#climatechange, Twitter, 6/4/2020 3:02:15 AM, 228738


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#climatechange_2020-06-03_17-10-03.xlsx
#climatechange_2020-06-03_17-10-03.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 04, 2020
Short Description:
#climatechange via NodeXL https://bit.ly/36YPnWg
@arikring
@weincludedorg
@eankitpandey
@allanmargolin
@friendsoscience
@gretathunberg
@eco1start
@pauledawson
@oceana
@wef

Top hashtags:
#climatechange
#covid19
#climateaction
#climate
#climatecrisis
#globalwarming

Description:
Description
The graph represents a network of 6,360 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, 04 June 2020 at 00:11 UTC.

The requested start date was Thursday, 04 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 8-hour, 42-minute period from Monday, 01 June 2020 at 18:18 UTC to Wednesday, 03 June 2020 at 03:01 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 : 6360
Unique Edges : 4650
Edges With Duplicates : 8450
Total Edges : 13100
Number of Edge Types : 5
Mentions : 3029
Tweet : 1308
Retweet : 3491
MentionsInRetweet : 5020
Replies to : 252
Self-Loops : 1411
Reciprocated Vertex Pair Ratio : 0.0186335403726708
Reciprocated Edge Ratio : 0.0365853658536585
Connected Components : 962
Single-Vertex Connected Components : 389
Maximum Vertices in a Connected Component : 3595
Maximum Edges in a Connected Component : 8951
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.014857
Graph Density : 0.000182477961706332
Modularity : 0.555626
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 6,360 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, 04 June 2020 at 00:11 UTC.

The requested start date was Thursday, 04 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 8-hour, 42-minute period from Monday, 01 June 2020 at 18:18 UTC to Wednesday, 03 June 2020 at 03:01 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:
[65] https://www.weforum.org/agenda/2020/06/oceans-heat-up-seven-times-greenhouse-emissions
[42] https://www.weforum.org/agenda/2020/05/antarctica-green-snow-algae
[14] https://www.bbc.co.uk/news/science-environment-52877912
[12] https://www.forbes.com/sites/melissacristinamarquez/2020/06/01/climate-change-is-already-impacting-sharks/
[9] https://globalnews.ca/news/7013523/climate-change-extreme-rain-weather-flooding-proceedings-june/?platform=hootsuite
[9] https://pixelmoversandmakers.com/
[9] https://www.bbc.co.uk/news/science-environment-52881721
[9] https://www.climatedepot.com/2020/06/02/end-of-may-antarctic-sea-ice-extent-highest-in-five-years-no-evidence-of-warming-or-melting/
[8] https://news.trust.org/item/20200602141709-v3eqi?platform=hootsuite
[8] https://callforcode.org/

Top URLs in Tweet in G1:
[5] https://www.npr.org/2019/12/05/782694371/offshore-wind-may-help-the-planet-but-will-it-hurt-whales
[3] https://www.bloomberg.com/tosv2.html?vid=&uuid=a3c10090-a546-11ea-950f-e78db51c3629&url=L29waW5pb24vYXJ0aWNsZXMvMjAyMC0wNS0zMS9udWNsZWFyLXBvd2VyLW5lZWRzLXRvLWJlLXBhcnQtb2YtZ3JlZW4tc3RpbXVsdXMtZGViYXRl
[3] https://gcaptain.com/qatar-launches-largest-lng-shipbuilding-program-in-history/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+Gcaptain+%28gCaptain.com%29&goal=0_f50174ef03-2b277a6d14-169607509&mc_cid=2b277a6d14&mc_eid=c3bcad4dc4
[2] https://books.apple.com/us/book/for-a-responsible-economy/id1358973535
[2] https://medium.com/@0rf/leaked-emails-call-for-censorship-of-michael-moores-new-film-exclusive-1185620505c9
[2] https://www.bbc.com/news/science-environment-52877912
[2] https://twitter.com/MH4Future/status/1267558798199271426
[2] https://www.ecowatch.com/art-climate-change-2646125754.html
[2] https://thehill.com/opinion/energy-environment/500614-planting-trees-helps-climate-change-and-creates-jobs#.XtbZBKTG0bA.twitter
[2] https://www.reuters.com/article/us-insurance-hurricanes/hurricanes-may-cause-more-pain-for-pandemic-hit-insurers-idUSKBN2381HU?il=0

