Worldbank (environment OR climate OR warming OR ecological OR planet OR global), Twitter, 1/3/2022 9:34:49 PM, 269395


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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2022-01-03_09-46-37.
Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2022-01-03_09-46-37.
From:
NodeXLExcelAutomator
Uploaded on:
January 03, 2022
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3zuNMG8
@worldbank
@jaimesaavedra22
@wbg_climate
@worldbankwater
@ccme_com
@gretathunberg
@peter_s_becks1
@rickscobey
@lalojimjuarez
@worldbankdata

Top hashtags:


Description:
Description
The graph represents a network of 2,590 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, 03 January 2022 at 17:53 UTC.

The requested start date was Monday, 03 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 22-hour, 34-minute period from Monday, 20 December 2021 at 02:14 UTC to Monday, 03 January 2022 at 00:48 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 : 2590
Unique Edges : 1798
Edges With Duplicates : 6306
Total Edges : 8104
Number of Edge Types : 5
MentionsInRetweet : 3683
Replies to : 111
Retweet : 2709
Tweet : 434
Mentions : 1167
Self-Loops : 486
Reciprocated Vertex Pair Ratio : 0.0155018392012612
Reciprocated Edge Ratio : 0.0305304010349289
Connected Components : 136
Single-Vertex Connected Components : 68
Maximum Vertices in a Connected Component : 2231
Maximum Edges in a Connected Component : 7490
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.509855
Graph Density : 0.000576391654027807
Modularity : 0.373231
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,590 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, 03 January 2022 at 17:53 UTC.

The requested start date was Monday, 03 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 22-hour, 34-minute period from Monday, 20 December 2021 at 02:14 UTC to Monday, 03 January 2022 at 00:48 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:
[45] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers
[38] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers?cid=ccg_tt_climatechange_en_ext
[25] https://wwwlakshydreamfoundation.blogspot.com/2021/12/christmas-fundraser-for-children.html
[16] https://www.worldbank.org/en/news/feature/2021/12/20/year-2021-in-review-the-inequality-pandemic?cid=ECR_TT_worldbank_EN_EXT
[14] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery
[14] https://www.connect4climate.org/initiative/apply-now-max-thabiso-edkins-climate-ambassador-program
[14] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty-turning-corner-pandemic-2021
[13] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries
[10] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries?cid=ECR_TT_worldbank_EN_EXT
[10] https://furtherafrica.com/2021/12/24/nigeria-set-for-a-project-to-build-a-climate-resistance-landscape/

Top URLs in Tweet in G1:
[8] https://www.worldbank.org/en/news/feature/2021/12/20/year-2021-in-review-the-inequality-pandemic?cid=ECR_TT_worldbank_EN_EXT
[6] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries?cid=ECR_TT_worldbank_EN_EXT
[5] https://www.worldbank.org/en/news/feature/2021/12/20/year-2021-in-review-the-inequality-pandemic?cid=SHR_SiteTweetable_XX_EXT
[3] https://www.worldbank.org/en/news/podcast/2021/12/22/how-crypto-technologies-could-revolutionize-development-the-development-podcast?cid=ECR_TT_worldbank_EN_EXT
[3] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers
[3] https://bit.ly/TM_Dec2021
[3] https://www.worldbank.org/en/newsletter-subscription?tradem=true&deliveryName=DM115768&cid=fam_tt_financemarkets_en_ext
[3] https://blogs.worldbank.org/endpovertyinsouthasia/6-reasons-blame-plastic-pollution-climate-change?cid=SHR_BlogSiteShare_EN_EXT
[2] https://www.worldbank.org/en/news/feature/2021/10/21/for-mekong-delta-farmers-diversification-is-the-key-to-climate-resilience?cid=ECR_TT_worldbank_EN_EXT_ChangingLives
[2] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G2:
[37] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers?cid=ccg_tt_climatechange_en_ext
[17] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers
[10] https://www.connect4climate.org/initiative/apply-now-max-thabiso-edkins-climate-ambassador-program
[8] https://live.worldbank.org/making-climate-action-count?cid=ccg_tt_climatechange_en_ext
[7] https://blogs.worldbank.org/climatechange/building-climate-resilience-construction-industry?cid=ccg_tt_climatechange_en_ext
[5] https://www.worldbank.org/en/news/feature/2021/11/17/what-you-need-to-know-about-the-world-bank-group-s-south-asia-climate-roadmap?cid=ccg_tt_climatechange_en_ext
[5] https://blogs.worldbank.org/sustainablecities/urban-development-time-global-pandemic-2021-snapshot
[4] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries?cid=ECR_TT_worldbank_EN_EXT
[4] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries
[4] https://blogs.worldbank.org/sustainablecities/urban-development-time-global-pandemic-2021-snapshot?cid=SURR_TT_WBGCities_EN_EXT

