Worldbank (environment OR climate OR warming OR ecological OR planet OR global), Twitter, 1/9/2023 11:54:13 PM, 287584


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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2023-01-09_10-30-01.
Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2023-01-09_10-30-01.
From:
NodeXLExcelAutomator
Uploaded on:
January 09, 2023
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3CzIhbT
@worldbank
@wbg_climate
@worldbankindia
@bhoompally
@ccme_com
@thecreativeglob
@brankomilan
@worldbankwater
@ziadkazzi
@wbg_education

Top hashtags:


Description:
Description
The graph represents a network of 3,746 Twitter users whose recent tweets contained "Worldbank (environment OR climate OR warming OR ecological OR planet OR global)", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 18:34 UTC.

The tweets in the network were tweeted over the 2933-day, 21-hour, 25-minute period from Sunday, 28 December 2014 at 03:30 UTC to Monday, 09 January 2023 at 00:55 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 3746
Unique Edges : 2949
Edges With Duplicates : 13738
Total Edges : 16687
Number of Edge Types : 9
Retweet : 3823
MentionsInRetweet : 6538
Mentions : 1183
MentionsInReplyTo : 3781
Replies to : 427
Tweet : 504
MentionsInQuoteReply : 121
Quote : 78
MentionsInQuote : 232
Self-Loops : 915
Reciprocated Vertex Pair Ratio : 0.0126772310258549
Reciprocated Edge Ratio : 0.025037061439631
Connected Components : 189
Single-Vertex Connected Components : 103
Maximum Vertices in a Connected Component : 3250
Maximum Edges in a Connected Component : 15818
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.113683
Graph Density : 0.000432753548600483
Modularity : 0.293837
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,746 Twitter users whose recent tweets contained "Worldbank (environment OR climate OR warming OR ecological OR planet OR global)", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 18:34 UTC.

The tweets in the network were tweeted over the 2933-day, 21-hour, 25-minute period from Sunday, 28 December 2014 at 03:30 UTC to Monday, 09 January 2023 at 00:55 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[51] https://www.worldbank.org/en/news/immersive-story/2022/12/15/2022-in-nine-charts?cid=ECR_TT_worldbank_EN_EXT
[36] https://www.reuters.com/business/sustainable-business/world-bank-seeks-more-funds-address-climate-change-other-crises-document-2023-01-03/
[27] https://blogs.worldbank.org/opendata/estimates-global-poverty-wwii-fall-berlin-wall
[26] https://twitter.com/BrankoMilan/status/1610828647430066178/photo/1
[22] https://blogs.worldbank.org/digital-development/world-citizen-transforming-statelessness-global-citizenship
[22] https://twitter.com/ConceptualJames/status/1608914302307831808/photo/1
[20] https://www.worldbank.org/en/news/podcast/2022/12/01/2022-review-year-uncertainty-forecasts-conflict-inflation-food-pandemic-development-podcast?cid=ECR_TT_worldbank_EN_EXT
[20] https://www.worldbank.org/en/topic/agriculture/brief/food-security-update?cid=ECR_TT_worldbank_EN_EXT
[19] https://orfonline.org/expert-speaks/g20-needs-to-push-rankings-reforms-at-the-world-bank
[18] https://www.worldbank.org/en/news/immersive-story/2022/11/04/acting-now-for-a-safer-future?cid=ccg_tt_climatechange_en_ext

Top URLs in Tweet in G1:
[37] https://www.worldbank.org/en/news/immersive-story/2022/12/15/2022-in-nine-charts?cid=ECR_TT_worldbank_EN_EXT
[22] https://www.reuters.com/business/sustainable-business/world-bank-seeks-more-funds-address-climate-change-other-crises-document-2023-01-03/
[15] https://www.worldbank.org/en/topic/agriculture/brief/food-security-update?cid=ECR_TT_worldbank_EN_EXT
[6] https://www.worldbank.org/en/news/podcast/2022/12/01/2022-review-year-uncertainty-forecasts-conflict-inflation-food-pandemic-development-podcast?cid=ECR_TT_worldbank_EN_EXT
[6] https://www.worldbank.org/en/news/immersive-story/2022/12/15/2022-in-nine-charts?cid=IFC_TT_IFC_EN_EXT
[4] https://twitter.com/WorldBank/status/1610818429749010432/photo/1
[4] https://twitter.com/WorldBank/status/1611633906981158912/photo/1
[4] https://twitter.com/WorldBank/status/1607602264771895300/photo/1
[4] https://www.worldbank.org/en/topic/energy/publication/sufficiency-sustainability-and-circularity-of-critical-materials-for-clean-hydrogen?cid=SHR_SiteTweetable_XX_EXT
[4] https://blogs.worldbank.org/sustainablecities/can-new-technology-solve-global-housing-crisis?cid=SHR_BlogSiteTweetable_EN_EXT

