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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2020-11-17_07-32-41. (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 17, 2020
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/2IAZfhq
@worldbank
@wbg_climate
@movvavkr
@gunterfehlinger
@laurie_garrett
@wbg_energy
@justinsandefur
@worldbankdata
@worldbankwater
@rafadehoyos

Top hashtags:


Description:
Description
The graph represents a network of 2,873 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 Tuesday, 17 November 2020 at 15:39 UTC.

The requested start date was Monday, 16 November 2020 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, 22-hour, 4-minute period from Monday, 02 November 2020 at 01:30 UTC to Sunday, 15 November 2020 at 23:35 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 : 2873
Unique Edges : 2573
Edges With Duplicates : 5461
Total Edges : 8034
Number of Edge Types : 5
Retweet : 2184
MentionsInRetweet : 3430
Mentions : 1908
Tweet : 369
Replies to : 143
Self-Loops : 390
Reciprocated Vertex Pair Ratio : 0.017797552836485
Reciprocated Edge Ratio : 0.0349726775956284
Connected Components : 140
Single-Vertex Connected Components : 80
Maximum Vertices in a Connected Component : 2397
Maximum Edges in a Connected Component : 7257
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.271065
Graph Density : 0.000554461042052265
Modularity : 0.43671
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 2,873 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 Tuesday, 17 November 2020 at 15:39 UTC.

The requested start date was Monday, 16 November 2020 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, 22-hour, 4-minute period from Monday, 02 November 2020 at 01:30 UTC to Sunday, 15 November 2020 at 23:35 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:
[17] https://blogs.worldbank.org/voices/tackling-poor-air-quality-lessons-three-cities
[14] https://blogs.worldbank.org/opendata/global-poverty-reduction-slowing-regional-trends-help-understanding-why
[11] https://blogs.worldbank.org/opendata/impact-covid-19-global-poverty-under-worsening-growth-and-inequality
[9] https://live.worldbank.org/sustainable-recovery-people-and-planet?cid=ECR_TT_worldbank_EN_EXT
[8] https://www.worldbank.org/en/news/press-release/2020/06/08/covid-19-to-plunge-global-economy-into-worst-recession-since-world-war-ii
[8] https://braveneweurope.com/branko-milanovic-the-history-of-global-inequality-studies
[7] https://mailchi.mp/ece87feb7421/covid5050-panelparity
[7] http://wrld.bg/NLzR50BH1oo
[7] https://blogs.worldbank.org/climatechange/leading-voices-climate-adaptation-and-resilience-qa-habiba-gitay?cid=ccg_tt_climatechange_en_ext
[6] https://www.worldbank.org/en/news/feature/2020/10/22/who-on-earth-can-work-from-home-a-global-comparison-sheds-light-on-the-importance-of-ict-infrastructure

Top URLs in Tweet in G1:
[6] http://wrld.bg/NLzR50BH1oo
[5] https://live.worldbank.org/sustainable-recovery-people-and-planet?cid=ECR_TT_worldbank_EN_EXT
[5] https://www.ips-journal.eu/regions/global/the-worst-kind-of-index-4763/
[3] https://www.worldbank.org/en/topic/socialprotectionandjobs/publication/migration-and-development-brief-33?cid=ECR_TT_worldbank_EN_EXT
[3] 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
[3] https://open.spotify.com/episode/5dbrY7e6thLSPII5fNnsYZ?si=VBfiVDz-SCGi9cArPJ8lLA
[3] https://podcasts.apple.com/us/podcast/the-development-podcast/id1496674902#episodeGuid=58662ff7-791d-4448-a18a-76d6f838511c
[3] https://devpolicy.org/how-accurate-are-the-doing-business-indicators-a-case-study-of-business-environment-reform-in-pacific-island-countries-20201110/
[3] https://www.piie.com/blogs/realtime-economic-issues-watch/revive-world-bank-china-and-united-states-need-work-together
[3] https://blogs.worldbank.org/opendata/introducing-global-infrastructure-map?deliveryName=DM84546?cid=SHR_BlogSiteShare_EN_EXT

