Worldbank (environment OR climate OR warming OR ecological OR planet OR global), Twitter, 10/4/2021 6:23:18 PM, 263658


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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2021-10-04_09-46-37.
Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2021-10-04_09-46-37.
From:
NodeXLExcelAutomator
Uploaded on:
October 04, 2021
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3l8Xok7
@worldbank
@wbg_climate
@andradeluizac
@davidmalpasswbg
@worldbankwater
@jdloboc
@dilipg48
@worldbankafrica
@whitefordpeter
@diegolunabaz

Top hashtags:


Description:
Description
The graph represents a network of 4,383 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, 04 October 2021 at 16:52 UTC.

The requested start date was Monday, 04 October 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, 21-hour, 59-minute period from Monday, 20 September 2021 at 01:00 UTC to Sunday, 03 October 2021 at 22:59 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 : 4383
Unique Edges : 5039
Edges With Duplicates : 10855
Total Edges : 15894
Number of Edge Types : 5
Retweet : 4172
MentionsInRetweet : 7832
Replies to : 278
Mentions : 3152
Tweet : 460
Self-Loops : 505
Reciprocated Vertex Pair Ratio : 0.0142676331837533
Reciprocated Edge Ratio : 0.0281338627339762
Connected Components : 118
Single-Vertex Connected Components : 53
Maximum Vertices in a Connected Component : 3804
Maximum Edges in a Connected Component : 14876
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.204857
Graph Density : 0.000458963842396346
Modularity : 0.395486
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,383 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, 04 October 2021 at 16:52 UTC.

The requested start date was Monday, 04 October 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, 21-hour, 59-minute period from Monday, 20 September 2021 at 01:00 UTC to Sunday, 03 October 2021 at 22:59 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".

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/events/2021/09/29/trade-part-of-solution-to-climate-change?cid=fam_tt_financemarkets_en_ext
[23] https://www.worldbank.org/en/news/feature/2021/09/13/millions-on-the-move-in-their-own-countries-the-human-face-of-climate-change
[20] https://www.worldbank.org/en/news/feature/2021/09/22/needed-a-climate-smart-food-system-that-can-feed-10-billion
[18] https://www.worldbank.org/en/news/press-release/2021/09/23/city-climate-finance-gap-fund-completes-first-year-of-operation-with-support-to-33-cities
[18] https://www.youtube.com/watch?v=FBD4U0910RA&feature=youtu.be

[16] https://live.worldbank.org/?cid=ECR_TT_worldbank_EN_EXT
[13] https://www.miragenews.com/japanese-life-insurance-companies-collaborate-642663/
[12] https://blogs.worldbank.org/voices/fixing-food-finance-heal-planet
[11] https://www.covideducationrecovery.global/
[11] https://www.worldbank.org/en/news/press-release/2021/09/23/city-climate-finance-gap-fund-completes-first-year-of-operation-with-support-to-33-cities?cid=SHR_SitesShareTT_EN_EXT

Top URLs in Tweet in G1:
[7] https://www.worldbank.org/en/news/feature/2021/09/22/needed-a-climate-smart-food-system-that-can-feed-10-billion
[7] https://blogs.worldbank.org/voices/fixing-food-finance-heal-planet?cid=ECR_E_NewsletterWeekly_EN_EXT
[6] https://us06web.zoom.us/webinar/register/WN_XvPcjLa5STawmdGKY_DNmw
[5] http://www.covid19taskforce.com/
[4] https://live.worldbank.org/david-malpass-speech-september-30?cid=ECR_TT_worldbank_EN_EXT
[4] https://networknature.eu/networknature-world-bank-webinar-series-session-3-mainstreaming-biodiversity-climate-change-eu-urban
[4] https://www.newsfirst.lk/2021/09/22/sl-signs-us-92-mn-climate-resilience-pact-with-wb/
[3] https://www.worldbank.org/annualreport?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.worldbank.org/en/news/speech/2021/09/22/remarks-by-world-bank-group-president-david-malpass-at-unga21-global-covid-19-summit?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.brookings.edu/blog/future-development/2021/08/31/which-will-be-the-top-30-consumer-markets-of-this-decade-5-asian-markets-below-the-radar/

