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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2020-12-28_07-32-41. (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 29, 2020
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3o4IxGI
@worldbank
@wbg_climate
@akbaruddinindia
@lindarefugee
@worldbankafrica
@busterjames15
@wbg_gov
@federalistno78
@wbg_environment
@worldbankdata

Top hashtags:


Description:
Description
The graph represents a network of 2,647 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, 28 December 2020 at 15:37 UTC.

The requested start date was Monday, 28 December 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, 45-minute period from Monday, 14 December 2020 at 01:30 UTC to Monday, 28 December 2020 at 00:15 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 : 2647
Unique Edges : 2343
Edges With Duplicates : 5069
Total Edges : 7412
Number of Edge Types : 5
Retweet : 2066
MentionsInRetweet : 3274
Mentions : 1618
Tweet : 315
Replies to : 139
Self-Loops : 334
Reciprocated Vertex Pair Ratio : 0.016491395793499
Reciprocated Edge Ratio : 0.0324476839877733
Connected Components : 121
Single-Vertex Connected Components : 64
Maximum Vertices in a Connected Component : 2281
Maximum Edges in a Connected Component : 6877
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.274409
Graph Density : 0.000607227737671906
Modularity : 0.444295
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 2,647 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, 28 December 2020 at 15:37 UTC.

The requested start date was Monday, 28 December 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, 45-minute period from Monday, 14 December 2020 at 01:30 UTC to Monday, 28 December 2020 at 00:15 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:
[19] https://www.worldbank.org/en/news/press-release/2020/12/10/advancing-research-on-climate-change-world-bank-grants-60-million-to-help-strengthen-the-resilience-of-the-agricultural-sector-in-africa
[17] https://www.worldbank.org/en/news/feature/2020/11/17/the-adaptation-principles-6-ways-to-build-resilience-to-climate-change
[17] https://blogs.worldbank.org/voices/tell-us-how-we-can-help-children-everywhere-learn-take-part-world-bank-financial-times-blog-writing-competition?cid=ECR_TT_worldbank_EN_EXT
[10] https://www.worldbank.org/en/news/feature/2020/12/18/digital-infrastructure-for-education-in-post-covid-environment-india-africa-knowledge-exchange-series?cid=sar_tt_india_en_ext
[10] https://blogs.worldbank.org/peoplemove/introducing-migration-and-law-database-new-global-benchmark-integration-policies?CID=WBW_AL_BlogNotification_EN_EXT?cid=SHR_BlogSiteShare_EN_EXT
[9] https://www.worldbank.org/en/news/feature/2020/06/08/the-global-economic-outlook-during-the-covid-19-pandemic-a-changed-world
[9] https://www.worldbank.org/en/news/immersive-story/2020/12/07/the-world-bank-group-mounts-the-fastest-and-largest-health-crisis-response-in-its-history-to-save-lives-from-covid-19
[8] https://blogs.worldbank.org/climatechange/147-billion-people-face-flood-risk-worldwide-over-third-it-could-be-devastating?cid=ccg_tt_climatechange_en_ext
[8] https://www.worldbank.org/en/news/feature/2020/12/08/hindsight-2020-20-stories-that-shaped-food-and-agriculture-this-year
[8] https://furtherafrica.com/2020/12/20/mozambique-inaugurates-largest-urban-park-in-africa/

Top URLs in Tweet in G1:
[7] https://blogs.worldbank.org/peoplemove/introducing-migration-and-law-database-new-global-benchmark-integration-policies?CID=WBW_AL_BlogNotification_EN_EXT?cid=SHR_BlogSiteShare_EN_EXT
[5] https://www.worldbank.org/en/news/feature/2020/10/12/national-hygiene-program-creates-jobs-for-kenyans-in-informal-settlements
[4] https://www.worldbank.org/en/news/feature/2020/12/22/a-year-like-no-other-in-review-a-snapshot-of-the-world-bank-groups-climate-work-in-2020?cid=SHR_SitesShareTT_EN_EXT
[3] https://datatopics.worldbank.org/sdgatlas/goal-13-climate-action/?cid=ccg_tt_climatechange_en_ext
[3] https://blogs.worldbank.org/latinamerica/green-growth-key-chiles-recovery-social-health-and-climate-crisis?cid=ccg_tt_climatechange_en_ext?cid=SHR_BlogSiteShare_EN_EXT
[3] https://unctad.org/news/why-and-how-measure-international-transport-costs
[3] https://blogs.worldbank.org/es/latinamerica/la-violencia-de-genero-la-otra-pandemia-que-debemos-combatir-en-america-latina-y-el?cid=SHR_BlogSiteTweetable_EN_EXT
[2] https://www.worldbank.org/en/news/feature/2020/12/08/hindsight-2020-20-stories-that-shaped-food-and-agriculture-this-year?cid=ECR_TT_worldbank_EN_EXT
[2] https://datatopics.worldbank.org/sdgatlas/goal-13-climate-action/?cid=ECR_TT_worldbank_EN_EXT
[2] http://y2ycommunity.org/gycn-climate-ambassador-program-2021/