Top URLs in Tweet in G2:
[15] https://blogs.worldbank.org/voices/tackling-poor-air-quality-lessons-three-cities
[5] https://blogs.worldbank.org/endpovertyinsouthasia/bangladeshs-50-years-journey-climate-resilience?CID=WBW_AL_BlogNotification_EN_EXT?cid=SHR_BlogSiteShare_EN_EXT
[5] https://blogs.worldbank.org/voices/ready-join-us-world-bank-treasury-launches-unprecedented-global-hiring-campaign
[4] https://blogs.worldbank.org/opendata/first-ever-un-report-global-stillbirths-reveals-enormous-and-neglected-toll?cid=dec_tt_data_en_ext
[4] https://live.worldbank.org/marine-plastics-east-asia-pacific
[4] http://tcg.uis.unesco.org/survey-education-covid-school-closures/
[3] http://wrld.bg/XvzM50C58Q8
[3] https://olc.worldbank.org/content/regenerating-urban-land-overview-and-global-good-practices-adaptive-learning-course?cid=SURR_TT_WBGCities_EN_EXT
[3] https://blogs.worldbank.org/opendata/global-poverty-reduction-slowing-regional-trends-help-understanding-why?cid=dec_tt_data_en_ext
[3] https://live.worldbank.org/marine-plastics-east-asia-pacific?cid=env_tt_environment_en_ext

Top URLs in Tweet in G3:
[5] 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
[5] http://wrld.bg/OMh950CbJar
[5] https://blogs.worldbank.org/climatechange/leading-voices-climate-adaptation-and-resilience-qa-habiba-gitay?cid=ccg_tt_climatechange_en_ext
[4] http://wrld.bg/7kso50C4jNl
[4] http://wrld.bg/fjtF50CgWre
[3] https://blogs.worldbank.org/voices/triple-g-clean-cooking-green-gender-and-good-health?cid=eae_tt_energy_en_ext
[3] https://www.worldbank.org/en/events/2020/09/09/getting-to-equal-in-a-changing-world-second-global-gender-in-oil-gas-and-mining-conference?cid=eae_tt_energy_en_ext#2
[3] 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
[3] https://blogs.worldbank.org/voices/tackling-poor-air-quality-lessons-three-cities?cid=ccg_tt_climatechange_en_ext
[3] https://live.worldbank.org/sustainable-recovery-people-and-planet?cid=ccg_tt_climatechange_en_ext

Top URLs in Tweet in G4:
[12] https://blogs.worldbank.org/opendata/global-poverty-reduction-slowing-regional-trends-help-understanding-why
[5] https://blogs.worldbank.org/opendata/impact-covid-19-global-poverty-under-worsening-growth-and-inequality
[1] http://documents1.worldbank.org/curated/en/765601591733806023/pdf/How-Much-Does-Reducing-Inequality-Matter-for-Global-Poverty.pdf
[1] https://blogs.imf.org/2020/10/29/how-covid-19-will-increase-inequality-in-emerging-markets-and-developing-economies/
[1] https://twitter.com/nishant_yonzan/status/1325839504381390849
[1] https://trib.al/HSAT2tc
[1] https://www.weforum.org/agenda/2017/03/why-india-is-about-to-have-a-solar-boom?utm_content=buffer7049b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/dropthedebt/status/1327235172291514369
[1] https://www.gtreview.com/news/global/g20-urged-to-protect-trade-finance-lifelines-as-insolvency-fears-rise/
[1] https://en.wikipedia.org/wiki/Club_of_Rome#The_Limits_to_Growth

Top URLs in Tweet in G5:
[4] http://wrld.bg/r61E30qKI8n
[3] https://www.worldbank.org/en/programs/global-water-security-sanitation-partnership?cid=watt_tt_water_en_ext
[3] https://www.worldbank.org/en/publication/trust-fund-annual-report-2020?cid=watt_tt_water_en_ext
[2] https://blogs.worldbank.org/opendata/projecting-global-extreme-poverty-2030-how-close-are-we-world-banks-3-goal?cid=dec_tt_data_en_ext
[1] http://www.worldbank.org/en/news/feature/2019/03/21/green-and-gray?CID=WAT_TT_Water_EN_EXT
[1] http://wrld.bg/fXHp30qTtDs
[1] https://twitter.com/svonfriedeburg/status/1321547846492033025
[1] https://unctad.org/news/new-take-trade
[1] https://www.ifc.org/wps/wcm/connect/topics_ext_content/ifc_external_corporate_site/climate%20business/news/climatebiz_podcast/climatebiz_s3_e2
[1] https://www.worldbank.org/404_response.htm

