globaldev, Twitter, 8/10/2020 7:12:18 AM, 232280


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globaldev_2020-08-09_22-58-01.xlsx
globaldev_2020-08-09_22-58-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 10, 2020
Short Description:
globaldev via NodeXL https://bit.ly/2F5WvGt
@intldogooder
@nextbillion
@deganali
@sophieefange
@aidnography
@socentlive
@wildinnovators
@roopadhatt
@ids_uk
@lightsolar

Top hashtags:
#globaldev
#covid19
#internationaldevelopment
#globaldevelopment
#dev
#covid

Description:
Description
The graph represents a network of 1,036 Twitter users whose tweets in the requested range contained "globaldev", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 10 August 2020 at 06:00 UTC.

The requested start date was Monday, 10 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 13-day, 18-hour, 13-minute period from Monday, 27 July 2020 at 00:03 UTC to Sunday, 09 August 2020 at 18:17 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 : 1036
Unique Edges : 755
Edges With Duplicates : 2034
Total Edges : 2789
Number of Edge Types : 5
Retweet : 835
MentionsInRetweet : 1197
Mentions : 431
Replies to : 13
Tweet : 313
Self-Loops : 336
Reciprocated Vertex Pair Ratio : 0.0665680473372781
Reciprocated Edge Ratio : 0.124826629680999
Connected Components : 96
Single-Vertex Connected Components : 43
Maximum Vertices in a Connected Component : 612
Maximum Edges in a Connected Component : 1742
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 6.534921
Graph Density : 0.00134482308395352
Modularity : 0.477981
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 1,036 Twitter users whose tweets in the requested range contained "globaldev", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 10 August 2020 at 06:00 UTC.

The requested start date was Monday, 10 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 13-day, 18-hour, 13-minute period from Monday, 27 July 2020 at 00:03 UTC to Sunday, 09 August 2020 at 18:17 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 : globaldev
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:
[22] https://www.dandc.eu/en/article/anyone-serious-interest-our-content-can-currently-sign-free-print-subscription
[19] https://www.theguardian.com/global-development/2020/jul/29/democrats-introduce-bill-to-repeal-anti-abortion-rule-for-us-overseas-aid
[17] https://www.dandc.eu/en/archive
[12] https://www.ids.ac.uk/news/podcasts-for-your-staycation/
[8] https://www.wildleadershipforum.org/
[7] https://policyshapers.com/
[6] https://www.inclusivefutures.org/
[5] https://www.eventbrite.com/e/decolonize-everything-tickets-115843197121
[5] https://www.globaldev.blog/blog/beyond-lockdown-rebuilding-social-contract
[4] https://www.thewildnetwork.org/event/e40a93f6-9345-4c2a-ade0-9578c78c2977/websitePage:c5d6edd9-5744-40a4-8330-3d5f5aea1a2c?environment=P2&5S,M3,e40a93f6-9345-4c2a-ade0-9578c78c2977=

Top URLs in Tweet in G1:
[2] http://www.how-matters.org/2020/06/01/ways-to-be-in-action-against-anti-black-racism/
[2] https://link.medium.com/l4fVXA4Lm8
[1] https://twitter.com/WomenDev/status/1288472508656758790
[1] https://www.youtube.com/watch?v=ROwgPg_W95o&feature=youtu.be

[1] https://twitter.com/sarahcpr/status/1283098431553183747
[1] https://twitter.com/mothersinvent/status/1289273624231215104
[1] https://www.philanthropy.com/article/To-White-Leaders-of/249207
[1] https://medium.com/justice-funders/philanthropys-role-in-dismantling-white-supremacy-and-anti-blackness-toward-a-just-transition-95383a55dc10
[1] https://twitter.com/solidairetweets/status/1291427064063508487
[1] https://sapnastrategies.com/2020/06/04/if-you-like-it-then-you-should-have-put-a-reng-on-it-moving-nonprofit-boards-towards-real-racial-equity-re-commitments/