Top URLs in Tweet in G2:
[9] https://www.worldbank.org/en/news/feature/2020/12/18/digital-infrastructure-for-education-in-post-covid-environment-india-africa-knowledge-exchange-series?cid=sar_tt_india_en_ext
[8] https://blogs.worldbank.org/voices/tell-us-how-we-can-help-children-everywhere-learn-take-part-world-bank-financial-times-blog-writing-competition?cid=ECR_TT_worldbank_EN_EXT
[4] https://www.worldbank.org/en/news/press-release/2020/12/10/advancing-research-on-climate-change-world-bank-grants-60-million-to-help-strengthen-the-resilience-of-the-agricultural-sector-in-africa?cid=afr_tt_wbafrica_en_ext
[3] https://www.worldbank.org/en/news/immersive-story/2020/12/07/the-world-bank-group-mounts-the-fastest-and-largest-health-crisis-response-in-its-history-to-save-lives-from-covid-19
[3] https://blogs.worldbank.org/voices/tell-us-how-we-can-help-children-everywhere-learn-take-part-world-bank-financial-times-blog-writing-competition
[2] http://wrld.bg/m9ml50CHcUs?cid=afr_tt_wbafrica_en_ext
[2] http://wrld.bg/kokP50CNyyG?cid=afr_tt_wbafrica_en_ext
[1] http://wrld.bg/qjt250Ctopp?cid=afr_tt_wbafrica_en_ext
[1] https://www.worldbank.org/en/news/feature/2020/12/21/climate-smart-agriculture-investments-required-to-boost-agricultural-production-in-zimbabwe?cid=afr_tt_wbafrica_en_ext
[1] https://www.worldbank.org/en/news/feature/2020/12/18/digital-infrastructure-for-education-in-post-covid-environment-india-africa-knowledge-exchange-series?cid=afr_tt_wbafrica_en_ext

Top URLs in Tweet in G3:
[10] https://www.worldbank.org/en/news/feature/2020/11/17/the-adaptation-principles-6-ways-to-build-resilience-to-climate-change
[7] https://blogs.worldbank.org/climatechange/147-billion-people-face-flood-risk-worldwide-over-third-it-could-be-devastating?cid=ccg_tt_climatechange_en_ext
[5] http://wrld.bg/h9Wn50CSb9R
[4] https://www.worldbank.org/en/news/feature/2020/11/17/the-adaptation-principles-6-ways-to-build-resilience-to-climate-change?cid=ccg_tt_climatechange_en_ext
[4] http://wrld.bg/uc4u50CmibL
[4] https://www.worldbank.org/en/news/feature/2020/12/08/hindsight-2020-20-stories-that-shaped-food-and-agriculture-this-year
[4] http://wrld.bg/jswR30qroL8
[3] 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
[3] http://wrld.bg/OPDd30qOQeC
[3] http://wrld.bg/fjtF50CgWre

