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#climatechange_2020-08-12_17-28-33.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2020
Short Description:
#climatechange via NodeXL https://bit.ly/2XZ0Sdc
@geraldkutney
@ourfuturebot
@eankitpandey
@imagine_garden
@pauledawson
@gretathunberg
@wef
@eco1start
@friendsoscience
@savenaturebot

Top hashtags:
#climatechange
#climatecrisis
#climateaction
#covid19

Description:
Description
The graph represents a network of 8,415 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, 13 August 2020 at 00:42 UTC.

The requested start date was Thursday, 13 August 2020 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, 2-hour, 57-minute period from Monday, 10 August 2020 at 14:00 UTC to Wednesday, 12 August 2020 at 16:57 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 : 8415
Unique Edges : 5973
Edges With Duplicates : 12099
Total Edges : 18072
Number of Edge Types : 5
MentionsInRetweet : 7143
Replies to : 321
Retweet : 5063
Mentions : 3614
Tweet : 1931
Self-Loops : 2041
Reciprocated Vertex Pair Ratio : 0.0221192331999157
Reciprocated Edge Ratio : 0.0432811211871393
Connected Components : 1431
Single-Vertex Connected Components : 599
Maximum Vertices in a Connected Component : 4626
Maximum Edges in a Connected Component : 12169
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.61499
Graph Density : 0.00013705477148758
Modularity : 0.531801
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 8,415 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, 13 August 2020 at 00:42 UTC.

The requested start date was Thursday, 13 August 2020 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, 2-hour, 57-minute period from Monday, 10 August 2020 at 14:00 UTC to Wednesday, 12 August 2020 at 16:57 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:
[37] https://www.weforum.org/agenda/2020/08/five-hidden-benefits-forests-climate-change
[18] http://smartdissent.com/article/trumps-interior-dept-open-entire-arctic-national-wildlife-refuge
[15] https://www.bbc.com/news/science-environment-53725288
[15] https://therevelator.org/wind-climate-change/
[14] https://impactinvestingconferences.com/
[13] https://pixelmoversandmakers.com/
[13] https://twitter.com/NBCNews/status/1293197499642056704
[11] https://www.bas.ac.uk/media-post/past-evidence-supports-complete-loss-of-arctic-sea-ice-by-2035/
[11] https://www.youtube.com/watch?v=6IN4ZcZAUbA&feature=youtu.be

[10] https://www.bbc.co.uk/news/science-environment-53684047

Top URLs in Tweet in G1:
[7] https://braveneweurope.com/richard-murphy-how-do-we-pay-for-the-green-new-deal
[4] https://braveneweurope.com/novara-media-reclaiming-work-the-cycle-couriers-subverting-the-gig-economy
[3] http://newsletter.kreatenergy.com/importedfiles/generated_dpmr/11.08.2020/11.08.2020_DPMR.pdf
[3] https://mailchi.mp/bc9621bac27e/agree-newsfeed?e=fd91b18f7e
[3] https://www.instagram.com/unvolunteers/?hl=en
[2] https://twitter.com/GretaThunberg/status/1293522150977044482
[2] https://www.theguardian.com/world/2020/jul/29/dutch-city-arnhem-redraws-layout-prepare-global-heating-effects?CMP=Share_iOSApp_Other
[2] https://www.independent.co.uk/environment/meat-dairy-industry-greenhouse-gas-emissions-fossil-fuels-oil-pollution-iatp-grain-a8451871.html
[2] https://twitter.com/Giulio_Firenze/status/1292840021528064005
[2] https://twitter.com/mcflurydeoreoo/status/1293186962346536961