Top URLs in Tweet in G2:
[30] https://www.worldbank.org/en/events/2021/09/29/trade-part-of-solution-to-climate-change?cid=fam_tt_financemarkets_en_ext
[13] https://www.worldbank.org/en/news/press-release/2021/09/23/city-climate-finance-gap-fund-completes-first-year-of-operation-with-support-to-33-cities
[11] https://live.worldbank.org/economic-growth-in-a-time-of-crisis?cid=pov_tt_poverty_en_ext
[10] https://www.worldbank.org/en/news/press-release/2021/09/23/city-climate-finance-gap-fund-completes-first-year-of-operation-with-support-to-33-cities?cid=SHR_SitesShareTT_EN_EXT
[9] https://www.worldbank.org/en/news/feature/2021/09/13/millions-on-the-move-in-their-own-countries-the-human-face-of-climate-change
[8] https://www.worldbank.org/en/news/feature/2021/09/16/what-you-need-to-know-about-concessional-finance-for-climate-action?cid=ccg_tt_climatechange_en_ext
[8] https://blogs.worldbank.org/voices/fixing-food-finance-heal-planet
[7] https://www.worldbank.org/en/news/feature/2021/09/22/needed-a-climate-smart-food-system-that-can-feed-10-billion?cid=ccg_tt_climatechange_en_ext
[7] https://www.worldbank.org/en/news/feature/2021/09/13/millions-on-the-move-in-their-own-countries-the-human-face-of-climate-change?cid=ccg_tt_climatechange_en_ext
[7] https://live.worldbank.org/?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G3:
[18] https://www.youtube.com/watch?v=FBD4U0910RA&feature=youtu.be

[5] https://www.euractiv.com/section/global-europe/news/eu-envoy-warns-ethiopia-tigray-crisis-out-of-control/?fbclid=IwAR3L2D1kQg6kBjZY7zeCClD3Nqae_szC7fKbab_O9LsgwewSwYZjr5PBAJc
[5] https://live.worldbank.org/?cid=ECR_TT_worldbank_EN_EXT
[2] https://www.worldbank.org/en/news/speech/2021/09/22/remarks-by-world-bank-group-president-david-malpass-at-unga21-global-covid-19-summit?cid=ECR_TT_worldbank_EN_EXT
[2] https://www.worldbank.org/en/news/feature/2021/09/22/needed-a-climate-smart-food-system-that-can-feed-10-billion
[2] https://www.worldbank.org/esf
[2] https://www.worldbank.org/en/events/2021/09/10/eqosogi
[2] https://stat.world/biportal/?lang=en
[1] https://www.worldbank.org/en/news/statement/2021/09/30/readout-from-world-bank-group-president-david-malpass-s-meeting-with-lt-gen-abdel-fattah-abdelrahman-al-burhan-chairman-?cid=ECR_TT_worldbank_EN_EXT
[1] https://www.worldbank.org/en/news/statement/2021/09/21/readout-from-world-bank-group-president-david-malpass-s-meeting-with-president-samia-suluhu-hassan-of-tanzania?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G4:
[1] https://ourworldindata.org/covid-vaccination-global-projections
[1] https://ph.news.yahoo.com/beijing-gets-world-bank-thumbs-075515686.html
[1] https://www.independent.co.uk/news/business/news/net-zero-carbon-leakage-tax-b1930905.html?amp
[1] https://amalooloo.co.za/
[1] https://www.jubileeusa.org/jubilee_weekend_2021
[1] https://openknowledge.worldbank.org/handle/10986/36248
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=ead76a0d-1b7b-11ec-b11e-4d6746545368&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0wOS0xNi93b3JsZC1iYW5rLWxlbmRzLWNhbWVyb29uLTc0My1taWxsaW9uLWZvci1kZXZlbG9wbWVudC1wcm9qZWN0cw==
[1] https://issuu.com/theparliamentarian/docs/parl2021iss3finalsingle/24
[1] https://medium.com/energy-for-growth/how-a-nuanced-compromise-on-gas-financing-for-poor-countries-could-quietly-become-a-blanket-ban-c1393d65c78d
[1] https://www.worldbank.org/en/news/speech/2021/09/22/remarks-by-world-bank-group-president-david-malpass-at-unga21-global-covid-19-summit?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G6:
[5] https://www.youtube.com/watch?v=iMWrJistD7Q&feature=youtu.be

