civictech, Twitter, 8/27/2020 7:51:03 PM, 233685


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civictech_2020-08-27_08-36-28.xlsx
civictech_2020-08-27_08-36-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 27, 2020
Short Description:
civictech via NodeXL https://bit.ly/2YIic6t
@codeforpdx
@codeforamerica
@audreyt
@code4ca
@govtechnews
@kirkdborne
@mzagaja
@open_eugene
@civictechguide
@mysociety

Top hashtags:
#civictech
#govtech
#ai
#stateandlocal
#cybersecurity
#security
#cccu22
#fintech
#tech

Description:
Description
The graph represents a network of 639 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, 27 August 2020 at 15:38 UTC.

The requested start date was Thursday, 27 August 2020 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 9-day, 8-hour, 13-minute period from Thursday, 13 August 2020 at 00:30 UTC to Saturday, 22 August 2020 at 08:43 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 : 639
Unique Edges : 471
Edges With Duplicates : 1136
Total Edges : 1607
Number of Edge Types : 5
Tweet : 214
Mentions : 257
Retweet : 462
MentionsInRetweet : 657
Replies to : 17
Self-Loops : 220
Reciprocated Vertex Pair Ratio : 0.0623376623376623
Reciprocated Edge Ratio : 0.117359413202934
Connected Components : 90
Single-Vertex Connected Components : 30
Maximum Vertices in a Connected Component : 182
Maximum Edges in a Connected Component : 500
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.477285
Graph Density : 0.0020064658238529
Modularity : 0.478921
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 639 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, 27 August 2020 at 15:38 UTC.

The requested start date was Thursday, 27 August 2020 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 9-day, 8-hour, 13-minute period from Thursday, 13 August 2020 at 00:30 UTC to Saturday, 22 August 2020 at 08:43 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:
[23] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356
[13] https://peatix.com/event/1581460
[11] https://us02web.zoom.us/webinar/register/WN_E3pVxdVYQpOIcIomw0jSDg
[10] https://jods.mitpress.mit.edu/pub/issue3-pahlka/release/2
[9] https://www.refreshmiami.com/for-civic-tech-with-local-impact-code-for-south-florida-answers-the-call/
[8] https://engage.bah.com/Article/Redirect/6c1e8d6d-99c7-49b9-936c-d913f56c4a90?uc=30185&g=c5d6a369-dd6b-4546-a6c6-922ba7ee791e&f=143870
[7] https://engage.bah.com/Article/Redirect/c0aaf21c-67fe-48a4-b9eb-90e95b635ce4?uc=30185&g=e272be2c-2127-41ba-98b3-9e2b6bb47659&f=160826
[6] https://civictech.guide/causes/
[6] https://dy.si/3Je4rB
[6] https://www.itworldcanada.com/article/cyber-security-today-u-s-city-a-victim-of-ransomware-fbi-warning-on-security-updates-and-the-latest-patches/434389

Top URLs in Tweet in G1:
[5] https://civictech.guide/causes/
[4] https://twitter.com/Mteuzi/status/1295530615182258176
[3] https://civictech.guide/
[2] https://civictech.guide/list-tags/women/
[2] https://beta.nyc/2020/08/14/intro-to-the-apprenticeship-program/
[1] https://www.zagaja.com/2020/08/how-to-find-changes-between-two-bills/
[1] http://www.jimhilldesign.com/project/metrolist-boston
[1] https://medium.com/dpi663/harvard-student-teams-hack-the-bureaucracy-and-a-global-pandemic-3f00771fc3c7
[1] https://civictech.guide/map/
[1] https://civictech.guide/govtech/