Top URLs in Tweet in G2:
[6] https://www.forbes.com/sites/melissacristinamarquez/2020/06/01/climate-change-is-already-impacting-sharks/
[6] https://climatenewsnetwork.net/uk-food-giants-mull-brazil-boycott-to-protect-forests/
[6] https://climatenewsnetwork.net/pandemic-and-climate-extremes-hit-india-together/
[5] https://www.livekindly.co/un-investors-plant-based-food/
[5] https://www.livekindly.co/new-zealand-schools-students-replace-meat-dairy/
[4] https://www.eurekalert.org/pub_releases/2020-06/fu-gww060220.php
[4] https://blog.iammarketingmedia.com/climate-change-burns-its-way-up-the-pop-charts/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[4] https://oilprice.com/Energy/Energy-General/The-Future-Of-Wind-Energy.html
[4] https://www.eurekalert.org/pub_releases/2020-06/uons-lcm060120.php
[4] https://www.onegreenplanet.org/environment/indias-locust-invasion-is-directly-related-to-climate-change/

Top URLs in Tweet in G3:
[5] https://www.bbc.co.uk/news/science-environment-52877912
[5] https://bradenkelley.com/thought-leadership/quote-posters/
[5] https://www.instagram.com/misterinnovation/
[3] http://thelenaghioparadox.blogspot.com/2013/01/the-phenomena-of-evolution-captured.html
[3] https://voicesmotherearth.blogspot.com/2020/06/climate-change-threatens-economy-heres.html
[2] https://twitter.com/guyshrubsole/status/1267468190759768064
[2] https://www.bbc.com/news/science-environment-52877912
[2] http://secure.hostgator.com/~affiliat/cgi-bin/affiliates/clickthru.cgi?id=Bankroller&page=http://www.hostgator.com/green-web-hosting.shtml
[2] https://wonkedition.se/english/news/2020-news/2020-06-01-anthropogenic.html
[2] http://gpwx.news/vdm4p

Top URLs in Tweet in G4:
[9] https://globalnews.ca/news/7013523/climate-change-extreme-rain-weather-flooding-proceedings-june/?platform=hootsuite
[8] https://news.trust.org/item/20200602141709-v3eqi?platform=hootsuite
[7] https://www.sciencedaily.com/releases/2020/06/200602122602.htm?platform=hootsuite
[7] https://www.forbes.com/sites/melissacristinamarquez/2020/06/01/climate-change-is-already-impacting-sharks?platform=hootsuite
[6] https://www.bbc.com/news/science-environment-52848184?platform=hootsuite
[6] https://www.forbes.com/sites/melissacristinamarquez/2020/06/01/climate-change-is-already-impacting-sharks/
[5] https://www.axios.com/climate-change-coronavirus-comparison-5fc7dd94-b303-4de6-98c2-6f4e517fce4b.html?platform=hootsuite
[4] https://www.tampabay.com/news/environment/2020/06/01/florida-judge-rejects-childrens-climate-change-lawsuit-citing-political-issue/?platform=hootsuite
[4] https://grist.org/climate/shareholders-to-big-oil-do-more-on-climate-change/?platform=hootsuite
[3] https://insideclimatenews.org/news/26052020/trillion-trees-climate-change?platform=hootsuite

