Worldbank (environment OR climate OR warming OR ecological OR planet OR global), Twitter, 7/6/2021 2:16:09 PM, 258422


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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2021-07-05_09-46-37.
Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2021-07-05_09-46-37.
From:
NodeXLExcelAutomator
Uploaded on:
July 06, 2021
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/2TFdSWm
@worldbank
@wbg_climate
@wbpubs
@vidyarthee
@worldbankwater
@benavides_marta
@unbiodiversity
@wbg_environment
@worldbankafrica
@wbg_cities

Top hashtags:


Description:
Description
The graph represents a network of 4,482 Twitter users whose tweets in the requested range contained "Worldbank (environment OR climate OR warming OR ecological OR planet OR global)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 05 July 2021 at 16:51 UTC.

The requested start date was Monday, 05 July 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 13-day, 22-hour, 48-minute period from Monday, 21 June 2021 at 00:28 UTC to Sunday, 04 July 2021 at 23:17 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4482
Unique Edges : 4262
Edges With Duplicates : 14063
Total Edges : 18325
Number of Edge Types : 5
Retweet : 4571
MentionsInRetweet : 7625
Mentions : 4727
Replies to : 879
Tweet : 523
Self-Loops : 585
Reciprocated Vertex Pair Ratio : 0.0157144597393105
Reciprocated Edge Ratio : 0.030942672103622
Connected Components : 176
Single-Vertex Connected Components : 86
Maximum Vertices in a Connected Component : 3926
Maximum Edges in a Connected Component : 17610
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.079115
Graph Density : 0.000415159609401428
Modularity : 0.338318
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 4,482 Twitter users whose tweets in the requested range contained "Worldbank (environment OR climate OR warming OR ecological OR planet OR global)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 05 July 2021 at 16:51 UTC.

The requested start date was Monday, 05 July 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 13-day, 22-hour, 48-minute period from Monday, 21 June 2021 at 00:28 UTC to Sunday, 04 July 2021 at 23:17 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : Worldbank (environment OR climate OR warming OR ecological OR planet OR global)
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:
[32] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries?cid=SHR_SitesShareTT_EN_EXT
[18] https://www.worldbank.org/404_response.htm
[17] https://www.worldbank.org/en/topic/health/publication/walking-the-walk-reimagining-primary-health-care-after-covid-19-a-health-nutrition-and-population-global-practice-flagsh?cid=hnp_tt_health_en_ext
[15] https://www.worldbank.org/en/news/press-release/2021/07/01/protecting-nature-could-avert-global-economic-losses-of-usd2-7-trillion-per-year?cid=SHR_SitesShareTT_EN_EXT
[15] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries
[14] https://www.worldbank.org/en/topic/environment/publication/the-economic-case-for-nature?cid=SHR_SitesShareTT_EN_EXT
[14] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries?cid=ECR_TT_worldbank_EN_EXT
[13] https://www.brettonwoodsproject.org/wp-content/uploads/2021/06/Big-Shift-CCAP-reaction-quote-sheet_FINAL.pdf.
[13] https://openknowledge.worldbank.org/handle/10986/35799
[12] https://www.worldbank.org/en/events/2020/06/22/annual-bank-conference-on-development-economics-2020-global-unrest

Top URLs in Tweet in G1:
[17] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries?cid=SHR_SitesShareTT_EN_EXT
[13] https://www.worldbank.org/en/news/press-release/2021/07/01/protecting-nature-could-avert-global-economic-losses-of-usd2-7-trillion-per-year?cid=SHR_SitesShareTT_EN_EXT
[12] https://www.brettonwoodsproject.org/wp-content/uploads/2021/06/Big-Shift-CCAP-reaction-quote-sheet_FINAL.pdf.
[11] https://www.reuters.com/business/environment/world-bank-commits-annual-reports-climate-action-plan-2021-06-22/
[9] https://foe.org/news/world-bank-groups-new-climate-change-action-plan-fails-to-end-financial-flows-to-fossil-fuels/
[7] https://www.worldbank.org/en/publication/global-economic-prospects?cid=ECR_TT_worldbank_EN_EXT
[7] https://openknowledge.worldbank.org/bitstream/handle/10986/29865/126579-Public-on-5-30-18-WorldBank-GenderInequality-Brief-v13.pdf?sequence=1&isAllowed=y
[7] https://www.worldbank.org/404_response.htm
[5] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries?cid=ECR_TT_worldbank_EN_EXT
[4] http://wrld.bg/2Zpx50F8hjC

