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#climatechange_2021-09-15_17-08-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2021
Short Description:
#climatechange via NodeXL https://bit.ly/39aGBGH
@jfsebastian146
@allanmargolin
@rohini_mohan
@friendsoscience
@braincures
@gmbutts
@mikehudema
@frasierharry
@ipcc_ch
@imagine_garden

Top hashtags:
#climatechange
#climatecrisis
#climateaction
#climateemergency

Description:
Description
The graph represents a network of 8,081 Twitter users whose tweets in the requested range contained "#climatechange", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 16 September 2021 at 00:23 UTC.

The requested start date was Thursday, 16 September 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 2-day, 5-hour, 58-minute period from Monday, 13 September 2021 at 02:15 UTC to Wednesday, 15 September 2021 at 08:14 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 : 8081
Unique Edges : 5945
Edges With Duplicates : 11609
Total Edges : 17554
Number of Edge Types : 5
Retweet : 5030
MentionsInRetweet : 6737
Mentions : 3361
Tweet : 2137
Replies to : 289
Self-Loops : 2302
Reciprocated Vertex Pair Ratio : 0.0175213675213675
Reciprocated Edge Ratio : 0.0344393112137757
Connected Components : 1333
Single-Vertex Connected Components : 607
Maximum Vertices in a Connected Component : 5119
Maximum Edges in a Connected Component : 13569
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.808225
Graph Density : 0.000145862253593259
Modularity : 0.528401
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,081 Twitter users whose tweets in the requested range contained "#climatechange", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 16 September 2021 at 00:23 UTC.

The requested start date was Thursday, 16 September 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 2-day, 5-hour, 58-minute period from Monday, 13 September 2021 at 02:15 UTC to Wednesday, 15 September 2021 at 08:14 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 : #climatechange
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:
[10] https://www.bbc.com/news/science-environment-58494641
[7] https://twinybots.ch/
[6] https://www.bbc.co.uk/news/science-environment-58494641
[6] https://www.solarquotes.com.au/blog/solar-power-eghs-mb2154/?utm_source=SPS&utm_medium=twitter-share&utm_campaign=SPS&utm_content=sq-blog-post
[5] https://hackernoon.com/digital-ecology-anyone-can-make-a-change-xbfq3201
[5] https://apnews.com/article/africa-climate-environment-and-nature-immigration-europe-69cada32a7c13f80914a2a7b48fb5b9c
[5] https://www.youtube.com/watch?v=LK2mugvoaKo&feature=youtu.be

[5] https://events.columbia.edu/cal/event/eventView.do?b=de&calPath=/public/cals/MainCal&guid=CAL-00bbdb71-7b86a636-017b-87ca8538-0000612fevents@columbia.edu&recurrenceId=
[5] https://www.standard.co.uk/news/uk/people-yougov-nhs-b954955.html
[5] https://www.theguardian.com/environment/2021/sep/13/meat-greenhouses-gases-food-production-study

Top URLs in Tweet in G1:
[3] https://www.aljazeera.com/news/2021/9/13/environment-to-become-biggest-challenge-to-human-rights-un
[2] https://arstechnica.com/?p=1791948
[2] https://www.youtube.com/watch?v=tngCw2oMCNE&feature=youtu.be

[1] https://imperial.eu.qualtrics.com/jfe/form/SV_02nY4Iszu4UxrYG
[1] https://twitter.com/fon_xyz/status/1437413895312904193
[1] https://twitter.com/UniofAdelaide/status/1434734058244689925
[1] https://www.youtube.com/watch?v=CQ7HGdW9xso&feature=youtu.be

[1] https://www.france24.com/en/live-news/20210913-climate-change-could-force-216-million-from-their-homes-world-bank
[1] https://virt.com/channel/unga-guide/
[1] https://www.rateitgreen.com/green-building-articles/the-2035-report-a-blueprint-for-how-the-us-and-others-can-transition-to-a-clean-energy-economy-starting-now/154

