#climatechange, Twitter, 10/15/2020 5:05:22 PM, 238007


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#climatechange_2020-10-14_17-12-56.xlsx
#climatechange_2020-10-14_17-12-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 15, 2020
Short Description:
#climatechange via NodeXL https://bit.ly/352Ugx6
@jane__eden
@ed_hawkins
@wmo
@geraldkutney
@gretathunberg
@who
@pauledawson
@wef
@ourfuturebot
@ekboondhpani

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

Description:
Description
The graph represents a network of 8,744 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 October 2020 at 00:25 UTC.

The requested start date was Thursday, 15 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 3-hour, 2-minute period from Monday, 12 October 2020 at 16:44 UTC to Wednesday, 14 October 2020 at 19:46 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 : 8744
Unique Edges : 6222
Edges With Duplicates : 12266
Total Edges : 18488
Number of Edge Types : 5
Tweet : 1777
Retweet : 5320
MentionsInRetweet : 7499
Mentions : 3607
Replies to : 285
Self-Loops : 1873
Reciprocated Vertex Pair Ratio : 0.0218600953895072
Reciprocated Edge Ratio : 0.0427849085958771
Connected Components : 1429
Single-Vertex Connected Components : 627
Maximum Vertices in a Connected Component : 5184
Maximum Edges in a Connected Component : 13565
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.113181
Graph Density : 0.000134521419252772
Modularity : 0.543333
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 8,744 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 October 2020 at 00:25 UTC.

The requested start date was Thursday, 15 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 3-hour, 2-minute period from Monday, 12 October 2020 at 16:44 UTC to Wednesday, 14 October 2020 at 19:46 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:
[50] https://www.ncei.noaa.gov/news/global-climate-202009
[18] https://www.weforum.org/agenda/2020/10/ozone-antarctica-climate-change-tempreature?utm_source=twitter&utm_medium=social_scheduler&utm_term=Climate+Change&utm_content=13/10/2020+15:00
[18] https://www.nytimes.com/interactive/2020/10/13/climate/pantanal-brazil-fires.html
[16] https://impactinvestingconferences.com/
[14] https://www.weforum.org/agenda/2020/10/natural-disasters-tsunamis-droughts-floods?utm_source=twitter&utm_medium=social_scheduler&utm_term=SDG+13:+Climate+Action&utm_content=14/10/2020+16:15
[13] https://www.weforum.org/agenda/2020/09/airbus-unveils-concepts-for-hydrogen-powered-plane?utm_source=twitter&utm_medium=social_scheduler&utm_term=Aviation,+Travel+and+Tourism&utm_content=12/10/2020+13:30
[11] https://twitter.com/ed_hawkins/status/1315995455843700738
[11] https://www.rateitgreen.com/green-building-articles/the-2021-energy-code-significant-energy-efficiency-gains/147
[11] https://twinybots.ch/
[10] https://www.weforum.org/agenda/2020/10/norway-electric-cars-majority-sales?utm_source=twitter&utm_medium=social_scheduler&utm_term=Norway&utm_content=13/10/2020+12:30

Top URLs in Tweet in G1:
[6] https://twinybots.ch/
[4] https://www.nytimes.com/interactive/2020/10/13/climate/pantanal-brazil-fires.html?smid=tw-share
[4] https://twitter.com/jemsinger/status/1316161816293044224
[4] https://www.theguardian.com/environment/2020/oct/14/re-wild-to-mitigate-the-climate-crisis-urge-leading-scientists?CMP=Share_iOSApp_Other
[3] https://twitter.com/AP_Images/status/1315682228173770752
[3] https://twitter.com/ed_hawkins/status/1315995455843700738
[3] https://www.nytimes.com/interactive/2020/10/13/climate/pantanal-brazil-fires.html
[3] https://www.nytimes.com/2020/10/12/climate/home-sales-florida.html?smid=tw-share
[3] https://www.theguardian.com/environment/2020/oct/14/re-wild-to-mitigate-the-climate-crisis-urge-leading-scientists
[3] http://secure.hostgator.com/~affiliat/cgi-bin/affiliates/clickthru.cgi?id=Bankroller&page=http://www.hostgator.com/green-web-hosting.shtml

