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gatesfoundation_2022-07-03_21-00-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 04, 2022
Short Description:
gatesfoundation via NodeXL https://bit.ly/3y9JVxQ
@gatesfoundation
@diyana256
@billgates
@andrewgillies9
@okwutenetwork
@braincures
@teyegr
@andylumm
@worldbank
@melindagates

Top hashtags:
#40days40fintechs
#leveloneproject
#fintech
#kigalisummit
#gatesfoundation

Description:
Description
The graph represents a network of 8,004 Twitter users whose tweets in the requested range contained "gatesfoundation", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 04 July 2022 at 04:06 UTC.

The requested start date was Monday, 04 July 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, 21-hour, 2-minute period from Monday, 20 June 2022 at 00:59 UTC to Sunday, 03 July 2022 at 22:01 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 : 8004
Unique Edges : 12533
Edges With Duplicates : 16846
Total Edges : 29379
Number of Edge Types : 5
Retweet : 4689
MentionsInRetweet : 11432
Tweet : 196
Replies to : 1406
Mentions : 11656
Self-Loops : 330
Reciprocated Vertex Pair Ratio : 0.0165095624693511
Reciprocated Edge Ratio : 0.0324828473413379
Connected Components : 153
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 7525
Maximum Edges in a Connected Component : 28650
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.410408
Graph Density : 0.000291245105923859
Modularity : 0.491153
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,004 Twitter users whose tweets in the requested range contained "gatesfoundation", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 04 July 2022 at 04:06 UTC.

The requested start date was Monday, 04 July 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, 21-hour, 2-minute period from Monday, 20 June 2022 at 00:59 UTC to Sunday, 03 July 2022 at 22:01 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 : gatesfoundation
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:
[33] https://www.gatesfoundation.org/about/committed-grants?q=University%20of%20Edinburgh
[15] https://www.donorschoose.org/project/hawks-scientists-exploring-new-horizon/6495006/?utm_source=dc&utm_medium=directlink&utm_campaign=tpc_complete&utm_term=teacher_6859615&rf=directlink-dc-2022-05-tpc_complete-teacher_6859615&challengeid=21502315
[13] https://www.gatesfoundation.org/our-work/programs/global-development/polio
[11] https://www.donorschoose.org/project/concrete-connections/6526679/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_6213352&rf=twitter-dc-2022-06-project-teacher_6213352&challengeid=21344450&%24web_only=true&_branch_match_id=link-1070042265852887272
[10] https://www.gatesfoundation.org/about/committed-grants
[9] https://observer.ug/businessnews/74197-new-software-development-kit-introduced-to-revolutionalise-mobile-money-in-africa
[9] https://www.gatesfoundation.org/
[9] https://news.un.org/en/story/2022/06/1120922
[9] https://www.worldbank.org/en/news/press-release/2022/06/23/70-of-10-year-olds-now-in-learning-poverty-unable-to-read-and-understand-a-simple-text
[8] http://m.in

Top URLs in Tweet in G1:
[5] https://www.gatesfoundation.org/about/committed-grants/2019/11/inv003628
[5] https://twitter.com/melindagates/status/1539995978857455617
[5] https://usprogram.gatesfoundation.org/news-and-insights/articles/remastering-higher-ed-my-conversation-with-postsecondary-leaders-at-the-2022-eduventures-summit?utm_source=AG&utm_medium=TW
[4] https://www.gatesfoundation.org/about/committed-grants/2020/09/inv004478
[4] https://www.afro.who.int/news/neglected-tropical-disease-mentorship-launched-honour-dr-mwele-malecela
[4] https://www.youtube.com/watch?v=63KhlxC5Qw8&feature=youtu.be

[4] https://www.eldiario.es/129_8977bf?utm_campaign=botonera-share&utm_medium=social&utm_source=twitter
[3] https://www.gatesfoundation.org/ideas/media-center/press-releases/2022/06/gates-foundation-commits-support-to-end-malaria-and-ntds-in-africa
[3] https://www.gatesnotes.com/How-to-Prevent-the-Next-Pandemic?WT.mc_id=20220430100000_HTPTNP-Launch_GFG-TW_&WT.tsrc=GFGTW#Article3
[3] https://www.gatesfoundation.org/ideas/articles/how-to-eliminate-river-blindness-onchocerciasis-africa

