Worldbank (environment OR climate OR warming OR ecological OR planet OR global), Twitter, 1/31/2022 8:43:46 PM, 271054


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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2022-01-31_09-46-37.
Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2022-01-31_09-46-37.
From:
NodeXLExcelAutomator
Uploaded on:
January 31, 2022
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3gcySLL
@worldbank
@kaushikcbasu
@wbg_climate
@byadavbjp
@worldbankwater
@mrgondalll
@wbg_education
@justice4abo
@jaimesaavedra22
@aminattock

Top hashtags:


Description:
Description
The graph represents a network of 4,132 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, 31 January 2022 at 17:51 UTC.

The requested start date was Monday, 31 January 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, 22-hour, 32-minute period from Monday, 17 January 2022 at 01:27 UTC to Monday, 31 January 2022 at 00:00 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 : 4132
Unique Edges : 3432
Edges With Duplicates : 10031
Total Edges : 13463
Number of Edge Types : 5
Retweet : 4227
MentionsInRetweet : 6349
Replies to : 196
Mentions : 2133
Tweet : 558
Self-Loops : 590
Reciprocated Vertex Pair Ratio : 0.0170053321804295
Reciprocated Edge Ratio : 0.033441972509565
Connected Components : 145
Single-Vertex Connected Components : 70
Maximum Vertices in a Connected Component : 3564
Maximum Edges in a Connected Component : 12107
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.360854
Graph Density : 0.000413432496204295
Modularity : 0.422912
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,132 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, 31 January 2022 at 17:51 UTC.

The requested start date was Monday, 31 January 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, 22-hour, 32-minute period from Monday, 17 January 2022 at 01:27 UTC to Monday, 31 January 2022 at 00:00 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:
[48] https://blogs.worldbank.org/climatechange/protecting-oceans-climate-change-impacts?cid=ccg_tt_climatechange_en_ext
[31] https://www.worldbank.org/en/publication/global-economic-prospects
[30] https://data.worldbank.org/indicator/SL.EMP.TOTL.SP.ZS=false&view=chart
[27] https://blogs.worldbank.org/voices/global-economic-outlook-five-charts-1?cid=ECR_TT_worldbank_EN_EXT
[21] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality
[17] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty-turning-corner-pandemic-2021
[16] https://live.worldbank.org/prioritizing-learning-during-covid-19#speakers
[16] https://blogs.worldbank.org/voices/global-economic-outlook-five-charts-1
[14] https://www.worldbank.org/en/news/video/2022/01/11/are-developing-economies-headed-for-a-hard-landing-expert-answers?cid=ECR_TT_worldbank_EN_EXT
[14] https://blogs.worldbank.org/opendata/covid-19-increasing-global-inequality?cid=SHR_BlogSiteShare_EN_EXT

Top URLs in Tweet in G1:
[18] https://blogs.worldbank.org/voices/global-economic-outlook-five-charts-1?cid=ECR_TT_worldbank_EN_EXT
[8] https://www.worldbank.org/en/news/video/2022/01/11/are-developing-economies-headed-for-a-hard-landing-expert-answers?cid=ECR_TT_worldbank_EN_EXT
[7] https://www.worldbank.org/en/news/feature/2022/01/11/developing-economies-face-risk-of-hard-landing-as-global-growth-slows?cid=ECR_TT_worldbank_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.worldbank.org/en/publication/global-economic-prospects
[5] https://blogs.worldbank.org/voices/how-can-we-improve-education-tell-us-world-bank-and-financial-times-blog-writing-competition
[5] https://www.worldbank.org/en/news/press-release/2022/01/11/global-recovery-economics-debt-commodity-inequality?cid=SHR_SitesShareTT_EN_EXT
[4] https://www.worldbank.org/en/news/podcast/2021/12/22/how-crypto-technologies-could-revolutionize-development-the-development-podcast?cid=ECR_TT_worldbank_EN_EXT
[4] https://live.worldbank.org/gep2022-conversation-david-malpass-and-adam-posen?cid=ECR_TT_worldbank_EN_EXT
[4] https://blogs.worldbank.org/education/global-education-crisis-even-more-severe-previously-estimated?cid=SHR_BlogSiteShare_EN_EXT