Top URLs in Tweet in G2:
[16] https://www.weforum.org/agenda/2020/10/ozone-antarctica-climate-change-tempreature?utm_source=twitter&utm_medium=social_scheduler&utm_term=Climate+Change&utm_content=13/10/2020+15:00
[12] https://www.weforum.org/agenda/2020/10/natural-disasters-tsunamis-droughts-floods?utm_source=twitter&utm_medium=social_scheduler&utm_term=SDG+13:+Climate+Action&utm_content=14/10/2020+16:15
[8] https://www.weforum.org/agenda/2020/09/airbus-unveils-concepts-for-hydrogen-powered-plane?utm_source=twitter&utm_medium=social_scheduler&utm_term=Aviation,+Travel+and+Tourism&utm_content=12/10/2020+13:30
[8] https://www.weforum.org/agenda/2020/10/prince-william-global-environment-prize-earthshot-climate-change-nature-royal-family?utm_source=twitter&utm_medium=social_scheduler&utm_term=Environment+and+Natural+Resource+Security&utm_content=12/10/2020+15:45
[8] https://www.weforum.org/agenda/2020/10/norway-electric-cars-majority-sales?utm_source=twitter&utm_medium=social_scheduler&utm_term=Norway&utm_content=13/10/2020+12:30
[8] https://www.weforum.org/agenda/2020/10/melting-antarctica-glacier-could-sea-level?utm_source=twitter&utm_medium=social_scheduler&utm_term=Antarctica&utm_content=14/10/2020+16:30
[5] https://www.weforum.org/agenda/2020/10/prince-william-global-environment-prize-earthshot-climate-change-nature-royal-family?utm_source=twitter&utm_medium=social_scheduler&utm_term=Environment+and+Natural+Resource+Security&utm_content=14/10/2020+07:00
[4] https://www.youtube.com/watch?v=GpVBH-HY5Ow&feature=youtu.be

[4] https://apple.news/Anb4tkBxzTZeamEzng7pecg
[3] https://twitter.com/ed_hawkins/status/1315995455843700738

Top URLs in Tweet in G3:
[16] https://impactinvestingconferences.com/
[5] https://www.theguardian.com/education/2020/sep/27/uk-schools-told-not-to-use-anti-capitalist-material-in-teaching
[5] https://twinybots.ch/
[5] https://weather.com/en-IN/india/environment/news/2020-10-13-staggering-rise-in-climate-disasters-in-the-last-20-years-of
[4] https://www.bbc.co.uk/news/science-environment-54268038
[4] https://www.weforum.org/agenda/2020/09/airbus-unveils-concepts-for-hydrogen-powered-plane?utm_source=twitter&utm_medium=social_scheduler&utm_term=Aviation,+Travel+and+Tourism&utm_content=12/10/2020+13:30
[4] https://www.carbonbrief.org/solar-is-now-cheapest-electricity-in-history-confirms-iea
[4] https://act.stand.earth/page/22441/petition/1?ea.tracking.id=tw-share&en_chan=tw
[3] https://www.bis.org/speeches/sp201014.htm
[3] https://wtvglobal.zoom.us/webinar/register/WN_fJgMWIZ7RayrWl8Ey5eiDA

Top URLs in Tweet in G4:
[2] http://gpwx.news/k6tp4
[2] http://gpwx.news/2fltg
[2] https://awa.agriadapt.eu/fr/
[1] http://gpwx.news/n87wj
[1] http://gpwx.news/ig0ca
[1] http://gpwx.news/0zmte
[1] http://gpwx.news/ym508
[1] http://gpwx.news/4mea5
[1] http://gpwx.news/b4mot
[1] http://gpwx.news/s5pvh