Top URLs in Tweet in G6:
[3] https://linkbits.co/ASAP
[3] https://linkbits.co/LOSTSTOCK
[3] https://bit.ly/3emoxv4
[1] http://wrld.bg/Wx3P50CaBom
[1] https://www.worldbank.org/en/news/feature/2020/10/22/who-on-earth-can-work-from-home-a-global-comparison-sheds-light-on-the-importance-of-ict-infrastructure
[1] https://www.worldbank.org/en/news/press-release/2020/10/29/covid-19-remittance-flows-to-shrink-14-by-2021
[1] http://wrld.bg/j8Tk50CfWNw
[1] https://blogs.worldbank.org/arabvoices/5-things-MENA-countries-can-do-to-design-better-digital-skills-development-programs?cid=mena_tt_mena_en_ext
[1] https://blogs.worldbank.org/arabvoices/building-forward-better-mena-how-infrastructure-investments-can-create-jobs?cid=mena_tt_mena_en_ext
[1] https://blogs.worldbank.org/voices/triple-g-clean-cooking-green-gender-and-good-health

Top URLs in Tweet in G7:
[1] http://documents1.worldbank.org/curated/en/950091599837673013/pdf/Preventing-and-Managing-Conflicts-of-Interest-in-the-Public-Sector-Good-Practices-Guide.pdf

Top URLs in Tweet in G8:
[1] https://blogs.worldbank.org/voices/global-identification-challenge-who-are-1-billion-people-without-proof-identity
[1] https://twitter.com/HermanMashaba/status/1327268066913382400
[1] https://blogs.worldbank.org/digital-development/counting-uncounted-11-billion-people-without-ids
[1] https://blogs.worldbank.org/digital-development/world-citizen-transforming-statelessness-global-citizenship
[1] https://twitter.com/CrazyAssMfundo/status/1327287798211227648

Top URLs in Tweet in G9:
[5] https://blogs.worldbank.org/opendata/impact-covid-19-global-poverty-under-worsening-growth-and-inequality
[2] https://www.worldbank.org/en/news/feature/2020/10/22/who-on-earth-can-work-from-home-a-global-comparison-sheds-light-on-the-importance-of-ict-infrastructure
[2] https://www.worldbank.org/en/news/press-release/2020/06/08/covid-19-to-plunge-global-economy-into-worst-recession-since-world-war-ii
[2] https://blogs.worldbank.org/voices/tackling-poor-air-quality-lessons-three-cities?cid=ECR_FB_worldbank_EN_EXT
[2] https://blogs.worldbank.org/opendata/global-poverty-reduction-slowing-regional-trends-help-understanding-why
[2] https://uk.reuters.com/article/us-imf-worldbank-outlook/imf-sees-less-severe-global-contraction-but-trouble-in-emerging-markets-idUKKBN26Y1PZ
[2] https://blogs.worldbank.org/opendata/introducing-global-infrastructure-map
[2] https://www.worldbank.org/en/data/datatopics/infrastructure
[2] http://www.worldbank.org/en/news/feature/2015/03/18/5-ways-reduce-drivers-climate-change?cid=CCG_TTccgEN_D_EXT
[1] https://blogs.worldbank.org/voices/triple-g-clean-cooking-green-gender-and-good-health

