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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2022-11-28_10-30-01. (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 28, 2022
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3OGMLSW
@worldbank
@danait70
@wbg_climate
@worldbankwater
@worldbankafrica
@ccme_com
@wbtanzania
@wbg_health
@nakabuyehildaf
@avigyansingh18

Top hashtags:
#cop27

Description:
Description
The graph represents a network of 3,967 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, 28 November 2022 at 18:35 UTC.

The requested start date was Monday, 28 November 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 12-day, 4-hour, 36-minute period from Tuesday, 15 November 2022 at 18:24 UTC to Sunday, 27 November 2022 at 23:00 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 : 3967
Unique Edges : 4017
Edges With Duplicates : 11470
Total Edges : 15487
Number of Edge Types : 5
Retweet : 4245
MentionsInRetweet : 7285
Mentions : 3181
Replies to : 224
Tweet : 552
Self-Loops : 580
Reciprocated Vertex Pair Ratio : 0.0120107962213225
Reciprocated Edge Ratio : 0.02373649819976
Connected Components : 166
Single-Vertex Connected Components : 99
Maximum Vertices in a Connected Component : 3616
Maximum Edges in a Connected Component : 15088
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.92117
Graph Density : 0.000476637758227515
Modularity : 0.361327
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,967 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, 28 November 2022 at 18:35 UTC.

The requested start date was Monday, 28 November 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 12-day, 4-hour, 36-minute period from Tuesday, 15 November 2022 at 18:24 UTC to Sunday, 27 November 2022 at 23:00 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 (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:
[22] https://www.worldbank.org/en/news/feature/2022/11/07/from-cop26-to-cop27-what-has-the-world-bank-group-done?cid=ccg_tt_climatechange_en_ext
[20] http://wrld.bg/oCqa50LBHFO
[18] https://live.worldbank.org/events/cop27-harnessing-education-effective-climate-action
[17] https://datainnovation.org/2022/12/how-does-the-data-divide-impact-global-policy-challenges/
[15] https://openknowledge.worldbank.org/handle/10986/38295
[14] https://blogs.worldbank.org/climatechange/people-and-planet-together-why-women-and-girls-are-heart-climate-action
[14] https://www.worldbank.org/en/topic/agriculture/brief/food-security-update?cid=ECR_TT_worldbank_EN_EXT
[13] https://live.worldbank.org/events/official-launch-pandemic-fund-g20?cid=ECR_TT_worldbank_EN_EXT
[13] https://blogs.worldbank.org/voices/green-tax-switch-climate-action-need-not-come-expense-growth
[12] https://www.worldbank.org/en/news/press-release/2022/11/09/new-dashboard-to-track-food-and-nutrition-security-and-global-response?CID=AGR_TT_AGRICULTURE_EN_EXT

Top URLs in Tweet in G1:
[10] https://live.worldbank.org/events/official-launch-pandemic-fund-g20?cid=ECR_TT_worldbank_EN_EXT
[9] https://live.worldbank.org/events/cop27-climate-finance-people-planet?cid=ECR_TT_worldbank_EN_EXT
[6] https://www.worldbank.org/en/topic/agriculture/brief/food-security-update?cid=ECR_TT_worldbank_EN_EXT
[5] https://live.worldbank.org/events/cop27-diagnostic-insights-country-climate-development-reports?cid=ECR_TT_worldbank_EN_EXT
[5] https://live.worldbank.org/events/cop27-women-girls-climate-action?cid=ECR_TT_worldbank_EN_EXT
[3] https://live.worldbank.org/events/annual-meetings-2022-inclusive-growth?cid=ECR_TT_worldbank_EN_EXT
[3] https://live.worldbank.org/events/cop27-harnessing-education-effective-climate-action?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.brookings.edu/blog/future-development/2022/11/17/two-reasons-why-climate-skeptics-should-support-south-africas-just-energy-transition/
[3] https://www.worldbank.org/en/news/press-release/2022/11/16/djibouti-economy-slows-due-to-global-crises-severe-drought?cid=SHR_SitesShareTT_EN_EXT
[3] https://actionforanimalhealth.org/open-letter-to-the-world-bank-pandemic-fund-governing-board/