Top URLs in Tweet in G3:
[9] https://documents1.worldbank.org/curated/en/402111638769366449/pdf/Executive-Summary.pdf
[9] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery
[2] https://worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery?utm_content=bufferd142b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery?utm_content=bufferc4e75&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://blogs.worldbank.org/education/state-global-education-crisis-path-recovery?cid=SHR_BlogSiteShare_EN_EXT
[1] https://www.worldbank.org/en/news/press-release/2021/12/06/learning-losses-from-covid-19-could-cost-this-generation-of-students-close-to-17-trillion-in-lifetime-earnings
[1] https://worldbank.scene7.com/s7viewers/html5/VideoViewer.html?asset=worldbankprod/Launch_of_the_joint_UNESCO_UNICEF-AVS&config=/conf/global/settings/dam/dm/presets/viewer/WB-Player-with-Social-Sharing&serverUrl=https://worldbank.scene7.com/is/image/&contenturl=https://worldbank.scene7.com/is/content/&posterimage=worldbankprod/Launch_of_the_joint_UNESCO_UNICEF-AVS&videoserverurl=https://worldbank.scene7.com/is/content

Top URLs in Tweet in G4:
[11] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers
[6] https://blogs.worldbank.org/water/top-10-water-tweets-2021?CID=WAT_TT_Water_EN_EXT
[3] https://twitter.com/WorldBankWater/status/1353758188559073280
[2] https://www.worldbank.org/en/topic/water/publication/an-epic-response-innovative-governance-for-flood-and-drought-risk-management?cid=watt_tt_water_en_ext
[2] http://www.worldbank.org/wastetoresource?CID=WAT_TT_Water_EN_EXT
[2] https://www.worldbank.org/en/topic/water/overview?CID=WAT_TT_Water_EN_EXT#1
[2] https://www.worldbank.org/en/news/feature/2021/12/20/year-2021-in-review-the-inequality-pandemic?cid=ECR_TT_worldbank_EN_EXT
[2] https://blogs.worldbank.org/climatechange/protecting-oceans-climate-change-impacts
[2] https://www.worldbank.org/en/topic/water/publication/wastewater-initiative
[2] https://www.worldbank.org/en/news/feature/2021/10/21/for-mekong-delta-farmers-diversification-is-the-key-to-climate-resilience?cid=ECR_TT_worldbank_EN_EXT_ChangingLives

Top URLs in Tweet in G5:
[4] https://www.worldbank.org/en/news/podcast/2021/08/11/people-and-climate-navigating-a-two-way-street?cid=gov_tt_gov_en_ext
[3] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers?cid=pub_tt_wbpublications_en_ext
[3] https://openknowledge.worldbank.org/handle/10986/36248?cid=pub_tt_wbpublications_en_ext
[3] http://wrld.bg/6GWp50FRRhi?cid=gov_tt_gov_en_ext
[3] https://www.worldbank.org/en/news/press-release/2021/12/06/learning-losses-from-covid-19-could-cost-this-generation-of-students-close-to-17-trillion-in-lifetime-earnings
[3] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery
[3] https://www.worldbank.org/en/topic/education/publication/the-state-of-the-global-education-crisis-a-path-to-recovery?utm_content=buffer5755b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers
[2] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers?cid=afw_tt_wbafrica_en_ext
[2] https://blogs.worldbank.org/voices/how-can-we-improve-education-tell-us-world-bank-and-financial-times-blog-writing-competition?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G6:
[25] https://wwwlakshydreamfoundation.blogspot.com/2021/12/christmas-fundraser-for-children.html
[7] https://www.youtube.com/watch?v=fuIzfmr4jcE&feature=youtu.be