Top URLs in Tweet in G2:
[8] https://www.bbc.com/news/science-environment-58494641
[5] https://twinybots.ch/
[5] https://www.bbc.co.uk/news/science-environment-58494641
[4] https://www.solarquotes.com.au/blog/solar-power-eghs-mb2154/?utm_source=SPS&utm_medium=twitter-share&utm_campaign=SPS&utm_content=sq-blog-post
[3] https://www.amazon.com/dp/B09G1QLPPC/ref=sr_1_1?dchild=1&keywords=the+climate+covenant&qid=1631483712&s=books&sr=1-1
[3] https://www.theguardian.com/environment/2021/sep/13/meat-greenhouses-gases-food-production-study
[3] https://bestoftheday.best/
[3] https://bestoftheday.best/what-are-glaciers-crash-course-geography-26.html
[3] https://app.best/
[2] Daily

Top URLs in Tweet in G3:
[2] http://gpwx.news/hd10e
[1] https://www.facebook.com/BelfastLiveOnline/videos/533484527748311/?extid=NS-UNK-UNK-UNK-UNK_GK0T-GK1C
[1] https://iowacapitaldispatch.com/2021/08/30/what-the-hail-its-time-to-pay-attention-to-climate-policy/
[1] https://www.ourdailyplanet.com/story/californias-drought-could-worsen-climate-change/
[1] https://thehill.com/changing-america/opinion/571977-its-time-for-schools-to-prepare-the-next-generation-of-environmental

Top URLs in Tweet in G4:
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FClimateCrisisNF%2Fposts%2F391090092562797
[2] https://www.continewm.asia/
[1] https://twitter.com/easigrass/status/1431543752779345920
[1] https://naakenya.org/mashariki-summit-2021/
[1] https://www.youtube.com/watch?v=Iko81aMlrPQ&feature=youtu.be

[1] https://www.bbc.co.uk/news/science-environment-58494641
[1] https://netzfrauen.org/2021/09/12/climatechange-18/
[1] https://www.weforum.org/agenda/2021/09/know-environment-this-week-10-september?utm_source=twitter&utm_medium=social_scheduler&utm_term=Environment+and+Natural+Resource+Security&utm_content=12/09/2021+11:00

Top URLs in Tweet in G5:
[2] https://www.reuters.com/business/environment/green-lawmakers-urge-eu-speed-up-climate-change-measures-2021-09-13/
[2] https://www.weforum.org/agenda/2021/08/ipcc-climate-change-leaders-policies-cop26-environment?utm_source=twitter&utm_medium=social_scheduler&utm_term=Climate+Change&utm_content=09/08/2021+11:00
[2] https://www.weforum.org/agenda/2021/05/climate-change-people-communities-poverty-charity-action?utm_source=twitter&utm_medium=social_scheduler&utm_term=Climate+Change&utm_content=17/05/2021+16:00
[1] https://event.meetmaps.com/lifeadaptatefinalconference/en/landing
[1] https://www.carbonstreaming.com/media/blog/two-projects-up-to-hundreds-of-millions-of-tonnes-of-carbon-dioxide
[1] https://events.uni-graz.at/de/detail/article/climate-change-greenhouse-gas-emissions-make-extreme-weather-events-more-frequent-and-intense/
[1] https://lifenadapta.navarra.es/es/-/bases-fisicas-cambio-climatico
[1] https://lifenadapta.navarra.es/es/-/life-nadapta-participara-territorios-pastoreados-tp5-tudela-navarra
[1] https://twitter.com/LIFE_NAdapta_CC/status/1435129684644270085
[1] https://www.bbc.com/news/world

Top URLs in Tweet in G6:
[1] https://twitter.com/MelissaSweetDr/status/1437360382058774539
[1] https://bit.ly/3tAZJHe
[1] https://www.heartlungcirc.org/
[1] https://www.smh.com.au/environment/climate-change/climate-change-spurs-threat-of-war-mass-migration-in-region-20210913-p58rbx.html?utm_campaign=The%20Canopy&utm_medium=email&_hsmi=159123701&_hsenc=p2ANqtz-8yZs_uSbzJRnyfMVYzTb6s5sC_6HN-fAcW61Npus_zHyHYIv8ZlSjbxPgTsnS1ktXuFAtnJtzybsR53zhvwbUvOr0kfQ&utm_content=159123701&utm_source=hs_email
[1] https://twitter.com/RoyalSocietyVic/status/1437287880410353668
[1] https://www.theguardian.com/commentisfree/2021/sep/01/oil-producing-countries-net-zero-2050-iraq
[1] https://www.bbc.com/news/science-environment-58494391