Top URLs in Tweet in G2:
[12] https://www.worldbank.org/en/news/feature/2021/05/24/transitions-at-the-heart-of-the-climate-challenge
[10] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries
[10] https://www.worldbank.org/en/events/2020/06/22/annual-bank-conference-on-development-economics-2020-global-unrest
[10] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries?cid=SHR_SitesShareTT_EN_EXT
[9] http://wrld.bg/Sdx050FjrBN
[9] https://www.worldbank.org/en/topic/water/publication/an-epic-response-innovative-governance-for-flood-and-drought-risk-management?cid=watt_tt_water_en_ext
[8] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries?cid=ccg_tt_climatechange_en_ext
[8] https://www.worldbank.org/en/news/feature/2021/06/22/what-you-need-to-know-about-the-world-bank-group-2nd-climate-change-action-plan?cid=ccg_tt_climatechange_en_ext
[8] https://www.worldbank.org/en/news/feature/2021/06/22/what-you-need-to-know-about-the-world-bank-group-2nd-climate-change-action-plan
[7] http://wrld.bg/vB8f30rLGS5

Top URLs in Tweet in G3:
[2] https://documents.worldbank.org/curated/en/445311625065610639/A-Global-Earth-Economy-Model-to-Assess-Development-Policy-Pathways
[2] https://www.wto.org/english/news_e/news21_e/covid_30jun21_e.htm
[1] https://www.cbd.int/article/world-bank-economic-case-for-nature
[1] https://www.worldbank.org/en/news/feature/2021/06/30/mythbusters-uncovering-natures-economic-value
[1] https://guardian.ng/news/cross-river-fire-razes-10-shops-in-ogoja/
[1] https://www.worldbank.org/en/news/press-release/2021/06/24/additional-financing-support-by-the-green-climate-fund-to-help-strengthen-climate-resilience-in-central-asia
[1] https://blogs.worldbank.org/europeandcentralasia/five-steps-for-cleaner-air-in-central-asia
[1] https://www.cnbc.com/2020/01/14/zambias-spiraling-debt-and-the-future-of-chinese-loan-financing-in-africa.html
[1] https://www.theguardian.com/global-development/2019/dec/11/china-steps-in-as-zambia-runs-out-of-loan-options
[1] https://www.worldbank.org/en/topic/environment/publication/the-economic-case-for-nature

Top URLs in Tweet in G4:
[3] https://clicktotweet.com/Z9B95+
[2] https://www.weforum.org/agenda/2021/06/esg-resilience-investment-environment-social-governance/
[1] https://www.eib.org/en/videos/the-city-climate-finance-gap-fund-paving-the-way-for-low-carbon-resilient-and-liveable-cities
[1] https://blogs.worldbank.org/psd/sovereign-esg-investing-we-can-do-better
[1] https://www.reuters.com/business/sustainable-business/asias-esg-bond-issuances-hit-record-69-bln-this-year-no-let-up-seen-2021-06-07/
[1] https://blogs.worldbank.org/psd/increased-transparency-more-climate-friendly-financial-sector
[1] https://mitsloan.mit.edu/ideas-made-to-matter/3-hurdles-to-sustainable-investing-and-how-to-overcome-them
[1] https://www.devex.com/news/sponsored/opinion-why-esg-matters-for-businesses-in-public-health-and-development-100181
[1] http://bitly.ws/?redirect=f489
[1] https://www.worldbank.org/en/news/infographic/2021/07/01/the-economic-case-for-nature?cid=SHR_SitesShareTT_EN_EXT

Top URLs in Tweet in G5:
[2] https://worldbank.org/en/publication/global-economic-prospects?cid=ECR_TT_worldbank_EN_EXT
[2] http://globalpolicy.ai/en/
[1] https://forumgenerationegalite.fr/en/get-involved/register
[1] https://www.youtube.com/watch?v=ZebEjnn29-4&feature=youtu.be

