worldbank, Twitter, 11/4/2021 2:00:43 PM, 265458


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worldbank_2021-11-04_05-25-33.xlsx
worldbank_2021-11-04_05-25-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 04, 2021
Short Description:
worldbank via NodeXL https://bit.ly/3whyZwA
@worldbank
@worldbankafrica
@cop26
@thestrangereth
@wbg_climate
@par1ke
@wb_research
@advocatemahere
@rahul_iaas
@maxcroser

Top hashtags:
#cop26
#m7novmassacreug
#ugandaisbleeding
#nomore
#climatechange
#endimpunityug21

Description:
Description
The graph represents a network of 6,527 Twitter users whose tweets in the requested range contained "worldbank", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 04 November 2021 at 12:32 UTC.

The requested start date was Thursday, 04 November 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 15-hour, 52-minute period from Monday, 01 November 2021 at 08:08 UTC to Thursday, 04 November 2021 at 00:01 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 : 6527
Unique Edges : 8844
Edges With Duplicates : 23954
Total Edges : 32798
Number of Edge Types : 5
Tweet : 603
Mentions : 17351
Retweet : 4100
MentionsInRetweet : 8584
Replies to : 2160
Self-Loops : 742
Reciprocated Vertex Pair Ratio : 0.016432752662388
Reciprocated Edge Ratio : 0.0323341659728004
Connected Components : 297
Single-Vertex Connected Components : 142
Maximum Vertices in a Connected Component : 5696
Maximum Edges in a Connected Component : 31650
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.413663
Graph Density : 0.000338347966984638
Modularity : 0.337891
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,527 Twitter users whose tweets in the requested range contained "worldbank", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 04 November 2021 at 12:32 UTC.

The requested start date was Thursday, 04 November 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 15-hour, 52-minute period from Monday, 01 November 2021 at 08:08 UTC to Thursday, 04 November 2021 at 00:01 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 : worldbank
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:
[38] https://www.worldbank.org/en/news/press-release/2021/07/19/world-bank-catastrophe-bond-provides-jamaica-185-million-in-storm-protection
[27] https://ncr-iran.org/en/news/iran-news-in-brief-november-2-2021/
[22] https://www.worldbank.org/en/news/feature/2021/10/31/cop26-the-world-is-watching
[22] https://www.npcindia.gov.in/NPC/User/webinar_registration?course_select_id=MTU1Mw==
[21] https://www.worldbank.org/en/topic/climatechange/publication/world-bank-group-cop26-climate-briefs
[21] https://live.worldbank.org/wbgatcop26
[18] https://iranfreedom.org/en/2021/11/01/the-iranian-regimes-irgc-financial-empire/
[16] https://blogs.worldbank.org/voices/taking-action-world-bank-groups-climate-priorities?cid=ECR_TT_worldbank_EN_EXT
[12] https://www.worldbank.org/en/news/immersive-story/2021/10/25/putting-people-at-the-heart-of-green-resilient-and-inclusive-recovery-development
[10] https://www.worldbank.org/en/events/2021/11/01/plant-trees-not-plastics-photo-video-competition

Top URLs in Tweet in G1:
[5] https://www.worldbank.org/en/news/factsheet/2021/10/29/10-things-you-didn-t-know-about-the-world-bank-group-s-work-on-climate?cid=ECR_TT_worldbank_EN_EXT
[5] https://www.theguardian.com/commentisfree/2021/oct/28/world-bank-failing-humanity-climate-crisis-fossil-fuels-cop26
[4] https://www.worldbank.org/en/news/feature/2021/10/04/what-you-need-to-know-about-green-loans?cid=ECR_TT_worldbank_EN_EXT
[4] https://www.chronicle.co.zw/zim-requires-strategic-support-world-bank/
[3] https://live.worldbank.org/wbgatcop26?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.worldbank.org/en/topic/climatechange/publication/world-bank-group-cop26-climate-briefs?cid=ECR_TT_worldbank_EN_EXT
[3] https://live.worldbank.org/wbgatcop26
[3] https://documents.worldbank.org/en/publication/documents-reports/documentdetail
[3] https://www.worldbank.org/en/news/factsheet/2021/10/29/10-things-you-didn-t-know-about-the-world-bank-group-s-work-on-climate?cid=SHR_SitesShareTT_EN_EXT
[3] https://blogs.worldbank.org/europeandcentralasia/ro/calea-moldovei-c-tre-un-sector-energetic-viabil?cid=EXT_WBBlogSocialShare_D_EXT

