Worldbank (environment OR climate OR warming OR ecological OR planet OR global), Twitter, 12/20/2021 7:12:38 PM, 268683


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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2021-12-20_09-46-37.
Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2021-12-20_09-46-37.
From:
NodeXLExcelAutomator
Uploaded on:
December 20, 2021
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/30PDWBO
@worldbank
@wbg_climate
@unesco
@worldbankwater
@rallyforrivers
@wbg_ida
@peters_glen
@unyouthenvoy
@maanogroup
@who

Top hashtags:
#covid19
#pandemic

Description:
Description
The graph represents a network of 3,361 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, 20 December 2021 at 17:51 UTC.

The requested start date was Monday, 20 December 2021 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 11-day, 10-hour, 51-minute period from Monday, 06 December 2021 at 01:43 UTC to Friday, 17 December 2021 at 12:34 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 : 3361
Unique Edges : 3624
Edges With Duplicates : 7515
Total Edges : 11139
Number of Edge Types : 5
Retweet : 3088
MentionsInRetweet : 5692
Tweet : 357
Mentions : 1895
Replies to : 107
Self-Loops : 408
Reciprocated Vertex Pair Ratio : 0.0187558612066271
Reciprocated Edge Ratio : 0.0368211107701749
Connected Components : 134
Single-Vertex Connected Components : 79
Maximum Vertices in a Connected Component : 2980
Maximum Edges in a Connected Component : 10540
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.194031
Graph Density : 0.000577173743642057
Modularity : 0.432249
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,361 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, 20 December 2021 at 17:51 UTC.

The requested start date was Monday, 20 December 2021 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 11-day, 10-hour, 51-minute period from Monday, 06 December 2021 at 01:43 UTC to Friday, 17 December 2021 at 12:34 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:
[27] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries
[21] https://worldbank.org/en/topic/educa
[19] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery
[18] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries?cid=ECR_TT_worldbank_EN_EXT
[17] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries?cid=SHR_SitesShareTT_EN_EXT
[16] https://blogs.worldbank.org/education/state-global-education-crisis-path-recovery?CID=WBW_AL_BlogNotification_EN_EXT?cid=SHR_BlogSiteShare_EN_EXT
[14] https://www.dcu.ie/lawcentre/20212022-seminars
[13] https://www.connect4climate.org/initiative/apply-now-max-thabiso-edkins-climate-ambassador-program
[13] https://wwwlakshydreamfoundation.blogspot.com/2021/12/christmas-fundraser-for-children.html
[13] https://documents1.worldbank.org/curated/pt/260121548673898731/pdf/134063-WP-121278-2nd-edition-IFC-EMCompass-Blockchain-Report-PUBLIC.pdf

