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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2022-05-09_10-30-01. (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 09, 2022
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3P604vZ
@worldbank
@wbg_climate
@ccme_com
@worldbankwater
@voxeu
@econotw
@rashada334
@worldbankafrica
@implement21
@fightfoodcrises

Top hashtags:
#climatechange

Description:
Description
The graph represents a network of 3,269 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, 09 May 2022 at 17:33 UTC.

The requested start date was Monday, 09 May 2022 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, 23-hour, 50-minute period from Monday, 25 April 2022 at 00:10 UTC to Monday, 09 May 2022 at 00:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 3269
Unique Edges : 3148
Edges With Duplicates : 7585
Total Edges : 10733
Number of Edge Types : 5
Retweet : 2803
MentionsInRetweet : 4644
Tweet : 409
Mentions : 2626
Replies to : 251
Self-Loops : 445
Reciprocated Vertex Pair Ratio : 0.0233100233100233
Reciprocated Edge Ratio : 0.0455580865603645
Connected Components : 188
Single-Vertex Connected Components : 81
Maximum Vertices in a Connected Component : 2829
Maximum Edges in a Connected Component : 10188
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.226626
Graph Density : 0.000534208635477444
Modularity : 0.409369
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 3,269 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, 09 May 2022 at 17:33 UTC.

The requested start date was Monday, 09 May 2022 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, 23-hour, 50-minute period from Monday, 25 April 2022 at 00:10 UTC to Monday, 09 May 2022 at 00:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : Worldbank (environment OR climate OR warming OR ecological OR planet OR global)
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[35] https://blogs.worldbank.org/voices/return-global-inflation
[20] https://www.worldbank.org/en/topic/extractiveindustries/publication/2022-global-gas-flaring-tracker-report
[18] https://live.worldbank.org/sm22/climate?cid=ECR_TT_worldbank_EN_EXT
[11] https://blogs.worldbank.org/voices/what-do-we-need-learn-effectively-scale-government-led-economic-inclusion-programs
[11] https://www.ilo.org/global/research/global-reports/weso/trends2022/lang--es/index.htm
[10] https://www.worldbank.org/404_response.htm
[10] https://blogs.worldbank.org/voices/adjustment-global-poverty-lines
[10] https://blogs.worldbank.org/health/ticking-clock-are-our-health-systems-prepared-address-impacts-climate-change
[10] https://www.worldbank.org/en/news/feature/2022/03/28/in-nepal-2-major-climate-disasters-in-a-single-year-highlight-the-need-to-build-resilience
[9] https://live.worldbank.org/sm22/investinpeople?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G1:
[9] https://live.worldbank.org/sm22/climate?cid=ECR_TT_worldbank_EN_EXT
[5] https://live.worldbank.org/joinus?cid=ECR_TT_worldbank_EN_EXT
[4] https://live.worldbank.org/sm22/investinpeople?cid=ECR_TT_worldbank_EN_EXT
[4] https://www.worldbank.org/en/topic/development/publication/world-bank-regional-economic-updates?cid=ECR_TT_worldbank_EN_EXT
[4] https://www.worldbank.org/en/topic/extractiveindustries/publication/2022-global-gas-flaring-tracker-report?cid=ECR_TT_worldbank_EN_EXT
[4] https://live.worldbank.org/sm22/climate?cid=SHR_WBLSite_EN_EXT
[3] https://www.worldbank.org/en/news/press-release/2022/04/26/food-and-energy-price-shocks-from-ukraine-war?cid=ECR_TT_worldbank_EN_EXT
[3] https://live.worldbank.org/sm22/responding-global-shocks?cid=ECR_TT_worldbank_EN_EXT
[3] https://blogs.worldbank.org/voices/how-can-we-scale-finance-needed-climate-action?cid=ECR_TT_worldbank_EN_EXT
[3] https://blogs.worldbank.org/voices/new-global-food-crisis-building?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G2:
[8] https://www.worldbank.org/en/news/feature/2022/03/28/in-nepal-2-major-climate-disasters-in-a-single-year-highlight-the-need-to-build-resilience
[8] https://blogs.worldbank.org/voices/how-can-we-scale-finance-needed-climate-action?cid=ccg_tt_climatechange_en_ext
[8] https://live.worldbank.org/sm22/climate?cid=ccg_tt_climatechange_en_ext
[7] https://blogs.worldbank.org/climatechange/getting-it-right-development-we-do-not-have-choose-between-people-and-climate
[7] https://www.worldbank.org/en/news/feature/2022/02/08/what-you-need-to-know-about-oceans-and-climate-change?cid=ccg_tt_climatechange_en_ext
[6] https://blogs.worldbank.org/climatechange/getting-it-right-development-we-do-not-have-choose-between-people-and-climate?cid=ccg_tt_climatechange_en_ext
[6] https://www.worldbank.org/en/news/feature/2022/04/11/on-the-frontlines-of-climate-change-small-island-states-can-lead-in-resilience?cid=ccg_tt_climatechange_en_ext
[5] https://www.worldbank.org/en/news/feature/2022/04/11/on-the-frontlines-of-climate-change-small-island-states-can-lead-in-resilience
[5] https://blogs.worldbank.org/climatechange/urgency-and-benefits-climate-adaptation-africas-agriculture-and-food-security?cid=ccg_tt_climatechange_en_ext
[5] http://wrld.bg/9l1650IROGe

