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#climatechange_2022-12-01_16-24-33.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2022
Short Description:
#climatechange via NodeXL https://bit.ly/3VrjbmL
@jane__eden
@juststop_oil
@mikehudema
@imagine_garden
@pcarterclimate
@unbiodiversity
@insane_voice
@arikring
@climatecrisis_b
@thrunoiz

Top hashtags:
#climatechange
#cop27
#climateaction
#globalwarming
#climatecrisis

Description:
Description
The graph represents a network of 8,522 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 Friday, 02 December 2022 at 00:40 UTC.

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

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 7-hour, 25-minute period from Monday, 28 November 2022 at 17:35 UTC to Thursday, 01 December 2022 at 01:01 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 : 8522
Unique Edges : 5630
Edges With Duplicates : 11371
Total Edges : 17001
Number of Edge Types : 5
Retweet : 4962
MentionsInRetweet : 6675
Mentions : 2927
Tweet : 2165
Replies to : 272
Self-Loops : 2311
Reciprocated Vertex Pair Ratio : 0.0252581948810058
Reciprocated Edge Ratio : 0.0492718712361765
Connected Components : 1697
Single-Vertex Connected Components : 704
Maximum Vertices in a Connected Component : 3940
Maximum Edges in a Connected Component : 9681
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.930275
Graph Density : 0.00012577124572143
Modularity : 0.548278
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 8,522 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 Friday, 02 December 2022 at 00:40 UTC.

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

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 7-hour, 25-minute period from Monday, 28 November 2022 at 17:35 UTC to Thursday, 01 December 2022 at 01:01 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:
[53] https://actionnetwork.org/forms/roundabouts-november-december-action/
[39] https://drivebycuriosity.blogspot.com/2018/03/economics-who-will-gain-from-global.html
[37] https://james-mccormack.pixels.com/featured/football-and-oil-james-mccormack.html
[33] https://notrickszone.com/2022/11/28/no-co2-induced-warming-trend-identifiable-for-the-entire-territory-of-italy-since-1948/
[27] https://www.youtube.com/watch?v=7uHB12i88-g

[17] https://www.coconutblush.co.uk/
[14] https://www.theglobeandmail.com/opinion/article-nuclear-energy-is-key-in-solving-our-climate-conundrum/
[11] https://blog.friendsofscience.org/wp-content/uploads/2019/02/Manufacturing-A-Climate-Crisis-2A-FINAL.pdf
[11] https://www.paypal.com/donate/?hosted_button_id=R4A8UFVTGA762
[11] https://www.youtube.com/watch?v=zdOtI0MfbKU


Top URLs in Tweet in G1:
[11] https://www.paypal.com/donate/?hosted_button_id=R4A8UFVTGA762
[7] https://unb.com.bd/category/Environment/71-million-bangladeshis-displaced-by-climate-change-in-2022-who/105478
[6] https://twinybots.ch/
[6] http://secure.hostgator.com/~affiliat/cgi-bin/affiliates/clickthru.cgi?id=Bankroller&page=http://www.hostgator.com/green-web-hosting.shtml
[4] https://www.economist.com/graphic-detail/2019/11/15/how-much-would-giving-up-meat-help-the-environment
[4] https://www.iii.org/article/which-disasters-are-covered-by-homeowners-insurance
[3] https://www.washingtonpost.com/climate-environment/interactive/2022/east-coast-sea-level-rise/?tid=ss_tw
[3] https://bioinsilico.blogspot.com/2019/03/future-of-generation-z-and-millennials.html
[3] https://iambrainstorming.wordpress.com/2021/10/23/demand-for-50-subsidy-for-solar/
[3] https://www.joyofsustainability.com/

Top URLs in Tweet in G2:
[7] https://www.campdenfb.com/article/climatetech-investment-key-issues-you-should-know
[4] http://wmtc.org.in
[3] https://www.youtube.com/watch?v=9edWX7TTsLw&feature=youtu.be

