Worldbank (environment OR climate OR warming OR ecological OR planet OR global), Twitter, 12/12/2022 10:15:59 PM, 286144


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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2022-12-12_10-30-01.
Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2022-12-12_10-30-01.
From:
NodeXLExcelAutomator
Uploaded on:
December 12, 2022
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3j03ip1
@worldbank
@theicir
@wbg_climate
@worldbankindia
@worldbankwater
@ccme_com
@lepariyo
@worldbankkenya
@davidmalpasswbg
@martinraiser

Top hashtags:
#cop27

Description:
Description
The graph represents a network of 4,346 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, 12 December 2022 at 18:37 UTC.

The requested start date was Monday, 12 December 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, 23-hour, 30-minute period from Monday, 28 November 2022 at 01:30 UTC to Monday, 12 December 2022 at 01:00 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 : 4346
Unique Edges : 4351
Edges With Duplicates : 13132
Total Edges : 17483
Number of Edge Types : 5
Retweet : 4858
MentionsInRetweet : 8859
Mentions : 2949
Replies to : 209
Tweet : 608
Self-Loops : 638
Reciprocated Vertex Pair Ratio : 0.0109917253303693
Reciprocated Edge Ratio : 0.0217444417297826
Connected Components : 234
Single-Vertex Connected Components : 142
Maximum Vertices in a Connected Component : 3799
Maximum Edges in a Connected Component : 16732
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.989905
Graph Density : 0.000433503130002748
Modularity : 0.360365
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,346 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, 12 December 2022 at 18:37 UTC.

The requested start date was Monday, 12 December 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, 23-hour, 30-minute period from Monday, 28 November 2022 at 01:30 UTC to Monday, 12 December 2022 at 01:00 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:
[47] https://jp.reuters.com/article/global-emerging-debt-worldbank-idJPKBN2SQ21L
[27] https://www.worldbank.org/en/news/podcast/2022/12/01/global-poverty-reduction-shared-prosperity-report-development-podcast?cid=ECR_TT_worldbank_EN_EXT
[23] https://www.theguardian.com/global-development/2022/apr/06/tigray-has-been-the-scene-of-ethnic-cleansing-say-human-rights-groups
[20] https://blogs.worldbank.org/climatechange/green-jobs-women-can-combat-climate-crisis-and-boost-equality?cid=ccg_tt_climatechange_en_ext
[18] https://orfonline.org/expert-speaks/g20-needs-to-push-rankings-reforms-at-the-world-bank
[18] https://jp.reuters.com/article/global-emerging-debt-worldbank-idJPKBN2SQ21L?taid=638ff3a73cb3cc00014c09d4&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[15] https://jp.reuters.com/article/global-emerging-debt-worldbank-idJPKBN2SQ21L?taid=638fd568c7dd5a00011039b9&utm_campaign=trueAnthem:+New+Content+(Feed)&utm_medium=trueAnthem&utm_source=twitter
[15] https://datainnovation.org/2022/12/how-does-the-data-divide-impact-global-policy-challenges/
[11] https://www.gafs.info/?CID=AGR_TT_AGRICULTURE_EN_EXT
[11] https://www.worldbank.org/en/news/feature/2022/11/03/10-things-you-should-know-about-the-world-bank-group-s-first-batch-of-country-climate-and-development-reports?cid=ccg_tt_climatechange_en_ext

