Worldbank (environment OR climate OR warming OR ecological OR planet OR global), Twitter, 9/29/2020 2:48:39 AM, 236205


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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2020-09-28_07-10-20.
Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2020-09-28_07-10-20.
From:
NodeXLExcelAutomator
Uploaded on:
September 29, 2020
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/33chqRL
@worldbank
@maxcroser
@wbg_climate
@sakak
@caridadaraujo
@reuters
@worldbankafrica
@leptiricms
@zoeharcombe
@mahsamoulavi

Top hashtags:
#covid19

Description:
Description
The graph represents a network of 4,165 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, 28 September 2020 at 14:16 UTC.

The requested start date was Monday, 28 September 2020 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, 22-hour, 41-minute period from Monday, 14 September 2020 at 00:05 UTC to Sunday, 27 September 2020 at 22:46 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 : 4165
Unique Edges : 3256
Edges With Duplicates : 9151
Total Edges : 12407
Number of Edge Types : 5
Retweet : 3726
MentionsInRetweet : 5637
Replies to : 142
Mentions : 2443
Tweet : 459
Self-Loops : 476
Reciprocated Vertex Pair Ratio : 0.018341670456268
Reciprocated Edge Ratio : 0.0360226257814826
Connected Components : 189
Single-Vertex Connected Components : 103
Maximum Vertices in a Connected Component : 3327
Maximum Edges in a Connected Component : 11145
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.611048
Graph Density : 0.000387359554772918
Modularity : 0.426632
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 4,165 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, 28 September 2020 at 14:16 UTC.

The requested start date was Monday, 28 September 2020 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, 22-hour, 41-minute period from Monday, 14 September 2020 at 00:05 UTC to Sunday, 27 September 2020 at 22:46 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:
[52] https://www.reuters.com/article/us-health-coronavirus-worldbank-idUSKBN26816L?taid=5f633e40feb41b0001c9ab3f&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[46] https://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-plan?cid=ccg_tt_climatechange_en_ext
[29] https://www.worldbank.org/en/news/video/2020/09/16/Development-Podcast-Economic-Health-Check-with-President-Malpass-Chief-Economist-Reinhart?cid=ECR_TT_worldbank_EN_EXT
[26] https://open.spotify.com/episode/5dbrY7e6thLSPII5fNnsYZ?si=VBfiVDz-SCGi9cArPJ8lLA
[18] https://podcasts.apple.com/us/podcast/the-development-podcast/id1496674902#episodeGuid=58662ff7-791d-4448-a18a-76d6f838511c
[18] https://www.worldbank.org/en/news/immersive-story/2020/09/21/where-climate-change-is-reality-supporting-africas-sahel-pastoralists-secure-a-resilient-future?cid=SHR_SitesShareTT_EN_EXT
[17] https://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-plan?cid=ECR_TT_worldbank_EN_EXT
[16] https://blogs.worldbank.org/developmenttalk/tackling-childcare-global-pandemic
[16] https://www.reuters.com/article/us-health-coronavirus-worldbank-idUSKBN26816L?taid=5f6376c752e7ef000154b6e1&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[12] https://blogs.worldbank.org/voices/how-covid-19-transforming-global-value-chains-lessons-ethiopia-and-vietnam?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G1:
[11] https://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-plan?cid=ECR_TT_worldbank_EN_EXT
[8] https://www.worldbank.org/en/news/video/2020/09/16/Development-Podcast-Economic-Health-Check-with-President-Malpass-Chief-Economist-Reinhart?cid=ECR_TT_worldbank_EN_EXT
[8] https://www.worldbank.org/en/news/immersive-story/2020/09/21/where-climate-change-is-reality-supporting-africas-sahel-pastoralists-secure-a-resilient-future?cid=SHR_SitesShareTT_EN_EXT
[7] https://blogs.worldbank.org/voices/how-covid-19-transforming-global-value-chains-lessons-ethiopia-and-vietnam?cid=ECR_TT_worldbank_EN_EXT
[7] https://www.esi-africa.com/industry-sectors/finance-and-policy/world-bank-roadmap-to-address-africas-climate-change-poverty/
[6] https://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-planhttps://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-plan?cid=ECR_TT_worldbank_EN_EXT
[6] https://open.spotify.com/episode/5dbrY7e6thLSPII5fNnsYZ?si=VBfiVDz-SCGi9cArPJ8lLA
[6] https://www.connect4climate.org/initiatives/youth4climate
[5] https://blogs.worldbank.org/opendata/understanding-global-debt-relieving-covid-19-impact-most-vulnerable?cid=ECR_TT_worldbank_EN_EXT
[5] http://wrld.bg/LNLl30r0le1

