Worldbank (environment OR climate OR warming OR ecological OR planet OR global), Twitter, 9/20/2021 11:44:25 PM, 262520


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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2021-09-20_09-46-37.
Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2021-09-20_09-46-37.
From:
NodeXLExcelAutomator
Uploaded on:
September 20, 2021
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3tY4laL
@worldbank
@wbg_climate
@worldbankwater
@sdg2030
@worldbankafrica
@wbg_cities
@worldbank_ieg
@worldbankdata
@drknithi
@sanianishtar

Top hashtags:


Description:
Description
The graph represents a network of 4,105 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 September 2021 at 16:52 UTC.

The requested start date was Monday, 20 September 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, 20-hour, 49-minute period from Monday, 06 September 2021 at 00:30 UTC to Sunday, 19 September 2021 at 21:19 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 : 4105
Unique Edges : 3454
Edges With Duplicates : 8787
Total Edges : 12241
Number of Edge Types : 5
Retweet : 3553
MentionsInRetweet : 5173
Mentions : 2723
Replies to : 272
Tweet : 520
Self-Loops : 618
Reciprocated Vertex Pair Ratio : 0.01931602279924
Reciprocated Edge Ratio : 0.0378999689344517
Connected Components : 238
Single-Vertex Connected Components : 134
Maximum Vertices in a Connected Component : 3373
Maximum Edges in a Connected Component : 11132
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.137634
Graph Density : 0.00038214700372531
Modularity : 0.407071
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,105 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 September 2021 at 16:52 UTC.

The requested start date was Monday, 20 September 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, 20-hour, 49-minute period from Monday, 06 September 2021 at 00:30 UTC to Sunday, 19 September 2021 at 21:19 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:
[61] https://www.worldbank.org/en/news/feature/2021/09/13/millions-on-the-move-in-their-own-countries-the-human-face-of-climate-change
[39] https://www.worldbank.org/en/news/press-release/2021/09/13/climate-change-could-force-216-million-people-to-migrate-within-their-own-countries-by-2050
[35] https://openknowledge.worldbank.org/handle/10986/36248
[31] https://www.reuters.com/business/environment/climate-change-could-trigger-internal-migration-216-mln-people-world-bank-2021-09-13/
[30] https://blogs.worldbank.org/voices/we-need-healthier-air-healthier-planet
[25] https://www.worldbank.org/en/news/press-release/2021/09/13/climate-change-could-force-216-million-people-to-migrate-within-their-own-countries-by-2050?cid=SHR_SitesShareTT_EN_EXT
[22] 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=SHR_SitesShareTT_EN_EXT
[21] https://www.worldbank.org/en/news/infographic/2021/09/13/groundswell-acting-on-internal-climate-migration?cid=ECR_TT_worldbank_EN_EXT
[17] https://www.worldbank.org/en/research/brief/inflation-database
[15] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty-turning-corner-pandemic-2021?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G1:
[28] https://www.reuters.com/business/environment/climate-change-could-trigger-internal-migration-216-mln-people-world-bank-2021-09-13/
[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
[19] https://www.worldbank.org/en/news/press-release/2021/09/13/climate-change-could-force-216-million-people-to-migrate-within-their-own-countries-by-2050?cid=SHR_SitesShareTT_EN_EXT
[15] 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=SHR_SitesShareTT_EN_EXT
[11] https://www.worldbank.org/en/news/infographic/2021/09/13/groundswell-acting-on-internal-climate-migration?cid=ECR_TT_worldbank_EN_EXT
[10] https://www.worldbank.org/en/news/press-release/2021/09/13/climate-change-could-force-216-million-people-to-migrate-within-their-own-countries-by-2050
[9] https://www.nbcnews.com/science/environment/climate-change-trigger-migration-216-million-people-world-bank-warns-rcna1984
[8] https://www.worldbank.org/en/news/feature/2021/09/14/how-can-cities-work-with-nature-to-tackle-climate-change-biodiversity-loss?cid=SHR_SitesShareTT_EN_EXT
[7] https://openknowledge.worldbank.org/handle/10986/36248
[7] https://blogs.worldbank.org/governance/governance-age-climate-change?cid=ccg_tt_climatechange_en_ext?cid=SHR_BlogSiteShare_EN_EXT