Top URLs in Tweet in G2:
[16] https://live.worldbank.org/wbgatcop26
[15] https://www.worldbank.org/en/topic/climatechange/publication/world-bank-group-cop26-climate-briefs
[14] https://blogs.worldbank.org/voices/taking-action-world-bank-groups-climate-priorities?cid=ECR_TT_worldbank_EN_EXT
[14] https://www.worldbank.org/en/news/feature/2021/10/31/cop26-the-world-is-watching
[8] https://www.worldbank.org/en/region/sar/publication/south-asia-climate-roadmap
[7] https://worldbank.org/cwon
[7] https://www.worldbank.org/en/news/immersive-story/2021/10/25/putting-people-at-the-heart-of-green-resilient-and-inclusive-recovery-development
[7] https://www.worldbank.org/en/events/2021/11/01/plant-trees-not-plastics-photo-video-competition
[6] https://www.worldbank.org/en/news/factsheet/2021/10/29/10-things-you-didn-t-know-about-the-world-bank-group-s-work-on-climate?cid=ccg_tt_climatechange_en_ext
[5] https://live.worldbank.org/cop26-green-recovery-dialogue-fiscal-innovations

Top URLs in Tweet in G3:
[7] https://worldbank.org/
[2] https://youtu.be/HMFnbU-wang
[2] https://twitter.com/WorldBank/status/1455576687437967367
[2] https://www.cnbc.com/2021/10/28/jay-leno-elon-musk-is-why-tesla-is-the-most-valuable-car-company.html
[1] https://www.un.org/en/exhibits/exhibit/investing-in-the-future-meet-changemakers
[1] https://www.changemakerscampaign.org/
[1] https://twitter.com/lawyer4laws/status/1454870471007145989
[1] https://twitter.com/col_nasha/status/1455077358147457027
[1] https://twitter.com/unwomenlebanon/status/1455900666619170820
[1] https://twitter.com/Aideno56/status/1455752459591294982

Top URLs in Tweet in G4:
[27] https://ncr-iran.org/en/news/iran-news-in-brief-november-2-2021/
[18] https://iranfreedom.org/en/2021/11/01/the-iranian-regimes-irgc-financial-empire/
[3] https://twitter.com/nexus_bank/status/1308853847813771266?s=19
[2] https://globalbihari.com/indias-trade-deficit-stands-at-19-9-billion-in-october-2021/
[1] https://www.worldbank.org/en/events/2021/08/01/law-justice-and-development-week-2021
[1] https://live.worldbank.org/
[1] https://twitter.com/marcthiessen/status/1455951579379548160
[1] https://www.youtube.com/watch?v=DySiPGoMrwQ&feature=youtu.be

[1] https://transfer.cpc.unc.edu
[1] https://www.g20.org/wp-content/uploads/2021/10/G20-ROME-LEADERS-DECLARATION.pdf

Top URLs in Tweet in G5:
[2] https://twitter.com/WorldBank/status/1455686179702120448?s=20
[2] https://www.futurity.org/lying-memory-belief
[1] https://twitter.com/iranprimer/status/1455632573867114505
[1] https://twitter.com/IMFNews/status/1455293819990134784?s=20
[1] https://twitter.com/JiaLovedbyEvery/status/1455167312718450693?s=20
[1] https://twitter.com/PDChina/status/1455780024066265090
[1] https://twitter.com/jialovedbyevery/status/1455896914881392644
[1] https://twitter.com/spokespersonchn/status/1455862567654416387
[1] https://twitter.com/pdchina/status/1455911316896505863
[1] https://twitter.com/bankofengland/status/1455928198915559429

Top URLs in Tweet in G6:
[9] https://www.thegpsc.org/events/gpsc-webinar-series-bringing-nature-cities-measuring-and-reporting-urban-ecological
[3] https://app.swapcard.com/event/financial-inclusion-week/planning/UGxhbm5pbmdfNzA2ODY0
[3] https://www.youtube.com/watch?v=WpVeHyAZH-8