Top URLs in Tweet in G2:
[16] http://wrld.bg/oCqa50LBHFO
[16] https://live.worldbank.org/events/cop27-harnessing-education-effective-climate-action
[5] https://blogs.worldbank.org/voices/green-tax-switch-climate-action-need-not-come-expense-growth
[4] https://blogs.worldbank.org/water/climate-adaptation-action-global-water-security-and-sanitation-partnership?CID=WAT_TT_Water_EN_EXT
[4] http://wrld.bg/Kbne50LBwpE
[4] https://www.worldbank.org/en/programs/financial-intermediary-fund-for-pandemic-prevention-preparedness-and-response-ppr-fif?cid=hnp_tt_health_en_ext
[4] https://www.worldbank.org/en/news/feature/2022/11/07/from-cop26-to-cop27-what-has-the-world-bank-group-done?cid=ccg_tt_climatechange_en_ext
[3] https://live.worldbank.org/events/official-launch-pandemic-fund-g20?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.worldbank.org/en/news/podcast/2022/10/24/2022-world-bank-group-IMF-Annual-Meetings-highlights-podcast?cid=ECR_TT_worldbank_EN_EXT
[3] https://blogs.worldbank.org/climatechange/people-and-planet-together-why-women-and-girls-are-heart-climate-action

Top URLs in Tweet in G3:
[13] https://www.worldbank.org/en/news/feature/2022/11/07/from-cop26-to-cop27-what-has-the-world-bank-group-done?cid=ccg_tt_climatechange_en_ext
[8] https://www.worldbank.org/en/country/india/publication/catalyzing-clean-air-in-india?cid=sar_tt_india_en_ext
[7] https://www.worldbank.org/en/news/feature/2022/11/16/costa-rica-s-forest-conservation-pays-off?cid=ECR_E_NewsletterWeekly_EN_EXT&deliveryName=DM161618?cid=EXT_WBTweetableSocialShare_EXT
[5] https://www.worldbank.org/en/programs/the-world-bank-group-at-cop/pavilion-program?cid=ccg_tt_climatechange_en_ext
[5] https://www.worldbank.org/en/topic/environment/brief/blue-economy-for-resilient-africa-program?cid=env_tt_environment_en_ext
[5] https://www.worldbank.org/en/events/2022/11/17/enhancing-integrity-in-carbon-markets-through-the-climate-warehouse-end-to-end-digital-infrastructure#2
[5] https://blogs.worldbank.org/youth-transforming-africa/how-support-inclusive-climate-smart-agricultural-growth-africa?cid=SHR_BlogSiteTweetable_EN_EXT
[4] https://www.worldbank.org/en/news/feature/2022/11/11/half-a-world-apart-vietnam-and-the-sahel-face-climate-fueled-food-challenges?cid=ccg_tt_climatechange_en_ext
[4] https://www.worldbank.org/en/news/feature/2022/11/15/in-the-democratic-republic-of-congo-people-centered-solutions-to-forest-degradation?cid=ccg_tt_climatechange_en_ext
[4] https://www.worldbank.org/en/news/feature/2022/11/16/costa-rica-s-forest-conservation-pays-off?cid=ccg_tt_climatechange_en_ext

