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civictech_2023-03-16_08-12-17.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 16, 2023
Short Description:
civictech via NodeXL https://bit.ly/3TmPzXt
@codeforpdx
@codeforall
@civictechguide
@carlos_santiso
@digitaleboxcrm
@code4ca
@civictechafrica
@gquaggiotto
@usds
@patcon_

Top hashtags:
#civictech
#govtech
#opendata
#policing
#localgov
#oss
#ヒーローズリーグ
#mayor
#cityhall

Description:
Description
The graph represents a network of 3,082 Twitter users whose recent tweets contained "civictech", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/15/2023 5:00:36 PM. The network was obtained from Twitter on Thursday, 16 March 2023 at 15:19 UTC.

The tweets in the network were tweeted over the 4036-day, 22-hour, 48-minute period from Saturday, 25 February 2012 at 01:09 UTC to Wednesday, 15 March 2023 at 23:57 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 3082
Unique Edges : 2755
Edges With Duplicates : 9165
Total Edges : 11920
Number of Edge Types : 9
Retweet : 2553
MentionsInRetweet : 3871
Mentions : 2526
Quote : 311
Tweet : 1253
MentionsInReplyTo : 674
Replies to : 377
MentionsInQuote : 346
MentionsInQuoteReply : 9
Self-Loops : 1892
Reciprocated Vertex Pair Ratio : 0.0775055679287305
Reciprocated Edge Ratio : 0.143861099627945
Connected Components : 229
Single-Vertex Connected Components : 93
Maximum Vertices in a Connected Component : 2299
Maximum Edges in a Connected Component : 10151
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.192535
Graph Density : 0.000509496882885854
Modularity : 0.361262
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,082 Twitter users whose recent tweets contained "civictech", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/15/2023 5:00:36 PM. The network was obtained from Twitter on Thursday, 16 March 2023 at 15:19 UTC.

The tweets in the network were tweeted over the 4036-day, 22-hour, 48-minute period from Saturday, 25 February 2012 at 01:09 UTC to Wednesday, 15 March 2023 at 23:57 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[78] https://civictech.guide/calendar/
[38] https://ctf2022.peatix.com
[17] https://betanyc.forms.fm/the-message/forms/3787
[17] https://www.eventbrite.com/e/nyc-school-of-data-2023-tickets-468597747477
[15] https://ctf2022.peatix.com/
[15] https://www.codeforboston.org/
[15] http://eepurl.com/gim0wr
[15] https://www.computronix.com/posse-buyer-experience-report/
[15] https://schoolofdata.nyc/
[14] https://qiita.com/advent-calendar/2022/civictech

Top URLs in Tweet in G1:
[77] https://civictech.guide/calendar/
[6] https://www.gsa.gov/blog/2022/12/21/five-years-faster-federal-technology
[5] https://www.governmentjobs.com/careers/baltimorecity?keywords=%22Baltimore%20Digital%20-%20Mayor%27s%20Office%22
[4] https://www.tinyurl.com/baltdigitalservices
[4] https://twitter.com/code4sac/status/1603433704847659010/photo/1
[4] https://twitter.com/CivicTechFR/status/1595421814393810944/photo/1
[3] https://www.usds.gov/apply
[3] https://medium.com/the-u-s-digital-service/usds-wants-you-a-guide-to-joining-our-team-b45cd75b65ef
[3] https://digitalcorps.gsa.gov/apply/
[3] https://digitalcorps.gsa.gov/process/

