#climatechange, Twitter, 4/15/2021 5:57:52 PM, 252831


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#climatechange_2021-04-14_17-08-00.xlsx
#climatechange_2021-04-14_17-08-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 15, 2021
Short Description:
#climatechange via NodeXL https://bit.ly/3mRHx8I
@sustaintrends
@arikring
@geraldkutney
@fffbot1
@pauledawson
@jane__eden
@mr_president_ke
@imagine_garden
@alex_verbeek
@ipbes

Top hashtags:
#climatechange
#fridaysforfuture
#climatecrisis
#climateaction
#berlin

Description:
Description
The graph represents a network of 7,486 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, 15 April 2021 at 00:24 UTC.

The requested start date was Thursday, 15 April 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, 6-hour, 43-minute period from Monday, 12 April 2021 at 02:33 UTC to Wednesday, 14 April 2021 at 09:16 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 : 7486
Unique Edges : 4986
Edges With Duplicates : 13472
Total Edges : 18458
Number of Edge Types : 5
Retweet : 5329
MentionsInRetweet : 7251
Tweet : 2118
Mentions : 3540
Replies to : 220
Self-Loops : 2261
Reciprocated Vertex Pair Ratio : 0.0215568862275449
Reciprocated Edge Ratio : 0.0422039859320047
Connected Components : 1244
Single-Vertex Connected Components : 521
Maximum Vertices in a Connected Component : 4537
Maximum Edges in a Connected Component : 14401
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.27083
Graph Density : 0.000152232508475853
Modularity : 0.451746
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,486 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, 15 April 2021 at 00:24 UTC.

The requested start date was Thursday, 15 April 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, 6-hour, 43-minute period from Monday, 12 April 2021 at 02:33 UTC to Wednesday, 14 April 2021 at 09:16 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:
[33] https://www.newyorker.com/news/news-desk/the-moms-who-are-battling-climate-change
[21] https://futurism.com/the-byte/scientists-warn-blocking-sun-unintended-consequences
[19] https://twinybots.ch/
[17] https://www.bbc.co.uk/news/science-environment-56723560
[16] https://www.ourfuturewater.com/wp-content/uploads/2021/04/Mark-and-Focus-Vol-4-Issue-1-compressed_1.pdf
[14] https://cleantechnica.com/2021/04/13/learning-leadership-lessons-from-teslas-elon-musk/#ElectricVehicles
[13] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs11160-021-09641-3
[12] https://macanima.com/fr/
[12] http://sillymickel.blogspot.com/2018/04/prenatal-earth-our-prenatal-air-life-in.html
[11] https://news.sky.com/story/attenboroughs-stark-warning-on-climate-change-its-already-too-late-12226694

Top URLs in Tweet in G1:
[11] https://news.sky.com/story/attenboroughs-stark-warning-on-climate-change-its-already-too-late-12226694
[5] https://youtu.be/Ccs2rt0oSzQ
[4] https://www.youtube.com/watch?v=0YjSHbA6HQQ&feature=youtu.be

[4] https://www.youtube.com/watch?v=7YvAYIJSSZY&feature=youtu.be

[4] https://youtu.be/6RWdEj5tdpk
[4] https://youtu.be/8uF8NgPIAgk
[3] https://www.music-for-nature.net/en-gb/musik
[3] https://www.travelslowly.de/?page_id=1735&lang=en
[3] https://twitter.com/ClimateNewsDay/status/1375388461146968069
[3] https://youtu.be/Y5PhUKzRQJc

Top URLs in Tweet in G2:
[7] https://www.bbc.co.uk/news/science-environment-56723560
[6] https://www.bbc.co.uk/news/business-56728381
[4] https://www.bbc.com/news/business-56728381
[3] https://www.instagram.com/accounts/login/
[3] https://www.innovaclimate.org/media/
[3] https://www.scientificamerican.com/article/we-are-living-in-a-climate-emergency-and-were-going-to-say-so/
[3] https://twinybots.ch/
[3] https://www.universityworldnews.com/post.php?story=20210404161813835&utm_source=twitter&utm_medium=social&utm_campaign=uwn-AF308
[2] https://www.economist.com/finance-and-economics/2021/04/10/totting-up-bitcoins-environmental-costs
[2] https://www.carbonbrief.org/climate-change-will-hit-endemic-plants-and-animals-the-hardest-study-warns