Top URLs in Tweet in G2:
[8] https://www.linkedin.com/slink?code=ev8uiMu
[3] https://www.bbc.com/news/science-environment-53725288
[3] https://www.theguardian.com/us-news/2020/aug/11/ticks-lyme-disease-climate-change-us
[3] https://www.nytimes.com/2020/08/10/climate/trump-methane-climate-change.html?smid=tw-share
[3] https://twitter.com/ScottDuncanWX/status/1293246533576675329
[3] https://facebook.com/anewlifepledge
[3] http://www.occupyindependents.com/
[2] https://www.wsj.com/articles/epa-to-rescind-methane-regulations-for-oil-and-gas-11597051802
[2] https://apple.news/AJZG3bPMjS-e0dBh6TN5O3Q
[2] https://www.bbc.co.uk/news/science-environment-53725288

Top URLs in Tweet in G3:
[35] https://www.weforum.org/agenda/2020/08/five-hidden-benefits-forests-climate-change
[7] https://blogs.ntu.edu.sg/science/2020/05/05/nrf-fellow-perrine-hamel-designs-resilient-and-inclusive-cities/
[7] https://www.forbes.com/sites/davidhart/2020/06/08/why-hydrogen-why-now-because-climate-economy-and-finance-say-so/#e7d0406749eb
[3] https://newrepublic.com/article/158838/write-climate-change
[3] https://www.weforum.org/agenda/2020/08/how-carbon-smart-farming-tackles-climate-change/
[3] https://www.forbes.com/sites/robtoews/2020/06/17/deep-learnings-climate-change-problem/?utm_content=buffere9291&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.weforum.org/agenda/2020/07/denmark-uk-renewable-energy-electricity-cable
[2] https://www.weforum.org/agenda/2020/07/ghana-bamboo-bike-cycling-sustainability
[2] https://www.weforum.org/agenda/2020/08/pandemic-policy-must-be-climate-policy
[2] http://newsletter.kreatenergy.com/importedfiles/generated_dpmr/11.08.2020/11.08.2020_DPMR.pdf

Top URLs in Tweet in G4:
[8] https://www.weatheronline.co.uk/cgi-app/weathercharts?CONT=euro&MAPS=vtx&LANG=en&LOOP=0
[7] https://www.cbsnews.com/news/environmentalist-bill-mckibben-on-national-security-implications-of-climate-change/?platform=hootsuite
[3] https://twinybots.ch/
[3] https://www.scmp.com/magazines/post-magazine/travel/article/3096882/everest-prepares-reopen-autumn-climbing-season-nepal?platform=hootsuite
[3] https://insideclimatenews.org/news/06082020/lake-erie-toxic-algae-climate-change?platform=hootsuite
[2] https://www.ecowatch.com/alaskas-polar-bears-2646804156.html?platform=hootsuite
[2] https://www.ecowatch.com/puffins-maine-climate-change-2646949397.html?platform=hootsuite
[2] https://fortune.com/2020/08/10/climate-change-global-warming-coronavirus/?platform=hootsuite
[2] https://www.youtube.com/watch?v=Vo61TiAGwhk

[1] http://www.soundnlight.in/climate-change-record-breaking-summers-a-danger-to-human-health/

Top URLs in Tweet in G5:
[8] https://cortinah.github.io/hockeystick/index.html
[6] https://blog.iammarketingmedia.com/air-pollution-is-much-worse-than-we-thought/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[5] https://news.europawire.eu/climate-change-experts-and-scientists-will-meet-virtually-to-advance-work-on-the-second-order-draft-of-ipccs-working-group-ii-assessment-report/eu-press-release/2020/08/11/18/14/03/81190/
[5] http://www.greentechmedia.com/articles/read/solar-stocks-plummet-this-year-in-a-bizarre-confluence-of-contradictory-eve
[3] https://transportactionnetwork.org.uk/wp-content/uploads/2020/08/Supporters-response-to-DfTs-Decarbonising-Transport-consultation.pdf
[3] https://blog.iammarketingmedia.com/a-haunting-meditation-on-climate-change-in-iceland/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[2] https://transportactionnetwork.org.uk/wp-content/uploads/2020/08/Hammersmith-Bridge-open-letter.pdf
[2] https://blog.globalforestwatch.org/data-and-research/climate-change-will-alter-forests-as-we-know-them?utm_campaign=BLOG:+Climate+Change+Explainer&utm_medium=bitly&utm_source=GFWTwitter
[2] https://blog.iammarketingmedia.com/climate-change-in-your-backyard/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[2] https://blog.iammarketingmedia.com/task-force-brings-district-together-to-tackle-climate-change/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter

Top URLs in Tweet in G6:
[9] https://www.bbc.co.uk/news/science-environment-53684047
[8] https://www.youtube.com/watch?v=6IN4ZcZAUbA&feature=youtu.be

[7] https://rpujolviven.blogspot.com/2019/12/the-loosed-decade.html
[4] https://www.taiwannews.com.tw/en/news/3976464
[4] https://rpujolviven.blogspot.com/2017/03/temperature-and-survival.html
[2] https://twitter.com/patechinois1/status/1292812895273721864
[2] https://www.nytimes.com/2020/08/10/climate/trump-methane-climate-change.html
[2] https://theconversation.com/how-climate-change-made-the-melting-of-new-zealands-glaciers-10-times-more-likely-143626
[2] https://earther.gizmodo.com/these-satellite-images-show-the-final-days-of-canadas-l-1844685211?utm_medium=sharefromsite&utm_source=earther_twitter
[2] http://rpujolviven.blogspot.com/2019/12/the-loosed-decade.html

Top URLs in Tweet in G7:
[18] http://smartdissent.com/article/trumps-interior-dept-open-entire-arctic-national-wildlife-refuge
[10] https://www.bbc.com/news/science-environment-53725288
[8] http://smartdissent.com/article/epa-changing-rule-allow-more-mercury-pollution
[3] https://www.rateitgreen.com/green-building-resources/sustainable-building-events/webinar-zero-carbon-zero-bills-august-11-7-10pm/4598
[3] https://www.rateitgreen.com/green-building-resources/sustainable-building-events/free-webinar-residential-high-performance-and-the-three-r-s-resistance-resilience-and-recovery-aug-19-10-11-am-central-time/4647
[2] https://www.rateitgreen.com/green-building-community/discussions/sustainable-building-communities/making-affordable-multifamily-housing-more-energy-efficient-a-guide-to-healthier-upgrade-materials/3633
[2] https://secure.joebiden.com/a/0812-climate-conversation?attr=102843408
[2] https://www.rateitgreen.com/green-building-resources/sustainable-building-events/monthly-forum-online-community-solar-energy-storage-and-beyond-by-greenhomenyc-august-19-6-30-8-pm-edt/4648
[2] http://smartdissent.com/article/executive-order-trump-ordered-dramatic-cuts-expert-science-panels
[2] http://smartdissent.com/article/departments-interior-and-energy-face-deep-cuts-trumps-2021-budget

Top URLs in Tweet in G8:
[5] https://www.youtube.com/watch?v=pBscGBatcyU&feature=youtu.be

[4] https://wattsupwiththat.com/2020/08/10/polar-bears-defy-science-by-refusing-to-die/
[3] https://www.youtube.com/watch?v=dpu6r4FLovY&feature=youtu.be

[3] https://climatism.blog/2019/09/29/hysteria-meds-eleven-scientific-pills-to-quell-the-climate-crisis-lie/
[1] https://medium.com/@UndauntedArtz2/climate-dogma-vs-scientific-inquiry-the-new-republic-propagandists-481ecadd4793
[1] https://www.youtube.com/watch?v=IV4Udro-tKI&feature=youtu.be

[1] https://blog.friendsofscience.org/2020/08/11/dark-clouds-of-conflict-of-interest-rejecting-the-call-for-climate-accountability-law/
[1] https://www.youtube.com/watch?v=Hzq-jZjujrU&feature=youtu.be

[1] https://twitter.com/insane_voice/status/1292865115172347905
[1] https://twitter.com/Lindhacker/status/1293502206491217920