Top URLs in Tweet in G1:
[12] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries?cid=SHR_SitesShareTT_EN_EXT
[6] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries?cid=ECR_TT_worldbank_EN_EXT
[6] https://www.reuters.com/article/us-world-bank-malpass/global-finance-system-partly-to-blame-for-inequality-world-banks-malpass-idUSKBN2IL27A
[6] https://openknowledge.worldbank.org/bitstream/handle/10986/29865/126579-Public-on-5-30-18-WorldBank-GenderInequality-Brief-v13.pdf?sequence=1&isAllowed=y
[4] https://www.worldbank.org/en/topic/climatechange/publication/world-bank-group-cop26-climate-briefs?cid=ECR_TT_worldbank_EN_EXT
[4] https://olc.worldbank.org/content/webinar-community-land-governance-climate-change-mitigation-evidence-the-amazonia
[3] https://www.ft.com/content/a3147c81-a356-462a-811b-0a8b939f2488
[3] https://www.worldbank.org/en/topic/water/publication/high-and-dry-climate-change-water-and-the-economy?CID=WAT_TT_Water_EN_EXT?cid=EXT_WBSocialShare_EXT
[2] http://www.covid19taskforce.com/
[2] https://www.worldbank.org/en/news/podcast/2021/08/30/-entire-economies-could-be-held-hostage-by-climate-change-the-development-podcast?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G2:
[11] https://www.connect4climate.org/initiative/apply-now-max-thabiso-edkins-climate-ambassador-program
[10] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries?cid=ECR_TT_worldbank_EN_EXT
[9] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries
[7] https://blogs.worldbank.org/climatechange/when-poverty-meets-climate-change-critical-challenge-demands-cross-cutting-solutions
[7] https://twitter.com/WorldBank/status/1471192906954330121
[5] https://www.worldbank.org/en/news/feature/2021/12/07/south-asia-builds-climate-resilience-with-steadfast-support-from-ida
[5] https://www.worldbank.org/en/topic/climatechange/publication/world-bank-group-cop26-climate-briefs?cid=ccg_tt_climatechange_en_ext
[5] https://www.worldbank.org/en/news/feature/2021/12/08/what-you-need-to-know-about-ifc-s-green-bonds?cid=ccg_tt_climatechange_en_ext
[4] https://blogs.worldbank.org/climatechange/tackle-climate-change-take-corruption?cid=ccg_tt_climatechange_en_ext
[4] https://www.worldbank.org/en/news/feature/2021/11/15/global-water-security-sanitation-partnership-working-with-country-partners-for-a-resilient-water-future?cid=ccg_tt_climatechange_en_ext

Top URLs in Tweet in G3:
[21] https://worldbank.org/en/topic/educa
[13] https://blogs.worldbank.org/education/state-global-education-crisis-path-recovery?CID=WBW_AL_BlogNotification_EN_EXT?cid=SHR_BlogSiteShare_EN_EXT
[10] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery
[8] https://www.worldbank.org/en/events/2021/11/24/the-state-of-the-global-education-crisis-a-path-to-recovery#1
[5] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery?utm_content=bufferc4e75&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.worldbank.org/en/news/press-release/2021/12/06/learning-losses-from-covid-19-could-cost-this-generation-of-students-close-to-17-trillion-in-lifetime-earnings
[3] https://blogs.worldbank.org/jobs/making-green-transition-work-labor-markets
[3] https://documents1.worldbank.org/curated/en/416991638768297704/pdf/The-State-of-the-Global-Education-Crisis-A-Path-to-Recovery.pdf
[3] https://wcmsprod.unicef.org/reports/state-global-education-crisis
[2] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries?cid=SHR_SitesShareTT_EN_EXT

Top URLs in Tweet in G4:
[2] https://blogs.worldbank.org/water/putting-our-waste-work-green-growth?CID=WAT_TT_Water_EN_EXT
[2] http://wrld.bg/wtLX50GNBkC
[2] https://www.worldbank.org/en/news/feature/2021/12/08/what-you-need-to-know-about-ifc-s-green-bonds
[2] https://www.seforall.org/publications/from-procurement-to-performance
[1] https://blogs.worldbank.org/water/building-partnerships-support-and-restore-river-ecosystems?CID=WAT_TT_Water_EN_EXT
[1] https://www.worldbank.org/en/region/sar/publication/south-asia-climate-roadmap
[1] http://wrld.bg/iq6c50GUqCU
[1] https://blogs.worldbank.org/climatechange/protecting-oceans-climate-change-impacts
[1] https://www.worldbank.org/en/topic/water-in-agriculture?CID=WAT_TT_Water_EN_EXT#1
[1] https://blogs.worldbank.org/latinamerica/ensuring-connectivity-argentinas-transport-network-face-climate-change