Top URLs in Tweet in G3:
[16] https://www.ourfuturewater.com/wp-content/uploads/2021/04/Mark-and-Focus-Vol-4-Issue-1-compressed_1.pdf
[12] http://sillymickel.blogspot.com/2018/04/prenatal-earth-our-prenatal-air-life-in.html
[12] https://www.newyorker.com/news/news-desk/the-moms-who-are-battling-climate-change
[12] https://twinybots.ch/
[11] https://apocalypseknow.wordpress.com/2018/04/11/prenatal-earth-our-prenatal-air-life-in-gaias-womb-gaias-weeping-toxic-womb-toxic-earth-which-is-chapters-19-through-21-of-psychology-of-apocalypse/
[8] https://www.amazon.com/gp/product/057874497X
[6] https://phys.org/news/2021-04-tuna-fisheries-explores-nexus-climate.html
[6] https://www.reuters.com/article/us-climate-change-newzealand-idUSKBN2BZ2T6
[5] https://www.newdelhitimes.com/climate-change-is-not-a-joke/
[4] https://www.cortical.io/

Top URLs in Tweet in G4:
[9] https://www.nytimes.com/2021/04/13/world/asia/japan-fukushima-wastewater-ocean.html
[7] https://www.independent.co.uk/climate-change/elk-california-drought-b1830264.html
[5] https://www.michigandaily.com/michigan-in-color/disability-in-the-time-of-climate-crisis/
[5] https://sgkplanet.com/en/
[4] https://www.independent.co.uk/climate-change/news/polluter-elite-climate-crisis-policies-b1830291.html
[4] http://gpwx.news/1ras5
[4] https://techxplore.com/news/2021-04-solar-farms-cool-lakes-threatened.html
[4] http://gpwx.news/nyro7
[4] https://medium.datadriveninvestor.com/what-is-a-low-carbon-transformation-part-iii-it-is-not-only-about-technology-192145d0d732
[3] https://www.theverge.com/2021/1/25/22248992/renewable-energy-beats-fossil-fuels-europe-electricity

Top URLs in Tweet in G5:
[8] https://cleantechnica.com/2021/04/13/learning-leadership-lessons-from-teslas-elon-musk/#ElectricVehicles
[5] https://insideevs.com/reviews/500347/autogefuhl-first-drive-mercedes-eqs/?utm_source=RSS&utm_medium=referral&utm_campaign=RSS-all-articles
[4] https://impakter.com/congos-first-green-climate-fund-project-aims-high-in-fighting-climate-change-and-poverty/
[3] https://app.box.com/s/rj390kfy0x6dwhq4olth83vgho53yr5e
[3] https://app.box.com/s/8p1q38lp89665efzo57x84hij5f0klsm
[3] https://cleantechnica.com/2021/04/12/rivian-to-be-powered-by-samsung/#ElectricVehicles
[3] https://cleantechnica.com/2021/04/12/the-electric-vehicle-sector-is-surging/#ElectricVehicles
[3] https://cleantechnica.com/2021/04/12/sunrun-brings-home-solar-batteries-to-miami/#ElectricVehicles
[3] https://cleantechnica.com/2021/04/12/army-corps-allows-dakota-access-pipeline-to-operate-without-proper-authorization/#ElectricVehicles
[3] https://cleantechnica.com/2021/04/13/hyundai-to-electrify-ubers-in-europe/#ElectricVehicles