[1] https://www.ted.com/talks/clover_hogan_what_to_do_when_climate_change_feels_unstoppable?rss=172BB350-0309
[1] https://www.cbsnews.com/news/indigenous-children-schools-canada-trudeau-pope-should-apologize/
[1] https://www.weforum.org/agenda/2017/03/why-india-is-about-to-have-a-solar-boom?utm_content=buffer7049b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.reuters.com/article/us-global-nature-worldbank-trfn/fund-nature-protection-now-or-face-huge-losses-says-world-bank-idUSKCN2E74I5
[1] https://www.amazon.com/Key-Man-Story-Global-Capitalist/dp/0062996215/ref=sr_1_1?dchild=1&keywords=key+man+simon+clark&qid=1614622824&sr=8-1
[1] https://www.amazon.co.uk/gp/product/0241439108?tag=prhmarketing2552-21

Top URLs in Tweet in G6:
[2] https://www.worldbank.org/en/publication/global-economic-prospects?cid=pub_tt_wbpublications_en_ext
[2] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty-turning-corner-pandemic-2021?cid=pub_tt_wbpublications_en_ext
[2] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty-turning-corner-pandemic-2021
[1] https://www.worldbank.org/en/news/press-release/2021/06/21/world-bank-and-african-union-team-up-to-support-rapid-vaccination-for-up-to-400-million-people-in-africa?cid=pub_tt_wbpublications_en_ext
[1] https://www.worldbank.org/en/news/feature/2019/09/10/rethinking-energy-reforms-in-power-hungry-world?cid=pub_tt_wbpublications_en_extp
[1] http://wrld.bg/eHmE50EQoi3
[1] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries
[1] https://blogs.worldbank.org/voices/global-economic-outlook-five-charts-june-2021?cid=pub_tt_wbpublications_en_ext
[1] https://twitter.com/WorldBank/status/1408161214392324096

Top URLs in Tweet in G7:
[2] https://twitter.com/un_ewec/status/1410027634084417543
[2] https://washmatters.wateraid.org/blog/the-political-economy-of-water-rights-putting-indigenous-knowledge-at-the-heart-of-wash?utm_source=twitter&utm_medium=social&utm_content=post_blog_political_economy&utm_campaign=de_wm
[2] https://ilo.org/global/programmes-and-projects/prospects/media-centre/WCMS_794900/lang--en/index.htm
[2] https://pages.devex.com/lgbtq-inclusion-in-global-dev.html
[1] https://www.who.int/initiatives/sdg3-global-action-plan/progress-reports/2021
[1] http://gaml.uis.unesco.org/
[1] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries?cid=SHR_SitesShareTT_EN_EXT
[1] https://www.covideducationrecovery.global/
[1] https://www.youtube.com/watch?v=juAp6jfDhyk&feature=youtu.be

[1] https://unesco-org.zoom.us/webinar/register/WN_HW835fcwRg-I3sVdOnnJmg?t=1624882558584

Top URLs in Tweet in G8:
[1] https://www.worldbank.org/en/topic/health/publication/walking-the-walk-reimagining-primary-health-care-after-covid-19-a-health-nutrition-and-population-global-practice-flagsh

Top URLs in Tweet in G9:
[1] https://www.japantimes.co.jp/news/2018/10/03/world/airports-act-rising-seas-stronger-storms-climate-changes/
[1] https://blogs.worldbank.org/endpovertyinsouthasia/bracing-climate-change-matter-survival-maldives
[1] https://www.sciencemag.org/news/2018/03/sea-levels-rise-bangladeshi-islanders-must-decide-between-keeping-water-out-or-letting
[1] https://www.theguardian.com/global-development/2017/jan/20/climate-change-frontline-disappearing-fishing-villages-bangladesh
[1] https://www.npr.org/2016/05/10/476071206/as-waters-rise-miami-beach-builds-higher-streets-and-political-willpower
[1] https://www.worldbank.org/en/topic/climate-smart-agriculture