Top URLs in Tweet in G5:
[8] https://pixelmoversandmakers.com/
[1] https://judithcurry.com/2019/10/29/escape-from-model-land/
[1] https://blogs.ei.columbia.edu/2019/07/30/co2-drives-global-warming/
[1] https://ar5-syr.ipcc.ch/topic_summary.php
[1] http://butane.chem.uiuc.edu/pshapley/GenChem1/L15/web-L15.pdf
[1] https://scied.ucar.edu/longcontent/greenhouse-effect
[1] https://www.usatoday.com/story/news/nation/2020/04/16/global-warming-2020-expected-warmest-year-record-noaa-said/5144767002/
[1] https://notalotofpeopleknowthat.wordpress.com/2014/02/06/storminess-of-the-little-ice-age/

Top URLs in Tweet in G6:
[57] https://www.weforum.org/agenda/2020/06/oceans-heat-up-seven-times-greenhouse-emissions
[40] https://www.weforum.org/agenda/2020/05/antarctica-green-snow-algae
[4] https://www.weforum.org/agenda/2020/05/global-warming-heat-territory-earth-uninhabitable
[2] https://twitter.com/loicdombreval/status/1267838431201288199
[1] https://en.unesco.org/news/webinar-2020-united-nations-world-water-development-report-water-and-climate-change-rcs-and
[1] https://earthhow.com/sea-level-rise-effects-projections/
[1] http://wcmc.io/GraphicGuideofMPAs
[1] https://www.gwp.org/en/waterchangemakers/
[1] https://www.linkedin.com/posts/world-economic-forum_economy-innovation-activity-6672060891233685504-k-Ho/
[1] https://www.weforum.org/agenda/2020/06/oceans-heat-up-seven-times-greenhouse-emissions/

Top URLs in Tweet in G7:
[2] https://www.dailymail.co.uk/sciencetech/article-8376045/amp/Marine-species-edging-closer-Earths-poles-average-pace-3-7-miles-year.html?__twitter_impression=true
[2] https://www.weforum.org/agenda/2020/06/oceans-heat-up-seven-times-greenhouse-emissions
[1] https://www.weforum.org/agenda/2020/05/antarctica-green-snow-algae
[1] https://act.oceana.org/page/54142/donate/1?ea.tracking.id=twitter&utm_campaign=Advo&utm_content=20200601TWDonateWorldReefDay&utm_source=Twitter&utm_medium=Social&utm_id=CDmWnFVYXGqnWs
[1] https://twitter.com/peace_boat/status/1267625763370487808
[1] https://mru.webex.com/mw3300/mywebex/default.do?nomenu=true&siteurl=mru&service=6&rnd=0.18838736704079606&main_url=https://mru.webex.com/ec3300/eventcenter/event/eventAction.do%3FtheAction%3Ddetail%26%26%26EMK%3D4832534b00000004b53bb686c5f1e583f0f93cd4042be9e62537979b389b5d4be4081f0b2eeaf6e3%26siteurl%3Dmru%26confViewID%3D162604830431395418%26encryptTicket%3DSDJTSwAAAATLLv8qaskjgzK60MvkRdKzSM0nYPmLDSXpfFjNCvSSOg2%26

Top URLs in Tweet in G8:
[3] https://www.cfact.org/2020/06/01/alarmist-queen-hayhoe-takedown-by-friends-of-science/
[3] https://friendsofscience.org/assets/documents/Alberta%20Climate%20Future%20rebuttal.pdf
[3] https://www.smh.com.au/environment/climate-change/australia-among-global-hot-spots-as-droughts-worsen-in-warming-world-20200601-p54ydh.html
[3] https://www.youtube.com/watch?v=ZZrORkOGdYY&feature=youtu.be

[2] https://www.youtube.com/watch?v=6UOr2HyyHm8&feature=youtu.be

[2] https://www.youtube.com/watch?v=BAqufL0uwew&feature=youtu.be

[2] https://tiny.cc/piyrpz
[2] https://www.youtube.com/watch?v=HjVyvKNlI2Q&feature=youtu.be