Top URLs in Tweet in G5:
[6] https://www.forbes.com/sites/davidhart/2020/06/08/why-hydrogen-why-now-because-climate-economy-and-finance-say-so/#e7d0406749eb
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2824-5
[3] https://www.livemint.com/news/world/by-2030-deaths-disasters-to-increase-by-almost-50-due-to-climate-change-un-report-11602593251862.html
[3] http://www.digitaljournal.com/tech-and-science/science/essential-science-what-cimate-change-reveals-about-hurricanes/article/579289#.X4XaL8ar4bw.twitter
[3] https://app.impaakt.com/analyses/3691
[2] https://twitter.com/ClimateHome/status/1315679872237268992
[2] https://twitter.com/WMO/status/1316406889601736705
[2] https://www.youtube.com/watch?v=7GxFXxqkbDA&feature=youtu.be

[2] https://edition.cnn.com/2020/10/13/world/un-natural-disasters-climate-intl-hnk/?utm_content=buffer2668c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://blog.iammarketingmedia.com/17-year-old-climate-activist-greta-thunberg-endorses-joe-biden/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter

Top URLs in Tweet in G6:
[49] https://www.ncei.noaa.gov/news/global-climate-202009
[3] https://live.worldbank.org/sustainable-recovery-people-and-planet
[2] https://bit.ly/36ZyGvU
[2] https://public.wmo.int/en/media/press-release/state-of-climate-services-2020-report-move-from-early-warnings-early-action
[2] https://news.un.org/en/story/2020/10/1075142
[1] https://bit.ly/311znRE
[1] https://phys.org/news/2020-10-atlantic-ocean-unprecedented-years.html
[1] https://phys.org/news/2020-10-fuels-weather-carbon-emissions-boreal.html
[1] https://twitter.com/EUClimateAction/status/1315930520153403392
[1] https://twitter.com/Glen4Climate/status/1316196691213606912

Top URLs in Tweet in G7:
[10] https://en.unesco.org/courier/news-views-online/threats-species-must-be-addressed
[2] https://www.who.int/publications/i/item/climate-resilient-and-environmentally-sustainable-health-care-facilities
[1] https://twitter.com/WHO/status/1289178979866300416?s=20
[1] https://www.weforum.org/agenda/2020/09/airbus-unveils-concepts-for-hydrogen-powered-plane?utm_source=twitter&utm_medium=social_scheduler&utm_term=Aviation,+Travel+and+Tourism&utm_content=12/10/2020+13:30
[1] https://www.weforum.org/agenda/2020/10/imf-economics-policy-rebuild-covid-19-coronavirus-environment-emissions-net-zero-climate-change?utm_source=twitter&utm_medium=social_scheduler&utm_term=Future+of+Economic+Progress&utm_content=12/10/2020+14:45
[1] https://www.weforum.org/agenda/2020/10/norway-electric-cars-majority-sales?utm_source=twitter&utm_medium=social_scheduler&utm_term=Norway&utm_content=13/10/2020+12:30
[1] https://www.weforum.org/agenda/2020/10/ozone-antarctica-climate-change-tempreature?utm_source=twitter&utm_medium=social_scheduler&utm_term=Climate+Change&utm_content=13/10/2020+15:00
[1] https://asia.nikkei.com/Spotlight/Asia-Insight/Flooded-Asia-Climate-change-hits-region-the-hardest
[1] https://www.pik-potsdam.de/de/aktuelles/nachrichten/groesster-co2-rueckgang-echtzeit-daten-zeigen-die-massiven-auswirkungen-von-covid-19-auf-die-globalen-emissionen
[1] https://www.cbsnews.com/amp/news/western-wilfires-record-temperatures-california-60-minutes-2020-10-04/

Top URLs in Tweet in G8:
[1] https://twitter.com/RobRobbEdwards/status/1305899308932198401
[1] https://twitter.com/SteveSilent/status/1315712187705495569
[1] https://twitter.com/AlainSchuhl/status/1314096295754301440
[1] https://twitter.com/GretaThunberg/status/1315715144111083523
[1] https://twitter.com/AndyBrown1_/status/1316058712562372612
[1] https://twitter.com/hfairfield/status/1316059226775658504
[1] https://twitter.com/dw_environment/status/1316061386099896324
[1] https://twitter.com/SteveSilent/status/1316062302597271555
[1] https://www.theguardian.com/environment/2020/jul/02/fish-species-survival-climate-warming-study
[1] https://www.bbc.co.uk/news/science-environment-54074733