Top URLs in Tweet in G2:
[46] https://blogs.worldbank.org/climatechange/protecting-oceans-climate-change-impacts?cid=ccg_tt_climatechange_en_ext
[16] https://www.worldbank.org/en/publication/global-economic-prospects
[12] https://blogs.worldbank.org/opendata/covid-19-increasing-global-inequality?cid=SHR_BlogSiteShare_EN_EXT
[7] https://live.worldbank.org/covid-19-and-rising-inequality
[6] https://blogs.worldbank.org/sustainablecities/urban-development-time-global-pandemic-2021-snapshot?cid=SURR_TT_WBGCities_EN_EXT
[5] https://blogs.worldbank.org/climatechange/biodiversity-and-climate-crisis-pivotal-role-local-and-indigenous-people?cid=ccg_tt_climatechange_en_ext
[5] https://www.worldbank.org/en/topic/climatechange/publication/world-bank-group-cop26-climate-briefs?cid=ccg_tt_climatechange_en_ext
[5] http://www.solutionstooverfishing.org/?cid=env_tt_environment_en_ext
[5] https://live.worldbank.org/gender-dimensions-forced-displacement?cid=gen_tt_genderwb_en_ext
[5] https://blogs.worldbank.org/voices/heres-remedy-covids-legacy-growing-inequality

Top URLs in Tweet in G3:
[16] https://live.worldbank.org/prioritizing-learning-during-covid-19#speakers
[6] https://thedocs.worldbank.org/en/doc/5f911bdf7c5c8abf060467865acf1abd-0200022022/original/Prioritizing-Learning-GEEAP-Report-Final-01-24-2022.pdf
[6] https://live.worldbank.org/prioritizing-learning-during-covid-19
[6] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery?utm_content=buffer37076&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers?cid=twitter
[4] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery
[4] https://openknowledge.worldbank.org/handle/10986/35300
[4] https://www.worldbank.org/en/news/feature/2022/01/11/developing-economies-face-risk-of-hard-landing-as-global-growth-slows
[3] https://www.weforum.org/agenda/2022/01/global-education-crisis-children-students-covid19/
[3] https://live.worldbank.org/prioritizing-learning-during-covid-19?auHash=kYOHPGvRdq5tOB95i1mYuSe3bEGKPluabHsL5prgA2s%3Chttps://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2Furlsand.esvalabs.com%2F%3Fu%3Dhttps%253A%252F%252Flive.worldbank.org%252Fprioritizing-learning-during-covid-19%253FauHash%253DkYOHPGvRdq5tOB95i1mYuSe3bEGKPluabHsL5prgA2s%26e%3D5b5c8f39%26h%3D6eac29b1%26f%3Dn%26p%3Dy&data=04%7C01%7Csdecupis%40worldbank.org%7Cec1a64800428473c01d208d9dc2e5295%7C31a2fec0266b4c67b56e2796d8f59c36%7C0%7C0%7C637782913816913573%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000&sdata=BXK1TTBM0z1a2pzmku0JGgi4IK%2ByRiOcl8%2BcV0Ii0K8%3D&reserved=0%3E

Top URLs in Tweet in G4:
[30] https://data.worldbank.org/indicator/SL.EMP.TOTL.SP.ZS=false&view=chart
[2] https://openknowledge.worldbank.org/bitstream/handle/10986/36519/9781464817601.pdf

