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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2021-09-06_09-46-38. (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 06, 2021
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3zUGmeA
@worldbank
@wbg_climate
@worldbankwater
@sdg2030
@cleanairwater2
@gretathunberg
@jksmith34
@arslanrpk501
@worldbankafrica
@wbg_environment

Top hashtags:


Description:
Description
The graph represents a network of 3,041 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, 06 September 2021 at 16:50 UTC.

The requested start date was Monday, 06 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, 22-hour, 46-minute period from Monday, 23 August 2021 at 00:30 UTC to Sunday, 05 September 2021 at 23:16 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 : 3041
Unique Edges : 2582
Edges With Duplicates : 6897
Total Edges : 9479
Number of Edge Types : 5
Retweet : 2893
MentionsInRetweet : 4216
Tweet : 416
Mentions : 1810
Replies to : 144
Self-Loops : 439
Reciprocated Vertex Pair Ratio : 0.0194963444354184
Reciprocated Edge Ratio : 0.0382470119521912
Connected Components : 128
Single-Vertex Connected Components : 66
Maximum Vertices in a Connected Component : 2645
Maximum Edges in a Connected Component : 8876
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.402276
Graph Density : 0.00054301735924817
Modularity : 0.401201
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 3,041 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, 06 September 2021 at 16:50 UTC.

The requested start date was Monday, 06 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, 22-hour, 46-minute period from Monday, 23 August 2021 at 00:30 UTC to Sunday, 05 September 2021 at 23:16 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:
[36] https://www.worldbank.org/en/news/feature/2021/08/25/q-a-how-do-you-feed-a-rapidly-warming-planet
[32] https://www.worldbank.org/en/news/press-release/2021/08/16/world-bank-and-partners-announce-new-global-fund-for-cybersecurity
[24] https://www.worldbank.org/en/news/feature/2021/08/23/going-with-the-flow-water-s-role-in-global-migration?CID=WAT_TT_Water_EN_EXT
[21] http://www.worldbank.org/en/topic/water/publication/high-and-dry-climate-change-water-and-the-economy?CID=WAT_TT_Water_EN_EXT
[19] https://www.worldbank.org/en/news/feature/2021/08/19/why-kinshasa-could-be-in-the-vanguard-of-megacities-climate-resilience
[17] https://blogs.worldbank.org/climatechange/scaling-water-reuse-why-recycling-our-wastewater-makes-sense
[16] 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
[16] https://blogs.worldbank.org/digital-development/cybersecurity-risks-are-global-we-must-address-them-coordinated-collaborative-approach
[12] https://www.worldbank.org/en/news/feature/2021/08/25/q-a-how-do-you-feed-a-rapidly-warming-planet?cid=ccg_tt_climatechange_en_ext
[11] https://blogs.worldbank.org/water/system-based-approach-water-necessary-condition-address-new-climate-water-risks

Top URLs in Tweet in G1:
[8] http://www.covid19taskforce.com/
[5] https://www.worldbank.org/en/news/feature/2021/08/23/going-with-the-flow-water-s-role-in-global-migration?cid=SHR_SitesShareTT_EN_EXT
[4] https://www.worldbank.org/en/what-we-do/climate-stories-project?cid=ECR_TT_worldbank_EN_EXT
[4] 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
[4] https://berkleycenter.georgetown.edu/events/faith-in-action-the-catholic-church-s-global-education-footprint
[3] https://thehill.com/blogs/congress-blog/energy-environment/567145-adaptation-and-migration-the-human-face-of-climate?utm_source=twitter&utm_medium=organic&utm_campaign=
[3] https://www.worldbank.org/en/news/feature/2021/08/25/q-a-how-do-you-feed-a-rapidly-warming-planet?utm_content=bufferbdef1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.worldbank.org/en/news/press-release/2021/08/23/lack-of-water-linked-to-10-percent-of-the-rise-in-global-migration?cid=SHR_SitesShareTT_EN_EXT
[2] https://www.worldbank.org/en/news/feature/2021/08/19/why-kinshasa-could-be-in-the-vanguard-of-megacities-climate-resilience?cid=ECR_TT_worldbank_EN_EXT
[2] https://www.worldbank.org/en/news/infographic/2021/06/22/climate-change-action-plan-2021-2025?cid=ECR_TT_worldbank_EN_EXT#ClimateActionWBG