Top URLs in Tweet in G9:
[2] https://www.vox.com/2019/4/12/18306566/david-attenborough-our-planet-netflix-advocacy?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[2] https://climatecrocks.com/2020/08/12/arctic-sea-ice-dancing-with-record-low/
[2] https://climatecrocks.com/2020/08/11/it-is-what-it-is-derecho-hammers-farms-in-corn-belt/
[2] https://www.greenbuiltinternationalbuildingcompany.com/
[2] https://www.washingtonpost.com/world/2020/08/12/baghdad-iraq-heat-climate-change/?arc404=true
[1] https://www.theguardian.com/environment/2020/jul/02/fish-species-survival-climate-warming-study
[1] https://www.theguardian.com/environment/2020/jul/28/almost-3-billion-animals-affected-by-australian-megafires-report-shows-aoe?CMP=share_btn_tw
[1] https://www.theguardian.com/environment/2019/jun/25/climate-apartheid-united-nations-expert-says-human-rights-may-not-survive-crisis?CMP=share_btn_tw
[1] https://www.bbc.co.uk/news/science-environment-53140069
[1] https://www.theguardian.com/environment/2019/aug/14/fracking-causing-rise-in-methane-emissions-study-finds?CMP=share_btn_tw

Top URLs in Tweet in G10:
[10] https://www.lovefoodhatewaste.com/why-save-food
[3] https://www.weforum.org/agenda/2020/07/climate-change-increased-carbon-dioxide-emissions-scientists/
[1] http://www.fao.org/3/ca5746en/ca5746en.pdf
[1] https://soundcloud.com/unfao/youth-climate-action
[1] https://twitter.com/LFHW_UK/status/1293474313375449092
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41558-020-0883-0
[1] https://soundcloud.com/unfao/youth-climate-action?utm_source=twitter&utm_medium=social+media&utm_campaign=fao
[1] https://www.thegef.org/news/six-ways-nature-can-protect-us-climate-change
[1] https://www.ft.com/content/5e0d475f-f8d0-4f86-873b-97e9ec5504f0?utm_source=twitter&utm_medium=newclimateecon&utm_campaign=socialmedia&utm_term=7319e312-dd38-4a90-a802-44cfa3af2bf2
[1] https://journals.sagepub.com/doi/10.1177/0308518X17694029?cookieSet=1

Top Domains
Top Domains in Tweet in Entire Graph:
[492] twitter.com
[109] co.uk
[98] youtube.com
[86] theguardian.com
[61] weforum.org
[57] bit.ly
[55] blogspot.com
[47] iammarketingmedia.com
[45] linkedin.com
[43] nytimes.com

Top Domains in Tweet in G1:
[60] twitter.com
[12] braveneweurope.com
[10] instagram.com
[10] iammarketingmedia.com
[8] theguardian.com
[6] co.uk
[5] tumblr.com
[5] phys.org
[5] blogspot.com
[5] un.org

Top Domains in Tweet in G2:
[139] twitter.com
[27] co.uk
[22] theguardian.com
[22] youtube.com
[21] linkedin.com
[10] blogspot.com
[9] instagram.com
[8] nytimes.com
[8] bbc.com
[8] gpwx.news

Top Domains in Tweet in G3:
[50] weforum.org
[16] twitter.com
[15] forbes.com
[7] edu.sg
[4] mtr.cool
[3] newrepublic.com
[3] theguardian.com
[3] bit.ly
[2] kreatenergy.com
[2] innovating4energy.com

Top Domains in Tweet in G4:
[8] co.uk
[7] cbsnews.com
[7] twitter.com
[4] ecowatch.com
[3] twinybots.ch
[3] scmp.com
[3] insideclimatenews.org
[3] youtube.com
[2] fortune.com
[2] com.au

Top Domains in Tweet in G5:
[36] iammarketingmedia.com
[17] twitter.com
[8] github.io
[5] org.uk
[5] europawire.eu
[5] greentechmedia.com
[5] linkedin.com
[5] ac.uk
[4] ecomeego.com
[4] ipcc.ch

Top Domains in Tweet in G6:
[23] blogspot.com
[14] youtube.com
[12] co.uk
[11] twitter.com
[5] nytimes.com
[4] undp.org
[4] com.tw
[3] dy.si
[3] carbonbrief.org
[3] bbc.com