Top URLs in Tweet in G2:
[12] https://www.ids.ac.uk/news/podcasts-for-your-staycation/
[4] https://www.ids.ac.uk/news/top-summer-reading-recommendations-3/
[3] https://www.itad.com/article/balancing-uk-development-objectives-national-interest-fco-dfid-merger/
[2] https://www.dandc.eu/en/article/anyone-serious-interest-our-content-can-currently-sign-free-print-subscription
[1] https://nextbillion.net/coronavirus-resources-social-impact-sector-covid19/?utm_sq=gdx71maj2i&utm_source=twitter&utm_medium=social&utm_campaign=nextbillion&utm_content=coronavirusevergreenpromo
[1] https://nextbillion.net/nextbillion-series/enterprise-in-the-time-of-coronavirus/?utm_sq=gdx7pxec2f&utm_source=twitter&utm_medium=social&utm_campaign=nextbillion&utm_content=coronavirusevergreenpromo
[1] https://nextbillion.net/coronavirus-resources-social-impact-sector-covid19/?utm_sq=gdx7exqhly&utm_source=twitter&utm_medium=social&utm_campaign=nextbillion&utm_content=coronavirusevergreenpromo
[1] https://nextbillion.net/coronavirus-resources-social-impact-sector-covid19/?utm_sq=gdx6zmft1p&utm_source=twitter&utm_medium=social&utm_campaign=nextbillion&utm_content=coronavirusevergreenpromo
[1] https://nextbillion.net/coronavirus-resources-social-impact-sector-covid19/?utm_sq=gdx6vqx5jv&utm_source=twitter&utm_medium=social&utm_campaign=nextbillion&utm_content=coronavirusevergreenpromo
[1] https://nextbillion.net/future-of-microfinance-interview/?utm_sq=ghajrvvms5&utm_source=twitter&utm_medium=social&utm_campaign=nextbillion&utm_content=nbdailyposttweets

Top URLs in Tweet in G3:
[7] https://www.wildleadershipforum.org/
[4] https://www.thewildnetwork.org/event/e40a93f6-9345-4c2a-ade0-9578c78c2977/websitePage:c5d6edd9-5744-40a4-8330-3d5f5aea1a2c?environment=P2&5S,M3,e40a93f6-9345-4c2a-ade0-9578c78c2977=
[4] https://chemonics.com/blog/moving-past-the-discussion-table-3-methods-for-operationalizing-private-sector-partnerships/
[3] https://www.wildleadershipforum.org/tickets
[2] https://www-devex-com.cdn.ampproject.org/c/s/www.devex.com/news/opinion-let-s-have-an-uncomfortable-conversation-97810/amp
[2] https://www.wildleadershipforum.org/event/e619096c-fa93-4e2b-917a-ed82df4c1904/websitePage:aaaf4d1d-6769-4d53-a5d5-ae5887eca576?environment=P2&5S,M3,e619096c-fa93-4e2b-917a-ed82df4c1904=
[1] https://medium.com/@collectivecareteam/statement-on-our-collective-resignation-from-the-nobel-womens-initiative-6dba7b97dc97
[1] https://www.thenewhumanitarian.org/opinion/2020/07/16/me-too-Black-lives-matter-ngos-racism?utm_source=The%20New%20Humanitarian&utm_campaign=fcc08fc438-EMAIL_CAMPAIGN_2020_07_17_Weekly&utm_medium=email&utm_term=0_d842d98289-fcc08fc438-75550101
[1] https://gadnetwork.org/gadn-resources/gadns-woc-forum-statement-on-systemic-racism-and-white-supremacy
[1] https://wildleadershipforum.org

Top URLs in Tweet in G4:
[6] https://www.inclusivefutures.org/
[2] https://www.bond.org.uk/news/2020/07/how-can-we-reconnect-with-audiences-weve-left-behind
[2] https://www.bond.org.uk/news/2020/07/how-startups-and-ngos-can-work-together-for-stronger-impact
[1] https://www.developmentcompass.org/blog/action/germans-more-aware-of-global-challenges-as-a-result-of-covid-19
[1] https://developmentcompass.org/blog/action/fighting-covid-19-in-the-developing-world-women-s-perspectives-and-priorities
[1] https://www.bond.org.uk/news/2020/07/3-ways-power-is-being-redistributed-over-the-next-decade
[1] https://www.inclusivefutures.org/edwin-osundwa
[1] https://sightsavers.org/stories/2020/07/lightning-strike-changed-yousubs-life-forever/