Top URLs in Tweet in G2:
[9] https://observer.ug/businessnews/74197-new-software-development-kit-introduced-to-revolutionalise-mobile-money-in-africa
[1] https://www.youtube.com/watch?v=BtR5Frgh0tY&feature=youtu.be

[1] https://www.digital-impact-awards.com/2022/03/women-in-fintech-magazine-march-2022-edition/
[1] https://www.ugstandard.com/card-pesa-is-keeping-start-ups-and-individuals-afloat-with-instant-collateral-free-loans/
[1] https://finance.yahoo.com/news/warren-buffett-wants-entire-96-123608569.html
[1] https://twitter.com/mojaloop/status/1539400276830044165

Top URLs in Tweet in G3:
[3] https://www.gatesfoundation.org/ideas/articles/how-to-eliminate-river-blindness-onchocerciasis-africa?utm_source=BG&utm_medium=TW
[3] https://www.youtube.com/watch?v=LWdLe8Cpdes&feature=youtu.be

[3] https://www.gatesfoundation.org/ideas/articles/how-to-eliminate-river-blindness-onchocerciasis-africa
[2] https://www.youtube.com/watch?v=rL4HZVMAs-g&feature=youtu.be

[2] https://www.cnbcafrica.com/2021/why-the-world-must-once-again-mobilize-against-malaria/?sf156344324=1
[2] https://www.gofundme.com/f/por-la-sanidad-de-nisamar?utm_campaign=p_cf+share-flow-1&utm_medium=chat&utm_source=whatsapp
[2] https://www.gofundme.com/f/help-baby-khyati
[2] https://milaap.org/khyati
[2] https://savekhyati.in/
[1] https://www.gatesfoundation.org/goalkeepers/the-goalkeepers/advisory-group/?utm_source=BG&utm_medium=TW

Top URLs in Tweet in G4:
[9] https://www.worldbank.org/en/news/press-release/2022/06/23/70-of-10-year-olds-now-in-learning-poverty-unable-to-read-and-understand-a-simple-text
[9] https://news.un.org/en/story/2022/06/1120922
[4] https://thedocs.worldbank.org/en/doc/e52f55322528903b27f1b7e61238e416-0200022022/original/Learning-poverty-report-2022-06-21-final-V7-0-conferenceEdition.pdf
[4] https://www.worldbank.org/en/topic/education/publication/state-of-global-learning-poverty
[3] https://www.worldbank.org/en/news/press-release/2022/06/23/70-of-10-year-olds-now-in-learning-poverty-unable-to-read-and-understand-a-simple-text?cid=ECR_TT_worldbank_EN_EXT
[2] https://www.unicef.org/reports/state-global-learning-poverty-2022
[2] https://worldbankgroup.zoom.us/meeting/register/tJMkceirqjksGNY3_XPez134T6uyeu7FYROf
[2] https://indianf.com/learning-poverty-70-per-cent-of-10-year-old-cant-read/
[2] https://kanodaily.com.ng/2021/02/10/uplifting-life-standard-of-people-with-disability-our-priority-ssg-kn/
[1] https://www.worldbank.org/en/news/press-release/2022/06/23/70-of-10-year-olds-now-in-learning-poverty-unable-to-read-and-understand-a-simple-text?cid=afw_tt_wbafrica_en_ext

