Worldbank (environment OR climate OR warming OR ecological OR planet OR global), Twitter, 12/5/2022 11:53:55 PM, 285599


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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2022-12-05_10-30-01.
Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2022-12-05_10-30-01.
From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2022
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3FqHVGn
@worldbank
@wbg_climate
@danait70
@theicir
@worldbankwater
@ccme_com
@spencerfletch0
@goingglocal
@wbtanzania
@ghayasm73

Top hashtags:
#cop27

Description:
Description
The graph represents a network of 3,843 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 December 2022 at 18:34 UTC.

The requested start date was Monday, 05 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 13-day, 23-hour, 45-minute period from Monday, 21 November 2022 at 01:13 UTC to Monday, 05 December 2022 at 00:58 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 : 3843
Unique Edges : 4035
Edges With Duplicates : 12179
Total Edges : 16214
Number of Edge Types : 5
Tweet : 524
Retweet : 4207
MentionsInRetweet : 8014
Mentions : 3221
Replies to : 248
Self-Loops : 545
Reciprocated Vertex Pair Ratio : 0.0122382376937721
Reciprocated Edge Ratio : 0.0241805480924234
Connected Components : 183
Single-Vertex Connected Components : 105
Maximum Vertices in a Connected Component : 3493
Maximum Edges in a Connected Component : 15800
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.064338
Graph Density : 0.00050417188007753
Modularity : 0.352704
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,843 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 December 2022 at 18:34 UTC.

The requested start date was Monday, 05 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 13-day, 23-hour, 45-minute period from Monday, 21 November 2022 at 01:13 UTC to Monday, 05 December 2022 at 00:58 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:
[19] https://datainnovation.org/2022/12/how-does-the-data-divide-impact-global-policy-challenges/
[17] 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
[14] https://openknowledge.worldbank.org/handle/10986/38295
[13] http://wrld.bg/oCqa50LBHFO
[13] https://live.worldbank.org/events/official-launch-pandemic-fund-g20?cid=ECR_TT_worldbank_EN_EXT
[11] https://www.worldbank.org/en/topic/agriculture/brief/food-security-update?cid=ECR_TT_worldbank_EN_EXT
[10] https://blogs.worldbank.org/opendata/estimates-global-poverty-wwii-fall-berlin-wall
[9] https://blogs.worldbank.org/climatechange/people-and-planet-together-why-women-and-girls-are-heart-climate-action
[8] https://climateknowledgeportal.worldbank.org/country/malaysia/climate-data-historical
[7] https://www.worldbank.org/en/news/press-release/2022/11/30/remittances-grow-5-percent-2022?cid=SHR_SitesShareTT_EN_EXT

Top URLs in Tweet in G1:
[11] https://live.worldbank.org/events/official-launch-pandemic-fund-g20?cid=ECR_TT_worldbank_EN_EXT
[7] https://www.worldbank.org/en/topic/agriculture/brief/food-security-update?cid=ECR_TT_worldbank_EN_EXT
[6] https://live.worldbank.org/events/cop27-climate-finance-people-planet?cid=ECR_TT_worldbank_EN_EXT
[6] https://www.worldbank.org/en/news/press-release/2022/11/30/remittances-grow-5-percent-2022?cid=SHR_SitesShareTT_EN_EXT
[5] https://live.worldbank.org/events/cop27-diagnostic-insights-country-climate-development-reports?cid=ECR_TT_worldbank_EN_EXT
[4] 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
[4] https://live.worldbank.org/events/cop27-harnessing-education-effective-climate-action?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.worldbank.org/en/news/press-release/2022/10/26/commodity-markets-outlook?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.worldbank.org/en/news/feature/2022/11/03/10-things-you-should-know-about-the-world-bank-group-s-first-batch-of-country-climate-and-development-reports?cid=ECR_TT_worldbank_EN_EXT
[3] http://wrld.bg/Ae5N50LAYno

