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Worldbank (environment OR climate OR warming OR ecological OR planet OR global)_2021-10-25_09-46-38. (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2021
Short Description:
Worldbank (environment OR climate OR warming OR ecological OR planet OR global) via NodeXL https://bit.ly/3B8KasB
@worldbank
@worldbanksasia
@wbg_climate
@ifc_org
@goodlymonteiro
@worldbankwater
@imfnews
@fmnglobal
@secyellen
@worldbankeca

Top hashtags:
#covid19

Description:
Description
The graph represents a network of 5,040 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, 25 October 2021 at 16:52 UTC.

The requested start date was Monday, 25 October 2021 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 13-day, 23-hour, 14-minute period from Monday, 11 October 2021 at 00:30 UTC to Sunday, 24 October 2021 at 23:44 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 : 5040
Unique Edges : 5058
Edges With Duplicates : 13607
Total Edges : 18665
Number of Edge Types : 5
Replies to : 304
Mentions : 3566
Retweet : 5408
MentionsInRetweet : 8818
Tweet : 569
Self-Loops : 622
Reciprocated Vertex Pair Ratio : 0.0194053208137715
Reciprocated Edge Ratio : 0.0380718452563709
Connected Components : 148
Single-Vertex Connected Components : 85
Maximum Vertices in a Connected Component : 4704
Maximum Edges in a Connected Component : 18238
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.216795
Graph Density : 0.000384737145503171
Modularity : 0.36481
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,040 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, 25 October 2021 at 16:52 UTC.

The requested start date was Monday, 25 October 2021 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 13-day, 23-hour, 14-minute period from Monday, 11 October 2021 at 00:30 UTC to Sunday, 24 October 2021 at 23:44 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:
[66] https://live.worldbank.org/making-climate-action-count?cid=ccg_tt_climatechange_en_ext
[47] https://live.worldbank.org/making-climate-action-count?cid=ECR_TT_worldbank_EN_EXT
[34] https://live.worldbank.org/making-climate-action-count
[23] https://blogs.worldbank.org/voices/just-transition-away-coal-vital-people-and-planet
[23] https://www.theguardian.com/commentisfree/2021/oct/19/climate-crisis-factory-farming-paris-climate-un
[19] https://www.worldbank.org/en/topic/poverty
[18] https://allafrica.com/view/group/main/main/id/00079930.html?utm_campaign=allafrica%3Aeditor&utm_medium=social&utm_source=twitter&utm_content=promote%3Agroup%3Aabqpss
[18] https://live.worldbank.org/making-climate-action-count?cid=IFC_TT_IFC_EN_EXT
[15] https://www.euractiv.com/section/global-europe/news/eu-envoy-warns-ethiopia-tigray-crisis-out-of-control/?fbclid=IwAR3L2D1kQg6kBjZY7zeCClD3Nqae_szC7fKbab_O9LsgwewSwYZjr5PBAJc
[14] https://live.worldbank.org/economic-growth-in-a-time-of-crisis?cid=ECR_TT_worldbank_EN_EXT

Top URLs in Tweet in G1:
[23] https://live.worldbank.org/making-climate-action-count?cid=ECR_TT_worldbank_EN_EXT
[9] https://blogs.worldbank.org/voices/just-transition-away-coal-vital-people-and-planet?cid=ECR_E_NewsletterWeekly_EN_EXT
[8] https://live.worldbank.org/economic-growth-in-a-time-of-crisis?cid=ECR_TT_worldbank_EN_EXT
[8] https://live.worldbank.org/making-climate-action-count
[6] https://www.escr-net.org/news/2021/debt-crisis-and-impacts-human-rights-case-studies-haiti-kenya-egypt-jordan-argentina-and
[5] https://www.worldbank.org/annualreport?cid=ECR_TT_worldbank_EN_EXT
[4] https://live.worldbank.org/
[4] https://live.worldbank.org/ending-the-pandemic-inclusive-recovery?cid=ECR_TT_worldbank_EN_EXT
[3] http://www.covid19taskforce.com/
[3] https://www.worldbank.org/en/news/feature/2021/10/20/this-is-how-niger-is-battling-climate-change?cid=SHR_SitesShareTT_EN_EXT