Top URLs in Tweet in G7:
[3] https://act.greenpeace.org/page/81519/petition/1?locale=en-US&utm_campaign=forests&campaign_project=trees&utm_source=t.co&utm_medium=post&utm_term=sign&utm_content=link&content_specific=trees.oldgrowth.twitter&ea.tracking.id=en_forests_trees_t.co_post_20210429_sign_link_trees.oldgrowth.twitter
[2] https://climatenewsnetwork.net/warming-seas-cut-marine-mammals-survival-chances/
[1] https://www.greenpeace.org/canada/en/story/49627/extreme-heat-events-affect-the-vulnerable-the-most-this-must-change/?utm_campaign=forests&campaign_project=trees&utm_source=t.co&utm_medium=post&utm_term=read&utm_content=link&content_specific=forests.oldgrowth.heatwaveblog&ea.tracking.id=en_forests_trees_t.co_post_20210912_read_link_forests.oldgrowth.heatwaveblog
[1] https://act.greenpeace.org/page/68253/petition/1?&locale=en-US&utm_campaign=fossil-fuels&campaign_project=greenrecovery&utm_source=t.co&utm_medium=post&utm_term=sign&utm_content=typage&content_specific=wealthtax.petition.typage.tweet&ea.tracking.id=en_fossil-fuels_greenrecovery_t.co_post_20200928_sign_typage_wealthtax.petition.typage.tweet
[1] https://www.npr.org/2021/09/07/1034670549/climate-change-is-the-greatest-threat-to-public-health-top-medical-journals-warn?utm_term=nprnews&utm_medium=social&utm_campaign=npr&utm_source=twitter.com

Top URLs in Tweet in G10:
[5] https://hackernoon.com/digital-ecology-anyone-can-make-a-change-xbfq3201
[3] https://www.forbes.com/sites/enriquedans/2021/03/23/its-time-to-bring-greenwashing-undercontrol/
[2] https://news.mit.edu/2021/undergraduates-explore-practical-applications-artificial-intelligence-0503
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FSamsung-Galaxy-Z-Flip-Factory-Unlocked-Cell-Phone-220271510005686%2F%3Fref%3Dpages_you_manage
[1] https://www.reuters.com/legal/transactional/german-insurers-face-2021-claims-115-bln-euros-2021-09-02/
[1] https://theconversation.com/how-machine-learning-is-helping-us-fine-tune-climate-models-to-reach-unprecedented-detail-165818
[1] https://www.forbes.com/sites/robtoews/2021/06/20/these-are-the-startups-applying-ai-to-tackle-climate-change/
[1] https://twitter.com/wef/status/1437429770862665730/video/1
[1] https://www.forbes.com/sites/freylindsay/2021/09/13/world-bank-predicts-massive-internal-migration-from-climate-change-by-2050/amp/
[1] https://www.algemeiner.com/2021/09/12/nine-israeli-companies-helping-fight-the-climate-crisis/

Top Domains
Top Domains in Tweet in Entire Graph:
[395] twitter.com
[119] co.uk
[109] immortalartist.com
[94] youtube.com
[85] theguardian.com
[83] blogspot.com
[65] bit.ly
[60] linkedin.com
[58] bbc.com
[51] gpwx.news

Top Domains in Tweet in G1:
[109] immortalartist.com
[80] twitter.com
[59] blogspot.com
[43] co.uk
[33] youtube.com
[24] gpwx.news
[19] theguardian.com
[18] com.au
[11] phys.org
[11] sgkplanet.com

Top Domains in Tweet in G2:
[88] twitter.com
[32] linkedin.com
[25] theguardian.com
[24] co.uk
[20] bbc.com
[19] twinybots.ch
[12] youtube.com
[9] com.au
[8] cnn.com
[7] wiley.com