Top URLs in Tweet in G1:
[14] https://www.worldbank.org/en/news/podcast/2022/12/01/global-poverty-reduction-shared-prosperity-report-development-podcast?cid=ECR_TT_worldbank_EN_EXT
[8] https://live.worldbank.org/events/official-launch-pandemic-fund-g20?cid=ECR_TT_worldbank_EN_EXT
[6] https://www.gafs.info/?CID=AGR_TT_AGRICULTURE_EN_EXT
[6] https://orfonline.org/expert-speaks/g20-needs-to-push-rankings-reforms-at-the-world-bank
[5] https://www.knomad.org/publication/migration-and-development-brief-37
[5] https://www.worldbank.org/en/news/speech/2022/11/09/remarks-by-world-bank-group-president-david-malpass-at-the-cop27-climate-finance-event?cid=ECR_TT_worldbank_EN_EXT
[4] https://www.worldbank.org/en/news/feature/2022/11/03/10-things-you-should-know-about-the-world-bank-group-s-first-batch-of-country-climate-and-development-reports?cid=ECR_TT_worldbank_EN_EXT
[4] https://www.bancomundial.org/es/news/press-release/2022/10/05/global-progress-in-reducing-extreme-poverty-grinds-to-a-halt
[4] https://www.worldbank.org/en/topic/extractiveindustries/publication/global-perspective-on-coal-jobs-and-managing-labor-transition-out-of-coal?cid=SHR_SitesShareTT_EN_EXT
[4] https://www.worldbank.org/en/news/press-release/2022/12/05/india-better-positioned-to-navigate-global-headwinds-than-other-major-emerging-economies-new-world-bank-report?cid=SHR_SitesShareTT_EN_EXT

Top URLs in Tweet in G2:
[12] https://blogs.worldbank.org/climatechange/green-jobs-women-can-combat-climate-crisis-and-boost-equality?cid=ccg_tt_climatechange_en_ext
[10] https://www.worldbank.org/en/news/feature/2022/11/03/10-things-you-should-know-about-the-world-bank-group-s-first-batch-of-country-climate-and-development-reports?cid=ccg_tt_climatechange_en_ext
[6] https://www.worldbank.org/en/news/feature/2022/11/11/half-a-world-apart-vietnam-and-the-sahel-face-climate-fueled-food-challenges?cid=ccg_tt_climatechange_en_ext
[6] https://www.worldbank.org/en/news/feature/2022/11/07/from-cop26-to-cop27-what-has-the-world-bank-group-done?cid=ccg_tt_climatechange_en_ext
[5] https://openknowledge.worldbank.org/handle/10986/38295?cid=ccg_tt_climatechange_en_ext
[4] https://www.worldbank.org/en/news/podcast/2022/12/01/global-poverty-reduction-shared-prosperity-report-development-podcast?cid=ECR_TT_worldbank_EN_EXT
[4] https://live.worldbank.org/events/cop27-thriving-making-cities-green-resilient-and-inclusive-changing-climate?cid=ccg_tt_climatechange_en_ext
[3] https://www.worldbank.org/en/country/egypt/brief/egypt-ccdr-lays-out-priority-climate-actions-and-investment-opportunities?cid=ccg_tt_climatechange_en_ext
[3] https://live.worldbank.org/events/cop27-diagnostic-insights-country-climate-development-reports?cid=ccg_tt_climatechange_en_ext
[3] https://www.worldbank.org/en/news/immersive-story/2022/11/04/acting-now-for-a-safer-future?cid=ccg_tt_climatechange_en_ext

Top URLs in Tweet in G3:
[5] http://wrld.bg/oCqa50LBHFO
[5] https://en.wikipedia.org/wiki/The_First_Global_Revolution
[4] https://blogs.worldbank.org/health/global-goal-end-hivaids-track-heres-how-we-can-catch?cid=hnp_tt_health_en_ext
[4] https://www.westonaprice.org/health-topics/farm-ranch/time-for-a-one-eighty-on-cows-and-climate/
[2] https://www.worldbank.org/en/events/2022/12/08/hfpa-worldbank-global-forum?cid=afw_tt_wbafrica_en_ext
[2] https://www.weforum.org/agenda/2022/12/nature-investment-and-other-climate-change-stories-you-need-to-read-this-week-5-december/
[2] https://www.worldbank.org/en/news/immersive-story/2022/11/07/adapting-to-climate-change-in-east-asia-pacific
[2] https://blogs.worldbank.org/health/change-cannot-wait-need-make-health-systems-more-resilient?cid=hnp_tt_health_en_ext
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=dfa7f5a7-7172-11ed-8bf8-68444a4e646e&url=L25ld3MvdmlkZW9zLzIwMjItMTEtMzAvY2hpbmEtc2hvdWxkLWNoYW5nZS1pdHMtY292aWQtemVyby1wb2xpY3ktbWFscGFzcy12aWRlbw==
[1] https://twitter.com/arappeport/status/1599024537793855489