Top URLs in Tweet in G2:
[16] https://blogs.worldbank.org/voices/we-need-healthier-air-healthier-planet
[12] https://www.worldbank.org/en/news/press-release/2021/09/13/climate-change-could-force-216-million-people-to-migrate-within-their-own-countries-by-2050
[10] https://www.worldbank.org/en/news/feature/2021/09/13/millions-on-the-move-in-their-own-countries-the-human-face-of-climate-change
[5] https://blogs.worldbank.org/governance/governance-age-climate-change?cid=ccg_tt_climatechange_en_ext
[5] https://blogs.worldbank.org/voices/we-need-healthier-air-healthier-planet?cid=ccg_tt_climatechange_en_ext
[5] https://www.worldbank.org/en/news/press-release/2021/09/13/climate-change-could-force-216-million-people-to-migrate-within-their-own-countries-by-2050?cid=ccg_tt_climatechange_en_ext
[5] https://www.worldbank.org/en/news/press-release/2021/09/13/climate-change-could-force-216-million-people-to-migrate-within-their-own-countries-by-2050?cid=eap_tt_asiapacific_en_ext?cid=SHR_SitesShareTT_EN_EXT
[5] https://www.worldbank.org/en/news/podcast/2021/08/11/people-and-climate-navigating-a-two-way-street?cid=gov_tt_gov_en_ext
[5] https://www.worldbank.org/ypp
[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?cid=EXT_WBTweetableSocialShare_EXT

Top URLs in Tweet in G3:
[5] https://blogs.worldbank.org/opendata/realizing-full-potential-data-transform-lives-poor-people-new-online-course-explores-role
[5] https://www.worldbank.org/en/events/2021/09/30/3rd-world-bank-tax-conference-new-tax-instruments
[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://blogs.worldbank.org/voices/we-need-healthier-air-healthier-planet
[3] http://www.covid19taskforce.com/
[2] https://www.worldbank.org/en/news/infographic/2021/09/13/groundswell-acting-on-internal-climate-migration?cid=ECR_TT_worldbank_EN_EXT
[2] https://blogs.worldbank.org/voices/banking-protected-areas-promote-green-recovery
[1] http://wrld.bg/Y87Z50GbMYN?cid=hnp_tt_health_en_ext
[1] https://www.worldbank.org/en/news/press-release/2021/09/13/climate-change-could-force-216-million-people-to-migrate-within-their-own-countries-by-2050
[1] https://www.worldbank.org/en/news/infographic/2021/09/13/groundswell-acting-on-internal-climate-migration?cid=ECR_FB_worldbank_EN_EXT?cid=SHR_SitesShareTT_EN_EXT

Top URLs in Tweet in G4:
[6] https://www.telegraph.co.uk/global-health/climate-and-people/cities-face-next-food-crisis-unless-improve-urban-systems/
[3] https://www.worldbank.org/en/news/infographic/2021/09/13/groundswell-acting-on-internal-climate-migration?cid=ECR_TT_worldbank_EN_EXT
[2] https://news.un.org/en/story/2021/09/1099372
[1] https://us02web.zoom.us/webinar/register/WN_0SwHUhptTQ2NAntl6T2sBw
[1] https://unfccc.int/news/full-ndc-synthesis-report-some-progress-but-still-a-big-concern
[1] https://www.youtube.com/watch?v=10KrBjlpH_Q

[1] https://twitter.com/climatechangeai/status/1436291864882204677
[1] https://twitter.com/LD4D_community/status/1427654458247352320
[1] https://bit.ly/3sP7IA3
[1] https://www.climatechange.ai/register/webinar

Top URLs in Tweet in G5:
[15] 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://openknowledge.worldbank.org/handle/10986/36248
[8] https://www.worldbank.org/en/news/press-release/2021/09/13/climate-change-could-force-216-million-people-to-migrate-within-their-own-countries-by-2050
[5] https://www.worldbank.org/en/news/statement/2021/09/16/world-bank-group-to-discontinue-doing-business-report
[3] https://blogs.worldbank.org/voices/we-need-healthier-air-healthier-planet
[2] https://data.worldbank.org/indicator/SE.ADT.LITR.ZS?most_recent_value_desc=false
[2] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty-looking-back-2020-and-outlook-2021
[2] https://www.worldbank.org/en/research/brief/inflation-database
[2] https://www.worldbank.org/en/news/press-release/2021/08/23/lack-of-water-linked-to-10-percent-of-the-rise-in-global-migration
[2] https://www.worldbank.org/en/topic/climate-smart-agriculture

