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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2020-08-24_06-42-35. (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 24, 2020
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/2YuVRcG
@worldbank
@wbg_climate
@ifc_org
@wbg_energy
@worldbankwater
@wbg_cities
@wbg_transport
@izabellula
@worldbankafrica
@wb_research

Top hashtags:
#covid19

Description:
Description
The graph represents a network of 2,424 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, 24 August 2020 at 13:46 UTC.

The requested start date was Monday, 24 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 10-hour, 47-minute period from Monday, 10 August 2020 at 00:17 UTC to Saturday, 22 August 2020 at 11:05 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 : 2424
Unique Edges : 2351
Edges With Duplicates : 4135
Total Edges : 6486
Number of Edge Types : 5
Retweet : 1772
MentionsInRetweet : 2882
Mentions : 1421
Tweet : 306
Replies to : 105
Self-Loops : 315
Reciprocated Vertex Pair Ratio : 0.0146642655003859
Reciprocated Edge Ratio : 0.0289046653144016
Connected Components : 122
Single-Vertex Connected Components : 56
Maximum Vertices in a Connected Component : 2043
Maximum Edges in a Connected Component : 6032
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.375234
Graph Density : 0.000671507513937527
Modularity : 0.498174
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 2,424 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, 24 August 2020 at 13:46 UTC.

The requested start date was Monday, 24 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 10-hour, 47-minute period from Monday, 10 August 2020 at 00:17 UTC to Saturday, 22 August 2020 at 11:05 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:
[20] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty
[14] http://wrld.bg/EpFw30qXgLc
[12] https://blogs.worldbank.org/digital-development/keeping-cool-while-mitigating-climate-change?cid=SHR_BlogSiteShare_EN_EXT
[10] https://www.worldbank.org/en/news/press-release/2020/08/11/the-united-nations-road-safety-fund-and-the-global-road-safety-facility-announce-partnership-to-improve-road-safety-delivery-in-world-bank-funded-projects-in-tanzania?cid=tai_tt_transport_en_ext
[10] https://www.worldbank.org/en/research/publication/global-productivity
[9] https://www.worldbank.org/en/events/2020/08/07/world-water-week-2020
[9] https://www.worldbank.org/en/news/press-release/2020/06/08/covid-19-to-plunge-global-economy-into-worst-recession-since-world-war-ii
[9] https://www.ncr-iran.org/en/news/how-iran-regime-uses-its-embassies-for-terrorism-remarks-by-tom-ridge-at-free-iran-global-summit/
[8] https://www.worldbank.org/en/news/feature/2020/06/08/the-global-economic-outlook-during-the-covid-19-pandemic-a-changed-world?cid=SHR_SiteTweetable_XX_EXT
[7] https://us02web.zoom.us/webinar/register/1215976179296/WN_QJ0jP87YQ0yT-12m7L7e5w

Top URLs in Tweet in G1:
[12] https://blogs.worldbank.org/digital-development/keeping-cool-while-mitigating-climate-change?cid=SHR_BlogSiteShare_EN_EXT
[8] https://www.worldbank.org/en/news/feature/2020/06/08/the-global-economic-outlook-during-the-covid-19-pandemic-a-changed-world?cid=SHR_SiteTweetable_XX_EXT
[5] https://blogs.worldbank.org/opendata/understanding-depth-2020-global-recession-5-charts?cid=EXT_WBBlogTweetableShare_D_EXT
[4] https://www.worldbank.org/en/news/immersive-story/2020/08/06/beyond-the-pandemic-harnessing-the-digital-revolution-to-set-food-systems-on-a-better-course?cid=ECR_TT_worldbank_EN_EXT
[4] https://blogs.worldbank.org/voices/youthoncovid19-young-peoples-resilience-boost-we-need-right-now?cid=ECR_TT_worldbank_EN_EXT
[4] https://blogs.worldbank.org/climatechange/leading-voices-climate-adaptation-and-resilience-qa-sofia-bettencourt?CID=CCG_TT_climatechange_EN_EXT?cid=SHR_BlogSiteShare_EN_EXT
[3] https://www.edx.org/course/global-value-chains-wdr-2020?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.foreignaffairs.com/articles/united-states/2020-08-06/coronavirus-depression-global-economy
[3] https://blogs.worldbank.org/voices/force-development-new-world-bank-online-course-explores-potential-global-value-chains?cid=dec_tt_research_en_ext
[3] https://blogs.worldbank.org/opendata/understanding-global-debt-relieving-covid-19-impact-most-vulnerable?cid=SHR_BlogSiteShare_EN_EXT