Top URLs in Tweet in G2:
[59] https://live.worldbank.org/making-climate-action-count?cid=ccg_tt_climatechange_en_ext
[19] https://live.worldbank.org/making-climate-action-count?cid=ECR_TT_worldbank_EN_EXT
[16] https://blogs.worldbank.org/voices/just-transition-away-coal-vital-people-and-planet
[16] https://live.worldbank.org/making-climate-action-count?cid=IFC_TT_IFC_EN_EXT
[15] https://live.worldbank.org/making-climate-action-count
[8] https://live.worldbank.org/state-africa-region-2021
[7] https://live.worldbank.org/ending-the-pandemic-inclusive-recovery?cid=ECR_TT_worldbank_EN_EXT
[7] https://live.worldbank.org/ending-the-pandemic-inclusive-recovery?cid=IFC_TT_IFC_EN_EXT
[6] https://blogs.worldbank.org/climatechange/green-recovery-dialogue-aims-spur-climate-ambition?cid=ccg_tt_climatechange_en_ext
[6] https://www.worldbank.org/en/news/feature/2021/09/22/needed-a-climate-smart-food-system-that-can-feed-10-billion?cid=ccg_tt_climatechange_en_ext

Top URLs in Tweet in G3:
[1] https://www.worldbank.org/en/news/feature/2021/10/07/climate-change-in-bangladesh-impact-on-infectious-diseases-and-mental-health
[1] https://openknowledge.worldbank.org/handle/10986/36317
[1] https://www.worldbank.org/en/topic/poverty
[1] http://wrld.bg/Bpi350GrOMh
[1] https://www.pwc.com/gx/en/issues/economy/global-economy-watch/energy-efficient-global-economy.html
[1] https://www.worldbank.org/en/news/feature/2021/10/07/climate-change-in-bangladesh-impact-on-infectious-diseases-and-mental-health?cid=SHR_SitesShareTT_EN_EXT

Top URLs in Tweet in G4:
[23] https://www.theguardian.com/commentisfree/2021/oct/19/climate-crisis-factory-farming-paris-climate-un
[5] https://www.worldbank.org/en/news/press-release/2021/10/12/sixth-ministerial-meeting-of-the-coalition-of-finance-ministers-for-climate-action?cid=ccg_tt_climatechange_en_ext?cid=SHR_SitesShareTT_EN_EXT
[2] https://www.worldbank.org/en/topic/poverty
[1] https://fao.zoom.us/meeting/register/tJMpc--srTsqE9V3T1_19RyIiA-JQDJukFJb
[1] http://iaea.org/newscenter/news/iaeas-grossi-explores-cooperation-with-world-bank-idb-on-health-and-climate-change
[1] https://www.euronews.com/green/2021/10/10/refugees-in-cameroon-have-turned-a-desert-camp-into-a-thriving-forest
[1] https://www.e3g.org/news/cooling-in-common-how-the-finance-in-common-summit-can-drive-the-sustainable-cooling-agenda-forward/
[1] https://twitter.com/diop_ifc/status/1450872110348390410
[1] https://twitter.com/e3g/status/1450863550809923585
[1] https://www.change.org/p/world-bank-development-banks-stop-investing-in-industrial-animal-agriculture

Top URLs in Tweet in G5:
[17] https://allafrica.com/view/group/main/main/id/00079930.html?utm_campaign=allafrica%3Aeditor&utm_medium=social&utm_source=twitter&utm_content=promote%3Agroup%3Aabqpss
[6] https://worldbankactionday.org
[3] https://www.youtube.com/watch?v=7RgyLDVlAg4&feature=youtu.be