Top URLs in Tweet in G10:
[5] https://www.worldbank.org/en/news/press-release/2021/07/01/protecting-nature-could-avert-global-economic-losses-of-usd2-7-trillion-per-year
[4] https://www.worldbank.org/404_response.htm
[4] https://www.worldbank.org/en/news/press-release/2021/06/22/world-bank-group-increases-support-for-climate-action-in-developing-countries?cid=ECR_TT_worldbank_EN_EXT
[3] https://jp.reuters.com/article/climate-change-worldbank-idJPXXN2O5031
[2] https://blogs.worldbank.org/psd/global-investors-shift-focus-sustainability-amid-push-green-recovery
[2] https://www.worldbank.org/en/news/press-release/2021/05/01/lebanon-sinking-into-one-of-the-most-severe-global-crises-episodes
[2] https://openknowledge.worldbank.org/handle/10986/35799
[2] https://www.worldbank.org/en/topic/health/publication/walking-the-walk-reimagining-primary-health-care-after-covid-19-a-health-nutrition-and-population-global-practice-flagsh?cid=hnp_tt_health_en_ext
[1] https://blogs.worldbank.org/voices/global-identification-challenge-who-are-1-billion-people-without-proof-identity
[1] https://ourworldindata.org/extreme-poverty#:~:text=As%20we%20can%20see%2C%20globally,million%20every%20year%20since%201990

Top Domains
Top Domains in Tweet in Entire Graph:
[868] worldbank.org
[97] wrld.bg
[73] twitter.com
[35] reuters.com
[15] citiesclimatefinance.org
[13] brettonwoodsproject.org
[10] miragenews.com
[9] spotify.com
[9] foe.org
[8] theguardian.com

Top Domains in Tweet in G1:
[186] worldbank.org
[23] twitter.com
[19] reuters.com
[12] brettonwoodsproject.org
[9] foe.org
[7] priceofoil.org
[6] wrld.bg
[3] spotify.com
[3] apple.com
[2] reliefweb.int

Top Domains in Tweet in G2:
[362] worldbank.org
[77] wrld.bg
[15] twitter.com
[13] citiesclimatefinance.org
[10] miragenews.com
[7] citygapfund.org
[5] ow.ly
[3] wbgvr.org
[3] bit.ly
[3] un.org

Top Domains in Tweet in G3:
[13] worldbank.org
[2] wto.org
[2] theguardian.com
[2] twitter.com
[1] cbd.int
[1] guardian.ng
[1] cnbc.com
[1] youtube.com
[1] rosalux.de
[1] brandnewtube.com

Top Domains in Tweet in G4:
[4] worldbank.org
[3] clicktotweet.com
[2] weforum.org
[2] ifpri.org
[1] eib.org
[1] reuters.com
[1] mit.edu
[1] devex.com
[1] bitly.ws
[1] theguardian.com

Top Domains in Tweet in G5:
[3] worldbank.org
[2] globalpolicy.ai
[1] forumgenerationegalite.fr
[1] youtube.com
[1] ted.com
[1] cbsnews.com
[1] weforum.org
[1] reuters.com
[1] amazon.com
[1] co.uk

Top Domains in Tweet in G6:
[10] worldbank.org
[1] wrld.bg
[1] twitter.com

Top Domains in Tweet in G7:
[5] devex.com
[3] twitter.com
[2] worldbank.org
[2] wateraid.org
[2] ilo.org
[1] who.int
[1] unesco.org
[1] covideducationrecovery.global
[1] youtube.com
[1] zoom.us

Top Domains in Tweet in G8:
[1] worldbank.org

Top Domains in Tweet in G9:
[2] worldbank.org
[1] co.jp
[1] sciencemag.org
[1] theguardian.com
[1] npr.org

Top Domains in Tweet in G10:
[58] worldbank.org
[10] twitter.com
[5] reuters.com
[3] tweetedtimes.com
[2] realityofaid.org
[1] ourworldindata.org
[1] alarabiya.net
[1] cnbctv18.com
[1] spotify.com
[1] nature.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[656] ugandaisbleeding
[650] stoploaninguganda
[288] climatechange
[257] covid19
[134] worldbank
[129] nature
[107] ghgs
[96] ghg
[90] climate
[78] climateactionwbg



Top Hashtags in Tweet in G1:
[73] covid19
[46] climatechange
[37] ghg
[34] ghgs
[34] conservation
[31] nature
[15] climate
[14] development
[13] floods
[12] biodiversity

Top Hashtags in Tweet in G2:
[218] climatechange
[81] covid19
[68] ghgs
[63] climateactionwbg
[54] climate
[53] ghg
[52] climatestories_wbg
[45] netzero
[41] epic
[34] biodiversityloss