[2] https://www.oecd.org/tax/transparency/documents/global-forum-secretariat-african-development-bank-and-world-bank-group-deliver-new-model-manual-on-exchange-of-information-for-tax-purposes.htm
[2] https://unfccc.int/ACW2021
[2] https://www.worldbank.org/en/news/podcast/2021/08/30/-entire-economies-could-be-held-hostage-by-climate-change-the-development-podcast
[2] https://www.climatelinks.org/events/africa-climate-week-2021
[1] https://www.worldbank.org/en/news/feature/2021/08/19/why-kinshasa-could-be-in-the-vanguard-of-megacities-climate-resilience?cid=ccg_tt_climatechange_en_ext
[1] https://afdb.org/en/news-and-events/press-releases/global-forum-secretariat-african-development-bank-and-world-bank-group-deliver-new-manual-exchange-information-tax-purposes-45630
[1] https://www.bigissue.com/latest/environment/david-graeber-to-save-the-world-were-going-to-have-to-stop-working/
[1] https://commonslibrary.parliament.uk/research-briefings/cbp-7783/?mc_cid=01d5bbc226&mc_eid=10288f3936
[1] https://www.cgdev.org/publication/global-skill-partnership-nursing-between-nigeria-and-uk

Top URLs in Tweet in G7:
[1] https://datanalytics.worldbank.org/dime-recruitment/
[1] https://thedocs.worldbank.org/en/doc/8837935b6145584a1282f40c291a3ec1-0050012021/original/DIME-Batch-Recruitement-Job-Ad-Sept-2021.pdf

Top URLs in Tweet in G8:
[4] http://wrld.bg/CLH650Gk9vV
[4] https://www.worldbank.org/en/news/feature/2021/09/22/needed-a-climate-smart-food-system-that-can-feed-10-billion
[2] https://www.worldbank.org/en/events/2021/09/16/govtech-maturity-index-the-state-of-digital-transformation-in-the-public-sector?cid=gov_tt_gov_en_ext
[2] https://www.worldbank.org/en/events/2021/09/29/trade-part-of-solution-to-climate-change?cid=fam_tt_financemarkets_en_ext
[2] https://live.worldbank.org/?cid=ECR_TT_worldbank_EN_EXT
[1] https://www.worldbank.org/en/news/podcast/2021/07/30/-absolutely-unacceptable-vaccination-rates-in-developing-countries-the-development-podcast?cid=afw_tt_wbafrica_en_ext
[1] http://wrld.bg/MikF50Fl7oZ?cid=afe_tt_wbafrica_en_ext
[1] https://blogs.worldbank.org/nasikiliza/matching-climate-change-ambition-collective-action?cid=afe_tt_wbafrica_en_ext
[1] https://www.worldbank.org/en/news/infographic/2021/09/13/groundswell-acting-on-internal-climate-migration?cid=afw_tt_wbafrica_en_ext
[1] https://www.worldbank.org/en/news/feature/2021/09/22/needed-a-climate-smart-food-system-that-can-feed-10-billion?cid=afe_tt_wbafrica_en_ext

Top URLs in Tweet in G9:
[5] https://www.worldbank.org/en/news/feature/2021/09/13/millions-on-the-move-in-their-own-countries-the-human-face-of-climate-change
[3] https://us06web.zoom.us/webinar/register/WN_dL2ehxhaSSqpOFyPkOZV7Q
[1] https://yourplaceandspace.blogspot.com/2021/09/oxygen.html?m=1
[1] https://www.worldbank.org/en/news/speech/2021/09/22/remarks-by-world-bank-group-president-david-malpass-at-unga21-global-covid-19-summit?cid=ECR_TT_worldbank_EN_EXT
[1] https://twitter.com/pauledawson/status/1444663530364411909
[1] https://www.lse.ac.uk/News/Latest-news-from-LSE/2021/f-June-21/Large-increases-in-extreme-poverty-have-been-neglected-in-the-Covid-policy-debate
[1] https://www.routledge.com/Corporate-Defense-and-the-Value-Preservation-Imperative-Bulletproof-Your/Lyons/p/book/9781498742283
[1] https://www.worldbank.org/en/news/press-release/2021/09/23/city-climate-finance-gap-fund-completes-first-year-of-operation-with-support-to-33-cities
[1] https://accessaccelerated.org/news-and-events/access-accelerated-publishes-year-4-report/
[1] https://www.iwmi.cgiar.org/2021/08/unlocking-sustainable-finance-to-drive-agricultural-research-for-development/