[3] https://www.youtube.com/watch?v=fjHW5kBvonY&feature=youtu.be

[3] https://www.eamonncoyle.com/
[3] https://twitter.com/highlightsnews1/status/1597980992769527808
[3] https://unb.com.bd/category/Environment/71-million-bangladeshis-displaced-by-climate-change-in-2022-who/105478
[2] https://cleantechnica.com/2022/11/28/some-environmental-health-activists-are-on-a-mission-to-reform-checks-notes-led-lighting/#ElectricVehicles
[2] https://doi.org/10.1093/JMAMMAL/GYAC107
[2] https://phys.org/news/2022-11-squirrel-sperm-feet-climate-story.html

Top URLs in Tweet in G3:
[47] https://actionnetwork.org/forms/roundabouts-november-december-action/
[3] https://www.youtube.com/watch?v=mK02cSu8dyU&feature=youtu.be

[2] https://juststopoil.org/events/
[2] https://chuffed.org/project/8nxogld2g4xd
[2] https://www.redbubble.com/i/t-shirt/Just-Stop-Oil-activistst-protest-t-shirt-by-Frank77GLD/129507740.WFLAH
[1] https://bit.ly/JSOdonate2
[1] https://www.kold.com/2022/11/22/forest-scents-help-ua-researchers-solve-climate-change-mysteries-biosphere-2/
[1] https://bc.ctvnews.ca/6-lettuce-explained-why-leafy-greens-are-so-expensive-right-now-in-b-c-1.6156571
[1] https://twitter.com/Channel4/status/1596932869116469248
[1] https://www.youtube.com/watch?v=F-kfMChth6U&feature=youtu.be


Top URLs in Tweet in G4:
[39] https://drivebycuriosity.blogspot.com/2018/03/economics-who-will-gain-from-global.html
[10] https://www.youtube.com/watch?v=zdOtI0MfbKU

[5] https://www.abc.net.au/news/2022-11-23/state-of-the-climate-report-2022-bom-csiro/101683628
[4] https://www.youtube.com/watch?v=ky7Y2IO7XoU

[4] https://doi.org/10.1093/JMAMMAL/GYAC107
[4] https://phys.org/news/2022-11-squirrel-sperm-feet-climate-story.html
[3] https://www.weforum.org/agenda/2022/11/lewis-pugh-red-sea-swim-coral-reefs-ocean/
[3] https://www.tiktok.com/@myzerocarbon/video/7024513151169219845
[3] https://cleantechnica.com/2022/11/30/after-a-long-hard-road-lordstown-endurance-truck-gets-regulatory-approvals-shipping-out/#ElectricVehicles
[3] https://news.yahoo.com/were-decoding-ancient-hurricanes-traces-133332579.html

Top URLs in Tweet in G5:
[2] https://on.unesco.org/3F5tC9O
[2] https://www.unesco.org/reports/wwdr/2022/en
[2] https://ipbes.net/events/ipbes-ipcc-co-sponsored-workshop-biodiversity-and-climate-change
[2] https://www.tickettailor.com/events/theresurgencecentre/626359/r/twitter
[2] https://mdbchallenge.com/
[2] https://www.theglobeandmail.com/opinion/article-nuclear-energy-is-key-in-solving-our-climate-conundrum/
[1] https://bit.ly/3dZbvYF
[1] https://www.barrierreef.org/news/news/unesco-report-supports-the-crucial-role-of-the-great-barrier-reef-foundation-s-resilient-reefs-initiative-in-fighting-climate-change
[1] https://on.unesco.org/3OtDMV4
[1] https://on.unesco.org/2rMxRmv

Top URLs in Tweet in G6:
[4] https://ljb2.wordpress.com/2022/11/13/do-you-make-the-same-mistakes/
[3] https://www.juancole.com/2022/11/activists-politicians-differently.html
[3] https://www.youtube.com/watch?v=x2-KZfKSMOs&feature=youtu.be

