[2] microsoft.com
[1] apple.com
[1] alidade.tech

Top Domains in Tweet in G4:
[13] twitter.com
[4] eventbrite.com
[3] gsa.gov
[2] baltimoreinnovationweek.com
[2] hutchstudio.io
[2] presidentialinnovationfellows.gov
[1] digital.gov
[1] joinclubhouse.com

Top Domains in Tweet in G5:
[17] twitter.com
[3] google.com
[2] civictech.chat
[1] youtube.com
[1] fwd50.com
[1] nlihc.org
[1] governmentjobs.com
[1] thestar.com
[1] oxd.com
[1] canada-vaccine-tracker.ca

Top Domains in Tweet in G6:
[5] demokratie-toolbox.ch
[1] medium.com
[1] twitter.com

Top Domains in Tweet in G7:
[22] twitter.com
[8] opendata.ch
[6] gov.uk
[3] eepurl.com
[3] wikimedia.de
[3] urban-digital.de
[2] civictech.guide
[2] discord.gg
[2] policecoders.org
[2] openuk.uk

Top Domains in Tweet in G8:
[4] worldbank.org
[3] refreshmiami.com
[2] twitter.com
[1] longbeach.gov

Top Domains in Tweet in G9:
[4] twitter.com

Top Domains in Tweet in G10:
[17] techcrunch.com
[9] prtimes.jp
[6] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[795] civictech
[71] govtech
[46] opensource
[32] policing
[32] nvw2021
[31] civictechjp
[25] covid19
[25] usafricatechchallenge
[24] government
[23] tech



Top Hashtags in Tweet in G1:
[82] civictech
[18] cfasummit
[5] poc
[4] publicinteresttech
[4] govtech
[3] recruiting
[2] government
[2] unemployment
[2] camundasummit
[2] local

Top Hashtags in Tweet in G2:
[81] civictech
[31] civictechjp
[14] collectie
[14] govtech
[5] uracima
[5] urayasu
[5] gis
[3] staythefuckhome
[2] hoaks
[2] hoax

Top Hashtags in Tweet in G3:
[85] civictech
[15] tech
[13] governance
[8] opengov
[7] accountability
[7] technology
[6] innovator
[5] policy
[5] network
[5] initiatives

Top Hashtags in Tweet in G4:
[52] civictech
[8] publicservice
[4] biw21
[3] ig
[3] fb
[3] nowhiring
[2] techjobs
[1] government
[1] covid
[1] hutchflashback

Top Hashtags in Tweet in G5:
[85] civictech
[32] nvw2021
[8] civictechto
[4] govtech
[4] volunteersbringchange
[2] topoli
[2] gcdigital
[2] affordablehousing
[1] payit
[1] innovation

Top Hashtags in Tweet in G6:
[13] civictech
[11] it
[9] tchad
[7] citizen
[7] chad
[5] digitaldemocracy
[3] participation
[3] sdgs
[1] covid19
[1] citoyennete

Top Hashtags in Tweet in G7:
[80] civictech
[42] opensource
[32] policing
[20] oss
[12] community
[5] deardemocracy
[4] government
[4] procurement
[4] agile
[3] library

Top Hashtags in Tweet in G8:
[15] civictech
[12] covid19
[4] citizenengagement
[4] ecagovernance
[4] cyberrepublic
[2] miamitech
[1] covid

Top Hashtags in Tweet in G9:
[25] civictech
[24] usafricatechchallenge
[2] opendata
[2] datafestkampala
[1] disinfo
[1] livingwithdata
[1] misinformation
[1] datajournalism

Top Hashtags in Tweet in G10:
[7] cccu22
[7] techcrunchjp

Top Words
Top Words in Tweet in Entire Graph:
[787] #civictech
[140] tech
[125] government
[123] civic
[115] people
[102] apply
[101] need
[94] designers
[91] service
[88] join

Top Words in Tweet in G1:
[82] #civictech
[73] government
[71] need
[70] people
[65] service
[65] thinking
[65] systems
[64] joining
[64] designers
[64] apply

Top Words in Tweet in G2:
[73] #civictech
[32] ふー
[31] #civictechjp
[19] コード
[19] フォー
[17] civictech
[17] ジャパンが日本初のシビックテック領域アクセラレータープログラム開始
[16] oktaが資金提供
[14] #collectie
[14] initiatieven

Top Words in Tweet in G3:
[85] #civictech
[52] build
[35] tech
[34] guide
[27] civic
[24] lukesjordan
[21] don
[20] technology
[17] use
[16] anybody

Top Words in Tweet in G4:
[52] #civictech
[50] pifgov
[31] data
[29] innovators
[24] scientists
[23] designers
[23] strategists
[23] leaders
[22] use
[19] wow