Top URLs in Tweet in G10:
[10] https://jbs.eu.qualtrics.com/jfe/form/SV_bQxb4BbxAHN3y9U
[4] https://www.pscp.tv/w/dBcZI3R3LTUxMjA2OTF8MXluSk9CTXBhTVdHUk5F7UYcyh2C6VxUPSIcijw0ZPN-QBwH_nkAPLc2g9_X
[1] https://thelogicalindian.com/inclusivity/poverty-india-30640
[1] https://www.business-standard.com/article/international/the-rich-lose-135-bn-after-evergrande-concerns-spark-global-market-rout-121092100108_1.html
[1] https://www.finextra.com/videoarticle/2573/world-banks-call-to-action-fintech-firm-voices-heard-through-covid-19-fintech-market-impact-study
[1] https://www.finextra.com/newsarticle/38857/ccaf-world-bank-and-world-economic-forum-call-on-fintechs-to-uncover-covid-19-impact
[1] https://twitter.com/epochtimeschina/status/1442856628349542401
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=89d249f9-1eaa-11ec-9103-647776705853&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0wOS0yNS9jaGluYS1zLXBvd2VyLWNydW5jaC1pcy1uZXh0LWVjb25vbWljLXNob2NrLWJleW9uZC1ldmVyZ3JhbmRl
[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://thehighwire.com/videos/in-remembrance-victims-of-the-covid-vaccine/

Top Domains
Top Domains in Tweet in Entire Graph:
[710] worldbank.org
[70] wrld.bg
[56] twitter.com
[32] youtube.com
[21] miragenews.com
[17] zoom.us
[14] covideducationrecovery.global
[11] theguardian.com
[10] co.uk
[10] qualtrics.com

Top Domains in Tweet in G1:
[115] worldbank.org
[15] twitter.com
[7] wrld.bg
[7] zoom.us
[5] covid19taskforce.com
[5] theguardian.com
[4] networknature.eu
[4] newsfirst.lk
[4] linkedin.com
[3] brookings.edu

Top Domains in Tweet in G2:
[352] worldbank.org
[48] wrld.bg
[10] twitter.com
[6] office.com
[4] co.uk
[4] oe.cd
[4] ideas-global.org
[3] thegpsc.org
[3] sco.lt
[3] ifc.org

Top Domains in Tweet in G3:
[31] worldbank.org
[19] youtube.com
[5] euractiv.com
[5] twitter.com
[2] facebook.com
[2] stat.world
[2] climatechange.ai
[1] un.org
[1] brettonwoodsproject.org
[1] euronews.com

Top Domains in Tweet in G4:
[3] worldbank.org
[1] ourworldindata.org
[1] yahoo.com
[1] co.uk
[1] co.za
[1] jubileeusa.org
[1] bloomberg.com
[1] issuu.com
[1] medium.com
[1] reuters.com

Top Domains in Tweet in G6:
[6] youtube.com
[3] worldbank.org
[3] oecd.org
[2] afdb.org
[2] unfccc.int
[2] twitter.com
[2] climatelinks.org
[1] bigissue.com
[1] parliament.uk
[1] cgdev.org

Top Domains in Tweet in G7:
[2] worldbank.org

Top Domains in Tweet in G8:
[33] worldbank.org
[9] wrld.bg
[4] bit.ly
[2] ndf.int
[2] twitter.com
[1] unfccc.int
[1] thegef.org
[1] thegpsc.org
[1] co.uk
[1] greed.now

Top Domains in Tweet in G9:
[8] worldbank.org
[7] twitter.com
[3] zoom.us
[2] citygapfund.org
[2] theguardian.com
[2] trib.al
[1] blogspot.com
[1] ac.uk
[1] routledge.com
[1] accessaccelerated.org

Top Domains in Tweet in G10:
[10] qualtrics.com
[4] pscp.tv
[2] finextra.com
[2] weforum.org
[1] thelogicalindian.com
[1] business-standard.com
[1] twitter.com
[1] bloomberg.com
[1] thehighwire.com
[1] technocracy.news

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[379] worldbank
[335] climatechange
[299] tamilnadu
[299] chennai
[250] covid19
[179] foodsystems
[157] unga
[120] climate
[98] groundswell
[72] china



Top Hashtags in Tweet in G1:
[113] covid19
[58] climatechange
[49] foodsystems
[44] srilanka
[28] biodiversity
[26] groundswell
[21] climate
[20] resilientrecovery
[19] developmentpodcast
[12] ghgs