Top URLs in Tweet in G5:
[7] https://www.worldbank.org/en/topic/competitiveness/publication/global-investment-competitiveness-report
[3] https://jfin-swufe.springeropen.com/articles/10.1186/s40854-018-0114-0
[3] https://blogs.worldbank.org/voices/7-reasons-land-and-property-rights-be-top-global-agenda
[2] https://captajitvadakayil.in/2021/12/13/vadakayil-says-covid-vaccines-have-devastated-the-planet-with-auto-immune-diseases-part-1-poll/
[2] https://captajitvadakayil.in/2021/12/13/vadakayil-says-covid-vaccines-have-devastated-the-planet-with-auto-immune-diseases-part-3-poll/
[1] https://www.youtube.com/watch?v=dtqJzDth43s&feature=youtu.be

[1] https://www.youtube.com/watch?v=kPkvRY2h_0Q&feature=youtu.be

[1] http://www.msn.com/en-us/news/world/russia-vetoes-un-resolution-linking-climate-change-security/ar-AARLZOd?ocid=winp-st
[1] https://openknowledge.worldbank.org/handle/10986/34056
[1] https://www.ft.com/content/a3147c81-a356-462a-811b-0a8b939f2488

Top URLs in Tweet in G6:
[2] https://www.sparc-knowledge.org/news-features/features/living-certainty-pastoralists-grapple-drought-horn-africa
[1] https://www.globalresiliencepartnership.org/resilient-food-systems/
[1] https://www.youtube.com/watch?v=hyT-6qiubd0


Top URLs in Tweet in G7:
[5] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery
[3] https://globalbizmag.com/
[3] https://www.worldbank.org/en/news/press-release/2021/12/09/el-banco-mundial-apoya-el-desarrollo-verde-la-inclusi-n-y-la-innovaci-n-en-el-sector-agropecuario-argentino
[3] https://blogs.worldbank.org/education/state-global-education-crisis-path-recovery
[3] https://twinybots.ch/
[3] https://blogs.worldbank.org/education/state-global-education-crisis-path-recovery?CID=WBW_AL_BlogNotification_EN_EXT?cid=SHR_BlogSiteShare_EN_EXT
[3] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries
[2] https://www.worldbank.org/en/news/press-release/2021/10/12/el-banco-mundial-y-guatemala-firman-acuerdo-para-reducir-las-emisiones-de-carbono-y-conservar-los-bo
[2] https://documents1.worldbank.org/curated/en/416991638768297704/pdf/The-State-of-the-Global-Education-Crisis-A-Path-to-Recovery.pdf
[2] https://www.worldbank.org/en/news/press-release/2021/12/06/learning-losses-from-covid-19-could-cost-this-generation-of-students-close-to-17-trillion-in-lifetime-earnings

Top URLs in Tweet in G8:
[1] https://www.connect4climate.org/initiative/apply-now-max-thabiso-edkins-climate-ambassador-program?utm_source=PartnershipsTeam&utm_medium=OutlookPNote&utm_campaign=MaxThabisoEdkinsCAP&utm_id=PromotingPartners
[1] https://soundcloud.com/iied_podcasts/1-adaptive-evaluation-considering-climate-risks-in-theory-and-practice?utm_source=Twitter&utm_campaign=social_sharing&utm_medium=widget&utm_content=https%3A//soundcloud.com/iied_podcasts/1-adaptive-evaluation-considering-climate-risks-in-theory-and-practice

Top URLs in Tweet in G9:
[2] https://econ.trib.al/S2xbVLR
[2] https://econ.trib.al/CeMEGeA
[2] https://econ.trib.al/c6Kjuxa
[1] https://www.gate.io/signup/4330729
[1] https://documents.worldbank.org/en/publication/documents-reports/documentdetail/225111639490843204/the-global-diffusion-of-electric-vehicles-lessons-from-the-first-decade
[1] https://www.re-course.org/wp-content/uploads/2021/12/World-Bank%E2%80%99s-Development-Policy-Finance-2015-to-2021-Stuck-in-a-carbon-intensive-rut_final.pdf
[1] https://twitter.com/FT/status/1470382597352169476
[1] https://www.re-course.org/wp-content/uploads/2021/12/World-Bank%E2%80%99s-Development-Policy-Finance-2015-to-2021-Stuck-in-a-carbon-intensive-rut-v9.pdf
[1] https://www.brecorder.com/news/40140347
[1] https://giftarticle.ft.com/giftarticle/actions/redeem/00b3e544-0e53-4abd-9a97-2670ba0d3785