Top URLs in Tweet in G6:
[1] https://eurofinancialreview.com/2021/09/14/euro-area-helps-global-debt-hit-record-296-trillion/
[1] https://www.business-standard.com/article/economy-policy/dropping-of-doing-biz-report-won-t-impact-investments-says-govt-121091800072_1.html
[1] https://news.mongabay.com/2021/09/illegal-logging-reaches-amazons-untouched-core-terrifying-research-shows/amp/?__twitter_impression=true
[1] https://www.wsj.com/articles/world-bank-cancels-flagship-doing-business-report-after-investigation-11631811663?st=w50n7ogj40epzxa&reflink=desktopwebshare_twitter
[1] https://data.worldbank.org/indicator/IT.NET.USER.ZS?locations=AF
[1] https://twitter.com/WorldBank/status/1435589105442824199
[1] https://twitter.com/LevinaNeythiri/status/1435527204453105667
[1] https://www.imf.org/en/News/Articles/2018/08/07/NA080818-India-Strong-Economy-Continues-to-Lead-Global-Growth#.W9WFa16B2Vo.twitter

Top URLs in Tweet in G7:
[4] https://www.covideducationrecovery.global/
[3] https://blogs.worldbank.org/education/three-steps-get-every-child-reading?cid=edu_tt_education_en_ext
[1] https://covideducationrecovery.global/
[1] https://www.covideducationrecovery.global
[1] https://equityschoolplus.jhu.edu/global-tracker/
[1] https://www.worldbank.org/en/news/press-release/2021/03/04/nearly-350-million-children-lack-quality-childcare-in-the-world
[1] https://read.oecd-ilibrary.org/education/the-state-of-global-education_1a23bb23-en#page1
[1] https://www.worldbank.org/en/topic/teachers/brief/coach-helping-countries-accelerate-learning-by-improving-in-service-teacher-professional-development
[1] https://blogs.worldbank.org/education/three-steps-get-every-child-reading
[1] https://www.worldbank.org/en/topic/education/brief/learning-poverty

Top URLs in Tweet in G8:
[3] https://bit.ly/38XZJaH
[3] https://www.worldbank.org/en/news/feature/2021/09/13/millions-on-the-move-in-their-own-countries-the-human-face-of-climate-change
[2] https://bit.ly/390h03e
[1] https://blogs.worldbank.org/transport/building-streets-life-many-benefits-lower-speed-limits
[1] https://blogs.worldbank.org/transport/global-transport-landscape-quickly-changing-how-can-we-help-decisionmakers-adapt
[1] https://bit.ly/3zAUc5L
[1] https://bit.ly/3zGJ6Mz
[1] https://www.worldbank.org/en/who-we-are/news/coronavirus-covid19
[1] https://blogs.worldbank.org/developmenttalk/using-law-protect-women-violence-does-it-work
[1] https://www.iucn.org/crossroads-blog/202109/tackling-biodiversity-loss-achieve-green-resilient-and-inclusive-development?cid=afw_tt_wbafrica_en_ext