Top URLs in Tweet in G4:
[12] https://www.worldbank.org/en/news/press-release/2020/12/10/advancing-research-on-climate-change-world-bank-grants-60-million-to-help-strengthen-the-resilience-of-the-agricultural-sector-in-africa
[4] https://blogs.worldbank.org/voices/tell-us-how-we-can-help-children-everywhere-learn-take-part-world-bank-financial-times-blog-writing-competition?cid=ECR_TT_worldbank_EN_EXT
[3] http://wrld.bg/afgQ50CLnNA
[2] https://www.cgiar.org/news-events/news/estimating-the-burden-of-child-acute-malnutrition-accurately
[2] https://blogs.worldbank.org/voices/2020-year-review-impact-covid-19-12-charts?cid=ECR_TT_worldbank_EN_EXT
[2] http://wrld.bg/CYcP50BNqxn
[2] https://blogs.worldbank.org/psd/foreign-investors-wait-sidelines-uncertainty-looms
[2] https://www.worldbank.org/en/news/feature/2020/09/25/unlocking-private-finance-for-nature
[1] https://www.worldbank.org/en/news/press-release/2020/12/22/ideas-for-action-2020-competition-announces-seven-youth-winners?cid=ECR_TT_worldbank_EN_EXT
[1] https://blogs.worldbank.org/endpovertyinsouthasia/silver-lining-smog?cid=sar_tt_india_en_ext

Top URLs in Tweet in G6:
[3] https://www.banglatribune.com/national/news/658012/%E0%A7%AE-%E0%A6%B9%E0%A6%BE%E0%A6%9C%E0%A6%BE%E0%A6%B0-%E0%A6%8F%E0%A6%95%E0%A6%B0-%E0%A6%AC%E0%A6%A8-%E0%A6%89%E0%A6%9C%E0%A6%BE%E0%A7%9C-%E0%A6%95%E0%A7%8D%E0%A6%B7%E0%A6%A4%E0%A6%BF-%E0%A6%B8%E0%A6%BE%E0%A7%9C%E0%A7%87-%E0%A7%AC-%E0%A6%B9%E0%A6%BE%E0%A6
[2] https://imf.org/
[1] https://indiaclimatedialogue.net/2014/07/17/millions-die-indians-still-cook-wood-dung/
[1] https://www.youtube.com/watch?v=wjERgJSKt4I&t=435s&pbjreload=101

[1] https://www.ndtv.com/world-news/un-chief-antonio-guterres-urges-leaders-of-every-country-to-declare-climate-emergency-2337917
[1] https://www.bollywoodhungama.com/news/bollywood/bhumi-pednekar-partners-global-citizen-initiative-count-us-climate-champion-india/
[1] https://twitter.com/GoRasika/status/1339184108690235394?s=20

Top URLs in Tweet in G7:
[4] https://blogs.worldbank.org/climatechange/ndc-enhancement-and-covid-19-recovery-building-blocks-sustainable-future?cid=tai_tt_transport_en_ext
[3] http://wrld.bg/1Lvp50Cijku
[2] http://wrld.bg/jKBj50BzzNu?cid=eae_tt_energy_en_ext
[2] http://wrld.bg/22nC50CLosS?cid=spl_tt_splabor_en_ext
[2] the
[1] https://www.worldbank.org/en/topic/energy/publication/solar-photovoltaic-power-potential-by-country?cid=eae_tt_energy_en_ext
[1] http://wrld.bg/klTo50CGMfU
[1] http://wrld.bg/IgaY50CiiQe
[1] https://www.worldbank.org/en/data/datatopics/aspire
[1] http://wrld.bg/5iaj50CijcI

Top URLs in Tweet in G8:
[2] https://www.pscp.tv/w/cpOEMjIyNjMzMzJ8MW1yR213WFpqQXd4eZkkaWwdR5y1ISYIRdTscb6NHVzmiDJY7Iazh9ECaTuv
[2] https://www.weforum.org
[1] https://www.eib.org/en/videos/the-city-climate-finance-gap-fund-paving-the-way-for-low-carbon-resilient-and-liveable-cities
[1] https://www.jbs.cam.ac.uk/faculty-research/centres/alternative-finance/publications/2020-global-covid-19-fintech-market-rapid-assessment-study
[1] https://www.eib.org/en/videos/the-city-climate-finance-gap-fund-paving-the-way-for-low-carbon-resilient-and-liveable-cities?utm_source=twitter&utm_medium=Social&utm_campaign=EIB-Thematic&utm_content=na&cid=Social_twitter_EIB-Thematic_2020-12-24-01_en_na_na_ClimateAction-Environment
[1] https://blogs.worldbank.org/sustainablecities/new-fund-new-urban-future
[1] https://www.jbs.cam.ac.uk/faculty-research/centres/alternative-finance/publications/2020-global-covid-19-fintech-market-rapid-assessment-study/
[1] https://www.globalgovernmentfintech.com/fintechs-involvement-in-global-covid-19-relief-so-far-limited-says-study/
[1] http://www3.weforum.org/docs/WEF_The_Global_Covid19_FinTech_Market_Rapid_Assessment_Study_2020.pdf
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=2847df10-3e1b-11eb-9224-dbb3ac33a2e6&url=L25ld3MvYXJ0aWNsZXMvMjAyMC0xMi0xMS90aGUtZmluYW5jZS1pbmR1c3RyeS1wYXNzZWQtYS1jbGltYXRlLXR1cm5pbmctcG9pbnQtdGhpcy15ZWFy