Top URLs in Tweet in G4:
[8] https://www.worldbank.org/en/news/press-release/2022/11/09/new-dashboard-to-track-food-and-nutrition-security-and-global-response?CID=AGR_TT_AGRICULTURE_EN_EXT
[5] https://www.worldbank.org/en/topic/agriculture/brief/food-security-update?cid=ECR_TT_worldbank_EN_EXT
[3] https://live.worldbank.org/events/cop27-climate-action-feed-world?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.worldbank.org/en/news/feature/2022/11/11/half-a-world-apart-vietnam-and-the-sahel-face-climate-fueled-food-challenges
[2] https://www.wfp.org/news/wfp-uk-germany-and-world-bank-come-together-expand-risk-financing-communities-vulnerable
[2] https://www.worldbank.org/en/news/feature/2022/10/24/one-health-approach-can-prevent-the-next-pandemic?CID=AGR_TT_AGRICULTURE_EN_EXT
[2] https://www.worldbank.org/en/news/feature/2022/10/17/what-you-need-to-know-about-food-security-and-climate-change
[2] https://www.worldbank.org/en/news/feature/2022/11/07/from-cop26-to-cop27-what-has-the-world-bank-group-done?cid=ccg_tt_climatechange_en_ext
[2] https://www.environewsnigeria.com/new-trust-fund-to-finance-projects-aimed-at-emission-reduction-world-bank/
[2] https://sh1.sendinblue.com/aek6wys9z9pfe.html?t=1669027965

Top URLs in Tweet in G5:
[17] https://datainnovation.org/2022/12/how-does-the-data-divide-impact-global-policy-challenges/
[2] https://data.worldbank.org/indicator/SP.DYN.TFRT.IN
[1] https://world-education-blog.org/2012/09/17/2012-efa-global-monitoring-report-one-month-to-go/20/
[1] https://www.worldbank.org/en/news/feature/2022/11/07/from-cop26-to-cop27-what-has-the-world-bank-group-done?cid=ccg_tt_climatechange_en_ext
[1] https://www.worldbank.org/en/programs/cities-and-climate-change-platform
[1] https://www.worldbank.org/en/news/podcast/2022/10/24/2022-world-bank-group-IMF-Annual-Meetings-highlights-podcast?cid=ECR_TT_worldbank_EN_EXT
[1] https://live.worldbank.org/events/cop27-thriving-making-cities-green-resilient-and-inclusive-changing-climate
[1] https://psuwatch.com/recession-unlikely-in-apac-region-in-2023-moodys-analytics/
[1] https://www.worldbank.org/en/programs/lac-green-growth-leading-the-change-we-need/argentina?cid=ECR_TT_worldbank_EN_EXT
[1] https://blogs.worldbank.org/voices/green-tax-switch-climate-action-need-not-come-expense-growth

Top URLs in Tweet in G6:
[1] https://www.theguardian.com/global-development/2022/aug/20/tigray-ethiopia-almost-one-in-three-children-under-five-malnourished-un-says?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1660978113
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=284661

Top URLs in Tweet in G7:
[7] https://blogs.worldbank.org/water/climate-adaptation-action-global-water-security-and-sanitation-partnership?CID=WAT_TT_Water_EN_EXT
[6] https://blogs.worldbank.org/water/staying-ahead-wave-how-water-utilities-are-becoming-climate-ready?CID=WAT_TT_Water_EN_EXT
[5] https://blogs.worldbank.org/voices/green-tax-switch-climate-action-need-not-come-expense-growth
[4] http://wrld.bg/Kbne50LBwpE
[4] http://wrld.bg/oCqa50LBHFO
[3] https://blogs.worldbank.org/latinamerica/latin-american-climate-crisis-also-water-crisis-how-do-we-move-forward
[3] https://blogs.worldbank.org/opendata/estimates-global-poverty-wwii-fall-berlin-wall
[3] https://openknowledge.worldbank.org/handle/10986/38295
[2] https://www.worldbank.org/en/events/2022/11/02/sustainable-water-storage-and-river-basin-management?CID=WAT_TT_Water_EN_EXT
[2] https://blogs.worldbank.org/climatechange/people-and-planet-together-why-women-and-girls-are-heart-climate-action

