#climatechange, Twitter, 6/18/2020 1:09:38 AM, 229471


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#climatechange_2020-06-17_17-10-03.xlsx
#climatechange_2020-06-17_17-10-03.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 18, 2020
Short Description:
#climatechange via NodeXL https://bit.ly/3fzkLxB
@eco1start
@eankitpandey
@arikring
@weincludedorg
@pauledawson
@ipbes
@unfccc
@geraldkutney
@wef
@imagine_garden

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

Description:
Description
The graph represents a network of 6,047 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, 18 June 2020 at 00:12 UTC.

The requested start date was Thursday, 18 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, 7-hour, 39-minute period from Monday, 15 June 2020 at 19:10 UTC to Wednesday, 17 June 2020 at 02:50 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 : 6047
Unique Edges : 4262
Edges With Duplicates : 8318
Total Edges : 12580
Number of Edge Types : 5
Retweet : 3519
MentionsInRetweet : 4880
Mentions : 2703
Tweet : 1265
Replies to : 213
Self-Loops : 1363
Reciprocated Vertex Pair Ratio : 0.0192477225977079
Reciprocated Edge Ratio : 0.0377684878189419
Connected Components : 964
Single-Vertex Connected Components : 371
Maximum Vertices in a Connected Component : 3231
Maximum Edges in a Connected Component : 8281
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.132206
Graph Density : 0.000189742047641911
Modularity : 0.547882
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 6,047 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, 18 June 2020 at 00:12 UTC.

The requested start date was Thursday, 18 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, 7-hour, 39-minute period from Monday, 15 June 2020 at 19:10 UTC to Wednesday, 17 June 2020 at 02:50 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:
[31] https://www.weforum.org/agenda/2020/06/flooding-homes-sea-levels-rising-floating-ocean-grimshaw
[24] https://principia-scientific.org/the-un-ipccs-core-climate-hypothesis-is-dead
[24] https://unfccc.int/files/essential_background/background_publications_htmlpdf/application/pdf/conveng.pdf
[16] https://www.weforum.org/agenda/2020/06/technology-pioneers-2020
[14] https://www.youtube.com/watch?v=bpOSxM0rNPM

[13] https://theconversation.com/the-number-of-climate-deniers-in-australia-is-more-than-double-the-global-average-new-survey-finds-140450?utm_source=twitter&utm_medium=bylinetwitterbutton
[11] https://www.cbc.ca/news/politics/climate-change-emissions-canada-trudeau-kyoto-1.5613108?__vfz=medium%3Dsharebar
[10] https://www.theguardian.com/business/grogonomics/2020/jun/16/australians-arent-worried-about-climate-change-the-message-just-isnt-getting-through?CMP=share_btn_tw
[9] https://www.nytimes.com/2020/06/15/climate/climate-science-trump.html?smid=tw-share
[9] https://trca.ca/event/youth-action-climate-panel/

Top URLs in Tweet in G1:
[4] http://www.solveclimatechange.com
[3] https://therainforestsite.greatergood.com/clicktogive/trs/petition/trump-climate-change?utm_source=trs&utm_medium=social-twit&utm_content=ta-share&utm_campaign=Trump's%20Climate%20Change%20Denial%20Can't%20Continue
[3] https://www.totaltele.com/506161/Telefonica-slashes-emissions-targets-by-20-years-in-new-push-to-go-green
[3] https://spectrum.ieee.org/energy/renewables/to-get-wind-power-you-need-oil
[3] https://blog.immortalartist.com/p/the-katrina-portraits-you-are-beautiful.html
[3] https://blog.iammarketingmedia.com/patterns-in-permafrost-soils-could-help-climate-change-models/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[3] http://centraljersey.com
[3] https://www.theguardian.com/environment/2020/jun/13/climate-worst-case-scenarios-clouds-scientists-global-heating
[3] https://www.nytimes.com/2020/06/15/climate/climate-science-trump.html?smid=tw-share
[3] https://www.minersoutcovidout.org/?utm_medium=social&utm_source=linktree&utm_campaign=demand+miners+out+of+the+yanomami+land+in+brazil