Top URLs in Tweet in G6:
[11] https://www.weforum.org/agenda/2021/04/reforestation-start-ups-technology-trillion-trees?utm_source=twitter&utm_medium=social_scheduler&utm_term=Forests&utm_content=11/04/2021+18:00
[7] https://www.weforum.org/agenda/2021/04/french-lawmakers-vote-to-ban-short-domestic-flights-to-reduce-co2-emissions?utm_source=twitter&utm_medium=social_scheduler&utm_term=Aviation,+Travel+and+Tourism&utm_content=13/04/2021+16:45
[6] https://www.weforum.org/agenda/2021/04/arctic-sea-ice-winter-peak-in-2021-is-joint-seventh-lowest-on-record?utm_source=twitter&utm_medium=social_scheduler&utm_term=Environment+and+Natural+Resource+Security&utm_content=13/04/2021+20:00
[3] https://www.weforum.org/agenda/2021/04/reforestation-start-ups-technology-trillion-trees?utm_source=twitter&utm_medium=social_scheduler&utm_term=Forests&utm_content=07/04/2021+12:30
[3] https://www.weforum.org/agenda/2021/02/bendable-concrete-and-other-co2-infused-cement-mixes-could-dramatically-cut-global-emissions/
[2] https://www.weforum.org/agenda/2020/12/venus-was-once-more-earth-like-but-climate-change-made-it-uninhabitable?utm_source=twitter&utm_medium=social_scheduler&utm_term=Space&utm_content=16/12/2020+16:45
[2] https://www.weforum.org/agenda/2021/02/7-commodities-forests-deforestation-environment-cattle-palm-oil-soy-coffee-climate-change-trees?utm_source=twitter&utm_medium=social_scheduler&utm_term=Agriculture,+Food+and+Beverage&utm_content=25/02/2021+14:30
[2] https://www.weforum.org/agenda/2021/01/extreme-weather-global-warming-financial-support?utm_source=twitter&utm_medium=social_scheduler&utm_term=Climate+Change&utm_content=07/02/2021+06:00
[2] https://www.theglobeandmail.com/business/article-net-zero-emissions-pledges-by-canadian-companies/
[1] https://wef.ch/39WOa4A

Top URLs in Tweet in G7:
[7] https://theplanet.substack.com/subscribe
[3] https://rpujolviven.blogspot.com/2020/02/the-prophets-of-doom.html
[2] https://rpujolviven.blogspot.com/2016/12/perceptions-towards-climate-climatic.html
[2] https://rpujolviven.blogspot.com/2014/02/climate-change-will-lead-humans-toward.html
[2] https://rpujolviven.blogspot.com/2016/03/spring-in-february.html
[2] https://rpujolviven.blogspot.com/2015/06/mankind-is-melding-by-own-hot.html
[2] https://theplanet.substack.com/p/the-average-american-family-throws
[2] https://us02web.zoom.us/webinar/register/WN_LS1mb9heT5OVQRXy4jbmjg
[1] http://www.fao.org/about/meetings/soil-biodiversity-symposium/en/
[1] https://grist.org/climate/scientists-say-climate-change-is-detectable-in-daily-weather-its-not-that-simple/

Top URLs in Tweet in G8:
[6] https://climatenewsnetwork.net/global-farming-feels-the-impacts-of-global-heating/
[4] https://rpujolviven.blogspot.com/2014/03/the-carbon-bubble.html
[4] https://rpujolviven.blogspot.com/2017/04/no-we-know-what-were-betting.html
[3] https://events.humanitix.com/big-data-and-climate-change?c=twitter
[3] https://rpujolviven.blogspot.com/2019/12/the-loosed-decade.html
[3] https://www.pawsforreaction.com/2021/04/from-farm-to-plate-climate-change-is.html
[2] https://rpujolviven.blogspot.com/2013/11/to-kill-goose-that-lays-golden-eggs.html
[2] https://rpujolviven.blogspot.com/2013/01/really-are-temperatures-stopping-its.html
[2] https://rpujolviven.blogspot.com/2020/02/the-prophets-of-doom.html
[2] https://www.internal-displacement.org/global-report/grid2021/