[2] https://www.gofundme.com/f/donate-now-for-a-good-cause-tesfazghi-foundation?utm_campaign=p_cf+share-flow-1&utm_medium=copy_link&utm_source=customer
[2] http://ow.ly/BWTA50GAhJ2
[2] https://us02web.zoom.us/webinar/register/WN_9XmMwx9-SxKYOlQbD6_vLw
[1] https://youtu.be/9UkSfgipHzE
[1] https://blogs.worldbank.org/impactevaluations/hard-skills-or-soft-skills-youth
[1] https://docs.google.com/forms/d/e/1FAIpQLScvqKIJBJx-_PWSLpQw2yyl0CGxkF9jpciT_qRWhK-RAYPXAA/viewform
[1] https://www.climateshot.earth/

Top URLs in Tweet in G7:
[5] https://www.aljazeera.com/economy/2021/9/27/power-problems-could-solar-solve-nigerias-electricity-woes
[3] https://www.worldbank.org/en/publication/changing-wealth-of-nations
[3] https://worldgrowthforums.com/
[2] https://openknowledge.worldbank.org/handle/10986/36248
[2] https://twitter.com/worldbank/status/1455338885513424904
[2] https://www.ekathimerini.com/news/1170940/us-representatives-oppose-f-16-sale-to-turkey/
[2] https://twitter.com/WorldBank/status/1455520278314946561
[2] https://twitter.com/WorldBank/status/1455384177008955400
[2] https://twitter.com/WorldBank/status/1455610722663243790
[2] https://wits.worldbank.org/CountryProfile/en/Country/WLD/Year/2019/TradeFlow/Import/Partner/BY-COUNTRY/Product/25-26_Minerals

Top URLs in Tweet in G8:
[1] https://twitter.com/docd19606053/status/1455704378246057992

Top URLs in Tweet in G9:
[2] https://documents.worldbank.org/en/publication/documents-reports/documentdetail/582571635477505457/the-double-burden-of-female-protracted-displacement-survey-evidence-on-gendered-livelihoods-in-el-fasher-darfur
[1] https://africacreatesjobs.vfairs.com/en/registration
[1] https://www.elcomercio.com/actualidad/politica/lasso-decision-corte-constitucional-aborto.html
[1] https://www.biblegateway.com/passage/?search=Lucas%206%3A29-42&version=DHH
[1] https://www.abc.es/historia/abci-torturas-mas-sanguinarias-y-crueles-santa-inquisicion-201512040253_noticia.html
[1] https://www.youtube.com/watch?v=rM0omGMp9s0&feature=share

[1] https://www.youtube.com/watch?v=-4z8exE7Yq4&feature=youtu.be

[1] https://www.youtube.com/watch?v=90d74BiHPvI&feature=youtu.be

[1] https://www.youtube.com/watch?v=fH_UJoPt_4E&feature=youtu.be

[1] https://www.who.int/news-room/events/detail/2021/11/15/default-calendar/5th-meeting-of-the-montreux-collaborative

Top URLs in Tweet in G10:
[3] https://www.worldbank.org/en/news/feature/2021/10/27/better-together-empowering-women-through-stronger-social-networks
[3] https://documents1.worldbank.org/curated/en/127361635787281327/pdf/Improving-the-Well-Being-of-Adolescent-Girls-in-Developing-Countries.pdf
[2] https://blogs.worldbank.org/opendata/principled-data-access-building-public-private-data-partnerships-better-official
[2] https://documents1.worldbank.org/curated/en/450971635788989068/pdf/Childcare-and-Mothers-Labor-Market-Outcomes-in-Lower-and-Middle-Income-Countries.pdf
[1] https://blogs.worldbank.org/opendata/measuring-agency-what-we-know-and-where-we-go-here
[1] https://blogs.worldbank.org/opendata/better-jobs-indicators-development
[1] https://documents.worldbank.org/en/publication/documents-reports/documentdetail/966371634648040365/under-what-conditions-are-data-valuable-for-development
[1] https://www.worldbank.org/en/publication/wdr2021
[1] http://wrld.bg/yn9u30mqJ8d
[1] https://blogs.worldbank.org/opendata/oil-market-developments-rising-prices-amid-broader-surge-energy-prices

Top Domains
Top Domains in Tweet in Entire Graph:
[968] worldbank.org
[221] twitter.com
[50] wrld.bg
[37] youtube.com
[28] ncr-iran.org
[25] gov.in
[19] miragenews.com
[18] iranfreedom.org
[13] reuters.com
[10] zoom.us