Top URLs in Tweet in G5:
[15] https://www.donorschoose.org/project/hawks-scientists-exploring-new-horizon/6495006/?utm_source=dc&utm_medium=directlink&utm_campaign=tpc_complete&utm_term=teacher_6859615&rf=directlink-dc-2022-05-tpc_complete-teacher_6859615&challengeid=21502315
[11] https://www.donorschoose.org/project/concrete-connections/6526679/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_6213352&rf=twitter-dc-2022-06-project-teacher_6213352&challengeid=21344450&%24web_only=true&_branch_match_id=link-1070042265852887272
[5] https://twitter.com/techysaavy/status/1541741985115037696
[2] https://www.donorschoose.org/project/kits-for-kindness/6481911/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_2311255&rf=twitter-dc-2022-06-project-teacher_2311255&challengeid=389423&%24web_only=true&_branch_match_id=link-1069686481918141574
[2] https://www.seattletimes.com/business/major-washington-employers-commit-to-maintaining-abortion-access-for-employees/
[2] https://igbc.in/igbc/
[1] https://www.donorschoose.org/project/happy-birthday/6536428/?utm_source=dc&utm_medium=directlink&utm_campaign=teacherhub&utm_term=teacher_240107&rf=directlink-dc-2022-07-teacherhub-teacher_240107&challengeid=57088
[1] https://www.donorschoose.org/project/help-homeless-books/6316055/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_2950414&rf=twitter-dc-2022-06-teacherhub-teacher_2950414&challengeid=20591475&%24web_only=true&_branch_match_id=link-1069068303827423183
[1] https://www.donorschoose.org/project/help-homeless-books/6316055/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_2950414&rf=twitter-dc-2022-06-teacherhub-teacher_2950414&challengeid=20591475&%24web_only=true&_branch_match_id=link-1070713007115640558
[1] https://www.donorschoose.org/project/cafe-mathematic/6528225/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_2260821&rf=twitter-dc-2022-06-teacherhub-teacher_2260821&challengeid=20873252&%24web_only=true&_branch_match_id=link-1070272485784514508

Top URLs in Tweet in G6:
[5] https://www.facebook.com/watch/FANRPAN/
[3] https://www.up.ac.za/arua-centre-of-excellence-in-sustainable-food-systems/news/post_3085705-climate-land-agriculture-and-biodiversity-clab-africa-east-africa-regional-webinar
[2] https://www.aasciences.africa/aesa/programmes/african-postdoctoral-training-initiative-apti
[2] https://rbi.irri.org/resources-and-tools/onerice-breeding-strategy
[2] https://www.devex.com/news/gates-foundation-pledges-140m-to-fight-malaria-in-africa-103513
[2] https://wuf.unhabitat.org/event/closing-sanitation-service-gap-integrating-sanitation-urban-legislation-policy-budgets-safe
[2] https://www.gatesfoundation.org/about/committed-grants?q=Gesunde%20erde
[1] https://us06web.zoom.us/meeting/register/tZAkdOmvpz4uE9fk11P5l3NRc8ARrw5E6IJW
[1] https://www.facebook.com/watch/?v=429564555846064&ref=sharing
[1] https://theconversation.com/molecular-research-could-help-nigeria-solve-a-host-of-health-problems-183366

Top URLs in Tweet in G7:
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DYyoKXfBQgXw&q=EgS4SO-bGJfOiZYGIhBWVgriXhoLPqST2g-6Wxu6MgFy
[1] https://twitter.com/christinapushaw/status/1538885764133568513

Top URLs in Tweet in G8:
[4] https://www.gatesfoundation.org/our-work/programs/global-development/polio
[2] https://opensea.io/assets/matic/0x2953399124f0cbb46d2cbacd8a89cf0599974963/54025828126604162475462751565819983590700182172199945810569187972335607580320/
[1] https://twitter.com/GerardDelaney39/status/1535729268281458688
[1] https://twitter.com/LieutenantSilva/status/1536428872119603203?t=JpMiQKvBTkSuYqBg0bqjYQ&s=19
[1] https://twitter.com/bennyjohnson/status/1537522114852532225?t=wXOmg6H9bw8iCk0XKuzDoQ&s=19
[1] https://twitter.com/LieutenantSilva/status/1521799846117752832?t=3mKO7NdfkVM9cmAEGCby0w&s=19
[1] https://www.youtube.com/watch?v=SS0DUmEdks0&feature=youtu.be