[2] https://phys.org/news/2022-11-climate-frequency-temperature-extreme.html
[2] https://scitechdaily.com/a-warmer-arctic-ocean-leads-to-more-snowfall-in-northern-eurasia/
[2] http://www.globalcarbonatlas.org/en/CH4-emissions
[1] https://prospect.org/environment/working-people-and-climate-change/
[1] https://www.reuters.com/business/cop/brazil-rainforest-nations-join-forces-save-jungle-2022-11-14/
[1] https://qz.com/cop27-is-leaving-huge-loopholes-for-greenwashing-1849800189
[1] https://grist.org/extreme-weather/ninety-percent-counties-weather-climate-disaster-atlas-fema/

Top URLs in Tweet in G7:
[3] https://rpujolviven.blogspot.com/2020/02/the-prophets-of-doom.html
[2] https://rpujolviven.blogspot.com/2016/10/hypocrisy-to-fight-against-climate.html
[2] https://rpujolviven.blogspot.com/2014/03/the-carbon-bubble.html
[1] https://www.devex.com/news/opinion-climate-action-is-a-global-health-opportunity-104536
[1] https://www.pakistantoday.com.pk/2022/11/26/climate-change-as-a-threat-multiplier-gender-inequalities/
[1] https://www.science.org/doi/10.1126/sciadv.add0720?utm_campaign=SciAdv&utm_source=Twitter&utm_medium=ownedSocial
[1] https://www.cnn.com/2022/11/29/business/ecoworks-germany-cladding-climate-spc-intl/index.html
[1] https://www.climatechangenews.com/2022/02/09/cooling-towers-fake-snow-beijing-winter-olympics-says-climate-change/
[1] https://www.independent.co.uk/climate-change/news/oil-gas-drilling-new-north-sea-ccc-b2021752.html
[1] https://rpujolviven.blogspot.com/2017/04/no-we-know-what-were-betting.html

Top URLs in Tweet in G8:
[5] https://www.bloomberg.com/tosv2.html?vid=&uuid=654bdbfe-7087-11ed-a7dc-436578614349&url=L25ld3MvZmVhdHVyZXMvMjAyMi0xMS0yOS9ob3ctY2xpbWF0ZS1jaGFuZ2UtaW1wYWN0cy13YXRlci1ieS10aGlubmluZy1yaXZlcnMtYW5kLWVyYXNpbmctZ2xhY2llcnM/bGVhZFNvdXJjZT11dmVyaWZ5JTIwd2FsbA==
[3] https://www.washingtonpost.com/climate-environment/2022/11/28/animal-people-sex-climate-change/
[2] https://actionnetwork.org/forms/roundabouts-november-december-action/
[2] https://www.independent.co.uk/climate-change/news/cost-of-living-crisis-bills-uk-environment-b2236163.html?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1669829184
[2] https://thinkprogress.org/climate/2012/11/28/1249871/british-mp-on-climate-committee-advising-on-coal-power-for-300-an-hour/
[2] https://thinkprogress.org/climate/2012/11/28/1248751/rep-lamar-smith-who-criticized-the-idea-of-human-made-global-warming-set-to-be-chair-of-house-science-panel/
[2] https://www.wired.com/story/climate-change-may-make-hurricanes-hit-sooner-and-last-longer/
[2] https://jerseycatholic.org/want-to-lower-your-carbon-footprint-the-archdiocese-now-has-a-plan-for-that
[1] https://www.tiktok.com/@myzerocarbon/video/7024513151169219845
[1] https://twitter.com/BBCScienceNews/status/1598100138236563456

