worldbank, Twitter, 12/1/2022 1:31:34 PM, 285276


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worldbank_2022-12-01_05-21-53.xlsx
worldbank_2022-12-01_05-21-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 01, 2022
Short Description:
worldbank via NodeXL https://bit.ly/3ucdmxP
@worldbank
@imfnews
@ccme_com
@alena4tigray
@tigistbeyene12
@jealleniv
@bouclesf
@hatapex_oracle
@dhiiroogarbii
@dmckenzie001

Top hashtags:
#stopbombingoromia
#oromovoice
#abiyahmed
#ola
#eritreaoutoftigray

Description:
Description
The graph represents a network of 3,202 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, 01 December 2022 at 13:26 UTC.

The requested start date was Thursday, 01 December 2022 at 01:01 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, 2-hour, 10-minute period from Monday, 28 November 2022 at 22:50 UTC to Thursday, 01 December 2022 at 01:00 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 : 3202
Unique Edges : 4604
Edges With Duplicates : 24015
Total Edges : 28619
Number of Edge Types : 5
Retweet : 5935
MentionsInRetweet : 8970
Mentions : 13100
Replies to : 380
Tweet : 234
Self-Loops : 491
Reciprocated Vertex Pair Ratio : 0.0115468636221783
Reciprocated Edge Ratio : 0.0228301110654052
Connected Components : 144
Single-Vertex Connected Components : 60
Maximum Vertices in a Connected Component : 2839
Maximum Edges in a Connected Component : 28136
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.197301
Graph Density : 0.000948719764923555
Modularity : 0.268109
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,202 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, 01 December 2022 at 13:26 UTC.

The requested start date was Thursday, 01 December 2022 at 01:01 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, 2-hour, 10-minute period from Monday, 28 November 2022 at 22:50 UTC to Thursday, 01 December 2022 at 01:00 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:
[91] https://www.washingtonexaminer.com/restoring-america/courage-strength-optimism/us-must-change-perception-that-genocide-works
[87] https://www.amnesty.org/en/latest/news/2021/02/ethiopia-eritrean-troops-massacre-of-hundreds-of-axum-civilians-may-amount-to-crime-against-humanity/
[83] https://addisstandard.com/news-up-to-30-children-in-tigray-face-acute-malnutrition-five-million-in-need-as-aid-remain-far-from-adequate-un/
[21] https://mfr.mv/debt/the-debt-tragedy-usd-1-billion-of-debt-service-in-2026
[19] http://www.amnesty.org/en/latest/news/2021/02/ethiopia-eritrean-troops-massacre-of-hundreds-of-axum-civilians-may-amount-to-crime-against-humanity/
[15] https://blogs.worldbank.org/impactevaluations/why-i-am-now-more-cautious-about-using-or-recommending-matched-pair-randomization
[14] https://martinplaut.com/2022/11/21/the-largest-war-in-the-world-hundreds-of-thousands-killed-in-ethiopias-tigray-conflict/
[12] https://www.bistandsaktuelt.no/den-afrikanske-union-etiopia-krig-og-konflikt/krisen-er-langt-fra-over-i-tigray-1/323564
[8] https://www.arabnews.com/node/2206126/world
[8] https://web.archive.org/web/20200904061301if_/https://wits.worldbank.org/trade/comtrade/en/country/ALL/year/2018/tradeflow/Exports/partner/WLD/nomen/h5/product/902780

Top URLs in Tweet in G1:
[21] https://mfr.mv/debt/the-debt-tragedy-usd-1-billion-of-debt-service-in-2026
[8] https://addisstandard.com/news-up-to-30-children-in-tigray-face-acute-malnutrition-five-million-in-need-as-aid-remain-far-from-adequate-un/
[5] https://www.worldbank.org/en/topic/agriculture/brief/food-security-update?cid=ECR_TT_worldbank_EN_EXT
[4] https://www.amnesty.org/en/latest/news/2021/02/ethiopia-eritrean-troops-massacre-of-hundreds-of-axum-civilians-may-amount-to-crime-against-humanity/
[3] https://www.worldbank.org/en/news/speech/2022/11/09/remarks-by-world-bank-group-president-david-malpass-at-the-cop27-climate-finance-event?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.worldbank.org/en/topic/gender/brief/addressing-gender-based-violence?cid=gen_tt_genderwb_en_ext
[3] http://wrld.bg/WyU850LHooy
[3] https://www.jobsanddevelopment.org/world-bank-innovation-challenge-on-jobs-migration/
[3] https://www.worldbank.org/en/country/india/publication/catalyzing-clean-air-in-india?cid=sar_tt_india_en_ext
[3] https://www.worldbank.org/en/news/press-release/2022/11/29/somalia-s-economy-expected-to-grow-despite-significant-shocks?cid=SHR_SitesShareTT_EN_EXT