Top URLs in Tweet in G2:
[16] https://www.worldbank.org/en/publication/country-climate-development-reports?cid=ccg_tt_climatechange_en_ext
[13] https://www.worldbank.org/en/news/immersive-story/2022/11/04/acting-now-for-a-safer-future?cid=ccg_tt_climatechange_en_ext
[12] https://www.worldbank.org/en/news/feature/2022/12/12/cities-look-to-nature-for-climate-solutions?cid=ccg_tt_climatechange_en_ext
[11] https://www.worldbank.org/en/news/feature/2022/12/16/climate-action-in-2022-a-look-back-at-the-world-bank-s-climate-work-for-the-past-year?cid=ccg_tt_climatechange_en_ext
[10] https://www.worldbank.org/en/topic/climatechange/publication/climate-and-development-briefs?cid=ccg_tt_climatechange_en_ext
[4] https://www.worldbank.org/en/news/feature/2022/11/03/10-things-you-should-know-about-the-world-bank-group-s-first-batch-of-country-climate-and-development-reports?cid=ccg_tt_climatechange_en_ext
[4] https://blogs.worldbank.org/climatechange/climate-adaptation-action-strengthening-resilience-better-livelihoods-zambia?cid=ccg_tt_climatechange_en_ext
[4] https://twitter.com/WBG_Climate/status/1609652123372765185/photo/1
[3] https://blogs.worldbank.org/climatechange/sovereign-green-social-and-sustainability-bonds-mobilizing-private-sector-capital?cid=ccg_tt_climatechange_en_ext
[3] https://blogs.worldbank.org/climatechange/tackling-food-insecurity-satellites-and-cash-five-lessons-niger?cid=ccg_tt_climatechange_en_ext

Top URLs in Tweet in G3:
[4] https://twitter.com/WorldBankLive/status/1608146252931145729/photo/1
[4] https://web.worldbank.org/archive/website00983A/WEB/OTHER/FC15A5CE.HTM?Opendocument
[4] https://juniperpublishers.com/jgwh/pdf/JGWH.MS.ID.555844.pdf
[4] https://www.thebusinessyear.com/article/baku-absheron-peninsula-ecological-issues-being-addressed-in-2019/
[4] https://twitter.com/CCME_com/status/1607325119763857408/photo/1
[4] https://twitter.com/CCME_com/status/1607328845576962049/photo/1
[4] https://twitter.com/CCME_com/status/1608057442423783424/photo/1
[4] https://twitter.com/CCME_com/status/1608589703133171712/photo/1
[4] https://twitter.com/CCME_com/status/1610325442849800195/photo/1
[4] https://twitter.com/PeterIdahosa7/status/1611253973817737217?t=8cyRmNjo_FmSL7eKPuCfeg&s=19

Top URLs in Tweet in G4:
[11] https://www.worldbank.org/en/news/podcast/2022/12/01/2022-review-year-uncertainty-forecasts-conflict-inflation-food-pandemic-development-podcast?cid=ECR_TT_worldbank_EN_EXT
[9] https://www.worldbank.org/en/news/immersive-story/2022/12/15/2022-in-nine-charts?cid=ECR_TT_worldbank_EN_EXT
[7] https://www.worldbank.org/en/publication/country-climate-development-reports
[6] http://wrld.bg/4y2j50M4z2L
[5] https://live.worldbank.org/events/cop27-harnessing-education-effective-climate-action
[4] https://blogs.worldbank.org/endpovertyinsouthasia/four-ways-high-quality-regional-connectivity-has-greater-climate-benefits
[4] https://www.worldbank.org/en/topic/agriculture/brief/food-security-update?cid=ECR_TT_worldbank_EN_EXT
[4] https://twitter.com/WBPubs/status/1607422296016175105/photo/1
[4] https://blogs.worldbank.org/developmenttalk/end-era-global-income-convergence?cid=pub_tt_wbpublications_en_ext
[3] https://twitter.com/WorldBankAfrica/status/1610546720227598336/photo/1