[2] https://live.worldbank.org/making-climate-action-count
[1] https://www.wsj.com/articles/cop26-perspectives-the-world-banks-arame-tall-on-investing-in-climate-adaptation-11634810402
[1] https://blogs.worldbank.org/voices/just-transition-away-coal-vital-people-and-planet?cid=ECR_E_NewsletterWeekly_EN_EXT&deliveryName=DM120275?cid=SHR_BlogSiteShare_EN_EXT
[1] https://worldbankactionday.org/
[1] https://twitter.com/bupohl/status/1448956766981660715
[1] https://urgewald.org/en/medien/groups-call-world-bank-president-david-malpass-be-replaced-over-failure-climate-action
[1] https://foe.org/news/groups-call-on-world-bank-president-david-malpass-to-be-replaced-over-failure-on-climate-action/

Top URLs in Tweet in G6:
[4] https://www.thehindu.com/news/national/global-hunger-index-ranks-india-at-101-out-of-116-countries/article36998777.ece
[2] https://www.youtube.com/watch?v=B8d4uqQjk6o&feature=youtu.be

[2] https://jbs.eu.qualtrics.com/jfe/form/SV_bQxb4BbxAHN3y9U
[2] https://timesofindia.indiatimes.com/india/aim-to-make-india-worlds-biggest-military-power-pm-modi/articleshow/87051289.cms
[1] https://en.unesco.org/courier/2020-3/pandemic-mirroring-our-fragilities
[1] https://www.worldbank.org/en/topic/poverty
[1] https://blogs.worldbank.org/sustainablecities/how-can-we-meet-urgency-financing-climate-action-cities?cid=SHR_BlogSiteShare_EN_EXT
[1] https://www.worldbank.org/en/news/feature/2021/09/14/how-can-cities-work-with-nature-to-tackle-climate-change-biodiversity-loss?cid=SURR_TT_WBGCities_EN_EXT
[1] https://twitter.com/NewIndianXpress/status/1451009090273091587
[1] https://www.linkedin.com/slink?code=ejhjY_5i

Top URLs in Tweet in G7:
[6] https://tdr.who.int/global-health-matters-podcast/communicating-science-not-fiction
[3] https://zoom.us/webinar/register/WN_HahBm2mrQZSCGOk2QL5Www
[2] https://stoppneumonia.org/the-missing-piece-why-the-global-pandemic-is-an-inflection-point-for-pneumonia-control/
[1] https://twitter.com/WorldBank/status/1452032106339647489
[1] https://www.worldbank.org/en/news/feature/2021/09/22/needed-a-climate-smart-food-system-that-can-feed-10-billion?cid=pov_tt_poverty_en_ext
[1] https://twitter.com/SickKidsGlobal/status/1448303766277656584
[1] https://twitter.com/SickKidsGlobal/status/1451152594034991117
[1] https://live.worldbank.org/state-africa-region-2021?cid=GFF_TT_theGFF_EN_EXT
[1] https://www.worldbank.org/en/news/press-release/2021/09/30/world-bank-supports-safe-climate-resilient-transport-connectivity-to-strengthen-agricultural-supply-chains-in-sri-lanka
[1] https://www.worldbank.org/en/news/feature/2021/10/07/climate-change-in-bangladesh-impact-on-infectious-diseases-and-mental-health

Top URLs in Tweet in G8:
[6] https://live.worldbank.org/trade-to-the-rescue?cid=ECR_TT_worldbank_EN_EXT
[5] https://www.worldbank.org/en/news/video/2021/10/13/how-can-green-resilient-housing-address-climate-change-in-cities
[5] https://blogs.worldbank.org/sustainablecities/how-can-we-meet-urgency-financing-climate-action-cities?cid=SURR_TT_WBGCities_EN_EXT
[4] https://www.worldbank.org/en/events/2021/10/11/i4c-mobilizing-urban-climate-finance
[4] https://www.citiesclimatefinance.org/2021/10/blog-how-can-we-meet-the-urgency-of-financing-climate-action-in-cities/
[4] https://www.worldbank.org/en/news/video/2021/10/13/how-can-green-resilient-housing-address-climate-change-in-cities?cid=SHR_SitesShareTT_EN_EXT
[3] https://www.worldbank.org/en/news/video/2021/10/13/how-can-green-resilient-housing-address-climate-change-in-cities?cid=SURR_TT_WBGCities_EN_EXT
[3] https://blogs.worldbank.org/sustainablecities/how-can-we-meet-urgency-financing-climate-action-cities
[2] https://www.worldbank.org/en/news/podcast/2021/10/05/tell-me-how-can-we-save-the-planet-and-feed-everyone-yes-go-digital
[2] https://www.roadsafetyfacility.org/news/newsletter-21-welcome-said-dahdah-new-head-grsf-upcoming-events-campaigns-research-more