Top Words in Tweet in G5:
[85] #civictech
[35] things
[32] #nvw2021
[28] thank
[26] civictechfred
[26] meet
[22] team
[21] volunteer
[20] tech
[18] civictechto

Top Words in Tweet in G6:
[26] chadinnov
[18] technology
[13] citoyennetech
[13] #civictech
[11] foye_jr1046
[11] 23
[11] year
[11] old
[11] born
[11] raised

Top Words in Tweet in G7:
[80] #civictech
[42] #opensource
[37] prototypefundch
[32] #policing
[26] open
[25] apply
[23] 16
[20] #oss
[19] solutions
[18] software

Top Words in Tweet in G8:
[15] #civictech
[14] zarkadakis
[13] wbg_gov
[13] role
[13] government
[13] increased
[13] during
[13] citizens
[13] remain
[13] excluded

Top Words in Tweet in G9:
[26] code4africa's
[25] #civictech
[24] tools
[24] finalists
[24] #usafricatechchallenge
[23] two
[19] shortlisted
[18] justinarenstein
[18] excited
[10] code4africa

Top Words in Tweet in G10:
[16] コード
[16] フォー
[16] ジャパンが日本初のシビックテック領域アクセラレータープログラム開始
[16] oktaが資金提供
[15] okta
[15] 日本初
[15] シビックテックのサービス開発支援プログラムcivictech
[15] accelerator
[15] programを開始します
[13] hal_sk

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[78] civic,tech
[68] thinking,joining
[68] joining,government
[68] government,desperately
[68] desperately,need
[68] need,people
[68] people,service
[68] service,designers
[68] designers,systems
[68] systems,thinkers

Top Word Pairs in Tweet in G1:
[63] thinking,joining
[63] joining,government
[63] government,desperately
[63] desperately,need
[63] need,people
[63] people,service
[63] service,designers
[63] designers,systems
[63] systems,thinkers
[63] thinkers,please

Top Word Pairs in Tweet in G2:
[24] #civictechjp,#civictech
[19] コード,フォー
[17] フォー,ジャパンが日本初のシビックテック領域アクセラレータープログラム開始
[16] ジャパンが日本初のシビックテック領域アクセラレータープログラム開始,oktaが資金提供
[14] initiatieven,uitgelicht
[14] #civictech,#govtech
[10] civic,tech
[9] #collectie,hulpvragen
[9] hulpvragen,initiatieven
[9] ふー,civic

Top Word Pairs in Tweet in G3:
[25] build,guide
[17] don,build
[16] guide,anybody
[16] anybody,designing
[16] designing,implementing
[16] implementing,funding
[16] funding,coming
[16] coming,disruptive
[16] disruptive,ideas
[16] ideas,tech

Top Word Pairs in Tweet in G4:
[23] data,scientists
[17] bat,signal
[17] signal,#civictech
[17] #civictech,friends
[17] friends,wow
[17] presidential,innovation
[16] learn,more
[16] marcidale,bat
[15] current,presidential
[15] calling,innovators

Top Word Pairs in Tweet in G5:
[18] civictechfred,meet
[17] civic,tech
[17] municipal,#civictech
[11] happy,national
[11] national,volunteer
[11] volunteer,week
[9] building,shiny
[9] shiny,things
[9] things,requires
[9] requires,connecting

Top Word Pairs in Tweet in G6:
[11] foye_jr1046,23
[11] 23,year
[11] year,old
[11] old,born
[11] born,raised
[11] raised,n'djamena
[11] n'djamena,#it
[11] #it,graduate
[11] graduate,school
[11] school,computing

Top Word Pairs in Tweet in G7:
[32] #civictech,#policing
[20] #oss,#civictech
[16] #opensource,solutions
[15] #opensource,software
[12] public,safety
[12] #community,#civictech
[12] democracy,#opensource
[12] 16,mai
[11] strengthen,democracy
[10] 100k,chf

Top Word Pairs in Tweet in G8:
[13] role,government
[13] government,increased
[13] increased,during
[13] citizens,remain
[13] remain,excluded
[13] excluded,key
[13] key,decisions
[12] during,#covid19
[12] #covid19,citizens
[12] decisions,join

Top Word Pairs in Tweet in G9:
[24] code4africa's,#civictech
[24] #civictech,tools
[24] finalists,#usafricatechchallenge
[23] two,code4africa's
[19] tools,shortlisted
[19] shortlisted,finalists
[18] excited,two
[17] justinarenstein,excited
[6] code4africa,esther
[6] esther,ndagire