Top URLs in Tweet in G2:
[82] https://www.amnesty.org/en/latest/news/2021/02/ethiopia-eritrean-troops-massacre-of-hundreds-of-axum-civilians-may-amount-to-crime-against-humanity/
[74] https://addisstandard.com/news-up-to-30-children-in-tigray-face-acute-malnutrition-five-million-in-need-as-aid-remain-far-from-adequate-un/
[18] http://www.amnesty.org/en/latest/news/2021/02/ethiopia-eritrean-troops-massacre-of-hundreds-of-axum-civilians-may-amount-to-crime-against-humanity/
[11] https://www.bistandsaktuelt.no/den-afrikanske-union-etiopia-krig-og-konflikt/krisen-er-langt-fra-over-i-tigray-1/323564
[8] https://www.arabnews.com/node/2206126/world
[4] https://www.nytimes.com/2022/11/10/opinion/ethiopia-tigray-peace-talks.html
[3] https://twitter.com/Alena4Tigray/s
[3] https://twitter.com/Alena4Tigray/status/1597806648537800704
[3] https://responsiblestatecraft.org/2022/11/16/facing-famine-tigray-concedes-to-ethiopian-government-and-abiy/
[3] https://www.theguardian.com/commentisfree/2022/oct/23/the-guardian-view-on-the-worlds-forgotten-conflict-ethiopias-devastating-war

Top URLs in Tweet in G3:
[91] https://www.washingtonexaminer.com/restoring-america/courage-strength-optimism/us-must-change-perception-that-genocide-works
[14] https://martinplaut.com/2022/11/21/the-largest-war-in-the-world-hundreds-of-thousands-killed-in-ethiopias-tigray-conflict/
[1] https://bankinformationcenter.cdn.prismic.io/bankinformationcenter/3ee14bfe-ad44-4475-be95-da58b26b9194_Submission+on+the+Role+of+Multi-Lateral+Development+Banks_19+November+2022.docx.pdf
[1] https://www.youtube.com/watch?v=TqUhHJKudf4&feature=youtu.be


Top URLs in Tweet in G4:
[1] https://datainnovation.org/2022/12/how-does-the-data-divide-impact-global-policy-challenges/
[1] https://www.socialcohesion.info/events-detailview/strengthening-social-cohesion-conference
[1] https://twitter.com/YayraKoku/status/1597980565588037634
[1] https://www.theepochtimes.com/4-myths-about-pandemic-preparedness_4892668.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.wwarn.org/news/news-articles/meta-analysis-informed-updated-who-guidelines-treatment-uncomplicated-malaria
[1] https://globalnews.ca/video/9313763/rare-double-volcano-eruption-in-hawaii
[1] https://www.psychologicalharassment.org/news/movie-scenes/1830-black-adam-2022-psychological-manipulation-censored
[1] https://twitter.com/rahuljain7783/status/1597861883700477952
[1] https://bit.ly/3SKGOpn
[1] https://twitter.com/EevaPaavilainen/status/1597530068225609730

Top URLs in Tweet in G5:
[3] https://openknowledge.worldbank.org/handle/10986/35842?cid=pub_tt_wbpublications_en_ext
[2] https://openknowledge.worldbank.org/?cid=pub_tt_wbpublications_en_extp
[2] https://forms.gle/53mmXpzKMZU6yApS6?cid=agr_tt_agriculture_en_ext
[2] https://twitter.com/CarlyRedhead/status/1597975145942986752
[2] https://understandrisk.org/ur22-registration/
[2] http://wrld.bg/Kbne50LBwpE
[2] https://www.worldbank.org/wicer
[2] https://www.worldbank.org/en/news/feature/2022/11/21/opening-up-opportunities-for-participatory-wildlife-monitoring-in-the-amazon-with-camera-traps
[2] https://www.worldbank.org/en/news/feature/2022/11/16/costa-rica-s-forest-conservation-pays-off?cid=env_tt_environment_en_ext
[2] https://www.worldbank.org/en/news/immersive-story/2022/11/04/acting-now-for-a-safer-future