Top URLs in Tweet in G9:
[5] https://www.worldbank.org/en/news/immersive-story/2020/12/07/the-world-bank-group-mounts-the-fastest-and-largest-health-crisis-response-in-its-history-to-save-lives-from-covid-19
[3] http://wrld.bg/EUXk50CIebk
[3] https://www.worldbank.org/en/news/feature/2020/12/08/hindsight-2020-20-stories-that-shaped-food-and-agriculture-this-year
[2] https://blogs.worldbank.org/voices/staying-focused-one-health-prevent-next-pandemic
[2] https://blogs.worldbank.org/voices/revitalized-sense-solidarity-protect-and-invest-people-during-covid-19?cid=ECR_TT_worldbank_EN_EXT
[2] https://blogs.worldbank.org/opendata/global-food-commodity-prices-post-covid-world?cid=dec_tt_data_en_ext
[2] http://wrld.bg/cGIU50CNzFZ
[2] https://covid-19-response.unstatshub.org/statistical-programmes/covid19-nso-survey/
[1] https://blogs.worldbank.org/health/investing-prevent-antimicrobial-resistance-averting-slow-moving-pandemic
[1] http://wrld.bg/ZySQ50CTdVn

Top Domains
Top Domains in Tweet in Entire Graph:
[485] worldbank.org
[126] wrld.bg
[26] twitter.com
[13] globalpolicyjournal.com
[12] youtube.com
[8] furtherafrica.com
[6] t.co
[5] weforum.org
[5] piie.com
[4] tweetedtimes.com

Top Domains in Tweet in G1:
[90] worldbank.org
[7] twitter.com
[3] unctad.org
[3] wsj.com
[3] project-syndicate.org
[2] y2ycommunity.org
[2] wrld.bg
[2] youtube.com
[2] colorado.edu
[2] theguardian.com

Top Domains in Tweet in G2:
[50] worldbank.org
[15] wrld.bg
[3] twitter.com
[2] youtube.com
[1] ifc.org
[1] regjeringen.no
[1] undp.org
[1] irena.org
[1] miga.org
[1] nutritionforgrowth.org

Top Domains in Tweet in G3:
[64] worldbank.org
[43] wrld.bg
[1] unccelearn.org

Top Domains in Tweet in G4:
[45] worldbank.org
[19] wrld.bg
[2] cgiar.org
[2] twitter.com
[1] mercomindia.com
[1] genevasolutions.news
[1] co.uk
[1] who.int

Top Domains in Tweet in G6:
[3] banglatribune.com
[2] imf.org
[1] indiaclimatedialogue.net
[1] youtube.com
[1] ndtv.com
[1] bollywoodhungama.com
[1] twitter.com

Top Domains in Tweet in G7:
[21] worldbank.org
[15] wrld.bg

Top Domains in Tweet in G8:
[3] weforum.org
[2] eib.org
[2] ac.uk
[2] pscp.tv
[1] worldbank.org
[1] globalgovernmentfintech.com
[1] bloomberg.com

Top Domains in Tweet in G9:
[36] worldbank.org
[13] wrld.bg
[2] unstatshub.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[554] covid19
[242] climatechange
[78] worldbank
[62] pakistan
[56] climate
[54] bluecarbon
[54] naturebasedtool
[50] climateaction
[39] southasia
[38] adaptationmatters



Top Hashtags in Tweet in G1:
[92] climatechange
[63] covid19
[54] pakistan
[54] bluecarbon
[54] naturebasedtool
[21] locust
[16] poverty
[12] extremepoverty
[7] climate
[6] climateaction

Top Hashtags in Tweet in G2:
[209] covid19
[18] indiaafricafriendship
[18] expertanswers
[17] climatechange
[11] climate
[9] diksha
[9] covid
[7] climateaction
[6] eastasia
[6] southasia