[4] https://moderndiplomacy.eu/2021/12/29/global-trends-new-revolutions-of-small-medium-business-economies-in-2022/
[3] https://www.givingway.com/campaign/cccc9a69
[1] https://openknowledge.worldbank.org/handle/10986/36367
[1] https://www.brettonwoodsproject.org/2021/12/global-day-of-action-against-the-imf-and-world-bank-rejects-corporate-recovery-agenda/
[1] https://www.rollingstone.com/politics/politics-features/doomsday-glacier-thwaites-antarctica-climate-crisis-1273841/
[1] https://twitter.com/Caribank/status/1476216965358362635
[1] https://blogs.worldbank.org/endpovertyinsouthasia/why-climate-change-existential-threat-bangladesh-delta
[1] https://openknowledge.worldbank.org/handle/10986/12750

Top URLs in Tweet in G7:
[10] https://furtherafrica.com/2021/12/24/nigeria-set-for-a-project-to-build-a-climate-resistance-landscape/
[4] https://blogs.worldbank.org/opendata/updated-estimates-impact-covid-19-global-poverty-turning-corner-pandemic-2021
[2] https://www.worldbank.org/en/news/press-release/2021/12/15/global-community-steps-up-with-93-billion-support-package-to-boost-resilient-recovery-in-world-s-poorest-countries
[2] https://www.worldbank.org/en/news/feature/2021/12/16/2021-the-year-in-climate-in-5-numbers
[2] https://blogs.worldbank.org/climatechange/building-climate-resilience-construction-industry
[2] https://www.worldbank.org/en/news/feature/2021/12/20/year-2021-in-review-the-inequality-pandemic?cid=ECR_TT_worldbank_EN_EXT
[2] https://www.worldbank.org/en/news/press-release/2021/12/21/world-bank-approves-us-170-million-in-grant-support-for-yemen
[2] https://www.worldbank.org/en/news/press-release/2020/10/08/world-bank-group-debars-techno-brain-kenya-limited-and-techno-brain-global-fz-llc
[2] https://twinybots.ch/
[2] https://blogs.worldbank.org/education/state-global-education-crisis-path-recovery?CID=WBW_AL_BlogNotification_EN_EXT?cid=SHR_BlogSiteShare_EN_EXT

Top URLs in Tweet in G8:
[1] https://mereja.com/video2/watch.php?vid=b8f21ea72

Top URLs in Tweet in G9:
[1] https://twitter.com/digieconomist/status/1477420461122375683
[1] https://twitter.com/PamAmAwe/status/1477015201383780352
[1] https://blogs.worldbank.org/voices/7-reasons-land-and-property-rights-be-top-global-agenda
[1] https://www.cgdev.org/blog/bank-world-call-arms-sidelines-world-banks-annual-meetings
[1] https://www.who.int/teams/health-systems-governance-and-financing/global-monitoring-report-on-financial-protection-in-health-2021?sf156814088=1
[1] https://www.youtube.com/watch?v=n8WUmDlkSQ4&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://data.worldbank.org/indicator/NY.GDP.MKTP.KD
[1] https://twitter.com/shellenbergermd/status/1283048735061217282

Top Domains
Top Domains in Tweet in Entire Graph:
[676] worldbank.org
[59] wrld.bg
[52] twitter.com
[25] blogspot.com
[14] connect4climate.org
[12] youtube.com
[10] furtherafrica.com
[9] bit.ly
[5] twinybots.ch
[4] moderndiplomacy.eu

Top Domains in Tweet in G1:
[96] worldbank.org
[11] twitter.com
[3] wrld.bg
[3] bit.ly
[2] connect4climate.org
[2] brookings.edu
[2] nytimes.com
[2] climateandcapitalmedia.com
[2] ey.com
[1] youtube.com

Top Domains in Tweet in G2:
[234] worldbank.org
[26] wrld.bg
[10] connect4climate.org
[6] twitter.com
[1] captivate.fm
[1] bit.ly
[1] fiti.global
[1] globallandscapesforum.org
[1] youtube.com

Top Domains in Tweet in G3:
[24] worldbank.org
[1] scene7.com

Top Domains in Tweet in G4:
[42] worldbank.org
[7] twitter.com
[5] wrld.bg
[1] connect4climate.org
[1] iucn.org
[1] gfdrr.org
[1] globalsolaratlas.info
[1] developmentaid.org

Top Domains in Tweet in G5:
[62] worldbank.org
[18] wrld.bg
[7] twitter.com
[2] fiti.global
[2] youtu.be
[2] stat.world
[1] connect4climate.org
[1] sanitationandwaterforall.org
[1] scene7.com
[1] npr.org