Top URLs in Tweet in G9:
[3] https://live.worldbank.org/making-climate-action-count?cid=ECR_TT_worldbank_EN_EXT
[3] https://live.worldbank.org/making-climate-action-count?cid=ccg_tt_climatechange_en_ext
[3] https://www.worldbank.org/en/news/feature/2021/08/23/going-with-the-flow-water-s-role-in-global-migration?CID=WAT_TT_Water_EN_EXT
[2] http://www.worldbank.org/en/topic/water/publication/high-and-dry-climate-change-water-and-the-economy?CID=WAT_TT_Water_EN_EXT
[2] https://blogs.worldbank.org/endpovertyinsouthasia/farmers-learn-climate-adaptation-open-sky-schools-india
[2] https://www.worldbank.org/wicer
[2] https://www.worldbank.org/en/news/feature/2021/09/13/millions-on-the-move-in-their-own-countries-the-human-face-of-climate-change
[2] https://live.worldbank.org/making-climate-action-count
[2] https://blogs.worldbank.org/sustainablecities/its-now-or-never-lets-act-climate-code-red
[2] https://www.worldbank.org/en/topic/climate-smart-agriculture

Top URLs in Tweet in G10:
[6] https://www.worldbank.org/en/topic/poverty
[3] https://www.worldbank.org/en/news/podcast/2021/10/05/tell-me-how-can-we-save-the-planet-and-feed-everyone-yes-go-digital
[3] https://blogs.worldbank.org/opendata/covid-19-increasing-global-inequality
[3] https://www.worldbank.org/en/research/brief/global-data-facility
[2] http://wrld.bg/KWQq50ABwUx
[2] https://www.youtube.com/watch?v=yoUXL637Oe4

[2] https://live.worldbank.org/making-climate-action-count?cid=ECR_TT_worldbank_EN_EXT
[2] https://databank.worldbank.org/source/global-bilateral-migration
[1] https://www.worldbank.org/en/news/feature/2021/09/22/needed-a-climate-smart-food-system-that-can-feed-10-billion
[1] https://blogs.worldbank.org/governance/bureaucrats-must-take-bigger-role-fighting-climate-change

Top Domains
Top Domains in Tweet in Entire Graph:
[897] worldbank.org
[98] twitter.com
[71] wrld.bg
[30] theguardian.com
[23] youtube.com
[19] zoom.us
[18] allafrica.com
[15] miragenews.com
[15] euractiv.com
[14] bit.ly

Top Domains in Tweet in G1:
[146] worldbank.org
[19] twitter.com
[8] bu.edu
[6] escr-net.org
[5] youtube.com
[4] wrld.bg
[4] google.com
[3] covid19taskforce.com
[3] bloomberg.com
[3] zoom.us

Top Domains in Tweet in G2:
[409] worldbank.org
[43] wrld.bg
[25] twitter.com
[13] bit.ly
[7] youtube.com
[6] ifc.org
[5] un.org
[3] com.sg
[3] ndtv.com
[2] reuters.com

Top Domains in Tweet in G3:
[4] worldbank.org
[1] wrld.bg
[1] pwc.com

Top Domains in Tweet in G4:
[25] theguardian.com
[7] worldbank.org
[4] twitter.com
[2] e3g.org
[1] zoom.us
[1] iaea.org
[1] euronews.com
[1] change.org
[1] blogspot.com
[1] unece.org