Top URLs in Tweet in G6:
[1] https://it.my/
[1] https://wits.worldbank.org/trade/comtrade/en/country/ALL/year/2018/tradeflow/Exports/partner/WLD/nomen/h5/product/902780

Top URLs in Tweet in G7:
[3] https://blogs.worldbank.org/es/latinamerica/la-cara-del-feminicidio-en-paraguay
[2] https://www.worldbank.org/en/news/opinion/2022/11/16/cops-offer-middle-east-north-africa-a-climate-leadership-role?cid=mena_tt_mena_en_ext
[2] https://blogs.worldbank.org/ar/voices/hl-alrkwd-altdkhmy-n-tryq-tzyz-janb-alrd?cid=SHR_BlogSiteTweetable_AR_EXT
[2] https://blogs.worldbank.org/ar/arabvoices/yemen-using-geospatial-data-and-modeling-show-economic-impact-conflict#?cid=SHR_BlogSiteShare_AR_EXT
[1] http://wrld.bg/yorg50LMnNP?cid=lac_tt_wblac_es_ext
[1] https://addisstandard.com/news-up-to-30-children-in-tigray-face-acute-malnutrition-five-million-in-need-as-aid-remain-far-from-adequate-un/
[1] https://www.amnesty.org/en/latest/news/2021/02/ethiopia-eritrean-troops-massacre-of-hundreds-of-axum-civilians-may-amount-to-crime-against-humanity/
[1] http://wrld.bg/kv1k50JXbTb
[1] https://blogs.worldbank.org/ar/voices/hl-alrkwd-altdkhmy-n-tryq-tzyz-janb-alrd?cid=SHR_BlogSiteTweetable_AR_EXT/?cid=SHR_BlogSiteTweetable_AR_EXT
[1] https://blogs.worldbank.org/ar/voices/azmt-jayht-kwrwna-tbyn-alhajt-almast-aly-rqmnt-almdfwat-alhkwmyt-fy-almstqbl-walyk-alsbb-fy?cid=ecr_tt_worldbank_ar_ext

Top URLs in Tweet in G8:
[4] https://www.worldbank.org/en/topic/gender/brief/addressing-gender-based-violence?cid=afw_tt_wbafrica_en_ext
[3] https://www.icas2023.org/events/iProc.aspx?5S,M3,81d4aa3a-b001-4bbe-b474-b351cd20d6d1
[2] https://openknowledge.worldbank.org/handle/10986/38295?cid=SURR_TT_WBGCities_EN_EXT
[1] https://blogs.worldbank.org/team/emma-kwaje-martin
[1] https://www.worldbank.org/en/region/afr/eastern-and-southern-africa?cid=afe_tt_wbafrica_en_ext
[1] https://sosfevvf.org/?cid=afw_tt_wbafrica_en_ext
[1] https://www.facebook.com/LesNegressesFeministes/?cid=afw_tt_wbafrica_en_ext
[1] https://www.worldbank.org/en/news/video/2022/11/22/strengthening-climate-change-adaptation-and-resilience-in-flood-prone-dar-es-salaam?cid=afe_tt_wbafrica_en_ext
[1] https://blogs.worldbank.org/africacan/charting-green-resilient-and-inclusive-development-path-madagascar?cid=afe_tt_wbafrica_en_ext
[1] http://wrld.bg/mk6u50LPVib

Top URLs in Tweet in G10:
[2] https://sh1.sendinblue.com/aek6wys9z9pfe.html?t=1669027965
[1] https://twitter.com/Comrade_Otoa/status/1597234050540138496
[1] https://blogs.worldbank.org/africacan/3-key-fronts-which-africa-must-combat-climate-change?cid=afw_tt_wbafrica_en_ext

Top Domains
Top Domains in Tweet in Entire Graph:
[341] worldbank.org
[107] amnesty.org
[91] washingtonexaminer.com
[89] twitter.com
[84] addisstandard.com
[36] wrld.bg
[21] mfr.mv
[18] youtube.com
[14] martinplaut.com
[12] bistandsaktuelt.no

