worldbank, Twitter, 5/15/2019 12:48:01 PM, 196908


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worldbank_2019-05-15_02-19-41.xlsx
worldbank_2019-05-15_02-19-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 15, 2019
Short Description:
worldbank via NodeXL http://bit.ly/2HwLThk
@worldbank
@bancomundiallac
@worldbankafrica
@worldbankmena
@avigyansingh18
@wbg_cities
@hartwigschafer
@theworldindex
@wbpubs
@alihaider77777

Top hashtags:
#india
#africa
#biodiversity
#electricity
#pakistan
#worldbank

Description:
Description
The graph represents a network of 5,459 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 Wednesday, 15 May 2019 at 09:21 UTC.

The requested start date was Monday, 13 May 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 12-hour, 23-minute period from Friday, 10 May 2019 at 11:36 UTC to Sunday, 12 May 2019 at 23:59 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 : 5459
Unique Edges : 8624
Edges With Duplicates : 5411
Total Edges : 14035
Number of Edge Types : 3
Mentions : 12520
Replies to : 1041
Tweet : 474
Self-Loops : 474
Reciprocated Vertex Pair Ratio : 0.0173939892960066
Reciprocated Edge Ratio : 0.0341932220536166
Connected Components : 238
Single-Vertex Connected Components : 115
Maximum Vertices in a Connected Component : 4830
Maximum Edges in a Connected Component : 13387
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.369663
Graph Density : 0.000331764603062867
Modularity : 0.530099
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[43] https://blogs.worldbank.org/publicsphere/market-values-option-foster-individuality-sense-community-and-good-policies
[16] https://openknowledge.worldbank.org/handle/10986/31333
[13] https://blogs.worldbank.org/voices/low-carbon-future-must-protect-worlds-forests
[12] http://blogs.worldbank.org/voices/es/hace-falta-una-revolucion-para-adquirir-nuevas-habilidades?cid=SHR_BlogSiteShare_XX_EXT
[10] http://ow.ly/PAFt30oETNP
[10] https://blogs.worldbank.org/transport/transport-pollution-some-practical-solutions-developing-countries?cid=ECR_E_NewsletterWeekly_EN_EXT&deliveryName=DM12554
[10] https://blogs.worldbank.org/transport/world-going-digital-time-rail-industry-jump-board
[10] http://blogs.worldbank.org/voices/ar/sustainablecities/top-7-disruptive-technologies-cities?cid=ECR_TT_WorldBank_AR_EXT
[10] http://blogs.worldbank.org/voices/es/el-aprendizaje-en-las-aulas-fisicas-esta-obsoleto?cid=ECR_TT_worldbank_ES_EXT&hootPostID=e87010359cc91be9ced10783703ba589
[8] https://www.worldbank.org/en/news/statement/2018/10/02/world-bank-statement-on-amendments-to-tanzanias-2015-statistics-act?cid=SHR_SitesShareTT_EN_EXT

Top URLs in Tweet in G1:
[8] https://www.worldbank.org/en/news/statement/2018/10/02/world-bank-statement-on-amendments-to-tanzanias-2015-statistics-act?cid=SHR_SitesShareTT_EN_EXT
[8] https://www.newsweek.com/ivanka-trump-tweets-then-deletes-photo-national-security-strategy-document-1422335
[5] https://www.africa-confidential.com/article/id/12626/Slowing_down_but_borrowing_more
[4] https://www.bloomberg.com/news/articles/2019-05-07/trump-china-tariffs-who-pays?srnd=premium
[4] http://blogs.worldbank.org/voices/node/6083/?cid=SHR_BlogTweetable_XX_EXT
[4] http://blogs.worldbank.org/voices/es/hace-falta-una-revolucion-para-adquirir-nuevas-habilidades?cid=SHR_BlogSiteShare_XX_EXT
[3] http://blogs.worldbank.org/transport/transport-pollution-some-practical-solutions-developing-countries?cid=ECR_TT_WorldBank_EN_EXT&hootPostID=af7e766b4ba1441ce1ef37666ee12498
[3] http://www.worldbank.org/en/events/2019/04/17/moldova-skills-for-jobs-conference?cid=SHR_SitesShareTT_EN_EXT
[3] https://www.theguardian.com/p/beetg/stw
[3] https://blogs.worldbank.org/voices/low-carbon-future-must-protect-worlds-forests?cid=SHR_BlogSiteShare_XX_EXT