Top URLs in Tweet in G8:
[6] https://openknowledge.worldbank.org/handle/10986/38295
[6] https://live.worldbank.org/events/cop27-thriving-making-cities-green-resilient-and-inclusive-changing-climate?cid=SURR_TT_WBGCities_EN_EXT
[4] https://live.worldbank.org/events/cop27-thriving-making-cities-green-resilient-and-inclusive-changing-climate
[2] https://blogs.worldbank.org/sustainablecities/city-climate-finance-gap-fund-aims-expand-technical-assistance-new-cities?cid=SURR_TT_WBGCities_EN_EXT
[2] https://openknowledge.worldbank.org/handle/10986/37739?cid=pub_tt_wbpublications_en_ext
[2] https://openknowledge.worldbank.org/handle/10986/38295?cid=pub_tt_wbpublications_en_ext
[2] http://www.frontierafricareports.com/live.php/
[2] http://wrld.bg/UZCl50LAzJ8
[2] http://wrld.bg/Q77s50LABpo
[2] https://blogs.worldbank.org/climatechange/people-and-planet-together-why-women-and-girls-are-heart-climate-action

Top URLs in Tweet in G9:
[3] https://openknowledge.worldbank.org/handle/10986/38295
[2] https://blogs.worldbank.org/developmenttalk/save-your-environment-often-overlooked-problem-research-reproducibility-economics
[2] https://twitter.com/WorldBank/status/1593831483063824384
[2] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality
[2] https://climateknowledgeportal.worldbank.org/country/sri-lanka/impacts-sea-level-rise
[2] https://www.globalpolicyjournal.com/journal-issue/vol-13-issue-5-november-2022
[1] https://www.worldbank.org/en/news/video/2022/11/09/philippines-country-climate-and-development-report
[1] https://live.worldbank.org/events/cop27-diagnostic-insights-country-climate-development-reports?deliveryName=FCP_1_DM160995&deliveryName=DM160995
[1] https://documents1.worldbank.org/curated/en/099113211152265313/pdf/IDU0b58597e101b1c04c320b1e00c66c37e755a3.pdf
[1] https://www.worldbank.org/ja/news/press-release/2022/11/03/countries-could-cut-emissions-by-70-by-2050-and-boost-resilience-with-annual-investments-of-1-4-of-gdp

Top URLs in Tweet in G10:
[3] https://blogs.worldbank.org/climatechange/people-and-planet-together-why-women-and-girls-are-heart-climate-action
[2] http://wrld.bg/8YGw50LFpQZ
[2] https://live.worldbank.org/events/cop27-women-girls-climate-action?cid=ECR_TT_worldbank_EN_EXT&cid=gen_tt_genderwb_en_ext
[2] https://jbs-cam.zoom.us/webinar/register/WN_DlDCCmsHRyu0yBzGvJxrvA
[1] https://blogs.worldbank.org/education/higher-education-understanding-demand-and-redefining-values?CID=WBW_AL_BlogNotification_EN_EXT?cid=SHR_BlogSiteShare_EN_EXT
[1] http://wrld.bg/1jqc50LxGcz
[1] http://wrld.bg/cgzL50LxHe6
[1] http://wrld.bg/NWuY50LxHWj
[1] https://www.worldbank.org/en/news/feature/2022/11/15/renewable-energy-caribbean-saint-lucia-explores-geothermal-resilient-future
[1] http://wrld.bg/4ZHR50LBgKN?cid=gen_tt_genderwb_en_ext

Top Domains
Top Domains in Tweet in Entire Graph:
[829] worldbank.org
[106] wrld.bg
[84] twitter.com
[17] datainnovation.org
[12] youtube.com
[11] theguardian.com
[8] weforum.org
[6] brookings.edu
[4] esi-africa.com
[4] actionforanimalhealth.org

Top Domains in Tweet in G1:
[121] worldbank.org
[13] twitter.com
[4] esi-africa.com
[3] wrld.bg
[3] brookings.edu
[3] actionforanimalhealth.org
[2] apnews.com
[2] knomad.org
[1] theknowledge.com
[1] sendinblue.com

Top Domains in Tweet in G2:
[95] worldbank.org
[29] wrld.bg
[5] twitter.com
[2] youtube.com
[2] webex.com
[2] wikipedia.org
[1] cnn.com
[1] cnbcafrica.com
[1] on.ca
[1] gafs.info