Top Domains in Tweet in G1:
[113] worldbank.org
[21] mfr.mv
[15] wrld.bg
[14] twitter.com
[8] addisstandard.com
[5] amnesty.org
[3] youtube.com
[3] jobsanddevelopment.org
[2] shorturl.at
[2] ifc.org

Top Domains in Tweet in G2:
[101] amnesty.org
[75] addisstandard.com
[22] twitter.com
[11] bistandsaktuelt.no
[8] arabnews.com
[4] nytimes.com
[3] responsiblestatecraft.org
[3] theguardian.com
[2] justsecurity.org
[1] bloomberg.com

Top Domains in Tweet in G3:
[91] washingtonexaminer.com
[14] martinplaut.com
[1] prismic.io
[1] youtube.com

Top Domains in Tweet in G4:
[3] twitter.com
[1] datainnovation.org
[1] socialcohesion.info
[1] theepochtimes.com
[1] wwarn.org
[1] globalnews.ca
[1] psychologicalharassment.org
[1] bit.ly

Top Domains in Tweet in G5:
[53] worldbank.org
[11] wrld.bg
[4] twitter.com
[2] forms.gle
[2] understandrisk.org
[1] vietnamnews.vn
[1] iaccseries.org
[1] youtube.com
[1] cgiar.org

Top Domains in Tweet in G6:
[1] it.my
[1] worldbank.org

Top Domains in Tweet in G7:
[13] worldbank.org
[2] wrld.bg
[2] twitter.com
[1] addisstandard.com
[1] amnesty.org
[1] zavod14.si
[1] office.com

Top Domains in Tweet in G8:
[23] worldbank.org
[3] icas2023.org
[3] wrld.bg
[1] sosfevvf.org
[1] facebook.com
[1] bit.ly
[1] youtube.com
[1] kulinji.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1515] stopbombingoromia
[1379] oromovoice
[334] abiyahmed
[186] ola
[162] eritreaoutoftigray
[135] 2yearsofaxummassacre
[100] declaretigrayfamine
[71] ethiopia
[51] worldbank
[44] endtigraysiege



Top Hashtags in Tweet in G1:
[29] renewableenergy
[22] 16days
[21] maldives
[20] dyk
[19] cop27
[19] climateanddevelopment
[17] climate
[17] justtransition
[16] climateactionwbg
[15] africa

Top Hashtags in Tweet in G2:
[153] eritreaoutoftigray
[128] 2yearsofaxummassacre
[90] declaretigrayfamine
[66] ethiopia
[44] endtigraysiege
[40] tigraygenocide
[25] stopwarontigray
[24] allowhumanitarianaidtotigray
[23] tigrayfamine
[23] tigrayunderattack

Top Hashtags in Tweet in G3:
[1515] stopbombingoromia
[1379] oromovoice
[328] abiyahmed
[179] ola
[14] fanoterrorists
[4] 16daysofaction
[4] gbv
[4] gurage
[3] terroristfano
[3] fanoextremist

Top Hashtags in Tweet in G4:
[5] cop15
[4] worldcupqatar2022
[2] g20
[2] malaria
[2] fifaworldcupqatar2022
[2] pakistan
[2] sdgs
[2] cpdi
[2] water
[1] blockchain

Top Hashtags in Tweet in G5:
[17] mweworks
[14] costarica
[9] climateactionwbg
[7] ur22
[6] water
[6] circulareconomy
[6] wicer
[5] foodsecurity
[4] foodsystems
[4] climatechange

Top Hashtags in Tweet in G6:
[8] campusmetoovoiceske
[4] liberia
[4] corruption
[4] criminal
[4] therunawaypresident
[1] georgeweah

Top Hashtags in Tweet in G7:
[3] mahsa_zhina_amini
[3] mena
[2] climaydesarrollo
[2] perú
[2] energía
[2] reforestación
[2] transporte
[2] protecciónsocial
[1] paraguay
[1] 16días

Top Hashtags in Tweet in G8:
[7] 16days
[6] southsudan
[5] blog4dev
[5] gabon
[5] malawi
[5] africa
[4] africaacts
[4] endgbv
[4] food
[3] icas2023

Top Hashtags in Tweet in G9:
[2] southsudan
[2] covid19
[1] ssot
[1] oilandgas

Top Hashtags in Tweet in G10:
[2] sahelalliance
[2] agenocidelnuganda
[1] africa
[1] sahel
[1] gg33
[1] letterology
[1] m7novmassacreug
[1] ugandaisbleeding
[1] bringbackourpeople
[1] stopsponsoringouroppression