Top URLs in Tweet in G5:
[12] https://www.worldbank.org/en/country/india/publication/catalyzing-clean-air-in-india?cid=sar_tt_india_en_ext
[4] https://twitter.com/Movva216954942/status/1608813113968852994/photo/1
[3] https://www.worldbank.org/en/topic/climatechange/publication/climate-and-development-briefs?cid=env_tt_environment_en_ext
[3] https://www.worldbank.org/en/news/feature/2022/12/19/in-east-asia-pacific-there-s-plenty-of-hope-in-the-climate-fight?cid=eap_tt_asiapacific_en_ext
[3] https://www.worldbank.org/en/news/feature/2022/12/12/cities-look-to-nature-for-climate-solutions?cid=env_tt_environment_en_ext
[3] https://twitter.com/Movva216954942/status/1608696156401602563/photo/1
[3] https://www.worldbank.org/en/news/feature/2022/12/12/cities-look-to-nature-for-climate-solutions?cid=SURR_TT_WBGCities_EN_EXT
[3] https://twitter.com/watchinghills/status/1611588498657509376/photo/1
[2] http://wrld.bg/tfzX50KSwag
[2] https://www.worldbank.org/en/news/immersive-story/2022/12/15/2022-in-nine-charts?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G6:
[4] https://twitter.com/laurajaitman/status/1455070047836282883/photo/1
[3] https://www.worldbank.org/en/publication/country-climate-development-reports
[3] https://www.worldbank.org/en/news/immersive-story/2022/12/20/shorthand-story-food-security
[3] https://twitter.com/WBG_Agriculture/status/1609762707380572161/photo/1
[3] https://twitter.com/WBG_Agriculture/status/1608642528617680898/photo/1
[3] https://twitter.com/laurajaitman/status/1547499708897280000/photo/1
[3] https://twitter.com/bjerde_anna/status/1588184354286862340/photo/1
[2] https://twitter.com/WBG_Agriculture/status/1611426184453046272/photo/1
[2] http://wrld.bg/1b0950LRYSe
[2] https://blogs.worldbank.org/climatechange/climate-adaptation-action-strengthening-resilience-better-livelihoods-zambia

Top URLs in Tweet in G7:
[4] https://twitter.com/PyaraUKofficial/status/1610299412953313291/photo/1
[2] https://www.reuters.com/business/sustainable-business/world-bank-seeks-more-funds-address-climate-change-other-crises-document-2023-01-03/
[2] https://www.worldbank.org/en/news/feature/2022/08/08/indigenous-women-leaders-persevere-amid-a-changing-climate
[2] https://twitter.com/JasonAbramski3/status/1609989999541518336/photo/1
[2] https://twitter.com/JasonAbramski3/status/1607538625423736832/photo/1
[1] https://twitter.com/fair_pakistan/status/1609033034782605314/video/1
[1] https://twitter.com/fair_pakistan/status/1609140739933601798/photo/1
[1] https://twitter.com/bbfr74/status/1611822752796905473/video/1
[1] https://twitter.com/sherryrehman/status/1591824694982103040/video/1
[1] https://www.worldbank.org/en/news/press-release/2022/12/05/india-better-positioned-to-navigate-global-headwinds-than-other-major-emerging-economies-new-world-bank-report#:~:text=The%20World%20Bank%20has%20revised,the%202022%2D23%20financial%20year

Top URLs in Tweet in G8:
[4] https://twitter.com/BergMarten/status/1611402922348408832/photo/1
[4] https://www.reuters.com/business/sustainable-business/world-bank-seeks-more-funds-address-climate-change-other-crises-document-2023-01-03/
[4] https://www.worldbank.org/en/news/press-release/2022/09/15/risk-of-global-recession-in-2023-rises-amid-simultaneous-rate-hikes
[2] https://blogs.worldbank.org/developmenttalk/half-global-population-lives-less-us685-person-day
[2] https://www.techinasia.com/worldbank-support-blockchain-fix-carbon-market
[2] https://www.worldbank.org/en/news/immersive-story/2022/12/15/2022-in-nine-charts
[2] https://www.worldbank.org/en/news/press-release/2022/12/05/india-better-positioned-to-navigate-global-headwinds-than-other-major-emerging-economies-new-world-bank-report?cid=ECR_TT_worldbank_EN_EXT
[2] https://www.worldbank.org/en/topic/environment/publication/defueling-conflict-environment-and-natural-resource-management-as-a-pathway-to-peace
[2] https://openknowledge.worldbank.org/handle/10986/38295?cid=ccg_tt_climatechange_en_ext
[1] https://www.cnbcafrica.com/2023/world-bank-to-vastly-expand-lending-capacity-to-fight-climate-change/