Top URLs in Tweet in G3:
[6] https://www.worldbank.org/404_response.htm
[4] https://web.cvent.com/event/f91aded1-1a44-4530-8c52-4f293b22dc40/summary?locale=en-US&tm=6NQPKgbJSNznsP6qxmqsU-jOaiW6wJzkhVXPncHegnU
[2] https://www.usaid.gov/news-information/press-releases/apr-28-2022-usaid-announces-plans-invest-50-million-global-child-care?utm_campaign=coschedule&utm_source=twitter&utm_medium=hiltonfound
[2] http://wrld.bg/R9rz50IJn79
[2] https://www.youtube.com/watch?v=FRamWR9JzRo

[1] https://thedocs.worldbank.org/en/doc/46622664db88e5be719fb9fce2c1fed3-0200022022/original/WB-factSheet-04-18-22-e-version.pdf
[1] http://wrld.bg/Sxs150GRUEj
[1] https://web.cvent.com/event/f91aded1-1a44-4530-8c52-4f293b22dc40/summary
[1] https://thedocs.worldbank.org/en/doc/bb02ef2052271deb4c93a0599e3352c5-0200022022/original/WBG-FCV-04-19-22-e-version.pdf
[1] https://blogs.worldbank.org/education/how-do-worlds-leading-education-experts-recommend-education-sector-should-respond-covid

Top URLs in Tweet in G4:
[2] https://www.weforum.org/agenda/2022/02/rethinking-trades-relationship-to-the-fight-against-climate-change?utm_source=twitter&utm_medium=social_scheduler&utm_term=Trade&utm_content=04/02/2022+20:00
[2] https://blogs.worldbank.org/voices/return-global-inflation
[2] https://www.weforum.org/agenda/2022/04/world-bank-ukraine-food-energy-crisis/?utm_source=twitter&utm_medium=social_video&utm_term=1_1&utm_content=25885_Ukraine_cooking_oil&utm_campaign=social_video_2022
[1] https://www.msn.com/en-ca/news/video/russia-committing-genocide-in-ukraine-canada-s-parliament-unanimously-votes/vi-AAWFC2z/
[1] https://twitter.com/antonioguterres/status/1521500649753649153
[1] https://twitter.com/Alex_Verbeek/status/1520811240104341510
[1] https://twitter.com/search?q=%23COP27&src=hashtag_click&f=live
[1] https://www.reuters.com/business/healthcare-pharmaceuticals/g20-agrees-set-up-global-pandemic-preparedness-fund-2022-04-21/
[1] https://www.oise.utoronto.ca/atkinson/Events/2022_Events/Summer_Institute_2022/index.html
[1] https://twitter.com/antonykaburu/status/1518632116438941697

Top URLs in Tweet in G5:
[1] https://www.theguardian.com/business/2022/may/01/policy-makers-need-data-about-us-despite-privacy-fears?CMP=Share_iOSApp_Other
[1] https://twitter.com/Mari_Pangestu/status/1519381296325275649
[1] https://twitter.com/WorldBank/status/1519119139025022976
[1] https://www.oneplanetsummit.fr/en/one-planet-summit-results-170