Top Domains in Tweet in G3:
[221] worldbank.org
[32] wrld.bg
[20] twitter.com
[6] weforum.org
[3] youtu.be
[2] fao.org
[2] youtube.com
[1] un.org
[1] reliefweb.int
[1] getrevue.co

Top Domains in Tweet in G4:
[38] worldbank.org
[7] twitter.com
[4] wrld.bg
[3] imf.org
[2] wfp.org
[2] bit.ly
[2] environewsnigeria.com
[2] sendinblue.com
[2] youtube.com
[2] theguardian.com

Top Domains in Tweet in G5:
[17] datainnovation.org
[10] worldbank.org
[2] twitter.com
[1] world-education-blog.org
[1] psuwatch.com
[1] brettonwoodsproject.org
[1] nature.com
[1] weforum.org

Top Domains in Tweet in G6:
[1] theguardian.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G7:
[59] worldbank.org
[13] wrld.bg
[1] brookings.edu

Top Domains in Tweet in G8:
[56] worldbank.org
[9] wrld.bg
[2] frontierafricareports.com
[1] gfdrr.org
[1] rijksoverheid.nl
[1] smartcityexpo.com
[1] cgiar.org
[1] mailchi.mp
[1] foodtank.com
[1] actionforanimalhealth.org

Top Domains in Tweet in G9:
[61] worldbank.org
[17] twitter.com
[2] theguardian.com
[2] globalpolicyjournal.com
[1] nagariknetwork.com
[1] jordannews.jo
[1] google.com
[1] com.pk
[1] coindesk.com
[1] tradingeconomics.com

Top Domains in Tweet in G10:
[10] worldbank.org
[6] wrld.bg
[2] zoom.us
[1] mailchi.mp
[1] twitter.com
[1] europa.eu
[1] exemplars.health
[1] energyalliance.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[911] cop27
[292] climateactionwbg
[288] didyouknow
[195] climatechange
[178] climateanddevelopment
[153] foodsecurity
[123] growth4all
[91] worldbank
[83] climate
[74] malawi



Top Hashtags in Tweet in G1:
[195] didyouknow
[142] cop27
[75] foodsecurity
[35] climateanddevelopment
[35] pakistan
[32] climateactionwbg
[22] climatecrisis
[19] gdp
[18] malawi
[18] sahel

Top Hashtags in Tweet in G2:
[246] cop27
[111] growth4all
[73] didyouknow
[55] climateanddevelopment
[49] foodsecurity
[43] climateactionwbg
[36] climatechange
[33] malawi
[30] pandemicfund
[23] sahel

Top Hashtags in Tweet in G3:
[194] cop27
[122] climateactionwbg
[54] climateanddevelopment
[27] worldbank
[26] climatestories_wbg
[24] blueeconomy
[24] antónioguterres
[24] vatican
[24] g20
[24] unitednations

Top Hashtags in Tweet in G4:
[37] cop27
[12] foodsecurity
[12] climateactionwbg
[11] climatechange
[7] locallyledclimateaction
[6] solution17
[5] energy
[5] covid19
[4] africa
[4] hydrogen

Top Hashtags in Tweet in G5:
[108] cop27
[38] abiyahmed
[38] oromovoice
[38] abiyisbombingoromia
[17] datadivide
[12] global
[12] policy
[6] didyouknow
[5] climatechange
[5] whatshappeninginuganda

Top Hashtags in Tweet in G6:
[7] growth4all
[1] climate
[1] urbanization
[1] endtigrayfamine
[1] pandemicfund
[1] tigrayunderattack
[1] eritreaoutoftigray
[1] oromovoice
[1] airstrikesinoromia
[1] ola

Top Hashtags in Tweet in G7:
[46] climatechange
[42] water
[26] climateactionwbg
[25] cop27
[24] utilities
[14] resilience
[10] gwsp2022
[10] water4climate
[9] climate
[9] sanitation