Top URLs in Tweet in G9:
[1] https://twitter.com/EnviClimateC_Ke/status/1609272706922385411/photo/1
[1] https://twitter.com/JNjeri254/status/1607843600947376128/photo/1
[1] https://twitter.com/kobiah/status/1607736385284308993/photo/1
[1] https://twitter.com/kobiah/status/1611367444756455425/photo/1
[1] https://www.worldbank.org/en/news/feature/2022/12/16/climate-action-in-2022-a-look-back-at-the-world-bank-s-climate-work-for-the-past-year?cid=ccg_tt_climatechange_en_ext
[1] https://twitter.com/tree_aslam/status/1609548177690198016/photo/1
[1] https://www.youtube.com/watch?v=2lSEl0tpsFM&feature=youtu.be

[1] https://twitter.com/WorldBank/status/1611679195314196481
[1] https://twitter.com/WorldBank/status/1611784806634868736
[1] https://twitter.com/WorldBank/status/1611815117380804610

Top URLs in Tweet in G10:
[2] https://twitter.com/JunkScience/status/1608563373184274432/photo/1
[1] https://climateknowledgeportal.worldbank.org/country/canada/climate-data-historical
[1] https://www.newspapers.com/image/423968341/

Top Domains
Top Domains in Tweet in Entire Graph:
[1030] twitter.com
[822] worldbank.org
[83] wrld.bg
[37] reuters.com
[19] orfonline.org
[13] youtube.com
[9] shorturl.at
[9] ascensionjoy.com
[8] co.ke
[6] linkedin.com

Top Domains in Tweet in G1:
[211] twitter.com
[164] worldbank.org
[22] wrld.bg
[22] reuters.com
[3] devex.com
[2] brettonwoodsproject.org
[2] blogspot.com
[2] usaid.gov
[1] getrevue.co
[1] youtu.be

Top Domains in Tweet in G2:
[141] worldbank.org
[119] twitter.com
[14] wrld.bg
[2] gafs.info
[2] tweetedtimes.com
[1] webex.com
[1] change.org
[1] thegef.org
[1] nature.org
[1] preventionweb.net

Top Domains in Tweet in G3:
[90] twitter.com
[14] worldbank.org
[8] co.ke
[5] juniperpublishers.com
[5] thebusinessyear.com
[4] youtube.com
[3] facebook.com
[3] theguardian.com
[3] globalcitizen.org
[3] trees4haiti.org

Top Domains in Tweet in G4:
[159] twitter.com
[138] worldbank.org
[29] wrld.bg
[1] scene7.com
[1] fao.org
[1] bit.ly
[1] apple.com
[1] ow.ly
[1] ecomnewsmed.com

Top Domains in Tweet in G5:
[89] twitter.com
[71] worldbank.org
[5] wrld.bg
[1] youtu.be
[1] google.com

Top Domains in Tweet in G6:
[82] twitter.com
[37] worldbank.org
[10] wrld.bg
[4] gafs.info
[3] cgdev.org
[2] worldmagzine.com
[2] globalfinancialdigest.com
[1] businessinsider.com
[1] shorturl.at
[1] reuters.com

Top Domains in Tweet in G7:
[27] twitter.com
[3] worldbank.org
[2] reuters.com
[1] firstpost.com
[1] ascensionjoy.com
[1] wrld.bg
[1] dhakamirror.com

Top Domains in Tweet in G8:
[63] worldbank.org
[31] twitter.com
[5] reuters.com
[4] linkedin.com
[2] techinasia.com
[2] youtube.com
[2] renewable.news
[1] cnbcafrica.com
[1] maaal.com
[1] thesundaily.my

Top Domains in Tweet in G9:
[9] twitter.com
[1] worldbank.org
[1] youtube.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[164] climatechange
[164] climateanddevelopment
[156] foodsecurity
[128] worldbank
[109] airpollution
[91] climateactionwbg
[72] g20india
[66] yearinreview
[60] climate
[53] cop27