Top URLs in Tweet in G2:
[6] https://www.ngarainstitute.org.au/events/2020/4/10/climate-series-2020-june
[4] https://www.nytimes.com/2020/06/15/climate/climate-science-trump.html?smid=tw-share
[3] https://www.nytimes.com/2020/06/15/climate/climate-science-trump.html
[3] https://www.theguardian.com/business/grogonomics/2020/jun/16/australians-arent-worried-about-climate-change-the-message-just-isnt-getting-through?CMP=share_btn_tw
[3] http://secure.hostgator.com/~affiliat/cgi-bin/affiliates/clickthru.cgi?id=Bankroller&page=http://www.hostgator.com/green-web-hosting.shtml
[2] http://gpwx.news/sqpjc
[2] https://www.pilotonline.com/news/environment/vp-nw-virginia-beach-climate-change-20200614-ovm4gidp6rbqlluh6ei6v6pf4q-story.html
[2] https://dandelionsalad.wordpress.com/2020/06/14/there-will-be-no-social-or-racial-justice-worth-having-on-a-dead-planet-by-paul-street/
[2] https://www.forbes.com/sites/energyinnovation/2020/06/09/plunging-renewable-energy-prices-mean-us-can-hit-90-clean-electricity-by-2035at-no-extra-cost/
[2] https://twitter.com/TheWeatherStn/status/1272603848436256770

Top URLs in Tweet in G3:
[4] https://theconversation.com/the-number-of-climate-deniers-in-australia-is-more-than-double-the-global-average-new-survey-finds-140450?utm_source=twitter&utm_medium=bylinetwitterbutton
[4] http://www.counterpunch.org/
[3] https://www.counterpunch.org/2020/06/16/living-with-global-warming/
[1] https://www.nytimes.com/2020/06/15/climate/climate-science-trump.html?smid=tw-share
[1] https://www.inverse.com/science/climate-explained-could-the-world-stop-using-fossil-fuels-today
[1] https://www.bbc.co.uk/news/science-environment-50547073
[1] https://theprint.in/environment/climate-change-is-set-to-become-worst-crisis-of-our-time-covid-recovery-could-change-that/440918/
[1] https://www.theguardian.com/environment/2020/jun/13/climate-worst-case-scenarios-clouds-scientists-global-heating
[1] https://theconversation.com/how-much-do-people-around-the-world-care-about-climate-change-we-surveyed-80-000-people-in-40-countries-to-find-out-140801?utm_source=twitter&utm_medium=bylinetwitterbutton
[1] https://flipboard.com/@flipboard/-may-2020-tied-the-hottest-may-on-record/f-f6d3344b6b%2Ffoxnews.com

Top URLs in Tweet in G4:
[6] https://www.queerecoproject.org/
[5] https://twitter.com/messages/compose?recipient_id=835740314006511618&text=sign%20YOFBXB
[5] https://e360.yale.edu/features/unequal-impact-the-deep-links-between-inequality-and-climate-change
[4] https://britishcolumbia.uli.org/events/detail/A111E0D6-6B53-4962-81DE-9F10683E9BB1/?utm_source=Social&utm_medium=twitter&utm_term=ulibc&utm_content=c4ae609f-eb22-4255-b9f8-ca648709e25b&utm_campaign=Evergreen%20Social
[4] https://www.momscleanairforce.org/event/let-us-breathe/
[4] https://www.youtube.com/watch?v=OJGIvqRLXwo&feature=youtu.be

[3] https://www.cbsnews.com/news/warmest-year-on-record-2020-likely/
[3] https://www.carbonbrief.org/world-population-facing-water-stress-could-double-by-2050-as-climate-warms/amp?__twitter_impression=true
[2] https://twitter.com/messages/compose?recipient_id=835740314006511618&text=sign%20MQZKKP
[2] https://twitter.com/TimMLatimer/status/1272508611563044868

Top URLs in Tweet in G5:
[2] http://www.greenbuiltinternationalbuildingcompany.com/
[2] https://podcasts.apple.com/gb/podcast/welcome-to-the-force-of-nature-podcast/id1515505058?i=1000475930830
[1] https://time.com/5709100/halt-climate-change-300-billion/?xid=tcoshare
[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/14/fracking-causing-rise-in-methane-emissions-study-finds?CMP=share_btn_tw
[1] https://www.scidev.net/global/forestry/news/brazil-drives-increase-in-worldwide-forest-loss.html
[1] https://e360.yale.edu/features/as-climate-changes-worsens-a-cascade-of-tipping-points-looms
[1] 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
[1] https://www.theguardian.com/australia-news/audio/2020/jun/03/is-it-too-late-to-save-the-great-barrier-reef?CMP=share_btn_tw
[1] https://www.theguardian.com/global-development/2019/may/16/one-day-disappear-tuvalu-sinking-islands-rising-seas-climate-change?CMP=share_btn_tw