Top URLs in Tweet in G6:
[2] https://www.reuters.com/world/us-treasurys-yellen-says-imf-world-bank-not-designed-tackle-global-crises-2022-04-21/
[1] https://www.imf.org/en/Publications/analytical-notes/Issues/2022/04/22/Subsidies-Trade-and-International-Cooperation-516660
[1] https://worldtradeorganization.zoom.us/webinar/register/WN_z7rUUWTETimKm__oKGfpcg
[1] https://t.co/QljOwMG4Zs
[1] https://twitter.com/AxelVT_WB/status/1519820014618095620
[1] https://www.reuters.com/business/healthcare-pharmaceuticals/g20-agrees-set-up-global-pandemic-preparedness-fund-2022-04-21/
[1] https://www.oecd-ilibrary.org/trade/subsidies-trade-and-international-cooperation_a4f01ddb-en;jsessionid=hyil4rAw7ZKNpE9MzjIyGSqo.ip-10-240-5-62
[1] https://twitter.com/wto/status/1521108752845451264
[1] https://www.dandc.eu/en/article/debt-swaps-can-help-countries-achieve-climate-goals-they-are-not-panacea
[1] https://research.senedd.wales/research-articles/how-is-the-cost-of-living-crunch-affecting-heating-eating-and-housing-in-wales/

Top URLs in Tweet in G7:
[4] https://blogs.worldbank.org/voices/new-global-food-crisis-building
[3] https://twinybots.ch/
[3] https://blogs.worldbank.org/health/ticking-clock-are-our-health-systems-prepared-address-impacts-climate-change
[2] http://icsidfiles.worldbank.org/icsid/ICSIDBLOBS/OnlineAwards/C10177/DS17415_En.pdf
[2] https://www.globalpolicyjournal.com/blog/25/04/2022/opening-new-horizons-bangladesh-joins-new-development-bank
[2] https://openknowledge.worldbank.org/handle/10986/37359
[2] https://blogs.worldbank.org/voices/adjustment-global-poverty-lines
[2] https://www.worldbank.org/en/topic/extractiveindustries/publication/2022-global-gas-flaring-tracker-report?utm_source=dlvr.it&utm_medium=twitter
[1] https://blogs.worldbank.org/education/global-education-crisis-even-more-severe-previously-estimated
[1] https://www.imf.org/en/Publications/GFSR/Issues/2022/04/19/global-financial-stability-report-april-2022

Top URLs in Tweet in G8:
[5] https://live.worldbank.org/sm22/climate?cid=ECR_TT_worldbank_EN_EXT
[2] https://rodakar.iom.int/resources/national-study-nexus-between-migration-environment-and-climate-change-niger
[1] https://www.thenews.com.pk/print/953644-irreversible-climate
[1] http://cdainstitute.ca/montreal-climate-security-summit-2022
[1] http://theglobaleducationreport.com/?edition_id=739a4ea0-c554-11ec-95c4-fa163eed9ef2

Top URLs in Tweet in G9:
[5] https://www.brookings.edu/?p=1602882
[3] https://live.worldbank.org/sm22/investinpeople?cid=ECR_TT_worldbank_EN_EXT
[3] https://blogs.worldbank.org/developmenttalk/making-data-count-estimating-poverty-trend-nigeria-2009-2019
[3] https://openknowledge.worldbank.org/handle/10986/36498?cid=hnp_tt_health_en_ext
[2] https://blogs.worldbank.org/developmenttalk/another-food-crisis-unfolding
[2] https://blogs.worldbank.org/voices/adjustment-global-poverty-lines
[2] http://wrld.bg/9l1650IROGe
[2] https://blogs.worldbank.org/opendata/how-do-2017-ppps-change-our-understanding-global-and-regional-poverty
[2] https://blogs.worldbank.org/health/ticking-clock-are-our-health-systems-prepared-address-impacts-climate-change?cid=hnp_tt_health_en_ext
[1] http://wrld.bg/1FL250J0k8Z