Top URLs in Tweet in G10:
[2] https://www.undp.org/content/undp/en/home/blog/2020/how-unlocking-private-investment-can-shape-a-climate-smart-and-s.html
[2] https://www.worldbank.org/en/news/feature/2020/10/22/who-on-earth-can-work-from-home-a-global-comparison-sheds-light-on-the-importance-of-ict-infrastructure
[2] https://live.worldbank.org/marine-plastics-east-asia-pacific
[2] https://www.fertilizer.org/Public/Media/Press_Releases/Public/Media/Press_Releases/2020_11_06_IFA_DG_Appointment.aspx
[1] http://wrld.bg/fjtF50CgWre?cid=IFC_TT_IFC_EN_EXT
[1] https://www.ifc.org/wps/wcm/connect/news_ext_content/ifc_external_corporate_site/news+and+events/news/impact-stories/ifc-global-response-covid-19?cid=IFC_TT_IFC_EN_EXT
[1] https://live.worldbank.org/closing-the-digital-divide
[1] https://olc.worldbank.org/content/gpsc-global-online-series-catalyzing-private-investment-climate-smart-cities
[1] https://www.energylivenews.com/2020/11/10/new-alliance-formed-to-promote-climate-investments-in-asia/
[1] https://ilo.org/global/programmes-and-projects/prospects/news-events/WCMS_759174?lang=en

Top Domains
Top Domains in Tweet in Entire Graph:
[534] worldbank.org
[133] wrld.bg
[54] twitter.com
[9] youtube.com
[8] braveneweurope.com
[7] bit.ly
[7] mailchi.mp
[6] linkbits.co
[6] unesco.org
[5] google.com

Top Domains in Tweet in G1:
[148] worldbank.org
[7] wrld.bg
[7] twitter.com
[5] ips-journal.eu
[4] devpolicy.org
[4] youtube.com
[3] spotify.com
[3] apple.com
[3] piie.com
[2] cgiar.org

Top Domains in Tweet in G2:
[111] worldbank.org
[54] wrld.bg
[9] twitter.com
[5] unesco.org
[3] thegpsc.org
[2] list-manage.com
[1] smartcityexpo.com
[1] rb.gy
[1] bit.ly
[1] google.com

Top Domains in Tweet in G3:
[58] worldbank.org
[45] wrld.bg
[3] twitter.com
[2] lnkd.in
[1] ac.uk
[1] mercycorps.org

Top Domains in Tweet in G4:
[20] worldbank.org
[2] twitter.com
[1] imf.org
[1] trib.al
[1] weforum.org
[1] gtreview.com
[1] wikipedia.org
[1] actionaid.org
[1] coindesk.com

Top Domains in Tweet in G5:
[13] worldbank.org
[6] wrld.bg
[1] twitter.com
[1] unctad.org
[1] ifc.org
[1] csod.com
[1] tweetedtimes.com
[1] allafrica.com

Top Domains in Tweet in G6:
[7] worldbank.org
[6] linkbits.co
[5] bit.ly
[2] wrld.bg
[2] linkedin.com
[2] twitter.com
[1] youtube.com
[1] amazon.com
[1] eeglobalforum.org
[1] net-technologies.com

Top Domains in Tweet in G7:
[1] worldbank.org

Top Domains in Tweet in G8:
[3] worldbank.org
[2] twitter.com

Top Domains in Tweet in G9:
[48] worldbank.org
[9] twitter.com
[3] google.com
[2] theguardian.com
[2] reuters.com
[1] newagebd.net
[1] consciouslifenews.com
[1] globalfleet.com
[1] facebook.com
[1] wrld.bg

Top Domains in Tweet in G10:
[6] worldbank.org
[2] undp.org
[2] fertilizer.org
[1] wrld.bg
[1] ifc.org
[1] energylivenews.com
[1] ilo.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[422] covid19
[139] climatechange
[97] airpollution
[96] poverty
[69] africa
[53] subsaharan
[47] climate
[47] sdgs
[39] extremepoverty
[39] pandemic



Top Hashtags in Tweet in G1:
[95] covid19
[42] poverty
[41] climatechange
[33] africa
[32] environment
[26] extremepoverty
[26] subsaharan
[19] jobopportunity
[18] sdgs
[17] remittances

Top Hashtags in Tweet in G2:
[104] covid19
[70] airpollution
[23] airquality
[21] clearingtheair
[16] eval
[15] breathelife
[13] thegpsc
[13] sahel
[13] poverty
[13] dyk