Top URLs in Tweet in G2:
[6] https://twitter.com/rarebirdlit/status/1127010177700519937
[4] https://twitter.com/ibjiyongi/status/1126845176486539265
[3] https://twitter.com/mslauryntrill/status/1126870496086249472
[3] https://twitter.com/stillnaima/status/1126849148437848064
[2] https://twitter.com/IBJIYONGI/status/1126845176486539265
[2] https://twitter.com/NatashaTynes/status/1126925472410087424
[1] https://www.ifc.org/wps/wcm/connect/industry_ext_content/ifc_external_corporate_site/agribusiness/news/ifc+global+agribusiness+conference
[1] http://wrld.bg/aWXR30oA4CE
[1] https://www.edx.org/course/unlocking-investment-and-finance-in-emerging-markets-and-developing-economies-emdes
[1] https://blogs.worldbank.org/opendata/measles-vaccine-coverage-85-globally

Top URLs in Tweet in G3:
[6] https://www.incubateind.com/inspirehackathon
[4] https://www.incubateind.com/innovatetoinspire
[3] https://www.economist.com/leaders/2019/04/13/the-cost-of-cross-border-payments-needs-to-drop
[2] https://www.weforum.org/agenda/2018/11/doing-business-2019-a-year-of-record-reforms-rising-influence
[2] https://twitter.com/undpclimate/status/1127547059379298304
[2] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[2] http://www.worldbank.org/en/topic/poverty/overview
[1] https://www.swiss-streaming.ch/live_wb.html
[1] https://blogs.worldbank.org/sustainablecities/leaving-no-one-behind-development-roadmap-disability-inclusion?cid=SURR_TT_WBGCitiesEN_D_EXT
[1] https://www.gfdrr.org/en/WRC4

Top URLs in Tweet in G4:
[4] https://blogs.worldbank.org/voices/low-carbon-future-must-protect-worlds-forests
[4] https://www.youtube.com/watch?v=qOaAHPCH58w&feature=youtu.be

[3] https://www.worldbank.org/en/news/feature/2019/04/30/water-and-sanitation-in-ethiopia---building-blocks-of-progress?cid=WAT_TT_Water_EN_EXT
[3] https://blogs.worldbank.org/sustainablecities/make-land-rights-a-reality-millions-women-around-world
[3] https://blogs.worldbank.org/sustainablecities/urban-regeneration-catalyst-inclusive-and-sustainable-cities?CID=SURR_TT_WBGCities_EN_EXT
[3] http://blogs.worldbank.org/water/how-can-cities-reduce-water-energy-nexus-pressures?CID=CCG_TT_Cities_EN_EXT
[3] https://blogs.worldbank.org/sustainablecities/cities-under-climatic-siege-inclusion-matters?CID=SURR_TT_WBGCities_EN_EXT
[3] https://www.scalingsolar.org/power-on-in-zambia/?CID=CCG_TT_climatechange_EN_EXT
[3] https://blogs.worldbank.org/arabvoices/small-investment-big-difference-managing-accumulated-waste-yemen?cid=SHR_BlogSiteShare_XX_EXT
[3] https://blogs.worldbank.org/voices/five-ways-help-nature-help-us?CID=ENV_TT_Environment_EN_EXT