Top URLs in Tweet in G5:
[4] https://trustconsultancy.org/portfolio-item/develop-tors/
[2] https://www.globaldev.blog/blog/beyond-lockdown-rebuilding-social-contract
[2] https://evidenceaction.bamboohr.com/jobs/
[1] https://www.theguardian.com/global-development/2020/jul/11/covid-19-has-revealed-a-pre-existing-pandemic-of-poverty-that-benefits-the-rich
[1] https://www.weforum.org/agenda/2020/07/covid-19-in-africa-who-media-briefing-on-2-july/
[1] https://www.bbc.com/news/amp/world-africa-53479367
[1] https://www.cnn.com/2020/07/22/africa/slum2school-online-learning-nigeria/index.html
[1] https://www.businesslive.co.za/bd/opinion/2020-07-16-elsie-kanza-the-pandemic-has-created-an-ethos-of-urgent-action-in-africa/
[1] https://www.weforum.org/agenda/2020/07/the-pandemic-has-created-an-ethos-of-urgent-collective-action-in-africa-this-model-can-achieve-lasting-change/
[1] https://learningenglish.voanews.com/a/coronavirus-creates-education-crisis-across-africa/5511984.html

Top URLs in Tweet in G6:
[3] https://www.policyalternatives.ca/newsroom/updates/remembering-john-loxley
[2] https://arpbooks.org/Blog/Our-dear-friend-and-mentor-John-Loxley-died-on-July-28-2020
[1] https://www.cornellpress.cornell.edu/book/9781501750090/fields-of-gold/#bookTabs=1
[1] https://twitter.com/gotonura/status/1290744169854623744
[1] https://www.tandfonline.com/doi/full/10.1080/02255189.2020.1764338?cookieSet=1
[1] https://twitter.com/joshbudlender/status/1292170849160765444
[1] https://passages.winnipegfreepress.com/passage-details/id-274531/LOXLEY_JOHN?fbclid=IwAR2B7UQ5y5xPKSkGuOnWZD_-SwL966X9lP9B_aF2E3f78pdqTDlgZNUTNsI
[1] https://www.sciencedirect.com/science/article/pii/S0305750X20301509

Top URLs in Tweet in G7:
[1] https://www.theguardian.com/education/2020/jul/30/women-put-careers-on-hold-to-home-school-during-uk-covid-19-lockdown?CMP=Share_iOSApp_Other

Top URLs in Tweet in G8:
[1] https://www.engineeringforchange.org/news/words-fail-us-racism-international-development-publishing/
[1] https://twitter.com/engineer4change/status/1289609150364704768
[1] https://chwimpact.org/jobs
[1] https://womendeliver.org/publications/humanitarian-4-her-advocacy-toolkit/

Top URLs in Tweet in G9:
[1] https://statedept.webex.com/mw3300/mywebex/default.do?nomenu=true&siteurl=statedept&service=6&rnd=0.29412345620141533&main_url=https://statedept.webex.com/ec3300/eventcenter/event/eventAction.do%3FtheAction%3Ddetail%26%26%26EMK%3D4832534b000000029df4628b068520e303410137e08070ffda65a0e2b17c7ff3179694d39a86a98b%26siteurl%3Dstatedept%26confViewID%3D167925554284092781%26encryptTicket%3DSDJTSwAAAAIAbc2flGumyOUQzykZDIB7qOB1EO9U57yR4OYNJEQwnA2%26
[1] http://www.whyafrica.co.za/mines-can-create-more-value-through-local-procurement/

Top URLs in Tweet in G10:
[1] https://twitter.com/msalimu/status/1291411198861365262
[1] https://gadnetwork.org/gadn-resources/gadns-woc-forum-statement-on-systemic-racism-and-white-supremacy
[1] https://twitter.com/GAD_Network/status/1288499666720624640

Top Domains
Top Domains in Tweet in Entire Graph:
[86] twitter.com
[39] dandc.eu
[36] globaldev.blog
[27] nextbillion.net
[22] ac.uk
[22] theguardian.com
[21] meandahq.com
[15] wildleadershipforum.org
[15] nuzzel.com
[9] co.uk

Top Domains in Tweet in G1:
[16] twitter.com
[7] simplecast.com
[3] how-matters.org
[3] medium.com
[2] opendemocracy.net
[1] youtube.com
[1] philanthropy.com
[1] sapnastrategies.com
[1] mwnation.com
[1] laprogressive.com

Top Domains in Tweet in G2:
[25] nextbillion.net
[16] ac.uk
[4] itad.com
[2] acast.com
[2] dandc.eu
[2] twitter.com
[1] idronline.org
[1] harperhill.global
[1] soundcloud.com
[1] list-manage.com

Top Domains in Tweet in G3:
[14] wildleadershipforum.org
[4] thewildnetwork.org
[4] chemonics.com
[2] thenewhumanitarian.org
[2] ampproject.org
[2] co.uk
[2] twitter.com
[1] medium.com
[1] gadnetwork.org
[1] unabridgedleadership.com