Top Hashtags in Tweet in G2:
[178] climatechange
[94] foodsystems
[57] groundswell
[39] climate
[38] tradeforclimate
[38] sdg13
[37] covid19
[35] climatestories_wbg
[32] resilientrecovery
[22] biodiversity

Top Hashtags in Tweet in G3:
[74] unga
[60] covid19
[18] stopmuseveni
[15] cop26
[15] climatechange
[13] foodsystems
[13] covid
[12] climate
[9] resilientrecovery
[7] sahel

Top Hashtags in Tweet in G4:
[60] china
[54] museveni
[27] covidsummit
[6] covid19
[3] climate
[3] unga
[3] gravitas
[2] carbonfootprint
[2] climatechange
[2] cop26

Top Hashtags in Tweet in G5:
[295] worldbank
[295] tamilnadu
[295] chennai

Top Hashtags in Tweet in G6:
[26] unga
[14] africaclimateweek
[13] climate_resilience_youth_champs
[12] globalforum
[10] worldbank
[9] climateresilience
[6] climatechange
[6] climateaction
[6] cop26
[6] water_sustainability

Top Hashtags in Tweet in G7:
[1] developmentpodcast

Top Hashtags in Tweet in G8:
[44] climatechange
[17] africaspulse
[13] africa
[12] covid19
[11] mozambican
[10] foodsystems
[9] africaclimateweek
[7] rwanda
[5] developmentpodcast
[5] climate

Top Hashtags in Tweet in G9:
[8] eo
[6] esg
[5] climatecrisis
[4] lowcarbon
[4] parisagreement
[3] sdgs
[3] unga
[2] is
[2] future
[2] poverty

Top Hashtags in Tweet in G10:
[7] digitalassets
[7] digitalexchangeservices
[6] covid19
[5] sdis21
[3] india
[3] fintech
[2] solar
[2] boom
[2] solarpower
[2] market

Top Words
Top Words in Tweet in Entire Graph:
[2486] worldbank
[1842] global
[1277] climate
[948] support
[676] wbg_climate
[597] world
[595] countries
[569] million
[467] report
[459] davidmalpasswbg

Top Words in Tweet in G1:
[881] worldbank
[326] climate
[296] global
[164] people
[143] countries
[121] change
[120] million
[113] #covid19
[91] force
[90] economic

Top Words in Tweet in G2:
[485] wbg_climate
[465] global
[414] climate
[351] worldbank
[303] report
[292] action
[288] emissions
[288] support
[264] reduce
[235] increase

Top Words in Tweet in G3:
[356] worldbank
[326] davidmalpasswbg
[209] global
[166] today
[143] discussed
[140] meet
[121] climate
[109] pleased
[89] fragility
[87] sudan

Top Words in Tweet in G4:
[323] worldbank
[205] imfnews
[134] goal
[116] vaccine
[114] wto
[114] world
[113] country
[113] give
[113] first
[113] dose

Top Words in Tweet in G5:
[295] #worldbank
[295] approves
[295] 150
[295] million
[295] program
[295] support
[295] government
[295] #tamilnadu
[295] vision
[295] making

Top Words in Tweet in G6:
[133] worldbank
[84] climate
[79] unfccc
[73] undp
[64] afdb_group
[52] wbg_climate
[42] unep
[38] _africanunion
[36] africa
[35] exchange

Top Words in Tweet in G7:
[340] hiring
[175] again
[175] dime
[175] support
[175] impact
[175] evaluations
[170] 16
[170] consultants
[170] global
[170] portfolio

Top Words in Tweet in G8:
[142] worldbank
[127] climate
[87] worldbankafrica
[80] africa
[60] global
[55] join
[53] countries
[43] hafezghanem_wb
[41] resilience
[39] watch

Top Words in Tweet in G9:
[44] climate
[36] worldbank
[23] finance
[21] global
[16] day
[11] year
[11] world
[10] report
[10] policy
[8] cities

Top Words in Tweet in G10:
[42] worldbank
[36] wef
[28] mari_pangestu
[28] johnjameshaley
[28] wtwcorporate
[21] resilient
[20] compact
[20] economies
[20] societies
[15] pmaurericr

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[377] climate,change
[299] approves,150
[299] 150,million
[299] #tamilnadu,vision
[296] #worldbank,approves
[296] million,program
[296] program,support
[296] support,government
[296] government,#tamilnadu
[296] vision,making