Top URLs in Tweet in G2:
[12] 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
[6] https://www.worldbank.org/en/news/feature/2022/11/03/10-things-you-should-know-about-the-world-bank-group-s-first-batch-of-country-climate-and-development-reports?cid=ccg_tt_climatechange_en_ext
[5] https://www.worldbank.org/en/country/india/publication/catalyzing-clean-air-in-india?cid=sar_tt_india_en_ext
[4] https://openknowledge.worldbank.org/handle/10986/38295?cid=ccg_tt_climatechange_en_ext
[3] https://live.worldbank.org/events/cop27-diagnostic-insights-country-climate-development-reports?cid=ccg_tt_climatechange_en_ext
[3] https://blogs.worldbank.org/climatechange/climate-change-adaptation-diagnostic-tool-helps-prioritize-action?cid=ccg_tt_climatechange_en_ext
[3] https://www.worldbank.org/en/news/feature/2022/11/16/costa-rica-s-forest-conservation-pays-off?cid=ccg_tt_climatechange_en_ext
[3] https://blogs.worldbank.org/climatechange/sovereign-green-social-and-sustainability-bonds-mobilizing-private-sector-capital?cid=ccg_tt_climatechange_en_ext
[3] 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
[3] 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

Top URLs in Tweet in G3:
[9] http://wrld.bg/oCqa50LBHFO
[7] https://en.wikipedia.org/wiki/The_First_Global_Revolution
[6] https://live.worldbank.org/events/cop27-harnessing-education-effective-climate-action
[3] https://www.worldbank.org/en/news/immersive-story/2022/11/07/adapting-to-climate-change-in-east-asia-pacific
[2] https://www.worldbank.org/en/news/speech/2022/11/09/remarks-by-world-bank-group-president-david-malpass-at-the-cop27-climate-finance-event
[2] https://live.worldbank.org/events/official-launch-pandemic-fund-g20?cid=ECR_TT_worldbank_EN_EXT
[2] https://openknowledge.worldbank.org/handle/10986/38295
[2] https://blogs.worldbank.org/health/sustaining-action-against-antimicrobial-resistance-together?cid=hnp_tt_health_en_ext
[2] https://blogs.worldbank.org/health/change-cannot-wait-need-make-health-systems-more-resilient?cid=hnp_tt_health_en_ext
[2] https://blogs.worldbank.org/health/global-goal-end-hivaids-track-heres-how-we-can-catch?cid=hnp_tt_health_en_ext

Top URLs in Tweet in G4:
[1] https://interestingengineering.com/science/methane-emissions-worlds-largest-mass-extinction
[1] https://www.youtube.com/watch?v=JaV7mmc9HGw&feature=youtu.be

[1] https://www.youtube.com/watch?v=_Z3QKkl1WyM&feature=youtu.be

[1] https://www.psychologicalharassment.org/news/movie-scenes/1830-black-adam-2022-psychological-manipulation-censored
[1] https://www.engadget.com/fusion-power-magnetic-field-ignition-study-195200137.html
[1] http://www.ilo.org/global/about-the-ilo/newsroom/news/WCMS_862913/lang--en/index.htm?shared_from=shr-tls
[1] https://www.scientificamerican.com/article/air-conditioning-should-be-a-human-right-in-the-climate-crisis/
[1] https://twitter.com/climate/status/1598494064135077891
[1] https://twitter.com/payneinstitute/status/1597985938163965952
[1] https://www.wsj.com/articles/what-is-stagflation-meaning-explained-global-economy-worldbank-11654723092?st=m9psh4eg3da0fix

Top URLs in Tweet in G5:
[3] https://www.worldbank.org/en/events/2022/12/06/local-and-global-economic-impacts-of-the-war-in-ukraine
[3] https://blogs.worldbank.org/youth-transforming-africa/how-support-inclusive-climate-smart-agricultural-growth-africa?cid=SHR_BlogSiteTweetable_EN_EXT
[2] https://blogs.worldbank.org/developmenttalk/save-your-environment-often-overlooked-problem-research-reproducibility-economics
[2] https://blogs.worldbank.org/developmenttalk/end-extreme-poverty-getting-back-pre-covid-19-reduction-rates-not-enough?cid=pov_tt_poverty_en_ext
[2] https://twitter.com/azeezt_abubakar/status/1595287771442208768
[2] https://www.environewsnigeria.com/new-trust-fund-to-finance-projects-aimed-at-emission-reduction-world-bank/
[2] https://www.weforum.org/agenda/2022/02/rethinking-trades-relationship-to-the-fight-against-climate-change?utm_source=twitter&utm_medium=social_scheduler&utm_term=Trade&utm_content=04/02/2022+20:00
[1] https://documents.worldbank.org/curated/en/099506109062231415/IDU0d48d91a80b1a50484809e1d0ce3d0b9fc07f
[1] https://blogs.worldbank.org/developmenttalk/risks-global-food-markets
[1] https://blogs.worldbank.org/opendata/estimates-global-poverty-wwii-fall-berlin-wall