Top URLs in Tweet in G5:
[2] https://www.worldbank.org/en/publication/global-monitoring-report
[1] https://www.belfercenter.org/publication/applying-lessons-other-global-crises-covid-19-pandemic-and-future-health-crises
[1] https://www.bu.edu/gdp/2022/01/18/the-case-for-a-new-bretton-woods/?utm_content=195483479&utm_medium=social&utm_source=twitter&hss_channel=tw-905477617775771654
[1] https://www.bu.edu/gdp/2022/01/11/domestic-policies-and-practices-could-increase-social-and-ecological-risks-along-the-bri-insights-from-indonesia/?utm_content=195336997&utm_medium=social&utm_source=twitter&hss_channel=tw-905477617775771654
[1] https://www.bu.edu/gdp/2022/01/18/the-case-for-a-new-bretton-woods/?utm_content=195106168&utm_medium=social&utm_source=twitter&hss_channel=tw-905477617775771654
[1] https://www.bu.edu/gdp/2022/01/18/the-case-for-a-new-bretton-woods/?utm_content=195335591&utm_medium=social&utm_source=twitter&hss_channel=tw-905477617775771654
[1] https://www.wsj.com/articles/omicron-supply-chain-troubles-to-slow-growth-world-bank-says-11641918947
[1] https://www.pbs.org/wgbh/frontline/film/chinas-covid-secrets/transcript/
[1] https://twitter.com/DavidMalpassWBG/status/1454449525892976641
[1] http://wrld.bg/J2vm50GtkhK

Top URLs in Tweet in G6:
[1] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty-turning-corner-pandemic-2021

Top URLs in Tweet in G7:
[2] https://blogs.worldbank.org/water/invisible-water-crisis-new-data-application-maps-hotspots-global-water-quality-and-their?CID=WAT_TT_Water_EN_EXT
[2] http://wrld.bg/fXHp30qTtDs
[2] https://blogs.worldbank.org/psd/new-pieces-puzzle-geospatial-insights-droughts-and-employment-brazil?CID=WAT_TT_Water_EN_EXT
[2] https://blogs.worldbank.org/climatechange/global-knowledge-will-make-tomorrows-forests-and-landscapes-more-resilient?CID=WAT_TT_Water_EN_EXT
[2] https://openknowledge.worldbank.org/handle/10986/32245
[1] https://blogs.worldbank.org/water/building-partnerships-support-and-restore-river-ecosystems
[1] https://www.worldbank.org/en/news/feature/2021/07/26/mangrove-conservation-and-restoration-protecting-indonesia-climate-guardians?CID=WAT_TT_Water_EN_EXT
[1] https://www.worldbank.org/en/news/feature/2021/09/13/millions-on-the-move-in-their-own-countries-the-human-face-of-climate-change
[1] https://olc.worldbank.org/content/investing-quality-infrastructure-green-inclusive-and-resilient-recovery
[1] http://wrld.bg/UmHa30s7B8i

Top URLs in Tweet in G8:
[4] http://wrld.bg/wjNM50Hzag7
[2] https://www.worldbank.org/en/news/video/2022/01/11/are-developing-economies-headed-for-a-hard-landing-expert-answers?cid=ECR_TT_worldbank_EN_EXT
[1] https://www.worldbank.org/en/news/video/2021/12/20/combating-illegal-wildlife-trade-through-ports
[1] https://www.worldbank.org/en/programs/solutionstooverfishing?cid=ECR_TT_worldbank_EN_EXT
[1] http://wrld.bg/8PCu50GLGHB
[1] https://www.worldbank.org/en/programs/solutionstooverfishing
[1] https://bit.ly/35oek0J
[1] https://intellidigest.com/services/food-system-sustainability/agrifood-techpreneur-club/?doing_wp_cron=1643616475.8915100097656250000000
[1] https://twitter.com/IFAD/status/1487319732848152583
[1] https://thedocs.worldbank.org/en/doc/42712a1018d536bb86c35018b9600c53-0310062021/towards-a-multisectoral-action-plan-for-sustainable-plastic-management-in-bangladesh

Top URLs in Tweet in G9:
[1] https://twitter.com/byadavbjp/status/1485879660139642880