Top Word Pairs in Tweet in G1:
[113] climate,change
[74] task,force
[72] effective,global
[72] global,rollout
[72] rollout,vaccines
[72] vaccines,#covid19
[72] #covid19,task
[72] force,compiling
[72] compiling,latest
[72] latest,data

Top Word Pairs in Tweet in G2:
[216] report,projects
[214] wbg_climate,report
[214] projects,unless
[214] unless,action
[214] action,taken
[214] taken,reduce
[214] reduce,global
[214] global,emissions
[214] emissions,increase
[214] increase,efforts

Top Word Pairs in Tweet in G3:
[84] pleased,meet
[84] meet,sudanpmhamdok
[84] sudanpmhamdok,today
[84] today,khartoum
[84] khartoum,discussed
[84] discussed,sudan
[84] sudan,progress
[84] progress,achieved
[84] achieved,fragility
[84] davidmalpasswbg,pleased

Top Word Pairs in Tweet in G4:
[189] imfnews,worldbank
[113] worldbank,wto
[113] first,vaccine
[113] vaccine,dose
[112] goal,set
[112] set,imfnews
[112] wto,country
[112] country,give
[112] give,first
[111] redouad,goal

Top Word Pairs in Tweet in G5:
[295] #worldbank,approves
[295] approves,150
[295] 150,million
[295] million,program
[295] program,support
[295] support,government
[295] government,#tamilnadu
[295] #tamilnadu,vision
[295] vision,making
[295] making,#chennai

Top Word Pairs in Tweet in G6:
[35] worldbank,undp
[30] manual,exchange
[30] undp,undpclimate
[25] africa,climate
[24] exchange,information
[23] wbg_climate,worldbank
[23] #unga,_africanunion
[23] _africanunion,commission
[21] global,forum
[19] published,version

Top Word Pairs in Tweet in G7:
[175] impact,evaluations
[170] hiring,again
[170] again,dime
[170] dime,hiring
[170] hiring,16
[170] 16,consultants
[170] consultants,support
[170] support,global
[170] global,portfolio
[170] portfolio,impact

Top Word Pairs in Tweet in G8:
[34] climate,resilience
[31] africa,climate
[31] climate,week
[31] week,days
[31] days,away
[31] away,join
[31] join,hafezghanem_wb
[31] hafezghanem_wb,vice
[31] vice,president
[31] president,eastern

Top Word Pairs in Tweet in G9:
[14] climate,finance
[8] welcome,day
[8] day,final
[8] final,day
[8] day,geo
[8] geo,climate
[8] climate,policy
[8] policy,finance
[8] finance,workshop
[8] workshop,today's

Top Word Pairs in Tweet in G10:
[28] mari_pangestu,worldbank
[28] worldbank,johnjameshaley
[28] johnjameshaley,wtwcorporate
[20] compact,resilient
[20] resilient,economies
[20] economies,societies
[19] societies,mari_pangestu
[16] wef,compact
[15] wtwcorporate,pmaurericr
[13] wtwcorporate,pmaurericrc

Top Replied-To
Top Replied-To in Entire Graph:
@secblinken
@worldbank
@unfccc
@statedept
@wbg_climate
@davidmalpasswbg
@eyramakrumah
@ungeneva
@wef
@frenchembassyug

Top Replied-To in G1:
@worldbank
@wbg_climate
@trf_stories
@hamburgler08
@sunnyboyblack
@sjayasiri
@landesa_global
@ifc_org
@tlalli_energia
@worldbankeca

Top Replied-To in G2:
@worldbank
@wbg_climate
@samehnwahba
@miga
@theifs
@mari_pangestu
@mg92__2
@worldbankindia

Top Replied-To in G3:
@davidmalpasswbg
@worldbank
@katehamptongray
@zalandfaizm
@recourseteam
@ifc_southasia
@wmungadi1
@trussliz
@juttaurpilainen

Top Replied-To in G4:
@secblinken
@ungeneva
@vp
@presidentbio
@katehamptongray
@imfnews
@morris_scotta
@kaki_cabrera
@worldbank
@redouad

Top Replied-To in G6:
@unfccc
@_maryln
@wbg_climate
@jacobthomas1960
@thecvf

Top Replied-To in G8:
@rema_rwanda
@idriss_hissein
@ndfnews
@worldbankafrica

Top Replied-To in G9:
@economyinformal
@denmark_un
@wbg_climate
@imfspokesperson
@antonioguterres
@davidmalpasswbg
@un