Top URLs in Tweet in G6:
[1] https://blogs.worldbank.org/sustainablecities/towards-more-disability-inclusive-climate-resilience-caribbean?cid=lac_tt_caribbean_en_ext
[1] https://blogs.worldbank.org/climatechange/climate-change-adaptation-diagnostic-tool-helps-prioritize-action?auHash=20DKFbB3JeRrdQVL1oAH7xCsmWoz2WtPsoshrjQPU6I&cid=lac_tt_caribbean_en_ext
[1] https://www.worldbank.org/en/programs/lac-green-growth-leading-the-change-we-need?cid=lac_tt_caribbean_en_ext
[1] https://www.worldbank.org/en/programs/lac-green-growth-leading-the-change-we-need?cid=lac_tt_wblac_es_ext

Top URLs in Tweet in G7:
[4] https://blogs.worldbank.org/water/staying-ahead-wave-how-water-utilities-are-becoming-climate-ready?CID=WAT_TT_Water_EN_EXT
[4] https://blogs.worldbank.org/water/climate-adaptation-action-global-water-security-and-sanitation-partnership?CID=WAT_TT_Water_EN_EXT
[3] http://wrld.bg/oCqa50LBHFO
[3] https://blogs.worldbank.org/latinamerica/latin-american-climate-crisis-also-water-crisis-how-do-we-move-forward
[3] http://wrld.bg/Kbne50LBwpE
[2] https://blogs.worldbank.org/climatechange/people-and-planet-together-why-women-and-girls-are-heart-climate-action
[2] https://blogs.worldbank.org/endpovertyinsouthasia/water-and-health-impact-climate-change-6-hotspots-bangladesh
[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://www.worldbank.org/en/news/feature/2022/11/11/half-a-world-apart-vietnam-and-the-sahel-face-climate-fueled-food-challenges
[1] https://blogs.worldbank.org/voices/where-money-call-transparency-climate-finance-cop27

Top URLs in Tweet in G8:
[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

Top URLs in Tweet in G9:
[6] https://blogs.worldbank.org/climatechange/flood-risk-already-affects-181-billion-people-climate-change-and-unplanned?cid=SURR_TT_WBGCities_EN_EXT
[4] https://www.worldbank.org/en/news/feature/2022/11/17/electric-vehicles-an-economic-and-environmental-win-for-developing-countries?cid=env_tt_environment_en_ext
[4] https://www.worldbank.org/en/news/feature/2022/11/16/costa-rica-s-forest-conservation-pays-off?cid=env_tt_environment_en_ext
[4] https://openknowledge.worldbank.org/handle/10986/38295
[4] https://blogs.worldbank.org/opendata/estimates-global-poverty-wwii-fall-berlin-wall
[3] https://youtu.be/xJGC3FBd1Tc?cid=env_tt_environment_en_ext
[3] https://www.worldbank.org/en/news/feature/2022/11/18/in-zambia-natural-capital-accounts-ensure-future-prosperity-for-all?cid=env_tt_environment_en_ext
[3] https://live.worldbank.org/events/cop27-thriving-making-cities-green-resilient-and-inclusive-changing-climate?cid=SURR_TT_WBGCities_EN_EXT
[2] https://blogs.worldbank.org/water/rethinking-wastewater-chennais-journey-towards-water-security?CID=WAT_TT_Water_EN_EXT&cid=env_tt_environment_en_ext
[2] https://blogs.worldbank.org/latinamerica/lets-give-back-nature-what-nature-gives-us?cid=env_tt_environment_en_ext