Top URLs in Tweet in G6:
[28] https://www.weforum.org/agenda/2020/06/flooding-homes-sea-levels-rising-floating-ocean-grimshaw
[12] https://www.weforum.org/agenda/2020/06/technology-pioneers-2020
[3] https://www.weforum.org/agenda/2019/07/climate-change-causing-global-to-rise
[1] https://buff.ly/3dhCQj4
[1] https://buff.ly/2UD9DYG
[1] https://www.weforum.org/agenda/2020/06/britain-power-coal-plants-renewable-energy-sources
[1] https://twitter.com/mvollmer1/status/1271525577703505921
[1] https://twitter.com/arikring/status/1237856339847593986

Top URLs in Tweet in G7:
[3] https://twitter.com/neasdenparade/status/1272636419387928577
[1] https://www.forbes.com/sites/trevornace/2020/06/10/carbon-dioxide-levels-just-hit-417ppm-highest-in-human-history/
[1] https://realclimatescience.com/2019/09/australia-shows-no-warming-since-1876/
[1] https://electroverse.net/chinese-scientists-conclude-the-urban-heat-island-effect-is-responsible-for-much-of-the-observed-climate-warming/
[1] https://electroverse.net/record-cold-engulfs-ontario-greenlands-astonishing-smb-gains-continue/
[1] https://www.youtube.com/watch?v=17aNU9fKzho&feature=youtu.be

[1] https://www.forbes.com/sites/enriquedans/2020/06/16/there-are-so-many-ways-of-capturing-carbon-dioxide-we-must-start-using-themnow/#6a6d968f78a3
[1] https://www.bitchute.com/video/AbK8VZaLH720/
[1] https://www.forbes.com/sites/marshallshepherd/2020/06/12/3-common-things-in-race-coronavirus-and-climate-change-debates/
[1] http://temperature.global

Top URLs in Tweet in G8:
[1] https://thenarwhal.ca/canadas-conservation-efforts-prioritize-resiliency-climate-change/
[1] https://www.sanluisobispo.com/news/local/article243559887.html
[1] https://www.mdpi.com/2076-0760/9/6/103
[1] https://www.weforum.org/agenda/2020/06/flooding-homes-sea-levels-rising-floating-ocean-grimshaw
[1] http://bit.ly/2UHz4bs
[1] http://youtu.be/MJuN8mELU08
[1] https://www.qut.edu.au/institute-for-future-environments/about/news?id=164769
[1] https://www.nasa.gov/feature/goddard/2020/icesat-2-measures-arctic-sea-ice-thickness-snow-cover/
[1] https://droughtmonitor.unl.edu/
[1] https://climate.nasa.gov/

Top URLs in Tweet in G9:
[3] https://mailchi.mp/5279ea1aa532/fair-update-newsletter-6626806
[2] https://earther.gizmodo.com/climate-change-is-turning-antarcticas-snow-green-1843549489?utm_medium=sharefromsite&utm_source=earther_twitter
[2] https://hri.eri.iu.edu/
[2] https://www.mattysparadigm.org/may-11th/
[2] https://electrek.co/2020/06/15/tesla-closing-in-incentive-package-factory-austin/
[2] https://www.linkedin.com/pulse/its-too-hot-ana-claudia-antunes-1e
[2] https://www.haultail.com/news/why-we-will-never-be-able-to-recycle-or-incinerate-away-ocean-pollution/
[2] https://www.ecowatch.com/amp/deep-sea-migration-2646173761
[2] https://unlimitedsolar.com/
[1] https://www.npr.org/2020/06/15/877643195/supreme-court-says-pipeline-may-cross-underneath-appalachian-trail