Top URLs in Tweet in G5:
[10] http://ow.ly/PAFt30oETNP
[7] https://openknowledge.worldbank.org/handle/10986/31333
[3] http://blogs.worldbank.org/developmenttalk/testing-impact-phone-calls-service-delivery-india
[2] https://blogs.worldbank.org/voices/es/acelerar-los-avances-hacia-el-desarrollo-del-capital-humano-y-la-inclusion-financiera?cid=SHR_BlogSiteShare_XX_EXT
[2] https://blogs.worldbank.org/opendata/es/en-solo-cinco-paises-vive-la-mitad-de-la-poblacion-pobre-del-mundo?cid=SHR_BlogSiteShare_XX_EXT
[2] https://blogs.worldbank.org/opendata/es/es-mucho-mas-que-dinero-se-deben-medir-todas-las-dimensiones-de-la-pobreza?cid=SHR_BlogSiteShare_XX_EXT
[2] http://blogs.worldbank.org/developmenttalk/robo-advisors-investing-through-machines
[2] http://blogs.worldbank.org/developmenttalk/we-have-been-here-development-agencies-and-disruptive-technologies
[2] http://www.worldbank.org/en/region/eap/publication/east-asia-pacific-economic-update
[2] http://blogs.worldbank.org/developmenttalk/behavioral-science-public-policy-future-government

Top URLs in Tweet in G6:
[5] http://www.worldbank.org/en/news/feature/2019/05/07/kitchen-gardening-activities-empower-thousands-of-unskilled-women-in-nangarhar-province
[2] https://blogs.worldbank.org/endpovertyinsouthasia/clean-and-green-pakistan?CID=SAR_TT_SAR_ENG_EXT
[2] https://www.justice.sdg16.plus/justiceforwomen
[2] https://eng.belta.by/economics/view/belarus-interested-in-raising-ebrds-annual-investments-up-to-500m-120883-2019/
[1] http://www.worldbank.org/en/news/feature/2019/04/08/war-wrecked-vital-seed-farm-in-northern-afghanistan-set-to-recover-with-project-support
[1] http://wrld.bg/HLnU30lZNkk
[1] http://www.worldbank.org/en/news/press-release/2019/04/07/south-asia-needs-more-exports-to-maintain-growth?hootPostID=2c6a54d9f6604b2ecdb98ca3dd567d0c
[1] https://blogs.worldbank.org/endpovertyinsouthasia/pakistani-daughter-and-her-destiny?SAR%20Twitter=SAR_TT_SAR_EN_EXT
[1] http://www.worldbank.org/en/news/press-release/2019/04/07/south-asia-needs-more-exports-to-maintain-growth?hootPostID=a6533c7002d5c7c770c0eb8db7fdbc7f
[1] https://blogs.worldbank.org/endpovertyinsouthasia/south-asia-s-rural-women-enter-global-marketplace

Top URLs in Tweet in G7:
[5] http://www.worldbank.org/en/about/careers/programs-and-internships/young-professionals-program
[4] http://www.worldbank.org/en/region/eap/publication/east-asia-pacific-economic-update
[3] https://openknowledge.worldbank.org/handle/10986/31333
[3] http://blogs.worldbank.org/latinamerica/es/cinco-ideas-para-una-centroam-rica-m-s-resiliente
[2] http://blogs.worldbank.org/youth-transforming-africa/africa-s-youth-need-be-problem-solvers-not-part-problem
[2] https://www.nation.co.ke/business/How-Kenya-is-locking-out-local-contractors/996-4582314-lru35j/index.html
[2] https://twitter.com/Koreey_16/status/1118358735234174977
[2] https://openknowledge.worldbank.org/handle/10986/31665
[2] http://blogs.worldbank.org/sustainablecities/cities-under-climatic-siege-inclusionmatters?utm_source=dlvr.it&utm_medium=twitter
[2] http://blogs.worldbank.org/sustainablecities/urban-regeneration-catalyst-inclusive-and-sustainable-cities?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G8:
[3] https://bit.ly/2Hv8J80
[1] http://wrld.bg/eM8m50u6XAe
[1] http://www.worldbank.org/en/news/video/2018/10/17/new-ways-of-looking-at-poverty?CID=POV_TT_Poverty_EN_EXT
[1] https://blogs.worldbank.org/sustainablecities/make-land-rights-a-reality-millions-women-around-world
[1] http://wrld.bg/eCPL50u6WGG
[1] http://wrld.bg/Pb3A50u6RmF
[1] http://wrld.bg/SNiP30oHgAT
[1] http://wrld.bg/iYDH50u6WT9
[1] https://www.worldbank.org/en/news/press-release/2018/04/23/record-high-remittances-to-low-and-middle-income-countries-in-2017
[1] https://blogs.worldbank.org/voices/gender-equality-unleashing-real-wealth-nations