Top URLs in Tweet in G2:
[2] https://podcasts.apple.com/ca/podcast/ep36-audrey-tang-biography-of-a-poetician-part-2/id1486351232?i=1000487736066
[1] https://civictech.guide/causes/
[1] https://www.mysociety.org/2020/08/18/join-us-at-our-tictec-seminars/
[1] https://civictech.guide/list-tags/women/
[1] https://www.stitcher.com/podcast/stories-from-the-open-gov/e/76859583?autoplay=false
[1] https://reopengov.org/episode/ep36-audrey-tang-biography-of-a-poetician-part-2/
[1] https://podcasts.apple.com/ca/podcast/ep37-mailbag-kristo-vaher-next-generation-digital-government/id1486351232?i=1000488449548
[1] https://www.stitcher.com/podcast/stories-from-the-open-gov/e/77028691?autoplay=false
[1] https://podcasts.apple.com/ca/podcast/ep38-canadian-digital-service-behind-scenes-on-how/id1486351232?i=1000488657905
[1] https://www.stitcher.com/podcast/stories-from-the-open-gov/e/77085677

Top URLs in Tweet in G3:
[11] https://us02web.zoom.us/webinar/register/WN_E3pVxdVYQpOIcIomw0jSDg
[5] http://civictech.africa/database/
[4] https://medium.com/civictech/how-to-raise-awareness-for-your-civic-tech-platform-6c7a4c9b805e
[3] https://civictech.africa/
[2] https://medium.com/civictech/civic-tech-what-we-are-reading-c8e27f260807
[2] https://medium.com/civictech/ctin-launches-south-africas-first-civic-tech-database-2fe99f47def4
[2] https://medium.com/civictech/what-we-are-reading-a-civic-tech-guide-for-newcomers-and-explorers-cde1b0e84633
[1] https://medium.com/civictech/blog-theres-no-such-thing-as-a-community-centre-ca4c87e92c0e?source=collection_home---4------1-----------------------
[1] https://medium.com/civictech/covid-19-how-civic-techies-are-stepping-up-to-aid-the-fight-in-africa-f6e10ff6b142
[1] https://twitter.com/technovation/status/1294355866876084227

Top URLs in Tweet in G4:
[13] https://peatix.com/event/1581460
[3] https://ccc2020.code4japan.org/
[2] https://yobikake.com/
[2] https://www.youtube.com/watch?v=hl9f_XkyWiw&feature=youtu.be

[2] https://twitter.com/codeforJP/status/1294164181411717120
[1] https://qiita.com/yuki384/items/c3b38b1245fea6accf29
[1] https://qiita.com/Anharu/items/c00e882d678538be0ab0
[1] https://socialhackday18.peatix.com/
[1] https://togetter.com/li/1575894
[1] https://socialhackday18.peatix.com

Top URLs in Tweet in G5:
[19] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356
[8] https://engage.bah.com/Article/Redirect/6c1e8d6d-99c7-49b9-936c-d913f56c4a90?uc=30185&g=c5d6a369-dd6b-4546-a6c6-922ba7ee791e&f=143870
[7] https://engage.bah.com/Article/Redirect/c0aaf21c-67fe-48a4-b9eb-90e95b635ce4?uc=30185&g=e272be2c-2127-41ba-98b3-9e2b6bb47659&f=160826
[6] https://dy.si/3Je4rB
[1] https://www.refreshmiami.com/for-civic-tech-with-local-impact-code-for-south-florida-answers-the-call/

Top URLs in Tweet in G6:
[2] https://covid19.civictech.chiba.jp
[2] https://medium.com/civictech/ctin-latest-activity-increasing-awareness-on-the-use-of-civic-tech-to-digitalise-local-government-3ef95dba7d3
[2] https://collecties.codefor.nl/cbase/corona-66b1fc7e5b86de17cead9ace3f315088/usecase/puur-papendrecht-bd507d6bd47595e54f706924e23d51df
[1] https://goraft.tech/join/
[1] https://propose.summit2020.g0v.tw
[1] https://twitter.com/NewVenturesMX/status/1293963055630516225
[1] https://ccc2020.code4japan.org
[1] https://openup.org.za/blog/tracking-app-and-campaign-web-traffic-sources?utm_content=buffer4fe44&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/soylamasnalgona/status/1295874521614831616
[1] https://www.technologyreview.jp/s/101344/the-simple-but-ingenious-system-taiwan-uses-to-crowdsource-its-laws/