Top Domains in Tweet in G3:
[27] gpwx.news
[15] thehill.com
[12] npr.org
[11] straitstimes.com
[8] phys.org
[8] theguardian.com
[8] twinybots.ch
[8] twitter.com
[7] connectedworld.com
[6] nature.com

Top Domains in Tweet in G4:
[12] twitter.com
[5] aurecongroup.com
[5] youtube.com
[3] blogspot.com
[3] bbc.com
[2] soundnlight.in
[2] ft.com
[2] bit.ly
[2] facebook.com
[2] continewm.asia

Top Domains in Tweet in G5:
[12] weforum.org
[10] bbc.com
[8] twitter.com
[7] europa.eu
[7] preventionweb.net
[4] bit.ly
[4] carbonstreaming.com
[3] ceps.eu
[3] reuters.com
[2] ipcc.ch

Top Domains in Tweet in G6:
[6] twitter.com
[5] com.au
[3] theguardian.com
[2] bit.ly
[2] nature.com
[2] org.au
[1] trust.org
[1] youtube.com
[1] edu.au
[1] coalaproject.eu

Top Domains in Tweet in G7:
[13] natecosystem.com
[5] greenpeace.org
[3] theguardian.com
[2] climatenewsnetwork.net
[1] reuters.com
[1] co.uk
[1] yale.edu
[1] co.jp
[1] bbc.com
[1] greenbuiltinternationalbuildingcompany.com

Top Domains in Tweet in G8:
[7] phys.org

Top Domains in Tweet in G9:
[2] twitter.com
[1] theconversation.com

Top Domains in Tweet in G10:
[16] forbes.com
[5] hackernoon.com
[4] facebook.com
[3] scotsman.com
[3] twitter.com
[3] mckinsey.com
[3] joyofsustainability.com
[2] dw.com
[2] theconversation.com
[2] mit.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6056] climatechange
[450] climatecrisis
[327] climateaction
[307] climateemergency
[288] globalwarming
[270] sustainability
[261] climate
[242] environment
[219] cop26
[132] art



Top Hashtags in Tweet in G1:
[1232] climatechange
[169] climateaction
[165] climatecrisis
[112] climateemergency
[111] globalwarming
[106] art
[105] dystopia
[95] climate
[67] cities
[67] society

Top Hashtags in Tweet in G2:
[727] climatechange
[62] climatecrisis
[53] environment
[44] sustainability
[41] climateemergency
[34] globalwarming
[29] climate
[22] cop26
[20] climateaction
[20] future

Top Hashtags in Tweet in G3:
[308] climatechange
[87] vegan
[45] deforestation
[38] climate
[31] globalwarming
[27] gpwx
[26] meat
[18] climatecrisis
[15] climateaction
[13] meatfree

Top Hashtags in Tweet in G4:
[169] climatechange
[32] biodiversity
[28] climateemergency
[28] deforestation
[27] amazon
[18] climatecrisis
[18] airpollution
[16] arctic
[14] wildfires
[14] wildfire

Top Hashtags in Tweet in G5:
[198] climatechange
[22] arctic
[13] euspace
[12] climateaction
[12] lifeproject
[11] laptev
[10] ipcc
[9] upshift
[9] nowreading
[9] copernicus

Top Hashtags in Tweet in G6:
[67] climatechange
[19] openletter
[19] doctors
[5] auspol
[4] acclimatise
[3] climateanxiety
[3] cop26
[3] climateaction
[3] globalhealth
[3] displaced

Top Hashtags in Tweet in G7:
[121] climatechange
[67] forests
[18] actonclimate
[18] climatecrisis
[13] climateemergency
[11] valleyfire
[9] buildbackbetter
[8] climatejustice
[8] timetoact
[7] climateaction

Top Hashtags in Tweet in G8:
[147] climatechange
[2] seaice
[2] icecaps
[2] dryspells
[1] fcra
[1] vegan
[1] deforestation