Top Domains in Tweet in G7:
[30] smartdissent.com
[10] rateitgreen.com
[10] bbc.com
[8] valori.it
[8] nytimes.com
[5] twitter.com
[2] buff.ly
[2] joebiden.com
[2] iccr.org
[2] youtube.com

Top Domains in Tweet in G8:
[10] youtube.com
[5] twitter.com
[5] climatism.blog
[4] wattsupwiththat.com
[1] medium.com
[1] friendsofscience.org

Top Domains in Tweet in G9:
[10] ecointernet.org
[5] theguardian.com
[5] climatecrocks.com
[4] twitter.com
[2] vox.com
[2] co.uk
[2] greenbuiltinternationalbuildingcompany.com
[2] washingtonpost.com
[2] edf.org
[1] yale.edu

Top Domains in Tweet in G10:
[10] lovefoodhatewaste.com
[5] twitter.com
[4] weforum.org
[3] fao.org
[2] soundcloud.com
[2] thegef.org
[2] ft.com
[2] theconversation.com
[1] nature.com
[1] sagepub.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5388] climatechange
[459] climatecrisis
[347] climateaction
[333] covid19
[279] climateemergency
[254] environment
[242] sustainability
[233] globalwarming
[169] arctic
[165] climate



Top Hashtags in Tweet in G1:
[568] climatechange
[156] climatecrisis
[136] climateemergency
[134] climateaction
[57] youthday
[56] plasticpollution
[51] climatechangeisreal
[43] fridaysforfuture
[40] plasticfree
[38] climateactionnow

Top Hashtags in Tweet in G2:
[690] climatechange
[59] climatecrisis
[46] environment
[42] globalwarming
[34] sustainability
[31] covid19
[28] climate
[27] climateaction
[24] nature
[21] climateemergency

Top Hashtags in Tweet in G3:
[329] climatechange
[44] trees
[33] biodiversity
[26] sustainability
[24] biodiversityloss
[24] environment
[18] ai
[18] climatecrisis
[17] climateaction
[14] actnow

Top Hashtags in Tweet in G4:
[145] climatechange
[53] fightforplaneta
[16] covid19
[13] abctv
[13] climateemergency
[11] sustainability
[7] chevron
[7] climateaction
[7] sdgs
[7] youoweus

Top Hashtags in Tweet in G5:
[220] climatechange
[36] climateaction
[36] adaptation
[36] antarctica
[36] arctic
[34] environment
[32] globalwarming
[31] climatescience
[30] carbondioxide
[30] climatology

Top Hashtags in Tweet in G6:
[214] climatechange
[17] covid19
[10] climateemergency
[10] climateaction
[10] youthday
[9] climate
[8] environment
[8] climatecrisis
[7] iraq
[6] waterinfrastructure

Top Hashtags in Tweet in G7:
[126] climatechange
[18] arctic
[12] smartdissent
[11] netzero
[9] immigration
[8] energy
[8] energyefficiency
[8] greenbuilding
[8] valori
[8] finanza

Top Hashtags in Tweet in G8:
[41] climatechange
[16] climatecrisis
[15] climatebrawl
[14] climatehoax
[11] climatecult
[6] greens
[4] polarbears
[4] science
[2] friendsofscience
[2] globalwarming

Top Hashtags in Tweet in G9:
[60] climatechange
[21] actonclimate
[13] keepitintheground
[8] ecocide
[7] internationalyouthday
[7] land
[6] climate
[4] climatecrisis
[4] globalwarming
[4] blockchain

Top Hashtags in Tweet in G10:
[80] climatechange
[11] covid19
[10] foodwaste
[10] lovefoodhatewaste
[7] naturebasedsolutions
[5] europe
[4] innovation
[4] cleanenergy
[4] nuclearenergy
[4] sweden

Top Words
Top Words in Tweet in Entire Graph:
[5384] #climatechange
[1322] climate
[845] more
[797] change
[459] #climatecrisis
[415] people
[349] #climateaction
[344] world
[335] #covid19
[304] global