Top URLs in Tweet in G10:
[3] https://www.sciencedaily.com/releases/2020/06/200608122336.htm
[1] http://ow.ly/WQX950yui0s
[1] http://ow.ly/zJaI50A80ut
[1] https://twitter.com/ISEE_NAC/status/1273017782637072384
[1] https://www.coloradoan.com/story/news/2020/06/16/platte-river-power-authority-plans-shut-down-rawhide-coal-plant-2030/3198448001/
[1] https://www.vaildaily.com/?p=479343
[1] https://myemail.constantcontact.com/Natural-Gas-Leaks--Air-Quality--and-the-Push-for-Renewable-Gas.html?soid=1107630230415&aid=nuCldyi-3DQ
[1] https://medium.com/@UNDPasiapac/tuvalu-wields-new-data-in-the-fight-against-climate-change-f07ab13dfe43
[1] https://twitter.com/medssurvey/status/1271514605702053896
[1] https://twitter.com/medssurvey/status/1272529787236552706

Top Domains
Top Domains in Tweet in Entire Graph:
[321] twitter.com
[83] youtube.com
[65] iammarketingmedia.com
[55] weforum.org
[54] theguardian.com
[53] bit.ly
[39] linkedin.com
[33] theconversation.com
[32] nytimes.com
[26] principia-scientific.org

Top Domains in Tweet in G1:
[62] iammarketingmedia.com
[53] twitter.com
[18] immortalartist.com
[9] blogspot.com
[8] theguardian.com
[7] ieee.org
[7] nytimes.com
[5] bit.ly
[4] wattsupwiththat.com
[4] solveclimatechange.com

Top Domains in Tweet in G2:
[66] twitter.com
[17] linkedin.com
[12] youtube.com
[12] theguardian.com
[7] nytimes.com
[7] co.uk
[6] instagram.com
[6] org.au
[5] reuters.com
[5] blogspot.com

Top Domains in Tweet in G3:
[8] counterpunch.org
[5] theconversation.com
[2] nytimes.com
[2] co.uk
[2] twitter.com
[1] inverse.com
[1] theprint.in
[1] theguardian.com
[1] flipboard.com
[1] linkedin.com

Top Domains in Tweet in G4:
[23] twitter.com
[8] carbonbrief.org
[6] queerecoproject.org
[6] youtube.com
[6] smh.re
[5] yale.edu
[4] uli.org
[4] momscleanairforce.org
[4] phys.org
[3] cbsnews.com

Top Domains in Tweet in G5:
[4] theguardian.com
[3] theconversation.com
[2] greenbuiltinternationalbuildingcompany.com
[2] apple.com
[1] time.com
[1] scidev.net
[1] yale.edu
[1] vox.com
[1] phys.org
[1] twitter.com

Top Domains in Tweet in G6:
[44] weforum.org
[2] buff.ly
[2] twitter.com

Top Domains in Tweet in G7:
[3] forbes.com
[3] twitter.com
[2] electroverse.net
[1] realclimatescience.com
[1] youtube.com
[1] bitchute.com
[1] temperature.global
[1] smithsonianmag.com

Top Domains in Tweet in G8:
[3] twitter.com
[2] nasa.gov
[1] thenarwhal.ca
[1] sanluisobispo.com
[1] mdpi.com
[1] weforum.org
[1] bit.ly
[1] youtu.be
[1] edu.au
[1] unl.edu

Top Domains in Tweet in G9:
[14] twitter.com
[11] mattysparadigm.org
[4] bloomberg.com
[4] ecowatch.com
[3] yaleclimateconnections.org
[3] mailchi.mp
[3] linkedin.com
[2] gizmodo.com
[2] iu.edu
[2] elpais.com

Top Domains in Tweet in G10:
[6] twitter.com
[4] undp.org
[3] sciencedaily.com
[3] bit.ly
[2] ow.ly
[2] watereducation.org
[1] coloradoan.com
[1] vaildaily.com
[1] constantcontact.com
[1] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3613] climatechange
[308] covid19
[250] climateaction
[231] climatecrisis
[205] biodiversity
[154] climate
[134] globalwarming
[133] sustainability
[131] environment
[124] climateemergency



Top Hashtags in Tweet in G1:
[395] climatechange
[129] climateaction
[55] adaptation
[49] environment
[46] arctic
[44] antarctica
[41] carbondioxide
[40] climatescience
[39] climatology
[39] companies

Top Hashtags in Tweet in G2:
[432] climatechange
[31] sustainability
[30] environment
[24] climate
[23] globalwarming
[23] covid19
[17] energy
[16] climatecrisis
[13] climateemergency
[10] pollution