Top URLs in Tweet in G2:
[17] https://www.worldbank.org/en/news/feature/2021/08/23/going-with-the-flow-water-s-role-in-global-migration?CID=WAT_TT_Water_EN_EXT
[16] http://www.worldbank.org/en/topic/water/publication/high-and-dry-climate-change-water-and-the-economy?CID=WAT_TT_Water_EN_EXT
[14] https://www.worldbank.org/en/news/feature/2021/08/25/q-a-how-do-you-feed-a-rapidly-warming-planet
[7] 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
[7] https://blogs.worldbank.org/climatechange/scaling-water-reuse-why-recycling-our-wastewater-makes-sense
[4] http://wrld.bg/I0Tn50G10Qa
[4] http://wrld.bg/o62S50G10Qb
[4] https://www.worldbank.org/en/news/feature/2021/08/23/going-with-the-flow-water-s-role-in-global-migration
[4] https://blogs.worldbank.org/digital-development/cybersecurity-risks-are-global-we-must-address-them-coordinated-collaborative-approach
[4] https://blogs.worldbank.org/eastasiapacific/manufacturing-jobs-global-industry-are-main-driver-middle-class-job-creation?cid=eap_tt_asiapacific_en_ext

Top URLs in Tweet in G3:
[8] https://www.worldbank.org/en/news/feature/2021/08/19/why-kinshasa-could-be-in-the-vanguard-of-megacities-climate-resilience?cid=ccg_tt_climatechange_en_ext
[7] http://wrld.bg/Sdx050FjrBN
[7] https://www.worldbank.org/en/news/feature/2021/08/25/q-a-how-do-you-feed-a-rapidly-warming-planet?cid=ccg_tt_climatechange_en_ext
[5] https://blogs.worldbank.org/climatechange/scaling-water-reuse-why-recycling-our-wastewater-makes-sense?cid=ccg_tt_climatechange_en_ext
[4] https://www.worldbank.org/en/news/podcast/2021/08/30/-entire-economies-could-be-held-hostage-by-climate-change-the-development-podcast?cid=ccg_tt_climatechange_en_ext
[3] http://blogs.worldbank.org/climatechange/learning-covid-19-and-climate-change-managing-financial-risks-compound-shocks?cid=ccg_tt_climatechange_en_ext
[3] https://www.worldbank.org/en/news/feature/2021/05/24/transitions-at-the-heart-of-the-climate-challenge?cid=ccg_tt_climatechange_en_ext
[3] https://blogs.worldbank.org/governance/governance-age-climate-change?cid=ccg_tt_climatechange_en_ext
[2] https://www.worldbank.org/en/news/immersive-story/2021/06/21/heeding-the-call-of-a-country-in-crisis-world-bank-and-partners-in-yemen?cid=ccg_tt_climatechange_en_ext
[2] http://blogs.worldbank.org/climatechange/global-knowledge-makes-tomorrows-forests-and-landscapes-more-resilient?cid=ccg_tt_climatechange_en_ext

Top URLs in Tweet in G4:
[2] https://www.imf.org/en/News/Articles/2021/08/27/pr21245-joint-statement-multilateral-leaders-taskforce-scaling-covid-tools-crisis-vaccine-inequity
[2] https://capitalmonitor.ai/factor/environmental/ipcc-warning-adds-urgency-to-calls-for-global-carbon-pricing/
[1] https://reliefweb.int/node/3768932
[1] https://reliefweb.int/report/world/ebb-and-flow-enar
[1] https://blogs.worldbank.org/water/system-based-approach-water-necessary-condition-address-new-climate-water-risks
[1] https://www.unep.org/news-and-stories/story/these-five-cities-are-taking-aim-air-pollution
[1] https://www.covid19taskforce.com/
[1] https://www.wto.org/english/news_e/news21_e/igo_28jul21_e.htm
[1] https://twitter.com/TheEconomist/status/1434578332331520000
[1] https://interactive-atlas.ipcc.ch/