Top URLs in Tweet in G2:
[14] http://wrld.bg/EpFw30qXgLc
[6] https://www.worldbank.org/en/news/immersive-story/2020/08/06/beyond-the-pandemic-harnessing-the-digital-revolution-to-set-food-systems-on-a-better-course?cid=ccg_tt_climatechange_en_ext
[5] http://wrld.bg/Kv6k30qRCIH
[4] http://wrld.bg/Yjrp30r1Jy5
[4] https://www.worldbank.org/en/news/feature/2020/06/15/climate-finance-drives-action-on-the-ground?CID=CCG_TT_climatechange_EN_EXT
[4] https://blogs.worldbank.org/climatechange/building-back-better-after-covid-19-how-social-protection-can-help-countries-prepare?CID=CCG_TT_climatechange_EN_EXT
[3] http://wrld.bg/eX1N30qYBHW
[3] https://www.worldbank.org/en/news/feature/2020/06/29/climate-finance-protects-the-vulnerable?CID=CCG_TT_climatechange_EN_EXT
[3] http://wrld.bg/e2gE30r15r8
[3] http://wrld.bg/s9c830qQU1d

Top URLs in Tweet in G3:
[9] https://www.worldbank.org/en/events/2020/08/07/world-water-week-2020
[4] https://www.ebrd.com/news/2020/mdbs-climate-finance-in-low-and-middleincome-countries-in-2019-reaches-us-415-billion.html
[2] https://www.eib.org/en/press/all/2020-220-mdbs-climate-finance-in-low-and-middle-income-countries-reaches-usd415-billion-in-2019?utm_source=twitter&utm_medium=Social&utm_campaign=PressRelease&utm_content=na&cid=Social_twitter_PressRelease_2020-08-06-04_en_na_na_ClimateAction-Environment
[1] https://twitter.com/KevinClimate/status/1296717121347518465?s=20
[1] https://blogs.worldbank.org/water/cop24?CID=WAT_TT_Water_EN_EXT
[1] http://www.worldbank.org/en/news/feature/2019/03/21/green-and-gray?CID=WAT_TT_Water_EN_EXT
[1] http://r.socialstudio.radian6.com/8450341f-9dd8-4dce-a882-4e20f73a5bd3
[1] https://www.youtube.com/watch?v=-rDQPsUY2lY

[1] https://solarunlimitednetwork.com/world-bank-solar-energy.php
[1] https://openknowledge.worldbank.org/handle/10986/33917

Top URLs in Tweet in G4:
[6] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[4] http://www.worldbank.org/en/news/feature/2015/03/18/5-ways-reduce-drivers-climate-change?cid=CCG_TTccgEN_D_EXT
[3] https://www.jbs.cam.ac.uk/faculty-research/centres/alternative-finance/research/live-research-surveys/
[3] https://jbs.eu.qualtrics.com/jfe/form/SV_efU4SSIu650nD0x
[1] https://www.thetimes.co.uk/article/new-post-for-former-anc-mayor-facing-fraud-charge-3cbmq08d6
[1] https://twitter.com/OfficeGSBrown/status/1295631772613582848
[1] http://wrld.bg/sjYa30pS6El
[1] https://www.wdcpower.com/
[1] https://www.linkedin.com/slink?code=gBM2peG
[1] https://twitter.com/wef/status/950583164350672897