Top URLs in Tweet in G9:
[2] https://twitter.com/gakyali_mabaga/status/1127271062109073409
[1] https://twitter.com/SheilaKulubya/status/1127307840035725312
[1] https://twitter.com/socialmediacon9/status/1127099715982700545

Top URLs in Tweet in G10:
[10] http://blogs.worldbank.org/voices/ar/sustainablecities/top-7-disruptive-technologies-cities?cid=ECR_TT_WorldBank_AR_EXT
[5] http://www.worldbank.org/en/news/immersive-story/2018/12/07/lack-of-health-care-is-a-waste-of-human-capital-5-ways-to-achieve-universal-health-coverage-by-2030?CID=HCP_TT_HCPChamp2018%20_EN_EXT&hootPostID=345b7a31dcadb8d169ca6af70d247a21
[5] http://blogs.worldbank.org/voices/fr/l-apprentissage-conventionnel-a-vecu?cid=SHR_BlogSiteShare_XX_EXT
[4] http://blogs.worldbank.org/health/antimicrobial-resistance-priority-issue-all-people?CID=HCP_TT_HCPChamp2018%20_EN_EXT&hootPostID=9f17c46dfa8854dac8f84d1c7a9f643e
[3] http://www.worldbank.org/en/news/immersive-story/2018/12/07/lack-of-health-care-is-a-waste-of-human-capital-5-ways-to-achieve-universal-health-coverage-by-2030?CID=HCP_TT_HCPChamp2018%20_EN_EXT&hootPostID=e9a425f611dbda9bd2192fe5f8849d8c
[3] https://blogs.worldbank.org/voices/ar/developmenttalk/commodity-markets-outlook-six-charts?cid=ECR_TT_WorldBank_AR_EXT
[2] http://blogs.worldbank.org/health/
[2] http://blogs.worldbank.org/opendata/ar/tale-many-cities-monitoring-worlds-urban-transformation
[2] http://blogs.worldbank.org/voices/ar/longer-world-waits-address-climate-change-higher-cost?cid=EXT_TwitterAlbankAldawli_P_EXT
[2] http://blogs.worldbank.org/voices/ar/jobs/we-need-reskilling-revolution-heres-how-make-it-happen?cid=ECR_TT_WorldBank_AR_EXT

Top Domains
Top Domains in Tweet in Entire Graph:
[768] worldbank.org
[188] twitter.com
[58] wrld.bg
[20] fiinews.com
[16] bit.ly
[16] ow.ly
[15] youtube.com
[12] incubateind.com
[10] lnkd.in
[10] newsweek.com

Top Domains in Tweet in G1:
[132] worldbank.org
[52] twitter.com
[10] newsweek.com
[5] bloomberg.com
[5] blogspot.com
[5] africa-confidential.com
[4] bit.ly
[4] youtube.com
[4] theguardian.com
[3] wrld.bg

Top Domains in Tweet in G2:
[29] twitter.com
[2] theroot.com
[1] ifc.org
[1] wrld.bg
[1] edx.org
[1] worldbank.org
[1] washingtonpost.com
[1] theguardian.com
[1] cvent.com
[1] doingbusiness.org

Top Domains in Tweet in G3:
[37] twitter.com
[14] worldbank.org
[12] incubateind.com
[4] vopublic.com
[3] economist.com
[2] gfdrr.org
[2] weforum.org
[2] co.uk
[2] reut.rs
[2] trib.al

Top Domains in Tweet in G4:
[92] worldbank.org
[7] twitter.com
[5] youtube.com
[4] scalingsolar.org
[4] wrld.bg
[3] soundcloud.com
[3] bit.ly
[3] worldbankgroup.org
[2] esmap.org
[2] theclearinitiative.org