[2] https://blog.friendsofscience.org/2020/02/03/squandered-money-funding-mass-transit-to-reduce-emissions/
[2] https://www.youtube.com/watch?v=aDoanNM7O_s&feature=youtu.be


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://www.nationalobserver.com/2020/06/01/news/enviro-canada-inspections-polluting-canada-down-sharply-2015
[1] https://e360.yale.edu/features/when-social-distancing-ends-will-we-rethink-the-world-we-want
[1] https://www.change.org/p/create-a-climate-change-advert-for-uk-cinemas
[1] https://www.theguardian.com/environment/2020/may/28/climate-crisis-world-forests-shorter-younger-study
[1] https://time.com/5709100/halt-climate-change-300-billion/?xid=tcoshare
[1] https://www.bbc.co.uk/news/science-environment-49086783
[1] https://theconversation.com/buried-altered-silenced-4-ways-government-climate-information-has-changed-since-trump-took-office-92323?utm_source=twitter&utm_medium=bylinetwitterbutton
[1] https://www.theguardian.com/environment/2019/aug/08/climate-crisis-reducing-lands-ability-to-sustain-humanity-says-ipcc?CMP=share_btn_tw
[1] https://www.theguardian.com/environment/2019/aug/03/ipcc-land-use-food-production-key-to-climate-crisis-leaked-report?CMP=share_btn_tw

Top URLs in Tweet in G10:
[2] https://docs.google.com/forms/d/e/1FAIpQLSed3Ifa9FDez7SBp1zwDj3ykqjCHbEL2kGOqwlhgPwr4PCqhg/viewform?vc=0&c=0&w=1&usp=mail_form_link
[1] https://www.wri.org/blog/2020/05/3-steps-scaling-nature-based-solutions-climate-adaptation?utm_source=twitter&utm_medium=adaptourworld&utm_campaign=socialmedia&utm_term=ebdb50e4-1a1b-4312-975b-014c4ea1026d
[1] https://twitter.com/AfricaGreens/status/1267936249899364352
[1] https://twitter.com/SabaMay24/status/1267595004182052864
[1] https://science.thewire.in/environment/climate-change-coronavirus-pandemic-combined-effects-india-health-economy/?utm_source=twitter&utm_medium=worldresources&utm_campaign=socialmedia&utm_term=5404da6d-3644-46cf-8645-70745f23f722
[1] https://events.globallandscapesforum.org/bonn-2020/
[1] https://www.cgiar.org/news-events/all-news/our-response-to-covid-19/
[1] https://events.globallandscapesforum.org/agenda/bonn-2020/4-june/the-triple-challenge-a-stable-climate-food-security-and-space-for-nature/
[1] https://www.frontiersin.org/article/10.3389/fsufs.2020.00061/full
[1] https://events.globallandscapesforum.org/agenda/bonn-2020/4-june/building-back-better-taking-a-one-health-approach-for-healthy-landscapes-people-animals-and-wildlife/

Top Domains
Top Domains in Tweet in Entire Graph:
[290] twitter.com
[113] weforum.org
[67] youtube.com
[65] iammarketingmedia.com
[61] co.uk
[45] blogspot.com
[35] theguardian.com
[29] bit.ly
[29] linkedin.com
[28] bbc.com

Top Domains in Tweet in G1:
[14] twitter.com
[5] npr.org
[5] bloomberg.com
[4] ecowatch.com
[3] bbc.com
[3] gcaptain.com
[2] apple.com
[2] medium.com
[2] co.uk
[2] phys.org

Top Domains in Tweet in G2:
[63] iammarketingmedia.com
[34] twitter.com
[23] immortalartist.com
[12] climatenewsnetwork.net
[11] eurekalert.org
[10] livekindly.co
[9] forbes.com
[9] com.au
[8] youtube.com
[7] mattysparadigm.org

Top Domains in Tweet in G3:
[71] twitter.com
[13] theguardian.com
[13] linkedin.com
[13] instagram.com
[12] blogspot.com
[9] co.uk
[5] bbc.com
[5] youtube.com
[5] bradenkelley.com
[5] smh.re