Top URLs in Tweet in G5:
[5] https://www.worldbank.org/en/topic/energy/publication/solar-photovoltaic-power-potential-by-country?cid=eae_tt_energy_en_ext
[3] https://ccacoalition.org/en/news/groundbreaking-study-set-measure-multiple-benefits-clean-cookstoves?_scpsug=crawled,2984270,en_3b680a944aeebbbf88648e0b4e025a150f79db39502079c590843f237a08183c#_scpsug=crawled,2984270,en_3b680a944aeebbbf88648e0b4e025a150f79db39502079c590843f237a08183c
[3] https://www.worldbank.org/en/topic/energy/brief/tracking-sdg-7-navigating-global-energy-access-data-in-3d?cid=eae_tt_energy_en_ext
[2] https://www.worldbank.org/en/news/press-release/2020/07/21/global-gas-flaring-jumps-to-levels-last-seen-in-2009?cid=eae_tt_energy_en_ext
[1] https://www.worldbank.org/en/news/feature/2020/06/15/climate-finance-drives-action-on-the-ground?CID=CCG_TT_climatechange_EN_EXT
[1] https://www.worldbank.org/en/news/feature/2020/07/29/egps-launches-new-emergency-relief-response-for-artisanal-and-small-scale-mining-communities-impacted-by-covid-19?cid=eae_tt_energy_en_ext
[1] https://www.worldbank.org/egps
[1] http://wrld.bg/N04c50ADXEr
[1] https://blogs.worldbank.org/voices/youthoncovid19-young-peoples-resilience-boost-we-need-right-now?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G6:
[4] https://blogs.worldbank.org/developmenttalk/new-poor-are-different-who-they-are-and-why-it-matters
[3] https://www.worldbank.org/en/topic/socialprotectionandjobs/publication/sourcebook-on-the-foundations-of-social-protection-delivery-systems
[3] https://www.worldbank.org/en/topic/energy/brief/tracking-sdg-7-navigating-global-energy-access-data-in-3d?cid=eae_tt_energy_en_ext
[3] https://bit.ly/339h2nz
[2] http://wrld.bg/SMPW30qYksO?cid=job_tt_jobs_en_ext
[2] http://wrld.bg/lvPT50ASSjW?cid=job_tt_jobs_en_ext
[2] http://wrld.bg/JJl450B1l7F?cid=job_tt_jobs_en_ext
[2] https://blogs.worldbank.org/sustainablecities/3-ways-beat-heat-european-cities
[2] https://www.worldbank.org/en/topic/trade/publication/women-and-trade-the-role-of-trade-in-promoting-womens-equality
[2] https://openknowledge.worldbank.org/handle/10986/34011

Top URLs in Tweet in G7:
[10] https://www.worldbank.org/en/news/press-release/2020/08/11/the-united-nations-road-safety-fund-and-the-global-road-safety-facility-announce-partnership-to-improve-road-safety-delivery-in-world-bank-funded-projects-in-tanzania?cid=tai_tt_transport_en_ext
[3] https://www.worldbank.org/en/news/press-release/2020/08/11/the-united-nations-road-safety-fund-and-the-global-road-safety-facility-announce-partnership-to-improve-road-safety-delivery-in-world-bank-funded-projects-in-tanzania
[2] http://wrld.bg/JJl450B1l7F?cid=afr_tt_wbafrica_en_ext
[2] http://wrld.bg/wyP450AH2iS?cid=afr_tt_wbafrica_en_ext
[1] http://wrld.bg/3BD650ARE6v?cid=afr_tt_wbafrica_en_ext
[1] https://blogs.worldbank.org/opendata/monitoring-impact-covid-19-and-climate-change-pastoral-populations-sahel?cid=dec_tt_data_en_ext
[1] http://wrld.bg/KWQq50ABwUx
[1] http://wrld.bg/1sEb50AY60J?cid=tai_tt_transport_en_ext
[1] https://blogs.worldbank.org/transport/covid-19-creates-new-momentum-cycling-and-walking-we-cant-let-it-go-waste?cid=tai_tt_transport_en_ext
[1] https://www.linkedin.com/slink?code=eg4yFXh

Top URLs in Tweet in G8:
[3] https://www.worldbank.org/en/research/publication/global-productivity
[3] https://blogs.worldbank.org/voices/force-development-new-world-bank-online-course-explores-potential-global-value-chains
[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://www.worldbank.org/en/publication/global-economic-prospects
[2] https://www.globalpolicyjournal.com/blog/12/08/2020/smit-tit-v-mitr-phol-ensuring-access-remedies-against-land-grabbing-transnational
[1] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty
[1] https://www.worldbank.org/en/topic/edutech/brief/edtech-covid-19?fbclid=IwAR0Ih8kt0kuNaDA06stOMR94yyV5V28ccLikvhAiRH_Pd0-Cau9faGiWoQY
[1] https://www.worldbank.org/en/news/video/2020/06/09/the-development-podcast-episode-7-locust-swarms-threaten-food-and-livelihoods-of-millions?cid=ecr_xpl_worldbank_en_ext
[1] https://openknowledge.worldbank.org/handle/10986/34044
[1] https://www.worldbank.org/en/news/feature/2020/08/07/everyone-equal-the-resilience-of-indigenous-peoples-across-the-globe?cid=SHR_SiteTweetable_XX_EXT