Top URLs in Tweet in G2:
[9] https://form.typeform.com/to/S81DPMMR
[8] https://civictech.africa/developing-an-applied-understanding-of-civic-tech-projects-and-organisations/
[8] https://youtu.be/w4c6Tv8Jm1Y
[6] https://form.typeform.com/to/JgEV7YYE
[5] https://us06web.zoom.us/webinar/register/WN_S-w89GuURzyl-cn20k8N0g
[5] https://medium.com/civictech/we-are-hiring-research-intern-a3596bc8bef2
[5] https://medium.com/civictech/were-hiring-communication-intern-9d310af71b5d
[5] https://city-maker.limesurvey.net/567934?lang=en
[4] https://twitter.com/CivicTechAfrica/status/1633388906006626304/photo/1
[4] https://twitter.com/CivicTechAfrica/status/1590647592924622848/photo/1

Top URLs in Tweet in G3:
[4] https://twitter.com/RIGA_LATAM/status/1592533080145039361/photo/1
[3] https://twitter.com/RIGA_LATAM/status/1592533080145039361
[3] https://worldbankgroup.zoom.us/webinar/register/WN_suxG-QHvTRCqCgedmHxYOA
[3] https://twitter.com/bsb61lab/status/1613608176766566400/photo/1
[2] https://twitter.com/wbg_gov/status/1616514705056534553
[2] https://www.academia.edu/84666402/Esquema_Gobierno_Abierto
[2] http://wrld.bg/kz6G50MACS2
[2] https://uchile.academia.edu/RamirezAlujas
[2] https://www.academia.edu/45509922/GovTech_en_Iberoam%C3%A9rica_Ecosistema_actores_y_tecnolog%C3%ADas_para_reinventar_el_sector_p%C3%BAblico
[2] https://www.worldbank.org/en/events/2023/01/18/civictech-transparency-engagement-and-collaboration-for-better-governance#3

Top URLs in Tweet in G4:
[2] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=d1f14c70-5d42-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=53f421d0-75a7-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=545d12e0-7f15-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=28305bd0-5a1e-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=9ca12010-9cf1-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=0051c040-6f5e-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=5046e3c0-ae3b-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=95088640-b484-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=1d63b900-9a96-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=6f57b5d0-a596-11ed-9506-fa163eed9ef2

Top URLs in Tweet in G5:
[3] https://www.meetup.com/g0v-london/events/jtmzbtyfcfbsb/
[3] https://twitter.com/g0vLondon/status/1630645993979953163/photo/1
[3] https://twitter.com/jonjalex/status/1626951473081856000/photo/1
[3] https://twitter.com/Caroli_Isautier/status/1591873525643616256/photo/1
[2] https://artsfunding.ff.studio/
[2] https://twitter.com/g0vLondon/status/1626947565697617920/photo/1
[2] https://pol.is/
[2] http://www.meetup.com/g0v-london
[2] https://twitter.com/patcon_/status/1596240165240020994/photo/1
[2] https://twitter.com/MeagerMonk/status/1634444982818832385/photo/1

Top URLs in Tweet in G6:
[17] https://www.eventbrite.com/e/nyc-school-of-data-2023-tickets-468597747477
[17] https://betanyc.forms.fm/the-message/forms/3787
[15] https://schoolofdata.nyc/
[12] https://nycsodata2023.eventbrite.com/?aff=BetaNYC
[11] https://nyc.us6.list-manage.com/subscribe?u=2b506b76155e3fbdd93699baf&id=32dc10066c
[11] https://www.open-data.nyc/
[8] http://www.beta.nyc/donate
[5] https://betanyc.forms.fm:443/civic-innovation-associate-civic-service-designer/forms/9507
[4] https://slack.beta.nyc/
[4] https://twitter.com/digiphile/status/1621209127312670720/photo/1

Top URLs in Tweet in G7:
[2] https://twitter.com/ggonjourney/status/1629031617036685312/photo/1
[1] https://wevis.info/politics-on-social/
[1] https://twitter.com/wevisdemo/status/1595727950380666881
[1] https://observablehq.com/@puripant/facebook-cover-thai-political-parties
[1] https://twitter.com/wevisdemo/status/1595727950380666881/photo/1