Top URLs in Tweet in G7:
[5] https://data4scd.crowdicity.com/
[2] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356
[1] https://www.eventbrite.com/e/mission-driven-engineering-how-you-can-build-the-future-of-us-gov-tech-tickets-104370631368
[1] https://twitter.com/whostp/status/1295412880326692866
[1] https://twitter.com/sarafischer/status/1293634649307189249
[1] https://mailchi.mp/codingitforward/endless-summer-and-civic-tech-jobs-1566350

Top URLs in Tweet in G8:
[3] https://twitter.com/thecableng/status/1296445873145155587
[2] https://docs.google.com/forms/d/e/1FAIpQLSdWVMGQ2Zbv-Q0wNk0aEVjr3phPzsRBan8TnJXbtXT9SmVMig/viewform
[1] https://www.thecable.ng/how-persons-with-albinism-are-suffering-in-lagos-hospitals-despite-special-peoples-law

Top URLs in Tweet in G9:
[2] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-CDOs-Key-to-States-COVID-Recovery.html
[1] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-National-Day-of-Civic-Hacking-.html
[1] https://www.govtech.com/civic/Albuquerque-NM-Innovation-Project-May-Accelerate.html
[1] https://www.govtech.com/civic/Grantees-Give-Virtual-Tours-of-Historic-Black-Neighborhoods.html
[1] https://www.govtech.com/civic/Students-Military-Tech-Pros-Team-to-Tackle-Pandemic.html
[1] https://twitter.com/jentrification/status/1293984210471006209
[1] https://cydharrell.com/book

Top URLs in Tweet in G10:
[1] https://anchor.fm/tecnicamente-civico/episodes/Episodio-1---Dr--Jesus-Alvelo-Maurosa--el-Ministro-Ciencias-ehtu6o
[1] https://twitter.com/code4puertorico/status/1295078107313995777
[1] https://twitter.com/Code4PuertoRico/status/1295078107313995777

Top Domains
Top Domains in Tweet in Entire Graph:
[50] twitter.com
[38] bah.com
[22] medium.com
[17] peatix.com
[15] civictech.guide
[13] itworldcanada.com
[12] zoom.us
[11] mit.edu
[10] codefor.nl
[9] refreshmiami.com

Top Domains in Tweet in G1:
[13] civictech.guide
[4] twitter.com
[2] codeforamerica.org
[2] beta.nyc
[1] zagaja.com
[1] jimhilldesign.com
[1] medium.com
[1] wiley.com
[1] meetup.com
[1] mailchi.mp

Top Domains in Tweet in G2:
[4] apple.com
[3] stitcher.com
[2] civictech.guide
[2] twitter.com
[1] mysociety.org
[1] reopengov.org
[1] codefor.ca
[1] gov.tw

Top Domains in Tweet in G3:
[15] medium.com
[11] zoom.us
[8] civictech.africa
[1] twitter.com

Top Domains in Tweet in G4:
[15] peatix.com
[3] code4japan.org
[2] yobikake.com
[2] qiita.com
[2] youtube.com
[2] twitter.com
[1] togetter.com
[1] note.com

Top Domains in Tweet in G5:
[34] bah.com
[6] dy.si
[1] refreshmiami.com

Top Domains in Tweet in G6:
[10] codefor.nl
[5] twitter.com
[2] chiba.jp
[2] medium.com
[1] goraft.tech
[1] g0v.tw
[1] code4japan.org
[1] org.za
[1] technologyreview.jp
[1] ne.jp

Top Domains in Tweet in G7:
[5] crowdicity.com
[2] bah.com
[2] twitter.com
[1] eventbrite.com
[1] mailchi.mp

Top Domains in Tweet in G8:
[3] twitter.com
[2] google.com
[1] thecable.ng

Top Domains in Tweet in G9:
[6] govtech.com
[1] twitter.com
[1] cydharrell.com

Top Domains in Tweet in G10:
[2] twitter.com
[1] anchor.fm

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[418] civictech
[109] govtech
[72] ai
[62] stateandlocal
[57] cybersecurity
[56] security
[51] cccu22
[45] fintech
[45] tech
[40] navdeepsbains