Top URLs in Tweet in G10:
[6] https://live.worldbank.org/insect-and-hydroponic-farming-africa-new-circular-food-economy
[5] https://www.ifpri.org/event/repurposing-agricultural-support-how-deliver-triple-wins-healthy-planet-economy-and-people
[2] https://www.worldbank.org/en/news/feature/2021/12/20/year-2021-in-review-the-inequality-pandemic?cid=SHR_SiteTweetable_XX_EXT
[1] https://live.worldbank.org/regional-power-trade-towards-green-clean-and-energy-secure-south-asia
[1] https://bit.ly/3Ahme7q
[1] https://www.adpc.net/cap-southasia/index.php/2021/11/30/crop-modeling-how-it-can-support-climate-smart-agriculture-policies-in-pakistan/
[1] https://blogs.worldbank.org/psd/new-pieces-puzzle-geospatial-insights-droughts-and-employment-brazil/?cid=env_tt_environment_en_ext
[1] https://openknowledge.worldbank.org/handle/10986/36401
[1] https://openknowledge.worldbank.org/handle/10986/36351
[1] https://www.worldbank.org/en/news/video/2022/01/11/are-developing-economies-headed-for-a-hard-landing-expert-answers?cid=ECR_TT_worldbank_EN_EXT

Top Domains
Top Domains in Tweet in Entire Graph:
[948] worldbank.org
[93] wrld.bg
[65] twitter.com
[14] zoom.us
[13] t.me
[12] bit.ly
[11] solutionstooverfishing.org
[7] youtube.com
[7] ifpri.org
[5] weforum.org

Top Domains in Tweet in G1:
[167] worldbank.org
[16] twitter.com
[7] zoom.us
[4] youtube.com
[3] cgdev.org
[2] pwc.com
[2] weforum.org
[2] indianf.com
[1] wrld.bg
[1] cvent.com

Top Domains in Tweet in G2:
[297] worldbank.org
[27] wrld.bg
[7] solutionstooverfishing.org
[5] twitter.com
[4] piie.com
[2] zoom.us
[1] linkedin.com
[1] ifpri.org
[1] jointdatacenter.org
[1] ifw-kiel.de

Top Domains in Tweet in G3:
[154] worldbank.org
[27] wrld.bg
[12] twitter.com
[8] bit.ly
[4] zoom.us
[3] weforum.org
[2] youtube.com
[2] solutionstooverfishing.org
[2] globalevaluationinitiative.org
[1] solutionstooverfishing.com

Top Domains in Tweet in G4:
[32] worldbank.org

Top Domains in Tweet in G5:
[18] worldbank.org
[8] wrld.bg
[5] twitter.com
[4] bu.edu
[1] belfercenter.org
[1] wsj.com
[1] pbs.org
[1] brookings.edu
[1] bnnbloomberg.ca
[1] bit.ly

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

Top Domains in Tweet in G7:
[23] worldbank.org
[7] wrld.bg

Top Domains in Tweet in G8:
[8] worldbank.org
[5] wrld.bg
[4] twitter.com
[1] bit.ly
[1] intellidigest.com
[1] unwater.org
[1] euractiv.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[15] worldbank.org
[6] ifpri.org
[2] thefern.org
[2] twitter.com
[1] bit.ly
[1] adpc.net
[1] justruraltransition.org
[1] foodsecurityportal.org
[1] mailchi.mp
[1] agri-pulse.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[218] education
[211] covid19
[175] climatechange
[139] educationday
[124] wbgep2022
[121] saveonemilliondyingchildren
[116] geeap
[104] climatefinance
[101] climate
[83] pandemic



Top Hashtags in Tweet in G1:
[102] climatefinance
[69] covid19
[45] pandemic
[40] privacy
[37] expertanswers
[31] wbgep2022
[24] blockchain
[16] mozambique
[15] onesouthasia
[15] worldbankafg_pay_our_salaries

Top Hashtags in Tweet in G2:
[73] covid19
[69] wbgep2022
[66] climatechange
[35] mozambique
[29] expertanswers
[25] ets
[21] easterneurope
[21] centralasia
[21] agriculture
[21] food

Top Hashtags in Tweet in G3:
[205] education
[124] educationday
[112] geeap
[61] learning
[40] covid19
[34] covid
[18] climatechange
[14] remotelearning
[13] pandemic
[13] privacy