Top Words
Top Words in Tweet in Entire Graph:
[3530] worldbank
[2813] humanitarian
[2553] response
[2477] oromo
[2041] according
[1872] imfnews
[1754] ap
[1667] hrw
[1596] reuters
[1589] ethiopia

Top Words in Tweet in G1:
[881] worldbank
[137] climate
[128] countries
[121] food
[106] imfnews
[104] more
[95] development
[80] group
[76] davidmalpasswbg
[65] year

Top Words in Tweet in G2:
[2766] humanitarian
[2505] response
[2004] according
[1413] ethiopia
[1383] need
[1383] plan
[1383] year
[1383] revised
[1383] latest
[1383] mid

Top Words in Tweet in G3:
[2462] oromo
[1740] ap
[1655] hrw
[1593] reuters
[1561] worldbank
[1559] imfnews
[1537] unhumanrights
[1515] #stopbombingoromia
[1452] oromia
[1405] fano

Top Words in Tweet in G4:
[38] worldbank
[14] elonmusk
[14] un_women
[12] imfnews
[11] ipcc_ch
[11] un4youth
[11] ap
[11] nbcsnl
[11] adriangrenier
[11] gretathunberg

Top Words in Tweet in G5:
[48] water
[47] worldbank
[28] more
[27] worldbankwater
[24] poverty
[20] min_waterug
[19] health
[19] management
[18] sector
[17] #mweworks

Top Words in Tweet in G6:
[17] worldbank
[14] bbcafrica
[8] unesco
[8] csaishajumwa
[8] covaw
[8] gp_kenya
[8] kenya_wellness
[8] cue_kenya
[8] #campusmetoovoiceske
[8] machoguezekiel

Top Words in Tweet in G7:
[14] worldbank
[8] humanitarian
[7] response
[6] paraguay
[6] need
[6] المتوسط
[6] bancomundiallac
[6] rac
[6] wef
[5] feminicidio

Top Words in Tweet in G8:
[23] worldbank
[23] worldbankafrica
[19] more
[14] today
[12] fao
[12] climate
[11] ℹ
[10] gender
[10] based
[9] beekeeping

Top Words in Tweet in G9:
[20] worldbank
[9] govtofpakistan
[8] kfw_fz_int
[8] unep
[6] decades
[6] unfpa
[6] shaziaattamarri
[6] unfpatchad
[5] fcdogovuk
[5] سے

Top Words in Tweet in G10:
[18] worldbank
[9] ecb
[9] mailoland
[8] jkmubiru1994
[8] vp
[8] royalfamily
[7] imfnews
[7] g7
[6] stop
[6] imfspokesperson

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2545] humanitarian,response
[1605] imfnews,worldbank
[1593] ap,reuters
[1573] reuters,hrw
[1534] unhumanrights,imfnews
[1532] hrw,unhumanrights
[1404] plan,need
[1404] revised,humanitarian
[1404] mid,year
[1404] according,latest

Top Word Pairs in Tweet in G1:
[74] worldbank,group
[46] food,price
[45] price,inflation
[41] worldbank,imfnews
[40] climate,action
[39] worldbank,ilo
[38] secyellen,drtedros
[38] davidmalpasswbg,jokowi
[38] jokowi,secyellen
[36] gender,based

Top Word Pairs in Tweet in G2:
[2505] humanitarian,response
[1383] revised,humanitarian
[1383] response,plan
[1383] latest,revised
[1383] mid,year
[1383] plan,need
[1383] according,latest
[1377] year,humanitarian
[1345] need,ethiopia
[1345] ethiopia,mid

Top Word Pairs in Tweet in G3:
[1592] ap,reuters
[1572] reuters,hrw
[1558] imfnews,worldbank
[1532] hrw,unhumanrights
[1531] unhumanrights,imfnews
[1378] worldbank,#oromovoice
[1372] #oromovoice,#stopbombingoromia
[912] oromo,civilians
[760] fano,terrorists
[744] lives,matter

Top Word Pairs in Tweet in G4:
[11] elonmusk,un4youth
[11] nbcsnl,elonmusk
[11] un_women,gretathunberg
[11] aidanrgallagher,adriangrenier
[11] adriangrenier,ipcc_ch
[11] imfnews,worldbank
[11] gretathunberg,aidanrgallagher
[11] un4youth,un_women
[11] ap,nbcsnl
[11] ipcc_ch,imfnews