Top URLs in Tweet in G2:
[19] https://www.worldbank.org/en/news/video/2020/09/16/Development-Podcast-Economic-Health-Check-with-President-Malpass-Chief-Economist-Reinhart?cid=ECR_TT_worldbank_EN_EXT
[17] https://open.spotify.com/episode/5dbrY7e6thLSPII5fNnsYZ?si=VBfiVDz-SCGi9cArPJ8lLA
[12] https://podcasts.apple.com/us/podcast/the-development-podcast/id1496674902#episodeGuid=58662ff7-791d-4448-a18a-76d6f838511c
[12] https://blogs.worldbank.org/developmenttalk/tackling-childcare-global-pandemic
[11] https://live.worldbank.org/enhancing-government-effectiveness-transparency-fight-against-corruption
[8] https://blogs.worldbank.org/sustainablecities/financing-climate-smart-urban-development-wake-covid-19?cid=SURR_TT_WBGCities_EN_EXT
[7] https://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-plan?cid=ccg_tt_climatechange_en_ext
[7] https://blogs.worldbank.org/sustainablecities/activating-more-private-capital-make-cities-more-sustainable?cid=SURR_TT_WBGCities_EN_EXT
[5] https://www.worldbank.org/en/news/press-release/2020/09/15/world-bank-sets-ambitious-targets-for-green-and-resilient-economic-growth-in-africa?cid=afr_tt_wbafrica_en_ext
[5] https://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-planhttps://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-plan?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G3:
[35] https://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-plan?cid=ccg_tt_climatechange_en_ext
[9] https://www.worldbank.org/en/news/immersive-story/2020/09/17/how-to-build-back-better-after-the-covid-19-crisis-a-practical-approach-applied-to-fiji?cid=ccg_tt_climatechange_en_ext
[9] http://wrld.bg/q7ef50BAm9C
[9] https://www.worldbank.org/en/news/infographic/2020/09/15/the-next-generation-africa-climate-business-plan-ramping-up-development-centered-climate-action?cid=SHR_SitesShareTT_EN_EXT
[7] https://blogs.worldbank.org/climatechange/pay-it-forward-how-unlocking-private-investment-can-shape-climate-smart-and?cid=ccg_tt_climatechange_en_ext
[6] https://blogs.worldbank.org/climatechange/leading-voices-climate-adaptation-and-resilience-qa-kanta-kumari-rigaud?cid=ccg_tt_climatechange_en_ext
[5] https://blogs.worldbank.org/climatechange/integrating-climate-policies-covid-19-economic-recovery-packages-example-cyprus
[3] https://www.worldbank.org/en/news/feature/2020/08/30/world-bank-group-exceeds-2020-climate-finance-target-for-3rd-consecutive-year-214-billion-in-funding-for-climate-action?cid=ccg_tt_climatechange_en_ext
[3] http://wrld.bg/LH7l50BsyCl
[3] https://news.trust.org/item/20200925145036-v80pp/

Top URLs in Tweet in G4:
[1] https://blogs.worldbank.org/developmenttalk/lives-or-livelihoods-global-estimates-mortality-and-poverty-costs-covid-19
[1] https://blogs.worldbank.org/opendata/new-child-and-youth-mortality-estimates-show-dramatic-reductions-progress-threatened