Top Domains in Tweet in G4:
[7] inclusivefutures.org
[5] org.uk
[2] developmentcompass.org
[1] sightsavers.org

Top Domains in Tweet in G5:
[14] twitter.com
[5] trustconsultancy.org
[4] brookings.edu
[4] spotify.com
[4] apple.com
[3] weforum.org
[2] bbc.com
[2] actionafrica.org
[2] org.in
[2] cnbcafrica.com

Top Domains in Tweet in G6:
[3] policyalternatives.ca
[2] twitter.com
[2] arpbooks.org
[1] cornell.edu
[1] tandfonline.com
[1] winnipegfreepress.com
[1] sciencedirect.com

Top Domains in Tweet in G7:
[1] theguardian.com

Top Domains in Tweet in G8:
[1] engineeringforchange.org
[1] twitter.com
[1] chwimpact.org
[1] womendeliver.org

Top Domains in Tweet in G9:
[1] webex.com
[1] co.za

Top Domains in Tweet in G10:
[2] twitter.com
[1] gadnetwork.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[800] globaldev
[113] covid19
[104] internationaldevelopment
[80] globaldevelopment
[71] dev
[62] covid
[52] datascience
[51] econometrics
[49] research
[48] aid



Top Hashtags in Tweet in G1:
[85] globaldev
[17] globalhealth
[16] aid
[13] china
[11] socent
[10] universalbasicincome
[9] philanthropy
[7] sdgs
[7] latinamerica
[7] inequality

Top Hashtags in Tweet in G2:
[61] globaldev
[35] covid19
[10] emergingmarkets
[9] oldage
[9] socialpensions
[7] coronavirus
[7] socimp
[6] sdgs
[6] genderequality
[6] podcast

Top Hashtags in Tweet in G3:
[46] globaldev
[18] bewild2020
[12] diversityandinclusion
[7] privatesector
[4] women
[3] privatesectorpartnerships
[2] covid
[2] womenleaders
[2] blacklivesmatter
[1] racism

Top Hashtags in Tweet in G4:
[23] globaldev
[16] covid19
[12] pandemic
[9] inclusivefutures
[8] buildbackbetter
[6] disability
[5] gender
[5] databydel
[5] leavenoonebehind
[4] devcomms

Top Hashtags in Tweet in G5:
[75] globaldev
[40] africa
[34] internationaldevelopment
[27] investinafrica
[27] devcomms
[27] aid
[27] sharehumanity
[23] globaldevelopmentgoals
[19] coronavirus
[16] covid_19

Top Hashtags in Tweet in G6:
[25] globaldev
[5] johnloxley
[2] landrush
[2] openaccess
[2] covid
[1] cjds
[1] canada
[1] genderequality

Top Hashtags in Tweet in G7:
[40] covid
[1] genderequity
[1] globaldev

Top Hashtags in Tweet in G8:
[33] globaldev
[15] humanitarians
[10] hiring
[7] humanitarian
[4] racism
[3] amediting
[1] career
[1] globalhealth
[1] devjobs
[1] ict4d

Top Hashtags in Tweet in G9:
[4] globaldev
[3] localcontent
[2] mining
[2] esg
[1] econhist
[1] highered
[1] localprocurement

Top Hashtags in Tweet in G10:
[17] globaldev
[1] blacklivesmatter

Top Words
Top Words in Tweet in Entire Graph:
[796] #globaldev
[161] global
[143] more
[111] development
[104] #covid19
[104] #internationaldevelopment
[103] women
[81] working
[80] #globaldevelopment
[78] aid

Top Words in Tweet in G1:
[85] #globaldev
[32] globaldevpod
[30] danbanik
[22] women
[21] laurahoemeke
[20] deganali
[19] aid
[18] international
[18] white
[17] #globalhealth

Top Words in Tweet in G2:
[61] #globaldev
[29] #covid19
[27] help
[25] ids_uk
[20] nextbillion
[16] more
[16] interest
[15] development
[14] podcasts
[13] top

Top Words in Tweet in G3:
[46] #globaldev
[39] global
[30] co
[29] womeningh
[27] women
[27] founder
[25] join
[23] development
[22] leadership
[21] forum

Top Words in Tweet in G4:
[23] #globaldev
[18] aid
[18] devengagelab
[16] #covid19
[12] #pandemic
[12] think
[11] public
[11] attitudes
[11] germany
[11] taken