Top URLs in Tweet in G9:
[4] https://rpujolviven.blogspot.com/2017/03/temperature-and-survival.html
[3] https://rpujolviven.blogspot.com/2012/08/the-finish-of-north-pole-ice-can.html
[3] https://twitter.com/undrr/status/1315969411216482305
[3] https://www.theguardian.com/environment/2020/oct/14/enormous-amount-of-heat-even-deepest-ocean-is-warming-study
[3] https://braveneweurope.com/jason-hickel-on-resource-use-and-the-environmental-kuznets-curve
[3] https://braveneweurope.com/less-is-more-how-degrowth-will-save-the-world-by-jason-hickel
[3] https://rpujolviven.blogspot.com/2016/12/perceptions-towards-climate-climatic.html
[2] https://www.google.com/maps/place/6%C2%B030'16.8%22N+81%C2%B007'54.0%22E/@6.5047891,81.1314296,180m/data=!3m1!1e3!4m5!3m4!1s0x0:0x0!8m2!3d6.5046667!4d81.1316611?shorturl=1
[2] https://twitter.com/clearwaterways/status/1315715752197058560
[2] https://www.theguardian.com/books/2020/oct/12/there-is-no-planet-b-the-best-books-to-help-us-navigate-the-next-50-years

Top URLs in Tweet in G10:
[7] https://phys.org/news/2020-10-tighter-border-policies-migrants-vulnerable.html
[4] https://amazon.com/author/kevinhklassen
[3] https://blog.iammarketingmedia.com/us-officials-climate-change-not-a-threat-to-rare-wolverine/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[3] https://inhabitat.com/new-wwf-report-says-plant-based-diets-could-help-conserve-and-restore-nature/
[3] https://rpujolviven.blogspot.com/2020/02/the-prophets-of-doom.html
[3] https://intraacpgccaplus.org/event/international-day-for-disaster-risk-reduction-2020/
[2] https://phys.org/news/2020-10-deep-sea-slowly.html
[2] https://www.bbc.co.uk/news/uk-england-bristol-54541947
[2] https://twitter.com/guardianeco/status/1315576827193094144
[2] https://blog.iammarketingmedia.com/tighter-border-policies-leave-migrants-vulnerable-to-effects-of-climate-change/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[524] twitter.com
[115] weforum.org
[105] youtube.com
[100] theguardian.com
[70] nytimes.com
[65] co.uk
[64] bit.ly
[51] noaa.gov
[44] blogspot.com
[32] iammarketingmedia.com

Top Domains in Tweet in G1:
[154] twitter.com
[28] theguardian.com
[22] co.uk
[19] nytimes.com
[18] linkedin.com
[11] youtube.com
[6] instagram.com
[6] twinybots.ch
[6] reuters.com
[5] blogspot.com

Top Domains in Tweet in G2:
[89] weforum.org
[24] twitter.com
[13] youtube.com
[4] apple.news
[3] co.uk
[3] nytimes.com
[2] friendsofscience.org
[2] eventbrite.it
[2] scitechdaily.com
[2] lenouvelliste.ch

Top Domains in Tweet in G3:
[51] twitter.com
[16] impactinvestingconferences.com
[15] youtube.com
[12] gpwx.news
[9] theguardian.com
[8] bioengineer.org
[7] weforum.org
[6] co.uk
[5] bit.ly
[5] twinybots.ch

Top Domains in Tweet in G4:
[11] gpwx.news
[2] agriadapt.eu
[1] twitter.com
[1] ted.com
[1] latimes.com

Top Domains in Tweet in G5:
[22] twitter.com
[8] iammarketingmedia.com
[7] forbes.com
[6] nature.com
[4] ted.com
[3] livemint.com
[3] digitaljournal.com
[3] youtube.com
[3] impaakt.com
[3] grist.org