Top URLs in Tweet in G8:
[4] https://twitter.com/richardfolly_/status/1626331881250734082/photo/1
[4] https://prtimes.jp/main/html/rd/p/000000001.000117134.html
[4] https://twitter.com/lubambo_kenny/status/1623981742594949120/photo/1
[4] https://urbanlinker.com/fr/jobs/tech/react-developer-civictech
[4] https://urbanlinker.com/jobs/lead-react-developer-civictech
[2] https://app.brazenconnect.com/events/EBj01
[2] https://www.opportunitiesforafricans.com/code-for-africa-cfa-civictech-fellowships-2023-2024/
[1] https://www.calcareers.ca.gov/CalHrPublic/Jobs/JobPosting.aspx?JobControlId=359101
[1] https://twitter.com/CADeptTech/status/1633211019165323264/photo/1
[1] https://civic.io/2022/11/28/crisis-driven-technology-investment/

Top URLs in Tweet in G9:
[36] https://ctf2022.peatix.com
[15] https://ctf2022.peatix.com/
[14] https://protopedia.net/prototype/3566
[9] https://qiita.com/advent-calendar/2022/civictech
[8] https://connpass.com/event/268772/
[8] https://ginowan-civictech-2022.ipublishing.jp/
[7] https://civictech-hl202.peatix.com/view
[6] https://protopedia.net/event/hl2022
[6] https://protopedia.net/prototype/2878
[6] https://protopedia.net/prototype/2807

Top URLs in Tweet in G10:
[5] https://twitter.com/Natview_Ng/status/1618298374540898304/photo/1
[4] https://twitter.com/Make_org_Global/status/1587353803212394496/photo/1
[4] https://twitter.com/PUBLIC_Germany/status/1626144465298546688/photo/1
[2] https://twitter.com/AdrienDuguet/status/1590289369092747267/photo/1
[2] https://twitter.com/AdrienDuguet/status/1586326299978903553/photo/1
[2] https://airtable.com/shrHxa55lmozJYo2S/tbl8rKJQgpiQv7mMt
[2] https://www.africtivistes.com/en/africtivists-launches-citizenlab-mauritania/
[1] https://twitter.com/Hendrik_JN/status/1626261782066040832/photo/1
[1] https://democracy-technologies.org/industry-news/civic-tech-in-europe-can-it-boost-participation-in-2024-eu-elections/?_thumbnail_id=3166
[1] https://twitter.com/Make_orgDE/status/1625487167861702656/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1760] twitter.com
[110] paper.li
[100] civictech.guide
[92] computronix.com
[67] peatix.com
[49] youtube.com
[49] protopedia.net
[47] t.co
[42] eventbrite.com
[36] codeforall.org

Top Domains in Tweet in G1:
[239] twitter.com
[91] civictech.guide
[35] blacksincivictech.org
[21] gsa.gov
[20] greenhouse.io
[13] medium.com
[12] mailchi.mp
[8] eventbrite.com
[7] bloomberg.com
[6] techequitycollaborative.org

Top Domains in Tweet in G2:
[276] twitter.com
[46] t.co
[34] civictech.africa
[32] codeforall.org
[16] typeform.com
[14] medium.com
[11] zoom.us
[8] youtu.be
[8] mysociety.org
[7] co.uk

Top Domains in Tweet in G3:
[54] twitter.com
[11] academia.edu
[7] worldbank.org
[5] wrld.bg
[3] zoom.us
[2] org.br
[1] medium.com
[1] theguardian.com
[1] caf.com
[1] gov.br

Top Domains in Tweet in G4:
[109] paper.li
[1] govtech.com
[1] twitter.com

Top Domains in Tweet in G5:
[62] twitter.com
[8] meetup.com
[5] youtube.com
[2] ff.studio
[2] pol.is
[2] roamresearch.com
[2] co.uk
[1] zoom.us
[1] civictechsaintjohn.ca
[1] discord.com