Top Domains in Tweet in G6:
[25] blogspot.com
[7] worldbank.org
[7] youtube.com
[4] moderndiplomacy.eu
[3] givingway.com
[1] brettonwoodsproject.org
[1] rollingstone.com
[1] twitter.com
[1] africanwaterfacility.org
[1] reuters.com

Top Domains in Tweet in G7:
[41] worldbank.org
[10] furtherafrica.com
[8] twitter.com
[2] wrld.bg
[2] miragenews.com
[2] twinybots.ch
[2] worldbankgroup.org
[1] worlddata.info
[1] sociabble.com
[1] wcoomd.org

Top Domains in Tweet in G8:
[1] mereja.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] worldbank.org
[1] cgdev.org
[1] who.int
[1] youtube.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[333] climatechange
[170] worldbank
[126] climate
[106] global
[85] covid19
[83] xrp
[80] dyk
[70] un
[65] ethiopia
[64] yearinreview



Top Hashtags in Tweet in G1:
[28] climatechange
[26] yearinreview
[21] dyk
[18] blockchain
[16] changinglives
[16] vietnam
[12] covid19
[9] climatefinance
[9] fintech
[8] climate

Top Hashtags in Tweet in G2:
[209] climatechange
[61] climate
[46] dyk
[34] plastics
[32] covid19
[28] yearinreview
[23] resilience
[20] gapfund
[20] bangladesh
[20] ida20

Top Hashtags in Tweet in G3:
[25] teachers
[3] education
[2] sdg4
[1] covid19
[1] learningpoverty

Top Hashtags in Tweet in G4:
[39] climatechange
[23] wash
[23] sdgs
[16] climate
[13] farmerledirrigation
[12] waste2resource
[7] biodiversity
[6] climatefinance
[5] infrastructure
[5] resilience

Top Hashtags in Tweet in G5:
[24] climatechange
[20] education
[17] learningpoverty
[15] covid19
[11] cybersecurity
[9] climate
[8] ipcc
[6] govtech
[6] covid
[5] climateaction

Top Hashtags in Tweet in G6:
[30] usa
[29] christmas
[29] fundraiser
[28] world
[26] worldbank
[25] global
[25] uk
[25] india
[25] charity
[25] donations

Top Hashtags in Tweet in G7:
[23] worldbank
[11] climate
[11] africa
[10] nigeria
[5] imf
[4] climatechange
[3] ilo
[2] yearinreview
[2] un
[2] education

Top Hashtags in Tweet in G8:
[64] ethiopian
[64] ethiopia
[64] tplf
[64] us
[64] egypt
[64] sudan
[64] un
[64] media
[64] worldbank

Top Hashtags in Tweet in G9:
[5] blockchain
[3] global
[2] sustainable
[2] businessmodel
[2] pandemic
[2] covid19
[2] residential
[2] annualmeetings
[2] uhcday
[1] climateemergency

Top Words
Top Words in Tweet in Entire Graph:
[1239] worldbank
[1030] climate
[770] global
[535] countries
[534] 2021
[494] wbg_climate
[490] more
[489] people
[470] million
[454] change

Top Words in Tweet in G1:
[558] worldbank
[250] climate
[202] countries
[185] million
[166] people
[132] change
[127] 216
[110] global
[101] 2021
[96] more

Top Words in Tweet in G2:
[454] climate
[421] wbg_climate
[352] worldbank
[245] 2021
[224] more
[209] #climatechange
[194] countries
[192] help
[186] people
[153] world

Top Words in Tweet in G3:
[304] jaimesaavedra22
[263] 21
[241] luego
[241] meses
[241] millones
[241] niños
[241] siguen
[241] fuera
[241] escuelas
[241] muchos

Top Words in Tweet in G4:
[195] worldbankwater
[97] water
[89] global
[81] climate
[70] billion
[60] 2021
[60] more
[58] countries
[53] million
[47] people

Top Words in Tweet in G5:
[129] worldbank
[99] global
[72] take
[70] part
[68] ft4s
[68] learn
[64] blog
[62] help
[59] child
[55] writing

Top Words in Tweet in G6:
[38] christmas
[30] #usa
[29] #christmas
[29] #fundraiser
[28] #world
[26] #worldbank
[25] worldbank
[25] #global
[25] #uk
[25] #india

Top Words in Tweet in G7:
[24] global
[23] #worldbank
[12] world
[12] 2021
[11] set
[11] project
[11] #climate
[11] #africa
[10] more
[10] climate