Top URLs in Tweet in G9:
[3] https://worldbankgroup.webex.com/worldbankgroup/onstage/g.php?MTID=ee0ca35e4971c691204830ddf98da1957
[1] https://www.ft.com/content/a6577704-4b5d-4c78-a295-b8d7322d272b?accessToken=zwAAAXvpKnEwkdOmV3cES11MeNOilbjXMi0nKw.MEUCIQDU2V6z_KSRSJWhogJxYJXOOC5okJmr-xXNR1PaSsidrwIgbm6gMAH1YYhw4Nz7vWYxhS6OTQFDb5M6U8FpxZpVGaA&sharetype=gift?token=a21e2ff7-b6ca-4ea8-871a-76bfd7bd23d7
[1] https://www.globalresiliencepartnership.org/resilient-food-systems/
[1] https://www.iwmi.cgiar.org/2021/08/unlocking-sustainable-finance-to-drive-agricultural-research-for-development/
[1] https://www.mott.org/news/articles/the-greening-of-development-finance/
[1] https://56606927-2a85-4cfb-95b4-3f0439636792.filesusr.com/ugd/898604_dd5b557bcc7e4d7c8c88a8578e52eae8.pdf?index=true
[1] https://blogs.worldbank.org/climatechange/learning-covid-19-and-climate-change-managing-financial-risks-compound-shocks?cid=SHR_BlogSiteShare_EN_EXT&utm_content=179115683&utm_medium=social&utm_source=twitter&hss_channel=tw-905477617775771654
[1] https://resilientcitiesnetwork.org/programs/cities-on-the-frontline-speaker-series/
[1] https://twitter.com/pololikashvili/status/1435511481597108225

Top URLs in Tweet in G10:
[1] https://carbonpricingdashboard.worldbank.org/map_data

Top Domains
Top Domains in Tweet in Entire Graph:
[901] worldbank.org
[99] twitter.com
[55] reuters.com
[52] wrld.bg
[15] co.uk
[15] bit.ly
[13] youtube.com
[10] nbcnews.com
[7] miragenews.com
[7] wsj.com

Top Domains in Tweet in G1:
[226] worldbank.org
[33] reuters.com
[32] twitter.com
[9] nbcnews.com
[7] wrld.bg
[4] covid19taskforce.com
[3] ghanabusinessnews.com
[3] youtube.com
[2] wsj.com
[2] apnews.com

Top Domains in Tweet in G2:
[284] worldbank.org
[38] wrld.bg
[25] twitter.com
[6] ifc.org
[6] co.uk
[3] youtube.com
[3] thegpsc.org
[2] miga.org
[2] unep.org
[1] exposure.co

Top Domains in Tweet in G3:
[57] worldbank.org
[8] twitter.com
[3] wrld.bg
[3] covid19taskforce.com
[2] office.com
[1] iucn.org
[1] imf.org
[1] indiatimes.com
[1] bbc.com
[1] thelastamericanvagabond.com

Top Domains in Tweet in G4:
[7] co.uk
[5] twitter.com
[4] worldbank.org
[3] youtube.com
[2] un.org
[1] zoom.us
[1] unfccc.int
[1] bit.ly
[1] climatechange.ai
[1] apnews.com

Top Domains in Tweet in G5:
[90] worldbank.org
[6] twitter.com
[4] reuters.com
[2] deccanherald.com
[2] wsj.com
[1] linkedin.com
[1] sciencemag.org
[1] socialfintech.org
[1] cms.gov
[1] unocha.org

Top Domains in Tweet in G6:
[2] twitter.com
[1] eurofinancialreview.com
[1] business-standard.com
[1] mongabay.com
[1] wsj.com
[1] worldbank.org
[1] imf.org

Top Domains in Tweet in G7:
[8] worldbank.org
[6] covideducationrecovery.global
[1] jhu.edu
[1] oecd-ilibrary.org

Top Domains in Tweet in G8:
[16] worldbank.org
[11] bit.ly
[1] iucn.org
[1] net-technologies.com

Top Domains in Tweet in G9:
[3] webex.com
[1] ft.com
[1] globalresiliencepartnership.org
[1] cgiar.org
[1] mott.org
[1] filesusr.com
[1] worldbank.org
[1] resilientcitiesnetwork.org
[1] twitter.com

Top Domains in Tweet in G10:
[1] worldbank.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[583] climatechange
[314] groundswell
[126] worldbank
[121] climate
[116] covid19
[116] airpollution
[94] despotmu7
[94] ugandaisbleeding
[94] stopsponsoringouroppression
[82] migration



Top Hashtags in Tweet in G1:
[99] climatechange
[91] groundswell
[36] covid19
[34] migration
[32] developmentpodcast
[26] climate
[26] doingbusiness
[14] ndcs
[14] gabon
[14] pat