Top URLs in Tweet in G10:
[6] https://www.globalpolicyjournal.com/journal-issue/vol-13-issue-5-november-2022
[3] https://openknowledge.worldbank.org/handle/10986/38295
[2] https://www.worldbank.org/en/news/press-release/2022/09/15/risk-of-global-recession-in-2023-rises-amid-simultaneous-rate-hikes
[2] https://blogs.worldbank.org/opendata/estimates-global-poverty-wwii-fall-berlin-wall
[2] https://www.worldbank.org/en/news/press-release/2022/11/03/climate-action-can-help-kazakhstan-diversify-its-economy-away-from-oil-and-create-new-drivers-of-growth-world-bank
[2] https://www.worldbank.org/en/news/immersive-story/2022/10/17/putting-africans-at-the-heart-of-food-security-and-climate-resilience
[2] https://live.worldbank.org/events/cop27-women-girls-climate-action
[2] https://twitter.com/WorldBank/status/1593288656164425728
[2] https://www.worldbank.org/en/news/press-release/2022/11/30/remittances-grow-5-percent-2022
[2] https://climateknowledgeportal.worldbank.org/country/malaysia/climate-data-historical

Top Domains
Top Domains in Tweet in Entire Graph:
[782] worldbank.org
[82] wrld.bg
[82] twitter.com
[19] datainnovation.org
[12] knomad.org
[10] youtube.com
[7] wikipedia.org
[6] globalpolicyjournal.com
[6] bit.ly
[5] gafs.info

Top Domains in Tweet in G1:
[151] worldbank.org
[12] twitter.com
[4] wrld.bg
[4] esi-africa.com
[3] knomad.org
[3] project-syndicate.org
[3] cgdev.org
[2] grid.news
[2] tbsnews.net
[2] apnews.com

Top Domains in Tweet in G2:
[149] worldbank.org
[18] wrld.bg
[3] youtube.com
[1] ceps.eu
[1] un.org
[1] twitter.com
[1] ifc.org
[1] ebrd.com
[1] spotify.com
[1] getrevue.co

Top Domains in Tweet in G3:
[61] worldbank.org
[14] wrld.bg
[7] wikipedia.org
[5] twitter.com
[2] bloomberg.com
[2] reuters.com
[2] on.ca
[1] cnn.com
[1] cnbcafrica.com
[1] youtube.com

Top Domains in Tweet in G4:
[7] twitter.com
[3] wsj.com
[3] imf.org
[2] youtube.com
[2] worldbank.org
[1] interestingengineering.com
[1] psychologicalharassment.org
[1] engadget.com
[1] ilo.org
[1] scientificamerican.com

Top Domains in Tweet in G5:
[23] worldbank.org
[6] twitter.com
[2] environewsnigeria.com
[2] weforum.org
[1] wrld.bg
[1] youtube.com
[1] afdb.org
[1] greengrowthknowledge.org
[1] reliefweb.int
[1] undp.org

Top Domains in Tweet in G6:
[4] worldbank.org

Top Domains in Tweet in G7:
[36] worldbank.org
[10] wrld.bg
[1] zoom.us

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

Top Domains in Tweet in G9:
[96] worldbank.org
[10] wrld.bg
[5] bit.ly
[4] twitter.com
[3] youtu.be
[2] youtube.com
[2] smartcitiesworld.net
[1] fao.org
[1] ceps.eu
[1] resilientcitiesnetwork.org

Top Domains in Tweet in G10:
[67] worldbank.org
[21] twitter.com
[6] globalpolicyjournal.com
[2] theguardian.com
[2] thedailystar.net
[1] scmp.com
[1] google.es
[1] economist.com
[1] archive.org
[1] wsj.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[431] cop27
[208] climateanddevelopment
[180] climateactionwbg
[177] climatechange
[173] foodsecurity
[156] didyouknow
[104] climate
[100] worldbank
[69] malawi
[68] water



Top Hashtags in Tweet in G1:
[122] didyouknow
[89] foodsecurity
[68] cop27
[47] climateanddevelopment
[29] climatechange
[29] humancapital
[27] developmentpodcast
[27] climateactionwbg
[22] climate
[20] malawi

Top Hashtags in Tweet in G2:
[79] cop27
[71] climateactionwbg
[59] climateanddevelopment
[19] bangladesh
[19] dyk
[17] southafrica
[15] indonesia
[13] pakistan
[11] justtransition
[11] malawi

Top Hashtags in Tweet in G3:
[137] cop27
[84] climateanddevelopment
[58] growth4all
[54] foodsecurity
[34] didyouknow
[28] malawi
[25] climatechange
[21] egypt
[20] southafrica
[20] climateactionwbg