Top Domains in Tweet in G1:
[141] worldbank.org
[45] twitter.com
[7] youtube.com
[5] theguardian.com
[4] co.zw
[3] indiatimes.com
[3] co.uk
[3] reuters.com
[2] com.pk
[2] org.uk

Top Domains in Tweet in G2:
[348] worldbank.org
[40] twitter.com
[37] wrld.bg
[6] bit.ly
[5] afrik21.africa
[4] youtube.com
[4] theguardian.com
[3] ifc.org
[3] cop26eusideevents.eu
[2] arcgis.com

Top Domains in Tweet in G3:
[21] twitter.com
[11] worldbank.org
[3] cnbc.com
[2] youtu.be
[2] dawn.com
[1] un.org
[1] changemakerscampaign.org
[1] gov.uk
[1] cbc.ca
[1] nationalpost.com

Top Domains in Tweet in G4:
[28] ncr-iran.org
[23] twitter.com
[18] iranfreedom.org
[6] worldbank.org
[5] youtube.com
[3] globalbihari.com
[1] unc.edu
[1] g20.org
[1] indiatimes.com
[1] ndtv.com

Top Domains in Tweet in G5:
[14] twitter.com
[2] futurity.org
[1] yahoo.com
[1] bilibili.com
[1] google.com
[1] webex.com
[1] theweek.com
[1] lemonde.fr

Top Domains in Tweet in G6:
[9] thegpsc.org
[6] youtube.com
[5] swapcard.com
[4] twitter.com
[2] gofundme.com
[2] ow.ly
[2] worldbank.org
[2] zoom.us
[1] youtu.be
[1] google.com

Top Domains in Tweet in G7:
[80] worldbank.org
[27] twitter.com
[5] aljazeera.com
[3] brecorder.com
[3] worldgrowthforums.com
[3] wikipedia.org
[2] lokmarg.com
[2] ekathimerini.com
[2] bbc.com
[2] reuters.com

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[4] youtube.com
[2] worldbank.org
[1] vfairs.com
[1] elcomercio.com
[1] biblegateway.com
[1] abc.es
[1] who.int
[1] mercycorps.org
[1] google.com
[1] fairewinds.org

Top Domains in Tweet in G10:
[34] worldbank.org
[6] wrld.bg
[1] bit.ly
[1] amse-aixmarseille.fr
[1] ow.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[866] cop26
[584] m7novmassacreug
[487] ugandaisbleeding
[354] nomore
[344] climatechange
[249] endimpunityug21
[227] museveninotourpresident
[217] worldbank
[175] ugmoving4wd
[175] climateactionwbg



Top Hashtags in Tweet in G1:
[261] cop26
[200] m7novmassacreug
[28] climatechange
[22] climateactionwbg
[21] covid19
[18] bitcoin
[17] ethiopia
[16] worldbank
[13] lebanon
[12] education

Top Hashtags in Tweet in G2:
[403] cop26
[132] climateactionwbg
[61] climatechange
[53] covid19
[26] didyouknow
[24] glasgow
[22] malawi
[22] bangladesh
[21] cwon2021
[21] idaworks

Top Hashtags in Tweet in G3:
[486] ugandaisbleeding
[384] m7novmassacreug
[249] endimpunityug21
[227] museveninotourpresident
[209] climatechange
[171] ugmoving4wd
[170] freeallpoliticalprisonersinuganda
[154] stopsponsoringouroppression
[95] museveniisnotourpresident
[83] arrestm7now

Top Hashtags in Tweet in G4:
[46] iran
[27] iranians
[27] stockmarket
[18] irgcterrorists
[18] iranregimechange
[18] boycottunitybank
[18] pmcbankcrisis
[11] india
[10] covid19
[9] resignmodi

Top Hashtags in Tweet in G5:
[4] un
[4] sextax
[4] worldmarket
[2] cop26
[2] covid19
[2] france
[1] pow
[1] demosrus
[1] newsletter
[1] sabcnews

Top Hashtags in Tweet in G6:
[27] cop26
[12] climatesecurity
[11] water4climate
[11] hydropower
[11] climatechange
[10] finclusionweek
[8] resilient
[5] mina
[5] tripolilb
[2] climateshot

Top Hashtags in Tweet in G7:
[62] worldbank
[18] imf
[10] meghalaya
[10] cop26
[7] xrp
[7] odl
[7] internetofvalue
[7] digitalgold
[6] climate
[6] africa