Top URLs in Tweet in G10:
[1] https://twitter.com/lulex/status/1469259487475347467

Top Domains
Top Domains in Tweet in Entire Graph:
[663] worldbank.org
[70] wrld.bg
[60] twitter.com
[18] connect4climate.org
[16] blogspot.com
[15] miragenews.com
[14] dcu.ie
[10] ft.com
[9] who.int
[9] linkedin.com

Top Domains in Tweet in G1:
[112] worldbank.org
[7] who.int
[7] twitter.com
[6] wrld.bg
[6] reuters.com
[3] bit.ly
[3] brettonwoodsproject.org
[3] cgdev.org
[3] connect4climate.org
[3] ft.com

Top Domains in Tweet in G2:
[218] worldbank.org
[51] wrld.bg
[17] twitter.com
[13] connect4climate.org
[3] ft.com
[3] csod.com
[2] facebook.com
[2] youtu.be
[2] youtube.com
[2] changemakerscampaign.org

Top Domains in Tweet in G3:
[93] worldbank.org
[4] unicef.org
[4] twitter.com
[3] wrld.bg
[2] washingtonpost.com
[2] zoom.us
[2] twinybots.ch
[1] s.africa
[1] connect4climate.org
[1] anchor.fm

Top Domains in Tweet in G4:
[17] worldbank.org
[6] wrld.bg
[2] cifor.org
[2] seforall.org
[1] visualcapitalist.com
[1] twitter.com
[1] zoom.us

Top Domains in Tweet in G5:
[11] worldbank.org
[4] captajitvadakayil.in
[3] springeropen.com
[2] youtube.com
[1] msn.com
[1] ft.com
[1] ndtv.com
[1] socialprotection.org
[1] ac.uk
[1] twitter.com

Top Domains in Tweet in G6:
[2] sparc-knowledge.org
[1] globalresiliencepartnership.org
[1] youtube.com

Top Domains in Tweet in G7:
[59] worldbank.org
[7] twitter.com
[6] linkedin.com
[3] globalbizmag.com
[3] twinybots.ch
[2] imf.org
[2] fastly.net
[1] independentpress.cc
[1] washingtonpost.com
[1] gfmag.com

Top Domains in Tweet in G8:
[1] connect4climate.org
[1] soundcloud.com

Top Domains in Tweet in G9:
[7] trib.al
[3] twitter.com
[2] re-course.org
[2] ft.com
[1] gate.io
[1] worldbank.org
[1] brecorder.com
[1] foe.org
[1] theguardian.com
[1] climatechangenews.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[551] covid19
[346] pandemic
[190] climatechange
[127] worldbank
[117] education
[108] climateaction
[87] cop26
[77] ida20
[68] global
[66] soilchallenge



Top Hashtags in Tweet in G1:
[369] covid19
[333] pandemic
[30] cop26
[21] climatechange
[21] climate
[17] kenya
[16] infographic
[16] uhcday
[12] climateaction
[12] ida20

Top Hashtags in Tweet in G2:
[112] climatechange
[96] covid19
[60] ida20
[39] dyk
[36] idaworks
[35] climateaction
[24] climateactionwbg
[22] southasia
[16] indigenouspeoples
[15] cop26

Top Hashtags in Tweet in G3:
[87] education
[45] covid19
[20] learningpoverty
[14] rewiredsummit
[13] edtech
[8] palconf2021
[8] learning
[6] dyk
[4] climate
[4] rewireducation

Top Hashtags in Tweet in G4:
[32] climatechange
[10] resilience
[9] landrights
[4] covid19
[4] forestsnews
[4] greenbonds
[4] lepariyoclimatewisdom
[3] gis
[3] niger
[3] indigenouspeoples