Top Hashtags in Tweet in G3:
[86] covid19
[68] climatechange
[23] airpollution
[20] cleancooking
[10] climateactionwbg
[9] wbg_biggerpicture
[7] getting2equal
[7] bangladesh
[6] india
[6] malawi

Top Hashtags in Tweet in G4:
[10] india
[7] solar
[7] boom
[7] solarpower
[7] market
[7] world
[7] wef18
[7] modionzee
[4] covid19
[3] manufacturing

Top Hashtags in Tweet in G5:
[43] covid19
[9] gwsp
[8] poverty
[7] climateaction
[6] financeincommon2020
[6] visiblehand4dev
[5] climatechange
[5] climate
[4] remittances
[4] africa

Top Hashtags in Tweet in G6:
[8] covid19
[7] globalgoals
[6] sdgs
[6] innovation
[6] sustainable
[6] techhealth
[4] mena
[4] africa
[4] tanzania
[3] ict

Top Hashtags in Tweet in G9:
[16] worldbank
[4] poverty
[3] climatechange
[2] bangladesh
[2] unitednations
[2] agenda2030
[2] imf
[2] airpollution
[2] beijing
[2] newdelhi

Top Hashtags in Tweet in G10:
[22] invest4climate
[4] digitaldivide
[2] covid19
[2] buildbackgreener
[2] financeincommon2020
[2] marineplastic
[2] beatplasticpollution
[1] wbg_biggerpicture
[1] connectivity4all
[1] workfromhome

Top Words
Top Words in Tweet in Entire Graph:
[1461] worldbank
[992] global
[632] climate
[422] #covid19
[396] people
[330] more
[324] million
[305] countries
[292] poverty
[263] wbg_climate

Top Words in Tweet in G1:
[607] worldbank
[256] global
[145] climate
[107] million
[101] people
[95] #covid19
[88] more
[83] report
[81] 2020
[73] extreme

Top Words in Tweet in G2:
[222] worldbank
[170] global
[105] people
[104] #covid19
[97] climate
[76] more
[70] #airpollution
[65] read
[65] blog
[57] cities

Top Words in Tweet in G3:
[223] wbg_climate
[198] climate
[177] worldbank
[94] people
[86] #covid19
[82] global
[78] countries
[76] economic
[68] #climatechange
[67] growth

Top Words in Tweet in G4:
[55] global
[36] worldbank
[30] world
[27] christophlakner
[23] imfnews
[23] poverty
[18] emerging
[15] countries
[14] nishant_yonzan
[14] wto

Top Words in Tweet in G5:
[143] worldbank
[70] global
[46] development
[43] #covid19
[42] billion
[42] access
[39] people
[35] carmenmreinhart
[35] davidmalpasswbg
[29] climate

Top Words in Tweet in G6:
[30] global
[26] worldbank
[24] asap
[18] years
[15] more
[12] environment
[12] food
[12] packaging
[12] storing
[12] products

Top Words in Tweet in G7:
[97] presidí
[97] grupo
[97] anticorrupción
[97] g20
[97] propusimos
[97] hacer
[97] guía
[97] práctica
[97] manejo
[97] conflictos

Top Words in Tweet in G8:
[93] million
[91] brodiegal
[86] journalist
[86] unregistered
[85] work
[85] politician
[85] done
[85] found
[85] source
[85] '15

Top Words in Tweet in G9:
[32] global
[19] world
[16] #worldbank
[15] poverty
[14] climate
[13] bank
[13] million
[12] ãƒ
[8] between
[7] 19

Top Words in Tweet in G10:
[38] ifc_org
[36] worldbank
[25] development
[23] financing
[22] #invest4climate
[22] research
[22] identifies
[22] ways
[22] unlock
[20] undp

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[141] climate,change
[125] covid,19
[119] extreme,poverty
[97] presidí,grupo
[97] grupo,anticorrupción
[97] anticorrupción,g20
[97] g20,propusimos
[97] propusimos,hacer
[97] hacer,guía
[97] guía,práctica