Top Hashtags in Tweet in G8:
[342] nomore
[13] idaworks
[13] imf
[13] tigraygenocide
[2] ethiopia
[2] g20
[1] eritrea
[1] eskendernega
[1] jawarmohammed
[1] livematters

Top Hashtags in Tweet in G9:
[9] africa
[3] enddrugs
[3] unday
[3] workingpaper
[3] displacement
[3] survey
[2] onmymind
[2] unitedtocountercorruption
[2] livelihoods
[1] tradenotaid

Top Hashtags in Tweet in G10:
[17] socialprotection
[15] women
[8] data
[7] cashtrasfers
[4] wdr2021
[3] skills
[2] dyk
[2] india
[2] cop26
[2] humandevelopment

Top Words
Top Words in Tweet in Entire Graph:
[4368] worldbank
[1456] climate
[1099] imfnews
[901] uganda
[867] #cop26
[758] support
[714] country
[708] audit
[697] world
[658] countries

Top Words in Tweet in G1:
[1353] worldbank
[498] climate
[274] support
[269] million
[261] #cop26
[249] country
[223] 10
[218] world
[206] uganda
[205] vaccines

Top Words in Tweet in G2:
[705] climate
[694] worldbank
[403] #cop26
[225] world
[209] group
[201] more
[193] countries
[192] action
[184] cop26
[176] people

Top Words in Tweet in G3:
[1400] worldbank
[902] imfnews
[668] uganda
[544] hrw
[523] dictator
[507] audit
[486] #ugandaisbleeding
[485] museveni
[478] ugandans
[477] funding

Top Words in Tweet in G4:
[90] worldbank
[50] co
[46] #iran
[43] imfnews
[36] fteconomics
[35] nsitharaman
[34] initiative
[33] wto
[31] pmoindia
[29] official

Top Words in Tweet in G5:
[71] worldbank
[48] imfnews
[47] whitehouse
[41] nato
[40] wto
[39] hkpoliceforce
[38] bufan78266400
[38] z4xi1204
[38] c7sn19rm36sohow
[38] wwgoyu

Top Words in Tweet in G6:
[84] worldbank
[27] panel
[27] #cop26
[26] iucn
[26] fcdogovuk
[26] giz_gmbh
[22] rainforestnorw
[22] potus
[22] repalef_rdc
[22] climateforest

Top Words in Tweet in G7:
[62] #worldbank
[27] world
[23] bank
[18] #imf
[17] climate
[13] more
[11] health
[11] india
[10] million
[10] #meghalaya

Top Words in Tweet in G8:
[342] #nomore
[226] need
[114] imagine
[112] country
[112] foreign
[112] intervention
[112] ask
[112] wheat
[104] thestrangereth
[32] worldbank

Top Words in Tweet in G9:
[61] worldbank
[41] people
[35] unicef
[30] oxfam
[29] gloriaalvarez85
[27] u2
[25] africa
[22] nepad_agency
[22] lobosolobolo
[20] between

Top Words in Tweet in G10:
[36] evidence
[35] review
[30] bergstrom
[29] berkozler12
[29] wp
[29] katy
[29] development
[26] one
[26] beta
[26] go

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[479] continued,support
[479] support,uganda
[479] uganda,without
[479] without,audit
[479] audit,accountability
[479] accountability,transparency
[472] worldbank,continued
[472] transparency,vaccines
[452] ugandans,demand
[409] million,doses

Top Word Pairs in Tweet in G1:
[200] worldbank,continued
[200] continued,support
[200] support,uganda
[200] uganda,without
[200] without,audit
[200] audit,accountability
[200] accountability,transparency
[200] transparency,vaccines
[199] vaccines,reason
[199] reason,excessive

Top Word Pairs in Tweet in G2:
[162] climate,change
[133] worldbank,group
[125] world,bank
[100] climate,action
[94] 18,35
[94] eastern,southern
[94] southern,africa
[93] pick,camera
[93] camera,between
[93] between,18

Top Word Pairs in Tweet in G3:
[452] ugandans,demand
[356] dictator,kagutamuseveni
[306] international,community
[304] demand,international
[279] continued,support
[279] support,uganda
[279] uganda,without
[279] without,audit
[279] audit,accountability
[279] accountability,transparency