Top Domains in Tweet in G5:
[56] worldbank.org
[13] ow.ly
[9] wrld.bg
[1] punchng.com
[1] thermalogy.com
[1] ifc.org

Top Domains in Tweet in G6:
[19] worldbank.org
[5] twitter.com
[4] belta.by
[3] wrld.bg
[2] thinkgeoenergy.com
[2] sdg16.plus
[1] idlo.int
[1] gov.by
[1] google.com

Top Domains in Tweet in G7:
[93] worldbank.org
[16] twitter.com
[9] wrld.bg
[5] t.co
[3] youtube.com
[3] reuters.com
[2] co.ke
[2] tweetedtimes.com
[2] lnkd.in
[1] skymetweather.com

Top Domains in Tweet in G8:
[12] worldbank.org
[7] wrld.bg
[7] bit.ly
[1] youtube.com
[1] twitter.com
[1] go.ke

Top Domains in Tweet in G9:
[4] twitter.com

Top Domains in Tweet in G10:
[59] worldbank.org
[5] wrld.bg
[3] t.co
[1] unhcr.org
[1] egic.info

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[111] india
[98] africa
[79] biodiversity
[79] electricity
[73] pakistan
[70] worldbank
[69] sheisequal
[67] éxodovenezolano
[63] greenandgray
[62] wastewater



Top Hashtags in Tweet in G1:
[68] sheisequal
[34] biodiversity
[30] migratorybirds
[29] seabirds
[26] doingbiz
[25] fragility
[23] poverty
[17] remittance
[12] didyouknow
[12] stopbisridam

Top Hashtags in Tweet in G2:
[4] opportunities
[4] investment
[4] finance
[3] doingbiz
[3] lac
[2] eatingwhileblack
[2] measles
[2] worldbank
[2] innovate4climate
[1] ethiopia

Top Hashtags in Tweet in G3:
[85] india
[54] innovatetoinspire
[30] economy
[25] growth
[18] wrc4
[15] bengaluru
[14] world
[14] solar
[12] indian
[12] innovatetoinspire2019

Top Hashtags in Tweet in G4:
[60] wastewater
[58] greenandgray
[41] pakistan
[32] urbanregeneration
[30] inclusionmatters
[30] biodiversity
[29] transparent
[21] wrc4
[15] zambia
[12] india

Top Hashtags in Tweet in G5:
[56] electricity
[50] africa
[30] tanzania
[14] naturalresources
[11] dyk
[11] population
[10] itissunday
[10] anybodyhome
[7] lestweforget
[7] thismothersday

Top Hashtags in Tweet in G6:
[19] pakistan
[14] southasia
[10] climatechange
[9] exportwanted
[6] throwbackthursday
[6] tbt
[6] onthisday
[6] poverty
[5] aiforgood
[4] afghan

Top Hashtags in Tweet in G7:
[18] worldbank
[8] africa
[7] imf
[5] climatechange
[5] finance
[4] money
[3] education
[3] electricity
[3] pakistan
[3] buildbackbetter

Top Hashtags in Tweet in G8:
[10] food
[7] africa
[6] futureofwork
[6] kenya
[5] dyk
[4] endpoverty
[4] india
[4] southasia
[4] leapfrogging
[4] investinpeople

Top Hashtags in Tweet in G9:
[19] digitizeug
[11] mweworks
[11] gou
[4] ugandacan
[4] nyagak
[2] nbi
[2] biodiversity
[1] investinwestnile
[1] sevo
[1] politics

Top Hashtags in Tweet in G10:
[8] البلوك_تشين
[8] الفقر
[7] healthforall
[6] humancapital
[6] وظيفة
[5] المساواة_بين_الجنسين
[5] هل_تعلم
[5] الشرق_الأوسط
[5] ecolededemain
[4] antimicrobialresistance