Top Domains in Tweet in G4:
[14] forbes.com
[11] twitter.com
[9] globalnews.ca
[8] trust.org
[7] bbc.com
[7] sciencedaily.com
[5] axios.com
[5] grist.org
[4] insideclimatenews.org
[4] tampabay.com

Top Domains in Tweet in G5:
[8] pixelmoversandmakers.com
[1] judithcurry.com
[1] columbia.edu
[1] ipcc.ch
[1] uiuc.edu
[1] ucar.edu
[1] usatoday.com
[1] wordpress.com

Top Domains in Tweet in G6:
[103] weforum.org
[3] twitter.com
[2] bit.ly
[1] unesco.org
[1] earthhow.com
[1] wcmc.io
[1] gwp.org
[1] linkedin.com
[1] zoom.us
[1] sciencemag.org

Top Domains in Tweet in G7:
[3] weforum.org
[2] co.uk
[1] oceana.org
[1] twitter.com
[1] webex.com

Top Domains in Tweet in G8:
[20] youtube.com
[6] friendsofscience.org
[4] twitter.com
[3] cfact.org
[3] citizensclimatelobby.org
[3] com.au
[2] tiny.cc
[2] globalnews.ca
[1] bit.ly
[1] buff.ly

Top Domains in Tweet in G9:
[4] twitter.com
[3] theguardian.com
[2] vox.com
[2] nationalobserver.com
[1] yale.edu
[1] change.org
[1] time.com
[1] co.uk
[1] theconversation.com
[1] insideclimatenews.org

Top Domains in Tweet in G10:
[4] twitter.com
[3] globallandscapesforum.org
[3] bit.ly
[2] wri.org
[2] google.com
[2] cimmyt.org
[2] climatetracker.org
[1] thewire.in
[1] cgiar.org
[1] frontiersin.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3759] climatechange
[317] covid19
[233] climateaction
[181] climate
[175] climatecrisis
[171] globalwarming
[163] worldreefawarenessday
[140] environment
[113] sustainability
[93] climateemergency



Top Hashtags in Tweet in G1:
[211] climatechange
[36] climate
[34] climateaction
[28] climatestrike
[25] climatecrisis
[23] sustainability
[21] arctic
[19] climateemergency
[18] extinctionrebellion
[14] eugreendeal

Top Hashtags in Tweet in G2:
[487] climatechange
[123] climateaction
[61] globalwarming
[58] adaptation
[53] environment
[48] climate
[43] antarctica
[37] arctic
[34] climatescience
[33] carbondioxide

Top Hashtags in Tweet in G3:
[446] climatechange
[34] globalwarming
[32] climatecrisis
[25] climate
[22] covid19
[16] environment
[13] sustainability
[13] blacklivesmatter
[12] coronavirus
[11] climateemergency

Top Hashtags in Tweet in G4:
[172] climatechange
[23] covid19
[7] coronavirus
[7] climateaction
[7] globalwarming
[5] arctic
[4] climatecrisis
[4] parisagreement
[4] science
[4] nofilters

Top Hashtags in Tweet in G5:
[20] climatechange
[8] globalwarming
[8] dataviz
[4] co2
[3] climatehoax
[2] gmb
[2] climatebrawl
[1] dipoles
[1] auspol
[1] qanda

Top Hashtags in Tweet in G6:
[146] climatechange
[59] oceans
[40] antarctic
[13] globalwarming
[10] geography
[10] sealevel
[8] autonomous
[8] garbage
[8] robot
[7] sdgs

Top Hashtags in Tweet in G7:
[158] worldreefawarenessday
[17] climatechange
[6] webinar
[4] india
[4] plasticpollution
[4] tiredearth
[4] climatecrisis
[2] tuesdaythoughts
[2] marine
[2] globalwarming