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=jet8bwoyng8&feature=youtu.be

[1] https://blogs.worldbank.org/climatechange/flood-risk-already-affects-181-billion-people-climate-change-and-unplanned?cid=ECR_TT_worldbank_EN_EXT
[1] https://twitter.com/WorldBankWater/status/1598333660121513987
[1] https://fuelcellsworks.com/news/world-bank-and-global-shipping-amongst-those-making-hydrogen-big-winner-from-cop27/

Top URLs in Tweet in G6:
[5] https://www.gafs.info/?CID=AGR_TT_AGRICULTURE_EN_EXT
[5] https://blogs.worldbank.org/climatechange/flood-risk-already-affects-181-billion-people-climate-change-and-unplanned?cid=SURR_TT_WBGCities_EN_EXT
[4] https://www.worldbank.org/en/news/opinion/2022/11/16/cops-offer-middle-east-north-africa-a-climate-leadership-role?cid=mena_tt_mena_en_ext
[4] https://blogs.worldbank.org/water/staying-ahead-wave-how-water-utilities-are-becoming-climate-ready?CID=WAT_TT_Water_EN_EXT
[3] http://wrld.bg/Kbne50LBwpE
[3] https://live.worldbank.org/events/cop27-thriving-making-cities-green-resilient-and-inclusive-changing-climate?cid=SURR_TT_WBGCities_EN_EXT
[2] https://blogs.worldbank.org/ar/arabvoices/mena-moving-towards-human-centered-climate-action?cid=mena_tt_mena_ar_ext
[2] http://wrld.bg/oCqa50LBHFO
[2] https://blogs.worldbank.org/endpovertyinsouthasia/cross-border-action-climate-disasters-urgent-south-asia
[2] https://blogs.worldbank.org/latinamerica/latin-american-climate-crisis-also-water-crisis-how-do-we-move-forward

Top URLs in Tweet in G7:
[7] https://www.globalpolicyjournal.com/journal-issue/vol-13-issue-5-november-2022
[5] https://jp.reuters.com/article/global-emerging-debt-worldbank-idJPKBN2SQ21L
[3] https://www.worldbank.org/en/news/press-release/2022/09/15/risk-of-global-recession-in-2023-rises-amid-simultaneous-rate-hikes
[3] https://climateknowledgeportal.worldbank.org/country/malaysia/climate-data-historical
[3] https://bit.ly/3VtgaCy
[2] https://www.worldbank.org/en/news/press-release/2022/11/03/climate-action-can-help-kazakhstan-diversify-its-economy-away-from-oil-and-create-new-drivers-of-growth-world-bank
[2] https://www.worldbank.org/en/news/immersive-story/2022/10/17/putting-africans-at-the-heart-of-food-security-and-climate-resilience
[2] https://blogs.worldbank.org/eastasiapacific/how-vietnams-mekong-delta-adapting-changing-climate
[2] https://twitter.com/WorldBank/status/1593288656164425728
[2] https://openknowledge.worldbank.org/handle/10986/38181