Top Words in Tweet in G8:
[64] #ethiopian
[64] dam
[64] anti
[64] #ethiopia
[64] global
[64] conspiracy
[64] #tplf
[64] #us
[64] #egypt
[64] #sudan

Top Words in Tweet in G9:
[19] global
[17] full
[16] worldbank
[16] rethinking
[16] multilateralism
[16] lhsummers
[16] 70
[16] min
[16] insights
[16] public

Top Words in Tweet in G10:
[49] before
[49] gretathunberg
[49] condemned
[49] economic
[49] growth
[49] cause
[49] climate
[49] change
[49] emissions
[49] declined

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[426] climate,change
[302] 216,million
[242] luego,21
[242] 21,meses
[242] meses,millones
[242] millones,niños
[242] niños,siguen
[242] siguen,fuera
[242] fuera,escuelas
[242] escuelas,muchos

Top Word Pairs in Tweet in G1:
[130] climate,change
[127] 216,million
[82] million,people
[72] debt,burden
[72] burden,felt
[72] felt,long
[72] long,virus
[72] virus,abates
[72] abates,servicing
[72] servicing,costs

Top Word Pairs in Tweet in G2:
[144] climate,change
[115] 216,million
[68] learn,more
[68] numbers,help
[68] around,world
[66] help,tell
[65] people,migrate
[64] check,2021
[64] migrate,within
[64] within,countries

Top Word Pairs in Tweet in G3:
[241] luego,21
[241] 21,meses
[241] meses,millones
[241] millones,niños
[241] niños,siguen
[241] siguen,fuera
[241] fuera,escuelas
[241] escuelas,muchos
[241] muchos,tenido
[241] tenido,poco

Top Word Pairs in Tweet in G4:
[39] 216,million
[35] climate,change
[28] million,people
[23] 114,billion
[23] billion,year
[23] year,overall
[23] overall,global
[23] global,investment
[23] investment,needed
[23] needed,meet

Top Word Pairs in Tweet in G5:
[68] take,part
[68] part,worldbank
[68] worldbank,ft4s
[59] help,child
[58] child,learn
[55] writing,competition
[54] global,blog
[54] ft4s,global
[53] blog,essay
[53] essay,writing

Top Word Pairs in Tweet in G6:
[22] #usa,#world
[21] good,friday
[21] christmas,eve
[21] eve,time
[21] time,make
[21] make,donuts
[21] donuts,#christmas
[20] #christmas,#usa
[19] #fundraiser,#children
[19] #children,#needs

Top Word Pairs in Tweet in G7:
[10] #nigeria,set
[10] set,project
[10] project,build
[10] build,#climate
[10] #climate,resistance
[10] resistance,landscape
[10] landscape,#africa
[10] #africa,#worldbank
[9] world,bank
[5] million,people

Top Word Pairs in Tweet in G8:
[64] #ethiopian,dam
[64] dam,anti
[64] anti,#ethiopia
[64] #ethiopia,global
[64] global,conspiracy
[64] conspiracy,#tplf
[64] #tplf,#us
[64] #us,#egypt
[64] #egypt,#sudan
[64] #sudan,#un

Top Word Pairs in Tweet in G9:
[16] rethinking,multilateralism
[16] multilateralism,lhsummers
[16] lhsummers,70
[16] 70,min
[16] min,full
[16] full,insights
[16] insights,global
[16] global,public
[16] public,goods
[16] goods,touching

Top Word Pairs in Tweet in G10:
[49] before,gretathunberg
[49] gretathunberg,condemned
[49] condemned,economic
[49] economic,growth
[49] growth,cause
[49] cause,climate
[49] climate,change
[49] change,emissions
[49] emissions,declined
[49] declined,over

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@wbg_climate
@wbg_cities
@un
@lind_ake
@edmountfield
@vinisha27738476
@ccmigrants
@usatodayopinion
@wbg_environment

Top Replied-To in G1:
@worldbank
@wbg_climate
@edmountfield
@hasibmn
@mohsinamin_
@murreylucas
@cegindia

Top Replied-To in G2:
@wbg_climate
@wbg_cities
@usatodayopinion
@wbg_environment
@worldbank
@worldbankindia

Top Replied-To in G4:
@naniksinghc

Top Replied-To in G5:
@climatebonds

Top Replied-To in G6:
@lind_ake
@eu_commission
@shift_in2_turbo
@pinstrading
@aravallibachao
@kgeorgieva
@wbg_climate
@elonmusk