Top Hashtags in Tweet in G8:
[27] climateactionwbg
[21] cop27
[14] climateanddevelopment
[14] climate
[9] inflation
[9] globalflagship
[9] thriving
[9] citiesandclimate
[8] urbanization
[8] climatechange

Top Hashtags in Tweet in G9:
[30] worldbank
[7] cop27
[5] wef
[5] climatechange
[5] imf
[4] gdp
[3] un
[3] covid
[3] pakistan
[3] worlddefence

Top Hashtags in Tweet in G10:
[16] cop27
[11] highereducation
[7] climateactionwbg
[6] climate
[5] climateaction
[4] humancapital
[4] gender
[3] cameroon
[3] sdg7
[2] hcp

Top Words
Top Words in Tweet in Entire Graph:
[4009] worldbank
[2385] climate
[1368] global
[911] #cop27
[859] countries
[801] food
[695] action
[654] change
[577] record
[570] more

Top Words in Tweet in G1:
[1692] worldbank
[701] climate
[478] global
[412] record
[388] food
[371] countries
[325] prices
[262] group
[258] people
[256] action

Top Words in Tweet in G2:
[1251] worldbank
[580] climate
[326] davidmalpasswbg
[261] global
[246] #cop27
[227] action
[216] event
[199] countries
[180] food
[176] pandemic_fund

Top Words in Tweet in G3:
[316] climate
[303] wbg_climate
[286] worldbank
[194] #cop27
[122] #climateactionwbg
[120] countries
[109] change
[104] group
[102] global
[97] more

Top Words in Tweet in G4:
[176] worldbank
[133] climate
[89] food
[68] global
[61] action
[41] finance
[40] more
[39] countries
[37] #cop27
[33] world

Top Words in Tweet in G5:
[209] worldbank
[171] climate
[138] confront
[126] global
[108] #cop27
[102] crisis
[101] efforts
[100] bring
[100] accelerate
[100] together

Top Words in Tweet in G6:
[146] conflict
[144] tigray
[144] 12
[144] child
[144] die
[144] estimated
[144] well
[144] more
[144] following
[144] danait70

Top Words in Tweet in G7:
[109] worldbankwater
[65] water
[59] climate
[46] #climatechange
[42] #water
[41] worldbank
[40] global
[29] more
[26] #climateactionwbg
[26] countries

Top Words in Tweet in G8:
[117] climate
[87] worldbank
[67] cities
[49] wbg_cities
[48] change
[48] report
[34] countries
[34] resilient
[29] more
[27] #climateactionwbg

Top Words in Tweet in G9:
[47] global
[44] climate
[30] #worldbank
[25] world
[24] change
[17] bank
[12] countries
[10] development
[10] more
[9] country

Top Words in Tweet in G10:
[54] climate
[26] women
[22] global
[21] mamtamurthi
[20] health
[18] gender
[17] worldbank
[16] #cop27
[16] support
[15] action

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[589] climate,change
[447] worldbank,group
[303] climate,action
[299] address,climate
[296] group,delivered
[296] delivered,record
[295] help,countries
[288] countries,address
[287] fiscal,year
[286] year,2022

Top Word Pairs in Tweet in G1:
[224] global,crises
[221] worldbank,group
[217] high,food
[217] record,high
[217] food,energy
[217] action,young
[217] young,people
[217] prices,triggered
[217] energy,prices
[217] triggered,global

Top Word Pairs in Tweet in G2:
[155] climate,action
[153] secyellen,drtedros
[153] jokowi,secyellen
[150] davidmalpasswbg,jokowi
[148] launched,g20org
[147] worldbank,pandemic_fund
[147] g20org,sunday
[147] sunday,davidmalpasswbg
[147] pandemic_fund,launched
[144] drtedros,leade

Top Word Pairs in Tweet in G3:
[80] climate,change
[73] worldbank,group
[55] climate,action
[40] ghg,emissions
[37] wbg_climate,worldbank
[37] country,#climateanddevelopment
[37] learn,more
[34] world,bank
[31] bank,group
[29] #climateanddevelopment,reports