Top Domains in Tweet in G6:
[107] twitter.com
[31] eventbrite.com
[23] forms.fm
[15] schoolofdata.nyc
[13] beta.nyc
[13] list-manage.com
[11] open-data.nyc
[3] zoom.us
[3] isoc.live
[3] windows.net

Top Domains in Tweet in G7:
[4] twitter.com
[1] wevis.info
[1] observablehq.com

Top Domains in Tweet in G8:
[130] twitter.com
[8] urbanlinker.com
[7] linkedin.com
[4] qiita.com
[4] prtimes.jp
[3] connpass.com
[3] youtube.com
[3] go.jp
[2] mastodon.social
[2] bloomberg.com

Top Domains in Tweet in G9:
[81] twitter.com
[63] peatix.com
[49] protopedia.net
[13] youtube.com
[10] connpass.com
[9] qiita.com
[8] google.com
[8] ipublishing.jp
[5] urbandata-challenge.jp
[4] instagram.com

Top Domains in Tweet in G10:
[58] twitter.com
[4] acte-europe.org
[2] democracy-technologies.org
[2] make.org
[2] airtable.com
[2] google.com
[2] africtivistes.com
[1] uzerche.fr
[1] univ-paris8.fr
[1] vannes.fr

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2997] civictech
[422] govtech
[237] opendata
[185] policing
[130] localgov
[128] oss
[116] ヒーローズリーグ
[108] mayor
[108] cityhall
[102] dataviz



Top Hashtags in Tweet in G1:
[618] civictech
[81] govlove
[75] partnerships
[75] inclusive
[75] tsa
[75] genderneutral
[75] passportst
[75] cathiedwood
[75] cbdc
[60] blacktechtwitter

Top Hashtags in Tweet in G2:
[430] civictech
[57] opendata
[23] sdg5
[23] internationalwomensday
[18] sdg10
[18] tech
[18] iwd2023
[18] techforgood
[15] disinformation
[13] democracy

Top Hashtags in Tweet in G3:
[120] civictech
[95] govtech
[54] gobiernoabierto
[39] opengov
[16] estadoabierto
[14] gobernanza
[14] innovación
[13] americalatina
[11] goodgov
[11] openstate

Top Hashtags in Tweet in G4:
[110] civictech
[109] govtech
[108] mayor
[108] cityhall

Top Hashtags in Tweet in G5:
[87] civictech
[9] london
[9] mastodonsocial
[7] civicdesign
[5] g0vlondon
[5] disfactory
[5] mastodon
[4] arts
[4] hackathon
[4] datascience

Top Hashtags in Tweet in G6:
[176] civictech
[89] opendata
[59] servicedesign
[50] nyc
[20] newsletter
[11] govtech
[11] opengov
[8] publicinteresttech
[7] pitech
[5] nycsodata

Top Hashtags in Tweet in G7:
[4] civictech
[3] dataviz
[1] datavisualization
[1] datastorytelling
[1] datafordemocracy
[1] sdg10

Top Hashtags in Tweet in G8:
[169] civictech
[96] dataviz
[75] government
[7] govtech
[5] tech
[5] シビックテック
[4] data
[3] ux
[3] tech4good
[3] design

Top Hashtags in Tweet in G9:
[129] civictech
[115] ヒーローズリーグ
[83] ctf2022
[78] ctf
[68] civictechjp
[60] シビックテック
[53] ctf2022_2023
[52] civictechforum
[29] シビックテックフォーラム
[15] tokyoossparty

Top Hashtags in Tweet in G10:
[63] civictech
[22] budgetparticipatif
[11] eu
[8] eu2024
[7] govstart22
[7] elections
[7] citizenlabrim
[6] democracy
[5] govtech
[5] acte

Top Words
Top Words in Tweet in Entire Graph:
[2994] #civictech
[670] civic
[636] tech
[439] more
[422] #govtech
[418] join
[332] data
[305] digital
[302] open
[276] 2023