Top Word Pairs in Tweet in G1:
[52] climate,change
[42] global,extreme
[38] extreme,#poverty
[35] learn,more
[35] worldbank,worldbank
[34] extreme,poverty
[33] climate,shocks
[32] accounting,for#
[32] for#,covid19
[32] covid19,suggests

Top Word Pairs in Tweet in G2:
[41] read,blog
[37] tackling,#airpollution
[37] #airpollution,essential
[37] essential,people
[37] people,nature
[37] nature,planet
[35] planet,read
[28] climate,change
[26] worldbankâ,kkemperwb
[24] blog,worldbankâ

Top Word Pairs in Tweet in G3:
[59] economic,growth
[58] climate,policy
[58] policy,separate
[58] separate,economic
[58] growth,strategy
[58] strategy,hmountford4
[58] hmountford4,worldresources
[55] œyou,canâ
[55] canâ,climate
[37] oil,gas

Top Word Pairs in Tweet in G4:
[17] global,poverty
[11] covid,19
[11] poverty,trends
[11] trends,happened
[11] happened,marta_schoch
[11] marta_schoch,christophlakner
[10] 19,increases
[10] increases,average
[10] average,gini
[10] gini,index

Top Word Pairs in Tweet in G5:
[34] billion,people
[28] worldbank,development
[28] development,podcast
[28] chief,economist
[28] economist,carmenmreinhart
[24] global,economy
[21] podcast,davidmalpasswbg
[21] davidmalpasswbg,chief
[21] carmenmreinhart,discuss
[21] discuss,state

Top Word Pairs in Tweet in G6:
[12] asap,food
[12] food,packaging
[12] packaging,storing
[12] storing,products
[12] products,room
[12] room,temperature
[12] temperature,two
[12] two,years
[12] years,asap
[12] asap,global

Top Word Pairs in Tweet in G7:
[97] presidí,grupo
[97] grupo,anticorrupción
[97] anticorrupción,g20
[97] g20,propusimos
[97] propusimos,hacer
[97] hacer,guía
[97] guía,práctica
[97] práctica,manejo
[97] manejo,conflictos
[96] lauritalonso,presidí

Top Word Pairs in Tweet in G8:
[85] work,journalist
[85] journalist,politician
[85] politician,done
[85] done,found
[85] found,source
[85] source,'15
[85] '15,million
[85] million,unregistered
[84] brodiegal,work
[84] unregistered,peop

Top Word Pairs in Tweet in G9:
[13] world,bank
[7] ãƒ,ãƒ
[5] covid,19
[4] climate,change
[4] extreme,poverty
[3] reducing,extreme
[3] poverty,rate
[3] global,poverty
[2] global,population
[2] million,more

Top Word Pairs in Tweet in G10:
[24] worldbank,ifc_org
[22] #invest4climate,research
[22] research,worldbank
[22] ifc_org,identifies
[22] identifies,ways
[22] ways,unlock
[22] unlock,financing
[22] financing,development
[20] undp,#invest4climate
[12] development,#buildbackgreen

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@wbg_climate
@justinvaisse
@gitagopinath
@climate
@charlene112019
@parispeaceforum
@antonioguterres
@_klaus_schwab
@un

Top Replied-To in G1:
@worldbank
@climate
@dailynewsegypt
@aisha4climate
@hovhannaz
@myster_brun_s
@adnocgroup
@unicefssudan
@andrewmwenda
@worldbanknepal

Top Replied-To in G2:
@worldbank
@muhammadpate
@wbg_environment
@un
@worldbankafrica
@anupamapande2
@hartwigschafer
@wb_asiapacific
@mari_pangestu

Top Replied-To in G3:
@wbg_climate
@natisilverio1

Top Replied-To in G4:
@gitagopinath
@antonioguterres
@kremlinrussia_e
@un
@kgeorgieva
@worldbank
@un_news_centre
@vonderleyen
@karolevvladimir
@0_0you_know_who

Top Replied-To in G5:
@eib
@worldbank

Top Replied-To in G6:
@charlene112019
@wef
@worldbank
@sherlock_i_am_
@jmoreiradasilva