Top Words in Tweet in G1:
[568] #climatechange
[372] climate
[219] geraldkutney
[197] change
[194] wake
[156] #climatecrisis
[136] #climateaction
[136] #climateemergency
[134] more
[112] youth

Top Words in Tweet in G2:
[689] #climatechange
[121] climate
[80] change
[72] more
[59] #climatecrisis
[46] #environment
[42] #globalwarming
[38] world
[36] help
[34] #sustainability

Top Words in Tweet in G3:
[329] #climatechange
[107] wef
[85] enricomolinari
[78] forests
[58] climate
[54] planting
[53] fight
[47] more
[44] #trees
[41] know

Top Words in Tweet in G4:
[145] #climatechange
[53] #fightforplaneta
[35] planet
[28] craigreucassel
[24] fight
[22] 30pm
[20] climate
[19] abctv
[18] watching
[17] good

Top Words in Tweet in G5:
[220] #climatechange
[76] climate
[70] change
[65] more
[53] read
[48] report
[36] #climateaction
[36] #adaptation
[36] #antarctica
[36] #arctic

Top Words in Tweet in G6:
[214] #climatechange
[57] climate
[40] change
[28] more
[23] fight
[18] 2020
[18] undp
[17] long
[17] over
[17] global

Top Words in Tweet in G7:
[126] #climatechange
[46] security
[44] climate
[41] national
[34] joebiden
[30] science
[30] icymi
[30] link
[29] #climatec
[28] doctorvive

Top Words in Tweet in G8:
[41] #climatechange
[18] friendsoscience
[16] #climatecrisis
[15] #climatebrawl
[14] climate
[14] #climatehoax
[14] jwspry
[13] no2wind
[12] tqmka
[12] jamz129

Top Words in Tweet in G9:
[151] pauledawson
[60] #climatechange
[49] terrible
[48] peril
[47] find
[47] hard
[47] exaggerate
[47] extinction
[47] half
[47] way

Top Words in Tweet in G10:
[80] #climatechange
[24] people
[20] green
[19] climate
[18] fao
[14] reducing
[14] food
[14] uk
[14] due
[12] young

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[645] climate,change
[139] #climatecrisis,#climatechange
[128] #climatechange,#climatecrisis
[125] wake,wake
[121] read,more
[118] #climatechange,#climateemergency
[115] #covid19,#climatechange
[113] fight,#climatechange
[106] young,people
[98] climate,deniers

Top Word Pairs in Tweet in G1:
[165] climate,change
[125] wake,wake
[88] science,modern
[88] modern,climate
[84] climate,deniers
[79] communist,fascist
[79] fascist,globalist
[78] change,leftist
[78] leftist,socialist
[78] socialist,marxist

Top Word Pairs in Tweet in G2:
[67] climate,change
[33] #climatechange,#climatecrisis
[18] #climatechange,#globalwarming
[17] #globalwarming,#climatechange
[14] #environment,#climatechange
[12] #climatechange,#climateaction
[10] greenhouse,gas
[9] please,help
[9] ice,shelf
[9] #climatechange,#environment

Top Word Pairs in Tweet in G3:
[47] fight,#climatechange
[38] things,know
[38] know,forests
[36] #climatechange,#trees
[35] forests,#climatechange
[34] wef,things
[33] climate,change
[28] learn,more
[28] urban,forests
[27] planting,urban

Top Word Pairs in Tweet in G4:
[20] #fightforplaneta,#climatechange
[20] fight,planet
[15] nev,abusing
[15] abusing,role
[15] role,secret
[15] secret,unaccountable
[15] unaccountable,committee
[15] committee,directly
[12] directly,benefit
[12] benefit,himself

Top Word Pairs in Tweet in G5:
[62] climate,change
[39] read,more
[36] more,#adaptation
[36] #adaptation,#antarctica
[36] #antarctica,#arctic
[31] #climateaction,#climatechange
[30] #arctic,#carbondioxide
[30] #carbondioxide,#climateaction
[30] #climatechange,#climatescience
[30] #climatescience,#climatology