Top URLs in Tweet in G5:
[11] https://blogs.worldbank.org/digital-development/cybersecurity-risks-are-global-we-must-address-them-coordinated-collaborative-approach
[7] https://www.worldbank.org/en/news/press-release/2021/08/16/world-bank-and-partners-announce-new-global-fund-for-cybersecurity
[6] 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] http://wrld.bg/6GWp50FRRhi?cid=gov_tt_gov_en_ext
[5] 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
[5] https://www.worldbank.org/en/news/feature/2021/08/25/q-a-how-do-you-feed-a-rapidly-warming-planet
[4] https://www.worldbank.org/en/events/2021/08/31/road-safety-in-nepal-campaign-launch
[4] https://www.worldbank.org/en/news/feature/2021/08/23/going-with-the-flow-water-s-role-in-global-migration?CID=WAT_TT_Water_EN_EXT
[4] https://lidc.ac.uk/event/levelling-down-is-informal-labour-a-roadblock-to-pandemic-recovery/
[3] http://wrld.bg/4NU050EMMWh?cid=gov_tt_gov_en_ext

Top URLs in Tweet in G6:
[7] https://www.worldbank.org/en/news/feature/2021/08/25/q-a-how-do-you-feed-a-rapidly-warming-planet?utm_content=bufferda146&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://blogs.worldbank.org/transport/race-against-climate-change-cooperation-between-energy-and-transport-more-critical-ever
[1] https://www.worldbank.org/tellmehow
[1] https://www.worldbank.org/en/events/2021/08/31/road-safety-in-nepal-campaign-launch
[1] https://ideas-global.org/award-2022/award-apply/
[1] https://bit.ly/3tavLJQ
[1] https://www.worldbank.org/en/news/feature/2021/08/23/going-with-the-flow-water-s-role-in-global-migration?CID=WAT_TT_Water_EN_EXT
[1] https://twitter.com/IRTI_IDB/status/1428803134059696133

Top URLs in Tweet in G7:
[8] https://www.telegraph.co.uk/global-health/climate-and-people/cities-face-next-food-crisis-unless-improve-urban-systems/
[2] https://www.worldbank.org/en/news/feature/2021/08/23/going-with-the-flow-water-s-role-in-global-migration?CID=WAT_TT_Water_EN_EXT
[2] https://www.worldbank.org/en/news/feature/2021/08/25/q-a-how-do-you-feed-a-rapidly-warming-planet
[1] https://bit.ly/3sP7IA3
[1] https://www.thegef.org/news/laying-foundation-innovation-scale
[1] http://wrld.bg/23YC50EFwi8
[1] https://www.worldbank.org/en/topic/biodiversity/publication/unlocking-nature-smart-development
[1] https://www.worldbank.org/en/topic/environment/publication/the-economic-case-for-nature
[1] https://blogs.worldbank.org/climatechange/scaling-water-reuse-why-recycling-our-wastewater-makes-sense
[1] https://www.iwmi.cgiar.org/2021/08/unlocking-sustainable-finance-to-drive-agricultural-research-for-development/

Top URLs in Tweet in G8:
[4] http://www.southasia.com.pk/2021/08/04/environmental-armageddon/
[1] https://twitter.com/Louisalesandrin/status/1433774180764426242?s=20
[1] https://www.afrik21.africa/en/africa-80m-emergency-fund-covid-19-finances-90-green-off-grid-providers/
[1] https://twitter.com/DrTedros/status/1431354828836507660
[1] https://www.worldbank.org/en/news/feature/2021/06/22/what-you-need-to-know-about-the-world-bank-group-2nd-climate-change-action-plan
[1] https://twitter.com/SimisterJ/status/1430727601572786179

Top URLs in Tweet in G9:
[2] https://www.linkedin.com/slink?code=e6hhrN-e
[2] https://jbs.eu.qualtrics.com/jfe/form/SV_bQxb4BbxAHN3y9U
[1] https://wef.ch/3DIjxx6
[1] https://twitter.com/xrebellionuk/status/1433810563100971011
[1] https://www.shorturl.at/cmnH9
[1] https://asia.nikkei.com/Editor-s-Picks/Interview/Incoming-UNGA-chief-says-climate-financing-life-or-death-matter
[1] https://www.imf.org/external/pubs/ft/fandd/2021/09/maldives-climate-change-aminath-shauna-trenches.htm
[1] https://www.imf.org/en/News/Articles/2018/08/07/NA080818-India-Strong-Economy-Continues-to-Lead-Global-Growth#.W9WFa16B2Vo.twitter
[1] https://jbs.eu.qualtrics.com/jfe/form/SV_bQxb4BbxAHN3y9U?utm_source=sendfox&utm_medium=email&utm_campaign=cambridge-university-survey-invitation-global-covid-19-fintech-market-impact-and-industry-resilience-study
[1] https://twitter.com/EstebanServat/status/1431320368992632835