Top Hashtags in Tweet in G4:
[10] cop27
[5] cop15
[5] worldcupqatar2022
[5] climate
[5] whatshappeninginuganda
[5] stopsponsoringouroppression
[4] climatechange
[4] hydrogen
[3] abiyahmed
[3] oromovoice

Top Hashtags in Tweet in G5:
[19] cop27
[8] children
[8] diarrhea
[7] edutainment
[7] foodsecurity
[6] covid19
[6] solution17
[5] hfpa
[5] dayofbanks
[5] globaldev

Top Hashtags in Tweet in G6:
[5] climateaction
[4] caribbean
[3] nigeriadecides2023
[3] latam
[2] ngfactcheckers
[2] factcheckhub
[2] factcheck
[1] internationaldayofpersonswithdisabilities
[1] climatechange

Top Hashtags in Tweet in G7:
[43] water
[37] climatechange
[21] utilities
[19] climate
[17] cop27
[16] climateactionwbg
[16] vietnam
[15] sanitation
[13] sahel
[11] resilience

Top Hashtags in Tweet in G8:
[1] endtigrayfamine

Top Hashtags in Tweet in G9:
[30] cop27
[20] climateactionwbg
[15] climate
[14] egypt
[10] problue_oceans
[9] climatestories_wbg
[7] blueeconomy
[6] be4rap
[6] climateanddevelopment
[6] foodsecurity

Top Hashtags in Tweet in G10:
[53] worldbank
[18] cop27
[15] g20
[13] india
[13] antónioguterres
[13] vatican
[13] unitednations
[13] potus
[13] amlo
[13] xijinping

Top Words
Top Words in Tweet in Entire Graph:
[3933] worldbank
[2006] climate
[1477] global
[823] countries
[736] food
[587] more
[584] wbg_climate
[572] change
[511] action
[431] #cop27

Top Words in Tweet in G1:
[1594] worldbank
[652] climate
[490] global
[348] countries
[341] food
[258] record
[215] prices
[203] 2022
[197] group
[185] people

Top Words in Tweet in G2:
[395] wbg_climate
[295] worldbank
[262] climate
[120] countries
[95] global
[93] worldbanksasia
[92] water
[91] imfnews
[90] adb_hq
[88] change

Top Words in Tweet in G3:
[1300] worldbank
[555] climate
[309] davidmalpasswbg
[273] global
[182] food
[177] action
[166] countries
[143] scale
[137] #cop27
[136] pandemic_fund

Top Words in Tweet in G4:
[206] worldbank
[113] imfnews
[69] climate
[38] global
[36] strong
[32] education
[32] social
[30] year
[29] un_women
[29] un4youth

Top Words in Tweet in G5:
[114] worldbank
[69] climate
[55] global
[36] youth
[25] azeezt_abubakar
[25] wbg_climate
[25] food
[24] against
[23] women
[20] cycnofficial

Top Words in Tweet in G6:
[167] average
[167] years
[154] 55
[154] expectancy
[154] life
[153] peterobi
[145] global
[143] claimed
[143] claim
[143] candidate

Top Words in Tweet in G7:
[144] worldbankwater
[81] water
[81] worldbank
[75] climate
[43] #water
[42] change
[42] report
[37] #climatechange
[35] thegwsp
[33] women

Top Words in Tweet in G8:
[161] malnourished
[161] die
[161] tigray
[161] more
[161] child
[161] following
[161] well
[161] estimated
[161] 12
[161] conflict

Top Words in Tweet in G9:
[86] worldbank
[83] climate
[81] global
[57] cities
[55] more
[53] countries
[45] poverty
[45] urban
[39] wbg_cities
[34] report

Top Words in Tweet in G10:
[58] global
[53] #worldbank
[43] climate
[21] world
[19] change
[18] more
[18] #cop27
[17] countries
[15] #g20
[13] #india

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[507] climate,change
[325] worldbank,group
[293] climate,action
[278] global,food
[191] income,countries
[174] energy,prices
[172] worldbank,latest
[170] food,energy
[166] global,crises
[166] ghg,emissions

Top Word Pairs in Tweet in G1:
[169] climate,change
[152] worldbank,group
[138] food,energy
[138] young,people
[138] energy,prices
[136] high,food
[136] record,high
[136] action,young
[136] global,crises
[136] prices,triggered