Top Hashtags in Tweet in G2:
[369] climatechange
[179] groundswell
[87] airpollution
[59] climate
[35] migration
[31] developmentpodcast
[30] climatemigration
[28] worldcleanairday
[26] biodiversity
[24] climatestories_wbg

Top Hashtags in Tweet in G3:
[40] covid19
[17] wbtaxconf
[15] dyk
[13] airpollution
[13] climatechange
[11] climate
[10] un
[9] humancapital
[9] taxdev
[8] developmentpodcast

Top Hashtags in Tweet in G4:
[13] climatechange
[5] onecgiar
[5] foodsytems
[5] groundswell
[5] foodsystems
[4] icardain2020
[3] rt
[2] livestock
[2] foodsystems4sdgs
[2] act4sdgs

Top Hashtags in Tweet in G5:
[38] worldbank
[19] climatechange
[8] imf
[5] china
[4] climate
[4] migration
[3] bitcoin
[3] climatecrisis
[3] news
[2] people

Top Hashtags in Tweet in G6:
[94] despotmu7
[94] ugandaisbleeding
[94] stopsponsoringouroppression
[4] worldbank
[2] china
[2] climate
[2] india
[2] economy
[2] global
[2] growth

Top Hashtags in Tweet in G7:
[39] education
[24] learning
[23] reading
[12] literacyday2021
[11] teachers
[3] sdg4
[2] learningpoverty
[1] covid19
[1] covid
[1] literacyday

Top Hashtags in Tweet in G8:
[18] sdgs
[5] groundswell
[4] climatechange
[4] covid
[4] kenya
[4] poverty
[4] tellmehow
[3] mobility
[3] transport
[3] airpollution

Top Hashtags in Tweet in G9:
[6] rcities
[2] foodsystems
[2] sporgwebinars
[2] irrigation
[1] djibouti
[1] climatechange
[1] uk
[1] sdgs
[1] bankwatch
[1] cop26

Top Hashtags in Tweet in G10:
[1] cdnpoli

Top Words
Top Words in Tweet in Entire Graph:
[2347] worldbank
[1767] climate
[1035] global
[1016] people
[917] countries
[892] million
[844] report
[805] change
[639] 216
[628] migration

Top Words in Tweet in G1:
[1073] worldbank
[791] climate
[383] million
[378] migration
[373] change
[369] report
[347] people
[300] 216
[257] countries
[212] 2050

Top Words in Tweet in G2:
[580] worldbank
[532] climate
[495] wbg_climate
[369] #climatechange
[361] people
[359] countries
[261] million
[248] report
[233] global
[226] 2050

Top Words in Tweet in G3:
[193] worldbank
[155] global
[92] countries
[79] data
[69] climate
[53] health
[50] worldbankdata
[47] need
[46] vaccines
[44] development

Top Words in Tweet in G4:
[47] worldbank
[26] million
[26] climate
[23] global
[22] more
[21] rural
[21] people
[20] next
[19] food
[15] developing

Top Words in Tweet in G5:
[58] climate
[38] #worldbank
[36] global
[33] report
[28] million
[28] world
[27] people
[27] migration
[26] change
[20] countries

Top Words in Tweet in G6:
[188] environment
[183] eucopresident
[182] vital
[182] look
[182] co
[182] existents
[182] thus
[182] both
[182] human
[182] rights

Top Words in Tweet in G7:
[48] âƒ
[47] environment
[44] global
[42] support
[40] worldbank
[40] home
[39] #education
[39] steps
[39] child
[37] unicef

Top Words in Tweet in G8:
[32] worldbankkenya
[24] global
[19] 10
[19] opportunity
[18] #sdgs
[16] worldbank
[16] 17
[16] considered
[16] high
[16] impact

Top Words in Tweet in G9:
[19] worldbank
[13] climate
[9] more
[9] resilient
[9] fao
[8] global
[7] urban
[7] sanitation
[7] co
[6] read

Top Words in Tweet in G10:
[64] look
[64] canada
[64] penalizing
[64] itself
[64] global
[64] elite
[64] good
[64] books
[64] china
[64] russia

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[734] climate,change
[579] million,people
[550] 216,million
[432] climate,migration
[410] within,countries
[376] people,migrate
[371] countries,2050
[332] migrate,within
[233] world,bank
[226] worldbank,report