Top URLs in Tweet in G5:
[3] https://therisk.global/events/listing/golden/
[3] https://therisk.global/events/listing/wanji-games/
[3] https://www.undp.org/content/undp/en/home/blog/2020/how-unlocking-private-investment-can-shape-a-climate-smart-and-s.html
[2] https://therisk.global/events/listing/1-1-1-1/
[2] https://therisk.global/events/listing/mobile-pps/
[2] https://therisk.global/events/listing/umoja/
[2] https://therisk.global/events/listing/sisters/
[2] https://therisk.global/events/listing/colors-of-the-world/
[2] https://therisk.global/events/listing/the-right-to-shower/
[2] https://therisk.global/events/listing/carbios-enzyme/

Top URLs in Tweet in G7:
[2] https://blogs.worldbank.org/voices/how-covid-19-transforming-global-value-chains-lessons-ethiopia-and-vietnam?cid=afr_tt_wbafrica_en_ext
[2] http://wrld.bg/7Fg750Bo6Zp?cid=afr_tt_wbafrica_en_ext
[2] https://www.worldbank.org/en/news/press-release/2020/09/15/world-bank-sets-ambitious-targets-for-green-and-resilient-economic-growth-in-africa?cid=afr_tt_wbafrica_en_ext
[2] https://blogs.worldbank.org/climatechange/leading-voices-climate-adaptation-and-resilience-qa-kanta-kumari-rigaud?cid=ccg_tt_climatechange_en_ext
[2] http://wrld.bg/d92m50BltOk?cid=afr_tt_wbafrica_en_ext
[2] https://www.worldbank.org/en/news/immersive-story/2020/09/21/where-climate-change-is-reality-supporting-africas-sahel-pastoralists-secure-a-resilient-future?cid=afr_tt_wbafrica_en_ext
[2] https://www.worldbank.org/en/news/immersive-story/2020/09/21/where-climate-change-is-reality-supporting-africas-sahel-pastoralists-secure-a-resilient-future
[2] http://documents.worldbank.org/curated/en/356211556727592882/Tanzania-Country-Environmental-Analysis-Environmental-Trends-and-Threats-and-Pathways-to-Improved-Sustainability
[2] https://globalfinancialdigest.com/imf-sees-global-economies-shrinking-3-if-coronavirus-lingers/
[1] https://www.worldbank.org/en/news/press-release/2020/09/15/world-bank-sets-ambitious-targets-for-green-and-resilient-economic-growth-in-africa?afr_tt_hafezghanem_en_ext

Top URLs in Tweet in G8:
[4] http://www.gapfundlaunch.org/
[3] https://www.citygapfund.org/
[3] https://www.southpole.com/en/events/sustainable-finance-how-to-implement-your-climate-commitments
[1] https://www.citygapfund.org/news/city-climate-finance-gap-fund-launches-support-climate-smart-urban-development
[1] https://www.international-climate-initiative.com/en/news/article/city_climate_finance_gap_fund_launched
[1] https://blogs.worldbank.org/sustainablecities/cities-are-hub-global-green-recovery?cid=SURR_TT_WBGCities_EN_EXT
[1] https://blogs.worldbank.org/climatechange/pay-it-forward-how-unlocking-private-investment-can-shape-climate-smart-and?cid=ccg_tt_climatechange_en_ext
[1] https://blogs.worldbank.org/sustainablecities/new-fund-new-urban-future
[1] https://news.trust.org/item/20200925145036-v80pp/
[1] http://wrld.bg/vRFR50BgT2v