Top URLs in Tweet in G9:
[7] https://us02web.zoom.us/webinar/register/1215976179296/WN_QJ0jP87YQ0yT-12m7L7e5w
[2] https://blogs.worldbank.org/developmenttalk/new-poor-are-different-who-they-are-and-why-it-matters?cid=pov_tt_poverty_en_ext
[1] https://live.worldbank.org/what-future-holds-covid-19-and-global-economy?cid=pov_tt_poverty_en_ext
[1] https://www.worldbank.org/en/topic/socialprotectionandjobs/publication/sourcebook-on-the-foundations-of-social-protection-delivery-systems?cid=pov_tt_poverty_en_ext
[1] https://www.worldbank.org/en/news/feature/2020/08/07/everyone-equal-the-resilience-of-indigenous-peoples-across-the-globe?cid=pov_tt_poverty_en_ext
[1] https://www.worldbank.org/en/research/publication/global-productivity?cid=pov_tt_poverty_en_ext
[1] https://blogs.worldbank.org/opendata/understanding-global-debt-relieving-covid-19-impact-most-vulnerable?cid=pov_tt_poverty_en_ext
[1] https://www.worldbank.org/en/news/feature/2020/07/29/egps-launches-new-emergency-relief-response-for-artisanal-and-small-scale-mining-communities-impacted-by-covid-19?cid=pov_tt_poverty_en_ext
[1] https://blogs.worldbank.org/voices/force-development-new-world-bank-online-course-explores-potential-global-value-chains?cid=pov_tt_poverty_en_ext
[1] https://blogs.worldbank.org/voices/force-development-new-world-bank-online-course-explores-potential-global-value-chains

Top URLs in Tweet in G10:
[1] https://www.worldbank.org/en/news/press-release/2020/06/08/covid-19-to-plunge-global-economy-into-worst-recession-since-world-war-ii

Top Domains
Top Domains in Tweet in Entire Graph:
[436] worldbank.org
[127] wrld.bg
[47] twitter.com
[11] linkedin.com
[9] medium.com
[9] ncr-iran.org
[7] youtube.com
[7] zoom.us
[6] 5starinnovation.com
[5] co.uk

Top Domains in Tweet in G1:
[116] worldbank.org
[12] wrld.bg
[10] twitter.com
[4] edx.org
[3] foreignaffairs.com
[3] pipit.global
[2] co.uk
[2] iif.com
[1] theguardian.com
[1] sri-executive.com

Top Domains in Tweet in G2:
[80] wrld.bg
[59] worldbank.org
[2] ow.ly
[1] apple.com
[1] spotify.com
[1] miga.org
[1] medium.com
[1] thegef.org
[1] we-fi.org
[1] twitter.com

Top Domains in Tweet in G3:
[13] worldbank.org
[4] ebrd.com
[2] eib.org
[1] twitter.com
[1] radian6.com
[1] youtube.com
[1] solarunlimitednetwork.com
[1] wrld.bg
[1] iied.org
[1] moderndiplomacy.eu

Top Domains in Tweet in G4:
[6] twitter.com
[6] worldbank.org
[6] 5starinnovation.com
[4] qualtrics.com
[3] ac.uk
[2] linkedin.com
[1] co.uk
[1] wrld.bg
[1] wdcpower.com
[1] trib.al

Top Domains in Tweet in G5:
[14] worldbank.org
[3] ccacoalition.org
[1] wrld.bg

Top Domains in Tweet in G6:
[27] worldbank.org
[7] wrld.bg
[3] bit.ly
[1] wto.org

Top Domains in Tweet in G7:
[18] worldbank.org
[7] wrld.bg
[2] linkedin.com
[1] twitter.com
[1] emergency-live.com
[1] intelligenttransport.com
[1] msmeafricaonline.com