[1] https://childrenshealthdefense.org/defender/injuries-covid-shots-vaccine-vaers/?utm_source=salsa&eType=EmailBlastContent&eId=04a3c2d7-c720-450d-bd59-6518192bbe88
[1] https://childrenshealthdefense.org/defender/canadian-paralyzed-pfizer-covid-shot/?utm_source=salsa&eType=EmailBlastContent&eId=44f090bc-faaa-4b36-a715-4cf41dd52f3e
[1] https://childrenshealthdefense.org/defender/who-fda-gates-future-framework-covid-vaccines/?utm_source=salsa&eType=EmailBlastContent&eId=090a5127-70f9-4314-aabb-346577f48bc9

Top URLs in Tweet in G9:
[3] https://www.gatesfoundation.org/about/committed-grants?q=Ivermectin%20#committed_grants
[1] https://www.gatesfoundation.org/about/committed-grants/2017/10/opp1180249
[1] https://www.gatesfoundation.org/ideas/media-center/press-releases/2002/10/bill-gates-to-visit-india-on-hivaids-mission#:~:text=SEATTLE%20%2D%2D%20The%20Bill%20%26%20Melinda,prevent%20the%20transmission%20of%20HIV
[1] https://www.gatesfoundation.org/Ideas/Media-Center/Press-Releases/1999/05/Johns-Hopkins-University-School-of-Public-Health

Top URLs in Tweet in G10:
[3] https://twitter.com/hjhope/status/1537029638882578432
[1] https://www.gov.uk/government/news/uk-supports-new-international-drive-to-prevent-and-prepare-for-future-pandemics
[1] https://twitter.com/ChrisJElias/status/1539299658970894336
[1] https://twitter.com/nftcutie/status/1519271300195565568
[1] https://twitter.com/amyepeden/status/1542277608762912768
[1] https://zenodo.org/record/6620854/preview/From%20intent%20to%20impact%20-%20Investigating%20the%20effects%20of%20open%20sharing%20commitments%20%2815%20June%202022%29.pdf
[1] https://zenodo.org/record/6620914
[1] https://archive.ph/6EZ6y
[1] https://biosafety-info.net/articles/global-agreements-and-fora/other-un-agencies/military-revealed-as-top-funder-of-gene-drives-gates-foundation-paid-16-million-to-influence-un-on-gene-drives/
[1] https://www.cnbc.com/2019/03/08/bill-gates-backed-impossible-burger-ceo-patrick-brown-on-fighting-meat.html

Top Domains
Top Domains in Tweet in Entire Graph:
[300] gatesfoundation.org
[198] twitter.com
[38] donorschoose.org
[33] worldbank.org
[32] youtube.com
[16] myworkdayjobs.com
[11] zoom.us
[10] substack.com
[9] observer.ug
[9] facebook.com

Top Domains in Tweet in G1:
[66] gatesfoundation.org
[53] twitter.com
[8] youtube.com
[5] gatesnotes.com
[4] who.int
[4] eldiario.es
[3] co.uk
[3] whatsapp.com
[3] gavi.org
[3] zoom.us

Top Domains in Tweet in G2:
[9] observer.ug
[1] youtube.com
[1] digital-impact-awards.com
[1] ugstandard.com
[1] yahoo.com
[1] twitter.com

Top Domains in Tweet in G3:
[14] gatesfoundation.org
[13] twitter.com
[8] youtube.com
[4] gofundme.com
[2] co.uk
[2] cnbcafrica.com
[2] nypost.com
[2] facebook.com
[2] milaap.org
[2] savekhyati.in

Top Domains in Tweet in G4:
[31] worldbank.org
[12] twitter.com
[9] un.org
[3] unicef.org
[3] youtube.com
[2] wrld.bg
[2] zoom.us
[2] indianf.com
[2] com.ng
[1] soziable.es

Top Domains in Tweet in G5:
[37] donorschoose.org
[27] twitter.com
[9] substack.com
[2] gatesfoundation.org
[2] seattletimes.com
[2] igbc.in
[1] youtube.com
[1] greatgameindia.com
[1] forbes.com
[1] sputniknews.com

Top Domains in Tweet in G6:
[13] twitter.com
[6] facebook.com
[4] gatesfoundation.org
[3] ac.za
[2] aasciences.africa
[2] ac.uk
[2] irri.org
[2] devex.com
[2] unhabitat.org
[1] zoom.us