Top URLs in Tweet in G8:
[15] https://datainnovation.org/2022/12/how-does-the-data-divide-impact-global-policy-challenges/
[2] https://www.un.org/peacebuilding/policy-issues-and-partnerships/partnerships/un-worldbank-partnership
[2] https://pennybutler.com/wef-un-team-up-2019/
[2] https://wattsupwiththat.com/2022/10/01/un-official-at-wef-we-own-the-science-we-think-that-the-world-should-know-it-so-we-partnered-with-google-to-ensure-only-un-climate-results-appear%ef%bf%bc/
[1] https://data.worldbank.org/indicator/SP.DYN.CDRT.IN?start=2000
[1] https://peoplesworldwar.com/secret-agenda-of-the-world-bank-and-imf-with-wef/
[1] https://www.instituteforgovernment.org.uk/sites/default/files/publications/MINDSPACE.pdf
[1] https://committees.parliament.uk/publications/30146/documents/174873/default/
[1] https://www.weforum.org/press/2019/06/world-economic-forum-and-un-sign-strategic-partnership-framework/
[1] https://www.psychologicalharassment.org/news/movie-scenes/1830-black-adam-2022-psychological-manipulation-censored

Top URLs in Tweet in G9:
[1] https://www.routledge.com/The-United-Nations-Madrid-International-Plan-of-Action-on-Ageing-Global/Formosa-Shankardass/p/book/9781032292632
[1] https://twitter.com/BillyM2k/status/1601265060416192513
[1] https://www.globalgovernmentfintech.com/regulators-in-developing-world-lead-way-in-fintech-prioritisation-global-survey/
[1] https://www.jbs.cam.ac.uk/wp-content/uploads/2022/11/2022-ccaf-third-global-fintech-regulator-survey.pdf
[1] https://twitter.com/EcocideLaw/status/1600037585056931842
[1] https://spotonhealthcare.blogspot.com/2022/12/tuberculosis.html?m=1
[1] https://pro.drc.ngo/what-we-do/innovation-and-climate-action/predictive-analysis/
[1] https://www.jbs.cam.ac.uk/faculty-research/centres/alternative-finance/publications/3rd-global-fintech-regulator-survey/
[1] https://tweetedtimes.com/v/3266
[1] https://twitter.com/WorldBank/status/1588380520680808448

Top URLs in Tweet in G10:
[8] https://www.worldbank.org/en/events/2022/12/08/hfpa-worldbank-global-forum
[8] https://www.worldbank.org/en/news/podcast/2022/12/01/global-poverty-reduction-shared-prosperity-report-development-podcast?cid=ECR_TT_worldbank_EN_EXT
[6] https://blogs.worldbank.org/developmenttalk/end-extreme-poverty-getting-back-pre-covid-19-reduction-rates-not-enough?cid=pov_tt_poverty_en_ext
[5] https://blogs.worldbank.org/developmenttalk/what-does-new-global-data-labor-market-policies-tell-us
[5] https://www.worldbank.org/en/events/2022/12/06/local-and-global-economic-impacts-of-the-war-in-ukraine
[4] http://worldbank.org/global-data-facility
[3] https://blogs.worldbank.org/climatechange/tackle-climate-change-take-corruption
[3] https://blogs.worldbank.org/opendata/estimates-global-poverty-wwii-fall-berlin-wall?cid=pov_tt_poverty_en_ext
[3] https://blogs.worldbank.org/climatechange/green-jobs-women-can-combat-climate-crisis-and-boost-equality
[2] https://blogs.worldbank.org/opendata/estimates-global-poverty-wwii-fall-berlin-wall

Top Domains
Top Domains in Tweet in Entire Graph:
[795] worldbank.org
[84] reuters.com
[80] wrld.bg
[75] twitter.com
[23] theguardian.com
[19] orfonline.org
[16] bit.ly
[15] youtube.com
[15] gafs.info
[15] datainnovation.org

Top Domains in Tweet in G1:
[167] worldbank.org
[14] twitter.com
[8] wrld.bg
[6] gafs.info
[6] orfonline.org
[5] knomad.org
[5] bancomundial.org
[4] tbsnews.net
[4] thehindu.com
[3] greencentralbanking.com

Top Domains in Tweet in G2:
[228] worldbank.org
[31] wrld.bg
[5] twitter.com
[2] youtu.be
[2] youtube.com
[2] ceps.eu
[2] ifc.org
[2] esgnews.com
[1] project-syndicate.org
[1] climateactiondata.org