Top URLs in Tweet in G9:
[18] https://www.newyorker.com/news/news-desk/the-moms-who-are-battling-climate-change
[3] https://nyartistscircle.com/curated-shows/fragile-earth
[2] https://www.space.com/antarctic-ice-shelf-collapse-as-earth-warms
[2] https://twinybots.ch/
[1] https://twitter.com/ibpa/status/1375183327083311105
[1] https://abcnews.go.com/International/wireStory/cyclone-damages-australian-towns-cuts-power-31500-77016524?cid=clicksource_4380645_8_heads_posts_headlines_hed
[1] http://www.elliottbaybook.com/event/allison-cobb-daniel-borzutzky
[1] https://www.nzherald.co.nz/nz/climate-change-why-are-nzs-emissions-still-rising/LRAOLGXYTE6DFH2FHYF7H4NMWY/
[1] https://www.nationaltrust.org.uk/press-release/national-trust-maps-out-climate-threat-to-coast-countryside-and-historic-places
[1] https://theearthproject.world/the-earth-project-events/international-day-of-awareness-food-loss-and-waste-reduction/

Top URLs in Tweet in G10:
[5] https://btrnews.co.uk/reaching-net-zero-carbon-targets-in-the-built-environment/
[3] https://www.linkedin.com/slink?code=gqHq7Sp
[3] https://zoom.us/j/97284142272?pwd=MGVxUVlOZ01GTXZsWW11NzRPdG56Zz09
[3] https://interdisciplinarysolutions.eai-conferences.org/2020/free-sign-up/
[3] https://www.abc.net.au/news/2021-04-09/cyclones-moving-south-climate-change/11956040
[2] https://www.travelslowly.de/?page_id=1735&lang=en
[2] https://www.democratsabroad.org/wc_our_forests_and_our_climate
[2] https://yaleclimateconnections.org/2021/04/climate-change-is-making-it-harder-to-grow-potatoes-french-fries/
[1] https://www.cnn.com/travel/article/france-domestic-flight-ban-emissions-scli-intl/index.html
[1] https://www.h2-view.com/story/nuclear-plants-could-be-the-perfect-component-for-green-hydrogen-production/

Top Domains
Top Domains in Tweet in Entire Graph:
[391] twitter.com
[294] youtube.com
[242] youtu.be
[110] co.uk
[87] blogspot.com
[59] linkedin.com
[58] theguardian.com
[54] cleantechnica.com
[50] immortalartist.com
[44] newyorker.com

Top Domains in Tweet in G1:
[124] youtube.com
[103] youtu.be
[54] twitter.com
[11] sky.com
[10] theconversation.com
[5] theguardian.com
[4] co.uk
[4] linkedin.com
[3] music-for-nature.net
[3] travelslowly.de

Top Domains in Tweet in G2:
[84] twitter.com
[30] linkedin.com
[28] co.uk
[8] theguardian.com
[8] bbc.com
[7] youtube.com
[7] blogspot.com
[6] carbonbrief.org
[5] com.au
[5] reuters.com

Top Domains in Tweet in G3:
[44] twitter.com
[17] blogspot.com
[16] ourfuturewater.com
[14] youtube.com
[13] newyorker.com
[12] co.uk
[12] twinybots.ch
[11] wordpress.com
[9] theguardian.com
[8] amazon.com

Top Domains in Tweet in G4:
[32] gpwx.news
[17] blogspot.com
[15] twitter.com
[15] co.uk
[12] datadriveninvestor.com
[11] youtube.com
[9] nytimes.com
[8] com.au
[8] co.in
[6] techxplore.com

Top Domains in Tweet in G5:
[40] cleantechnica.com
[17] insideevs.com
[7] box.com
[6] worldenergytrade.com
[5] twitter.com
[4] impakter.com
[4] bit.ly
[2] youtu.be
[2] un-redd.org
[2] facebook.com

Top Domains in Tweet in G6:
[39] weforum.org
[9] twitter.com
[3] box.com
[2] wef.ch
[2] org.uk
[2] nytimes.com
[2] theglobeandmail.com
[1] worldbank.org
[1] ukcop26.org
[1] youtu.be