Top Hashtags in Tweet in G3:
[86] climatechange
[43] covid19
[26] floodrisk
[26] ndc
[24] sdg13
[23] adaptationmatters
[23] southasia
[21] eastasia
[19] infographic
[14] climate

Top Hashtags in Tweet in G4:
[31] covid19
[21] onecgiar
[12] climateaction
[10] climate
[10] climatechange
[9] science
[9] aiccra
[8] foodsystems
[6] latinamerica
[6] caribbean

Top Hashtags in Tweet in G6:
[7] easeofdoingbusiness
[3] bangladeshalreadysuffering
[3] savebangladesh
[3] rohingya
[3] bangladesh_want_compensation
[2] covid19
[2] worldclimateday
[2] climateaction
[2] climatechange
[1] germany

Top Hashtags in Tweet in G7:
[39] covid19
[19] cleancooking
[18] sdg7
[7] sdgatlas
[7] unpaidlabor
[6] brazil
[6] climatechange
[5] parisagreement
[4] dyk
[3] sustainableenergy

Top Hashtags in Tweet in G8:
[28] fintech
[15] fintechs
[15] covid19
[10] lending
[2] thefutureisgreen
[2] mutantcovid
[2] g20
[2] imf
[2] un
[2] covid_19

Top Hashtags in Tweet in G9:
[76] covid19
[15] vaccines
[13] pandemic
[6] wbg_biggerpicture
[5] onehealth
[5] yearinreview
[5] climatechange
[5] humancapital
[5] mustreads2020
[4] healthsystems

Top Hashtags in Tweet in G10:
[1] returnbillionsstolenbytplf

Top Words
Top Words in Tweet in Entire Graph:
[1312] worldbank
[985] global
[561] climate
[554] #covid19
[399] more
[355] wbg_climate
[293] world
[261] people
[242] #climatechange
[231] 2020

Top Words in Tweet in G1:
[491] worldbank
[170] climate
[149] global
[116] more
[92] #climatechange
[88] change
[86] 2050
[79] development
[76] nearly
[67] progress

Top Words in Tweet in G2:
[324] worldbank
[209] #covid19
[137] learning
[135] affected
[130] global
[99] pandemic
[83] ft4s
[76] 19
[74] climate
[66] 16

Top Words in Tweet in G3:
[248] wbg_climate
[122] climate
[86] #climatechange
[78] more
[76] development
[72] worldbank
[67] help
[66] people
[64] world
[61] recovery

Top Words in Tweet in G4:
[124] worldbank
[63] climate
[61] cgiar
[45] africa
[39] help
[38] support
[34] agricultural
[33] global
[31] resilience
[31] #covid19

Top Words in Tweet in G5:
[131] fudge
[131] open
[131] investigation
[131] reveals
[131] without
[131] irregularities
[131] china
[131] global
[131] ranking
[130] akbaruddinindia

Top Words in Tweet in G6:
[50] worldbank
[24] wbg_climate
[22] project
[19] global
[18] thousand
[11] hrw
[10] eight
[10] 2020
[9] ecb
[9] thanks

Top Words in Tweet in G7:
[63] global
[39] #covid19
[35] worldbankdata
[31] average
[28] countries
[28] more
[27] population
[23] climate
[20] year
[19] wbg_energy

Top Words in Tweet in G8:
[28] #fintech
[27] worldbank
[23] ursbolt
[21] firms
[18] more
[18] need
[16] global
[16] regulatory
[15] #fintechs
[15] growing

Top Words in Tweet in G9:
[76] #covid19
[61] global
[35] worldbank
[29] health
[28] people
[28] wbg_health
[26] data
[25] read
[25] critical
[24] more

Top Words in Tweet in G10:
[72] flyethiopian
[71] lindarefugee
[71] leaders
[70] global
[70] ban
[70] airspace
[70] especially
[70] eu
[70] partners
[70] embargo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[212] climate,change
[146] learning,affected
[141] human,development
[138] affected,#covid19
[137] china,global
[135] #climatechange,threatens
[135] threatens,erode
[135] erode,progress
[135] progress,nearly
[135] nearly,area