Top Domains in Tweet in G5:
[17] allafrica.com
[7] worldbankactionday.org
[3] worldbank.org
[3] twitter.com
[3] youtube.com
[2] wsj.com
[2] devcommittee.org
[2] cryptpad.fr
[1] urgewald.org
[1] foe.org

Top Domains in Tweet in G6:
[4] worldbank.org
[4] thehindu.com
[2] youtube.com
[2] twitter.com
[2] linkedin.com
[2] qualtrics.com
[2] indiatimes.com
[1] unesco.org
[1] scmp.com
[1] opinionexpress.in

Top Domains in Tweet in G7:
[6] who.int
[5] twitter.com
[5] worldbank.org
[3] zoom.us
[2] stoppneumonia.org
[1] wrld.bg
[1] ourworldindata.org
[1] orszco-pack.org
[1] belfercenter.org
[1] eventbrite.ch

Top Domains in Tweet in G8:
[67] worldbank.org
[6] wrld.bg
[4] citiesclimatefinance.org
[4] twitter.com
[2] roadsafetyfacility.org
[2] evey.live
[1] cbd.int
[1] nature.com
[1] youtube.com

Top Domains in Tweet in G9:
[36] worldbank.org
[6] wrld.bg
[2] twitter.com
[1] understandingrisk.asia

Top Domains in Tweet in G10:
[27] worldbank.org
[2] wrld.bg
[2] youtube.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[458] covid19
[408] voicesforclimate
[291] bangladesh
[215] resilientrecovery
[186] climatechange
[160] parisagreement
[151] cop26
[122] worldbank
[112] endpoverty
[103] africa



Top Hashtags in Tweet in G1:
[95] covid19
[62] voicesforclimate
[58] parisagreement
[50] resilientrecovery
[40] annualmeetings
[39] g20
[31] endpoverty
[24] developmentpodcast
[21] climatechange
[19] climateaction

Top Hashtags in Tweet in G2:
[298] voicesforclimate
[132] resilientrecovery
[132] covid19
[87] climatechange
[84] parisagreement
[67] cop26
[60] justtransition
[52] endpoverty
[45] climateaction
[43] mozambique

Top Hashtags in Tweet in G3:
[246] bangladesh
[6] southasia
[3] covid19
[3] health
[2] airpollution
[2] unleashtrade
[1] servicesledgrowth
[1] endpoverty
[1] pakistan
[1] idaworks

Top Hashtags in Tweet in G4:
[92] greatgreenwall
[14] financeincommon2021
[14] climatecrisis
[10] climateemergency
[9] covid19
[7] cop26
[5] happeningtoday
[5] cfs49
[5] climate
[5] caep

Top Hashtags in Tweet in G5:
[27] fossilfuels
[19] climate
[18] wbactionday
[17] africa
[17] green
[11] climatechange
[11] guyana
[8] climateaction
[8] wboutoffossils
[7] airpollution

Top Hashtags in Tweet in G6:
[23] covid19
[2] endpoverty
[2] parisagreement
[2] fintech
[2] research
[1] fossilfuels
[1] poverty
[1] partner2connect
[1] foodsystems
[1] idep2021

Top Hashtags in Tweet in G7:
[15] covid19
[14] pneumonia
[7] ugandaisbleeding
[5] vaccines4all
[3] uganda
[3] parisagreement
[3] resilientrecovery
[3] onesouthasia
[2] climatechange
[2] globalhealth

Top Hashtags in Tweet in G8:
[27] covid19
[14] biodiversity
[10] unleashtrade
[9] gapfund
[9] housing
[9] cities
[8] climatecrisis
[8] resilientrecovery
[5] innovate4cities
[4] grsf

Top Hashtags in Tweet in G9:
[35] cop26
[35] wallstreetconsensus
[31] climatechange
[18] voicesforclimate
[16] greenandgray
[15] egypt
[11] climate
[10] iqviaglobal
[10] iqviaindia
[4] climatestories_wbg