Top Domains in Tweet in G8:
[39] worldbank.org
[14] twitter.com
[3] linkedin.com
[2] globalpolicyjournal.com
[1] cosmosmagazine.com
[1] credit-suisse.com
[1] fastly.net
[1] reuters.com
[1] bit.ly
[1] bibliotecapleyades.net

Top Domains in Tweet in G9:
[10] worldbank.org
[7] zoom.us
[1] edx.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[498] covid19
[144] gvcs
[111] trade
[66] foodsystem
[59] hunger
[45] worldbank
[43] fintech
[39] socialprotection
[34] nigeria
[33] solar



Top Hashtags in Tweet in G1:
[167] covid19
[75] gvcs
[72] trade
[40] foodsystem
[38] hunger
[22] youthoncovid19
[16] developingcountries
[13] mooc
[13] wdr2020
[13] climatechange

Top Hashtags in Tweet in G2:
[89] covid19
[26] sustainablerecovery
[25] solar
[17] socialprotection
[17] parisagreement
[13] technology
[13] foodsystem
[13] climatefinance
[13] bangladesh
[11] dyk

Top Hashtags in Tweet in G3:
[17] covid19
[15] climatefinance
[9] wwweek
[5] climate
[5] mdbs
[3] trade
[3] gvcs
[3] didyouknow
[2] climateaction
[2] ebrdgreen

Top Hashtags in Tweet in G4:
[30] fintech
[28] covid19
[6] global
[5] india
[5] mortgagestress
[5] internationalyouthday
[5] economy
[4] education
[4] climatechange
[4] actonclimate

Top Hashtags in Tweet in G5:
[6] covid19
[5] gasflaring
[4] egps
[3] sdg7
[3] cleancooking
[3] cleanenergy
[3] solar
[3] trackingsdg7
[3] youthday
[3] solarenergy

Top Hashtags in Tweet in G6:
[67] covid19
[11] socialprotection
[8] trade
[7] gvcs
[6] dyk
[6] reflectiveroofing
[6] resilient
[5] climatesmart
[5] foodsystem
[5] hunger

Top Hashtags in Tweet in G7:
[17] covid19
[16] roadsafety
[15] tanzania
[10] africa
[5] covid
[5] grsf
[3] gvcs
[3] naturaldisasters
[3] humanhazards
[3] economic

Top Hashtags in Tweet in G8:
[11] worldbank
[4] covid19
[3] un
[2] imf
[2] land
[2] rights
[2] mncs
[1] wbg
[1] socialprotection
[1] global

Top Hashtags in Tweet in G9:
[27] covid19
[15] gvcs
[11] wwweek
[2] socialprotection
[2] wdr2020
[2] mooc
[2] learnfromhome
[2] reallatwwweek
[2] climate
[1] globalproductivity

Top Words
Top Words in Tweet in Entire Graph:
[1105] global
[913] worldbank
[498] #covid19
[457] climate
[298] countries
[237] wbg_climate
[217] world
[210] more
[210] change
[203] ifc_org

Top Words in Tweet in G1:
[513] worldbank
[310] global
[167] #covid19
[100] value
[100] chains
[94] pandemic
[83] course
[81] food
[77] online
[77] debt

Top Words in Tweet in G2:
[207] wbg_climate
[183] ifc_org
[165] climate
[159] global
[106] finance
[92] worldbank
[89] #covid19
[84] young
[78] program
[77] professionals

Top Words in Tweet in G3:
[129] water
[114] worldbankwater
[87] climate
[67] join
[58] change
[46] urban
[40] worldbank
[37] solutions
[35] sectors
[32] the_idb

Top Words in Tweet in G4:
[90] global
[68] worldbank
[40] wef
[38] cambridgealtfin
[38] survey
[30] #fintech
[30] rapid
[30] assessment
[28] #covid19
[25] last

Top Words in Tweet in G5:
[113] global
[104] wbg_energy
[94] countries
[93] energy
[71] solar
[67] climate
[51] response
[50] challenge
[50] change
[50] technology

Top Words in Tweet in G6:
[88] global
[79] urban
[67] #covid19
[47] wbg_cities
[46] poor
[45] year
[40] one
[40] areas
[39] 30
[39] live

Top Words in Tweet in G7:
[37] global
[30] wbg_transport
[29] road
[27] worldbankafrica
[24] friendly
[20] services
[17] #covid19
[17] improve
[16] pandemic
[16] safety