Top Domains in Tweet in G3:
[53] worldbank.org
[9] twitter.com
[7] wrld.bg
[5] westonaprice.org
[5] wikipedia.org
[2] bloomberg.com
[2] zoom.us
[2] reuters.com
[2] weforum.org
[2] nasa.gov

Top Domains in Tweet in G5:
[1] youtube.com
[1] worldbank.org
[1] twitter.com
[1] fuelcellsworks.com

Top Domains in Tweet in G6:
[86] worldbank.org
[21] wrld.bg
[7] gafs.info
[4] cgiar.org
[1] forms.gle
[1] facebook.com

Top Domains in Tweet in G7:
[60] worldbank.org
[20] twitter.com
[7] globalpolicyjournal.com
[5] reuters.com
[3] linkedin.com
[3] bit.ly
[2] thedailystar.net
[2] asianatimes.com
[1] moderndiplomacy.eu
[1] businessworld.in

Top Domains in Tweet in G8:
[15] datainnovation.org
[3] worldbank.org
[2] un.org
[2] pennybutler.com
[2] wattsupwiththat.com
[2] youtube.com
[2] twitter.com
[1] peoplesworldwar.com
[1] org.uk
[1] parliament.uk

Top Domains in Tweet in G9:
[4] twitter.com
[2] ac.uk
[1] routledge.com
[1] globalgovernmentfintech.com
[1] blogspot.com
[1] drc.ngo
[1] tweetedtimes.com

Top Domains in Tweet in G10:
[77] worldbank.org
[10] wrld.bg
[2] twitter.com
[1] youtube.com
[1] knomad.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[259] cop27
[218] climateanddevelopment
[217] worldbank
[160] climatechange
[156] climateactionwbg
[140] developmentpodcast
[117] foodsecurity
[108] india
[104] climate
[77] cop15



Top Hashtags in Tweet in G1:
[54] foodsecurity
[50] developmentpodcast
[50] india
[44] gdp
[41] climateanddevelopment
[39] climatechange
[33] worldbank
[29] cop27
[25] climate
[20] didyouknow

Top Hashtags in Tweet in G2:
[110] climateactionwbg
[76] cop27
[76] climateanddevelopment
[33] cop15
[31] climatechange
[23] biodiversity
[17] zambia
[16] dyk
[15] fornature
[14] egypt

Top Hashtags in Tweet in G3:
[105] cop27
[83] climateanddevelopment
[60] developmentpodcast
[35] climate
[34] foodsecurity
[33] egypt
[27] pakistan
[21] intldebtreport
[20] southafrica
[20] climatechange

Top Hashtags in Tweet in G4:
[3] nigeriadecides2023
[2] ngfactcheckers
[2] factcheckhub
[2] factcheck

Top Hashtags in Tweet in G5:
[6] sdc2022
[4] sdgs
[4] gdp
[2] debunking
[2] globalshipping
[2] hydrogen
[1] sswa
[1] sdgf
[1] cleanhydrogen
[1] decarbonisation

Top Hashtags in Tweet in G6:
[32] climatechange
[23] water
[17] cop27
[15] foodsecurity
[14] climateactionwbg
[13] climateanddevelopment
[10] utilities
[9] latam
[9] bangladesh
[9] sahel

Top Hashtags in Tweet in G7:
[68] worldbank
[15] india
[14] climate
[13] g20
[12] ukraine
[11] climatechange
[8] cop27
[8] green
[7] china
[7] pandemics

Top Hashtags in Tweet in G8:
[23] datadivide
[15] global
[15] policy
[8] cop15
[7] worldcupqatar2022
[3] dyk
[3] bansingleuse
[1] cities
[1] fifaworldcupqatar2022
[1] 12/6/2022 12:00:00 AM

Top Hashtags in Tweet in G9:
[15] injustice_anywhere
[15] no_justice_everywhere
[15] depression360
[4] displacement
[3] fintech
[3] megatrends
[2] climate
[1] vaccine
[1] bali
[1] indonesia