Top URLs in Tweet in G10:
[6] https://www.worldbank.org/en/news/feature/2021/08/25/q-a-how-do-you-feed-a-rapidly-warming-planet
[5] https://twinybots.ch/
[2] https://www.worldbank.org/en/news/press-release/2021/08/16/world-bank-and-partners-announce-new-global-fund-for-cybersecurity
[2] https://blogs.worldbank.org/climatechange/scaling-water-reuse-why-recycling-our-wastewater-makes-sense
[2] https://www.worldbank.org/en/news/feature/2021/08/23/going-with-the-flow-water-s-role-in-global-migration?cid=ECR_E_NewsletterWeekly_EN_EXT&deliveryName=DM113637
[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/environment/publication/banking-on-protected-areas-promoting-sustainable-protected-area-tourism-to-benefit-local-communities
[2] https://www.worldbank.org/en/events/2021/09/08/linkages-for-healthy-air-and-a-healthy-planet-reducing-air-pollution-protecting-health-and-mitigating-climate-change
[1] https://twitter.com/WorldBank/status/1429609401057435648
[1] https://www.khaleejtimes.com/business/local/dubai-strengthens-position-as-global-destination-of-choice-for-businesses

Top Domains
Top Domains in Tweet in Entire Graph:
[685] worldbank.org
[75] wrld.bg
[46] twitter.com
[17] bit.ly
[13] covid19taskforce.com
[10] linkedin.com
[8] co.uk
[7] weforum.org
[6] twinybots.ch
[5] ifc.org

Top Domains in Tweet in G1:
[88] worldbank.org
[8] covid19taskforce.com
[4] forms.fm
[4] georgetown.edu
[3] wrld.bg
[3] thehill.com
[3] twitter.com
[2] inforisktoday.com
[2] weforum.org
[2] tomorrownow.org

Top Domains in Tweet in G2:
[175] worldbank.org
[32] wrld.bg
[7] twitter.com
[2] iucncongress2020.org
[2] covid19taskforce.com
[2] linkedin.com
[1] iucn.org
[1] forms.fm
[1] chinadialogue.net

Top Domains in Tweet in G3:
[69] worldbank.org
[17] wrld.bg
[2] urgewald.org
[1] wacaprogram.org
[1] preventionweb.net
[1] madisongraph.com
[1] elxisenergy.com
[1] socialeurope.eu

Top Domains in Tweet in G4:
[5] twitter.com
[3] worldbank.org
[2] reliefweb.int
[2] imf.org
[2] covid19taskforce.com
[2] mesistem.com
[2] capitalmonitor.ai
[1] unep.org
[1] wto.org
[1] ipcc.ch

Top Domains in Tweet in G5:
[96] worldbank.org
[20] wrld.bg
[5] ifc.org
[5] weforum.org
[4] ac.uk
[3] twitter.com
[2] ow.ly
[1] covid19taskforce.com
[1] twinybots.ch
[1] unctad.org

Top Domains in Tweet in G6:
[15] worldbank.org
[1] ideas-global.org
[1] bit.ly
[1] twitter.com

Top Domains in Tweet in G7:
[10] worldbank.org
[8] co.uk
[2] twitter.com
[1] bit.ly
[1] thegef.org
[1] wrld.bg
[1] cgiar.org
[1] nature.com
[1] globalresiliencepartnership.org
[1] zoom.us

Top Domains in Tweet in G8:
[4] com.pk
[3] twitter.com
[1] afrik21.africa
[1] worldbank.org

Top Domains in Tweet in G9:
[3] qualtrics.com
[2] twitter.com
[2] imf.org
[2] linkedin.com
[1] wef.ch
[1] shorturl.at
[1] nikkei.com

Top Domains in Tweet in G10:
[49] worldbank.org
[7] twitter.com
[5] linkedin.com
[5] twinybots.ch
[1] khaleejtimes.com
[1] dlvr.it
[1] bibliotecapleyades.net
[1] youtube.com
[1] circleofblue.org
[1] com.bd

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[381] climatechange
[337] covid19
[130] water
[121] climate
[116] developmentpodcast
[84] sdg13
[80] ghg
[78] cybersecurity
[62] waterreuse
[57] sdgs



Top Hashtags in Tweet in G1:
[123] covid19
[47] climatechange
[21] cybersecurity
[17] developmentpodcast
[14] ndcs
[9] ghg
[8] uruguay
[8] climate
[7] forest
[7] ghana