Top Hashtags in Tweet in G1:
[97] foodsecurity
[69] g20india
[51] climateanddevelopment
[44] yearinreview
[41] climatechange
[22] energy
[21] climate
[20] argentina
[14] climateactionwbg
[14] egypt

Top Hashtags in Tweet in G2:
[49] climateactionwbg
[44] climateanddevelopment
[37] climatechange
[36] yemen
[35] methane
[20] humancapital
[15] climatestories_wbg
[15] southasia
[15] cop27
[15] zambia

Top Hashtags in Tweet in G3:
[39] endtigraygenocide
[12] restoremothernature
[11] climatecrisis
[10] sdgs
[10] climateactionnow
[10] climateaction
[8] globalgoals
[7] worldbank
[7] climate
[6] climatechange

Top Hashtags in Tweet in G4:
[49] climateanddevelopment
[35] foodsecurity
[34] climatechange
[25] endlearningpoverty
[23] egypt
[22] poverty
[21] inequality
[20] gabon
[20] transport
[19] education

Top Hashtags in Tweet in G5:
[98] airpollution
[13] cop27
[13] india
[13] indogangeticplain
[12] cleanairforall
[12] theairweshare
[12] health
[10] airshed
[7] climateactionwbg
[7] climatechange

Top Hashtags in Tweet in G6:
[8] climateanddevelopment
[8] climatechange
[7] g20
[6] climateactionwbg
[5] foodsecurity
[5] g20italy
[3] vietnam
[3] zambia
[3] cameroon
[3] cop27

Top Hashtags in Tweet in G7:
[4] worldbank
[3] pakistan
[3] imf
[3] climateactionnow
[2] canceldebtforpeopleofpakistan
[2] economy
[2] floods
[2] floodsinpakistan
[2] cop27
[2] climateemergency

Top Hashtags in Tweet in G8:
[38] worldbank
[10] climatechange
[5] economy
[5] climate
[4] imf
[4] national
[4] positive
[3] recession
[3] global
[3] funds

Top Hashtags in Tweet in G9:
[5] pacja
[2] zambia
[2] mangroves
[2] methane
[1] jazamiti
[1] 15btrees
[1] happynewyear2023
[1] climateaction
[1] walkthetalk
[1] kpcg22

Top Words
Top Words in Tweet in Entire Graph:
[2984] worldbank
[1897] climate
[1593] global
[903] wbg_climate
[860] food
[688] more
[642] world
[638] change
[616] countries
[581] year

Top Words in Tweet in G1:
[1394] worldbank
[533] climate
[473] global
[364] food
[243] health
[214] countries
[213] world
[213] people
[193] year
[183] trade

Top Words in Tweet in G2:
[627] wbg_climate
[488] climate
[295] worldbank
[217] year
[167] change
[147] more
[125] global
[112] food
[102] countries
[97] group

Top Words in Tweet in G3:
[150] worldbank
[122] cop27p
[121] cop26
[121] un_sdg
[120] madube_
[120] pigreen1
[120] emma999too
[120] brian_j_keane
[120] wael_aboulmagd
[120] andersen_inger

Top Words in Tweet in G4:
[635] worldbank
[404] global
[387] climate
[235] food
[172] more
[160] countries
[159] latest
[131] change
[125] trade
[113] world

Top Words in Tweet in G5:
[146] worldbankindia
[98] #airpollution
[76] worldbank
[72] india
[71] more
[68] wbg_environment
[65] climate
[49] billion
[48] global
[38] countries

Top Words in Tweet in G6:
[182] worldbank
[105] global
[78] climate
[77] food
[41] more
[34] world
[30] countries
[28] davidmalpasswbg
[27] security
[27] change

Top Words in Tweet in G7:
[42] climate
[34] pakistan
[30] debt
[29] worldbank
[23] fair_pakistan
[20] क
[19] people
[14] time
[13] wef
[12] hand

Top Words in Tweet in G8:
[51] global
[40] climate
[38] #worldbank
[36] world
[25] bank
[20] change
[15] economic
[12] lending
[12] economy
[12] growth

Top Words in Tweet in G9:
[47] climate
[35] kobiah
[34] worldbank
[32] wbg_climate
[29] change
[22] year
[19] unep_africa
[18] call
[17] grim
[17] fresh

Top Words in Tweet in G10:
[50] warming
[49] parts
[49] 18
[49] reports
[49] today
[49] global
[49] arctic
[49] years
[49] gazette
[49] make