Top Replied-To in G10:
@wef
@dr_uditraj
@sharjeelusmani

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@davidmalpasswbg
@rkradhakrishn
@imfnews
@who
@leodicaprio
@hajjatismart
@un
@wto

Top Mentioned in G1:
@worldbank
@wbg_climate
@gotabayar
@mari_pangestu
@davidmalpasswbg
@networknatureeu
@kevin_watkins_
@wto
@landesa_global
@connect4climate

Top Mentioned in G2:
@wbg_climate
@worldbank
@leodicaprio
@wto
@davidmalpasswbg
@wbg_cities
@mari_pangestu
@noiweala
@wbg_finance
@wbg_environment

Top Mentioned in G3:
@worldbank
@davidmalpasswbg
@sudanpmhamdok
@antonioguterres
@un
@trussliz
@wbg_ida
@wbg_climate
@axelvt_wb
@u

Top Mentioned in G4:
@worldbank
@imfnews
@who
@un
@wto
@redouad
@kgeorgieva
@hrw
@tarekfatah
@trussliz

Top Mentioned in G5:
@rkradhakrishn

Top Mentioned in G6:
@worldbank
@undp
@afdb_group
@wbg_climate
@unfccc
@unep
@_africanunion
@cop26
@undpclimate
@min_waterug

Top Mentioned in G7:
@andradeluizac
@sebinsfran
@worldbank
@wbg_climate

Top Mentioned in G8:
@worldbank
@worldbankafrica
@hafezghanem_wb
@worldbankkenya
@ndfnews
@rema_rwanda
@thegef
@albertzeufack
@wbg_climate
@mpf1somalia

Top Mentioned in G9:
@worldbank
@un
@geosec2025
@oecd
@giz_gmbh
@danishmfa
@undesa
@advanceesg
@who
@eu_commission

Top Mentioned in G10:
@worldbank
@mari_pangestu
@johnjameshaley
@wtwcorporate
@wef
@pmaurericrc
@icrc
@sarapantuliano
@odi_global

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@gocoo_59
@gocoo
@cybersec_feeds
@sahelhkj
@world_news_eng
@kat4obama
@insdatainter
@independent
@_redfrog

Top Tweeters in G1:
@world_news_eng
@baarahk
@al_maldives
@canisgallicus
@gadflyquebec
@olumideidowu
@waterworxuk
@dkpolparrot
@dannyfurlongdj
@mwt2008

Top Tweeters in G2:
@gocoo_59
@gocoo
@cybersec_feeds
@sahelhkj
@rosstell
@loyalfan1
@jfsebastian146
@elizabethtoni
@rockslashjeffry
@ana_captures

Top Tweeters in G3:
@insdatainter
@viralvideovlogs
@nilimajumder
@wadakashiho
@lalojimjuarez
@net2ayurveda
@dudeneyn
@mohamed02566080
@thorpelynden
@aibexint

Top Tweeters in G4:
@kat4obama
@_redfrog
@gurujeegayabh
@bbcnews
@tyrannywatch
@bigcatnergy
@ranjona
@injtokyo
@smjsri
@vjl2

Top Tweeters in G5:
@deltatamilian
@anandkvp0207
@pathmaragam19
@am_indran
@dravidianalex
@sprajan17
@aneesahmedk
@lokeshc777
@kumaran1573
@maddymadhavan21

Top Tweeters in G6:
@teesvalleyvoice
@saleemulhuq
@eco1start
@ntvuganda
@bjp4india
@richardmunang
@globalunion3
@sdgsbot
@rijkswaterstaat
@auc31

Top Tweeters in G7:
@osonkoh
@kimjoaoun
@_ojow
@ltheanonymous
@acocotero
@tjapek
@ryanbedwards
@goescarlos
@a_ha256
@proftampan

Top Tweeters in G8:
@dev_discourse
@tzdiscovery
@africaupdates
@conjja
@benjamindstone
@meesa85
@epronaki
@thesniperb52
@abdoulr37230833
@bhuvansociety

Top Tweeters in G9:
@maybel65
@wwf
@peta
@wavetop
@rabobank
@earthaccounting
@ecowarriorss
@vineshkznsa
@juliebabyar
@greenpeace

Top Tweeters in G10:
@jornalistavitor
@independent
@indiatoday
@indianexpress
@reuters
@business
@economictimes
@ani
@nicochan33
@nytimes