Top Words in Tweet in G5:
[75] #globaldev
[40] #africa
[34] #internationaldevelopment
[27] #investinafrica
[27] #devcomms
[27] #aid
[27] #sharehumanity
[23] #globaldevelopmentgoals
[20] africa
[19] #coronavirus

Top Words in Tweet in G6:
[37] ahakramlodhi
[24] one
[24] development
[23] food
[23] politics
[23] heck
[23] thorough
[23] review
[23] literature
[23] points

Top Words in Tweet in G7:
[40] ll
[40] keep
[40] shouting
[40] centrality
[40] gender
[40] #covid
[40] 19
[40] until
[40] becomes
[40] central

Top Words in Tweet in G8:
[33] #globaldev
[30] ngos
[16] darapassano
[15] vs
[15] mean
[15] cheat
[15] sheet
[15] #humanitarians
[14] ðÿž
[10] chw_impact

Top Words in Tweet in G9:
[27] research
[27] thread
[26] lots
[26] debate
[26] modernisation
[26] theory
[26] twitter
[26] looked
[26] detail
[26] literature

Top Words in Tweet in G10:
[34] women
[24] working
[24] black
[24] sector
[23] thousands
[23] woc
[23] international
[23] aid
[22] sophieefange
[22] sile

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[79] #globaldev,#globaldevelopment
[72] #globaldevelopment,#internationaldevelopment
[51] #datascience,#econometrics
[49] #internationaldevelopment,#dev
[44] #covid,19
[44] global,response
[42] ll,keep
[42] keep,shouting
[42] shouting,centrality
[42] centrality,gender

Top Word Pairs in Tweet in G1:
[10] work,#globaldev
[10] idea,#universalbasicincome
[10] #universalbasicincome,received
[10] received,considerable
[10] considerable,attention
[10] attention,late
[10] late,lazaruschakwera
[10] lazaruschakwera,skchilima
[10] skchilima,#globaldev
[9] danbanik,idea

Top Word Pairs in Tweet in G2:
[13] #globaldev,#covid19
[12] podcasts,'staycation'
[12] 'staycation',#globaldev
[12] #covid19,ft
[12] ft,helenlewis
[12] helenlewis,kellyshephard
[12] kellyshephard,mleach_ids
[11] ids_uk,podcasts
[9] self,help
[9] help,groups

Top Word Pairs in Tweet in G3:
[27] co,founder
[20] join,roopadhatt
[20] roopadhatt,co
[20] founder,executive
[20] executive,director
[20] director,womeningh
[20] womeningh,virtual
[20] virtual,lunch
[20] lunch,discuss
[19] global,health

Top Word Pairs in Tweet in G4:
[11] aid,attitudes
[11] attitudes,germany
[11] germany,taken
[11] taken,hit
[11] hit,#pandemic
[11] #pandemic,pandemic
[11] pandemic,drop
[11] drop,last
[11] last,year
[11] year,those

Top Word Pairs in Tweet in G5:
[31] #internationaldevelopment,#globaldev
[27] #investinafrica,#internationaldevelopment
[27] #globaldev,#devcomms
[27] #devcomms,#aid
[27] #aid,#sharehumanity
[23] #sharehumanity,#africa
[15] #globaldevelopmentgoals,#africa
[15] #africa,#covid
[14] #coronavirus,#covidー19
[14] #covidー19,#covid_19

Top Word Pairs in Tweet in G6:
[23] food,politics
[23] politics,development
[23] development,one
[23] one,heck
[23] heck,thorough
[23] thorough,review
[23] review,literature
[23] literature,points
[23] points,ways
[23] ways,forward

Top Word Pairs in Tweet in G7:
[40] ll,keep
[40] keep,shouting
[40] shouting,centrality
[40] centrality,gender
[40] gender,#covid
[40] #covid,19
[40] 19,until
[40] until,becomes
[40] becomes,central
[40] central,global

Top Word Pairs in Tweet in G8:
[15] ngos,vs
[15] vs,ngos
[15] ngos,mean
[15] mean,cheat
[15] cheat,sheet
[15] sheet,#globaldev
[15] #globaldev,#humanitarians
[14] darapassano,ngos
[10] good,news
[10] news,thirteen

Top Word Pairs in Tweet in G9:
[26] lots,debate
[26] debate,modernisation
[26] modernisation,theory
[26] theory,twitter
[26] twitter,looked
[26] looked,detail
[26] detail,research
[26] research,thread
[26] thread,literature
[25] farwasial,lots