Top Hashtags in Tweet in G10:
[16] developmentpodcast
[15] edutainment
[10] covid19
[9] 16days
[8] data
[8] publicprocurement
[7] pspr
[7] dyk
[7] poverty
[5] globalpoverty

Top Words
Top Words in Tweet in Entire Graph:
[3661] worldbank
[1933] climate
[1927] global
[829] countries
[657] wbg_climate
[570] change
[556] more
[534] poverty
[532] development
[531] world

Top Words in Tweet in G1:
[1310] worldbank
[714] global
[430] climate
[288] countries
[288] latest
[248] resilience
[227] worldbankindia
[216] despite
[201] world
[193] gdp

Top Words in Tweet in G2:
[383] wbg_climate
[379] worldbank
[378] climate
[141] countries
[124] more
[116] change
[110] #climateactionwbg
[110] imfnews
[97] global
[94] wbg_education

Top Words in Tweet in G3:
[1235] worldbank
[572] climate
[357] global
[257] davidmalpasswbg
[210] countries
[197] wbg_climate
[166] poverty
[150] change
[144] food
[137] more

Top Words in Tweet in G4:
[221] average
[221] years
[207] 55
[207] expectancy
[207] life
[206] peterobi
[195] claimed
[195] claim
[195] candidate
[195] presidential

Top Words in Tweet in G5:
[118] worldbank
[110] climate
[90] sherryrehman
[86] development
[85] forward
[84] south
[84] issues
[84] unpack
[84] team
[84] taking

Top Words in Tweet in G6:
[138] worldbank
[98] worldbankwater
[94] global
[83] climate
[60] water
[60] food
[56] more
[52] poverty
[50] ø
[50] countries

Top Words in Tweet in G7:
[68] #worldbank
[48] global
[42] climate
[31] world
[26] bank
[21] change
[18] india
[18] growth
[16] more
[15] æ

Top Words in Tweet in G8:
[49] worldbank
[42] un_women
[26] gretathunberg
[24] elonmusk
[24] g1lliandiebold
[23] challenges
[23] #datadivide
[22] adriangrenier
[22] imfnews
[22] ap

Top Words in Tweet in G9:
[34] worldbank
[16] order
[15] #depression360
[15] direction
[15] less
[15] #injustice_anywhere
[15] #no_justice_everywhere
[15] global
[14] #afgha
[14] fcdogovuk

Top Words in Tweet in G10:
[117] global
[89] poverty
[48] worldbank
[43] extreme
[34] wbg_poverty
[31] more
[27] latest
[26] reduction
[25] world
[24] countries

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[524] climate,change
[340] world,bank
[301] worldbank,latest
[263] climate,action
[256] extreme,poverty
[236] income,countries
[207] 55,years
[207] average,life
[207] life,expectancy
[207] expectancy,55

Top Word Pairs in Tweet in G1:
[219] worldbank,latest
[171] india's,gdp
[170] external,environment
[170] world,bank
[168] resilience,despite
[168] demonstrated,resilience
[168] despite,challenging
[168] challenging,external
[166] economy,demonstrated
[154] environment,worldbank

Top Word Pairs in Tweet in G2:
[109] wbg_climate,worldbank
[102] climate,change
[87] wbg_education,worldbanksasia
[87] worldbank,wbg_education
[87] adb_hq,wbg_climate
[82] climate,action
[80] worldbanksasia,ifc_org
[80] ifc_org,wbg_digitaldev
[61] cc,imfnews
[51] learn,more

Top Word Pairs in Tweet in G3:
[141] climate,change
[104] extreme,poverty
[100] climate,action
[90] launched,g20org
[87] ground,halt
[87] poverty,ground
[87] progress,reducing
[84] worldbank,global
[81] worldbank,pandemic_fund
[81] secyellen,drtedros