Top Word Pairs in Tweet in G4:
[34] climate,finance
[26] global,food
[21] climate,change
[17] mithika_mwenda,worldbank
[17] role,intermediary
[17] finance,pacja1
[17] ipos,accessing
[17] accessing,climate
[17] pacja1,mithika_mwenda
[17] organizations,cso's

Top Word Pairs in Tweet in G5:
[100] global,efforts
[100] confront,climate
[100] govts,together
[100] bring,govts
[100] #cop27,bring
[100] climate,crisis
[100] efforts,confront
[100] together,accelerate
[100] accelerate,global
[70] crisis,please

Top Word Pairs in Tweet in G6:
[144] malnourished,child
[144] child,estimated
[144] estimated,12
[144] 12,times
[144] conflict,malnourished
[144] following,conflict
[144] more,die
[144] tigray,following
[144] times,more
[144] die,well

Top Word Pairs in Tweet in G7:
[18] climate,change
[17] worldbankwater,#climatechange
[16] #utilities,worldwide
[14] global,poverty
[14] infrastructure,everywhere
[14] everywhere,utilities
[14] utilities,build
[14] continues,burden
[14] impact,continues
[14] #climatechange,impact

Top Word Pairs in Tweet in G8:
[39] climate,change
[16] income,countries
[12] resilient,inclusive
[11] green,resilient
[11] climate,resilient
[11] changing,climate
[11] cities,climate
[11] middle,income
[10] nature,based
[10] cities,green

Top Word Pairs in Tweet in G9:
[23] climate,change
[16] world,bank
[6] india,global
[4] green,resilient
[4] resilient,inclusive
[4] changing,climate
[4] goes,against
[4] #imf,#worldbank
[3] due,climate
[3] #worldbank,work

Top Word Pairs in Tweet in G10:
[13] climate,change
[11] million,students
[11] climate,action
[11] 2030,mamtamurthi
[11] 380,million
[11] 220,380
[11] global,enrollment
[11] know,global
[11] #highereducation,grow
[11] students,2030

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@wbg_climate
@vanessa_vash
@mithika_mwenda
@climate_ke
@abnjamnshi
@yaldafrica
@cad_trust
@quant_network
@folukemichael

Top Replied-To in G1:
@worldbank
@yaldafrica
@thegef
@climatereality
@vdhanson
@chedetofficial
@itmpowerplc
@timmermanseu
@lesleymarange
@dkeesiga

Top Replied-To in G2:
@worldbank
@mari_pangestu
@wbg_climate
@pandemic_fund

Top Replied-To in G3:
@wbg_climate
@cad_trust
@xchcentral
@azeezt_abubakar
@manusri_iitd
@klimacop
@acreafrica
@worldbank
@willphule
@chia_project

Top Replied-To in G4:
@mithika_mwenda
@climate_ke
@abnjamnshi
@folukemichael
@solution17green
@worldbank
@kobiah
@greenpeace
@antonioguterres
@salahjama

Top Replied-To in G5:
@worldbank
@emmanuelmacron
@untreatybodies
@nicolalimodio
@naveedhnaqvi
@hantranikian
@kiragumuchiri
@rishisunak
@derekfacey
@nakabuyehildaf

Top Replied-To in G8:
@paulg
@meghamukim
@wbg_climate

Top Replied-To in G10:
@worldbank

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@davidmalpasswbg
@g20org
@pandemic_fund
@secyellen
@drtedros
@jokowi
@worldbankwater
@danait70

Top Mentioned in G1:
@worldbank
@nitauganda1
@chmsarwar
@climatereality
@thegef
@siwi_water
@davidmalpasswbg
@mohammadarju
@moneyswitch_io
@environmentrw

Top Mentioned in G2:
@worldbank
@davidmalpasswbg
@pandemic_fund
@g20org
@secyellen
@drtedros
@jokowi
@wbg_climate
@temiladesalami_
@thegwsp