Top Hashtags in Tweet in G9:
[127] climatechange
[16] cpc
[2] votegustave
[1] carleton
[1] elxn44
[1] actonclimate
[1] onpoli
[1] healthcare
[1] cdnpoli

Top Hashtags in Tweet in G10:
[61] climatechange
[28] ai
[12] sustainability
[11] artificialintelligence
[9] digitaltransformation
[9] doingdatabetter
[9] fintech
[9] scotland
[8] innovation
[6] climateaction

Top Words
Top Words in Tweet in Entire Graph:
[6052] #climatechange
[1293] climate
[840] more
[711] change
[586] world
[460] people
[450] #climatecrisis
[387] green
[337] global
[327] #climateaction

Top Words in Tweet in G1:
[1232] #climatechange
[270] climate
[169] #climateaction
[165] #climatecrisis
[160] change
[159] world
[130] more
[112] #climateemergency
[111] #globalwarming
[109] grey

Top Words in Tweet in G2:
[727] #climatechange
[158] climate
[96] change
[82] more
[62] #climatecrisis
[53] #environment
[46] world
[44] #sustainability
[44] people
[41] #climateemergency

Top Words in Tweet in G3:
[307] #climatechange
[102] frasierharry
[87] #vegan
[52] go
[49] climate
[45] #deforestation
[43] planet
[41] world
[41] before
[40] late

Top Words in Tweet in G4:
[169] #climatechange
[44] kambojananya
[32] #biodiversity
[32] sector
[31] world
[31] ros_rodriguez_
[28] global
[28] #climateemergency
[28] aaravseth_
[28] wildfires

Top Words in Tweet in G5:
[198] #climatechange
[66] ipcc_ch
[46] report
[30] climate
[30] region
[29] extreme
[29] weather
[27] world
[27] show
[27] causing

Top Words in Tweet in G6:
[67] #climatechange
[33] emergency
[30] docsenvaus
[29] health
[26] public
[26] top
[25] climate
[21] pm
[19] joint
[19] #openletter

Top Words in Tweet in G7:
[121] #climatechange
[75] mikehudema
[70] fight
[67] using
[67] restore
[67] #forests
[66] malawi
[66] bamboo
[66] solutions
[66] let's

Top Words in Tweet in G8:
[274] ministry
[274] green
[147] #climatechange
[137] today's
[137] paper
[137] foreign
[137] more
[137] ambition
[137] home
[137] fewer

Top Words in Tweet in G9:
[127] #climatechange
[107] take
[99] during
[99] debates
[99] don
[99] word
[99] lpc
[99] serious
[99] plan
[99] ballot

Top Words in Tweet in G10:
[61] #climatechange
[28] #ai
[16] forbes
[13] one
[12] startups
[12] applying
[12] tackle
[12] _robtoews
[12] #sustainability
[12] cc

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[540] climate,change
[147] #climatechange,#
[140] today's,paper
[140] paper,foreign
[140] foreign,ministry
[140] ministry,more
[140] more,green
[140] green,ambition
[140] ambition,home
[140] home,ministry

Top Word Pairs in Tweet in G1:
[114] climate,change
[109] grey,cross
[105] cross,studios
[105] studios,#art
[67] dystopian,holiday
[67] #art,#dystopia
[67] #dystopia,#cities
[67] #cities,#society
[60] #society,#conceptualart
[60] #conceptualart,#skylines

Top Word Pairs in Tweet in G2:
[88] climate,change
[20] #sustainability,#climatechange
[20] #climatechange,#climatecrisis
[18] #climatechange,#globalwarming
[16] #climatechange,#plantatree
[16] #plantatree,#airquality
[16] #airquality,#environment
[16] #environment,#healthy
[16] #healthy,#future
[16] #future,#children

Top Word Pairs in Tweet in G3:
[40] before,late
[37] go,#vegan
[37] #vegan,before
[37] late,#climatechange
[35] #climatechange,#deforestation
[34] frasierharry,go
[30] #globalwarming,#climatechange
[27] #gpwx,#globalwarming
[25] #vegan,#climatechange
[24] mcdonalds,costing