Top Word Pairs in Tweet in G4:
[207] 55,years
[207] life,expectancy
[207] expectancy,55
[207] average,life
[195] presidential,candidate
[195] peterobi,claimed
[195] candidate,peterobi
[194] years,global
[192] nglabourâ,presidential
[192] claimed,nigeriaâ

Top Word Pairs in Tweet in G5:
[86] climate,development
[84] asia,looking
[84] development,issues
[84] forward,taking
[84] taking,urgent
[84] worldbank,team
[84] issues,worldbank
[84] team,south
[84] south,asia
[84] looking,forward

Top Word Pairs in Tweet in G6:
[30] climate,change
[27] global,food
[21] ø,ø
[19] human,health
[19] live,poverty
[19] 10,people
[19] risk,globally
[19] globally,live
[19] poverty,check
[19] exposed,flood

Top Word Pairs in Tweet in G7:
[25] world,bank
[19] climate,change
[7] global,policy
[7] #macron,#nato
[7] #ukraine,#pandemics
[7] #nato,#justintrudeau
[7] policy,#ukraine
[7] 2022,issue
[7] #worldbank,#xijinping
[7] #nuclear,#green

Top Word Pairs in Tweet in G8:
[22] elonmusk,un4youth
[22] nbcsnl,elonmusk
[22] un_women,gretathunberg
[22] aidanrgallagher,adriangrenier
[22] adriangrenier,ipcc_ch
[22] imfnews,worldbank
[22] gretathunberg,aidanrgallagher
[22] un4youth,un_women
[22] ap,nbcsnl
[22] ipcc_ch,imfnews

Top Word Pairs in Tweet in G9:
[15] #no_justice_everywhere,#depression360
[15] less,#injustice_anywhere
[15] #injustice_anywhere,#no_justice_everywhere
[15] direction,less
[15] order,direction
[14] agha_m_saleh,order
[14] #depression360,#afgha
[12] very,insightful
[12] arthurerken,worldbank
[12] worldbank,imfnews

Top Word Pairs in Tweet in G10:
[42] extreme,poverty
[27] global,poverty
[25] poverty,reduction
[18] poverty,ground
[18] reducing,extreme
[18] progress,reducing
[18] ground,halt
[18] global,progress
[17] global,data
[15] latest,#developmentpodcast

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@wbg_climate
@ap
@evanskanyike
@sherryrehman
@davidmalpasswbg
@axelvt_wb
@theeconomist
@moodewji
@hrw

Top Replied-To in G1:
@worldbank
@moodewji
@yaldafrica
@wbg_climate
@envmohamed
@ani
@nachorgz
@kfajayi
@p_confavreux
@asukiletony

Top Replied-To in G2:
@wbg_climate
@worldbank
@imfnews
@wbg_environment
@liambyrnemp
@axelvt_wb
@worldbankindia
@suharso_m
@ebrd

Top Replied-To in G3:
@worldbank
@davidmalpasswbg
@axelvt_wb
@wapflondon
@reutersevents
@teklehaymanotg

Top Replied-To in G5:
@sherryrehman
@imf_pakistan
@wbg_climate

Top Replied-To in G6:
@cgiar
@wbg_agriculture

Top Replied-To in G8:
@ap
@g1lliandiebold
@tritonthebadman
@777rnr777
@otooley
@wbg_climate
@neeraj10z
@sascampaigns
@drumjamie
@jordanbpeterson

Top Replied-To in G9:
@antonioguterres
@whowpro
@potus
@campusmetoo
@worldbank
@unsierraleone

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@davidmalpasswbg
@worldbankindia
@imfnews
@peterobi
@theicir
@worldbankwater
@piyushgoyal

Top Mentioned in G1:
@worldbank
@worldbankindia
@piyushgoyal
@kanchangupta
@swarajyamag
@davidmalpasswbg
@the_hindu
@orfmumbai
@wbg_climate

Top Mentioned in G2:
@wbg_climate
@worldbank
@imfnews
@worldbanksasia
@wbg_education
@adb_hq
@wbg_digitaldev
@ifc_org
@wb_asiapacific
@wbmaldives