Top Hashtags in Tweet in G5:
[13] blockchain
[3] climate
[3] banegaswasthindia
[3] covid19
[1] cop26
[1] universalhealthcoverage
[1] newsletter
[1] dualuse
[1] solsys1
[1] climateaction

Top Hashtags in Tweet in G6:
[66] soilchallenge
[66] nosoilnolife
[6] drought
[4] africa
[4] recurrent
[4] foodsystems
[1] climateaction
[1] climate
[1] savesoil
[1] consciousplanet

Top Hashtags in Tweet in G7:
[16] worldbank
[6] climatechange
[3] afghanistan
[3] education
[2] png
[2] wantok
[2] truplapng
[2] globalbizmag
[2] aid
[2] urduvoa

Top Hashtags in Tweet in G8:
[54] climateaction
[1] evaluation

Top Hashtags in Tweet in G9:
[2] debt
[1] floki
[1] shib
[1] kasta
[1] ufo
[1] saitama
[1] safemoon
[1] coal
[1] gas
[1] renewables

Top Words
Top Words in Tweet in Entire Graph:
[1845] worldbank
[1455] global
[1000] climate
[551] #covid19
[546] world
[443] countries
[424] more
[410] billion
[395] people
[389] progress

Top Words in Tweet in G1:
[790] worldbank
[554] global
[369] #covid19
[357] universal
[349] progress
[348] towards
[341] decades
[340] halt
[333] #pandemic
[330] laurie_garrett

Top Words in Tweet in G2:
[565] worldbank
[527] climate
[285] global
[280] countries
[272] wbg_climate
[241] more
[221] wbg_ida
[215] world
[209] billion
[181] people

Top Words in Tweet in G3:
[277] unesco
[248] worldbank
[236] report
[226] global
[180] unicef
[175] crisis
[164] education
[159] state
[125] trillion
[124] school

Top Words in Tweet in G4:
[108] worldbankwater
[78] water
[69] world
[68] people
[65] billion
[58] access
[51] scarcity
[46] nearly
[46] pop
[38] global

Top Words in Tweet in G5:
[15] worldbank
[13] #blockchain
[12] world
[12] theltonetwork
[12] open
[12] source
[12] landregistration
[12] gonna
[12] biggest
[12] life

Top Words in Tweet in G6:
[66] rallyforrivers
[66] #soilchallenge
[66] #nosoilnolife
[66] restoring
[66] soil
[66] health
[66] highest
[66] priority
[66] save
[37] plan

Top Words in Tweet in G7:
[36] global
[23] world
[18] bank
[16] climate
[16] #worldbank
[13] countries
[13] education
[12] million
[11] state
[11] crisis

Top Words in Tweet in G8:
[62] climate
[54] aged
[54] 18
[54] 35
[54] committed
[54] #climateaction
[54] apply
[54] 31
[54] dec
[54] max

Top Words in Tweet in G9:
[55] worldbank
[41] climate
[24] global
[22] economics
[21] algore
[20] gilliantett
[19] ft
[16] progress
[15] œmoney
[15] talksâ

Top Words in Tweet in G10:
[4] worldbank
[4] weeks
[3] antonioguterres
[3] holidays
[3] paid
[3] family
[3] global
[2] still
[2] vacation
[2] reflection

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[361] progress,towards
[349] global,progress
[347] decades,global
[341] towards,universal
[334] #covid19,#pandemic
[333] laurie_garrett,worldbank
[332] #pandemic,halt
[331] worldbank,#covid19
[331] halt,decades
[330] universal,heal

Top Word Pairs in Tweet in G1:
[346] progress,towards
[341] decades,global
[341] global,progress
[338] towards,universal
[330] laurie_garrett,worldbank
[329] #covid19,#pandemic
[329] #pandemic,halt
[328] worldbank,#covid19
[328] halt,decades
[327] universal,heal