Top Hashtags in Tweet in G4:
[1] geeap

Top Hashtags in Tweet in G5:
[120] saveonemilliondyingchildren
[31] riseupug
[31] article3ug
[7] covid19
[4] covid
[4] india
[4] manufacturing
[4] global
[3] procurement
[3] humancapital

Top Hashtags in Tweet in G7:
[29] climatechange
[9] mena
[7] infrastructure
[5] educationday
[4] brazil
[3] data
[3] ida20
[2] bangladesh
[2] inclusivesanitation
[2] groundswell

Top Hashtags in Tweet in G8:
[30] climate
[15] nepal
[14] maldives
[14] srilanka
[7] covid19
[6] solutionstooverfishing
[4] bangladesh
[3] dyk
[3] restoremothernature
[2] problue_oceans

Top Hashtags in Tweet in G9:
[6] worldbank

Top Hashtags in Tweet in G10:
[7] lged
[5] agriculture
[5] futureoffood
[4] ifpripolicyseminar
[4] bangladesh
[4] climatechange
[4] crelic
[3] food
[3] foodsecurity
[3] climate

Top Words
Top Words in Tweet in Entire Graph:
[2406] global
[2101] worldbank
[1087] climate
[904] world
[670] countries
[669] economic
[659] people
[545] growth
[486] more
[482] prospects

Top Words in Tweet in G1:
[1042] worldbank
[473] global
[273] countries
[236] climate
[159] debt
[149] wbg_ida
[145] year
[142] world
[139] disasters
[119] 2021

Top Words in Tweet in G2:
[403] global
[383] climate
[362] worldbank
[339] wbg_climate
[190] countries
[169] more
[147] inequality
[123] 19
[117] covid
[110] help

Top Words in Tweet in G3:
[579] global
[351] worldbank
[208] report
[205] #education
[194] education
[186] wbg_education
[155] jaimesaavedra22
[152] learning
[151] today
[148] join

Top Words in Tweet in G4:
[362] global
[359] 2020
[332] economic
[331] world
[331] prospects
[330] bank's
[330] released
[329] kaushikcbasu
[329] shows
[329] p4

Top Words in Tweet in G5:
[177] day
[171] global
[120] #saveonemilliondyingchildren
[101] worldbank
[93] need
[89] one
[88] resurrection
[88] bite
[88] bread
[88] gives

Top Words in Tweet in G6:
[226] toby00green
[226] jobbingleftieh
[226] lockdowns
[226] cast
[226] 100
[226] million
[226] people
[226] extreme
[226] poverty
[226] worldwide

Top Words in Tweet in G7:
[124] water
[121] worldbankwater
[112] people
[84] global
[83] billion
[53] lack
[51] access
[45] quality
[45] sanitation
[41] state

Top Words in Tweet in G8:
[48] thegef
[42] coastal
[39] climate
[32] worldbank
[31] warming
[30] ocean
[30] acidification
[30] paired
[30] #climate
[30] impacts

Top Words in Tweet in G9:
[96] country
[96] director
[96] junaid
[96] ahmad
[96] engaging
[96] discussion
[91] range
[91] issues
[91] climate
[91] world

Top Words in Tweet in G10:
[34] ifpri
[31] worldbank
[26] climate
[23] agricultural
[23] policies
[23] people
[23] food
[21] wbg_agriculture
[17] more
[17] agriculture

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[499] global,economic
[399] economic,prospects
[341] gdp,growth
[338] world,bank's
[334] released,global
[333] bank's,released
[332] prospects,shows
[332] shows,p4
[332] p4,link
[332] link,annual

Top Word Pairs in Tweet in G1:
[114] natural,disasters
[106] supported,countries
[106] global,debt
[104] wbg_ida,supported
[104] supporting,countries
[103] countries,natural
[103] disasters,famine
[103] famine,pandemics
[103] pandemics,committed
[103] committed,supporting

Top Word Pairs in Tweet in G2:
[115] covid,19
[102] climate,change
[87] income,inequality
[73] between,countries
[60] raised,global
[60] both,within
[60] within,between
[59] pandemic,raised
[58] 19,pandemic
[56] learn,more