Top Words in Tweet in G1:
[618] #civictech
[294] civic
[264] tech
[219] usds
[161] more
[157] 18f
[119] usdigitalcorps
[114] learn
[101] government
[99] event

Top Words in Tweet in G2:
[430] #civictech
[175] codeforall
[137] civic
[134] tech
[131] join
[94] digital
[79] apply
[78] more
[74] help
[68] code4africa

Top Words in Tweet in G3:
[120] #civictech
[95] #govtech
[57] govtech
[55] govtechhub
[54] sector
[54] #gobiernoabierto
[53] público
[50] ecosistema
[49] redmatriz
[45] iberoamérica

Top Words in Tweet in G4:
[110] #civictech
[109] political
[109] informations
[109] last
[109] govtech
[109] communication
[109] #govtech
[109] check
[108] #cityhall
[108] #mayor

Top Words in Tweet in G5:
[87] #civictech
[50] hacknight
[37] g0vlondon
[30] nwspk
[26] speaking
[24] civic
[19] dinosaurenby
[18] next
[18] patcon_
[17] community

Top Words in Tweet in G6:
[176] #civictech
[121] nyc
[94] data
[89] #opendata
[78] join
[72] betanyc
[70] lt
[65] 18
[62] conference
[61] gt

Top Words in Tweet in G7:
[98] ส
[98] ก
[97] ว
[96] แต
[96] wevisdemo
[96] งข
[95] ขอแจ
[95] นก
[95] ทำงานแทน
[95] พวกเราไม

Top Words in Tweet in G8:
[169] #civictech
[99] last
[96] #dataviz
[96] 100
[96] bills
[75] #government
[30] civictech
[27] looking
[26] breaking
[26] down

Top Words in Tweet in G9:
[122] #civictech
[115] #ヒーローズリーグ
[85] #ctf2022
[81] #ctf
[68] #civictechjp
[64] civictech賞決勝
[60] #シビックテック
[53] #ctf2022_2023
[52] #civictechforum
[42] civictechforum

Top Words in Tweet in G10:
[63] #civictech
[42] associvictecheu
[31] participation
[22] #budgetparticipatif
[22] budget
[20] citoyen
[20] édition
[18] leurs
[17] idées
[16] europe

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[414] civic,tech
[185] #civictech,#policing
[168] #civictech,#govtech
[167] #govtech,#civictech
[151] learn,more
[114] #oss,#civictech
[109] last,informations
[109] govtech,#civictech
[109] check,last
[109] political,communication

Top Word Pairs in Tweet in G1:
[186] civic,tech
[88] learn,more
[78] 18f,digital_gov
[78] usds,whostp
[78] whostp,performancegov
[78] performancegov,#govlove
[78] usdigitalcorps,18f
[78] digital_gov,usds
[75] 18f,gsa_tts
[75] #partnerships,usdigitalcorps

Top Word Pairs in Tweet in G2:
[114] civic,tech
[50] tech,innovation
[47] short,course
[47] course,civic
[30] #civictech,#opendata
[27] learn,more
[26] full,time
[24] lineup,joining
[24] 14,utc
[23] social,change

Top Word Pairs in Tweet in G3:
[52] sector,público
[38] ecosistema,actores
[38] libro,govtech
[38] tecnologías,reinventar
[38] actores,tecnologías
[38] reinventar,sector
[38] público,2021
[38] iberoamérica,ecosistema
[38] 2021,descarga
[38] govtech,iberoamérica

Top Word Pairs in Tweet in G4:
[109] political,communication
[109] #civictech,#govtech
[109] check,last
[109] govtech,#civictech
[109] communication,govtech
[109] informations,political
[109] last,informations
[108] #mayor,#cityhall
[108] #govtech,#mayor
[97] #cityhall,thanks