Top Word Pairs in Tweet in G2:
[108] wbg_climate,worldbank
[87] wbg_education,worldbanksasia
[87] worldbank,wbg_education
[87] adb_hq,wbg_climate
[80] worldbanksasia,ifc_org
[80] ifc_org,wbg_digitaldev
[62] climate,change
[61] cc,imfnews
[52] climate,action
[51] worldbank,group

Top Word Pairs in Tweet in G3:
[152] climate,action
[119] secyellen,drtedros
[119] jokowi,secyellen
[117] davidmalpasswbg,jokowi
[117] launched,g20org
[115] worldbank,pandemic_fund
[113] pandemic_fund,launched
[113] g20org,sunday
[113] sunday,davidmalpasswbg
[111] drtedros,leade

Top Word Pairs in Tweet in G4:
[51] worldbank,imfnews
[36] imfnews,worldbank
[29] un4youth,un_women
[26] annual,meetings
[25] year,worldbank
[25] focusing,investing
[25] discussions,focusing
[25] investing,education
[25] imfnews,annual
[25] meetings,featured

Top Word Pairs in Tweet in G5:
[16] youth,summit
[16] delegate,worldbank
[15] worldbank,group
[15] climate,change
[15] represented,cycnofficial
[15] group,youth
[14] azeezt_abubakar,represented
[14] youth,climate
[13] '22,delegate
[13] cycnofficial,well

Top Word Pairs in Tweet in G6:
[154] average,life
[154] life,expectancy
[154] expectancy,55
[154] 55,years
[145] years,global
[143] presidential,candidate
[143] peterobi,claimed
[143] candidate,peterobi
[143] claimed,nigeria
[143] nglabour,presidential

Top Word Pairs in Tweet in G7:
[39] climate,change
[23] world,bank
[21] #utilities,worldwide
[21] water,scarcity
[20] gdp,according
[20] scarcity,decrease
[20] report,world
[20] according,report
[20] bank,worldbank
[20] decrease,gdp

Top Word Pairs in Tweet in G8:
[161] child,estimated
[161] malnourished,child
[161] 12,times
[161] die,well
[161] times,more
[161] conflict,malnourished
[161] tigray,following
[161] estimated,12
[161] more,die
[161] following,conflict

Top Word Pairs in Tweet in G9:
[26] income,countries
[25] climate,change
[19] learn,more
[18] global,poverty
[17] co2,emissions
[17] bulk,global
[17] vast,bulk
[17] middle,income
[17] cities,high
[17] responsible,vast

Top Word Pairs in Tweet in G10:
[18] climate,change
[13] #worldbank,#xijinping
[13] #antónioguterres,#cop27
[13] #potus,#amlo
[13] #cop27,#vatican
[13] #unitednations,#potus
[13] #xijinping,#macron
[13] #amlo,#worldbank
[13] #vatican,#g20
[13] #g20,#unitednations

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@wbg_climate
@ap
@mithika_mwenda
@wbg_environment
@emmanuelmacron
@abnjamnshi
@quant_network
@folukemichael
@solution17green

Top Replied-To in G1:
@worldbank
@moodewji
@kfajayi
@elminur4
@asukiletony
@ifc_org
@miga
@thegef
@climatereality
@yaldafrica

Top Replied-To in G2:
@wbg_climate
@worldbank
@imfnews
@suharso_m
@imf_pakistan
@ebrd

Top Replied-To in G3:
@worldbank
@bis_org
@reutersevents
@teklehaymanotg

Top Replied-To in G4:
@ap
@worldbank
@emmanuelmacron
@untreatybodies
@naveedhnaqvi
@unsierraleone
@ccme_com
@p_confavreux
@jordanbpeterson
@nicolalimodio

Top Replied-To in G5:
@mithika_mwenda
@abnjamnshi
@folukemichael
@solution17green
@kobiah
@azeezt_abubakar
@unbiodiversity
@pwielandf
@antonioguterres
@drumjamie

Top Replied-To in G7:
@asebotswana
@axelvt_wb
@nakabuyehildaf

Top Replied-To in G9:
@wbg_environment
@marioholzner
@davidmalpasswbg
@climate_ke