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[600] climate,change
[359] global,food
[318] climate,action
[299] worldbank,group
[274] trade,policies
[261] world,bank
[256] climate,development
[255] address,climate
[230] help,countries
[228] development,needs

Top Word Pairs in Tweet in G1:
[203] global,food
[174] trade,policies
[141] covid,19
[131] climate,change
[129] climate,action
[120] extreme,poverty
[118] worldbank,group
[117] climate,development
[117] address,climate
[117] million,people

Top Word Pairs in Tweet in G2:
[167] climate,change
[92] wbg_climate,climate
[90] climate,action
[84] largest,year
[84] concentration,atmosphere
[84] jump,both
[84] methane,concentration
[84] both,2020
[84] 2020,2021
[84] 2021,systematic

Top Word Pairs in Tweet in G3:
[120] cop26,andersen_inger
[120] un_sdg,azziadnasenya
[120] azziadnasenya,cop26
[120] cop27p,wael_aboulmagd
[120] pigreen1,cop27p
[120] brian_j_keane,madube_
[120] wael_aboulmagd,emma999too
[120] emma999too,un_sdg
[120] andersen_inger,brian_j_keane
[113] sdg13un,pigreen1

Top Word Pairs in Tweet in G4:
[105] climate,change
[89] worldbank,latest
[84] global,food
[72] worldbank,group
[70] climate,development
[66] help,countries
[66] address,climate
[66] development,needs
[65] support,help
[65] countries,address

Top Word Pairs in Tweet in G5:
[37] worldbankindia,india
[30] outdoor,pm2
[30] pm2,#airpollution
[25] low,middle
[25] climate,change
[24] world,bank
[23] pollution,affects
[23] deaths,occurring
[23] affects,poor
[23] related,deaths

Top Word Pairs in Tweet in G6:
[27] climate,change
[24] global,food
[14] govuganda,mglsd_ug
[14] nssfug,igguganda
[14] worldbank,group
[14] igguganda,owere_usher
[14] molguganda,govuganda
[14] mglsd_ug,kagutamuseveni
[14] wmungadi1,nssfug
[14] owere_usher,molguganda

Top Word Pairs in Tweet in G7:
[11] fair_pakistan,people
[9] fair_pakistan,pakistan
[7] people,living
[7] problem,suffer
[7] living,poverty
[7] climate,disruption
[7] people,pakistan
[7] poverty,contribute
[7] impacts,climate
[7] contribute,problem

Top Word Pairs in Tweet in G8:
[24] world,bank
[19] climate,change
[8] economy,grow
[8] global,crises
[7] lending,capacity
[7] expand,lending
[6] despite,global
[6] global,economic
[6] address,climate
[6] vastly,expand

Top Word Pairs in Tweet in G9:
[29] climate,change
[17] fresh,chapter
[17] fact,climate
[17] year,fresh
[17] away,grim
[17] grim,fact
[17] call,year
[17] chapter,seven
[17] years,away
[17] seven,years

Top Word Pairs in Tweet in G10:
[49] 10,18
[49] canada's,arctic
[49] today,montreal
[49] 18,warmer
[49] montreal,gazette
[49] arctic,10
[49] warming,make
[49] 32,years
[49] ago,today
[49] reports,global

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@wbg_climate
@sdg13un
@barackobama
@kobiah
@worldbankindia
@projectlincoln
@pbhushan1
@enviclimatec_ke
@happinessdiy1

Top Replied-To in G1:
@worldbank
@joethw8s
@miga
@ncf_nwoya
@carbonbrief
@un
@peter_hitchens_

Top Replied-To in G2:
@wbg_climate

Top Replied-To in G3:
@sdg13un
@barackobama
@wbg_climate
@lepariyo
@worldbank
@daafol
@gretathunberg
@unbiodiversity
@wbpubs
@sirfran27339611

Top Replied-To in G4:
@worldbankdata
@worldbankwater
@worldbank
@greghamra

Top Replied-To in G5:
@worldbankindia
@jc_sandino
@surjitbhalla
@wbg_environment

Top Replied-To in G6:
@worldbank
@imfnews
@cgdev
@josephsenyonjo3
@allimadi
@wbg_climate
@wbg_agriculture
@leeandersonmp_

Top Replied-To in G7:
@worldbank
@visnaameehaa
@savitahello
@avigyansingh18
@sherryrehman
@alok_bhatt
@natgeo
@proudelephantus