Top Domains in Tweet in G7:
[15] blogspot.com
[9] substack.com
[5] twitter.com
[4] theguardian.com
[3] fao.org
[2] vox.com
[2] counterpunch.org
[2] zoom.us
[2] greenassets.in
[2] tajnature.tj

Top Domains in Tweet in G8:
[29] blogspot.com
[9] climatenewsnetwork.net
[6] theguardian.com
[6] businessgreen.com
[5] forbes.com
[5] reuters.com
[4] co.uk
[3] humanitix.com
[3] ft.com
[3] carbonbrief.org

Top Domains in Tweet in G9:
[18] newyorker.com
[5] twitter.com
[3] nyartistscircle.com
[2] space.com
[2] twinybots.ch
[1] go.com
[1] elliottbaybook.com
[1] co.nz
[1] org.uk
[1] theearthproject.world

Top Domains in Tweet in G10:
[6] twitter.com
[5] co.uk
[5] linkedin.com
[3] zoom.us
[3] eai-conferences.org
[3] net.au
[2] travelslowly.de
[2] democratsabroad.org
[2] yaleclimateconnections.org
[2] agu.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5560] climatechange
[739] fridaysforfuture
[680] climatecrisis
[498] climateaction
[353] berlin
[272] sustainability
[251] environment
[241] biodiversity
[228] climate
[215] globalwarming



Top Hashtags in Tweet in G1:
[620] climatechange
[424] fridaysforfuture
[329] climatecrisis
[144] berlin
[107] climateaction
[94] climatestrike
[48] gretathunberg
[44] nomoreemptypromises
[41] climateemergency
[35] saveourforests

Top Hashtags in Tweet in G2:
[601] climatechange
[56] environment
[51] sustainability
[48] climateaction
[43] climate
[32] climatecrisis
[23] globalwarming
[20] climateemergency
[18] sustainable
[16] nature

Top Hashtags in Tweet in G3:
[465] climatechange
[64] climatecrisis
[53] fridaysforfuture
[34] climateaction
[30] climateemergency
[28] ecocide
[24] climatejustice
[22] environment
[20] climate
[19] 気候危機

Top Hashtags in Tweet in G4:
[358] climatechange
[114] climatecrisis
[82] globalwarming
[59] climateaction
[47] climateemergency
[44] climate
[34] co2
[28] arctic
[23] sustainability
[18] fridaysforfuture

Top Hashtags in Tweet in G5:
[253] climatechange
[128] biodiversity
[57] tesla
[57] ev
[56] renewableenergy
[49] renewables
[30] ouroceans
[22] naturebasedsolutions
[22] reforestation
[17] electricvehicles

Top Hashtags in Tweet in G6:
[106] climatechange
[14] gtgs21
[10] globalgoals
[8] globalwarming
[7] sdgs
[7] cc
[6] climateaction
[5] sustainablelifestylechallenge
[5] bærekraft
[5] bærekraftiglivsstilsutfordring

Top Hashtags in Tweet in G7:
[66] climatechange
[13] nature
[11] wildlife
[9] environment
[7] soil
[6] foodsecurity
[5] climatecrisis
[5] history
[5] travel
[5] politics

Top Hashtags in Tweet in G8:
[135] climatechange
[23] health
[15] sustainability
[14] climate
[13] esg
[11] biodiversity
[11] carbon
[10] green
[9] energy
[9] grid2021

Top Hashtags in Tweet in G9:
[65] climatechange
[2] adeonthefrontline
[1] fridaysforfuture
[1] climatehope
[1] earthday
[1] weather
[1] flooding
[1] landslides
[1] beautyandthebeastwildflowers
[1] coffeetablebook

Top Hashtags in Tweet in G10:
[81] climatechange
[32] sustainability
[21] greenenergy
[18] environment
[12] scicomm
[11] renewableenergy
[10] solarenergy
[10] cleanenergy
[10] climatecrisis
[9] solar