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@davidmalpasswbg
@imfnews
@worldbankwater
@danait70
@peterobi
@g20org
@pandemic_fund
@nglabour

Top Mentioned in G1:
@worldbank
@nitauganda1
@davidmalpasswbg
@climatereality
@psb_dc
@emlin
@moneyswitch_io
@thegef
@imfnews
@pandemic_fund

Top Mentioned in G2:
@wbg_climate
@worldbank
@worldbanksasia
@adb_hq
@imfnews
@wbg_education
@ifc_org
@wbg_digitaldev
@wbmaldives
@wb_asiapacific

Top Mentioned in G3:
@worldbank
@davidmalpasswbg
@pandemic_fund
@g20org
@jokowi
@secyellen
@drtedros
@wbg_climate
@temiladesalami_
@inesyabar

Top Mentioned in G4:
@worldbank
@imfnews
@who
@un4youth
@un_women
@wto
@nbcsnl
@elonmusk
@gretathunberg
@ipcc_ch

Top Mentioned in G5:
@worldbank
@un
@wbg_climate
@azeezt_abubakar
@cycnofficial
@unfccc
@pacja1
@connect4climate
@undp

Top Mentioned in G6:
@peterobi
@nglabour
@theicir
@worldb
@dubawang
@thefactcheckhub
@worldbank
@wbcaribbean

Top Mentioned in G7:
@worldbankwater
@worldbank
@thegwsp
@siwi_water
@axelvt_wb
@nakabuyehildaf
@usaid
@sarojjha001
@wbg_climate
@mfa_austria

Top Mentioned in G8:
@danait70
@unocha
@wfp
@usaid
@worldbank

Top Mentioned in G9:
@worldbank
@wbg_cities
@worldbankdata
@raniaalmashat
@rcitiesnetwork
@wbg_environment
@meghamukim
@davidmalpasswbg
@wrirosscities
@rogier_berg

Top Mentioned in G10:
@36_global
@efxscout1league
@exergiegroup

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@loupo85
@chrisbrey1
@john1966olsen
@raumunz
@s_total_s2
@reuters
@dataaugmented
@nilimajumder
@business

Top Tweeters in G1:
@john1966olsen
@avonan
@tyberzannxxxx
@lalojimjuarez
@tzdiscovery
@ssxman2
@fintechna
@march4progress
@ecuabot
@justeves

Top Tweeters in G2:
@loupo85
@sherbah46958042
@dawnroseturner
@dudeneyn
@cnn
@zippydazipster
@imagine_garden
@bbcworld
@saleemulhuq
@lmv6719

Top Tweeters in G3:
@filafresh
@raumunz
@africaupdates
@o_g_log
@wj3kdz8txpfykrc
@ohemaadufiegh
@bonuscr
@apiwenuwen
@cnni
@jornaldomacico

Top Tweeters in G4:
@chrisbrey1
@reuters
@nilimajumder
@business
@cnbc
@bbcnews
@susanamnk
@jupiterxc
@wsj
@abcnews

Top Tweeters in G5:
@annamoor1995
@wwf
@nomoreslaves
@olumideidowu
@gqabbasi
@rifan155
@wef
@geographile
@sdg2030
@deserttzuki

Top Tweeters in G6:
@idomagirl
@nattie_best
@tripdarlyn
@manlikeohi
@walejobbs
@salhaj
@kayodefoloruns3
@ayemojubar
@d_gogo_lyn
@snazzycc

Top Tweeters in G7:
@woye1
@basuashis
@augustusconsult
@vishalgreat
@lesegothinane
@madeleinefogde
@unicef
@douglasrasbash
@lizzqro
@lanreola_ars

Top Tweeters in G8:
@tsrha_kw
@mesiihiluf
@tdf_forlife
@sabaalem6_sabi
@lillyanapk
@hrithailu
@heav_en1
@galgebru
@gebremar3
@samrawitkalayu7

Top Tweeters in G9:
@s_total_s2
@o0onaa
@syawal
@zeisbaerger
@stephanewald
@jcaetanoleite
@mohamedabdo1400
@hassan_elwakeel
@basssonia
@mohamme97633715

Top Tweeters in G10:
@missfara
@thatstamil
@dailystarnews
@equalearth
@manuel_vina
@alantonelson
@drlorileeoates
@laylamajusi
@global_policy
@oneworldschool1


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