Top Hashtags in Tweet in G10:
[53] covid19
[12] foodsystems
[8] icymi
[8] endpoverty
[6] digitalization
[6] undataforum
[4] resilientrecovery
[3] tellmehow
[2] data
[2] globalgrowth

Top Words
Top Words in Tweet in Entire Graph:
[3239] worldbank
[2209] climate
[1850] global
[983] countries
[855] change
[848] action
[763] wbg_climate
[642] meetings
[542] people
[496] join

Top Words in Tweet in G1:
[1362] worldbank
[511] climate
[478] global
[412] meetings
[323] imfnews
[300] action
[255] annual
[250] change
[233] countries
[174] today

Top Words in Tweet in G2:
[1043] climate
[897] worldbank
[661] wbg_climate
[600] global
[434] countries
[419] change
[319] action
[298] #voicesforclimate
[274] join
[244] event

Top Words in Tweet in G3:
[250] worldbanksasia
[246] over
[246] #bangladesh
[246] changing
[245] last
[245] four
[245] decades
[245] temperature
[245] increased
[245] seasonal

Top Words in Tweet in G4:
[170] worldbank
[101] afdb_group
[98] funding
[92] #greatgreenwall
[91] assaadrazzouk
[89] africa
[89] building
[89] 000km
[89] backed
[89] 14

Top Words in Tweet in G5:
[163] worldbank
[85] bank
[79] fossil
[73] climate
[69] fuels
[66] world
[53] finance
[42] more
[41] urgewald
[41] foe_us

Top Words in Tweet in G6:
[48] global
[43] worldbank
[24] time
[23] #covid19
[20] years
[19] extreme
[19] poverty
[17] pandemic
[17] reversed
[17] wto

Top Words in Tweet in G7:
[80] global
[60] worldbank
[35] usaid
[30] international
[27] climate
[27] countries
[21] unicef
[20] world
[18] help
[17] gavi

Top Words in Tweet in G8:
[180] climate
[126] cities
[103] urban
[97] wbg_cities
[88] global
[64] worldbank
[45] action
[45] 70
[44] resilient
[42] more

Top Words in Tweet in G9:
[116] worldbankwater
[71] water
[46] climate
[38] people
[36] asset
[35] #cop26
[35] approaching
[35] fast
[35] multiplying
[35] #wallstreetconsensus

Top Words in Tweet in G10:
[60] worldbank
[53] #covid19
[51] global
[46] countries
[46] years
[45] globally
[43] poverty
[41] reducing
[41] extreme
[41] income

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[724] climate,change
[435] annual,meetings
[360] climate,action
[267] seasonal,patterns
[267] patterns,changing
[262] over,last
[262] last,four
[262] four,decades
[262] decades,#bangladesh
[262] increased,seasonal

Top Word Pairs in Tweet in G1:
[236] annual,meetings
[217] climate,change
[195] worldbank,imfnews
[137] imfnews,annual
[123] imfnews,worldbank
[121] climate,action
[97] change,action
[90] action,plan
[83] 2021,worldbank
[82] reduce,emissions

Top Word Pairs in Tweet in G2:
[352] climate,change
[181] #voicesforclimate,event
[152] climate,action
[133] annual,meetings
[102] wbg_climate,climate
[93] climate,solutions
[82] approaches,essential
[82] essential,humanity
[82] humanity,fulfill
[82] fulfill,promise

Top Word Pairs in Tweet in G3:
[245] over,last
[245] last,four
[245] four,decades
[245] decades,#bangladesh
[245] #bangladesh,temperature
[245] temperature,increased
[245] increased,seasonal
[245] seasonal,patterns
[245] patterns,changing
[245] changing,long

Top Word Pairs in Tweet in G4:
[89] africa,building
[89] building,000km
[89] 000km,#greatgreenwall
[89] #greatgreenwall,backed
[89] backed,14
[89] 14,3b
[89] 3b,funding
[89] funding,afdb_group
[89] afdb_group,france
[89] france,worldbank