Top Word Pairs in Tweet in G4:
[27] impacts,#amazon
[27] #amazon,wildfires
[27] wildfires,widespread
[27] widespread,#deforestation
[27] #deforestation,exacerbate
[27] exacerbate,#climatechange
[27] #climatechange,threaten
[27] threaten,#biodiversity
[26] kambojananya,impacts
[18] currently,seeing

Top Word Pairs in Tweet in G5:
[37] ipcc_ch,report
[26] findings,recently
[26] recently,released
[26] released,ipcc_ch
[26] report,show
[26] show,#climatechange
[26] #climatechange,causing
[26] causing,extreme
[26] extreme,weather
[26] weather,region

Top Word Pairs in Tweet in G6:
[26] public,health
[26] health,emergency
[26] emergency,top
[19] joint,#openletter
[19] #openletter,australia
[19] australia,#doctors
[19] #doctors,pm
[19] pm,#climatechange
[19] #climatechange,public
[18] docsenvaus,joint

Top Word Pairs in Tweet in G7:
[67] fight,#climatechange
[66] malawi,using
[66] using,bamboo
[66] bamboo,fight
[66] #climatechange,restore
[66] restore,#forests
[66] #forests,solutions
[66] solutions,let's
[66] let's,speed
[66] speed,implement

Top Word Pairs in Tweet in G8:
[137] today's,paper
[137] paper,foreign
[137] foreign,ministry
[137] ministry,more
[137] more,green
[137] green,ambition
[137] ambition,home
[137] home,ministry
[137] ministry,fewer
[137] fewer,green

Top Word Pairs in Tweet in G9:
[99] during,debates
[99] debates,don
[99] don,take
[99] take,word
[99] word,lpc
[99] lpc,serious
[99] serious,#climatechange
[99] #climatechange,plan
[99] plan,ballot
[98] gmbutts,during

Top Word Pairs in Tweet in G10:
[12] startups,applying
[12] applying,#ai
[12] #ai,tackle
[12] tackle,#climatechange
[12] #climatechange,_robtoews
[12] _robtoews,forbes
[9] ronald_vanloon,startups
[9] miss,#doingdatabetter
[9] #doingdatabetter,special
[9] special,report

Top Replied-To
Top Replied-To in Entire Graph:
@nicustefanuta
@gmb
@lbc
@kgeorgieva
@cop26
@justintrudeau
@climatehuman
@hydrogenonecap
@reppeterdefazio
@allanmargolin

Top Replied-To in G1:
@gmb
@cop26
@justintrudeau
@lauratobin1
@richardm56
@350bayarea
@stuartpoore
@jessieuppaltwn
@beachcomber50
@elliotcolburn

Top Replied-To in G3:
@allanmargolin
@woodlandtrust
@jerrythebrand
@sixtus
@p4f_miami
@rjletsgo
@lesuknight
@amongstwits
@jellsmoor
@solarfred

Top Replied-To in G4:
@avaaz
@drtedros
@kambojananya
@un
@miltimore79
@theterminathan
@noaa
@pfreenwleeds
@unep

Top Replied-To in G5:
@vonderleyen
@platformadam
@charlesschwab
@sen_joemanchin
@exxonmobil
@euparliament
@bbcnews
@andreabettini
@cnnsotu

Top Replied-To in G6:
@stopmoneypipe
@drumeshprabhu
@scottmorrisonmp
@alexepstein

Top Replied-To in G7:
@mikehudema

Top Replied-To in G10:
@enilev

Top Mentioned
Top Mentioned in Entire Graph:
@rohini_mohan
@frasierharry
@gmbutts
@mikehudema
@ipcc_ch
@sundarrajang
@pauledawson
@scottmorrisonmp
@worldbank
@kambojananya

Top Mentioned in G1:
@scottmorrisonmp
@sussanley
@birmo
@gmb
@lauratobin1
@glblctznau
@chriscartw83
@un
@speakerpelosi
@paulhbeckwith

Top Mentioned in G2:
@cc101_
@earthkikashi
@sciencesamhita
@sdgscameroon
@steelguru
@sannakopra
@harlowcouncil
@vu_ivm
@housingitguy
@thinkers360