Top Word Pairs in Tweet in G1:
[87] climate,change
[64] #climatechange,threatens
[64] threatens,erode
[64] erode,progress
[64] progress,nearly
[64] nearly,area
[64] area,human
[64] human,development
[64] development,2050
[64] 2050,force

Top Word Pairs in Tweet in G2:
[96] learning,affected
[90] affected,#covid19
[83] worldbank,ft4s
[79] #covid19,pandemic
[59] 16,19
[56] 19,years
[56] years,old
[54] between,16
[54] old,share
[53] share,learning

Top Word Pairs in Tweet in G3:
[60] climate,change
[51] #climatechange,threatens
[51] threatens,erode
[51] erode,progress
[51] progress,nearly
[51] nearly,area
[51] area,human
[51] human,development
[51] development,2050
[51] 2050,force

Top Word Pairs in Tweet in G4:
[25] strengthen,resilience
[25] resilience,agricultural
[23] world,bank
[21] support,cgiar
[21] agricultural,sector
[20] climate,research
[19] iamcelinacc,justintrudeau
[19] justintrudeau,worldbank
[18] help,strengthen
[17] worldbank,seriously

Top Word Pairs in Tweet in G5:
[131] fudge,open
[131] open,investigation
[131] investigation,reveals
[131] reveals,without
[131] without,irregularities
[131] irregularities,china
[131] china,global
[131] global,ranking
[130] akbaruddinindia,fudge

Top Word Pairs in Tweet in G6:
[13] wbg_climate,worldbank
[9] eight,thousand
[9] thousand,acres
[9] acres,deforestation
[9] deforestation,loss
[9] loss,six
[9] six,half
[9] half,thousand
[9] thousand,crore
[9] crore,wbg_climate

Top Word Pairs in Tweet in G7:
[18] pm2,exposure
[18] life,expectancy
[17] global,population
[17] exposure,reduced
[17] reduced,average
[17] average,global
[17] global,life
[17] expectancy,birth
[15] meeting,#cleancooking
[15] #cleancooking,target

Top Word Pairs in Tweet in G8:
[15] #fintechs,growing
[15] growing,during
[15] during,#covid19
[15] #covid19,unevenly
[15] unevenly,#fintech
[15] #fintech,firms
[15] firms,reported
[15] reported,need
[15] need,more
[15] more,supportive

Top Word Pairs in Tweet in G9:
[21] national,statistical
[21] statistical,offices
[21] offices,adjusting
[21] adjusting,challenges
[21] challenges,posed
[21] posed,#covid19
[21] #covid19,continue
[21] continue,collecting
[21] collecting,critical
[21] critical,data

Top Word Pairs in Tweet in G10:
[70] global,leaders
[70] leaders,ban
[70] ban,flyethiopian
[70] flyethiopian,airspace
[70] airspace,especially
[70] especially,eu
[70] eu,partners
[70] partners,embargo
[70] embargo,weapon
[69] lindarefugee,global

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@wbg_climate
@miga
@wbg_environment
@iamcelinacc
@lindarefugee
@ousmane_diagana
@shradhasonee
@eu_env
@officialdgispr

Top Replied-To in G1:
@worldbank
@ambliuxiaoming
@asteiner
@rmwareya
@theafricareport
@erikaamot
@ibecon
@jachattha
@zsp_org
@matigary

Top Replied-To in G2:
@miga
@worldbank
@thecableng
@_cbs_ke

Top Replied-To in G3:
@wbg_climate
@climatewed

Top Replied-To in G4:
@wbg_environment
@iamcelinacc
@worldbank
@karinagould
@wbg_nigeria
@owogmd
@mark_hamstra

Top Replied-To in G6:
@worldbank
@ousmane_diagana
@shradhasonee
@eu_env
@clafrancavilla
@anambranewmap
@worldbank_ieg
@nelly_squad
@lifeprogramme
@afd_en

Top Replied-To in G7:
@diop_wb
@wbg_environment

Top Replied-To in G8:
@oladunjoyelatr1
@nigeria
@otienojohno
@wcchepkwony
@youth_yilaa
@gabrielmariya

Top Replied-To in G10:
@lindarefugee

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@akbaruddinindia
@ft4s
@worldbankafrica
@cgiar
@wbg_gov
@flyethiopian
@lindarefugee
@ifc_org