Top Hashtags in Tweet in G1:
[45] civictech
[5] govtech
[5] foi
[5] opengov
[5] 1a
[5] transparency
[4] civictechworldmap
[4] cfabrigade
[4] covid19
[2] civictechguide

Top Hashtags in Tweet in G2:
[29] civictech
[20] taiwan
[18] coronavirus
[3] covid19
[2] digitalgov
[2] opendata
[2] citizenengagement
[2] vilnius
[2] opengov
[2] civictechto

Top Hashtags in Tweet in G3:
[39] tech
[30] civictech
[14] womenintech
[11] innovator
[9] womensmonth2020
[7] africa
[6] women
[5] network
[4] civictechafrica
[3] data

Top Hashtags in Tweet in G4:
[50] cccu22
[35] civictech
[3] socialhackday
[1] note

Top Hashtags in Tweet in G5:
[33] bigdata
[29] datascience
[22] ai
[8] humantrafficking
[8] digitaltransformation
[7] artificialintelligence
[7] resilience
[6] industy40
[4] machinelearning
[4] civictech

Top Hashtags in Tweet in G6:
[37] civictech
[10] dataviz
[9] collectie
[9] govtech
[6] government
[3] pwanight
[2] fintech
[1] mozillalifeboat
[1] mozilla
[1] g0vsummit2020

Top Hashtags in Tweet in G7:
[17] civictech
[14] sicklecelldisease
[6] govimpactsummit
[5] healthplusgov
[5] healthplusscd
[4] govtech
[3] datascience
[3] opendata
[3] datascienceisteamsport
[2] bigdata

Top Hashtags in Tweet in G8:
[10] civictech
[6] journalism
[1] atupa
[1] civichivefellowship

Top Hashtags in Tweet in G9:
[15] civictech
[6] govtech
[1] health

Top Hashtags in Tweet in G10:
[9] puertorico
[6] civictech
[5] tunein

Top Words
Top Words in Tweet in Entire Graph:
[418] #civictech
[109] #govtech
[95] tech
[78] civic
[72] #ai
[66] more
[64] join
[62] #stateandlocal
[57] #cybersecurity
[56] #security

Top Words in Tweet in G1:
[45] #civictech
[25] civic
[19] civictechguide
[17] tech
[16] projects
[13] work
[11] innovation
[11] democratic
[11] opportunity
[11] government

Top Words in Tweet in G2:
[29] #civictech
[24] audreyt
[20] democratic
[18] #taiwan
[18] combat
[18] #coronavirus
[18] soap
[18] hand
[18] sanitizer
[18] plenty

Top Words in Tweet in G3:
[40] voices
[39] #tech
[39] civictechafrica
[31] tech
[31] amplify
[31] women
[30] #civictech
[28] join
[28] 27th
[25] women's

Top Words in Tweet in G4:
[50] #cccu22
[35] #civictech
[23] codeforjp
[18] challenge
[14] civictech
[14] cup
[9] kunihirotanaka
[9] 22
[8] 今日の夜
[8] こちらのイベント

Top Words in Tweet in G5:
[36] kirkdborne
[33] #bigdata
[29] #datascience
[25] city
[22] #ai
[19] power
[19] analytics
[19] visualization
[19] governments
[18] #ma

Top Words in Tweet in G6:
[37] #civictech
[10] last
[10] 100
[10] bills
[10] #dataviz
[9] #collectie
[9] initiatieven
[9] uitgelicht
[9] #govtech
[6] #government

Top Words in Tweet in G7:
[17] #civictech
[17] health
[17] sickle
[17] cell
[17] disease
[17] september
[16] save
[16] date
[14] collaborative
[14] solutions

Top Words in Tweet in G8:
[25] civichive
[16] media
[11] people
[11] living
[10] #civictech
[10] disabilities
[10] given
[10] priority
[10] societies
[10] gbenga