Top Hashtags in Tweet in G2:
[117] climatechange
[88] water
[70] covid19
[58] developmentpodcast
[42] climate
[34] development
[28] waterreuse
[25] ebbflow
[19] biodiversity
[18] waterscarcity

Top Hashtags in Tweet in G3:
[101] climatechange
[65] sdg13
[37] ghgs
[30] ghg
[29] infographic
[28] climate
[26] netzero
[24] climatestories_wbg
[22] developmentpodcast
[16] covid19

Top Hashtags in Tweet in G4:
[23] covid19
[15] climatechange
[8] ddcc
[7] multilateralism
[7] berlin
[7] merkel
[5] water
[4] climateaction
[4] ndcs
[3] ghg

Top Hashtags in Tweet in G5:
[47] climatechange
[47] covid19
[32] cybersecurity
[26] tech
[21] tellmehow
[19] climate
[16] ghg
[16] developmentpodcast
[14] waterreuse
[14] kinshasa

Top Hashtags in Tweet in G6:
[49] sdgs
[13] eval
[10] climatechange
[6] covid19
[5] emissionreduction
[2] eval4action
[2] evaluations
[2] mobility
[2] transport
[2] tellmehow

Top Hashtags in Tweet in G7:
[15] foodsystems
[9] icardain2020
[8] climate
[8] climatechange
[7] onecgiar
[7] irrigation
[5] ghg
[4] biodiversity
[3] foodsytems
[3] sdgs

Top Hashtags in Tweet in G8:
[4] covid19
[4] climate
[4] pakistan
[3] who
[3] wto
[3] imf
[3] worldbank
[3] vaccination
[2] marseille
[1] portedaix

Top Hashtags in Tweet in G9:
[9] covid19
[4] fintech
[3] india
[3] economy
[3] global
[2] pic4keralitearrogance
[2] re
[2] wb
[2] growth
[2] gdpr

Top Hashtags in Tweet in G10:
[12] climatechange
[10] worldbank
[4] un
[3] imf
[2] technology
[2] infosec
[2] waterreuse
[2] worldwaterweek
[2] unesco
[2] agenda21

Top Words
Top Words in Tweet in Entire Graph:
[1613] worldbank
[1202] global
[800] climate
[572] water
[535] wbg_climate
[421] world
[398] change
[384] countries
[381] #climatechange
[340] more

Top Words in Tweet in G1:
[583] worldbank
[249] global
[141] climate
[123] #covid19
[121] latest
[116] data
[113] vaccines
[91] force
[90] task
[89] effective

Top Words in Tweet in G2:
[281] worldbank
[240] climate
[216] worldbankwater
[208] water
[166] global
[163] people
[117] #climatechange
[116] countries
[115] report
[100] access

Top Words in Tweet in G3:
[379] wbg_climate
[137] global
[133] effects
[131] climate
[127] worldbank
[101] #climatechange
[94] lower
[88] action
[79] water
[75] change

Top Words in Tweet in G4:
[245] worldbank
[167] wto
[147] imfnews
[111] heads
[107] vaccine
[104] inequity
[104] driving
[104] dangerous
[104] divergences
[104] imf

Top Words in Tweet in G5:
[210] global
[184] worldbank
[86] climate
[83] world
[71] group
[70] impact
[63] worldbankafrica
[62] young
[61] interested
[57] water

Top Words in Tweet in G6:
[50] 10
[49] #sdgs
[49] high
[48] 17
[48] considered
[48] impact
[48] energy
[48] mobility
[48] nexus
[48] opportunity

Top Words in Tweet in G7:
[48] worldbank
[36] food
[36] rural
[28] thegef
[27] global
[24] cities
[24] water
[23] resilient
[23] developing
[22] areas

Top Words in Tweet in G8:
[6] worldbank
[6] global
[4] unfccc
[4] #covid19
[4] together
[4] writer
[4] shafiqur
[4] rehman
[4] sheds
[4] light

Top Words in Tweet in G9:
[23] worldbank
[16] global
[15] wef
[9] climate
[9] #covid19
[8] imfnews
[7] water
[7] world
[6] wsj
[6] ani

Top Words in Tweet in G10:
[24] world
[23] global
[21] bank
[18] climate
[12] planet
[12] #climatechange
[10] #worldbank
[10] change
[8] group
[8] water