Top Word Pairs in Tweet in G5:
[15] micro,catchment
[12] min_waterug,#mweworks
[11] find,decades
[11] #costarica,recognized
[11] catchment,management
[11] leadership,find
[11] environmental,leadership
[11] worldwide,environmental
[11] decades,forest
[11] forest,conservation

Top Word Pairs in Tweet in G6:
[8] gp_kenya,unwomenkenya
[8] unwomenkenya,eduminkenya
[8] cue_kenya,unesco
[8] psygkenya,csaishajumwa
[8] csaishajumwa,cue_kenya
[8] worldbank,kenya_wellness
[8] eduminkenya,machoguezekiel
[8] actionaid_kenya,gp_kenya
[8] unesco,worldbank
[8] machoguezekiel,psygkenya

Top Word Pairs in Tweet in G7:
[7] humanitarian,response
[5] kigali,rwanda
[5] regional,advisory
[5] advisory,committee
[5] committee,rac
[4] maritoabdo,worldbank
[4] revised,humanitarian
[4] inversores,maritoabdo
[4] 9th,regional
[4] day,9th

Top Word Pairs in Tweet in G8:
[7] beekeepers,beekeeping
[7] based,violence
[7] gender,based
[6] produces,best
[6] join,th
[6] international,conference
[6] yemen,produces
[6] honey,world
[6] papers,open
[6] beekeeping,affected

Top Word Pairs in Tweet in G9:
[5] last,decades
[5] initiative,freetown
[5] coop,unfpa_wcaro
[5] unfpa,dev
[5] freetown,review
[5] unfpa_wcaro,future
[5] innovative,corporate
[5] review,last
[5] decades,unfpa
[5] corporate,initiative

Top Word Pairs in Tweet in G10:
[9] worldbank,ecb
[6] ecb,royalfamily
[6] mailoland,jkmubiru1994
[6] imfnews,imflive
[6] imflive,imfspokesperson
[6] imfspokesperson,g7
[6] royalfamily,imfnews
[4] jkmubiru1994,worldbank
[4] going,phone
[4] video,happened

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@abiyahmedali
@svenjaschulze68
@dhiiroogarbii
@etecksa
@ap
@davidmalpasswbg
@us2somalia
@gilbertfhoungbo
@miga

Top Replied-To in G1:
@worldbank
@svenjaschulze68
@etecksa
@davidmalpasswbg
@us2somalia
@gilbertfhoungbo
@miga
@inquirerdotnet
@moodewji
@fad2__

Top Replied-To in G2:
@joebiden
@potus
@misrak_aklilu9
@abriha191

Top Replied-To in G3:
@abiyahmedali
@dhiiroogarbii
@fatiiintalaa
@narobekab
@abbaamuudaa1
@hawwiioromoo11
@hadiskeiru
@nafjiradegefa
@tthoonee
@nisa58106879

Top Replied-To in G4:
@ap
@bramcohen
@kagutamuseveni
@axelvt_wb
@cpmayiga
@imfafrica
@unocha
@epochopinion
@princemateenk
@elonmusk

Top Replied-To in G5:
@worldbank
@mapswipe
@min_waterug
@wbg_agriculture

Top Replied-To in G6:
@kenyapower
@hebobiwine
@williamsruto
@newuganda18
@bodhitvsatta

Top Replied-To in G7:
@omid_m
@thegfce
@akcv

Top Replied-To in G8:
@faosouthsudan
@worldbankkenya
@areai4africa

Top Replied-To in G9:
@ngangay_y
@bisp_pakistan
@achakzaibk
@pwielandf

Top Replied-To in G10:
@vp
@mailoland
@trberts
@supreme_heron
@gematriaclub
@kenroth
@uhrc_uganda
@stuartyiga
@kyom1759
@jkmubiru1994

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@imfnews
@ap
@hrw
@reuters
@unhumanrights
@qaalisaba
@ahmed_shafi1
@alena4tigray
@potus

Top Mentioned in G1:
@worldbank
@imfnews
@davidmalpasswbg
@wbg_climate
@adb_hq
@miga
@worldbanksasia
@ilo
@oecd
@pandemic_fund