Top Hashtags in Tweet in G3:
[654] ugandaisbleeding
[650] stoploaninguganda
[68] nature
[59] breaking
[38] ugandans
[22] airpollution
[11] cop15
[10] dyk
[10] biodiversity
[8] covid19

Top Hashtags in Tweet in G4:
[21] climatefinance
[17] cbdc
[5] pandemic
[5] preparedness
[4] afdbam2021
[3] esgwatch
[3] esg
[3] covid19
[3] mdbclimate
[3] mdbs

Top Hashtags in Tweet in G5:
[33] generationequality
[5] covid19
[3] solar
[2] coal
[2] commodityprices
[2] wbgep2021
[2] liveai
[1] cbrne
[1] c69
[1] india

Top Hashtags in Tweet in G6:
[9] emergingmarket
[7] covid19
[6] poverty
[4] wbgep2021
[1] endenergypoverty
[1] developingeconomies
[1] trade
[1] climateactionwbg

Top Hashtags in Tweet in G7:
[6] grid
[6] ccap
[6] vaccines
[6] inequalities
[6] prospects
[6] refugees
[5] covid19
[4] h6
[4] worldrefugeeday
[3] partnership

Top Hashtags in Tweet in G10:
[22] worldbank
[4] climatefinance
[3] climate
[3] climateaction
[3] nature
[3] un
[2] climatechange
[2] cbdc
[2] imf
[2] climateemergency

Top Words
Top Words in Tweet in Entire Graph:
[3280] worldbank
[3183] climate
[2281] action
[2262] wbg_climate
[1790] global
[1604] deserve
[1285] change
[1178] plan
[967] group
[943] world

Top Words in Tweet in G1:
[1319] worldbank
[961] climate
[574] action
[478] plan
[469] global
[423] change
[309] world
[269] economic
[261] more
[254] group

Top Words in Tweet in G2:
[1128] climate
[770] action
[749] worldbank
[699] change
[628] group
[614] plan
[608] wbg_climate
[459] global
[452] world
[396] countries

Top Words in Tweet in G3:
[1596] deserve
[1487] wbg_climate
[877] uganda
[842] action
[840] climate
[816] globally
[816] democracy
[815] boost
[813] planning
[805] rule

Top Words in Tweet in G4:
[131] global
[111] worldbank
[65] adb_hq
[63] challenge
[62] cbdc
[61] mas_sg
[49] imfnews
[49] uncdf
[48] launch
[47] oecd

Top Words in Tweet in G5:
[66] worldbank
[36] un_women
[34] afdb_group
[33] #generationequality
[33] forum
[33] starts
[33] join
[33] president
[33] akin_adesina
[33] managing

Top Words in Tweet in G6:
[286] power
[286] sector
[162] wbpubs
[160] global
[143] rethinking
[143] reform
[143] multiyear
[143] initiative
[143] aims
[143] refresh

Top Words in Tweet in G7:
[38] global
[36] worldbank
[18] unicef
[17] education
[16] من
[12] devex
[11] covid
[10] 19
[10] pandemic
[9] agencies

Top Words in Tweet in G8:
[219] health
[110] primary
[110] care
[109] covid
[109] pandemic
[109] exposed
[109] weaknesses
[109] systems
[109] witnessed
[109] devastating

Top Words in Tweet in G9:
[2] eqkimball7
[2] atomskssanakan
[2] eddarrell
[2] billybobtn
[2] 1_tmf_
[2] craigthomler
[2] brandonrgates
[2] 4timesayear
[2] citroncockatoo
[2] rln_nelson

Top Words in Tweet in G10:
[34] global
[22] #worldbank
[22] bank
[22] climate
[22] world
[14] action
[11] group
[11] 2021
[10] plan
[9] countries

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1250] climate,change
[1128] climate,action
[1086] action,plan
[925] change,action
[834] boost,climate
[819] globally,uganda
[818] action,globally
[817] wbg_climate,planning
[817] planning,boost
[809] democracy,rule

Top Word Pairs in Tweet in G1:
[448] action,plan
[420] climate,change
[315] change,action
[194] fossil,fuels
[186] climate,action
[160] world,bank
[153] foe_us,worldbank
[121] worldbank,unveiled
[121] unveiled,climate
[121] plan,more