Top Words in Tweet in G8:
[24] global
[11] world
[11] #worldbank
[8] people
[7] bank
[5] recession
[5] crisis
[5] 19
[5] years
[4] pandemic

Top Words in Tweet in G9:
[27] #covid19
[23] poor
[21] global
[21] pandemic
[18] join
[17] countries
[16] wbg_poverty
[16] _anabelg
[16] webinar
[15] #gvcs

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[174] climate,change
[160] global,value
[155] value,chains
[134] online,course
[116] chains,#gvcs
[111] covid,19
[84] #covid19,pandemic
[80] solar,energy
[80] young,professionals
[79] professionals,program

Top Word Pairs in Tweet in G1:
[100] global,value
[100] value,chains
[76] online,course
[71] chains,#gvcs
[41] free,online
[40] covid,19
[40] healthy,economy
[39] economy,people
[39] people,planet
[39] delivers,healthy

Top Word Pairs in Tweet in G2:
[77] young,professionals
[76] professionals,program
[75] program,recruiting
[67] recruiting,roles
[65] roles,ifc_org
[65] ifc_org,miga
[64] miga,encourage
[64] encourage,qualified
[64] qualified,candidates
[63] svonfriedeburg,young

Top Word Pairs in Tweet in G3:
[47] climate,change
[43] worldbankwater,climate
[32] water,security
[27] sewers,essential
[27] essential,urban
[27] urban,sanitation
[27] sanitation,environment
[27] environment,public
[27] public,health
[27] health,join

Top Word Pairs in Tweet in G4:
[30] rapid,assessment
[29] assessment,survey
[28] worldbank,wef
[22] cambridgealtfin,worldbank
[20] #covid19,#fintech
[19] global,#covid19
[15] #fintech,mkt
[15] mkt,rapid
[14] covid,19
[12] global,covid

Top Word Pairs in Tweet in G5:
[69] solar,energy
[50] response,global
[50] global,challenge
[50] challenge,climate
[50] climate,change
[50] change,solar
[50] energy,technology
[50] technology,opportunity
[50] opportunity,countries
[49] wbg_energy,response

Top Word Pairs in Tweet in G6:
[40] urban,areas
[39] 30,global
[39] global,poor
[38] live,urban
[36] one,result
[36] result,#covid19
[36] #covid19,30
[36] poor,live
[36] areas,economic
[36] economic,slowdown

Top Word Pairs in Tweet in G7:
[13] improve,#roadsafety
[12] pandemic,given
[12] given,glimpse
[12] glimpse,pedestrian
[12] pedestrian,friendly
[12] friendly,bike
[12] bike,friendly
[12] friendly,city
[12] city,look
[12] look,fewer

Top Word Pairs in Tweet in G8:
[7] world,bank
[4] global,value
[3] global,pandemic
[3] covid,19
[3] value,chains
[2] recession,global
[2] dünya,bankası'nın
[2] food,crisis
[2] climate,change
[2] april,world

Top Word Pairs in Tweet in G9:
[21] #covid19,pandemic
[14] online,course
[12] developing,countries
[12] during,#covid19
[11] 30,global
[11] global,poor
[11] join,thurs
[11] thurs,aug13
[11] aug13,3pm
[11] 3pm,webinar

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@fundacionlaudet
@eu_env
@lorenzof92sm
@robertanutr
@wmnjoya
@wbg_climate
@saymama1
@trendsra
@gretathunberg

Top Replied-To in G1:
@worldbank
@lorenzof92sm
@robertanutr
@lshtm_planet
@nef
@isnt_it_red

Top Replied-To in G2:
@wbg_climate
@wbg_environment
@ifc_org

Top Replied-To in G3:
@eu_env
@gretathunberg
@thegcf

Top Replied-To in G4:
@trendsra
@vikasgupta89
@un
@espn
@skyriakideseu
@rbi
@hussaindar14

Top Replied-To in G6:
@dean29508957

Top Replied-To in G7:
@saymama1
@morakinyo1tunde
@nassconigeria

Top Replied-To in G10:
@barr_at

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@ifc_org
@worldbankwater
@wbg_energy
@miga
@svonfriedeburg
@wbg_cities
@wef
@cambridgealtfin