Top Word Pairs in Tweet in G10:
[16] コード,フォー
[16] フォー,ジャパンが日本初のシビックテック領域アクセラレータープログラム開始
[16] ジャパンが日本初のシビックテック領域アクセラレータープログラム開始,oktaが資金提供
[15] 日本初,シビックテックのサービス開発支援プログラムcivictech
[15] シビックテックのサービス開発支援プログラムcivictech,accelerator
[15] accelerator,programを開始します
[9] jptechcrunch,コード
[8] okta,さんにサポートいただき
[8] さんにサポートいただき,シビックテックのアクセラレーションプログラムを始められることになりました
[8] シビックテックのアクセラレーションプログラムを始められることになりました,gt

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@danachis
@pifgov
@prototypefundch
@code4africa
@chadinnov
@civictechfred
@lukesjordan
@cydharrell
@codeforamerica
@civictechto

Top Mentioned in G1:
@danachis
@cydharrell
@codeforamerica
@taradmcguinness
@hanaschank
@civtechtalks
@troopersanders
@afua_bruce
@l
@navapbc

Top Mentioned in G2:

Top Mentioned in G3:
@lukesjordan
@gquaggiotto
@mitgovlab
@participatory
@duncan_edw
@civictechafrica
@msmontsem
@nadomagala
@azomer
@srtglobalcities

Top Mentioned in G4:
@pifgov
@marcidale
@femaregion9
@civilrights
@18f
@cydharrell
@hutchstudiohqs
@sarahschacht
@mariseca

Top Mentioned in G5:
@civictechfred
@civictechto
@mzagaja
@code4ca
@fwd50conf
@ke
@adeyemi_kq
@joy_iloreta
@gordonr
@civictechyvr

Top Mentioned in G6:
@chadinnov
@citoyennetech
@foye_jr1046
@emuo
@dsj_fspj_fspg
@khayarion
@adfichter
@civictechafrica
@fhi360
@cividitech

Top Mentioned in G7:
@prototypefundch
@policerewired
@gdsteam
@ballymag
@butterfyme
@opendatach
@code4moldova
@projektchplus
@mercatorch
@saandr0o

Top Mentioned in G8:
@zarkadakis
@wbg_gov
@rs
@ndahlberg
@writeasromans
@acgeotech
@rsenderowitsch
@refreshmiami
@igregoryjohnson

Top Mentioned in G9:
@code4africa
@justinarenstein
@enywaru
@media_cloud
@civictech
@esther_mwaura
@dydxdigital

Top Mentioned in G10:
@hal_sk
@jptechcrunch
@codeforjp

Top Tweeters
Top Tweeters in Entire Graph:
@agenparl
@m_hayase256
@prtimes_news
@jetup1
@ouestfrance
@discovertech3
@fabriciosx
@coder_487
@jfsebastian146
@azu_re

Top Tweeters in G1:
@social_seer
@electionbabe
@digiphile
@otfrom
@lunarroot
@marcalevin
@janeruffino
@hondanhon
@mauraalwyen
@codeforpdx

Top Tweeters in G2:
@agenparl
@m_hayase256
@prtimes_news
@jetup1
@prtimes_tech
@wangon2010
@pintejp
@peterkeates
@jopple9
@cultureclap

Top Tweeters in G3:
@jfsebastian146
@smartecocity
@gquaggiotto
@naticarfi
@phat_controller
@kmoeti
@paulyberk
@yolishade
@sofasurfer
@mit_shass

Top Tweeters in G4:
@harrisj
@thesiliconhill
@isawthesethings
@jmspool
@jag_____
@techevangelista
@kvox
@troutgirl
@mheadd
@lisaabeyta

Top Tweeters in G5:
@esasahara
@mkramer
@sglassmeyer
@sboots
@mjrichardson_to
@schoeyfield
@acroll
@kk_levine
@craigaatkinson
@annafoat

Top Tweeters in G6:
@sustaintrends
@eankitpandey
@weincludedorg
@__big_fish__
@usaid
@llthingscitizen
@diuuk
@fhi360
@alikazekage
@adfichter

Top Tweeters in G7:
@discovertech3
@the404code
@dankbotretweets
@opensource_orgs
@scibot6
@smartereveryday
@caro_hulli
@pythonroboto
@seldaek
@nzahn42

Top Tweeters in G8:
@bagaluesunab
@myitmedia
@worldbank
@kremsermariana1
@ndahlberg
@jeffweisbein
@mitpress
@longbeachcity
@wbg_gov
@mayordaniella

Top Tweeters in G9:
@kamaratheaddict
@enywaru
@enock_bits
@jesstingaround
@siyafrica
@zahratunda
@constantcap
@mofolorunsho_t
@justinarenstein
@code4africa

Top Tweeters in G10:
@nana0773nana
@keiji_ariyama
@giw_news
@jptechcrunch
@eh8q9z1weybihsi
@lef
@dmikurube
@bowhj6n5bjuq3rx
@spring20210408
@niyalist


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