Top URLs in Tweet in G9:
[7] https://www.dandc.eu/en/article/even-during-global-pandemic-debt-relief-should-not-be-granted-across-board
[4] https://blogs.worldbank.org/sustainablecities/financing-climate-smart-urban-development-wake-covid-19
[3] https://blogs.worldbank.org/sustainablecities/cities-are-hub-global-green-recovery
[3] https://www.reuters.com/article/us-health-coronavirus-worldbank/global-economic-recovery-may-take-five-years-world-bank-chief-economist-says-idUSKBN26816L
[3] https://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-plan
[3] https://www.worldbank.org/en/news/immersive-story/2020/09/08/5-years-of-climate-leadership-the-world-bank-groups-first-climate-action-plan?cid=ECR_TT_worldbank_EN_EXT
[2] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty
[2] https://openknowledge.worldbank.org/handle/10986/34098
[2] https://www.reuters.com/article/us-health-coronavirus-worldbank/global-economic-recovery-may-take-five-years-world-bank-chief-economist-says-idUSKBN26816L?il=0
[2] https://www.reuters.com/article/us-health-coronavirus-worldbank-idUSKBN26816L

Top URLs in Tweet in G10:
[1] https://www.worldbank.org/en/topic/poverty/brief/projected-poverty-impacts-of-COVID-19

Top Domains
Top Domains in Tweet in Entire Graph:
[732] worldbank.org
[114] reuters.com
[105] wrld.bg
[56] twitter.com
[38] therisk.global
[28] spotify.com
[19] apple.com
[15] who.int
[13] box.com
[12] youtube.com

Top Domains in Tweet in G1:
[152] worldbank.org
[14] wrld.bg
[14] twitter.com
[7] esi-africa.com
[6] spotify.com
[6] connect4climate.org
[5] youtube.com
[4] apple.com
[4] smart-energy.com
[4] who.int

Top Domains in Tweet in G2:
[202] worldbank.org
[55] wrld.bg
[18] spotify.com
[12] apple.com
[5] africanbusinessmagazine.com
[5] bit.ly
[3] elsevierhealth.com
[2] thewire.in
[2] twitter.com
[1] cdri.world

Top Domains in Tweet in G3:
[110] worldbank.org
[26] wrld.bg
[3] trust.org
[3] google.com
[3] apolitical.co
[2] ac.uk
[2] spotify.com
[2] twitter.com
[1] tinyurl.com
[1] apple.com

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

Top Domains in Tweet in G5:
[38] therisk.global
[7] worldbank.org
[6] twitter.com
[4] undp.org
[2] impakter.com
[1] wrld.bg
[1] unwater.org
[1] 50x2030.org
[1] unctad.org
[1] medium.com

Top Domains in Tweet in G7:
[22] worldbank.org
[8] wrld.bg
[4] globalfinancialdigest.com
[1] spotify.com
[1] apple.com
[1] twitter.com
[1] co.ke
[1] undp.org

Top Domains in Tweet in G8:
[10] worldbank.org
[5] citygapfund.org
[5] gapfundlaunch.org
[4] twitter.com
[3] southpole.com
[2] reuters.com
[1] international-climate-initiative.com
[1] trust.org
[1] wrld.bg
[1] developmentaid.org

Top Domains in Tweet in G9:
[59] worldbank.org
[11] reuters.com
[7] dandc.eu
[5] linkedin.com
[5] twitter.com
[3] brecorder.com
[1] globalnews.ca
[1] youtube.com
[1] newz.ug
[1] mit.edu

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[620] covid19
[260] climatechange
[175] africa
[108] climateactionwbg
[97] cities
[94] climate
[93] corruption
[93] worldbank
[88] uganda
[81] wbg_biggerpicture



Top Hashtags in Tweet in G1:
[156] covid19
[40] climatechange
[32] womenandtrade
[30] ecw
[29] climateactionwbg
[26] africa
[24] wbg_biggerpicture
[23] climate
[22] uganda
[17] sdgsandher

Top Hashtags in Tweet in G2:
[320] covid19
[88] corruption
[65] cities
[51] climatechange
[47] climate
[39] africa
[35] unpaidlabor
[29] coronavirus
[28] mindthefinancegap
[27] climateaction