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[366] climate,change
[214] action,plan
[207] change,action
[206] latest,data
[192] world,bank
[163] #covid19,task
[163] task,force
[162] global,rollout
[160] effective,global
[159] force,compiling

Top Word Pairs in Tweet in G1:
[109] latest,data
[90] #covid19,task
[90] task,force
[88] effective,global
[86] global,rollout
[86] rollout,vaccines
[86] vaccines,#covid19
[86] force,compiling
[86] compiling,latest
[86] data,worldbank

Top Word Pairs in Tweet in G2:
[93] climate,change
[55] action,plan
[53] change,action
[44] billion,people
[40] learn,more
[40] latest,data
[37] worldbank,group
[37] climate,action
[35] group,climate
[33] 10,natural

Top Word Pairs in Tweet in G3:
[72] climate,change
[65] #sdg13,everyone
[65] everyone,experience
[65] experience,effects
[65] effects,#climatechange
[65] #climatechange,effects
[65] effects,felt
[65] felt,equally
[65] equally,lower
[65] lower,income

Top Word Pairs in Tweet in G4:
[142] worldbank,wto
[104] vaccine,inequity
[104] inequity,driving
[104] driving,dangerous
[104] dangerous,divergences
[104] divergences,heads
[104] heads,imf
[104] imf,worldbank
[102] imfnews,vaccine
[73] wto,today

Top Word Pairs in Tweet in G5:
[57] young,professionals
[55] world,bank
[53] interested,career
[53] career,global
[52] global,impact
[52] impact,apply
[46] climate,change
[46] bank,group
[40] group,young
[40] professionals,program

Top Word Pairs in Tweet in G6:
[48] 10,17
[48] 17,#sdgs
[48] #sdgs,considered
[48] considered,high
[48] high,impact
[48] impact,energy
[48] energy,mobility
[48] mobility,nexus
[48] nexus,opportunity
[35] opportunity,implement

Top Word Pairs in Tweet in G7:
[20] resilient,food
[19] creating,resilient
[19] food,secure
[19] secure,cities
[19] cities,means
[19] means,developing
[19] developing,maintaining
[19] maintaining,strong
[19] strong,relationship
[19] relationship,rural

Top Word Pairs in Tweet in G8:
[4] writer,shafiqur
[4] shafiqur,rehman
[4] rehman,sheds
[4] sheds,light
[4] light,changing
[4] changing,#climate
[4] #climate,conditions
[4] conditions,#pakistan
[4] #pakistan,read
[4] read,more

Top Word Pairs in Tweet in G9:
[6] wef,worldbank
[4] foxnews,wionews
[4] wionews,ani
[4] worldbank,rbi
[3] climate,finance
[3] climate,change
[3] worldbank,wef
[3] ani,ap
[3] ap,pmoindia
[3] pmoindia,wef

Top Word Pairs in Tweet in G10:
[19] world,bank
[10] climate,change
[7] bank,group
[6] feed,rapidly
[6] rapidly,warming
[6] warming,planet
[5] planet,#climatechange
[3] protected,areas
[3] linkages,healthy
[3] healthy,air

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@wbg_climate
@kgeorgieva
@jokowi
@wbg_environment
@un
@steve_hanke
@drtedros
@richardrossow
@aloksharma_rdg

Top Replied-To in G1:
@worldbank
@jokowi
@richardrossow
@sannyntayombya
@blogger
@khalidpayenda
@africainco
@officialtozzi
@matiak5
@zeeniashaukat

Top Replied-To in G2:
@worldbank
@wbg_environment
@davidmalpasswbg
@thegef
@worldresources
@ifc

Top Replied-To in G3:
@wbg_climate
@wbg_digitaldev
@wbg_environment
@eitfood

Top Replied-To in G4:
@kgeorgieva
@drtedros
@un
@worldbank
@nkaseje
@doctorsoumya
@potus
@johnaustin47
@arg_afg2
@drstephenchan

Top Replied-To in G5:
@worldbankindia
@worldbank
@nana_kweku_yesu

Top Replied-To in G6:
@chavivohra
@afrea_yee
@ashanonline

Top Replied-To in G7:
@write_frank
@fao
@cibqueiroz

Top Replied-To in G8:
@protectwild
@unfccc
@borisjohnson
@toucan76

Top Replied-To in G9:
@avigyansingh18
@markjcarney
@drizzy8761
@gobiernomx
@antonioguterres