Top Domains in Tweet in G7:
[1] google.com
[1] twitter.com

Top Domains in Tweet in G8:
[6] twitter.com
[4] gatesfoundation.org
[4] childrenshealthdefense.org
[2] opensea.io
[1] youtube.com

Top Domains in Tweet in G9:
[6] gatesfoundation.org

Top Domains in Tweet in G10:
[6] twitter.com
[4] zenodo.org
[1] gov.uk
[1] archive.ph
[1] biosafety-info.net
[1] cnbc.com
[1] google.com
[1] okt.to

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1071] 40days40fintechs
[744] leveloneproject
[322] fintech
[136] kigalisummit
[92] gatesfoundation
[71] endlearningpoverty
[55] chogm2022
[52] endmalaria
[51] covid19
[51] beatntds



Top Hashtags in Tweet in G1:
[129] kigalisummit
[55] chogm2022
[48] endmalaria
[47] beatntds
[39] marchtokigali
[38] globalfindex
[33] 100percentcommitted
[32] nonauxmtn
[25] notontd
[24] le229marcheverskigali

Top Hashtags in Tweet in G2:
[1069] 40days40fintechs
[743] leveloneproject
[319] fintech
[49] dfsps
[5] iips
[4] includeeveryone
[4] womeninfintech
[3] mojaloop
[2] globalfindex
[2] warrenbuffett

Top Hashtags in Tweet in G3:
[5] urgente
[4] tigray
[4] gates
[4] gatesfoundation
[4] plz
[3] covid19
[3] tplfterroristgroup
[3] help
[3] billgates
[3] méxico

Top Hashtags in Tweet in G4:
[69] endlearningpoverty
[50] recovereducation
[20] covid19
[15] schools2030forum2022
[14] riseconf22
[7] rapidframework
[7] senegal
[7] unsgsa
[6] learningpoverty
[5] fln

Top Hashtags in Tweet in G5:
[20] teachertwitter
[16] dayoftheafricanchild
[16] angola
[16] declaration
[15] teacherlife
[15] science
[5] plandemia
[5] drpetermccullough
[5] cepi
[4] education

Top Hashtags in Tweet in G6:
[47] apti
[24] postdoctoral
[24] africanscientists
[15] fellowships
[15] africanresearchers
[11] g7
[8] protozoologist
[8] nigeria
[8] molecular
[7] clabafrica

Top Hashtags in Tweet in G7:
[1] unnecessaryeaters
[1] kakumaqueermates
[1] nogmo
[1] grants
[1] research
[1] grant
[1] wounds
[1] burns
[1] hollywood
[1] fauci

Top Hashtags in Tweet in G8:
[5] firefauci
[5] anthonyfauci
[5] billgates
[5] gatesfoundation
[5] cnn
[5] bbc
[5] foxnews
[4] who
[4] cdc
[4] covid

Top Hashtags in Tweet in G10:
[3] research
[3] covid19
[3] openscience
[3] opendata
[2] g7summit
[2] uk
[2] anatomy
[2] kukha
[1] us
[1] germany

Top Words
Top Words in Tweet in Entire Graph:
[3969] gatesfoundation
[1144] partners
[1071] #40days40fintechs
[1058] melindagates
[908] billgates
[868] including
[793] thanks
[792] development
[744] #leveloneproject
[728] stakeholders

Top Words in Tweet in G1:
[1787] gatesfoundation
[929] melindagates
[311] co
[308] years
[308] president
[306] urugwirovillage
[298] discussion
[298] met
[297] chair
[287] kagame

Top Words in Tweet in G2:
[1069] #40days40fintechs
[999] partners
[743] #leveloneproject
[737] development
[727] stakeholders
[727] including
[727] regulators
[679] ea
[678] thanks
[678] dfsps

Top Words in Tweet in G3:
[475] billgates
[369] gatesfoundation
[324] drtedros
[119] theendfund
[115] daniel
[115] boakye
[113] years
[113] diseases
[112] river
[108] 45

Top Words in Tweet in G4:
[282] worldbank
[248] 10
[224] learning
[202] gatesfoundation
[172] read
[167] poverty
[159] unicef
[152] 70
[149] unesco
[144] year