Top URLs in Tweet in G10:
[11] https://blogs.worldbank.org/voices/what-do-we-need-learn-effectively-scale-government-led-economic-inclusion-programs
[6] https://www.worldbank.org/en/topic/extractiveindustries/publication/global-perspective-on-coal-jobs-and-managing-labor-transition-out-of-coal?cid=eae_tt_energy_en_ext
[2] https://openknowledge.worldbank.org/handle/10986/37287?cid=pub_tt_wbpublications_en_ext
[2] https://www.worldbank.org/en/news/press-release/2022/04/28/world-bank-partners-launch-new-fund-to-spur-smart-investments-in-childcare?cid=pub_tt_wbpublications_en_ext
[2] https://www.worldbank.org/en/publication/africa-pulse
[1] https://www.worldbank.org/en/publication/wdr2022#downloads
[1] https://thedocs.worldbank.org/en/doc/bf544fb23105352f4aef132bd6f40cb8-0290032022/original/WBG-Response-to-Global-Impacts-of-the-War-in-Ukraine-A-Proposed-Roadmap.pdf
[1] https://pressroom.ifc.org/all/pages/PressDetail.aspx?ID=26953
[1] https://live.worldbank.org/sm22/climate?cid=IFC_TT_IFC_EN_EXT
[1] http://www.worldbank.org/youthsummit

Top Domains
Top Domains in Tweet in Entire Graph:
[702] worldbank.org
[61] twitter.com
[52] wrld.bg
[17] bit.ly
[13] blogspot.com
[12] ilo.org
[10] reuters.com
[9] cgdev.org
[9] cvent.com
[6] zoom.us

Top Domains in Tweet in G1:
[126] worldbank.org
[12] twitter.com
[3] ft.com
[2] untalent.org
[2] wrld.bg
[2] cvent.com
[2] youtube.com
[2] berkeley.edu
[2] potential.com
[2] bigshiftglobal.org

Top Domains in Tweet in G2:
[270] worldbank.org
[33] wrld.bg
[7] twitter.com
[4] zoom.us
[3] unctad.org
[2] sco.lt
[2] hopin.com
[2] seforall.org
[2] un.org
[1] cvent.com

Top Domains in Tweet in G3:
[16] worldbank.org
[5] cvent.com
[4] wrld.bg
[4] twitter.com
[3] usaid.gov
[3] devex.com
[2] youtube.com
[2] indianf.com
[2] gruporeforma.com
[1] medium.com

Top Domains in Tweet in G4:
[4] weforum.org
[4] twitter.com
[2] worldbank.org
[1] msn.com
[1] reuters.com
[1] utoronto.ca

Top Domains in Tweet in G5:
[2] twitter.com
[1] theguardian.com
[1] oneplanetsummit.fr

Top Domains in Tweet in G6:
[3] twitter.com
[3] reuters.com
[1] imf.org
[1] zoom.us
[1] t.co
[1] oecd-ilibrary.org
[1] dandc.eu
[1] senedd.wales
[1] afi-global.org
[1] morningconsult.com

Top Domains in Tweet in G7:
[54] worldbank.org
[6] twitter.com
[3] twinybots.ch
[2] globalpolicyjournal.com
[2] dy.si
[1] imf.org
[1] zerohedge.com
[1] ommcomnews.com
[1] facebook.com
[1] tweetedtimes.com

Top Domains in Tweet in G8:
[5] worldbank.org
[2] iom.int
[1] com.pk
[1] cdainstitute.ca
[1] theglobaleducationreport.com

Top Domains in Tweet in G9:
[23] worldbank.org
[5] wrld.bg
[5] brookings.edu
[1] china-environment-news.com
[1] twitter.com
[1] voxeu.org

Top Domains in Tweet in G10:
[37] worldbank.org
[3] wrld.bg
[1] ifc.org
[1] scene7.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[126] climatechange
[119] finance4climate
[89] ukraine
[76] worldbank
[68] climate
[63] investinpeople
[59] unleashtrade
[51] africa
[51] egypt
[46] childcare



Top Hashtags in Tweet in G1:
[37] finance4climate
[32] investinpeople
[28] ukraine
[20] unleashtrade
[18] co2
[17] covid19
[17] southasia
[16] resilientfuture
[11] methane
[9] climate

Top Hashtags in Tweet in G2:
[72] finance4climate
[68] climatechange
[43] africa
[43] egypt
[36] nepal
[36] problue_oceans
[33] unleashtrade
[32] climateaction
[32] climatestories_wbg
[28] foodsystems

Top Hashtags in Tweet in G3:
[30] education
[22] childcare
[15] fundingedu4results
[15] ukraine
[7] climate
[5] safetolearn
[5] careinfrastructure
[4] dyk
[3] sdgs
[3] icymi