Top Words in Tweet in G9:
[15] #civictech
[10] book
[6] #govtech
[5] publishing
[5] cydharrell
[4] civic
[4] tech
[4] hello
[4] ve
[4] written

Top Words in Tweet in G10:
[9] code4puertorico
[9] conoce
[9] dr
[9] jesus
[9] alvelo
[9] ministrociencia
[9] visitas
[9] #puertorico
[9] padre
[9] ayudar

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[56] #govtech,#cybersecurity
[56] #cybersecurity,#stateandlocal
[55] #stateandlocal,#security
[50] civic,tech
[47] #security,#civictech
[45] #civictech,#ai
[42] #ai,#fintech
[40] #fintech,#navdeepsbains
[40] #navdeepsbains,#justintrudeau
[40] #justintrudeau,#canadianpm

Top Word Pairs in Tweet in G1:
[12] civic,tech
[9] democratic,processes
[9] processes,come
[9] come,under
[9] under,fire
[9] fire,super
[9] super,grateful
[9] grateful,opportunity
[9] opportunity,work
[9] work,usdresponse

Top Word Pairs in Tweet in G2:
[18] democratic,#taiwan
[18] #taiwan,combat
[18] combat,#coronavirus
[18] #coronavirus,soap
[18] soap,hand
[18] hand,sanitizer
[18] sanitizer,#civictech
[18] #civictech,plenty
[18] plenty,trust
[18] trust,amplified

Top Word Pairs in Tweet in G3:
[25] women's,voices
[23] civictechafrica,#tech
[22] #tech,used
[22] used,amplify
[22] amplify,women's
[22] voices,join
[22] join,conversation
[22] conversation,27th
[22] 27th,joined
[22] joined,women

Top Word Pairs in Tweet in G4:
[30] #cccu22,#civictech
[14] civictech,challenge
[14] challenge,cup
[9] cup,22
[8] 今日の夜,こちらのイベント
[8] こちらのイベント,civictech
[8] 22,に出ます
[8] に出ます,ぜひぜひお越しください
[8] ぜひぜひお越しください,#cccu22
[7] kunihirotanaka,今日の夜

Top Word Pairs in Tweet in G5:
[21] #bigdata,#datascience
[19] power,analytics
[19] analytics,visualization
[19] visualization,city
[19] city,governments
[19] governments,#bigdata
[19] #datascience,#ai
[18] kirkdborne,power
[18] #ai,#ma
[8] see,boozallen

Top Word Pairs in Tweet in G6:
[10] last,100
[10] 100,bills
[10] #dataviz,#civictech
[9] initiatieven,uitgelicht
[9] #civictech,#govtech
[6] bills,#government
[5] #government,#dataviz
[5] #collectie,corona
[5] corona,initiatieven
[4] civic,tech

Top Word Pairs in Tweet in G7:
[17] health,sickle
[17] sickle,cell
[17] cell,disease
[16] save,date
[14] collaborative,solutions
[14] solutions,#sicklecelldisease
[13] #sicklecelldisease,save
[12] interested,collaborative
[12] date,september
[12] september,health

Top Word Pairs in Tweet in G8:
[11] people,living
[10] living,disabilities
[10] disabilities,given
[10] given,priority
[10] priority,societies
[10] societies,gbenga
[10] gbenga,ogundare
[10] ogundare,media
[10] media,fellow
[10] fellow,special

Top Word Pairs in Tweet in G9:
[5] #civictech,#govtech
[5] book,#civictech
[4] hello,ve
[4] ve,written
[4] written,book
[4] #civictech,practitioners
[4] practitioners,publishing
[4] publishing,paperback
[4] paperback,book
[4] book,fall

Top Word Pairs in Tweet in G10:
[9] conoce,dr
[9] dr,jesus
[9] jesus,alvelo
[9] alvelo,ministrociencia
[9] ministrociencia,visitas
[9] visitas,#puertorico
[9] #puertorico,padre
[9] padre,ayudar
[8] code4puertorico,conoce
[8] ayudar,dea

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@civictechafrica
@kirkdborne
@davidbruno_ca
@civichive
@audreyt
@codeforjp
@civictechguide
@codeforamerica
@gggodhwani
@mysociety