Top Word Pairs in Tweet in G1:
[361] climate,change
[277] climate,migration
[260] 216,million
[226] million,people
[160] worldbank,report
[142] report,climate
[139] within,countries
[133] people,migrate
[133] countries,2050
[124] need,know

Top Word Pairs in Tweet in G2:
[189] people,migrate
[187] million,people
[180] 216,million
[174] climate,change
[172] within,countries
[159] countries,2050
[156] migrate,within
[132] force,216
[127] #groundswell,report
[126] #climatechange,force

Top Word Pairs in Tweet in G3:
[36] climate,change
[35] online,course
[35] data,better
[35] better,lives
[35] lives,social
[35] social,contract
[34] latest,data
[31] global,health
[30] income,countries
[30] effective,global

Top Word Pairs in Tweet in G4:
[16] million,people
[15] climate,change
[13] 216,million
[12] machine,learning
[11] creating,resilient
[11] resilient,food
[11] food,secure
[11] secure,cities
[11] cities,means
[11] means,developing

Top Word Pairs in Tweet in G5:
[25] climate,change
[20] million,people
[18] world,bank
[14] climate,migration
[13] internal,climate
[12] 216,million
[10] acting,internal
[9] people,migrate
[9] groundswell,acting
[7] 200,million

Top Word Pairs in Tweet in G6:
[182] eucopresident,vital
[182] vital,look
[182] look,environment
[182] environment,co
[182] co,existents
[182] existents,thus
[182] thus,both
[182] both,human
[182] human,rights
[182] rights,abuses

Top Word Pairs in Tweet in G7:
[39] steps,child
[39] support,home
[34] recovery,tracker
[29] environment,books
[25] unicef,worldbank
[24] global,#education
[24] #education,recovery
[24] tracker,johnshopkins
[24] johnshopkins,unicef
[24] worldbank,captures

Top Word Pairs in Tweet in G8:
[16] 10,17
[16] 17,#sdgs
[16] #sdgs,considered
[16] considered,high
[16] high,impact
[16] impact,energy
[16] energy,mobility
[16] mobility,nexus
[16] nexus,opportunity
[13] opportunity,implement

Top Word Pairs in Tweet in G9:
[7] climate,resilient
[7] resilient,urban
[7] urban,sanitation
[6] sanitation,jointly
[6] jointly,organized
[6] organized,#rcities
[6] #rcities,worldbank
[6] worldbank,co
[6] co,hosted
[4] worth,read

Top Word Pairs in Tweet in G10:
[64] look,canada
[64] canada,penalizing
[64] penalizing,itself
[64] itself,global
[64] global,elite
[64] elite,good
[64] good,books
[64] books,china
[64] china,russia
[64] russia,brazil

Top Replied-To
Top Replied-To in Entire Graph:
@eucopresident
@worldbank
@wbg_climate
@miga
@andersen_inger
@adixon_wb
@un_water
@acetforafrica
@thegef
@joop05134109

Top Replied-To in G1:
@worldbank
@xrlambeth
@secyellen
@sarahlawrynuik
@mipainstitute
@xrlondon
@marshgre
@rosemarycnn
@alex_randall
@cecilebussy

Top Replied-To in G2:
@wbg_climate
@miga
@worldbank
@andersen_inger
@adixon_wb
@thegef
@trf_climate
@worldbankindia
@wbg_environment
@schulzekoch

Top Replied-To in G3:
@dillogicalyash
@davidmalpasswbg
@afp
@worldbankdata
@unhumanrights

Top Replied-To in G4:
@worldbank
@icarda
@pespinosac
@princecalvin
@un
@undp
@unfccc
@heraldzimbabwe

Top Replied-To in G6:
@eucopresident
@potus
@toucan76
@disclosetv
@reptomemmer
@mari_pangestu
@elerianm
@drbabukv

Top Replied-To in G7:
@wethepeople3009

Top Replied-To in G8:
@agnishwarj
@road2rights
@drabooanisa
@srilanka2030

Top Replied-To in G9:
@zeddmachinery
@bethbechdol

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@alex_randall
@kgeorgieva
@europarl_en
@eucouncil
@wbg_environment
@eucopresident
@cathywamaama
@worldbankwater