Top Replied-To in G10:
@worldbank
@kjrose
@cate_long

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@lauritalonso
@brodiegal
@wbg_energy
@mari_pangestu
@worldresources
@hmountford4
@wbg_cities

Top Mentioned in G1:
@worldbank
@raniaalmashat
@cgiar_data
@piie
@rfifoundation
@glblctznasean
@wbg_climate
@devpolicy
@50x2030
@waipaorg

Top Mentioned in G2:
@worldbank
@wbg_cities
@kkemperwb
@worldbankdata
@wbg_environment
@mari_pangestu
@samehnwahba
@worldbankafrica
@unicef

Top Mentioned in G3:
@wbg_climate
@worldbank
@wbg_energy
@hmountford4
@worldresources
@mari_pangestu
@kkemperwb
@wo

Top Mentioned in G4:
@worldbank
@christophlakner
@imfnews
@un
@nishant_yonzan
@wto
@marta_schoch
@imflive
@g7
@economyinformal

Top Mentioned in G5:
@worldbank
@carmenmreinhart
@davidmalpasswbg
@worldbankwater
@mremae
@unbiodiversity
@afd_en
@financeincommon
@eib
@gaviseth

Top Mentioned in G6:
@worldbank
@mahsamoulavi
@unocha
@unhumanrights
@wef
@unep
@wfp
@unfccc
@gretathunberg
@cleancooking

Top Mentioned in G7:
@lauritalonso

Top Mentioned in G8:
@brodiegal

Top Mentioned in G9:
@funva_oped
@pick291

Top Mentioned in G10:
@ifc_org
@worldbank
@undp
@alzbetaklein
@wbg_climate
@svonfriedeburg
@fertilizernews
@axelvt_wb
@ifc_investors
@enviro_finance

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@loupo85
@leratomannya
@_redfrog
@aepishere
@femtech_
@john1966olsen
@bofa_help
@analiagoffi
@stockguy61

Top Tweeters in G1:
@filafresh
@_redfrog
@s_total_s2
@canisgallicus
@edgardogarciasa
@cindycrum
@frances_coppola
@unathi_kwaza
@dudeneyn
@viralvideovlogs

Top Tweeters in G2:
@aepishere
@lalojimjuarez
@africaupdates
@nomoreslaves
@cecalli_helper
@syawal
@lebzmashego
@warmongerexpose
@smartecocity
@salhaj

Top Tweeters in G3:
@john1966olsen
@kimvie
@tzdiscovery
@dev_discourse
@olumideidowu
@protectingterra
@michelleking66
@saleemulhuq
@lcby
@vjmahon

Top Tweeters in G4:
@ndtv
@business
@reuters
@ani
@foxnews
@wsj
@ft
@ap
@zeenews
@guardiannews

Top Tweeters in G5:
@sherbah46958042
@digitaldecoded1
@adi7anand
@1967anil
@ohemaadufiegh
@amritchhetrib
@vinkyenkyehene
@lynnea58
@sdg2030
@khhgg86692451

Top Tweeters in G6:
@nytimes
@telegraph
@cnn
@bbcworld
@saeedbaygi
@abcnews
@nuadasword
@theeconomist
@smh
@bopinion

Top Tweeters in G7:
@analiagoffi
@pochirafael
@argentinasoynsb
@anamariaifran
@hernanpalo
@filosogogriego
@nela_godoy
@wpicatto
@krisargentia
@eleny459

Top Tweeters in G8:
@leratomannya
@khuze_elikhulu
@nkanyiso_ngqulu
@tichitsinde
@dammykyle
@collinsmandy
@esenoh
@bassiem_
@joe990gpmoyo
@philile_zandi

Top Tweeters in G9:
@theinfostride
@niti_bhan
@clime_it
@paulesamson
@sukyspook
@funva_oped
@peaceful1979
@pick291
@cornholio74
@fl_eau

Top Tweeters in G10:
@loupo85
@cate_long
@gasparepolizzi9
@refugees
@myitmedia
@undp
@lesegothinane
@taurin333
@energylivenews
@smsaulino