Top Word Pairs in Tweet in G3:
[121] evidence,advisory
[121] advisory,panel
[104] global,#education
[99] global,education
[97] worldbank,global
[85] panel,#geeap
[82] #geeap,report
[81] jaimesaavedra22,worldbank
[80] hear,jaimesaavedra22
[80] covid,19

Top Word Pairs in Tweet in G4:
[331] global,economic
[331] economic,prospects
[330] world,bank's
[330] bank's,released
[330] released,global
[329] prospects,shows
[329] shows,p4
[329] p4,link
[329] link,annual
[329] annual,gdp

Top Word Pairs in Tweet in G5:
[88] #saveonemilliondyingchildren,day
[88] day,resurrection
[88] resurrection,day
[88] day,need
[88] need,bite
[88] bite,bread
[88] bread,one
[88] one,gives
[80] mrgondalll,#saveonemilliondyingchildren
[76] many,ugandans

Top Word Pairs in Tweet in G6:
[226] toby00green,jobbingleftieh
[226] jobbingleftieh,lockdowns
[226] lockdowns,cast
[226] cast,100
[226] 100,million
[226] million,people
[226] people,extreme
[226] extreme,poverty
[226] poverty,worldwide
[226] worldwide,africa

Top Word Pairs in Tweet in G7:
[70] billion,people
[44] water,quality
[41] global,state
[41] state,water
[41] quality,surprisingly
[41] surprisingly,limited
[41] limited,consensus
[41] consensus,crucial
[41] crucial,policy
[41] policy,question

Top Word Pairs in Tweet in G8:
[30] ocean,acidification
[30] acidification,paired
[30] paired,#climate
[30] #climate,impacts
[30] impacts,warming
[30] warming,waters
[30] waters,melting
[30] melting,ice
[30] ice,coastal
[30] coastal,erosion

Top Word Pairs in Tweet in G9:
[96] country,director
[96] junaid,ahmad
[96] ahmad,engaging
[96] engaging,discussion
[91] discussion,range
[91] range,issues
[91] world,bank
[90] met,world
[90] bank,country
[90] director,mr

Top Word Pairs in Tweet in G10:
[16] agricultural,policies
[14] policies,deliver
[12] climate,smart
[10] people,planet
[10] planet,economy
[10] ifpri,worldbank
[10] discussion,frontier
[10] frontier,agriculture
[9] deliver,better
[9] better,value

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@royalfamily
@cij_icj
@wbg_climate
@antonioguterres
@moodewji
@diop_ifc
@davidmalpasswbg
@omerdank
@business

Top Replied-To in G1:
@worldbank
@antonioguterres
@diop_ifc
@wbg_climate
@jaimesaavedra22
@wb_asiapacific
@afrimhaliti
@popullata
@cycling_embassy
@potus

Top Replied-To in G2:
@wbg_climate
@worldbank
@davidmalpasswbg
@antonioguterres
@wbg_cities
@connect4climate
@aliyusadiq_gky
@seforallorg
@ifc_org
@mareenbuschmann

Top Replied-To in G3:
@worldbank
@wbpubs
@wbg_education
@mikkopackalen

Top Replied-To in G5:
@royalfamily
@cij_icj
@business
@un
@avigyansingh18
@drtedros
@cif_action
@un_hrc
@shamikei2
@ktrtrs

Top Replied-To in G6:
@toby00green

Top Replied-To in G7:
@ifc_org
@diop_ifc

Top Replied-To in G8:
@worldbank
@worldoceansday
@manuelaferro_wb
@ecoagpartners
@un_water
@sindhicongress
@undp
@roseburgpolice
@catherinewong01

Top Replied-To in G10:
@worldbank
@wbg_environment

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@kaushikcbasu
@jobbingleftieh
@drjbhattacharya
@toby00green
@wbg_education
@wbg_ida
@worldbankwater
@jaimesaavedra22