Top Mentioned in G1:
@worldbank
@aminattock
@unctad
@wbg_climate
@minofhealthug
@fmsilvercorp
@mari_pangestu
@govuganda
@asteiner
@kayodeteslim

Top Mentioned in G2:
@worldbank
@ft4s
@worldbankafrica
@wbg_education
@davidmalpasswbg
@ifc_org
@wbg_climate
@worldbankindia
@svonfriedeburg
@carengrown

Top Mentioned in G3:
@wbg_climate
@worldbank
@wriclimate
@worldresources
@saleemulhuq
@connect4climate
@newclimateecon
@cgiar
@climateactiong1
@wbg_ida

Top Mentioned in G4:
@worldbank
@cgiar
@justintrudeau
@cgiarclimate
@wbg_climate
@wbg_environment
@gill_godwin
@iamcelinacc
@worldbankafrica
@ifpri

Top Mentioned in G5:
@akbaruddinindia
@worldbank
@wsj

Top Mentioned in G6:
@worldbank
@wbg_climate
@un
@hrw
@ecb
@unep
@adb_hq
@usaid
@yorkshirehldgs
@eu_commission

Top Mentioned in G7:
@worldbankdata
@wbg_energy
@worldbank
@drvandycke
@wbg_transport
@googletrends
@wbg_climate
@diop_wb
@wbg_splabor
@cleancooking

Top Mentioned in G8:
@worldbank
@ursbolt
@wef
@eib
@giz_gmbh
@bmwi_bund
@mfa_lu
@mayors4climate
@cambridgealtfin
@bmz_bund

Top Mentioned in G9:
@worldbank
@wbg_health
@unstats
@wb_asiapacific
@axelvt_wb
@wbg_poverty
@i
@wb_research
@wbpubs
@muhammadpate

Top Mentioned in G10:
@flyethiopian
@lindarefugee
@imf
@worldbank
@wpf

Top Tweeters
Top Tweeters in Entire Graph:
@klm
@dhruvbhim
@southwestair
@honeymoongondol
@onahunttoday
@nilimajumder
@saveusrepublic2
@world_news_eng
@millioneyes1
@kinshasaweb

Top Tweeters in G1:
@viralvideovlogs
@salman0800
@dudeneyn
@nomoreslaves
@annie5133
@beamabeorg
@ana_captures
@bradparker_
@cchukudebelu
@rehanahmed_92

Top Tweeters in G2:
@lalojimjuarez
@tzdiscovery
@africaupdates
@tarundsnaol
@vmezadelc
@zimrirosas
@sunshinethegrey
@ohemaadufiegh
@translatorbali
@sebastdeporte

Top Tweeters in G3:
@honeymoongondol
@onahunttoday
@nilimajumder
@michelleking66
@zftwarning
@syawal
@saleemulhuq
@lcby
@biobaby19
@greentechdon

Top Tweeters in G4:
@kinshasaweb
@al_maldives
@suepeac
@harsiwarju
@olumideidowu
@ruthmkb
@gadflyquebec
@hopealdridge
@smartecocity
@eco1start

Top Tweeters in G5:
@dhruvbhim
@sherbah46958042
@madhureshsethi
@prasadhemant
@raghutanjavur
@jyothiswamy3
@srini791751
@oceansfriend
@eternallywaiti1
@dilnidhi

Top Tweeters in G6:
@wwf
@hackneywick
@meladalklimat
@tolonews
@hrw
@rohingya_update
@un
@theagu
@cnnbrk
@onuinfo

Top Tweeters in G7:
@sms2sms
@seifkabelele
@lisduarte
@gregoriomirabal
@marcventresca
@globalphobserv
@laurentfranckx
@equityhealthdev
@ghia1212
@hillarytaylorvi

Top Tweeters in G8:
@santchiweb
@ssxman2
@mobilepunch
@marciasgreen
@mariuskarma
@spirosmargaris
@coyotegulch
@markderiz
@wef
@therudingroup

Top Tweeters in G9:
@deceitindrugs
@mscypresse25
@peterasinger
@ejyadev
@wb_asiapacific
@rinosadikin
@gerardo8av
@wbpubs
@pahowho
@ngozi29422361

Top Tweeters in G10:
@imf
@agmedhin
@ameha64134042
@flyethiopian
@mezzaberhe
@safaeeb
@kahsay9
@tigrayvoice
@peace_4_tigray
@ellebelai