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@worldbankwater
@who
@imfnews
@wto
@wbg_environment
@ifc_org
@worldbankafrica
@worldbankkenya

Top Mentioned in G1:
@worldbank
@wbg_climate
@nrdc
@georgetownsfs
@patlakath
@guberkleycenter
@pib_india
@tutwaconsulting
@imfnews
@wto

Top Mentioned in G2:
@worldbank
@worldbankwater
@wbg_climate
@wbg_environment
@davidmalpasswbg
@carolaschmidtz
@wbg_cities
@connect4climate
@worldbankdata
@thegwsp

Top Mentioned in G3:
@wbg_climate
@worldbank
@worldbankwater
@mari_pangestu
@ifc_org
@wbg_jobs
@davidmalpasswbg
@wbg_environment
@thegef
@thegwsp

Top Mentioned in G4:
@worldbank
@who
@imfnews
@wto
@g7
@oecd
@ilo
@anonylyzer13
@afdb_group
@germanyun

Top Mentioned in G5:
@worldbank
@worldbankafrica
@ifc_org
@wbg_climate
@roumeenislam
@wbg_energy
@wbg_gov
@diop_ifc
@ifcafrica
@charleskolstad

Top Mentioned in G6:
@sdg2030
@eval_youth
@worldbank_ieg
@gei_globaleval
@unfpa_eval
@wbg_transport
@msegone
@worldbank
@ashanonline
@seforallorg

Top Mentioned in G7:
@worldbank
@thegef
@cgiar
@fao
@ilri
@cipotato
@icarda
@ifpri
@livestock_cgiar
@ifad

Top Mentioned in G8:
@worldbank
@s
@unfccc
@southasiamag
@emmanuelmacron
@thegcf
@unep
@justintrudeau
@healthlawadamh
@potus

Top Mentioned in G9:
@worldbank
@wef
@imfnews
@ani
@cambridgealtfin
@pmoindia
@wsj
@wbg_climate
@worldbankwater
@un

Top Mentioned in G10:
@math_maticz
@codealtos

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@chidambara09
@n_carvalheira
@geoffrey_payne
@insdatainter
@meruemgi
@john1966olsen
@lehimesa
@dancas2
@nilimajumder

Top Tweeters in G1:
@cybersec_feeds
@ken_crichlow
@lorettabower3
@humbertozamorar
@happanarinder
@jolievie123
@susanamnk
@dannyfurlongdj
@muharusta
@arthur59611540

Top Tweeters in G2:
@john1966olsen
@viralvideovlogs
@jfsebastian146
@net2ayurveda
@nomoreslaves
@raulpacheco
@andytoronto
@vetrepreneurone
@syawal
@imagine_garden

Top Tweeters in G3:
@geoffrey_payne
@protestmusica
@jot_au
@simplemacsmith
@dudeneyn
@lillylyle
@saleemulhuq
@ohemaadufiegh
@sullivanmonty
@biobaby19

Top Tweeters in G4:
@insdatainter
@meruemgi
@guardian
@wwf
@peta
@ve10ve
@aibexint
@time
@cnn
@bbcworld

Top Tweeters in G5:
@chidambara09
@dev_discourse
@al_maldives
@sustaintrends
@africaupdates
@olumideidowu
@gadiooumoul
@botcybersec
@alisonborealis
@nanaware1

Top Tweeters in G6:
@rachelintheoc
@carolndosi
@pattyarquette
@psb_dc
@sdg2030
@unhabitatyouth
@pamelafalk
@kapoors_s
@jaykashed
@adamrogers2030

Top Tweeters in G7:
@telegraph
@dwnews
@benjamindstone
@solhog
@shaqibshahril
@agrobiodiverse
@zephyr9673
@donwurkin
@vijaysrao
@auc31

Top Tweeters in G8:
@hrw
@democracynow
@qataharraymond
@climatereality
@helenclarknz
@larrymadowo
@mfa_russia
@observerug
@unbiodiversity
@sadiqkhan

Top Tweeters in G9:
@ndtv
@reuters
@aajtak
@ani
@nytimes
@ana_captures
@foxnews
@nypost
@washingtonpost
@rt_com

Top Tweeters in G10:
@gadflyquebec
@peru_noticias
@saeedbaygi
@peter_italy
@paulefambejr
@esasahara
@504_dr
@cleanacresctc
@galeshka
@corizance


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