Top Word Pairs in Tweet in G4:
[27] #iranians,lost
[27] lost,70b
[27] 70b,#stockmarket
[27] #stockmarket,state
[27] state,official
[27] official,admits
[27] admits,#iran
[27] #iran,co
[26] fteconomics,nytimes
[26] nytimes,washtimes

Top Word Pairs in Tweet in G5:
[38] bufan78266400,z4xi1204
[38] z4xi1204,c7sn19rm36sohow
[38] c7sn19rm36sohow,wwgoyu
[38] wwgoyu,cnewsgovhk
[38] cnewsgovhk,iranprimer
[38] iranprimer,chinascio
[38] chinascio,xhnews
[38] xhnews,pdchina
[38] pdchina,chineseembinus
[38] chineseembinus,chinamissiongva

Top Word Pairs in Tweet in G6:
[22] potus,repalef_rdc
[22] repalef_rdc,climateforest
[22] climateforest,fcdogovuk
[22] fcdogovuk,espenbartheide
[22] espenbartheide,guardianesbos
[22] guardianesbos,fordfoundation
[22] fordfoundation,giz_gmbh
[20] rainforestnorw,potus
[20] giz_gmbh,cafisecretariat
[20] cafisecretariat,worldbank

Top Word Pairs in Tweet in G7:
[23] world,bank
[7] #imf,#worldbank
[7] read,more
[7] #digitalgold,#imf
[6] #worldbank,#imf
[5] 40,million
[5] health,systems
[5] covid,19
[5] more,#unleashafrica
[5] #unleashafrica,#africa

Top Word Pairs in Tweet in G8:
[224] #nomore,need
[112] imagine,country
[112] country,#nomore
[112] #nomore,foreign
[112] foreign,intervention
[112] intervention,#nomore
[112] need,ask
[112] ask,wheat
[112] wheat,#nomore
[98] thestrangereth,imagine

Top Word Pairs in Tweet in G9:
[30] unicef,oxfam
[27] oxfam,worldbank
[26] gloriaalvarez85,unicef
[26] worldbank,u2
[20] lobosolobolo,gloriaalvarez85
[19] 200,million
[19] million,people
[19] people,aged
[19] aged,between
[19] between,15

Top Word Pairs in Tweet in G10:
[32] review,evidence
[29] wp,katy
[29] katy,bergstrom
[25] bergstrom,narrative
[25] narrative,review
[25] evidence,interventions
[25] interventions,aimed
[25] aimed,improving
[25] improving,well
[25] well,being

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@ep_president
@dailymonitor
@royalfamily
@un
@ungeneva
@intlcrimcourt
@advocatemahere
@10downingstreet
@davidmalpasswbg

Top Replied-To in G1:
@worldbank
@advocatemahere
@palazzo_chigi
@eduministrypk
@rwanda_edu
@kalkassa
@peterevans_guv
@aliamoub
@laranabhan
@unsgsa

Top Replied-To in G2:
@mari_pangestu
@davidmalpasswbg
@worldbank
@rajshah
@wb_research
@borisjohnson
@ifc_org
@damilolasdg7
@wbg_energy
@eib

Top Replied-To in G3:
@worldbank
@ep_president
@dailymonitor
@royalfamily
@un
@ungeneva
@intlcrimcourt
@10downingstreet
@euinug
@vp

Top Replied-To in G4:
@narendramodi
@worldbank
@who
@chdadapatil
@wsj
@glassmanamanda
@sunnyfernandes
@iran_policy
@4freedominiran2
@theofficialsbi

Top Replied-To in G5:
@rjjel6o8bokekz8
@jialovedbyevery
@davidmalpasswbg
@htboy96974417
@imfnews
@mikepompeo
@who
@worldbank
@cgtnofficial
@cgtneurope

Top Replied-To in G6:
@rainforestnorw
@cgiar
@spartanghost_17
@fullbright22
@iucn
@elonmusk
@bob_t_mbayo
@tikenya
@mateubird
@iwmi_

Top Replied-To in G8:
@thestrangereth
@taffatarfassa
@missgelila

Top Replied-To in G9:
@polarisbeta1
@fernando10p
@lobosolobolo
@icars_global
@worldbank
@secyellen
@linazeldovich
@raduede
@abdulqadirary

Top Replied-To in G10:
@seema_econ
@malaysiakini
@worldbank

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@imfnews
@hrw
@who
@kagutamuseveni
@g20org
@cop26
@un
@g7
@hebobiwine