Top Replied-To in G9:
@un
@vinisha27738476
@worldbank

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@jaimesaavedra22
@worldbankwater
@wbg_ida
@ft4s
@connect4climate
@y2ywbg
@miniliksalsawi
@wbg_cities

Top Mentioned in G1:
@worldbank
@wbg_ida
@wbg_climate
@gi_saudi
@wbg_cities
@tuftsnutrition
@tonevays
@conscienhealth
@hallegatte
@connect4climate

Top Mentioned in G2:
@wbg_climate
@worldbank
@wbg_ida
@connect4climate
@y2ywbg
@wbg_cities
@wbg_environment
@worldbankwater
@gfdrr
@ifc_org

Top Mentioned in G3:
@jaimesaavedra22
@wbg_education
@worldbank
@dubaicares
@dubaiexpo2021
@rewired2021
@dsengeh
@stegiannini
@jpazvd
@unesco

Top Mentioned in G4:
@worldbankwater
@worldbank
@wbg_climate
@jenniferjsara1
@wbg_ida
@thegwsp
@gfdrr
@mari_pangestu
@unccd
@deltares

Top Mentioned in G5:
@worldbank
@ft4s
@worldbankafrica
@wbg_education
@wbg_gov
@unicef
@ousmane_diagana
@unesco
@jpazvd
@jaimesaavedra22

Top Mentioned in G6:
@worldbank
@imfnews
@wto
@gllakshy
@oecd
@iboninternatl
@brettonwoodspr
@adb_hq
@undesa
@unecosoc

Top Mentioned in G7:
@peterstwit77
@geniepaddy

Top Mentioned in G8:
@miniliksalsawi

Top Mentioned in G9:
@un
@who
@lhsummers
@worldbank
@markuseconomist
@i
@theltonetwork
@wto
@ltonetworkbull
@wef

Top Mentioned in G10:
@gretathunberg
@shellenbergermd

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@filafresh
@cybersec_feeds
@peter_s_becks1
@baarahk
@cybersecurityn8
@viralvideovlogs
@john1966olsen
@thehill
@ndtv

Top Tweeters in G1:
@filafresh
@olumideidowu
@hezfi_ba
@ilovebooks786
@mumaralid
@stockviz
@saleemulhuq
@mizumorimidori
@zimrirosas
@deeped

Top Tweeters in G2:
@viralvideovlogs
@jfsebastian146
@dev_discourse
@dawnroseturner
@ana_captures
@nomoreslaves
@syawal
@ohemaadufiegh
@jane__eden
@zehub

Top Tweeters in G3:
@centenorenata
@rrvillagomez
@jess49504626
@jimmy703243001
@veroca327
@robert_latino
@ivonnesosasanm1
@alberickgarcia
@chappanchi
@schonso17

Top Tweeters in G4:
@benishii_
@vetrepreneurone
@godzillaslays65
@biobaby19
@kirrinabarry
@smartecocity
@djriveraros
@georges_jc
@real_wangela
@lsi_france

Top Tweeters in G5:
@cybersec_feeds
@lalojimjuarez
@africaupdates
@piapaulette
@eco1start
@imagine_garden
@chouchoumpacko
@botsecx
@meetasengupta
@shenery2

Top Tweeters in G6:
@thehill
@net2ayurveda
@cnbc
@shift_in2_turbo
@barbaralnewsome
@salon
@retweetbossman
@yahoo
@kotakbankltd
@tintincognito

Top Tweeters in G7:
@gezgintrk
@miragenewscom
@rotepille
@paulturner2012
@althecat
@uidc_ug
@gtroulette
@exogenesishh
@redbison
@tuuli_

Top Tweeters in G8:
@iyoba4u
@miniliksalsawi
@matiabiy
@belewh
@tessema_tsige
@abreham75243234
@drheyru
@eyobgetachew17
@thesudanesebot
@hmckk68

Top Tweeters in G9:
@form_bot
@bbcworld
@wef
@pierre018
@ilonakickbusch
@ma_ozdemir
@un
@undp
@glassmanamanda
@who

Top Tweeters in G10:
@bassaces1
@victorb123
@cherrybaysb
@ex_lefty
@accident
@fight4urindia
@cptcookswife
@silverbulletguy
@olayinka_joel
@jimhengstenberg


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