Top Words
Top Words in Tweet in Entire Graph:
[5559] #climatechange
[1299] climate
[836] more
[739] #fridaysforfuture
[680] #climatecrisis
[672] change
[527] youtube
[501] #climateaction
[497] one
[490] world

Top Words in Tweet in G1:
[619] #climatechange
[424] #fridaysforfuture
[329] #climatecrisis
[274] meiklwagner
[249] geraldkutney
[248] youtube
[225] climate
[181] records
[144] #berlin
[126] more

Top Words in Tweet in G2:
[601] #climatechange
[117] climate
[86] change
[67] more
[56] #environment
[51] #sustainability
[48] #climateaction
[43] world
[43] #climate
[32] #climatecrisis

Top Words in Tweet in G3:
[465] #climatechange
[127] climate
[90] change
[79] more
[64] #climatecrisis
[53] #fridaysforfuture
[53] world
[43] one
[41] human
[36] future

Top Words in Tweet in G4:
[357] #climatechange
[114] #climatecrisis
[100] climate
[82] #globalwarming
[64] 2021
[59] #climateaction
[55] 04
[49] #climate
[47] #climateemergency
[46] activist360_co

Top Words in Tweet in G5:
[253] #climatechange
[128] #biodiversity
[107] loss
[102] ipbes
[60] stop
[57] #tesla
[57] #ev
[56] #renewableenergy
[49] #renewables
[40] life

Top Words in Tweet in G6:
[106] #climatechange
[32] climate
[31] wef
[18] worldbank
[15] plan
[15] tackle
[14] tech
[14] start
[14] ups
[14] forest

Top Words in Tweet in G7:
[128] one
[123] alex_verbeek
[91] signups
[68] need
[66] #climatechange
[62] more
[56] 1200
[43] start
[42] special
[42] many

Top Words in Tweet in G8:
[135] #climatechange
[33] global
[31] climate
[23] #health
[20] report
[19] save
[19] challenges
[18] wwf
[17] generation
[16] loss

Top Words in Tweet in G9:
[65] #climatechange
[48] artists
[43] allanmargolin
[32] earth
[27] great
[25] check
[24] collection
[24] fragile
[24] respond
[24] curated

Top Words in Tweet in G10:
[84] #climatechange
[32] #sustainability
[24] #greenenergy
[18] #environment
[15] join
[14] read
[14] more
[14] climate
[13] intersol_conf
[12] #climateaction

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[562] climate,change
[357] youtube,#fridaysforfuture
[339] records,youtube
[316] #climatecrisis,#climatechange
[296] #fridaysforfuture,#berlin
[145] #berlin,#climatechange
[118] albert,einstein
[117] rec,youtube
[116] #climatechange,#climatecrisis
[112] geraldkutney,albert

Top Word Pairs in Tweet in G1:
[182] #climatecrisis,#climatechange
[169] records,youtube
[154] youtube,#fridaysforfuture
[124] #fridaysforfuture,#berlin
[112] albert,einstein
[107] geraldkutney,albert
[60] rec,youtube
[60] pauledawson,one
[54] one,biggest
[54] biggest,issues

Top Word Pairs in Tweet in G2:
[65] climate,change
[16] #climatechange,#climateaction
[15] #environment,#climatechange
[15] world,first
[14] #climatechange,join
[11] #itstimetochange,#climatechange
[11] join,zeroco2_
[11] #climatecrisis,#climatechange
[11] #climatechange,#environment
[10] #climatechange,#climatecrisis

Top Word Pairs in Tweet in G3:
[67] climate,change
[18] #climatechange,#climateemergency
[18] #climatechange,#climatecrisis
[17] #climatechange,#ecocide
[16] #climateemergency,#climatecrisis
[16] #fridaysforfuture,#climatejustice
[16] read,build
[16] build,smart
[16] smart,resilient
[16] resilient,nature