Top Hashtags in Tweet in G3:
[53] climatechange
[45] climateactionwbg
[35] covid19
[34] wbg_biggerpicture
[21] resilientrecovery
[16] bangladesh
[13] thailand
[12] worldozoneday
[12] cyprus
[11] uganda

Top Hashtags in Tweet in G4:
[1] mozambique
[1] covid19

Top Hashtags in Tweet in G5:
[41] globalgoals
[40] innovation
[40] sdgs
[35] sustainable
[27] indonesia
[27] mozambique
[26] globalwildlifeprogram
[26] kenya
[26] namibia
[26] southafrica

Top Hashtags in Tweet in G7:
[92] africa
[90] climatechange
[33] china
[32] unitedstates
[32] japan
[32] germany
[22] covid19
[12] sahel
[9] climatesmartafrica
[9] coronavirus

Top Hashtags in Tweet in G8:
[17] mindthefinancegap
[14] climateweeknyc
[11] covid19
[10] cities
[7] climateaction
[7] climate
[7] climatechange
[2] peru
[2] infographic
[2] africa

Top Hashtags in Tweet in G9:
[45] worldbank
[10] pandemic
[8] corona
[7] debtrelief
[7] g20
[6] covid19
[5] gdp
[5] climateactionwbg
[5] coronavirus
[4] economy

Top Words
Top Words in Tweet in Entire Graph:
[2200] global
[1764] worldbank
[915] climate
[832] world
[620] #covid19
[441] more
[432] data
[407] development
[403] bank
[399] one

Top Words in Tweet in G1:
[828] worldbank
[342] global
[167] climate
[156] #covid19
[124] economy
[110] countries
[102] world
[95] more
[92] years
[91] pandemic

Top Words in Tweet in G2:
[425] worldbank
[400] global
[320] #covid19
[189] climate
[169] development
[168] more
[164] davidmalpasswbg
[158] carmenmreinhart
[137] podcast
[133] economy

Top Words in Tweet in G3:
[245] climate
[230] wbg_climate
[84] world
[78] global
[73] worldbank
[72] bank
[67] people
[67] countries
[64] access
[59] more

Top Words in Tweet in G4:
[316] global
[315] mortality
[315] child
[314] maxcroser
[314] data
[314] remains
[314] one
[314] largest
[314] problems
[314] world

Top Words in Tweet in G5:
[126] worldbank
[68] thegef
[65] undp
[54] climate
[45] global
[41] #globalgoals
[40] #innovation
[40] #sdgs
[35] #sustainable
[33] unep

Top Words in Tweet in G6:
[440] global
[220] focus
[220] bbi
[220] constt
[220] nal
[220] changes
[220] priority
[220] recession
[220] looms
[220] gdp

Top Words in Tweet in G7:
[122] worldbankafrica
[100] development
[92] #africa
[90] #climatechange
[85] poverty
[81] discover
[79] reduction
[78] seriously
[78] threatens
[78] sustainable

Top Words in Tweet in G8:
[88] climate
[81] worldbank
[77] city
[75] mayors4climate
[71] fund
[70] eib
[62] gap
[50] finance
[47] c40cities
[46] iclei

Top Words in Tweet in G9:
[56] global
[44] #worldbank
[36] world
[33] years
[28] climate
[23] bank
[18] economist
[17] take
[16] pandemic
[15] economic

Top Words in Tweet in G10:
[76] global
[76] response
[76] sars
[76] cov
[76] projected
[76] push
[76] 71
[76] 100
[76] million
[76] people

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[376] world,bank
[315] child,mortality
[315] mortality,data
[315] data,remains
[315] remains,one
[315] one,largest
[315] largest,global
[315] global,problems
[315] problems,world
[315] world,continued

Top Word Pairs in Tweet in G1:
[77] global,economy
[64] climate,change
[60] debt,service
[54] check,interactive
[54] interactive,dashboard
[54] dashboard,see
[54] see,upcoming
[54] upcoming,monthly
[54] monthly,debt
[54] service,payments