Top Hashtags in Tweet in G3:
[80] climatechange
[17] climateemergency
[13] climatecrisis
[9] climateaction
[9] warmingstripes
[6] gridedgesummit
[4] sustainability
[4] carbon
[4] energytransition
[4] virtual

Top Hashtags in Tweet in G4:
[184] climatechange
[21] climate
[21] climateaction
[18] itstimetochange
[17] climatecrisis
[12] covid19
[11] globalwarming
[11] sustainable
[10] sustainability
[8] juneteenth

Top Hashtags in Tweet in G5:
[36] climatechange
[13] actonclimate
[10] climatecrisis
[6] gretathunberg
[5] methane
[5] globalwarming
[4] co2emissions
[4] arctic
[3] keepitintheground
[3] russia

Top Hashtags in Tweet in G6:
[135] climatechange
[28] oceans
[14] ai
[12] health
[10] climatecrisis
[8] climate
[7] globalwarming
[6] sustainability
[6] iceberg
[4] obama

Top Hashtags in Tweet in G7:
[36] climatechange
[10] climatebrawl
[8] climatehoax
[8] climatecrisis
[8] climatecult
[3] covid19
[3] netzero
[2] climateaction
[2] co2
[2] h2o

Top Hashtags in Tweet in G8:
[123] climatechange
[115] biodiversity
[96] naturebasedsolutions
[95] reforestation
[9] wutv
[8] stayinformedcc
[8] arcticmelt
[7] desertificationanddroughtday
[7] globalwarming
[7] actonclimate

Top Hashtags in Tweet in G9:
[128] climatechange
[35] globalwarming
[13] florida
[11] covid19
[10] climatepledge
[10] environment
[10] cambioclimatico
[10] carbononeutro
[9] carbonneutral
[9] sostenible

Top Hashtags in Tweet in G10:
[126] climatechange
[13] climatecrisis
[9] desertificationanddroughtday
[9] sids
[9] tuvalu
[6] nigeria
[5] ipcc
[5] biodiversity
[4] globalhealth
[3] worldseaturtleday

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:
[395] #climatechange
[148] climate
[129] #climateaction
[118] change
[107] more
[82] read
[55] #adaptation
[49] #environment
[46] #arctic
[44] #antarctica

Top Words in Tweet in G2:
[432] #climatechange
[96] climate
[56] change
[31] #sustainability
[31] more
[30] #environment
[27] world
[24] #climate
[23] #globalwarming
[23] #covid19

Top Words in Tweet in G3:
[80] #climatechange
[61] profstrachan
[36] climate
[26] arikring
[24] collective
[22] ecowarriorss
[22] world
[21] mzjacobson
[21] see
[21] carbon

Top Words in Tweet in G4:
[184] #climatechange
[74] climate
[49] change
[32] join
[26] people
[23] policy
[22] #climate
[21] #climateaction
[20] zeroco2_
[18] future

Top Words in Tweet in G5:
[173] pauledawson
[64] climate
[60] world
[60] reef
[57] sea
[56] sand
[55] far
[39] change
[36] #climatechange
[35] find

Top Words in Tweet in G6:
[135] #climatechange
[64] act
[61] mikehudema
[58] dear
[57] humanity
[57] threatens
[57] existence
[57] soon
[57] there'll
[57] catastrophic

Top Words in Tweet in G7:
[36] #climatechange
[25] over400ppm
[15] jamz129
[12] thedisproof
[12] dawntj90
[12] greenland
[12] gaining
[12] ice
[12] right
[12] losing

Top Words in Tweet in G8:
[123] #climatechange
[115] #biodiversity
[110] ipbes
[97] halt
[97] need
[96] #naturebasedsolutions
[95] loss
[95] stop
[95] #reforestation
[95] key

Top Words in Tweet in G9:
[128] #climatechange
[42] climate
[35] #globalwarming
[19] change
[19] experts
[18] more
[18] pandemic
[17] infosys
[16] covid
[16] 19

Top Words in Tweet in G10:
[126] #climatechange
[44] global
[43] threat
[42] earthdaynetwork
[41] decades
[40] catastrophic
[40] national
[39] turn
[39] security
[39] coming