Top URLs in Tweet in G9:
[3] https://twitter.com/VanuatuUN/status/1597740887764660225
[3] https://www.cbsnews.com/boston/news/greentown-labs-somerville-massachusetts-prince-william-princess-kate-boston-visit/
[2] https://medium.com/impact-canada/is-there-any-optimal-way-to-communicate-about-climate-change-to-inspire-pro-climate-action-2d076a4ca21f
[1] https://twitter.com/jgademski/status/1597335621953269760
[1] https://twitter.com/mattjcan/status/1597387270600134656
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=7a25f593-7150-11ed-9339-794653595573&url=L25ld3MvYXJ0aWNsZXMvMjAyMi0wOS0wMi9pbmRpYS1wbGFucy10by1iZWNvbWUtZ3JlZW4taHlkcm9nZW4tZ2lhbnQtdG8tY3V0LWVuZXJneS1pbXBvcnRz
[1] https://www.canada.ca/en/environment-climate-change/news/2022/11/canadas-national-adaptation-strategy-will-protect-communities-and-build-a-strong-economy.html
[1] https://www.nytimes.com/2022/11/29/us/politics/electric-utilities-biden-climate-bill.html
[1] https://buff.ly/3VvgiB9
[1] https://buff.ly/3GWR0rp

Top URLs in Tweet in G10:
[2] https://www.industrialenergyaccelerator.org/general/13-ways-industrial-businesses-can-be-more-energy-efficient/
[2] https://www.environewsnigeria.com/nacgrab-partners-crop-trust-to-address-food-security-climate-change-challenges/
[2] https://www.environewsnigeria.com/climate-change-sterling-one-foundation-wants-urgent-action-on-mitigation/
[1] https://twitter.com/GreenGrowthHub/status/1597892815941292034
[1] https://twitter.com/ClimateWed/status/1597924490742484992
[1] https://www.euronews.com/green/2022/11/24/an-act-of-god-the-european-countries-where-homeowners-should-be-most-worried-about-climate
[1] https://bit.ly/3glnpgK
[1] https://bit.ly/3EDxVrL
[1] https://twitter.com/i/spaces/1dRJZMDwZPXGB
[1] https://bit.ly/3quYgl9

Top Domains
Top Domains in Tweet in Entire Graph:
[362] twitter.com
[172] youtube.com
[70] co.uk
[62] blogspot.com
[54] actionnetwork.org
[53] bit.ly
[38] notrickszone.com
[38] cleantechnica.com
[37] pixels.com
[36] linkedin.com

Top Domains in Tweet in G1:
[73] twitter.com
[29] youtube.com
[24] linkedin.com
[19] co.uk
[12] paypal.com
[11] com.au
[9] instagram.com
[7] wordpress.com
[7] com.bd
[6] twinybots.ch

Top Domains in Tweet in G2:
[19] twitter.com
[9] energynewsvideo.com
[8] youtube.com
[7] climatejobslist.com
[7] campdenfb.com
[5] com.bd
[4] org.in
[3] cleantechnica.com
[3] eamonncoyle.com
[3] ecofriendlylink.com

Top Domains in Tweet in G3:
[47] actionnetwork.org
[4] youtube.com
[3] twitter.com
[2] juststopoil.org
[2] chuffed.org
[2] redbubble.com
[1] bit.ly
[1] kold.com
[1] ctvnews.ca
[1] theglobeandmail.com

Top Domains in Tweet in G4:
[40] blogspot.com
[35] cleantechnica.com
[28] hava.solutions
[19] youtube.com
[18] insideevs.com
[16] weforum.org
[14] phys.org
[13] twitter.com
[10] doi.org
[6] co.uk

Top Domains in Tweet in G5:
[8] unesco.org
[6] undp.org
[6] twitter.com
[3] bit.ly
[2] ipbes.net
[2] fao.org
[2] tickettailor.com
[2] mdbchallenge.com
[2] theglobeandmail.com
[1] barrierreef.org

Top Domains in Tweet in G6:
[9] youtube.com
[4] juancole.com
[4] wordpress.com
[3] phys.org
[3] globalcarbonatlas.org
[3] nature.com
[2] scitechdaily.com
[2] nytimes.com
[1] prospect.org
[1] reuters.com