Top Words
Top Words in Tweet in Entire Graph:
[3398] Words in Sentiment List#1: Positive
[2448] Words in Sentiment List#2: Negative
[20] Words in Sentiment List#3: Angry/Violent
[118175] Non-categorized Words
[124021] Total Words
[3158] worldbank
[827] s
[498] world
[474] natashatynes
[399] employee

Top Words in Tweet in G1:
[1188] worldbank
[328] ivankatrump
[207] s
[192] women
[176] world
[168] 8
[167] globally
[162] president
[144] countries
[132] bank

Top Words in Tweet in G2:
[713] worldbank
[470] natashatynes
[390] employee
[361] ibjiyongi
[252] media
[250] social
[249] s
[240] woman
[190] day
[185] part

Top Words in Tweet in G3:
[258] worldbank
[74] imfnews
[65] #india
[58] adb_hq
[54] #innovatetoinspire
[52] avigyansingh18
[51] incubateind
[48] wef
[43] pmoindia
[41] world

Top Words in Tweet in G4:
[204] worldbank
[95] report
[94] wbg_climate
[89] critical
[84] together
[76] s
[76] water
[74] cities
[69] worldbankwater
[68] nature

Top Words in Tweet in G5:
[91] worldbankafrica
[74] worldbank
[58] people
[58] s
[56] #electricity
[50] #africa
[47] one
[43] access
[42] new
[41] report

Top Words in Tweet in G6:
[102] worldbank
[69] kgeorgieva
[42] s
[36] world
[31] difficult
[30] 5
[30] ceo
[29] proud
[29] mother
[29] grandmother

Top Words in Tweet in G7:
[18] #worldbank
[17] worldbank
[15] bank
[14] world
[12] 2
[11] more
[10] s
[10] help
[10] 3
[9] countries

Top Words in Tweet in G8:
[37] worldbankkenya
[34] worldbank
[30] s
[25] food
[20] population
[19] people
[19] foodtank
[17] growth
[16] kenya
[16] waste

Top Words in Tweet in G9:
[91] worldbank
[52] west
[52] nile
[45] nitauganda1
[36] support
[36] infrastructure
[30] kagutamuseveni
[30] koboko
[26] s
[23] karamoja

Top Words in Tweet in G10:
[54] في
[41] albankaldawli
[35] من
[27] worldbank
[24] wbg_health
[20] banquemondiale
[19] ا
[18] health
[17] أن
[14] universal

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[268] social,media
[243] ivankatrump,worldbank
[186] worldbank,employee
[186] blue,collar
[179] ibjiyongi,s
[179] s,telling
[179] telling,worldbank
[179] employee,spend
[179] spend,part
[179] part,day

Top Word Pairs in Tweet in G1:
[243] ivankatrump,worldbank
[148] worldbank,president
[85] income,countries
[84] middle,income
[82] low,middle
[80] air,pollution
[79] pollution,responsible
[79] responsible,8
[79] 8,8
[79] 8,million

Top Word Pairs in Tweet in G2:
[248] social,media
[184] worldbank,employee
[180] blue,collar
[179] ibjiyongi,s
[179] s,telling
[179] telling,worldbank
[179] employee,spend
[179] spend,part
[179] part,day
[179] day,harassing

Top Word Pairs in Tweet in G3:
[38] worldbank,adb_hq
[32] #innovatetoinspire,hackathon
[26] imfnews,worldbank
[24] wef,worldbank
[21] eesl_india,worldbank
[17] realdonaldtrump,worldbank
[17] worldbank,imfnews
[14] avigyansingh18,#india
[13] nitiaayog,pmoindia
[13] adb_hq,presents

Top Word Pairs in Tweet in G4:
[60] worldbank,worldresources
[59] report,worldbank
[58] #greenandgray,go
[58] go,well
[58] well,together
[58] together,joint
[58] joint,report
[58] worldresources,details
[58] details,critical
[58] critical,role

Top Word Pairs in Tweet in G5:
[37] don,t
[35] new,report
[34] report,#africa
[34] #africa,today
[34] today,one
[34] one,three
[34] three,people
[34] people,don
[34] t,access
[34] access,#electricity