Top Mentioned in G3:
@frasierharry
@allanmargolin
@profstrachan
@markosilberhand
@earthaccounting
@go4itkcm
@dragofix
@jerrythebrand
@hmeemaw
@joelbgreen1

Top Mentioned in G4:
@kambojananya
@ros_rodriguez_
@aaravseth_
@unep
@gretathunberg
@swetac
@thegef
@wakiodorcas
@wwf
@thewcs

Top Mentioned in G5:
@ipcc_ch
@wmo
@undrr
@defis_eu
@wef
@lifeprogramme
@sadhgurujv
@lifeadapt
@vonderleyen
@unicef_ua

Top Mentioned in G6:
@docsenvaus
@theracp
@ama_media
@ran
@thelancetplanet
@georgeinstitute
@anzca
@racgp
@humanrightsunsw
@uscglobalhealth

Top Mentioned in G7:
@mikehudema
@pauledawson
@kentphotos
@timkaine
@cleanairmoms
@greenpeaceca
@jjhorgan
@evie_hourglass
@leetyler
@scrapfactfarm

Top Mentioned in G8:
@rohini_mohan
@physorg_com
@naturegeosci
@uclnews
@iopenvironment
@unirdg_news
@frasierharry

Top Mentioned in G9:
@gmbutts
@gustaveroyvote
@ontariogreens
@docleslie
@mrdash109
@brunosousa_gpc

Top Mentioned in G10:
@forbes
@_robtoews
@ronald_vanloon
@datacapitaled
@ipfconline1
@thescotsman
@proflesleyhead
@scimelb
@hackernoon
@suzannelynch1

Top Tweeters
Top Tweeters in Entire Graph:
@love_mcd
@cybersec_feeds
@chidambara09
@rk70534
@thudao76
@robre62
@solutioneer72
@judehaste_write
@charlesfrize
@geoffrey_payne

Top Tweeters in G1:
@judehaste_write
@charlesfrize
@mckbirdbks
@iartg
@dhinakaranrajan
@johangreg
@firstpost
@al_maldives
@birdwriter7
@jfsebastian146

Top Tweeters in G2:
@gadflyquebec
@sharjah24
@mobygrapefan
@garthgodsman
@covfefetwaffle
@heykim
@bsindia
@madhyamam
@deccanchronicle
@carlesdijous

Top Tweeters in G3:
@chidambara09
@yarosisnancy
@lehimesa
@dancas2
@russelltim151
@gracemurphy2
@eykis
@morgfair
@csa_dvillamizar
@blanketcrap

Top Tweeters in G4:
@wwf
@wsj
@ewestaway
@ft
@johnlewishelp
@parents4future
@nitizen_zen
@sdg2030
@denisehenwood
@yuvanniv1

Top Tweeters in G5:
@robre62
@iflck
@mrkalman
@kimpy123
@bbcnews
@nichkanightua
@akwyz
@swentol
@syawal
@meggschicksi

Top Tweeters in G6:
@minhkular
@guardian
@googleexpertuk
@drumeshprabhu
@melissasweetdr
@hl10pm
@dook42_domini
@sierraclub
@realdailywire
@nhswhistleblowr

Top Tweeters in G7:
@rk70534
@glasgow_watch
@whirledcitizen_
@isthisab0t
@katalin_pota
@gezgintrk
@stablegeniusinc
@r_quazzy
@g1girlondeck
@ccharlamb8

Top Tweeters in G8:
@vijayraghavsing
@zibrailmohamma3
@greatairi
@jaikishan2900
@ajaykumar00009
@mrsinghcricump
@rezhasan
@physorg_com
@np_grwl
@dhanyarajendran

Top Tweeters in G9:
@paulstewartii
@ksp_libs
@chuckw12
@jsinvr
@anik1968
@proudgrannycdn
@metropulseusa
@jacquotlegrand
@eflorian10
@dianemarieposts

Top Tweeters in G10:
@cybersec_feeds
@cybersecurityn8
@business
@sueleugers
@godfrey_g_
@nicochan33
@shi4tech
@conjja
@rwang0
@forbes