Top Hashtags in Tweet in G8:
[116] climatechange
[11] climatecrisis
[8] climate
[8] covid19
[7] climatebrawl
[6] airpollution
[5] nature
[4] globalwarming
[4] hongkong
[4] actonclimate

Top Hashtags in Tweet in G9:
[46] climatechange
[28] uk
[11] actonclimate
[10] stophs2
[7] extinctionrebellion
[6] cummings
[6] nhs
[6] stoppinghs2
[6] coronavirus
[4] nhsnoths2

Top Hashtags in Tweet in G10:
[82] climatechange
[13] covid19
[6] foodsystems
[5] glfbonn2020
[5] nowreading
[5] cycloneamphan
[4] africa
[4] roadsafety
[3] nairobi
[3] innovativevolunteerism

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[211] #climatechange
[120] profstrachan
[68] scientists
[63] decade
[61] tipping
[61] points
[60] ago
[60] potential
[59] nine
[59] 'active

Top Words in Tweet in G2:
[487] #climatechange
[178] climate
[129] change
[124] #climateaction
[100] more
[72] read
[61] #globalwarming
[58] #adaptation
[56] bleaching
[53] #environment

Top Words in Tweet in G3:
[446] #climatechange
[62] climate
[40] change
[36] more
[34] #globalwarming
[34] world
[32] #climatecrisis
[25] #climate
[22] #covid19
[17] people

Top Words in Tweet in G4:
[172] #climatechange
[41] allanmargolin
[26] climate
[23] #covid19
[20] more
[18] change
[15] coronavirus
[15] already
[15] impacting
[15] covid

Top Words in Tweet in G5:
[20] #climatechange
[9] ice
[9] 2020
[8] global
[8] arctic
[8] antarctic
[8] sea
[8] area
[8] barrel
[8] #globalwarming

Top Words in Tweet in G6:
[146] #climatechange
[119] wef
[70] heat
[59] #oceans
[58] ocean
[58] times
[58] current
[58] rate
[58] study
[57] finds

Top Words in Tweet in G7:
[161] coral
[161] ocean
[160] reefs
[159] today
[158] oceana
[158] #worldreefawarenessday
[158] home
[158] innumerable
[158] marine
[158] life

Top Words in Tweet in G8:
[116] #climatechange
[48] friendsoscience
[38] kind
[36] still
[36] greatest
[34] poses
[32] light
[32] anarchy
[32] chaos
[32] going

Top Words in Tweet in G9:
[99] pauledawson
[54] find
[53] terrible
[52] extinction
[51] hard
[51] exaggerate
[51] peril
[51] half
[51] way
[46] #climatechange

Top Words in Tweet in G10:
[82] #climatechange
[56] helps
[40] unep
[33] keeping
[33] nature
[31] diseases
[29] against
[28] intact
[28] guard
[28] zoonotic

Top Word Pairs
Top Word Pairs in Tweet in G2:
[61] climate,change
[59] read,more
[59] more,#adaptation
[59] #adaptation,#antarctica
[59] #climateaction,#climatechange
[59] #climatechange,#globalwarming
[59] #antarctica,#arctic
[59] #arctic,#carbondioxide
[59] #carbondioxide,#climateaction
[59] #climatechange,#climatescience

Top Word Pairs in Tweet in G3:
[121] climate,change
[66] #climatechange,#climatecrisis
[58] #climatechange,#globalwarming
[41] #climatechange,#covid19
[40] #globalwarming,#climatechange
[37] #temperature,#climatechange
[36] #climate,#climatechange
[33] #climatecrisis,#climatechange
[32] #climatechange,#climateemergency
[32] around,world

Top Word Pairs in Tweet in G4:
[30] allanmargolin,#climatechange
[14] already,impacting
[12] climate,change
[9] covid,19
[8] impacting,sharks
[8] fight,#climatechange
[7] sharks,mcmsharksxx
[7] 19,wildfires
[6] wildfires,ready
[6] ready,washington