Top Mentioned in G2:
@worldbank
@alena4tigray
@tigistbeyene12
@imfnews
@potus
@destade41904225
@tigray116
@imfn
@imfnew
@imf

Top Mentioned in G3:
@ap
@hrw
@reuters
@worldbank
@imfnews
@unhumanrights
@qaalisaba
@ahmed_shafi1
@awoldetensa
@ahmedib37367680

Top Mentioned in G4:
@worldbank
@who
@un_women
@elonmusk
@imfnews
@nbcsnl
@un4youth
@gretathunberg
@aidanrgallagher
@adriangrenier

Top Mentioned in G5:
@worldbank
@worldbankwater
@gfdrr
@min_waterug
@wbg_gov
@unbiodiversity
@wbg_poverty
@govuganda
@wbpubs
@wbg_agriculture

Top Mentioned in G6:
@worldbank
@bbcafrica
@campusmetoo
@actionaid_kenya
@gp_kenya
@unwomenkenya
@eduminkenya
@machoguezekiel
@psygkenya
@csaishajumwa

Top Mentioned in G7:
@worldbank
@bancomundiallac
@wef
@satbhss_project
@worldbankmena
@albankaldawli
@maritoabdo
@france24
@lemonde_en
@afp

Top Mentioned in G8:
@worldbank
@worldbankafrica
@fao
@wbg_cities
@firasbinraad
@emmakwaje
@maloguna
@faoemergencies
@faosouthsudan
@faostatistics

Top Mentioned in G9:
@worldbank
@unep
@kfw_fz_int
@un
@govtofpakistan
@unfpatchad
@unfpa
@unfpa_wcaro
@fcdogovuk
@iccnrdc

Top Mentioned in G10:
@worldbank
@ecb
@royalfamily
@imfnews
@mailoland
@g7
@jkmubiru1994
@imflive
@imfspokesperson
@ousmane_diagana

Top Tweeters
Top Tweeters in Entire Graph:
@kenyapower_care
@httweets
@inquirerdotnet
@vonrosenchild
@johangreg
@reuters
@theofficialsbi
@nilimajumder
@nelliejs501
@timesofindia

Top Tweeters in G1:
@inquirerdotnet
@vonrosenchild
@nilimajumder
@tzdiscovery
@susanamnk
@eco1start
@akwyz
@jane__eden
@wj3kdz8txpfykrc
@ohemaadufiegh

Top Tweeters in G2:
@tsrha_kw
@romhai_h
@mesiihiluf
@tdf_forlife
@sabaalem6_sabi
@nigsti_tigray
@lillyanapk
@hrite_hailu
@heav_en1
@sisay34690879

Top Tweeters in G3:
@reuters
@yeroonamma3
@ap
@batula430
@nisa58106879
@mahicho4
@haqaann
@oromtittiwalloo
@jaalmuliis1
@hawwiioromoo11

Top Tweeters in G4:
@bcci
@aajtak
@annamoor1995
@bbcworld
@gma
@globalnews
@cbcnews
@epochtimes
@brhanene
@educationweek

Top Tweeters in G5:
@saodionisio
@digitaldecoded1
@nordicgeo
@marianatrobosky
@queenbasmin
@ckngold1
@janvier_bikai
@nasa
@josephburite
@unbiodiversity

Top Tweeters in G6:
@kenyapower_care
@citizentvkenya
@ntvkenya
@cnn
@k24tv
@ajenglish
@cnni
@kbcchannel1
@theghanaweb
@ajstream

Top Tweeters in G7:
@economictimes
@zewdu_mawcha
@france24
@rahelgualseguh
@theeconomist
@afp
@ft
@salhaj
@wef
@franceinter

Top Tweeters in G8:
@terpsichore_los
@mrsangotoki
@junub_bot
@3kom3ya
@bwasexo
@animuathiei
@agnesmel_yovo
@bunjumahali
@youtube
@nigerfriendnew

Top Tweeters in G9:
@radiopakistan
@ptvnewsofficial
@darrylmw
@moib_official
@govtofpakistan
@fcdogovuk
@usaidgh
@unep
@gavi
@unfpa

Top Tweeters in G10:
@kenroth
@adjeibabismark
@smith_jeffreyt
@royalfamily
@kimkardashian
@rockefellerfdn
@barbarakaija
@ukparliament
@ecb
@jkmubiru1994


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