Top Word Pairs in Tweet in G2:
[153] 93,billion
[122] climate,change
[115] poorest,countries
[96] joining,forces
[90] global,community
[90] honor,memory
[90] memory,beloved
[90] beloved,colleague
[90] colleague,climate
[90] climate,champion

Top Word Pairs in Tweet in G3:
[149] state,global
[140] global,education
[138] unicef,unesco
[136] education,crisis
[129] unesco,report
[122] 17,trillion
[121] worldbank,unicef
[117] losing,17
[109] school,closures
[103] trillion,lifetime

Top Word Pairs in Tweet in G4:
[58] billion,people
[51] water,scarcity
[46] world,pop
[32] sanitation,services
[29] people,live
[29] live,without
[29] without,access
[29] access,basic
[29] basic,sanitation
[29] services,billion

Top Word Pairs in Tweet in G5:
[12] theltonetwork,open
[12] open,source
[12] source,landregistration
[12] landregistration,#blockchain
[12] #blockchain,gonna
[12] gonna,biggest
[12] biggest,life
[12] life,usecase
[10] calls,end
[10] end,democracy

Top Word Pairs in Tweet in G6:
[66] #soilchallenge,#nosoilnolife
[66] #nosoilnolife,restoring
[66] restoring,soil
[66] soil,health
[66] health,highest
[66] highest,priority
[66] priority,save
[65] rallyforrivers,#soilchallenge
[37] save,plan
[28] save,planâ

Top Word Pairs in Tweet in G7:
[16] world,bank
[10] state,global
[10] global,education
[8] education,crisis
[5] crisis,path
[5] path,recovery
[4] bank,group
[4] million,loan
[4] million,people
[3] carbon,emissions

Top Word Pairs in Tweet in G8:
[54] aged,18
[54] 18,35
[54] 35,committed
[54] committed,#climateaction
[54] #climateaction,apply
[54] apply,31
[54] 31,dec
[54] dec,max
[54] max,thabiso
[54] thabiso,edkins

Top Word Pairs in Tweet in G9:
[16] progress,climate
[15] œmoney,talksâ
[15] talksâ,host
[15] host,patrick
[15] patrick,lane
[15] lane,henry
[15] henry,curr
[15] curr,economistâ
[15] economistâ,economics
[15] economics,editor

Top Word Pairs in Tweet in G10:
[2] antonioguterres,worldbank
[2] paid,family
[2] family,vacation
[2] weeks,paid

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@wbg_climate
@connect4climate
@investindia
@danielaovallesm
@un
@antonioguterres
@blah75287135
@davidmalpasswbg
@themotleyfool

Top Replied-To in G1:
@worldbank
@themotleyfool
@laurie_garrett
@un
@sir_frankuk
@rkyte365
@who
@wbpakistancd
@oikossokio
@wbg_climate

Top Replied-To in G2:
@worldbank
@wbg_climate
@davidmalpasswbg
@connect4climate
@worldbankindia
@anteverti
@careglobal
@thegef
@ft
@anujenergy

Top Replied-To in G3:
@charlesjkenny
@billyralph
@unicef

Top Replied-To in G4:
@danielaovallesm
@climatebonds
@tribalarmy
@susanlund_dc
@wbg_climate
@landesa_global
@ghs
@damilolasdg7

Top Replied-To in G5:
@investindia
@chiefmi6
@johntradescryp1
@coinbase
@un

Top Replied-To in G6:
@rallyforrivers

Top Replied-To in G9:
@blah75287135
@jonsward

Top Replied-To in G10:
@antonioguterres
@misternsama

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@who
@laurie_garrett
@wbg_climate
@unesco
@wbg_ida
@unicef
@connect4climate
@worldbankwater
@y2ywbg

Top Mentioned in G1:
@worldbank
@who
@laurie_garrett
@imfnews
@brettonwoodspr
@wbg_ida
@equitylist
@davidmalpasswbg
@worldbankkenya