Top Hashtags in Tweet in G4:
[4] climatechange
[3] worldbank
[3] pandemicpreparedness
[3] food
[2] si2022
[2] earlyyears
[2] foodshortage
[1] worldleaders
[1] global
[1] who

Top Hashtags in Tweet in G5:
[36] kunga
[36] riseupug
[36] article3ug
[32] letsbuildug
[32] ugandaisbleeding
[6] data
[1] iamhumantoo
[1] aiforgood
[1] opendata
[1] digitaltransformation

Top Hashtags in Tweet in G6:
[10] mdbs
[10] springmeetings
[3] ukraine
[2] unleashtrade
[2] g24
[2] russia
[2] imf
[2] worldbank
[1] foodsystems
[1] finance

Top Hashtags in Tweet in G7:
[20] worldbank
[5] climatechange
[5] ukraine
[4] imf
[4] china
[3] russia
[3] health
[2] finance
[2] bank
[2] environment

Top Hashtags in Tweet in G8:
[23] climatechange
[18] pakistan
[6] montrealsummit
[5] finance4climate
[4] unga
[4] weekendread
[2] sdgs
[1] climatesecurity
[1] climatemobility
[1] agenda2063

Top Hashtags in Tweet in G9:
[9] investinpeople
[8] climate
[8] covid19
[7] extremepoverty
[6] worldhealthday
[5] dyk
[5] climatechange
[5] growth
[5] economics
[5] environment

Top Hashtags in Tweet in G10:
[23] economicinclusion
[11] ukraine
[9] globalinfrafacility
[7] energy
[7] coal
[4] worldintellectualpropertyday
[4] childcare
[3] sub
[3] africaspulse
[3] ppps

Top Words
Top Words in Tweet in Entire Graph:
[1811] worldbank
[1415] global
[911] climate
[491] world
[478] more
[467] countries
[411] wbg_climate
[328] watch
[322] war
[315] development

Top Words in Tweet in G1:
[683] worldbank
[442] global
[200] war
[189] climate
[176] ukraine
[153] world
[129] trade
[120] covid
[116] 19
[106] shock

Top Words in Tweet in G2:
[547] worldbank
[432] climate
[347] wbg_climate
[316] global
[249] countries
[229] more
[163] development
[142] food
[118] change
[118] watch

Top Words in Tweet in G3:
[135] global
[79] worldbank
[74] today
[71] usaid
[53] wbg_education
[40] unicef
[37] report
[37] crises
[36] food
[35] 2022

Top Words in Tweet in G4:
[22] worldbank
[15] global
[11] wef
[9] more
[8] vp
[8] potus
[8] unep
[7] joebiden
[7] un_women
[6] speakerpelosi

Top Words in Tweet in G5:
[101] kagutamuseveni
[87] human
[86] rights
[82] global
[82] poor
[79] many
[78] ugandans
[78] die
[78] before
[78] actors

Top Words in Tweet in G6:
[66] worldbank
[60] imfnews
[44] wto
[26] report
[22] global
[22] oecd
[22] joint
[16] join
[16] discuss
[15] presentation

Top Words in Tweet in G7:
[108] ø
[61] ù
[45] global
[25] ùšø
[20] world
[20] #worldbank
[17] climate
[16] bank
[9] food
[9] change

Top Words in Tweet in G8:
[23] #climatechange
[18] governments
[18] come
[18] go
[18] stay
[18] #pakistan
[18] afford
[18] relax
[18] front
[17] aminattock

Top Words in Tweet in G9:
[39] global
[23] climate
[23] wbg_health
[21] poverty
[19] worldbank
[18] health
[17] countries
[16] impact
[15] ppps
[14] worldbankdata

Top Words in Tweet in G10:
[63] climate
[38] ifc_org
[35] programs
[34] worldbank
[32] global
[26] support
[23] development
[23] #economicinclusion
[20] help
[20] change

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[272] war,ukraine
[270] climate,change
[187] covid,19
[170] world,bank
[145] spring,meetings
[135] learn,more
[115] climate,action
[115] developing,countries
[104] gas,flaring
[97] climate,development