Top Word Pairs in Tweet in G4:
[58] #climatecrisis,#climatechange
[53] 04,2021
[40] #globalwarming,#climatechange
[31] climate,crisis
[31] climate,change
[24] #climatechange,#globalwarming
[22] mauna,loa
[19] loa,observatory
[19] climatevegan,#climatecrisis
[17] #climatechange,#climateaction

Top Word Pairs in Tweet in G5:
[62] #biodiversity,loss
[57] #tesla,#ev
[39] loss,life
[38] talk,#climatechange
[38] #climatechange,lot
[38] lot,#biodiversity
[38] loss,important
[38] important,issue
[38] issue,stop
[38] stop,loss

Top Word Pairs in Tweet in G6:
[14] tech,start
[14] start,ups
[14] ups,plan
[14] plan,tackle
[14] tackle,forest
[14] forest,restoration
[14] restoration,wefuplink
[14] wefuplink,#climatechange
[14] #climatechange,#gtgs21
[13] climate,change

Top Word Pairs in Tweet in G7:
[56] 1200,signups
[42] need,one
[42] one,more
[42] more,1200
[42] signups,special
[42] special,one
[42] one,start
[42] start,many
[42] many,mornings
[41] alex_verbeek,need

Top Word Pairs in Tweet in G8:
[16] save,date
[14] #climatechange,greatest
[14] greatest,threats
[14] threats,generation
[14] generation,generations
[14] generations,come
[14] come,public
[14] public,#health
[13] narottamsahoo,#climatechange
[13] #health,#ecosystem

Top Word Pairs in Tweet in G9:
[24] check,great
[24] great,collection
[24] collection,fragile
[24] fragile,earth
[24] earth,artists
[24] artists,respond
[24] respond,#climatechange
[24] #climatechange,curated
[24] curated,show
[24] show,ny

Top Word Pairs in Tweet in G10:
[8] #climatechange,#scicomm
[7] #ocean,#oceans
[7] #climatechange,#climateaction
[6] #renewableenergy,#solarenergy
[6] #solarenergy,#solar
[6] #solar,#solarpower
[6] #solarpower,#cleanenergy
[6] #cleanenergy,#greenenergy
[6] #greenenergy,#energy
[6] #energy,#solarpanels

Top Replied-To
Top Replied-To in Entire Graph:
@hazloe3
@dbirch214
@geraldkutney
@anvndarnamn5
@profpcdoherty
@gretathunberg
@sierraclub
@hanslak
@cnn
@willard1951

Top Replied-To in G1:
@hazloe3
@dbirch214
@geraldkutney
@hanslak
@climateguyw
@jellsmoor
@ecowarriorss
@down2earthindia
@patsyip_
@celesteko_o

Top Replied-To in G3:
@anvndarnamn5
@profpcdoherty
@mikehudema
@cnn
@willard1951
@karmactivealive
@agnieszka85z
@doctormayjay
@jftaveira1993
@nakabuyehildaf

Top Replied-To in G4:
@ftenergy
@riaanews
@dfb_team_en
@elonmusk
@theage

Top Replied-To in G6:
@gulf_intel
@housingfirstuk
@mite_it

Top Replied-To in G7:
@alex_verbeek

Top Replied-To in G8:
@wellsfargo
@schroders
@4corners

Top Replied-To in G9:
@arochausa

Top Mentioned
Top Mentioned in Entire Graph:
@meiklwagner
@geraldkutney
@alex_verbeek
@pauledawson
@ipbes
@gretathunberg
@ecowarriorss
@adeadepitan
@jwspry
@diebo37

Top Mentioned in G1:
@meiklwagner
@geraldkutney
@pauledawson
@gretathunberg
@ecowarriorss
@arikring
@ristori20
@jackthelad1947
@profstrachan
@christinemilne

Top Mentioned in G2:
@zeroco2_
@china4tech
@inspire_hubert
@kulpabart
@modiamo
@crossroadspodc1
@katespaulding03
@latercity2050
@careedartist
@wm_books