Top Word Pairs in Tweet in G2:
[686] climate,change
[568] action,plan
[552] change,action
[378] group,climate
[345] world,bank
[315] worldbank,group
[292] bank,group
[172] plan,2021
[169] 2021,25
[161] help,countries

Top Word Pairs in Tweet in G3:
[816] climate,action
[815] boost,climate
[815] globally,uganda
[814] action,globally
[813] wbg_climate,planning
[813] planning,boost
[805] democracy,rule
[798] uganda,deserve
[798] deserve,deserve
[798] deserve,democracy

Top Word Pairs in Tweet in G4:
[62] global,cbdc
[62] cbdc,challenge
[48] worldbank,adb_hq
[48] imfnews,worldbank
[47] launch,global
[46] mas,announced
[46] announced,launch
[46] challenge,imfnews
[46] adb_hq,uncdf
[46] uncdf,refugees

Top Word Pairs in Tweet in G5:
[33] #generationequality,forum
[33] forum,starts
[33] starts,join
[33] join,president
[33] president,afdb_group
[33] afdb_group,akin_adesina
[33] akin_adesina,managing
[33] managing,director
[33] director,worldbank
[32] un_women,#generationequality

Top Word Pairs in Tweet in G6:
[286] power,sector
[143] rethinking,power
[143] sector,reform
[143] reform,multiyear
[143] multiyear,initiative
[143] initiative,aims
[143] aims,refresh
[143] refresh,policy
[143] policy,debate
[143] debate,global

Top Word Pairs in Tweet in G7:
[11] unicef,worldbank
[11] global,education
[10] covid,19
[9] join,devex's
[9] devex's,katedwarren
[9] katedwarren,conversation
[9] conversation,lgbtq
[9] lgbtq,inclusion
[9] inclusion,global
[9] global,development

Top Word Pairs in Tweet in G8:
[110] primary,health
[110] health,care
[109] covid,pandemic
[109] pandemic,exposed
[109] exposed,weaknesses
[109] weaknesses,primary
[109] care,systems
[109] systems,witnessed
[109] witnessed,devastating
[109] devastating,health

Top Word Pairs in Tweet in G9:
[2] eqkimball7,atomskssanakan
[2] atomskssanakan,eddarrell
[2] eddarrell,billybobtn
[2] billybobtn,1_tmf_
[2] 1_tmf_,craigthomler
[2] craigthomler,brandonrgates
[2] brandonrgates,4timesayear
[2] 4timesayear,citroncockatoo

Top Word Pairs in Tweet in G10:
[20] world,bank
[10] bank,group
[9] climate,change
[8] action,plan
[7] climate,action
[7] developing,countries
[7] covid,19
[6] group,increases
[6] increases,support
[6] support,climate

Top Replied-To
Top Replied-To in Entire Graph:
@wbg_climate
@worldbank
@davidmalpasswbg
@cites
@mari_pangestu
@imfnews
@wbg_cities
@worldbankafrica
@meetthepress
@liliabur

Top Replied-To in G1:
@worldbank
@wbg_climate
@foe_us
@jamesduddridge
@davidmalpasswbg
@jamiegraydesign
@assaadrazzouk
@dw_environment
@tonywbuganda
@telegraph

Top Replied-To in G2:
@wbg_climate
@davidmalpasswbg
@worldbank
@wbg_cities
@worldbankafrica
@mari_pangestu
@aloksharma_rdg
@ifc_org
@trrjane
@wbg_environment

Top Replied-To in G3:
@wbg_climate
@imfnews
@davidmalpasswbg
@liliabur
@undp
@mkserumaga
@claudiasadoff
@nnyondow
@imfspokesperson
@barnabasikifefe

Top Replied-To in G4:
@davidmalpasswbg
@worldbank

Top Replied-To in G5:
@cites
@meetthepress
@iccwc_wfc
@wbg_energy
@ccme_com
@interpol_ec
@theopecfund

Top Replied-To in G7:
@worldbank
@jimwalker99
@barkleymd

Top Replied-To in G9:
@eqkimball7
@iandjbrown2

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@imfnews
@belgiuminuganda
@davidmalpasswbg
@wbpubs
@foe_us
@wbg_environment
@worldbankwater
@vidyarthee