Top Mentioned in G3:
@wbg_climate
@worldbank
@worldbankafrica
@cad_trust
@chia_project
@wbg_environment
@azeezt_abubakar
@who
@cycnofficial
@ieta

Top Mentioned in G4:
@worldbank
@un
@cop27p
@pacja1
@kobiah
@climate_ke
@wbg_agriculture
@mithika_mwenda
@antonioguterres
@wfp

Top Mentioned in G5:
@worldbank
@imfnews
@hrw
@ap
@reuters
@unhumanrights
@un_women
@nakabuyehildaf
@g1lliandiebold
@londonu

Top Mentioned in G6:
@danait70
@worldbank
@davidmalpasswbg
@citiesalliance
@unocha
@wfp
@usaid
@wbg_health
@sikosil48712019
@imfnews

Top Mentioned in G7:
@worldbankwater
@worldbank
@thegwsp
@worldbankdata
@sarojjha001
@lombanac
@wbg_climate
@marcelloestevao
@christophlakner
@ruth

Top Mentioned in G8:
@worldbank
@wbg_cities
@ifc_org
@wbg_climate
@diop_ifc
@meghamukim
@mroberts10013
@w
@rogier_berg
@wbpubs

Top Mentioned in G9:
@authorbtwomey
@plantgirlgh
@seariseeng

Top Mentioned in G10:
@mamtamurthi
@worldbank
@fmarmole
@wbg_health
@wbg_gender
@jamataqalabbas
@mandyrambharos
@power4all2025
@fcdogovuk
@mamtam

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@hrblock_21
@loupo85
@chrisbrey1
@httweets
@raumunz
@dev_discourse
@reuters
@theofficialsbi
@dataaugmented

Top Tweeters in G1:
@hrblock_21
@slimchick1900
@johnapp63499667
@tyberzannxxxx
@march4progress
@melissasweetdr
@hoffan1234
@cavalrysam
@mtchknght8
@imagine_garden

Top Tweeters in G2:
@filafresh
@raumunz
@lalojimjuarez
@africaupdates
@hermila14171798
@olumideidowu
@riyazulkhaliq
@obuasi_sarkodie
@wj3kdz8txpfykrc
@syawal

Top Tweeters in G3:
@loupo85
@dawnroseturner
@dudeneyn
@sosanjin
@zippydazipster
@lmv6719
@jdstasia
@apiwenuwen
@gqabbasi
@kat_pep_

Top Tweeters in G4:
@markplackett1
@annamoor1995
@nomoreslaves
@cecalli_helper
@saleemulhuq
@ft
@bigx1
@michaelemann
@sdg2030
@nevillegaunt

Top Tweeters in G5:
@chrisbrey1
@reuters
@business
@ani
@cnbc
@bbcnews
@yeroonamma3
@wsj
@abcnews
@ap

Top Tweeters in G6:
@tsrha_kw
@sabaalem6_sabi
@mesiihiluf
@tdf_forlife
@lillyanapk
@hrithailu
@heav_en1
@galgebru
@samrawitkalayu7
@great_tgray

Top Tweeters in G7:
@edgeoforever
@sarah07909750
@shtfliving
@zeisbaerger
@jcaetanoleite
@brookingsinst
@augustusconsult
@agentsmith247
@globalphobserv
@carminaovargas

Top Tweeters in G8:
@dev_discourse
@anneliemoser
@susanamnk
@jane__eden
@thenationnews
@smartecocity
@altanalim
@tigrayyerdu
@myitmedia
@basssonia

Top Tweeters in G9:
@baaghitv
@republicanepal
@mettabhavana1
@equalearth
@aawsat_eng
@nowinnepal
@lion_for_truth
@manuel_vina
@global_policy
@frotuss

Top Tweeters in G10:
@dantakhar
@martine_dub3
@saltmangolover
@unjobs_events
@fcdogovuk
@mikaainasoja
@digitalnstream
@clayhensley
@phstockexchange
@pnudlac


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