Top Mentioned in G1:
@worldbank
@who
@advocatemahere
@davidmalpasswbg
@palazzo_chigi
@mari_pangestu
@shafqat_mahmood
@ifcafrica
@axelvt_wb
@gloriareyesg

Top Mentioned in G2:
@worldbank
@wbg_climate
@cop26
@davidmalpasswbg
@worldbankafrica
@mari_pangestu
@rockefellerfdn
@axelvt_wb
@ifc_org
@wbg_energy

Top Mentioned in G3:
@worldbank
@imfnews
@hrw
@kagutamuseveni
@g20org
@g7
@un
@hebobiwine
@who
@eu

Top Mentioned in G4:
@worldbank
@imfnews
@fteconomics
@nsitharaman
@wto
@pmoindia
@nytimes
@rbi
@washtimes
@finminindia

Top Mentioned in G5:
@worldbank
@un
@whitehouse
@nato
@imfnews
@who
@wto
@hkpoliceforce
@bufan78266400
@z4xi1204

Top Mentioned in G6:
@worldbank
@fcdogovuk
@giz_gmbh
@iucn
@potus
@repalef_rdc
@climateforest
@espenbartheide
@guardianesbos
@fordfoundation

Top Mentioned in G7:
@froshyx1
@vastuullisuus
@newstracklive
@ummahwolf2
@agimediata
@70sbachchan
@pamnsc
@carol_cramalho

Top Mentioned in G8:
@thestrangereth
@worldbank
@abiyahmedali
@mulufshayee
@tablezh
@arayatesfamari1
@usaid
@selam16022012
@homan99

Top Mentioned in G9:
@worldbank
@unicef
@oxfam
@gloriaalvarez85
@u2
@nepad_agency
@lobosolobolo
@oecd
@who
@imfnews

Top Mentioned in G10:
@berkozler12
@worldbankdata
@a_peterman
@worldbank
@wbg_splabor
@fkondylis
@dmckenzie001
@heinemana
@ugentilini

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@rk70534
@peter_s_becks1
@56perumal
@sahelhkj
@dpiloncita
@klm
@baarahk
@raumunz
@httweets

Top Tweeters in G1:
@raumunz
@s_total_s2
@nepal_tbn10
@amuraovonn
@dev_discourse
@harishk04131926
@lalojimjuarez
@kwame_agyei
@avonan
@net2ayurveda

Top Tweeters in G2:
@dpiloncita
@viralvideovlogs
@dancas2
@dhinakaranrajan
@jfsebastian146
@emersonfan1
@hautahbuhgee
@edgardogarciasa
@olumideidowu
@nomoreslaves

Top Tweeters in G3:
@rk70534
@alcinodoliveira
@reuters
@timesnow
@business
@guardian
@sw_help
@diligitis19
@usdemocrats
@ana_captures

Top Tweeters in G4:
@httweets
@ndtv
@indianexpress
@theofficialsbi
@timesofindia
@m_mrezamm
@newindianxpress
@nytimes
@the_hindu
@latimes

Top Tweeters in G5:
@threadreaderapp
@ap
@guardiannews
@nytimesworld
@xhnews
@cnnarabic
@cgtnofficial
@abcworldnews
@bbcarabic
@dubaipolicehq

Top Tweeters in G6:
@richfm39517086
@thomasvitins
@trf_stories
@rijkswaterstaat
@erickbishopz
@nyepez
@fullbright22
@wmbtweets
@cgiar
@madeleinefogde

Top Tweeters in G7:
@milatrud11
@etribune
@leepvogel
@deccanherald
@loksattalive
@pamnsc
@vastuullisuus
@mapc
@brecordernews
@45mogaber

Top Tweeters in G8:
@gstsion
@meditigray
@peacefromchrist
@girum75
@elen65610483
@nigmitdan
@solomongebreha1
@11tigray
@mt79279504
@nigmit

Top Tweeters in G9:
@klm
@peta
@carrillonavasg
@cecalli_helper
@nba
@mtnug
@jukkapseppl
@king_220_
@telehealthbot
@rvl52

Top Tweeters in G10:
@sakak
@malaysiakini
@paucomes
@rivaswalker
@globalphobserv
@tom_wein
@equityhealthdev
@ghia1212
@cofheq
@luciaruggiero


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