Top Mentioned in G1:
@worldbank
@alex_randall
@truthonborders
@xrlambeth
@wbg_climate
@tveitdal
@steve_hanke
@wbg_energy
@sergioscleanair
@airaimpact

Top Mentioned in G2:
@worldbank
@wbg_climate
@wbg_environment
@wbg_cities
@mari_pangestu
@thegef
@ifc_org
@worldbankafrica
@miga
@axelvt_wb

Top Mentioned in G3:
@worldbank
@worldbankdata
@imfnews
@who
@mamtamurthi
@drtedros
@wto
@wbg_poverty
@davidmalpasswbg
@g7

Top Mentioned in G4:
@worldbank
@un
@cgiar
@ilri
@cipotato
@foodsystems
@wbg_climate
@climatechangeai
@unfccc
@telegraph

Top Mentioned in G5:

Top Mentioned in G6:
@worldbank
@europarl_en
@eucouncil
@kgeorgieva
@eucopresident
@cathywamaama
@imfnews
@eu_commission
@vonderleyen
@wsj

Top Mentioned in G7:
@worldbank
@unicef
@wbg_education
@johnshopkins
@stefanodecupis
@wbedutech
@gpforeducation
@jhueducation
@world
@jaimesaavedra22

Top Mentioned in G8:
@worldbankkenya
@worldbank
@sdg2030
@wbg_transport
@unplasticday
@theatlphoto
@afrozshah1
@iucn_plastics
@danjoergensen
@azharnaama

Top Mentioned in G9:
@worldbank
@fao
@giz_gmbh
@agraalliance
@rcitiesnetwork
@speke_farms
@rwandaagri
@rwandaagriboard
@aap_world
@rukundochrist14

Top Mentioned in G10:
@gaspricewizard

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@geoffrey_payne
@insdatainter
@_redfrog
@john1966olsen
@httweets
@cybersecurityn8
@viralvideovlogs

Top Tweeters in G1:
@_redfrog
@john1966olsen
@expansionmx
@m_mrezamm
@margymayell
@benedictine555
@net2ayurveda
@artallks
@africaupdates
@protectingterra

Top Tweeters in G2:
@sectest9
@chidambara09
@geoffrey_payne
@cybersecurityn8
@dev_discourse
@jfsebastian146
@franceafrik
@amazingchevvolt
@dudeneyn
@jr2d26212

Top Tweeters in G3:
@insdatainter
@viralvideovlogs
@lalojimjuarez
@mrkalman
@nomoreslaves
@bbcworld
@ohemaadufiegh
@afp
@sakak
@bregmanps

Top Tweeters in G4:
@reuters
@ml_tweet_bot
@telegraph
@anuragteddy
@digitaldecoded1
@adiravia
@impuni
@emweeklyrpt
@bloombergtv
@murthy__cr

Top Tweeters in G5:
@davidh7426
@deccanchronicle
@deccanherald
@approvedamerica
@watdehel
@scumezza
@brecordernews
@lana
@jon_shifflett_v
@tora_doru

Top Tweeters in G6:
@ndtv
@business
@aajtak
@ani
@skynews
@cnbc
@foxnews
@nypost
@bsindia
@france24

Top Tweeters in G7:
@akwyz
@education_24x7
@indiegourmand
@lukllorenatm
@s_aleshinloye
@sarahlawan
@shashitharoor
@deyaniras
@bermaninstitute
@unicef

Top Tweeters in G8:
@okulo_jnr
@anupamkpandey
@khushsundar
@sdg2030
@oldridgeback
@helenclarknz
@adamrogers2030
@ceonyc
@oxfam
@chavivohra

Top Tweeters in G9:
@nordicgeo
@iainlees
@adb_hq
@fao
@savethechildren
@sthlmresilience
@floydgreenja
@poverty_action
@ongdar
@aap_world

Top Tweeters in G10:
@lyndae222
@dctftw
@sidljon
@spotshopmedia
@lindcalgary
@barbara61353150
@deceitindrugs
@suekings35
@ravenage2020
@davidpylyp


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