Top Domains in Tweet in G6:
[49] noaa.gov
[14] twitter.com
[4] worldbank.org
[3] bit.ly
[3] phys.org
[2] wmo.int
[2] theconsumergoodsforum.com
[2] undrr.org
[2] un.org
[1] co.uk

Top Domains in Tweet in G7:
[10] unesco.org
[4] twitter.com
[4] weforum.org
[2] who.int
[2] greenpeace.org
[1] nikkei.com
[1] pik-potsdam.de
[1] cbsnews.com
[1] youtube.com
[1] theguardian.com

Top Domains in Tweet in G8:
[14] twitter.com
[4] theguardian.com
[3] co.uk
[1] yale.edu
[1] bit.ly
[1] bloomberg.com

Top Domains in Tweet in G9:
[21] twitter.com
[15] blogspot.com
[12] theguardian.com
[6] braveneweurope.com
[4] instagram.com
[4] watchers.news
[4] co.uk
[3] youtube.com
[3] cbsnews.com
[2] google.com

Top Domains in Tweet in G10:
[24] iammarketingmedia.com
[16] phys.org
[14] blogspot.com
[11] twitter.com
[8] theguardian.com
[4] co.uk
[4] amazon.com
[3] nytimes.com
[3] inhabitat.com
[3] cnn.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5827] climatechange
[426] climateaction
[322] climatecrisis
[269] climate
[227] climateemergency
[226] covid19
[204] sustainability
[197] environment
[181] globalwarming
[160] biodiversity



Top Hashtags in Tweet in G1:
[692] climatechange
[44] climateaction
[39] globalwarming
[38] environment
[35] climatecrisis
[34] climate
[24] covid19
[22] sustainability
[17] climateemergency
[14] amyconeybarrett

Top Hashtags in Tweet in G2:
[329] climatechange
[97] climate
[76] climatecrisis
[32] climateaction
[24] antarctica
[20] facetheclimateemergency
[18] withdrawdrafteia
[18] climateemergency
[17] sustainability
[16] environment

Top Hashtags in Tweet in G3:
[515] climatechange
[32] climateaction
[25] climate
[24] climatecrisis
[23] covid19
[23] science
[20] sustainability
[20] environment
[20] globalwarming
[17] nature

Top Hashtags in Tweet in G4:
[581] climatechange
[11] gpwx
[11] globalwarming
[9] climate
[4] agriculture
[3] erasmusbrug
[3] klimaat
[3] climateaction
[3] rt
[3] labioquonveut

Top Hashtags in Tweet in G5:
[309] climatechange
[106] ecosystemrestoration
[49] climateaction
[26] ai
[19] nature
[15] environment
[14] climate
[13] biodiversity
[13] climatecrisis
[11] pollution

Top Hashtags in Tweet in G6:
[219] climatechange
[92] drrday
[86] climateservices2020
[11] covid19
[11] climateaction
[9] biodiversity
[6] polarstern
[6] earlywarnings
[6] climatecrisis
[6] globalwarming

Top Hashtags in Tweet in G7:
[212] climatechange
[24] bangladesh
[23] climateaction
[13] dayofthegirl
[10] unescocourier
[3] asia
[3] china
[3] vietnam
[3] covid19
[3] climatecrisis

Top Hashtags in Tweet in G8:
[55] climatechange
[16] facetheclimateemergency
[15] actonclimate
[14] climateaction
[14] buildbackbetter
[14] blacklivesmatter
[14] globalclimatejustice
[14] biodiversite
[14] 6thextinction
[12] climateemergency

Top Hashtags in Tweet in G9:
[186] climatechange
[112] climateemergency
[52] climateaction
[49] climatecrisis
[32] climatedata
[23] fridaysforfuture
[16] climateactionnow
[16] facetheclimateemergency
[16] climate
[14] climatestrike

Top Hashtags in Tweet in G10:
[171] climatechange
[36] climateaction
[30] environment
[24] adaptation
[24] antarctica
[24] arctic
[23] carbondioxide
[23] climatescience
[23] climatology
[23] companies