Top Word Pairs in Tweet in G10:
[23] thousands,black
[23] black,women
[23] women,woc
[23] woc,working
[23] working,international
[23] international,aid
[23] aid,sector
[22] sophieefange,thousands
[22] sector,sile
[12] systemic,racism

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kitakazethomas
@jocalynclark
@ahakramlodhi
@dlprog
@undp
@globaldevpod
@aidnography
@danbanik
@nextbillion
@laurahoemeke

Top Mentioned in G1:
@globaldevpod
@danbanik
@laurahoemeke
@deganali
@womendev
@lazaruschakwera
@skchilima
@intldogooder
@satpathylive
@angelabruceraeb

Top Mentioned in G2:
@ids_uk
@nextbillion
@helenlewis
@kellyshephard
@mleach_ids
@devpathways
@moinqazi123
@itadltd
@phat_controller
@serena_natile

Top Mentioned in G3:
@roopadhatt
@womeningh
@wildinnovators
@f_macaulay
@sneweyy
@fogginsophie
@chemonics
@patmitchell
@tedwomen
@acumen

Top Mentioned in G4:
@devengagelab
@dfid_uk
@foreignoffice
@sightsavers_pol
@philiprbarton
@sightsavers
@actionaiduk
@bondngo
@lftwworldwide
@sddirect_global

Top Mentioned in G6:
@ahakramlodhi
@gotonura
@caringsociety
@joshbudlender
@thecurrentcbc
@cowater_intl
@arpbooks
@sophieefange
@jennclapp
@foodgovernance

Top Mentioned in G7:
@jocalynclark

Top Mentioned in G8:
@darapassano
@chw_impact
@marcyhersh
@dani_barrington
@engineer4change
@iana_aranda
@chw_i
@romainmurphy
@deganali

Top Mentioned in G9:
@farwasial
@ewb_msv
@payneinstitute
@energyatstate
@icmm_com
@leonlouw3
@srkconsulting
@botsw
@aidnography
@botswanawatch

Top Mentioned in G10:
@sophieefange
@leilabilling
@gad_network
@100kit

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@viriyabot
@chriskirouac
@telegraph
@keithmfitz
@friedrichhayek
@stfuimtweetn0_o
@sunjayjk
@ewestaway
@dataaugmented

Top Tweeters in G1:
@chriskirouac
@sunjayjk
@bethbarany
@nimkoali
@fleurenewman
@vonyango_
@mpho3_united
@1234kdmcnejss
@rkbinjie
@nationonlinemw

Top Tweeters in G2:
@femtech_
@viralvideovlogs
@npr
@lord_olelieza
@newscientist
@sdgsbot
@nextbillion
@christa26930016
@nasdaq
@jamesjumba

Top Tweeters in G3:
@k_ophelia
@newhumanitarian
@jamesgrantpr
@d3rns
@atsushi_tamaki
@sarahchampionmp
@pamojauk
@skollfoundation
@fhi360
@nobelwomen

Top Tweeters in G4:
@irene89383961
@dollatalina
@savechildrenuk
@foreignoffice
@suffolkvillage
@welldone09
@sightsavers
@dfid_uk
@actionaiduk
@wateraiduk

Top Tweeters in G5:
@modernworldcen
@gracelabby
@caruchy
@raulza
@donnabow
@usglc
@tinea10
@_la_del_barrio
@nfpsynergy
@nicolegoldin

Top Tweeters in G6:
@dannywijnhoud
@yoshiefuruhashi
@ahakramlodhi
@nlsmith99
@crystalsimeoni
@lekhachakrborty
@cadwego
@thecurrentcbc
@tynergeography
@tarirokamuti

Top Tweeters in G7:
@shab302611
@lizmayessex
@dbattistella
@quiatimet
@ur_greens
@szetoinsitu
@jjaimemiranda
@rivasmj
@gourmetpenguin
@kentbuse

Top Tweeters in G8:
@laurenrajczak
@trevortrix
@benard_kalua
@cathgiboin
@arrow_women
@npatil55
@nepalchirp
@bexsindall
@guacamolebio
@dschimmelinter

Top Tweeters in G9:
@friedrichhayek
@prepaid_economy
@udadisi
@drsirera
@alt_ali9
@alfgunvald
@encovert
@iliasalami
@bhabani79
@mike_amanpene

Top Tweeters in G10:
@ewestaway
@roshneenarrande
@lusukalanga
@_vickigass
@tustuleca
@msalimu
@tomnewby
@vanyaradzayi
@nangabe
@nmukhia


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