Top Word Pairs in Tweet in G6:
[30] climate,change
[13] fight,#climatechange
[9] effects,climate
[9] chemical,sector
[8] long,term
[8] #climatechange,uk
[8] uk,peat
[8] peat,emissions
[8] emissions,cancel
[8] cancel,forest

Top Word Pairs in Tweet in G7:
[27] science,discovered
[26] dear,journalists
[26] journalists,plz
[26] plz,stop
[26] stop,using
[26] using,locution
[26] locution,scientists
[26] scientists,describing
[26] describing,science
[26] smartdissent,icymi

Top Word Pairs in Tweet in G8:
[11] #climatechange,#climatehoax
[11] #climatehoax,#climatecrisis
[11] #climatecrisis,#climatecult
[10] #climatebrawl,#climatechange
[8] sombregreen,reddragonfly19
[8] reddragonfly19,forbeslorne
[8] forbeslorne,lawsonubs
[8] lawsonubs,jaggermickoz
[8] jaggermickoz,martinbrampton
[8] martinbrampton,markp1950

Top Word Pairs in Tweet in G9:
[47] find,hard
[47] hard,exaggerate
[47] exaggerate,peril
[47] peril,extinction
[47] extinction,half
[47] half,way
[47] way,terrible
[47] already,crossed
[47] crossed,threshold
[47] threshold,cascade

Top Word Pairs in Tweet in G10:
[12] young,people
[12] greater,action
[12] action,#climatechange
[11] climate,change
[11] given,hot
[11] hot,today
[11] today,uk
[11] uk,due
[11] due,#climatechange
[11] #climatechange,idea

Top Replied-To
Top Replied-To in Entire Graph:
@abdul_rahiim_20
@joebiden
@anvndarnamn5
@foundgolfclubs
@gretathunberg
@realdonaldtrump
@greenpeace
@asinister
@husseinorekoya
@ericholthaus

Top Replied-To in G1:
@foundgolfclubs
@gretathunberg
@greenpeace
@ibgonzal
@amandasal_1422
@armoneyyy_
@wbrettwilson
@cop26
@nasaearth
@eleanornorton

Top Replied-To in G2:
@nyctaxicabtales

Top Replied-To in G3:
@enricomolinari
@wef
@guardianeco

Top Replied-To in G4:
@geraldkutney
@michaelwestbiz
@zalisteggall
@murpharoo
@woodsideenergy
@jackthelad1947
@bridieev
@antigone944
@craigreucassel
@madrugada007

Top Replied-To in G5:
@michaelemann
@jonnyecology
@beansontherun

Top Replied-To in G6:
@ericholthaus
@abc
@bbcnews
@voxdotcom

Top Replied-To in G7:
@joebiden
@timagh41
@jrehling
@epa
@ramoncruzdiaz
@popo4crazytown
@briebriejoy
@climatewest
@thehill

Top Replied-To in G8:
@anvndarnamn5
@asinister
@lindhacker
@drolkrad_eht
@donmartinctv
@sombregreen
@mafalda86908794
@foundgolfclubs
@bogmundson
@no2wind

Top Replied-To in G10:
@elsagarciad

Top Mentioned
Top Mentioned in Entire Graph:
@geraldkutney
@pauledawson
@wef
@un
@unfccc
@catherinepaiz
@picardonhealth
@lovemoz1
@unknown_2b
@metoffice

Top Mentioned in G1:
@geraldkutney
@un
@catherinepaiz
@antonioguterres
@unyouthenvoy
@gretathunberg
@austinmcbroom
@alex_verbeek
@ernestkgibson
@ecowarriorss

Top Mentioned in G2:
@silverbract
@leah_kinthaert
@ahaveland
@azadibarabary
@shaebiaeritrea2
@unstudio_arch
@amy_words
@jcwiekkarpowicz
@alidesigns_ng
@galactr0n