Top Word Pairs in Tweet in G6:
[29] proud,mother
[29] mother,grandmother
[29] grandmother,worldbank
[29] worldbank,ceo
[29] ceo,confirm
[29] confirm,being
[29] being,mom
[29] mom,undoubtedly
[29] undoubtedly,difficult
[27] kgeorgieva,proud

Top Word Pairs in Tweet in G7:
[10] world,bank
[5] 2,3
[4] #finance,#money
[3] developing,countries
[3] #worldbank,#imf
[3] sub,saharan
[3] public,services
[3] read,more
[3] new,report
[3] young,professionals

Top Word Pairs in Tweet in G8:
[12] kenya,continues
[12] continues,current
[12] current,growth
[12] growth,path
[12] path,poverty
[12] poverty,remain
[12] remain,above
[12] above,20
[12] 20,2030
[12] 2030,main

Top Word Pairs in Tweet in G9:
[52] west,nile
[23] nile,karamoja
[17] through,nitauganda1
[17] funding,worldbank
[17] worldbank,under
[17] under,regional
[17] regional,communications
[17] communications,infrastructure
[16] backbone,infrastructure
[13] national,backbone

Top Word Pairs in Tweet in G10:
[13] universal,health
[13] health,coverage
[11] البنك,الدولي
[10] أقل,من
[9] coverage,foundational
[9] foundational,driver
[9] driver,inclusive
[9] inclusive,sustainable
[9] sustainable,economic
[9] economic,growth

Top Replied-To
Top Replied-To in Entire Graph:
@ivankatrump
@worldbank
@natashatynes
@stinkytcat1
@ibjiyongi
@foreverlogical
@peshavar
@lambroschristof
@tturneratx
@hola__hola99

Top Replied-To in G1:
@ivankatrump
@worldbank
@davidgura
@mariastsehai
@cryptobyte666
@realdonaldtrump
@tahatan_ahote
@bougiela
@mohammedjavad78
@keysersozebro1

Top Replied-To in G2:
@worldbank
@natashatynes
@stinkytcat1
@ibjiyongi
@tturneratx
@hola__hola99
@paulfuji4
@yeshacallahan
@rarebirdlit
@lesliemac

Top Replied-To in G3:
@foreverlogical
@worldbank
@carlbildt
@wired
@chrisbr83143864
@un
@rashidatlaib
@judithnwana
@avigyansingh18
@narendramodi

Top Replied-To in G4:
@wbg_climate
@worldbank
@saltfund
@jellofries
@itsniceto
@hartwigschafer
@wbg_energy

Top Replied-To in G5:
@guledwiliq
@worldbankafrica
@worldbank
@kgeorgieva
@thegef
@malinabdullahi
@elmi11_ahmed

Top Replied-To in G6:
@kgeorgieva
@worldbank
@itu_unhq
@ingmarweber
@untechbank
@un_women
@copernicuseu
@annawellenstein
@coas_official

Top Replied-To in G8:
@foodtank
@xiaoyuehou
@worldbankkenya
@ctaflash
@climatecentral
@of_kuti
@nabeehakazi

Top Replied-To in G9:
@govuganda
@r5turi
@tonywbuganda
@worldbank
@akajosh1
@min_waterug
@hillarytaylorvi

Top Replied-To in G10:
@smepsyemen
@adnanalqasus
@un

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@natashatynes
@ibjiyongi
@ivankatrump
@imfnews
@worldbankafrica
@wbg_climate
@ifc_org
@davidgura
@davidmalpasswbg

Top Mentioned in G1:
@worldbank
@ivankatrump
@davidgura
@davidmalpasswbg
@iambeckyg
@mariastsehai
@spectatorindex
@kanchangupta
@wbg_education
@derwouter

Top Mentioned in G2:
@worldbank
@natashatynes
@ibjiyongi
@ifc_org
@metrorailinfo
@shafdelrey
@anthoknees
@blknetflix
@paulfuji4
@tturneratx