Top Word Pairs in Tweet in G1:
[169] war,ukraine
[116] covid,19
[98] spring,meetings
[76] world,bank
[64] climate,change
[64] bank,group
[64] remain,high
[63] group,president
[63] president,davidmalpasswbgâ
[63] davidmalpasswbgâ,warns

Top Word Pairs in Tweet in G2:
[106] climate,change
[94] learn,more
[70] war,ukraine
[69] climate,action
[64] small,island
[52] island,states
[49] came,together
[48] covid,19
[48] watch,#finance4climate
[46] climate,development

Top Word Pairs in Tweet in G3:
[34] today,release
[34] release,2022
[34] 2022,global
[34] global,report
[34] report,food
[34] food,crises
[34] crises,eu_echo
[34] eu_echo,eu_partnerships
[34] eu_partnerships,fao
[34] fao,unicef

Top Word Pairs in Tweet in G4:
[5] vp,sierraclub
[5] sierraclub,joebiden
[5] joebiden,potus
[5] potus,barackobama
[5] barackobama,speakerpelosi
[5] speakerpelosi,thejusticedept
[5] thejusticedept,un4youth
[5] un4youth,un_women
[5] un_women,unep
[5] unep,ipcc_ch

Top Word Pairs in Tweet in G5:
[86] human,rights
[78] many,ugandans
[78] ugandans,die
[78] die,before
[78] before,global
[78] global,actors
[76] actors,challenge
[76] challenge,museveni
[76] museveni,rest
[74] rest,world

Top Word Pairs in Tweet in G6:
[31] imfnews,worldbank
[25] worldbank,wto
[22] joint,report
[15] imfnews,oecd
[15] oecd,worldbank
[10] 14,00
[10] 00,cet
[9] trade,subsidies
[9] join,14
[9] cet,presentation

Top Word Pairs in Tweet in G7:
[38] ø,ø
[33] ø,ù
[32] ù,ø
[14] world,bank
[14] ø,ùšø
[10] ùšø,ø
[7] climate,change
[7] ù,ù
[7] ù,ùšø
[6] war,ukraine

Top Word Pairs in Tweet in G8:
[18] governments,come
[18] come,go
[18] go,#climatechange
[18] #climatechange,stay
[18] stay,#pakistan
[18] #pakistan,afford
[18] afford,relax
[18] relax,front
[17] aminattock,governments
[6] #montrealsummit,happens

Top Word Pairs in Tweet in G9:
[12] covid,19
[8] pandemic,threaten
[8] threaten,leave
[8] leave,generations
[8] generations,behind
[8] behind,exacerbate
[8] exacerbate,inequalities
[8] inequalities,#investinpeople
[7] global,poverty
[7] 2017,ppps

Top Word Pairs in Tweet in G10:
[23] #economicinclusion,programs
[21] climate,development
[20] climate,change
[15] world,bank
[14] bank,implementing
[14] implementing,climate
[14] change,action
[14] action,plan
[14] plan,based
[14] based,integrating

Top Replied-To
Top Replied-To in Entire Graph:
@kagutamuseveni
@worldbank
@wbg_climate
@statedept
@adoniaayebare
@cites
@fmeevc
@gop
@theprogressives
@vp

Top Replied-To in G1:
@worldbank
@achirooh
@zulfiqarfahd
@mari_pangestu
@ddpozhidaev
@senatortimscott

Top Replied-To in G2:
@wbg_climate
@fmeevc
@worldbank
@hcanercan
@wbg_environment
@oo00ooo0ooo00oo
@theecoglobal
@worldbankwater
@undp
@seforallorg

Top Replied-To in G3:
@wbg_education
@dev_analytics
@devex
@worldbank
@hiltonfound

Top Replied-To in G4:
@vp
@eucopresident
@un
@whoukraine
@beachcleanupsl
@everett74708702
@tommyhicksgop
@joebiden
@wef
@who

Top Replied-To in G5:
@kagutamuseveni
@statedept
@adoniaayebare
@theprogressives
@urugwirovillage
@swedenvoyuganda
@saribashi
@hrw
@paulkagame

Top Replied-To in G6:
@imfnews
@davidmalpasswbg
@axelvt_wb
@onedeutschland
@_anabelg
@mfa_russia
@drumjamie
@hmryder

Top Replied-To in G8:
@mayorsmigration
@elonmusk

Top Replied-To in G9:
@worldbankdata

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@worldbankwater
@worldbankafrica
@davidmalpasswbg
@imfnews
@ipcc_ch
@wbg_education
@usaid