Top Word Pairs
Top Word Pairs in Tweet in G2:
[109] climate,change
[72] #globalwarming,#climatechange
[54] #climate,#climatechange
[44] #sustainability,#climatechange
[43] #climatechange,#environment
[42] #temperature,#climatechange
[39] #climatechange,#globalwarming
[39] climate,science
[39] #climatechange,#climatecrisis
[39] covid,19

Top Word Pairs in Tweet in G3:
[45] ristori20,mzjacobson
[11] outlook,carbon
[11] carbon,emissions
[9] emissions,gap
[8] gap,grows
[8] grows,collective
[7] collective,failure
[6] failure,act
[6] act,early
[6] early,hard

Top Word Pairs in Tweet in G4:
[17] climate,change
[17] #itstimetochange,#climatechange
[17] #climatechange,join
[17] #climatechange,#climatecrisis
[17] change,problem
[17] problem,future
[17] future,people
[17] people,far
[17] far,away
[17] away,right

Top Word Pairs in Tweet in G5:
[46] government,climate
[14] climate,science
[14] science,age
[11] age,trump
[11] trump,documents
[11] documents,difficult
[11] difficult,find
[11] find,web
[11] web,buried
[11] pauledawson,government

Top Word Pairs in Tweet in G6:
[32] dear,humanity
[32] humanity,#climatechange
[32] #climatechange,threatens
[32] threatens,existence
[32] existence,act
[32] act,soon
[32] soon,there'll
[32] there'll,catastrophic
[32] catastrophic,biodiversity
[31] biodiversity,loss

Top Word Pairs in Tweet in G7:
[57] greenland,gaining
[57] gaining,ice
[57] ice,right
[57] right,losing
[57] losing,bothers
[57] bothers,#climatechange
[57] #climatechange,crowd
[57] crowd,wonder
[57] wonder,ontario
[57] ontario,smashes

Top Word Pairs in Tweet in G8:
[12] halt,#biodiversity
[12] #biodiversity,loss
[12] loss,stop
[12] stop,#climatechange
[12] #climatechange,need
[12] need,#naturebasedsolutions
[12] #naturebasedsolutions,#reforestation
[12] #reforestation,key
[12] ipbes,halt
[12] important,protection

Top Word Pairs in Tweet in G9:
[95] #climatechange,#globalwarming
[95] covid,19
[95] climate,change
[95] 19,pandemic
[95] pandemic,very
[95] very,example
[95] example,happens
[95] happens,don
[94] don,heed
[15] heed,warnings

Top Word Pairs in Tweet in G10:
[24] #climatechange,turn
[16] turn,catastrophic
[14] catastrophic,threat
[13] threat,national
[11] national,global
[11] global,security
[11] security,coming
[11] coming,decades
[11] earthdaynetwork,#climatechange
[11] arable,land

Top Replied-To
Top Replied-To in Entire Graph:
@dardedar
@gretathunberg
@biofuelwatch
@gghamari
@elyasgarad
@chr92
@dawntj90
@sportpossummit
@geraldkutney
@edwardian_times

Top Replied-To in G1:
@tigerinkorea5
@tveitdal
@drericding
@twicetoo2
@billhagertytn
@lguniversity
@tan123
@marcusrashford
@gop
@saraheight

Top Replied-To in G2:
@wny_ycasummit

Top Replied-To in G3:
@hazloe3
@geraldkutney
@hanslak
@dotcommodity
@solhog
@jackthelad1947

Top Replied-To in G4:
@kahlonrav

Top Replied-To in G5:
@pauledawson

Top Replied-To in G6:
@alicia_budhram
@supplychnqueen

Top Replied-To in G7:
@dardedar
@dawntj90
@medbennett
@ecosensenow
@gladfly1
@yaleclimatecomm

Top Replied-To in G8:
@thomas_rackow
@climatereality
@chriscartw83
@karenla44046863

Top Replied-To in G9:
@tap2k

Top Replied-To in G10:
@undp
@drtedros

Top Mentioned
Top Mentioned in Entire Graph:
@pauledawson
@ipbes
@mikehudema
@profstrachan
@rosakoire
@geraldkutney
@wef
@planetary_sec
@fao
@earthdaynetwork

Top Mentioned in G1:
@iam__network
@unfccc
@tveitdal
@unilever
@unep
@realdonaldtrump
@unbiodiversity
@guardian
@nytimes
@michaelemann