Top Mentioned in G3:
@sillymickel
@anti_slavery
@meiklwagner
@michaelemann
@geraldkutney
@jftaveira1993
@borisjohnson
@automatrix66_kc
@thedisproof
@0sundance

Top Mentioned in G4:
@activist360_co
@chriscartw83
@climatevegan
@wmo
@maddenifico
@meiklwagner
@jennjettkw
@benjamindooley
@sciam
@gngagritech

Top Mentioned in G5:
@ipbes
@zxcxz_xyz
@unep
@unredd
@unesco
@thegef
@worldenergytrad
@gef_sgp
@gulf_intel
@richardmunang

Top Mentioned in G6:
@wef
@worldbank
@wefuplink
@cop26
@unep
@un
@kadrisimson
@mite_it
@midoripaxton
@1t_org

Top Mentioned in G7:
@alex_verbeek
@fao
@geraldkutney
@eu_soildarity
@voxdotcom
@erichaftellive
@esa
@thom_astro
@bobhillbrain
@sigalsamuel

Top Mentioned in G8:
@wwf
@unfccc
@narottamsahoo
@idmc_geneva
@eib
@eccoclimate
@diop_ifc
@tnfd_
@climatenewsday
@businessgreen

Top Mentioned in G9:
@allanmargolin
@snakefoodfarmer
@televangelist
@drtommartinphd
@mimize
@een_moms
@ibpa
@climatemama
@cleanairmoms
@kaykosmos

Top Mentioned in G10:
@intersol_conf
@khayhoe
@explorersclub
@connectaid_int
@wecantogether28
@manorinteriors_
@ukgbc
@myfinbgroup
@caroldevine
@agu_scicomm

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@robinsnewswire
@mlnangalama
@rk70534
@chidambara09
@cybersec_feeds
@robre62
@jamesroy
@independent
@szilviade_

Top Tweeters in G1:
@jurylady5
@manmet80
@lehimesa
@dancas2
@russelltim151
@jilliemary
@lizditz
@gracemurphy2
@jjj5819
@glasgow_watch

Top Tweeters in G2:
@robinsnewswire
@angelakorras
@flashbloglive
@hardknoxfirst
@dataaugmented
@wavetossed
@techjunkiejh
@stockscout1
@malikanura876
@moneycontrolcom

Top Tweeters in G3:
@msmwatchdog2013
@markburgerenerg
@hermitme1
@socialistvoice
@_selenators1992
@yolie_rios
@youranonriots
@watchdogsniffer
@cnn
@alikat747

Top Tweeters in G4:
@kenkircher1
@shirley10090505
@anneannapolis
@leticia17922167
@urocklive1
@ezeasorije
@mrtachilles
@ineeshadvs
@marxdeane
@imagine_garden

Top Tweeters in G5:
@olumideidowu
@thecuriousluke
@eurocentrique
@seifkabelele
@richardmunang
@justusnatuhwera
@douglaschongys
@kaskadia
@jaguilam2003
@johnsnowmtainer

Top Tweeters in G6:
@googleexpertuk
@dev_discourse
@nytimes
@bar_zie
@mrtallerjerry
@newsneus
@fattoquotidiano
@thenationalnews
@wef
@sleimanskaf

Top Tweeters in G7:
@mulher_noticia
@kcolaizzo
@antonio22201467
@ewindham3
@shicooks
@gvalan
@npr
@ene3112
@peteraf1
@chrisgem65

Top Tweeters in G8:
@lalojimjuarez
@wwf
@trendsinai
@bostonglobe
@mailonline
@financialtimes
@forbes
@saleemulhuq
@deborahskyrim
@rollingstone

Top Tweeters in G9:
@rk70534
@funnagan
@wcsek
@gailbriggs8
@icntoan
@paulmcclintock
@nurseylu
@nationaltrust
@bizneznuna
@62walterp

Top Tweeters in G10:
@bexxmodd
@people
@geographile
@scicommbot
@theagu
@vectorborg
@abhibisht89
@pbellsydney
@khayhoe
@eurogeosciences


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