Top Words in Tweet in G5:
[204] gatesfoundation
[133] donorschoose
[106] love
[90] project
[88] help
[69] classroom
[68] check
[58] billgates
[48] school
[43] time

Top Words in Tweet in G6:
[129] gatesfoundation
[89] africa
[65] training
[49] regional
[47] #apti
[46] aasciences
[41] webinar
[39] postdoctoral
[39] initiative
[31] arua_sfs

Top Words in Tweet in G7:
[27] gatesfoundation
[11] secdef
[10] imfnews
[10] foxnews
[10] business
[9] cnn
[8] elonmusk
[8] holy_cross
[7] oigathhs
[7] cdcdirector

Top Words in Tweet in G8:
[50] mortheous
[48] itsme_missmarie
[48] marknor25
[48] dellabella87
[48] irishamerican27
[48] veritasmarcus
[47] dmasterofmayhem
[46] dpalias51
[43] lieutenantsilva
[34] gatesfoundation

Top Words in Tweet in G9:
[3] bombaybadboy
[3] spacesvector
[3] s51781902
[3] progunone1776
[3] dorismele
[3] jaquepierre4
[3] frankplp2022
[3] kerryoleary4
[3] quin4trump
[3] sohocomedy

Top Words in Tweet in G10:
[46] gatesfoundation
[24] 100
[18] wellcometrust
[13] bobby_network
[12] pandemic
[11] ukri_news
[10] global
[9] sharing
[9] report
[8] health

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[730] #40days40fintechs,#leveloneproject
[728] stakeholders,including
[728] including,regulators
[728] regulators,development
[681] development,partners
[680] partners,ea
[679] thanks,#40days40fintechs
[679] #leveloneproject,dfsps
[679] dfsps,stakeholders
[424] co,chair

Top Word Pairs in Tweet in G1:
[297] met,melindagates
[297] melindagates,co
[297] co,chair
[297] chair,gatesfoundation
[290] gatesfoundation,discussion
[286] president,kagame
[282] discussion,ongoing
[281] ongoing,projects
[280] kagame,met
[275] urugwirovillage,president

Top Word Pairs in Tweet in G2:
[729] #40days40fintechs,#leveloneproject
[727] stakeholders,including
[727] including,regulators
[727] regulators,development
[679] development,partners
[679] partners,ea
[678] thanks,#40days40fintechs
[678] #leveloneproject,dfsps
[678] dfsps,stakeholders
[417] diyana256,thanks

Top Word Pairs in Tweet in G3:
[249] billgates,gatesfoundation
[160] drtedros,billgates
[115] daniel,boakye
[108] boakye,theendfund
[108] 45,years
[106] neglected,tropical
[106] tropical,diseases
[98] years,working
[97] theendfund,spent
[97] spent,45

Top Word Pairs in Tweet in G4:
[165] learning,poverty
[143] 10,year
[141] year,olds
[121] usaid,gatesfoundation
[116] fcdogovuk,usaid
[107] 70,10
[104] income,countries
[104] worldbank,unesco
[103] low,middle
[103] middle,income

Top Word Pairs in Tweet in G5:
[77] donorschoose,love
[66] check,classroom
[66] classroom,donorschoose
[58] love,help
[38] time,running
[38] running,project
[38] project,needs
[38] needs,176
[38] 176,00
[38] 00,funded

Top Word Pairs in Tweet in G6:
[39] postdoctoral,training
[39] training,initiative
[39] initiative,#apti
[38] africa,regional
[30] regional,workshop
[24] african,postdoctoral
[24] #apti,offers
[24] offers,#postdoctoral
[24] #postdoctoral,training
[24] training,enable

Top Word Pairs in Tweet in G7:
[7] rockefellerfdn,business
[7] business,gatesfoundation
[7] gatesfoundation,secdef
[7] secdef,thejointstaff
[7] thejointstaff,armychiefstaff
[7] armychiefstaff,usnavycno
[7] usnavycno,usmc
[7] usmc,usairforce
[7] usairforce,gencqbrownjr
[7] gencqbrownjr,spaceforcedod