Top Mentioned in G1:
@civictechguide
@codeforamerica
@usdresponse
@priyaisms
@betanyc
@codeforboston
@colorofchange
@data4blacklives
@blackfutureslab
@mattbernius

Top Mentioned in G2:
@audreyt
@re_open_gov
@code4ca
@cds_gc
@liabadia
@civictechto
@darius_gaidys
@kristovaher
@ndi
@un

Top Mentioned in G3:
@civictechafrica
@gbyfest
@psam_africa
@amandlamobi
@citizenlabco
@wits_wsg
@c
@pollicyorg
@girlcode_za
@digitalshelter

Top Mentioned in G4:
@codeforjp
@kunihirotanaka
@hal_sk
@sizumita
@maysomusician
@fpc_community
@ma
@info_kvaluation
@rabbit_program

Top Mentioned in G5:
@kirkdborne
@boozallen
@polaris_project
@robsilverberg1
@themiaallday247

Top Mentioned in G6:
@andojunko

Top Mentioned in G7:
@pifgov
@odenterprise
@hhsctooffice
@andprtnrs
@vetsexperience
@gsa_tts
@claricechan
@codingitforward
@kirkdborne
@khoney

Top Mentioned in G8:
@civichive
@usinnigeria

Top Mentioned in G9:
@cydharrell
@beeckcenter
@migurski
@burritojustice
@vruba
@codeforamerica
@apoliticalco
@lacity
@gvshp
@cookcountygov

Top Mentioned in G10:
@code4puertorico
@ministrociencia
@froidotdev
@_xiomara7
@sofiastolberg
@layshicurbelo
@giangonz

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersec_feeds
@thomasclone
@femtech_
@eraser
@kirikami
@tess_blue815
@calcaware
@innocent_zero

Top Tweeters in G1:
@ia_uxjobs
@jmspool
@ewhitmore
@codeforpdx
@noneck
@miles_k
@colorofchange
@mteuzi
@open_eugene
@codeforamerica

Top Tweeters in G2:
@_nacco
@bbcworld
@blueamark
@jubleew
@misahim
@un
@sboots
@richardpietro
@hanno
@harrifa

Top Tweeters in G3:
@kallmane
@jimlynchcodes
@amandlamobi
@sianep
@empower_women
@lindiweem
@govtechresearch
@wougnet
@nerimaw
@chr_humanrights

Top Tweeters in G4:
@innocent_zero
@m_older
@kyankyankyan
@youichirou
@jkby
@kaokaos5101
@ulfa_phys
@ebiflyyyyyyyy
@kanedaq
@fpc_community

Top Tweeters in G5:
@chidambara09
@tess_blue815
@calcaware
@thecuriousluke
@smartecocity
@kirkdborne
@domingonarvaez1
@iottogether
@techtrendingnow
@brainroaring

Top Tweeters in G6:
@eraser
@gabrielazevedo
@joelgombin
@mamisada
@platoniq
@andojunko
@ityuj
@kazsuenaga
@infopolicy
@kan_dai

Top Tweeters in G7:
@andrewmorrisuk
@hubofml
@thesiliconhill
@stuchaforever
@khoney
@minorityhealth
@hhsregion4
@maiazlaing
@ashleighaxios
@instituteforedu

Top Tweeters in G8:
@aimlegend_
@seunonigbinde
@budgitng
@bolarinwaiyanu
@iam_yahayaym
@marketplaces247
@calebsrh
@usinnigeria
@wsoyinkacentre
@flakey_phil

Top Tweeters in G9:
@burritojustice
@chipb414
@johncutlefish
@cydharrell
@govtechnews
@vruba
@jackyalcine
@apoliticalco
@rockefellerfdn
@tswaterman

Top Tweeters in G10:
@elsbtmar
@elgeorgeriverar
@frodri_023
@ppdinforma
@ministrociencia
@larodz
@froidotdev
@mrjoseacevedo
@giangonz
@lemuelriospr


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