Top Mentioned in G2:
@ngarainstitute
@sciencedaddio
@earthjust_group
@allan_crawshaw
@madink401
@girlpolitik
@travel_scams
@nineinchbride
@normajeanangel

Top Mentioned in G3:
@profstrachan
@arikring
@ecowarriorss
@mzjacobson
@ristori20
@charluv2011
@christinemilne
@njdoc
@hazloe3
@msfowlersays

Top Mentioned in G4:
@zeroco2_
@drajesh_ug4ph
@buexperts
@eu_commission
@nrsgmutualaid
@yalee360
@openletterbot
@lil_natw
@umasswalker
@csis

Top Mentioned in G5:
@pauledawson
@chriscartw83
@sketchplanator
@mikehudema
@iam__network
@geraldkutney
@profstrachan
@tveitdal
@michaelemann
@gbibuildingco

Top Mentioned in G6:
@mikehudema
@wef
@fabriziobustama
@mvollmer1
@shicooks
@heinzvhoenen
@alvinfoo
@supplychnqueen
@steube
@al

Top Mentioned in G7:
@over400ppm
@jamz129
@thedisproof
@paprikalady
@climatehope2
@bridgetholmstro
@thinks_about_it
@tqmka
@oscarswild1
@badgersno

Top Mentioned in G8:
@ipbes
@patriciakombo
@unccd
@s_ayebkarlsson
@geraldkutney
@climatereality
@iucn
@nasa_ice
@unccdcso
@sciences_utas

Top Mentioned in G9:
@amazon
@ncse
@flphoenixnews
@globaloptimism
@infosys
@cc_yale
@climatepower
@climatecomms
@drjeffmasters
@ecowatch

Top Mentioned in G10:
@earthdaynetwork
@undp
@ipcc_ch
@defendourfuture
@asteiner
@gracehood
@who
@drtedros
@mbuhari
@undpclimate

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@scarletmonahan
@jurylady5
@robre62
@lindaleeking
@geoffrey_payne
@rjber15
@independent
@isaaranjuez
@ecointernetdrgb

Top Tweeters in G1:
@independent
@iam__network
@guardian
@business
@huffpost
@reuters
@ksp_libs
@mrkalman
@nytimes
@politico

Top Tweeters in G2:
@isaaranjuez
@financialbuzz
@percievedlogic
@allan_crawshaw
@hanjangho76
@tampabaybucsfan
@herrkusuma
@calililiindies
@hjmovingfaraway
@privacycamp

Top Tweeters in G3:
@lindaleeking
@dancas2
@lehimesa
@jilliemary
@ggg_says
@normanbuffong
@carlyinnj
@nofascistlies
@jjj5819
@cberrl

Top Tweeters in G4:
@scarletmonahan
@openletterbot
@softgrasswalker
@farfel54
@iscool
@bagaluesunab
@shaundakin
@earthaccounting
@zeroco2_
@dakinmarketing

Top Tweeters in G5:
@jurylady5
@ishagshafeeg
@bluedillygal
@funnagan
@tintie4
@aluthiger
@gadflyquebec
@michaelpurvis64
@dash_bandy
@susankbradford

Top Tweeters in G6:
@robre62
@nicochan33
@akwyz
@authorellie
@nomoreslaves
@shicooks
@kirillklip
@gvalan
@carlanun
@debraruh

Top Tweeters in G7:
@z_chrissie
@olivia_awaken
@forbes
@tokyo_tom
@bob261048
@tony__heller
@neasdenparade
@halleverkehrt
@gillesnfio
@noritaeden

Top Tweeters in G8:
@anselmonadir
@btkrth
@djriveraros
@hydwatch
@tijdvooreten
@londonerabroad
@zanbizar
@brookschloe732
@glo_man
@juntothehan

Top Tweeters in G9:
@mjgarciakcmo
@markburgerenerg
@doctorow
@elleallever
@theleftyleftie
@virboy21
@imagine_garden
@liberationtech
@sejorg
@verizon

Top Tweeters in G10:
@oldlady12345
@honeymoongondol
@dwatchnews
@c255666a459a495
@newsanceandgg
@ineeshadvs
@ruthiliana46
@saleemulhuq
@coyotegulch
@coloradoan


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