Top Word Pairs in Tweet in G5:
[12] civic,hacknight
[10] g0vlondon,next
[10] reference,point
[10] hacknight,#civictech
[9] neville_park,speaking
[9] civictechto,hacknight
[9] point,serpentineuk
[8] next,hacknight
[8] hacknight,tue
[8] come,rad

Top Word Pairs in Tweet in G6:
[61] lt,gt
[56] nyc,school
[56] school,data
[55] #opendata,#servicedesign
[54] #civictech,#opendata
[38] data,2023
[34] sat,18
[32] 2023,join
[29] invited,nyc's
[29] #nyc,#civictech

Top Word Pairs in Tweet in G7:
[95] พวกเราไม,ใช
[95] ได,ทำงานแทน
[95] งข,าวสารก
[95] ตรสหายเช,นก
[95] ะ,พวกเราไม
[95] นายกฯ,ก
[95] ก,ประกาศจะย
[95] ว,ขอแจ
[95] ประกาศจะย,บสภาแล
[95] ไม,ได

Top Word Pairs in Tweet in G8:
[96] #dataviz,#civictech
[96] last,100
[96] 100,bills
[75] bills,#government
[63] #government,#dataviz
[26] down,last
[26] breaking,down
[22] looking,last
[21] one,chart
[21] chart,#dataviz

Top Word Pairs in Tweet in G9:
[76] #ctf,#ctf2022
[64] #ヒーローズリーグ,#civictechjp
[62] civictech賞決勝,#ヒーローズリーグ
[53] #ctf2022,#ctf2022_2023
[52] #civictech,#civictechforum
[48] #ctf2022_2023,#civictech
[36] civic,tech
[33] #civictechforum,#シビックテック
[29] #シビックテック,#シビックテックフォーラム
[18] ctf2022,会場テーマ紹介

Top Word Pairs in Tweet in G10:
[20] édition,#budgetparticipatif
[12] l'heure,votes
[11] budget,participatif
[11] associvictecheu,associvictecheu
[10] projets,préférés
[10] référentiel,#civictech
[10] actives,france
[10] #civictech,actives
[10] expert,dialogue
[10] notre,référentiel

Top Replied-To
Top Replied-To in Entire Graph:
@openupsa
@uscensusbureau
@codeforall
@francoisg
@ngrossman81
@erie
@jirkapanek
@fukumura_kaigo
@pieforproviders
@blabbate

Top Replied-To in G1:
@navapbc
@erie
@ngrossman81
@clarajeffery
@jointechladies
@lesbiantech
@sarahschacht
@patcon_
@datakind
@rightscon

Top Replied-To in G2:
@openupsa
@codeforall
@codeforjapan
@zn
@mstem
@unmarecito
@code4africa
@ics_centre
@ufuluwangamw

Top Replied-To in G3:
@blabbate
@munidigital_
@darpg_goi
@aslisubhash
@amitegov
@aly_rahim

Top Replied-To in G5:
@laadkalus
@civictechguide
@aelcenganda
@gr8governance
@laura_j_boyle
@olivzzzz8
@jonathan_rowson
@bhfbarr
@jacattell
@cholten99

Top Replied-To in G6:
@jabaribrisport

Top Replied-To in G9:
@fukumura_kaigo

Top Replied-To in G10:
@adrienduguet
@associvictecheu

Top Mentioned
Top Mentioned in Entire Graph:
@codeforall
@usds
@usdigitalcorps
@codingitforward
@wevisdemo
@ggonjourney
@gsa_tts
@codeforamerica
@18f
@civictechafrica

Top Mentioned in G1:
@usds
@usdigitalcorps
@codingitforward
@gsa_tts
@18f
@digital_gov
@whostp
@congressfellows
@performancegov
@techtalentproj

Top Mentioned in G2:
@codeforall
@civictechafrica
@code4africa
@wits_wsg
@hsrcza
@charter_africa
@codeforpakistan
@un
@tayarishafrica
@peoplepowrd