Top Mentioned in G1:
@worldbank
@foe_us
@wbg_climate
@vetvoicefound
@bigshiftglobal
@thegef
@worldbankkenya
@davidmalpasswbg
@wbg_environment
@kaushikcbasu

Top Mentioned in G2:
@worldbank
@wbg_climate
@davidmalpasswbg
@worldbankwater
@wbg_environment
@wbg_cities
@worldbankafrica
@ifc_org
@diop_ifc
@worldbankkenya

Top Mentioned in G3:
@worldbank
@imfnews
@belgiuminuganda
@wbg_climate
@unbiodiversity
@worl
@who
@olivia_nakuya
@nupdiaspora
@usa_nup

Top Mentioned in G4:
@worldbank
@adb_hq
@mas_sg
@imfnews
@uncdf
@oecd
@refugees
@undp
@davidmalpasswbg
@isdb_group

Top Mentioned in G5:
@worldbank
@un_women
@afdb_group
@akin_adesina
@ma
@unodc
@interpol_hq
@unodc_wlfc
@wbg_environment
@wco_omd

Top Mentioned in G6:
@wbpubs
@worldbank
@axelvt_wb
@_africanunion
@twitterspaces
@wbg_poverty
@wb_asiapacific
@wbg_ida

Top Mentioned in G7:
@worldbank
@un
@unicef
@devex
@who
@katedwarren
@victor_madrigal
@binhindi1
@gavi
@swissambwb

Top Mentioned in G8:
@vidyarthee
@worldbank

Top Mentioned in G9:
@atomskssanakan
@eddarrell
@billybobtn
@1_tmf_
@craigthomler
@brandonrgates
@4timesayear
@citroncockatoo
@rln_nelson
@tokyo_tom

Top Mentioned in G10:

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@chidambara09
@rjber15
@sikecilmarmut
@baarahk
@sddphoto
@chrisbrey1
@john1966olsen
@nilimajumder
@sandradunn1955

Top Tweeters in G1:
@jornalistavitor
@rjber15
@sddphoto
@chrisbrey1
@sandradunn1955
@mulher_noticia
@princessbibirf_
@mikecoulson48
@markplackett1
@lalojimjuarez

Top Tweeters in G2:
@chidambara09
@b1e56df9ce6549f
@viralvideovlogs
@protestmusica
@al_maldives
@gezgintrk
@dudeneyn
@jfsebastian146
@olumideidowu
@ana_captures

Top Tweeters in G3:
@zeeshan_shah_dc
@glynmoody
@cecalli_helper
@apez140
@france_in_world
@libelula_group
@wef
@judgecapri
@u_hardy
@deehaw90

Top Tweeters in G4:
@fhemitan54
@sadietrent_92
@refugees
@ju
@mastercard
@ungeneva
@cryptohodler16
@adb_hq
@ukrinbra
@melody4913

Top Tweeters in G5:
@reuters
@business
@ani
@cnbc
@conjja
@wsj
@forbes
@ap
@ft
@guardiannews

Top Tweeters in G6:
@sikecilmarmut
@amuraovonn
@milaniolivera
@s4th__
@fe43128612
@r___83___o
@digitaldecoded1
@ninkaimaryam
@tanolanus2
@britosjbv23

Top Tweeters in G7:
@bbcworld
@fawaz_altassan2
@mwalimchurchill
@mmnn8844
@un
@bonifacemwangi
@juliegichuru
@bermaninstitute
@unicef
@devex

Top Tweeters in G8:
@arshadchishti_
@rajeevsharma845
@gyanendrakrjha
@ankitgarg_inc
@1995modassir
@ramshettyvishnu
@azazshaikhinc
@omnathmishra19
@dewasisatpal
@rkmishraer

Top Tweeters in G9:
@eddarrell
@jenninemorgan
@tokyo_tom
@tea4gunssc
@dickmackintosh
@robmeekel
@friendsoscience
@craigthomler
@gillesnfio
@davidahoward

Top Tweeters in G10:
@shehzadyounis
@alarabiya_eng
@fpjindia
@ktckm4649
@a_liberty_rebel
@eye_on_pakistan
@wayne_effect
@brecordernews
@naashonomics
@clime_it