Top Word Pairs in Tweet in G2:
[137] development,podcast
[95] chief,economist
[94] economist,carmenmreinhart
[89] global,economy
[80] against,#corruption
[78] progress,being
[78] being,made
[78] made,against
[78] global,experts
[78] worldbank,development

Top Word Pairs in Tweet in G3:
[71] world,bank
[36] climate,change
[36] covid,19
[34] bank,group
[34] low,carbon
[28] #climateactionwbg,#wbg_biggerpicture
[28] climate,finance
[26] million,people
[25] recovery,packages
[23] climate,action

Top Word Pairs in Tweet in G4:
[314] child,mortality
[314] mortality,data
[314] data,remains
[314] remains,one
[314] one,largest
[314] largest,global
[314] global,problems
[314] problems,world
[314] world,continued
[314] continued,make

Top Word Pairs in Tweet in G5:
[39] #sdgs,#globalgoals
[38] worldbank,undp
[35] #innovation,#sustainable
[26] #globalwildlifeprogram,funded
[26] funded,thegef
[26] thegef,works
[26] works,#indonesia
[26] #indonesia,#kenya
[26] #kenya,#mozambique
[26] #mozambique,#namibia

Top Word Pairs in Tweet in G6:
[220] focus,bbi
[220] bbi,constt
[220] constt,nal
[220] nal,changes
[220] changes,priority
[220] priority,global
[220] global,recession
[220] recession,looms
[220] looms,global
[220] global,gdp

Top Word Pairs in Tweet in G7:
[81] #africa,discover
[78] #climatechange,seriously
[78] seriously,threatens
[78] threatens,sustainable
[78] sustainable,development
[78] development,poverty
[78] poverty,reduction
[78] reduction,#africa
[75] worldbankafrica,#climatechange
[75] discover,worldban

Top Word Pairs in Tweet in G8:
[62] gap,fund
[47] climate,finance
[45] finance,gap
[43] city,climate
[42] c40cities,iclei
[29] worldbank,mayors4climate
[28] mayors4climate,giz_gmbh
[24] eib,worldbank
[23] climate,smart
[19] smart,cities

Top Word Pairs in Tweet in G9:
[22] world,bank
[15] chief,economist
[14] five,years
[10] take,five
[10] years,world
[10] global,economic
[10] economic,recovery
[9] bank,chief
[8] recovery,take
[8] carmen,reinhart

Top Word Pairs in Tweet in G10:
[76] global,response
[76] response,sars
[76] sars,cov
[76] cov,projected
[76] projected,push
[76] push,71
[76] 71,100
[76] 100,million
[76] million,people
[76] people,extreme

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@ayab_drr
@savefuturenow
@diop_wb
@cymrawdg
@niwe_chennai
@gulf_intel
@kizzabesigye1
@peter_s_becks1
@thegpmb

Top Replied-To in G1:
@worldbank
@savefuturenow
@thegpmb
@business
@doc4dead
@saranti007
@who
@pastoralist1
@jaimesaavedra22

Top Replied-To in G2:
@worldbank
@wbg_ida
@diop_wb
@babsmgarcia
@axelvt_wb
@miga
@worldbanksasia

Top Replied-To in G3:
@diop_wb
@undpclimate
@worldbank
@sladislaw
@seanmelbourne2

Top Replied-To in G5:
@ayab_drr
@peter_s_becks1
@wfp
@addifab
@un
@antonioguterres
@ilo
@struggl57775105
@unfccc
@sarahjaneguru

Top Replied-To in G7:
@kizzabesigye1
@un
@worldbankafrica

Top Replied-To in G8:
@mayors4climate
@eib
@climatelending
@markbeunderman
@samehnwahba

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@maxcroser
@kimaniichungwah
@davidmalpasswbg
@carmenmreinhart
@worldbankafrica
@unodc
@wbg_cities
@undp

Top Mentioned in G1:
@worldbank
@wbg_health
@globalfund
@jaimesaavedra22
@educannotwait
@angrist_noam
@who
@martinwolf_
@cambschmines
@wbg_climate