Top Mentioned in G3:
@wef
@enricomolinari
@ipbes
@wwfgovernance
@antgrasso
@ipfconline1
@forbes
@seeker
@dhershiser
@mikehudema

Top Mentioned in G4:
@craigreucassel
@abctv
@reusableplanet
@allanmargolin
@earth1stlinda2
@tomred43
@simonahac
@planetark
@jackthelad1947
@shicooks

Top Mentioned in G5:
@harmsaeijs
@michaelemann
@prizzotweet
@transportactio2
@transportgovuk
@ipcc_ch
@cefasgovuk
@k_maltby
@iam__network
@uniofexeter

Top Mentioned in G6:
@undp
@youtube
@eceg_brussels
@voxdotcom
@sdgintegration
@bbcsciencenews
@undpacclabs
@wildlifemag
@sheffieldaps
@festivalmind

Top Mentioned in G7:
@joebiden
@doctorvive
@smartdissent
@kamalaharris
@nslforbiden
@interior
@nytimes
@epa
@valori_it
@bbcamos

Top Mentioned in G8:
@friendsoscience
@jwspry
@no2wind
@tqmka
@jamz129
@thedisproof
@over400ppm
@dawntj90
@bananenrijperij
@mikedel21893959

Top Mentioned in G9:
@pauledawson
@afrodendro
@peterwsinclair
@icraf
@michaelemann
@erm_io
@christinemagaju
@treejertalks
@stockholm_uni
@4589roger

Top Mentioned in G10:
@fao
@profmarkmaslin
@lfhw_uk
@thegef
@clequere
@worldresources
@thegcf
@ft
@faoanimalhealth
@r_swannell

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@the_news_diva
@scarletmonahan
@dichristine
@jurylady5
@immoralreport
@edinburghwatch
@robre62
@sharneal
@vekilimcom

Top Tweeters in G1:
@scarletmonahan
@hessaavani
@ottlegalrebels
@npsusa
@markburgerenerg
@calvinswine905
@olumideidowu
@gezgintrk
@garden4u_wa
@nomoreslaves

Top Tweeters in G2:
@angelakorras
@stiffmidlefinga
@huemanityx
@dianahollins
@trazlersgal
@oneindiahindi
@sillymickel
@tampabaybucsfan
@galactr0n
@robertropars

Top Tweeters in G3:
@robre62
@chidambara09
@honeymoongondol
@gambiste1
@ggg_says
@fintechna
@vishalfast007
@nicochan33
@dwatchnews
@akwyz

Top Tweeters in G4:
@the_news_diva
@yarosisnancy
@jilliemary
@sudeepkhatri
@theresamax
@sallyrmelb
@lindacollins11
@carlyinnj
@cberrl
@blanketcrap

Top Tweeters in G5:
@iam__network
@givemepie360
@s_total_s2
@fisheliciousuk
@tess_blue815
@alcinx
@angel2damax
@jeresist
@masterprogram1
@ysbrydshadow

Top Tweeters in G6:
@bbcnews
@skynews
@riyadhalrifai
@thomas_embleton
@hanneshanath
@slipnegre
@thenationaluae
@robertfranek
@nathanngumi
@whymandesign

Top Tweeters in G7:
@thehill
@nytimes
@keithmfitz
@tabruns
@laurahennesse11
@danskinnerart
@mwt2008
@hanjangho76
@smartdissent
@lisaiceland

Top Tweeters in G8:
@rmack2x
@reddragonfly19
@teajunkie1
@havenaar64
@euphoriceuler
@markcojuangco
@ayeshavit
@tangroy17
@bruhnrose
@noturbine

Top Tweeters in G9:
@kenkircher1
@magicdmw
@dingabelle
@joshollegien
@michaelpurvis64
@pennytindall
@zeena4kids
@agski48
@lindadoherty4
@phil_free_

Top Tweeters in G10:
@sydnets
@financialtimes
@ft
@conversationuk
@prosyn
@elpais_espana
@gdrnorminton
@carbonbrief
@davos
@bissonnetterene


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