Top Mentioned in G3:
@worldbank
@davidmalpasswbg
@wbg_climate
@pandemic_fund
@g20org
@secyellen
@jokowi
@drtedros
@axelvt_wb
@inesyabar

Top Mentioned in G4:
@peterobi
@theicir
@thefactcheckhub
@dubawang
@nglabour
@worldbank
@worldb

Top Mentioned in G5:
@worldbank
@sherryrehman
@sdpipakistan
@samitafaiq
@adbclimate
@hirahmunir
@pakistanadb
@samrahassan03
@shanza_khan01
@imf_pakistan

Top Mentioned in G6:
@worldbank
@worldbankwater
@wbg_cities
@wbg_climate
@wbg_agriculture
@cgiarafrica
@bm_afrique
@thegwsp
@g7
@wbg_transport

Top Mentioned in G7:
@36_global
@exergiegroup

Top Mentioned in G8:
@worldbank
@un_women
@gretathunberg
@elonmusk
@nbcsnl
@un4youth
@aidanrgallagher
@adriangrenier
@ipcc_ch
@imfnews

Top Mentioned in G9:
@un
@worldbank
@agha_m_saleh
@fcdogovuk
@imfnews
@arthurerken
@unfpatchad
@ahonsib
@actionaid_kenya
@gp_kenya

Top Mentioned in G10:
@worldbank
@wbg_poverty
@wb_research
@worldbankdata
@wbg_gov
@wbg_gender
@ruthvargashill
@ti_health
@goldenglobes

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@chidambara09
@56perumal
@moin5re
@dhruvbhim
@lizditz
@baarahk
@mithu796311
@john1966olsen
@indiatoday

Top Tweeters in G1:
@filafresh
@56perumal
@dhruvbhim
@mithu796311
@_dharam_vir
@avonan
@tzdiscovery
@akshaychandorka
@africaupdates
@suestroud

Top Tweeters in G2:
@baarahk
@sherbah46958042
@net2ayurveda
@al_maldives
@dawnroseturner
@dudeneyn
@nahidalaei
@jupiterxc
@wj3kdz8txpfykrc
@syawal

Top Tweeters in G3:
@lizditz
@s_total_s2
@masterprogram1
@o0onaa
@olumideidowu
@ohemaadufiegh
@zimrirosas
@unsnuk
@bonuscr
@sakak

Top Tweeters in G4:
@idomagirl
@nattie_best
@tripdarlyn
@akosdahthird
@manlikeohi
@walejobbs
@normofe
@kayodefoloruns3
@ayemojubar
@d_gogo_lyn

Top Tweeters in G5:
@bashirnichari1
@shmags_zeus
@fidashaikhppp
@ahsanjoj
@ghanshamdasrat4
@mushtaq19196681
@nasirabbasipppp
@znanjiani
@usmantharippp
@shahabppp

Top Tweeters in G6:
@woye1
@kirrinabarry
@paveldiallo
@myitmedia
@basssonia
@agentsmith247
@vishalgreat
@globalphobserv
@equityhealthdev
@ghia1212

Top Tweeters in G7:
@marketsday
@kitokunohito
@missfara
@scroll_in
@poe_salamander
@thatstamil
@thehansindiaweb
@indiacom
@myerlifo
@dailystarnews

Top Tweeters in G8:
@cnn
@bbcworld
@ap
@rhosking252
@gma
@cnni
@globalnews
@cbcnews
@turgut_guliyev
@geraldkutney

Top Tweeters in G9:
@cecalli_helper
@zidiipti
@korieunfpa
@dasfintechbot
@abukaalfred
@trendsfm
@juliebabyar
@un
@h29771179
@kemenkesri

Top Tweeters in G10:
@chidambara09
@lalojimjuarez
@sensimilliea
@soncabral
@rifan155
@bertojongman100
@carminaovargas
@svitalem
@faligbadamassi
@deliaferreira


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