Top Domains in Tweet in G7:
[9] blogspot.com
[1] devex.com
[1] com.pk
[1] science.org
[1] cnn.com
[1] climatechangenews.com
[1] co.uk
[1] worldwarzero.com
[1] nature.com
[1] theguardian.com

Top Domains in Tweet in G8:
[10] twitter.com
[6] bloomberg.com
[4] thinkprogress.org
[3] co.uk
[3] washingtonpost.com
[2] actionnetwork.org
[2] grist.org
[2] wired.com
[2] notrickszone.com
[2] jerseycatholic.org

Top Domains in Tweet in G9:
[12] twitter.com
[4] bloomberg.com
[3] cbsnews.com
[2] nytimes.com
[2] buff.ly
[2] reuters.com
[2] sciencedaily.com
[2] ekathimerini.com
[2] medium.com
[2] ft.com

Top Domains in Tweet in G10:
[5] bit.ly
[4] environewsnigeria.com
[3] twitter.com
[2] industrialenergyaccelerator.org
[2] arabnews.com
[1] euronews.com
[1] bristol247.com
[1] sustainabilitymenews.com
[1] kusiideasfestival.com
[1] org.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5490] climatechange
[386] cop27
[346] climateaction
[320] globalwarming
[317] climatecrisis
[306] environment
[282] sustainability
[259] climate
[180] energy
[151] renewables



Top Hashtags in Tweet in G1:
[878] climatechange
[67] climatecrisis
[58] climateaction
[53] sustainability
[49] globalwarming
[44] cop27
[38] climate
[37] environment
[22] energy
[21] genpeipei

Top Hashtags in Tweet in G2:
[338] climatechange
[39] cop27
[25] climatecrisis
[20] globalwarming
[17] climateaction
[16] somalia
[14] climate
[13] cleanenergy
[13] renewableenergy
[12] greenenergy

Top Hashtags in Tweet in G3:
[46] climatechange
[12] climatecrisis
[7] cop27
[7] juststopoil
[6] vegan
[6] meat
[5] a22network
[5] enoughisenough
[4] costoflivingcrisis
[4] nonewoil

Top Hashtags in Tweet in G4:
[465] climatechange
[135] globalwarming
[114] climateaction
[72] environment
[68] climatecrisis
[57] renewableenergy
[56] renewables
[53] tesla
[51] ev
[50] sustainability

Top Hashtags in Tweet in G5:
[226] climatechange
[52] biodiversity
[16] groundwater
[16] water
[11] cop27
[9] naturebasedsolutions
[9] internaldisplacement
[9] mdb
[8] bullshitjobs
[8] gbr

Top Hashtags in Tweet in G6:
[93] climatechange
[27] mediterraneanday
[25] copernicus
[24] copernicusmarine
[11] globalwarming
[8] paulatuk
[8] nwt
[5] mediterranean
[5] c3s
[4] esg

Top Hashtags in Tweet in G7:
[230] climatechange
[10] cop27
[9] climatecrisis
[8] actonclimate
[8] climate
[6] rewild
[6] africa
[4] greennewdeal
[4] solar
[4] climatecatastrophe

Top Hashtags in Tweet in G8:
[78] climatechange
[12] climatecrisis
[6] deniers
[6] laudatosi
[5] climate
[4] climateemergency
[4] beaware
[4] real
[4] top10
[4] cityplanning

Top Hashtags in Tweet in G9:
[121] climatechange
[40] cop27
[25] cop15
[23] globalwarming
[22] climate
[19] environment
[19] climateaction
[19] fossil
[19] fuel
[19] green

Top Hashtags in Tweet in G10:
[50] climatechange
[14] cop27
[11] africa
[6] egypt
[6] biodiversity
[6] pollution
[6] waste
[4] energyefficient
[4] mitigation
[4] opinion

Top Words
Top Words in Tweet in Entire Graph:
[5466] #climatechange
[1194] climate
[928] more
[613] change
[527] oil
[442] global
[386] #cop27
[374] methane
[369] world
[358] juststop_oil