Top Word Pairs in Tweet in G8:
[48] mortheous,itsme_missmarie
[48] marknor25,dellabella87
[48] dellabella87,irishamerican27
[48] irishamerican27,veritasmarcus
[44] veritasmarcus,dpalias51
[37] lieutenantsilva,mortheous
[37] itsme_missmarie,dmasterofmayhem
[37] dmasterofmayhem,marknor25
[27] dpalias51,twit
[22] melindagates,gatesfoundation

Top Word Pairs in Tweet in G9:
[3] sohocomedy,robcarlson20
[3] robcarlson20,racerx29683474
[3] racerx29683474,t_wjackson
[3] t_wjackson,ra_darl1ng
[3] ra_darl1ng,kimberl47031679
[3] kimberl47031679,jt5backagain
[3] jt5backagain,nicher66
[3] martinturnbul19,yvonnecar20
[3] calvine43701301,marvin_hill123
[3] marvin_hill123,marvinrjeffcoat

Top Word Pairs in Tweet in G10:
[10] wellcometrust,ukri_news
[10] ukri_news,gatesfoundation
[6] supported,wellcometrust
[5] news,case
[5] case,missed
[5] missed,gatesfoundation
[5] gatesfoundation,joined
[5] joined,major
[5] major,donors
[5] donors,including

Top Replied-To
Top Replied-To in Entire Graph:
@gatesfoundation
@drtedros
@melindagates
@msuzman
@urugwirovillage
@aaliyaah_ke
@billgates
@worldbank
@gatesopenres
@elon55447675

Top Replied-To in G1:
@gatesfoundation
@melindagates
@msuzman
@urugwirovillage
@gatesopenres
@radiateluz
@chogm2022
@whoafro
@citezenunited
@billgates

Top Replied-To in G2:
@aaliyaah_ke
@diyana256
@hipipo
@kawooyainnocent
@billgates

Top Replied-To in G3:
@drtedros
@gatesfoundation
@billgates
@rickabright
@adarpoonawalla
@edenbfkn
@melindagates
@senatordurbin
@sanchezcastejon
@akshaykumar

Top Replied-To in G4:
@worldbank
@jmollins
@helengrantmp
@palomaunicef
@benlpiper
@unsgsa
@g_laryeaadjei
@wbg_education
@usaideducation
@vvobinuganda

Top Replied-To in G5:
@elon55447675
@gatesfoundation
@rockefellerfdn
@augustine_fxiii
@tenezduchocolat
@born2teachu2
@vrod2020
@wef
@veryhonesttakes
@gretathunberg

Top Replied-To in G6:
@theagrf
@braincures
@cgiar
@drmercykorir
@pavigagro
@un
@thepeopleshubuk
@aasciences
@unbiodiversity
@paulnewnham

Top Replied-To in G7:
@hillaryclinton
@esa
@bobdunlap9477
@pandoras_box15
@mrsrdc1
@g_commish
@deanpet21549441
@meatnutz
@longstreet625
@x39cali

Top Replied-To in G8:
@mortheous
@rafaelshimunov
@lieutenantsilva
@jhuang114
@dmasterofmayhem
@thom_hartmann
@michiokaku
@antonioguterres
@lydiadennis38
@tmmcmahon1

Top Replied-To in G9:
@joshisu5
@bombaybadboy
@jaquepierre4
@frankplp2022
@crazycdn2

Top Replied-To in G10:
@billgates
@seokeval
@vitalikbuterin
@everestdotorg
@jica_direct
@staffsuni

Top Mentioned
Top Mentioned in Entire Graph:
@gatesfoundation
@melindagates
@billgates
@aaliyaah_ke
@diyana256
@hipipo
@worldbank
@urugwirovillage
@who
@unicef

Top Mentioned in G1:
@gatesfoundation
@melindagates
@urugwirovillage
@billgates
@who
@chogm2022
@msuzman
@gavi
@globalfund
@endmalaria

Top Mentioned in G2:
@gatesfoundation
@aaliyaah_ke
@diyana256
@hipipo
@nandannilekani
@moict_ug
@billgates
@kawooyainnocent
@mojaloop