Top Replied-To in G9:
@kobiah
@worldbank
@enviclimatec_ke
@jnjeri254

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@un
@worldbankindia
@cop27p
@un_sdg
@cop26
@pigreen1
@wael_aboulmagd
@emma999too

Top Mentioned in G1:
@worldbank
@g20org
@wbg_climate
@joethw8s
@ifc_org
@reuters
@ousmane_diagana
@wapflondon
@lucas_gortazar

Top Mentioned in G2:
@wbg_climate
@worldbank
@wbg_energy
@wbg_health
@cif_action
@unbiodiversity
@barbaracreecy_
@g7
@undrr

Top Mentioned in G3:
@worldbank
@un
@cop27p
@un_sdg
@cop26
@pigreen1
@wael_aboulmagd
@emma999too
@azziadnasenya
@andersen_inger

Top Mentioned in G4:
@worldbank
@wbg_climate
@wbg_education
@wto
@worldbankwater
@worldbankafrica
@worldbankdata
@wbg_poverty
@wbpubs
@wb_research

Top Mentioned in G5:
@worldbankindia
@worldbank
@wbg_environment
@wbg_climate
@wbg_cities
@jc_sandino
@car_cundi
@mmustafal
@worldbankdata

Top Mentioned in G6:
@worldbank
@davidmalpasswbg
@imfnews
@wbg_agriculture
@wmungadi1
@nssfug
@igguganda
@owere_usher
@molguganda
@govuganda

Top Mentioned in G7:
@worldbank
@fair_pakistan
@wef
@imfnews
@pmoindia
@cmshehbaz
@imf_pakistan
@presnav
@mishaqdar50
@rbi

Top Mentioned in G8:
@abspeaksworld
@greenalytics17

Top Mentioned in G9:
@wbg_climate
@worldbank
@kobiah
@unep_africa
@kenya_climate
@unwomenafrica
@women_win
@pacja1
@unep
@globalfundwomen

Top Mentioned in G10:
@junkscience

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@roblwilson
@blazedrts
@innovativehindu
@ginniasa
@indiatoday
@thehill
@ndtv
@reuters
@theofficialsbi

Top Tweeters in G1:
@filafresh
@roblwilson
@innovativehindu
@reuters
@lamzelok
@mesiihiluf
@lorettabower3
@actualidadrt
@net2ayurveda
@al_maldives

Top Tweeters in G2:
@willseattle
@ruisaldanha
@emocionycambio
@dawnroseturner
@dudeneyn
@ciangaia
@nahidalaei
@hdmcardenadenis
@andytoronto
@wj3kdz8txpfykrc

Top Tweeters in G3:
@business
@mcdonalds
@romhai_h
@guardian
@heav_en1
@sisay34690879
@wwf
@cnbc
@welduytbarek
@nytimes

Top Tweeters in G4:
@sachin55476477
@lalojimjuarez
@tzdiscovery
@africaupdates
@lindsayromantic
@susanamnk
@olumideidowu
@marciasgreen
@richardcalhoun
@syawal

Top Tweeters in G5:
@yazdjbilimoria
@alaanuloluwa_
@sahilku46927290
@taizun_tapia
@shubham__bjp
@bornpiolero
@bbcdas2
@bamne_shridhar
@guptaashaurya
@dravirmani

Top Tweeters in G6:
@digitaldecoded1
@reginaldalawso1
@getish_desta
@bjp4india
@charlen22337645
@clubfmphilly
@mgupt108
@haddis_simret
@ggrama10
@duniaslavedunia

Top Tweeters in G7:
@ndtv
@aajtak
@ani
@nypost
@foxnews
@abpnews
@bsindia
@wsj
@france24
@ft

Top Tweeters in G8:
@stanleyepstein
@deccanherald
@news18dotcom
@wayne_effect
@hesap23
@thesundaily
@connectgujarat
@business_today
@greenassam
@moneyweb

Top Tweeters in G9:
@kbcchannel1
@abukaalfred
@healingtouch221
@korle08
@womenintheworld
@rahulsingh5231
@oxfam
@un_news_centre
@globalfundwomen
@unep

Top Tweeters in G10:
@ericmoo91919605
@paularitchie3
@beddoeroger
@feargalthecat
@jfeilders
@tegoarcanadei
@peanut_astro
@rln_nelson
@terry803
@keithappell


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