Top Words in Tweet in G1:
[877] #climatechange
[176] climate
[110] change
[87] more
[67] #climatecrisis
[58] #climateaction
[53] #sustainability
[49] #globalwarming
[44] #cop27
[44] global

Top Words in Tweet in G2:
[337] #climatechange
[95] climate
[47] change
[46] more
[45] energy
[39] #cop27
[36] free
[32] wind
[31] euclimateaction
[30] health

Top Words in Tweet in G3:
[387] oil
[327] juststop_oil
[216] stop
[173] supporter
[172] michelle
[171] blocking
[171] 14th
[171] kingsbury
[171] released
[171] imprisoned

Top Words in Tweet in G4:
[464] #climatechange
[135] #globalwarming
[114] #climateaction
[102] climate
[72] #environment
[68] #climatecrisis
[64] more
[57] #renewableenergy
[56] #renewables
[54] warming

Top Words in Tweet in G5:
[226] #climatechange
[76] more
[63] unbiodiversity
[52] #biodiversity
[44] unesco
[41] tackle
[40] efforts
[39] loss
[39] address
[37] both

Top Words in Tweet in G6:
[313] methane
[194] pcarterclimate
[155] more
[140] emergency
[134] feedback
[126] atmospheric
[120] increase
[93] #climatechange
[85] carbon
[84] less

Top Words in Tweet in G7:
[230] #climatechange
[196] mikehudema
[190] act
[189] loss
[188] biodiversity
[187] dear
[187] humanity
[187] soon
[187] there'll
[187] threatens

Top Words in Tweet in G8:
[72] #climatechange
[15] today
[13] geraldkutney
[13] allanmargolin
[13] climate
[12] heat
[12] #climatecrisis
[12] waves
[11] future
[11] time

Top Words in Tweet in G9:
[121] #climatechange
[48] over
[40] #cop27
[27] environmentca
[25] #cop15
[24] conference
[23] #globalwarming
[23] cop
[23] parties
[23] world

Top Words in Tweet in G10:
[50] #climatechange
[17] cop27p
[14] #cop27
[13] dr
[12] join
[11] loss
[11] #africa
[9] richardmunang
[8] crisis
[8] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[480] climate,change
[236] stop,oil
[209] biodiversity,loss
[205] #climatechange,threatens
[200] catastrophic,biodiversity
[200] dear,humanity
[200] soon,there'll
[200] threatens,existence
[200] existence,act
[200] there'll,catastrophic

Top Word Pairs in Tweet in G1:
[95] climate,change
[19] #climatechange,#climateaction
[18] #climatechange,#climatecrisis
[16] #climatechange,#globalwarming
[16] #climate,#climatechange
[13] learn,more
[12] #temperature,#climatechange
[11] #climatecrisis,#climateaction
[11] #purcell,#callme
[11] #climateaction,#globalwarming

Top Word Pairs in Tweet in G2:
[41] climate,change
[25] source,sea
[25] free,abundant
[25] energy,source
[25] clean,free
[25] sea,basins
[25] wind,clean
[25] abundant,energy
[24] euclimateaction,wind
[23] massive,potential

Top Word Pairs in Tweet in G3:
[215] stop,oil
[171] michelle,imprisoned
[171] supporter,released
[171] 14th,september
[171] released,michelle
[171] kingsbury,oil
[171] september,blocking
[171] oil,supporter
[171] imprisoned,14th
[171] blocking,kingsbury

Top Word Pairs in Tweet in G4:
[55] #globalwarming,#climatechange
[51] #tesla,#ev
[49] #climatechange,#globalwarming
[41] climate,news
[37] #climatecrisis,#climateaction
[36] global,warming
[34] #renewables,#renewableenergy
[34] #climatechange,#environment
[33] #esg,#carbon
[33] #climatechange,#savetheworld