Top Mentioned in G2:
@worldbank
@davidmalpasswbg
@carmenmreinhart
@unodc
@wbg_cities
@wbg_climate
@wbg_gov
@wbg_environment
@wbg_gender
@jonathanwoetzel

Top Mentioned in G3:
@wbg_climate
@worldbank
@wbg_energy
@trf_stories
@bayes_ahmed
@uclhi
@undrr
@hallegatte
@ucl

Top Mentioned in G4:
@maxcroser
@oliviersterck
@fhgferreira
@wbg_environment
@worldbank

Top Mentioned in G5:
@worldbank
@undp
@thegef
@unep
@unhumanrights
@_africanunion
@un_women
@undrr_africa
@gretathunberg
@afdb_group

Top Mentioned in G6:
@kimaniichungwah

Top Mentioned in G7:
@worldbankafrica
@worldban
@imfnews
@worldbank
@louisnkizito
@wbg_climate
@hafezghanem_wb
@worl
@mpf1somalia
@tonywbuganda

Top Mentioned in G8:
@worldbank
@eib
@mayors4climate
@c40cities
@iclei
@giz_gmbh
@bmz_bund
@mfa_lu
@bmu
@bmwi_bund

Top Mentioned in G9:
@newzug
@stonehillbirch
@ivotoniut

Top Mentioned in G10:
@zoeharcombe

Top Tweeters
Top Tweeters in Entire Graph:
@rashidaldosari
@marcodacostafx
@peter_s_becks1
@vivacoid
@independent
@5fec93919a544d3
@derekjohnbryant
@mariaeu13
@john1966olsen
@nilimajumder

Top Tweeters in G1:
@mulher_noticia
@business
@andym6769
@kwame_agyei
@magarya
@viralvm69
@dudeneyn
@alykhansatchu
@simplemacsmith
@sarahtitus0306

Top Tweeters in G2:
@nilimajumder
@lorettabower3
@ambeautifulshow
@dev_discourse
@olumideidowu
@nomoreslaves
@coronaupdatebot
@fareedaasf
@viralvideovlogs
@milaniolivera

Top Tweeters in G3:
@ken_crichlow
@cnbc
@aspeed
@bexxmodd
@ft
@markmichdomnic
@faizwahab
@ineeshadvs
@monitor_ph
@theeconomist

Top Tweeters in G4:
@smadygo
@bassaces1
@neoavatara
@notwakeful
@michael_kunz
@nothingsmonstrd
@sakak
@al_foxxx
@kcgreen17
@mrcellaneous

Top Tweeters in G5:
@peter_s_becks1
@wwf
@petchary
@madhureshsethi
@alicekeeler
@cecalli_helper
@visualpersist
@spirosmargaris
@wef
@educationweek

Top Tweeters in G6:
@habbradley
@speakkam
@optajade
@vitalis_omboyi
@raswilliems69
@konemoheavy
@_shuks_1
@ochibono
@mandere
@vinadadkelvin

Top Tweeters in G7:
@5fec93919a544d3
@mariaeu13
@quintero_funes
@pimmaiden
@adunlea
@africaupdates
@queenofretweet
@victoria_victo3
@rubendatito
@digitaldecoded1

Top Tweeters in G8:
@independent
@natwest_help
@coyotegulch
@johnreichardwes
@garethpresch
@jamesoncapital
@climategroup
@silvesternyamon
@wowzoff
@valsof_news

Top Tweeters in G9:
@parvez1
@dallas4bernie
@peninsulaqatar
@lbci_news_en
@gtlang74
@sakshinews
@brecordernews
@kazminutes2020
@gdnonline
@cae410

Top Tweeters in G10:
@wulf_9
@debraclaridge
@mangan150
@proftimnoakes
@kellykatharin
@northerngather2
@pohutukawa
@shaddilay
@wirt_dan
@evolveholistic


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