Top Words
Top Words in Tweet in Entire Graph:
[5824] #climatechange
[1213] climate
[707] going
[706] more
[658] change
[617] ed_hawkins
[541] started
[495] year
[426] #climateaction
[415] world

Top Words in Tweet in G1:
[692] #climatechange
[125] climate
[89] change
[53] more
[44] #climateaction
[39] #globalwarming
[39] world
[38] #environment
[35] #climatecrisis
[34] global

Top Words in Tweet in G2:
[328] #climatechange
[160] francisco
[118] climate
[111] gretathunberg
[102] year
[99] #climate
[88] geraldkutney
[85] wef
[82] 10
[82] action

Top Words in Tweet in G3:
[515] #climatechange
[128] climate
[69] change
[57] more
[43] one
[42] impact
[32] #climateaction
[31] world
[31] people
[30] 2020

Top Words in Tweet in G4:
[581] #climatechange
[564] going
[563] ed_hawkins
[394] started
[170] those
[170] longer
[170] term
[170] context
[11] #gpwx
[11] #globalwarming

Top Words in Tweet in G5:
[309] #climatechange
[127] ipbes
[123] article
[120] help
[117] nature
[109] mitigate
[109] ecosystems
[106] '#ecosystemrestoration
[106] low
[106] costs'

Top Words in Tweet in G6:
[219] #climatechange
[193] wmo
[134] warmest
[97] record
[93] noaa
[92] #drrday
[86] #climateservices2020
[85] report
[81] weather
[69] years

Top Words in Tweet in G7:
[212] #climatechange
[162] health
[90] cost
[66] between
[63] year
[62] direct
[62] estimated
[62] usd
[62] billion
[62] 2030

Top Words in Tweet in G8:
[110] year
[93] pauledawson
[67] wakiodorcas
[67] started
[66] news
[66] 2020
[66] wildfires
[65] sad
[65] mt
[65] kilimanjaro

Top Words in Tweet in G9:
[186] #climatechange
[112] #climateemergency
[52] #climateaction
[49] #climatecrisis
[36] daily
[33] follow
[32] #climatedata
[32] updates
[31] climate
[27] change

Top Words in Tweet in G10:
[171] #climatechange
[62] climate
[57] more
[38] change
[36] #climateaction
[30] #environment
[26] read
[24] #adaptation
[24] #antarctica
[24] #arctic

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[621] going,#climatechange
[530] climate,change
[437] started,going
[433] ed_hawkins,started
[184] those,longer
[184] longer,term
[184] term,context
[184] context,going
[180] ed_hawkins,those
[142] #climatechange,#climateaction

Top Word Pairs in Tweet in G1:
[71] climate,change
[24] #climatechange,#globalwarming
[20] #climatechange,#climateaction
[12] #climatechange,#climatecrisis
[11] change,#climatechange
[9] #environment,#climatechange
[9] #climatechange,#environment
[8] read,more
[7] learn,more
[7] years,ago

Top Word Pairs in Tweet in G2:
[80] 10,year
[80] year,old
[80] old,francisco
[80] francisco,gretathunberg
[80] gretathunberg,francisco
[80] francisco,protests
[80] protests,immediate
[80] immediate,#climate
[80] #climate,action
[80] action,friday

Top Word Pairs in Tweet in G3:
[45] climate,change
[16] financial,risks
[12] banks,attempting
[12] attempting,gauge
[12] gauge,financial
[12] risks,arising
[12] arising,#climatechange
[12] #climatechange,integrate
[12] integrate,overall
[12] impacts,#climatechange

Top Word Pairs in Tweet in G4:
[564] going,#climatechange
[394] started,going
[393] ed_hawkins,started
[170] those,longer
[170] longer,term
[170] term,context
[170] context,going
[166] ed_hawkins,those
[11] #gpwx,#globalwarming
[9] #globalwarming,#climatechange