Top Word Pairs in Tweet in G5:
[22] global,arctic
[15] arctic,antarctic
[14] antarctic,sea
[14] sea,ice
[13] ice,area
[12] area,barrel
[12] barrel,2020
[12] 2020,#globalwarming
[12] #globalwarming,#climatechange
[12] #climatechange,#dataviz

Top Word Pairs in Tweet in G6:
[8] ocean,heat
[8] heat,times
[8] times,current
[8] current,rate
[8] rate,study
[8] #oceans,#climatechange
[8] study,finds
[8] finds,#oceans
[8] wef,ocean
[8] meanwhile,antarctica's

Top Word Pairs in Tweet in G7:
[58] coral,reefs
[58] today,#worldreefawarenessday
[58] #worldreefawarenessday,coral
[58] reefs,home
[58] home,innumerable
[58] innumerable,marine
[57] marine,life
[57] life,species
[55] species,ocean
[40] ocean,acidification

Top Word Pairs in Tweet in G8:
[160] #climatechange,poses
[158] light,anarchy
[158] anarchy,chaos
[158] chaos,going
[158] going,still
[158] still,thinks
[158] thinks,#climatechange
[158] poses,greatest
[158] greatest,risk
[158] risk,kind

Top Word Pairs in Tweet in G9:
[34] find,hard
[32] hard,exaggerate
[32] exaggerate,peril
[32] peril,extinction
[32] extinction,half
[32] half,way
[32] way,terrible
[32] pauledawson,find
[32] worst,drought
[32] #uk,potentially

Top Word Pairs in Tweet in G10:
[51] keeping,nature
[51] nature,intact
[51] intact,helps
[51] helps,guard
[51] guard,against
[51] against,zoonotic
[51] zoonotic,diseases
[49] diseases,helps
[29] helps,adapt
[28] adapt,#climatechange

Top Replied-To
Top Replied-To in Entire Graph:
@wbrettwilson
@realdonaldtrump
@skynews
@zalmodegicos
@greenpeacenz
@sconwaysmith
@greenpeace
@bbcnews
@prinstitution
@climatemorgan

Top Replied-To in G1:
@greenpeace
@greenpeacenz
@zalmodegicos
@greenpeacesuomi
@business
@mmflint
@1gdac
@climatemorgan
@ecowarriorss
@jellsmoor

Top Replied-To in G2:
@ajenglish
@svclimatestrike
@aoc
@xrebellionuk
@thechance2b
@jacksciarr

Top Replied-To in G4:
@katy_merrifield
@allanmargolin
@scooter4002

Top Replied-To in G5:
@sconwaysmith
@ceist8
@douggra79750897
@stevethib
@ajamesw2
@fuzzymania_
@andrewemcameron
@reliableab
@uvmeter

Top Replied-To in G6:
@unece

Top Replied-To in G8:
@wbrettwilson
@keepusa2020
@usaparents
@jlakely
@lannygart
@cathmckenna
@kungfu_zombie
@oconnorwrites

Top Replied-To in G9:
@skynews
@brightwhite1001
@hs2ltd
@timesofindia
@drclarence2
@nicolasturgeon

Top Replied-To in G10:
@globalforests

Top Mentioned
Top Mentioned in Entire Graph:
@oceana
@profstrachan
@wef
@pauledawson
@friendsoscience
@jackthelad1947
@unep
@allanmargolin
@arikring
@unfccc

Top Mentioned in G1:
@profstrachan
@jackthelad1947
@arikring
@debraruh
@ristori20
@hanslak
@seth_leitman
@ecowarriorss
@henryk_b_
@charluv2011

Top Mentioned in G2:
@iam__network
@zimswp
@gretathunberg
@dragofix
@forbes
@climatenewsday
@michaelemann
@noreenwise777
@livekindlyco
@usj_online

Top Mentioned in G3:
@ghiolena
@drpresage
@robbiezombie
@saveearth1928
@britweathersvs
@findoutwhy4
@nesta_us
@matmalay
@girlpolitik
@udderrunner