Top Mentioned in G1:
@worldbank
@martinwolf_
@cepr_org
@carmenmreinhart
@foreignaffairs
@ifc_org
@wbg_splabor
@mrdanhg
@etkelley419
@undp

Top Mentioned in G2:
@wbg_climate
@ifc_org
@worldbank
@miga
@svonfriedeburg
@ifc_o
@wbg_environment
@thegef
@worldbankwater
@wbg_ida

Top Mentioned in G3:
@worldbankwater
@worldbank
@the_idb
@pseau
@ucl
@universityleeds
@afdb_group
@ebrd
@adb_hq
@eib

Top Mentioned in G4:
@worldbank
@wef
@cambridgealtfin
@un
@imfnews
@the_lhoft
@who
@lagarde
@oecd
@m_brisso

Top Mentioned in G5:
@wbg_energy
@power4all2025
@worldbank
@ccacoalition
@diop_wb
@wbg_climate
@worldbankwater
@wbg_ppp
@nuvoenergy
@gosunfoundation

Top Mentioned in G6:
@wbg_cities
@wto
@worldbank
@economyinformal
@wbpubs
@wbg_jobs
@ifc_org
@tdlcen
@gfdrr
@global__tactics

Top Mentioned in G7:
@wbg_transport
@worldbankafrica
@worldbank
@wbtanzania
@wbtan
@irfgtkp
@adb_hq
@grspartnership
@unece
@wbg_energy

Top Mentioned in G8:
@1daysooner
@rafollowra

Top Mentioned in G9:
@wbg_poverty
@_anabelg
@reall_int
@siwi_water
@3pm
@moeyijamaica
@worldbank
@schwinnylva
@sida
@luis_triv

Top Mentioned in G10:
@truth_pilot
@algrenq
@aleeyun_nvaazun
@nikstift
@itisjustmebabe
@dogsbcool
@rikpik2
@black_is_back5
@galifreytoearth
@kingcujo

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marcodacostafx
@ndtv
@diegodelunamx
@businessinsider
@business
@sherbah46958042
@reuters
@pimmaiden
@theofficialsbi

Top Tweeters in G1:
@sherbah46958042
@pimmaiden
@tzdiscovery
@magarya
@sonaliranade
@olaahmeddayo
@themuslimhippie
@erangatennakoon
@khalidkarim
@zimrirosas

Top Tweeters in G2:
@lalojimjuarez
@petchary
@dev_discourse
@olumideidowu
@nomoreslaves
@aibexint
@newsanceandgg
@ineeshadvs
@lorenandreaep
@syawal

Top Tweeters in G3:
@ana_captures
@rtenews
@gtlang74
@meladalklimat
@mr_onims
@khhgg86692451
@climatereality
@ingramglynis
@adb_hq
@disgeneration

Top Tweeters in G4:
@ndtv
@businessinsider
@business
@reuters
@theofficialsbi
@aajtak
@ani
@foxnews
@alykhansatchu
@rt_com

Top Tweeters in G5:
@ingrx
@frankmenger
@garethpresch
@byattgraham
@jroach9680
@nuvoenergy
@mediyoga_ax
@silvesternyamon
@chiagozie_great
@germangallegos_

Top Tweeters in G6:
@diegodelunamx
@mohammadfarooq_
@mscypresse25
@financeandkm
@michael_oyakojo
@myitmedia
@caterinaccl
@mazzam_egy
@yaronbrook
@davos

Top Tweeters in G7:
@imagine_garden
@johnmbundi
@trevor8hobbs
@safewayrightway
@shahrimtamrin
@nigeriainfoabj
@worldforworld
@jwalakira
@elviseroms
@cryantonino

Top Tweeters in G8:
@neriman1903bj
@steltenpower
@hirosaitoh
@lisamariecricht
@global_policy
@rudeboypolitics
@traibal_news
@ntechlibre
@crcmtunisia
@ogeltdm

Top Tweeters in G9:
@bwolmers
@terrikarelle
@robertoangulos
@consultmilne
@coppetainpu
@welshbird1970
@emperorsipho
@sida
@jdoviedoa
@unicefjamaica

Top Tweeters in G10:
@vickie627
@mongo3804
@aleeyun_nvaazun
@middlemolly
@apritions
@dawndawn762yah1
@shrekthepunk
@rikpik2
@gopkleptocrat
@kingcujo


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