Top Word Pairs in Tweet in G5:
[69] fossil,fuels
[63] world,bank
[52] finance,fossil
[32] paris,agreement
[31] agreement,world
[31] bank,provided
[31] provided,12
[31] 12,billion
[31] billion,direct
[31] direct,project

Top Word Pairs in Tweet in G6:
[19] extreme,poverty
[17] #covid19,pandemic
[16] first,time
[16] time,20
[16] 20,years
[16] years,global
[16] global,extreme
[16] poverty,risen
[16] risen,#covid19
[16] pandemic,reversed

Top Word Pairs in Tweet in G7:
[16] help,countries
[15] usaid,working
[15] working,international
[15] international,partners
[15] partners,help
[15] countries,prepare
[15] prepare,minimize
[15] minimize,impacts
[15] impacts,disasters
[15] disasters,climate

Top Word Pairs in Tweet in G8:
[50] urban,climate
[41] climate,action
[31] climate,crisis
[30] date,000
[30] 000,cities
[30] 20,urban
[30] urban,residents
[30] residents,climate
[30] action,plans
[26] climate,change

Top Word Pairs in Tweet in G9:
[35] #cop26,approaching
[35] approaching,fast
[35] fast,multiplying
[35] multiplying,#wallstreetconsensus
[35] #wallstreetconsensus,takes
[35] takes,mint
[35] mint,everything
[35] everything,asset
[35] asset,class
[34] danielagabor,#cop26

Top Word Pairs in Tweet in G10:
[41] extreme,poverty
[39] globally,years
[39] years,progress
[39] progress,reducing
[39] reducing,extreme
[39] poverty,lost
[39] lost,due
[39] due,#covid19
[39] #covid19,low
[39] low,income

Top Replied-To
Top Replied-To in Entire Graph:
@worldbank
@wbg_climate
@cop26
@connect4climate
@secyellen
@worldbankwater
@imfnews
@unfccc
@ifc_org
@finminindia

Top Replied-To in G1:
@worldbank
@secyellen
@imfnews
@cop26
@ustreasury
@gerenewables
@axelvt_wb
@environicsindia
@connect4climate
@karinagould

Top Replied-To in G2:
@worldbank
@wbg_climate
@connect4climate
@ifc_org
@cop26
@finminindia
@markjcarney
@yvonnendege
@antonioguterres
@vedprak94200629

Top Replied-To in G3:
@worldbankindia

Top Replied-To in G4:
@unfccc
@wbg_climate
@faodg
@worldbank
@amadouhott
@afdb_group
@davidmalpasswbg
@katearonoff
@nprfood
@foeeurope

Top Replied-To in G5:
@macbog1575
@ralflittle
@precop26ita
@urgewald
@bigshiftglobal
@showersjalloh
@inffplatform
@mrmatthewtodd

Top Replied-To in G6:
@vishalnautamlal
@chandrahari
@unesco
@lagarde
@speakerpelosi
@intlcrimcourt
@worldbank
@jumaf3

Top Replied-To in G7:
@worldbank
@usaid
@thegff
@spiderwebug
@dambaivan
@amnesty
@eseri14
@defeatncd

Top Replied-To in G8:
@mrandydeacon

Top Replied-To in G9:
@worldbankwater
@wbg_climate
@wbg_cities

Top Replied-To in G10:
@worldbankdata
@adamrogers2030
@carmenmreinhart

Top Mentioned
Top Mentioned in Entire Graph:
@worldbank
@wbg_climate
@imfnews
@cop26
@davidmalpasswbg
@worldbanksasia
@ifc_org
@un
@secyellen
@worldbankwater

Top Mentioned in G1:
@worldbank
@imfnews
@secyellen
@cop26
@ustreasury
@aloksharm
@un
@mari_pangestu
@davidmalpasswbg
@asianpeoplesmvt

Top Mentioned in G2:
@worldbank
@wbg_climate
@davidmalpasswbg
@ifc_org
@cop26
@un
@aloksharma_rdg
@worldbankafrica
@axelvt_wb
@connect4climate