Top Mentioned in G3:
@govtechhub
@redmatriz
@diplogobabierto
@carlos_santiso
@wbg_gov
@riga_latam
@worldbank
@ramirezalujas
@amitegov
@gigapp

Top Mentioned in G4:
@wbg_gov
@theon9citizen
@julia_edinger
@digitaleboxcrm
@franksowa1
@gquaggiotto
@elk_l
@wbmaldives
@barrytriana001
@cambo5157

Top Mentioned in G5:
@g0vlondon
@nwspk
@dinosaurenby
@patcon_
@civictechto
@usepolis
@serpentineuk
@neville_park
@vivlanova
@aelcenganda

Top Mentioned in G6:
@betanyc
@nycsodata
@nycanalytics
@cunylaw
@reinventalbany
@noneck
@digiphile
@nycofficeoftech
@nycmayor
@sarahschacht

Top Mentioned in G7:
@wevisdemo
@ggonjourney
@codeforall

Top Mentioned in G8:
@mheadd
@govdirectory
@gotic_ci

Top Mentioned in G9:
@civictechforum
@ogimotoki
@homata
@heroesleague_ma
@tokyoossparty
@cocoro_este8
@airpocketrobot
@codeforoita
@takeshi_kato

Top Mentioned in G10:
@associvictecheu
@europarl_en
@adrienduguet
@natview_ng
@deciderensemble
@idcity
@demtech_org
@public_germany
@make_orgde
@sarahdelahaye

Top Tweeters
Top Tweeters in Entire Graph:
@kakusan_rt
@chidambara09
@rahul05ranjan
@prtimes_news
@netminnow
@dclarediane
@dataaugmented
@education_24x7
@nnoophilaa
@ucloudify

Top Tweeters in G1:
@netminnow
@hubofml
@lulu82824
@persistentpengn
@jobsviatweet
@tmobile
@tummler10
@groundwatchnews
@clancynewyork
@fluxcapdoodah

Top Tweeters in G2:
@ricardo_ik_ahau
@euwatchers
@polbegov
@sound_of_sirens
@greentechdon
@smartecocity
@pcdnetwork
@atsen_
@tsakkym
@nordicgeo

Top Tweeters in G3:
@chile7171
@pib_india
@zoranhorus
@mauriciojaramil
@elotromodelo
@alxprince
@rudycedenho
@ictlogist
@enrikelopez
@rafacamu

Top Tweeters in G4:
@dclarediane
@digyoursoul
@gregmroscoe
@dunyanews
@toniragusa
@leadershipnga
@independentngr
@torontostar
@moisturevapor8r
@franksowa1

Top Tweeters in G5:
@pythonroboto
@kcranews
@tcmuffin
@newrepublic
@rachelcdailey
@edent
@shannonmattern
@sboots
@teh_aimee
@dinosaurenby

Top Tweeters in G6:
@ne_ober
@digiphile
@pbump
@soniapertor
@martinslewis
@noneck
@itv
@siadvance
@nextgov
@indleftnews

Top Tweeters in G7:
@nnoophilaa
@psycheportz_
@monaugnt
@khnmaist
@poemcal
@happywindz
@poeticalization
@beer2bme
@onjenown
@kkb_min129

Top Tweeters in G8:
@prtimes_news
@heyratty
@prtimes_biz
@kamikudakun
@ofuturecities
@mshouji
@et_cio
@philippejb_pjb
@evanwolf
@opportunitydesk

Top Tweeters in G9:
@kakusan_rt
@lasarasa
@y2_naranja
@nana0773nana
@allforbigfire
@kmoriyama
@higekita1
@nec_jp_pr
@slowslowfood
@tks

Top Tweeters in G10:
@abdoul_official
@dwatchnews_eur
@actufr
@llthingscitizen
@andreas_kovar
@nico_vanderb
@youth_forum
@maronkouhou
@remyoursenpeluc
@europarl_en