Top Word Pairs in Tweet in G5:
[107] help,mitigate
[106] article,nature
[106] nature,'#ecosystemrestoration
[106] '#ecosystemrestoration,help
[106] mitigate,#climatechange
[106] #climatechange,low
[106] low,costs'
[106] costs','conserving
[106] 'conserving,ecosystems
[105] ipbes,article

Top Word Pairs in Tweet in G6:
[76] #climateservices2020,report
[76] report,#drrday
[72] wmo,#climateservices2020
[55] #drrday,past
[55] past,50
[55] 50,years
[55] years,79
[55] 79,disasters
[55] disasters,weather
[53] weather,related

Top Word Pairs in Tweet in G7:
[90] cost,#climatechange
[62] direct,cost
[62] #climatechange,health
[62] health,estimated
[62] estimated,between
[62] between,usd
[62] usd,billion
[62] billion,year
[62] year,2030
[49] health,care

Top Word Pairs in Tweet in G8:
[65] sad,news
[65] news,mt
[65] mt,kilimanjaro
[65] kilimanjaro,fire
[65] fire,started
[65] started,sunday
[65] sunday,year
[65] year,2020
[65] 2020,wildfires
[65] wildfires,increased

Top Word Pairs in Tweet in G9:
[57] #climatechange,#climateemergency
[32] follow,daily
[32] daily,updates
[32] updates,#climatechange
[24] #climateemergency,#climateaction
[22] climate,change
[14] #climateaction,#climateactionnow
[14] #climatechange,#climatecrisis
[13] #climatechange,#climateaction
[13] #climateemergency,#climatecrisis

Top Word Pairs in Tweet in G10:
[37] climate,change
[29] #climateaction,#climatechange
[24] read,more
[24] more,#adaptation
[24] #adaptation,#antarctica
[23] #antarctica,#arctic
[23] #arctic,#carbondioxide
[23] #carbondioxide,#climateaction
[23] #climatechange,#climatescience
[23] #climatescience,#climatology

Top Replied-To
Top Replied-To in Entire Graph:
@ekboondhpani
@gretathunberg
@taroistok
@un
@tony__heller
@robmeekel
@barackobama
@jillfilipovic
@djkoessler
@kylegriffin1

Top Replied-To in G1:
@cif_action

Top Replied-To in G2:
@tony__heller
@gretathunberg
@robmeekel
@madhusudhansgr
@gyan84s
@wbrettwilson
@danaj8675309
@brithume
@controscience
@geo4brexit

Top Replied-To in G3:
@jillfilipovic
@kylegriffin1
@djkoessler
@gopleader
@z_klonoski
@out5p0ken
@mjenson
@michelleobama
@jarol01952523
@fethyletaief

Top Replied-To in G4:
@ed_hawkins

Top Replied-To in G5:
@nytclimate
@gretathunberg
@barackobama
@tedtalks
@nature
@vicenews
@apple
@vonderleyen

Top Replied-To in G6:
@wmo
@noaa
@unfccc

Top Replied-To in G7:
@who

Top Replied-To in G8:
@pauledawson
@spvsvets

Top Replied-To in G9:
@georgemonbiot
@christabelbrad1
@greenpeaceusa
@berniesanders
@rekhalalla
@dolan97276168
@charleslloydacf
@doubledownnews
@uxbeconomist07
@sotlive

Top Replied-To in G10:
@wwf
@interacteu
@staggskaren
@ecowarriorss

Top Mentioned
Top Mentioned in Entire Graph:
@ed_hawkins
@who
@wmo
@ipbes
@nature
@gretathunberg
@wef
@geraldkutney
@pauledawson
@noaa

Top Mentioned in G1:
@zeroco2_
@clarsonimus
@wm_books
@_oscience
@stevesevilempir
@ebmud
@mbuddma
@doesylvan
@birdwriter7

Top Mentioned in G2:
@gretathunberg
@geraldkutney
@wef
@mikehudema
@sarahhh_lndian
@arikring
@michaelemann
@khayhoe
@charluv2011
@mzjacobson