Top Mentioned in G3:
@worldbanksasia
@worldbank
@ifc_org
@pwc
@worldbankindia
@moefcc
@digitalnstream
@gfdrr
@hartwigschafer
@forestrajasthan

Top Mentioned in G4:
@worldbank
@afdb_group
@assaadrazzouk
@the_idb
@karihamerschlag
@guardian
@ebrd
@eib
@ifc_org
@wbg_climate

Top Mentioned in G5:
@worldbank
@foe_us
@urgewald
@xr_hamm_fulham
@bigshiftglobal
@xrebellionuk
@xrlondon
@ftmoralmoney
@greenwashearth
@roadsxr

Top Mentioned in G6:
@worldbank
@un
@unescocourier
@wto
@wef
@bbcworld
@billgates
@swamy39
@pontifex
@who

Top Mentioned in G7:
@worldbank
@who
@usaid
@unicef
@gavi
@imfnews
@usaidsaveslives
@doctorsoumya
@uk_nup
@sickkidsglobal

Top Mentioned in G8:
@wbg_cities
@worldbank
@samehnwahba
@unhabitat
@wbg_transport
@climatepolicy
@wbg_climate
@bbuchner13
@cityclimfin
@luis_triveno

Top Mentioned in G9:
@worldbankwater
@danielagabor
@worldbank
@iqvia_global
@nileshm81
@thegwsp
@wbg_climate
@gfdrr
@wbg_ida
@nielsholmdrm

Top Mentioned in G10:
@worldbank
@worldbankdata
@ifpri
@folucoalition
@undataforum
@fuhaishan
@globalkulture
@sdg2030
@jpazvd
@youth2047

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@tesco
@filafresh
@oldlady12345
@paoloigna1
@cybersec_feeds
@hrblock_21
@vekilimcom
@federicoalves
@matiere

Top Tweeters in G1:
@paoloigna1
@vekilimcom
@federicoalves
@insdatainter
@teshawnedmonds
@s_total_s2
@johangreg
@amuraovonn
@dev_discourse
@lllwry

Top Tweeters in G2:
@jornalistavitor
@cybersec_feeds
@geoffrey_payne
@john1966olsen
@glasgow_watch
@protestmusica
@jfsebastian146
@milatrud11
@lalojimjuarez
@das_sharu

Top Tweeters in G3:
@dhinakaranrajan
@rajeevsharma845
@sharu_das
@arifwaheed
@sharmars003
@muhamadafzalecp
@rahulsharmacong
@lkafle
@jcverma15
@getiftech

Top Tweeters in G4:
@theofficialsbi
@guardian
@seunesq
@motherjones
@cruiserlan
@npr
@niemieckapolity
@lee_knuth
@mistateet
@drgem2015

Top Tweeters in G5:
@sustaintrends
@trudaoceans
@c255666a459a495
@wsj
@allafrica
@eco1start
@cfraase
@craykain
@fabiooribeiro
@pia_purzella

Top Tweeters in G6:
@ani
@bprophetable
@letsroc137
@people
@bbcworld
@scmpnews
@kaswarhussain2
@calililiindies
@cnni
@pib_india

Top Tweeters in G7:
@nbstv
@ambrishgupta11
@gaylulista13
@globalcitizenln
@newvisionwire
@harassnomore
@dailymonitor
@nordicgeo
@vickimo08056436
@hrw

Top Tweeters in G8:
@khadarwitter
@adriansysnet
@djstephfloss
@ecology_tweets
@unhabitatyouth
@dgomezco
@basssonia
@versuserwin
@unbiodiversity
@ecologyafricaf1

Top Tweeters in G9:
@terpsichore_los
@moisturevapor8r
@vetrepreneurone
@syawal
@phil_free_
@oscarelo2x
@czarohm
@vladimir_andrea
@kkoix
@greene_thoughts

Top Tweeters in G10:
@viralvideovlogs
@macharoesink
@carolndosi
@richardmunang
@sdg2030
@vincentcoyle1
@marcusgmay1
@samuelazout
@realdidieruk
@adamrogers2030