Top Word Pairs in Tweet in G5:
[41] tackle,#climatechange
[35] #biodiversity,loss
[33] successfully,tackle
[33] don,stop
[33] #climatechange,efforts
[33] won,successfully
[33] stop,#biodiversity
[33] loss,won
[33] efforts,address
[33] address,both

Top Word Pairs in Tweet in G6:
[136] methane,emergency
[126] atmospheric,methane
[106] increase,atmospheric
[78] feedback,earth
[78] methane,powerful
[78] big,increase
[78] emergency,big
[78] powerful,feedback
[78] removing,less
[78] more,removing

Top Word Pairs in Tweet in G7:
[187] #climatechange,threatens
[187] catastrophic,biodiversity
[187] threatens,existence
[187] act,soon
[187] biodiversity,loss
[187] there'll,catastrophic
[187] soon,there'll
[187] humanity,#climatechange
[187] dear,humanity
[187] existence,act

Top Word Pairs in Tweet in G8:
[12] heat,waves
[9] finds,46
[9] poll,finds
[9] energy,high
[9] high,today
[9] adults,believe
[9] including,food
[9] bills,including
[9] fuel,energy
[9] food,fuel

Top Word Pairs in Tweet in G9:
[24] #cop27,#climatechange
[23] over,yes
[23] cop,over
[23] parties,cop
[23] yes,#cop27
[23] #climatechange,over
[23] over,#cop15
[23] conference,parties
[22] #cop15,#biod
[22] environmentca,conference

Top Word Pairs in Tweet in G10:
[6] crisis,redefining
[6] contours,#africa
[6] cop27p,#egypt
[6] planetary,crisis
[6] loss,#pollution
[6] #climatechange,#biodiversity
[6] #waste,triple
[6] triple,planetary
[6] #biodiversity,loss
[6] redefining,contours

Top Replied-To
Top Replied-To in Entire Graph:
@juststop_oil
@frztoken
@gilbertfhoungbo
@_globalcrisis_
@magnusbrunner
@shravaka
@danalbas
@sustainablelsps
@jeffanddonkeys
@nathaliejacoby1

Top Replied-To in G1:
@vertex_group

Top Replied-To in G2:
@sustainablelsps
@jeffanddonkeys
@foxnews
@highlightsnews1
@cointelegraph
@cbcnews
@cleanairmoms
@sustainabilityj
@urban_climate_
@darrengrimes_

Top Replied-To in G3:
@juststop_oil
@margaretcrandle
@nickferrarilbc
@gideonheilpern2
@aufstandlastgen
@metpoliceevents

Top Replied-To in G4:
@physorg_com

Top Replied-To in G5:
@gilbertfhoungbo
@magnusbrunner
@greeneoctober
@chrizau
@wto
@lindyli
@judiciarygop

Top Replied-To in G6:
@georgesstpaul1
@copernicuseu

Top Replied-To in G8:
@_noelamac_
@michael20862116
@waqas_johar
@hazloe3
@geraldkutney
@briangitt

Top Replied-To in G9:
@environmentca
@un
@ap
@unleashlab
@guillaume0905kl

Top Replied-To in G10:
@omniaelomrani1
@nacgrab
@lydia_perris
@folukemichael

Top Mentioned
Top Mentioned in Entire Graph:
@juststop_oil
@pcarterclimate
@mikehudema
@unbiodiversity
@citizensclimate
@wmo
@unesco
@dkamwine
@friendsoscience
@jamesvgingerich

Top Mentioned in G1:
@earthmanat
@undpkg
@runwaybrandon
@envirodo
@aldogrech
@vastuullisuus
@oceanprotectl
@dplanetnft
@humberviews

Top Mentioned in G2:
@euclimateaction
@devex
@educannotwait
@who
@lshtm
@unfccc
@unhighrep
@afdb_group
@kevinbaker412
@nytimes

Top Mentioned in G3:
@juststop_oil
@vixl
@abolitionadam77
@metpoliceuk
@metoffice
@dogwoodalliance
@roundupmta
@xrebellionuk
@merrymichaelw
@easacnews