Top Mentioned in G1:
@worldbank
@wbg_ida
@iwmi_
@isolaralliance
@graham_newell1
@worldbanksasia
@brrubin
@cnni
@bbcpashto
@qiushijournal

Top Mentioned in G2:
@worldbank
@wbg_climate
@davidmalpasswbg
@piie
@mari_pangestu
@adamposen
@wbg_poverty
@climatereality
@brankomilan
@icapsecretariat

Top Mentioned in G3:
@worldbank
@wbg_education
@jaimesaavedra22
@geeap_
@ft4s
@unesco
@unicef
@unicefinnocenti
@oecdeduskills
@worldbankkenya

Top Mentioned in G4:
@kaushikcbasu
@poojadesaid
@prosyn
@worldbank
@rglenner

Top Mentioned in G5:
@worldbank
@mrgondalll
@imfnews
@who
@un
@europarl_en
@vp
@joebiden
@oic_oci
@wto

Top Mentioned in G6:
@jobbingleftieh
@drjbhattacharya
@toby00green

Top Mentioned in G7:
@worldbankwater
@jenniferjsara1
@worldbank
@diop_ifc
@wbg_climate
@ayatsoliman7
@2030wrg
@axelvt_wb
@wbg_ida
@ifc_org

Top Mentioned in G8:
@thegef
@worldbank
@worldbanksasia
@undp
@worldbanknepal
@wbg_climate
@worldbankwater
@wbg_digitaldev
@un_water
@midoripaxton

Top Mentioned in G9:
@byadavbjp
@airnewsalerts
@worldbank

Top Mentioned in G10:
@worldbank
@ifpri
@wbg_agriculture
@adpcnet
@raoufmazou
@worl
@harvestprogram
@mari_pangestu
@peeranan_t
@cgiar

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@tesco
@cybersec_feeds
@odio_nao
@rjber15
@_redfrog
@pavan_sethi
@raumunz
@ndtv
@jfsebastian146

Top Tweeters in G1:
@raumunz
@amuraovonn
@al_maldives
@lorettabower3
@das_sharu
@sharu_das
@gadflyquebec
@education_24x7
@eldokshe
@brlanray

Top Tweeters in G2:
@filafresh
@odio_nao
@lalojimjuarez
@mary_swilling
@dawnroseturner
@ana_captures
@laura78703
@olumideidowu
@hdmcardenadenis
@wavetop

Top Tweeters in G3:
@dev_discourse
@guardian
@npsusa
@jot_au
@dudeneyn
@fj_newman
@nomoreslaves
@o_g_log
@letsroc137
@razcolnicov

Top Tweeters in G4:
@pavan_sethi
@puriyash41
@lallanpr
@geetv79
@goeltm_tg
@jainanil1968
@nikhil_p_b
@mgmnair
@lalitpagal
@sinemetuvivere

Top Tweeters in G5:
@ndtv
@reuters
@business
@aajtak
@ani
@bbcnews
@republic
@foxnews
@nypost
@awan_m12

Top Tweeters in G6:
@metz_chance
@garioncoyote
@elaine_perry
@trdisoprtr
@svencjohn_steve
@ysbrydshadow
@sam_schulman
@spasskultur
@incflam
@war_and_peace__

Top Tweeters in G7:
@vetrepreneurone
@lsi_france
@sumitprakash55
@lobenia26
@madeleinefogde
@farocityplanner
@drnkumaribbu
@theeiu
@circleofblue
@ceoawareness

Top Tweeters in G8:
@rjber15
@scheerenberger
@wwf
@andreww66619812
@murtazasolangi
@thisweekinnepal
@sdg2030
@xadeejournalist
@bbcurdu
@calxandr

Top Tweeters in G9:
@hindustanse
@prashantarchu
@drramofficial
@viralvm69
@vishnus47793080
@pranav9983
@_shiva108
@shahzebalvi4
@airnewsalerts
@dilipkumar9990

Top Tweeters in G10:
@mojamesapted
@refugees
@kaenkay
@ellengoddard1
@bzgeo
@cgiar
@newzug
@sadamfarah
@scidevnet
@moulidhujale