Top Mentioned in G1:
@worldbank
@mari_pangestu
@wbg_climate
@indermitgill
@modonnell1231
@theafricareport
@worldbanksasia
@lordstern1
@raniaalmashat

Top Mentioned in G2:
@worldbank
@wbg_climate
@worldbankwater
@worldbankafrica
@ipcc_ch
@davidmalpasswbg
@raniaalmashat
@wbg_poverty
@riccardopuliti
@diop_ifc

Top Mentioned in G3:
@worldbank
@usaid
@wbg_education
@unicef
@eu_echo
@eu_partnerships
@fao
@unocha
@fightfoodcrises

Top Mentioned in G4:
@worldbank
@wef
@who
@potus
@unep
@un
@un_women
@joebiden
@speakerpelosi
@ipcc_ch

Top Mentioned in G5:
@worldbank
@un
@filipenyusi
@icc
@eu_commission
@mkainerugaba
@kagutamuseveni
@paulkagame
@eu
@ukinuganda

Top Mentioned in G6:
@worldbank
@imfnews
@wto
@oecd
@eib
@coebanknews
@g20org
@oecdtrade
@eurodad
@ausoecd

Top Mentioned in G7:
@peterstwit77

Top Mentioned in G8:
@aminattock
@worldbank
@unmigration
@unfccc
@nato
@icrc
@noradcommand
@canadianforces
@cdainstitute
@undp

Top Mentioned in G9:
@wbg_health
@worldbank
@worldbankdata
@wb_research
@jonathanwlain
@brookingsinst
@malala
@carmenmreinhart
@cif_action

Top Mentioned in G10:
@ifc_org
@worldbank
@wbg_jobs
@wbg_splabor
@mich_rutk
@wbpubs
@alegovini
@ppiaf_ppp
@wbg_ppp
@susanlund_dc

Top Tweeters
Top Tweeters in Entire Graph:
@jfsebastian146
@thehill
@s_total_s2
@algerie_infos
@amuraovonn
@reuters
@dev_discourse
@amyayers16
@business
@pelopez1

Top Tweeters in G1:
@pelopez1
@opensource_orgs
@nadiasindi
@mumaralid
@dwatchnews
@ibrahimacar5334
@ibnkafka
@queenofretweet
@digitaldecoded1
@ericserati68

Top Tweeters in G2:
@jfsebastian146
@s_total_s2
@dev_discourse
@jot_au
@viazcanv
@africaupdates
@o_g_log
@olumideidowu
@nomoreslaves
@ilovebooks786

Top Tweeters in G3:
@business
@vijayraghavsing
@waikikibeech
@teamshakeri
@scalarhumanity
@cristobalvega
@google
@me_sheer_
@markj_ohnson
@craigzelizer

Top Tweeters in G4:
@wwf
@cnbc
@time
@forbes
@people
@wsj
@france24
@gma
@ellemagazine
@indosiar

Top Tweeters in G5:
@guardian
@sdg2030
@hrw
@opokunanayaw2
@icc
@un
@wnp7013
@statedept
@julsug6
@lenoxosei

Top Tweeters in G6:
@reuters
@dudeneyn
@urumurum
@marcusgmay1
@sdgsbot
@febdonline
@mfa_russia
@rusembusa
@morningconsult
@mission_russian

Top Tweeters in G7:
@algerie_infos
@hatefreeworldx
@rotepille
@ferozwala
@ommcomnews
@theglobalherald
@wickdaman
@tourestephane10
@karinsan2525
@global_policy

Top Tweeters in G8:
@scmpnews
@bbcworld
@eintsein1980
@susanneamman
@elemenous
@undp
@anserali1922
@uclg_org
@dnawaz10
@unmigration

Top Tweeters in G9:
@amuraovonn
@18akgoyal
@brlanray
@obuasi_sarkodie
@sakak
@tjazz41
@kobbydc3
@drmagdyalsharif
@bergamojay
@himmoderator

Top Tweeters in G10:
@zimrirosas
@belkasmimohamm2
@malikmu97362955
@ckngold1
@iqbalhussainsts
@catalyst_11
@equityhealthdev
@anan62712520
@luciaruggiero
@whereisrosiee


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