Top Mentioned in G2:
@worldbank
@wbg_climate
@wbg_ida
@connect4climate
@y2ywbg
@w
@davidmalpasswbg
@wbg_cities
@wbg_health

Top Mentioned in G3:
@unesco
@worldbank
@unicef
@anya1anya
@jaimesaavedra22
@wbg_education
@robertg_jenkins
@education2030un
@stegiannini

Top Mentioned in G4:
@worldbankwater
@worldbank
@wbg_climate
@landesa_global
@afdb_group
@ifc_org
@cifor
@gsgimpinv
@aridivicky
@seforallorg

Top Mentioned in G5:
@un
@worldbank
@theltonetwork
@ltonetworkbull
@wapflondon
@nsitharaman
@finminindia
@imrankhanpti
@potus
@vp

Top Mentioned in G6:
@rallyforrivers
@fao
@worldbank
@sparc_ideas
@wbg_climate
@naturefoodjnl
@igaddata
@fcdoagresearch
@metoffice
@afdb_group

Top Mentioned in G7:
@govplanets

Top Mentioned in G8:
@unyouthenvoy
@oecd_evalnet
@oecddev
@dacchairoecd
@joergfaust
@derricostefano
@worldbank_ieg
@ees_eval
@connect4climate
@worldbank

Top Mentioned in G9:
@worldbank
@algore
@gilliantett
@ft
@imfnews
@bigshiftglobal
@davidmalpasswbg
@jonsward
@lulu_loloa
@mesandbu

Top Mentioned in G10:
@worldbank
@who
@intlcrimcourt
@anticorruption
@interpol_hq
@undpgain
@anticorruptintl
@icct_thehague
@nsagov
@csisenergy

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@world_news_eng
@peter_s_becks1
@inabster
@klm
@baarahk
@viralvideovlogs
@john1966olsen
@cybersecurityn8

Top Tweeters in G1:
@inabster
@nilimajumder
@guardian
@joekoffee
@vanguardngrnews
@al_maldives
@margymayell
@pourqoispas
@net2ayurveda
@rleas

Top Tweeters in G2:
@john1966olsen
@jfsebastian146
@dev_discourse
@africaupdates
@ana_captures
@benishii_
@nomoreslaves
@jfjabbo
@guts_ya
@syawal

Top Tweeters in G3:
@olumideidowu
@jornaloglobo
@education_24x7
@washingtonpost
@susanamnk
@cengizuzun15
@scorpiondesign7
@wef
@persilq
@olorasocarrim

Top Tweeters in G4:
@wwf
@vetrepreneurone
@januszcwikla
@augustusconsult
@43babyy
@sugibiazizolmak
@unbiodiversity
@botniger
@madeleinefogde
@globallf

Top Tweeters in G5:
@pib_india
@cw4t7abs
@incindia
@un
@statedept
@andytuit
@mohfw_india
@adb_hq
@irifomina
@wapflondon

Top Tweeters in G6:
@metoffice
@jasdeepkh
@cgiar
@regina21760289
@fao
@ipbes
@sthlmresilience
@shambho112
@ishafoundation
@mercycorps

Top Tweeters in G7:
@stanleyepstein
@datascience__
@truplapng
@jais_george
@urduvoa
@kidsmathtutor
@tribal_news1
@nellisterc
@aaronmagid
@ogeltdm

Top Tweeters in G8:
@lin_nah
@iserve2050
@animuathiei
@kyokoai007
@rajaram96231679
@mwenyemanzi
@eadi
@littleboy4ver
@unyouthenvoy
@iamhergrace

Top Tweeters in G9:
@world_news_eng
@cnbc
@vmrwanda
@cnn
@ft
@theeconomist
@drrueckauf
@xhnews
@shaqibshahril
@jfrusci

Top Tweeters in G10:
@peter_s_becks1
@lulex
@eliasmunshya
@realdonaldtrump
@smith_jeffreyt
@lauramiti
@justintrudeau
@cafreeland
@icijorg
@normanchips