Top Mentioned in G4:
@jamesvgingerich
@wef
@myzerocarbon
@dolphin_angels
@drgem2015
@physorg_com
@havaclimate
@wildbluethistle
@pnasnews
@suepillans

Top Mentioned in G5:
@unbiodiversity
@unesco
@undp
@ipcc_ch
@bmz_bund
@fao
@noureddinbv
@undrr
@undpeu
@rockefellerfdn

Top Mentioned in G6:
@pcarterclimate
@copernicuseu
@greenpeace
@great_thunberg
@juststop_oil
@youtube
@aidagreenbury
@dawnroseturner
@elsevierconnect
@th

Top Mentioned in G7:
@mikehudema
@pcarterclimate
@awfceo
@iberostar
@juststop_oil
@unbiodiversity
@cjrfund
@scienceadvances
@climatepage
@kendrasita

Top Mentioned in G8:
@allanmargolin
@geraldkutney
@brianmchugh2011
@ecowarriorss
@conservationorg
@wedonthavetimke
@cleanairmoms
@beingfarhad
@maria_minin
@jilevin

Top Mentioned in G9:
@environmentca
@un
@unep
@albomp
@gisp_tweets
@tanyaplibersek
@looksouth
@vanuatuun
@lossanddamage
@ciel_tweets

Top Mentioned in G10:
@cop27p
@richardmunang
@_racheljames
@olumideidowu
@drvandanashiva
@alixdietzel
@bristol247
@climatewed
@unhumanrights
@cuboulder

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@chidambara09
@marciojmsilva
@56perumal
@independent
@manmet80
@john1966olsen
@bob_stinson1234
@o_fabriciosouza
@parliamodinews

Top Tweeters in G1:
@parliamodinews
@wavetossed
@bsindia
@riverasunauthor
@nst_online
@111publishing
@jakpost
@galactr0n
@davidabatchelor
@oscarswild1

Top Tweeters in G2:
@threadreaderapp
@chidambara09
@sar_oso
@omojuwa
@foxnews
@nytimes
@jane__eden
@tony_porras2050
@politico
@lmv6719

Top Tweeters in G3:
@christinejameis
@60sparkle
@caz5697
@merrymichaelw
@paulrogers002
@smujal
@mittens57
@ht4ecosocialism
@hugorelly
@davelawson35

Top Tweeters in G4:
@miguelhilargiak
@indianexpress
@lllwry
@rogue_corq
@childofalba
@thinkkimthink
@jamesvgingerich
@latimes
@eco1start
@ostraca_eu

Top Tweeters in G5:
@anas_erindra
@percievedlogic
@hilde57293257
@fonseca_pinto
@bagaluesunab
@jdstasia
@solhog
@rolex007msd
@slmorris555
@massimochiaram7

Top Tweeters in G6:
@markplackett1
@blubdha
@dawnroseturner
@wavetop
@americanmom01
@jjohnson2u
@margarethollin1
@hl10pm
@voteforchanges
@wpbot_rt

Top Tweeters in G7:
@wmn4srvl
@samillian1968
@macheath1
@touchme4youle
@simonpease1
@dianeh2020
@mcsharma_25
@gggthebuddhist
@susanscastillo
@bvrraju3

Top Tweeters in G8:
@manmet80
@lehimesa
@dancas2
@gracemurphy2
@jilevin
@morgfair
@blanketcrap
@mikecoulson48
@amazingchevvolt
@gezgintrk

Top Tweeters in G9:
@johangreg
@reuters
@business
@al_maldives
@myknittingwool
@djmusgr
@gemswinc
@apiwenuwen
@wbz
@transparency_a1

Top Tweeters in G10:
@net2ayurveda
@nomoreslaves
@olumideidowu
@drumeshprabhu
@arabnews
@ineeshadvs
@hanslak
@richardmunang
@moniqueangelyn
@nationfmke


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