Top Mentioned in G3:
@billgates
@gatesfoundation
@drtedros
@theendfund
@ahmedhankir
@guardiannews
@edenbfkn
@rickabright
@who
@melindagates

Top Mentioned in G4:
@worldbank
@gatesfoundation
@unicef
@unesco
@fcdogovuk
@usaid
@benlpiper
@wbg_education
@unescostat
@billgates

Top Mentioned in G5:
@gatesfoundation
@donorschoose
@billgates
@elonmusk
@born2teachu2
@amazon
@georgesoros
@clintonfdn
@melindagates
@wef

Top Mentioned in G6:
@gatesfoundation
@aasciences
@arua_sfs
@cimmyt
@avisaproject
@futureafricaup
@unep
@fanrpan
@rockefellerfdn
@googleexpertuk

Top Mentioned in G7:
@gatesfoundation
@foxnews
@cnn
@business
@oigathhs
@secdef
@cdcdirector
@jim_jordan
@elonmusk
@rockefellerfdn

Top Mentioned in G8:
@itsme_missmarie
@marknor25
@dellabella87
@irishamerican27
@veritasmarcus
@dmasterofmayhem
@dpalias51
@mortheous
@lieutenantsilva
@gatesfoundation

Top Mentioned in G9:
@spacesvector
@s51781902
@progunone1776
@dorismele
@kerryoleary4
@quin4trump
@sohocomedy
@robcarlson20
@racerx29683474
@t_wjackson

Top Mentioned in G10:
@gatesfoundation
@wellcometrust
@bobby_network
@ukri_news
@pandemicaction
@worldbank
@amyepeden
@thelancetph
@ihme_uw
@imperialcollege

Top Tweeters
Top Tweeters in Entire Graph:
@applesupport
@kat4obama
@independent
@jude_mugabi
@edjlazar
@notimxm
@inquirerdotnet
@dev_discourse
@reuters
@protestmusica

Top Tweeters in G1:
@princessbibirf_
@jdjongumzidenga
@mariastsehai
@tonov3_vanvi
@afpfr
@jonesls
@nyac_juru_jesse
@dlaureate
@tomy2875
@allafrica

Top Tweeters in G2:
@fintechna
@milaniolivera
@cathynaks
@cr___ke
@prafricanchild1
@evanss_ke
@its_davis11
@okt_ranking30
@_kenwells
@papywave

Top Tweeters in G3:
@notimxm
@reuters
@realblack212
@rosstell
@seriousspidey
@bjcrochet
@republic
@nypost
@washingtonpost
@bhupenverma71

Top Tweeters in G4:
@dev_discourse
@terpsichore_los
@itprofess_actor
@daily_trust
@africaupdates
@mageedmohmmed
@bquest_shipsco_
@ohemaadufiegh
@ineeshadvs
@apiwenuwen

Top Tweeters in G5:
@kat4obama
@edjlazar
@gyggy
@tmobile
@teakinrj
@jjmplsmn
@forbes
@bwcdeals
@jbhelpedmetalk9
@bbcworld

Top Tweeters in G6:
@guardian
@googleexpertuk
@wwf
@yvespdb
@drrimmer
@drumeshprabhu
@bild
@allanmzalendo
@officialdrherry
@dannyt_ug

Top Tweeters in G7:
@inquirerdotnet
@business
@gmanews
@foxnews
@haaretzcom
@abc
@tmz
@usatoday
@cnn
@abcnews

Top Tweeters in G8:
@all100senators
@cnbc
@valaafshar
@gma
@mlb
@earthaccounting
@grantcardone
@robertr41182121
@mortheous
@scientology

Top Tweeters in G9:
@quin4trump
@tmzedg
@marvinrjeffcoat
@marvin_hill123
@kath2cats
@mcfunny
@nicher66
@chimera414
@malo_j
@dorismele

Top Tweeters in G10:
@academicchatter
@globalcmrpt
@_open_science_
@openscitalk
@constanzag77
@infectiousdz
@eddiehearn
@chainlinkgod
@quuquu
@impi_waara


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