Top Mentioned in G4:
@allanmargolin
@mcmsharksxx
@invw
@cdnpressnews
@forbes
@lillybelleinluv
@onlyoneashleymw
@brendabalazs
@simplyjustbeing
@beth092666

Top Mentioned in G5:
@kevpluck
@dawntj90
@gillesnfio
@thedisproof
@friendsoscience
@oscarswild1
@zombiepiano
@jamz129
@cymaticwave
@wlbeeton

Top Mentioned in G6:
@wef
@frronconi
@realtechmatters
@heinzvhoenen
@easygeography
@curieuxexplorer
@supplychnqueen
@alicia_budhram
@alex_verbeek

Top Mentioned in G7:
@oceana
@cpaws
@wef
@lin_anderson_95
@peace_boat
@marchforscience
@stcbocas
@pespinosac
@soalliance
@zimswp

Top Mentioned in G8:
@friendsoscience
@cathmckenna
@stevebrownbc
@geraldkutney
@khayhoe
@youtube
@wbrettwilson
@gretathunberg
@henryfountain
@mikehudema

Top Mentioned in G9:
@pauledawson
@hs2ltd
@bearwitness2019
@xrebellionuk
@borisjohnson
@louiswmadam
@sonjathame
@salentoprecious
@hs2rebellion
@kimmysw

Top Mentioned in G10:
@unep
@worldresources
@richardmunang
@cgiarclimate
@globallf
@edwinchiy
@fao
@cgiar
@sabamay24
@ilri

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@the_news_diva
@scarletmonahan
@jurylady5
@alhanda
@edinburghwatch
@robre62
@geoffrey_payne
@jijmpel
@wrikent3500

Top Tweeters in G1:
@dancas2
@sddphoto
@lehimesa
@jilliemary
@hazelglasgow
@ggg_says
@normanbuffong
@business
@npsusa
@carlyinnj

Top Tweeters in G2:
@scarletmonahan
@jijmpel
@yarosisnancy
@gambiste1
@iam__network
@ishagshafeeg
@stiffmidlefinga
@shafeeu
@justbementalist
@researchmrx

Top Tweeters in G3:
@percievedlogic
@jchapman1729
@swirlosquirrel
@davidmatheson27
@malloryontravel
@hanjangho76
@charissadufour
@bagaluesunab
@the_plantsman_
@waseemazmet

Top Tweeters in G4:
@the_news_diva
@twitlertwit
@ohiomail
@stockguy61
@mog7546
@jamestoupin
@theresamax
@awelab1956
@oceanshaman
@mikecoulson48

Top Tweeters in G5:
@abc
@reddragonfly19
@olivia_awaken
@eachus
@tokyo_tom
@cromwellstuff
@veronicatalbot9
@tony__heller
@equi_noctis
@plagueofprogs

Top Tweeters in G6:
@jornalistavitor
@robre62
@chrisbrey1
@mariacabadas
@akwyz
@thomaspower
@bernardo_pirola
@kuriharan
@jr2d26212
@ana_captures

Top Tweeters in G7:
@saragomezaranci
@de_plazza
@elizabethtoni
@oasismountain
@ttsnoopy
@hiyoc5
@rospalumbo
@kcorr54
@sbs_ol
@lup_21

Top Tweeters in G8:
@ecointernetdrgb
@yonadav7
@nationalpost
@nikkudix
@bpratto
@enrirosasdiaz
@spoonhead8
@pazzalou
@rcpwells
@strebormt

Top Tweeters in G9:
@timesofindia
@slsandpet
@shareitarie10
@skynews
@blubdha
@proglocommons
@unetomaterouge
@dummieyblondiey
@goldsuzie
@af7qp

Top Tweeters in G10:
@nomoreslaves
@richardmunang
@melindarooke
@soilassociation
@cgiar
@carbonbrief
@globallf
@worldresources
@globalunion3
@cifor


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