Top Mentioned in G3:
@bis_org
@bu_biology
@bu_urban
@dinamopress
@sdgoals
@etwinningeurope
@etwinninguk
@iafastro
@locus_an
@seattleeconomy

Top Mentioned in G4:
@ed_hawkins
@inspectorplanet
@minpres
@fredkrupp
@davepermen
@fnab_bio
@doubleoroos
@timmelino
@cleanairmoms
@murthag11

Top Mentioned in G5:
@ipbes
@nature
@earthdaynetwork
@tedtalks
@tedcountdown
@yaleclimatecomm
@segundoatdell
@wef
@nature_org
@iam__network

Top Mentioned in G6:
@wmo
@noaa
@nasagiss
@copernicusecmwf
@ed_hawkins
@mosaicarctic
@aloksharma_rdg
@earlyactionreap
@chriscartw83
@ryanintheus

Top Mentioned in G7:
@who
@wfp
@drtedros
@unescocourier
@wef
@presidentfolt
@davidnabarro
@cipotato
@jellsmoor
@nikk

Top Mentioned in G8:
@pauledawson
@wakiodorcas
@thiesbeckers
@gen_atomic
@biologistdan
@stevesilent
@gredmond76
@hattieskylark
@greatforthepla1
@ndi

Top Mentioned in G9:
@graphsandcharts
@georgemonbiot
@bearwitness2019
@jasonhickel
@castroleha
@carlwright_clgf
@hs2rebellion
@braveneweurope1
@borisjohnson
@sab_mar74

Top Mentioned in G10:
@physorg_com
@lcvoters
@pnasnews
@senblumenthal
@cifor
@princeton
@wwf
@cityofboston
@vogellopez
@earthdharma

Top Tweeters
Top Tweeters in Entire Graph:
@victormanuelje1
@sectest9
@edinburghwatch
@robre62
@quibellpaul
@chidambara09
@independent
@annemariayritys
@evankirstel
@ecointernetdrgb

Top Tweeters in G1:
@birdwriter7
@paulrogers002
@marcomariani_it
@haldonahue
@kencurtin
@jamiegray
@dsquared75
@kygen
@tweetybird2009
@bmartin1776

Top Tweeters in G2:
@robre62
@manmet80
@dancas2
@lehimesa
@ggg_says
@gracemurphy2
@cberrl
@blanketcrap
@njdoc
@charluv2011

Top Tweeters in G3:
@femtech_
@mikecoulson48
@albertarabbit
@nomoreslaves
@usatoday
@thephotohour
@wefornews
@proglocommons
@unetomaterouge
@whysharksmatter

Top Tweeters in G4:
@gabydore
@schmmuck
@ap_saegge
@sachadylan
@lindadoherty4
@francodespecho
@oldkilljoy
@benoit_gregory
@mjcaswell
@pfil1312

Top Tweeters in G5:
@sectest9
@chidambara09
@cybersecurityn8
@watchdogsniffer
@gvalan
@ilovebooks786
@ana_captures
@zaspiak
@forbes
@digitaljournal

Top Tweeters in G6:
@kulturbolschewi
@margymayell
@bagaluesunab
@halleverkehrt
@me_mccarron
@ll_bluewind_ll
@tlc_cn
@coyotegulch
@mrchew3131
@kbplitt

Top Tweeters in G7:
@padakitty
@beenewsdaily
@njmike731
@vievararosel
@fizapathan
@scott_squires
@monitor_ph
@emeka6010
@maathorubhagan
@berniepeoples

Top Tweeters in G8:
@queenymom
@uvklvr47
@billuminski
@lmorihouse
@ciiaqaplfraser
@jhdjane
@mercurialmiss
@dh_a_heller
@lila33
@scibbygirl97

Top Tweeters in G9:
@independent
@henne38
@bbcnews
@bostonglobe
@mrproverbe
@josmirek
@andyhammers
@sotlive
@franceinfo
@guardiannews

Top Tweeters in G10:
@iam__network
@wwf
@notimex
@researchmrx
@visualpersist
@ft
@cbsnews
@sshin6591
@macharoesink
@imagine_garden