Top Mentioned in G3:
@worldbank
@imfnews
@adb_hq
@incubateind
@un
@avigyansingh18
@wef
@pmoindia
@ani
@eesl_india

Top Mentioned in G4:
@worldbank
@wbg_climate
@worldbankwater
@worldresources
@wbg_cities
@hartwigschafer
@samehnwahba
@ipbes
@wbg_environment
@dasmaitreyi

Top Mentioned in G5:
@worldbankafrica
@worldbank
@daveevansphd
@wbtanzania
@worldbankdata
@jikobiogas
@dairysom
@hivos
@cleancooking
@power4all2025

Top Mentioned in G6:
@worldbank
@kgeorgieva
@worldbanksasia
@wb
@itu
@illango_wb
@ebrd
@hartwigschafer
@sandieokoro
@mfrodriguezssaj

Top Mentioned in G7:
@sherahsteven
@ethical_banking
@arutura

Top Mentioned in G8:
@worldbank
@worldbankkenya
@foodtank
@xiaoyuehou
@foo
@wbg_agriculture
@chelliepingree
@wbg_poverty
@adixon_wb
@franksesno

Top Mentioned in G9:
@worldbank
@nitauganda1
@kagutamuseveni
@sheilakulubya
@socialmediacon9
@statehouseug
@tonywbuganda
@min_waterug
@ho
@franktumwebazek

Top Mentioned in G10:
@albankaldawli
@worldbank
@wbg_health
@banquemondiale
@worldbankmena
@icd_ps
@wbg_gender
@alsoswaamat
@omeisy
@hooria_mashhour

Top Tweeters
Top Tweeters in Entire Graph:
@geonews_urdu
@alllibertynews
@jude_mugabi
@independent
@nilimajumder
@safaricomplc
@cnnnews18
@railminindia
@ottlegalrebels
@smartcityfeed

Top Tweeters in G1:
@safaricomplc
@raumunz
@eraser
@pas5974
@grandpooba5440
@lianabrooks
@justwhatnowwhy
@ceoafrica
@mikecoulson48
@kingscuprun27

Top Tweeters in G2:
@eleven8
@fabdlt_
@xzyliac
@kashmirviii
@octavia_simone1
@iwriteallday_
@javonnibrustow
@carasiks
@shesfinetoo
@avocalistsrival

Top Tweeters in G3:
@geonews_urdu
@alllibertynews
@independent
@cnnnews18
@railminindia
@ndtv
@thehill
@guardian
@business
@indiatvnews

Top Tweeters in G4:
@olumideidowu
@analyticaglobal
@masedigid
@syawal
@d_melissa2
@marcelomena
@socialdemsheff
@rudihammenecker
@ilonakickbusch
@cygnus_mgl

Top Tweeters in G5:
@chidambara09
@alpha_omega_yah
@africaupdates
@sakak
@somaliweynta
@basheeraugie
@m_sungwa
@kritonita
@b1daredevilz
@domingonarvaez1

Top Tweeters in G6:
@nilimajumder
@ramchandanigp
@jang_akhbar
@sandeep32806231
@3000dulce
@mido_5555555
@khurramziakhan
@gazzema
@suncemore1
@solarenergynews

Top Tweeters in G7:
@parvenbd
@econ_cl
@udit_eco
@3cedarsmktg
@worldnewsdotcom
@clime_it
@subnewspk
@tecnocompucarib
@akwala
@dravirmani

Top Tweeters in G8:
@tariquekhanjave
@tujadili
@fiona_theartist
@rodgers_kirwa
@kenya
@kirigwi
@ndeshmo
@cobyi
@climatecentral
@townandchamber

Top Tweeters in G9:
@jude_mugabi
@dwatchnews
@nbstv
@ssojo81
@newvisionwire
@ntvuganda
@chimpreports
@jadwong
@princejohnpaulg
@nwscug

Top Tweeters in G10:
@vdubese
@jamalbadr
@shamsanm
@garethpresch
@headpointer
@huilemoringa
@omeisy
@mohamed_ossama
@celiaza2013
@islamabualgasim


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