#climatechange, Twitter, 10/30/2020 11:31:53 AM, 239157


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#climatechange_2020-10-29_17-08-01.xlsx
#climatechange_2020-10-29_17-08-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 30, 2020
Short Description:
#climatechange via NodeXL https://bit.ly/3oQtKQG
@jane__eden
@yuumei_art
@wef
@gretathunberg
@planetary_sec
@friendsoscience
@shayhynes
@geraldkutney
@ourfuturebot
@michaelemann

Top hashtags:
#climatechange
#climateaction
#climatecrisis
#climate
#arctic
#environment

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 Friday, 30 October 2020 at 00:25 UTC.

The requested start date was Thursday, 29 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, 2-hour, 54-minute period from Monday, 26 October 2020 at 16:51 UTC to Wednesday, 28 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 : 6477
Edges With Duplicates : 11055
Total Edges : 17532
Number of Edge Types : 5
Replies to : 313
Mentions : 3580
Tweet : 2074
Retweet : 4782
MentionsInRetweet : 6783
Self-Loops : 2192
Reciprocated Vertex Pair Ratio : 0.0203009068425392
Reciprocated Edge Ratio : 0.0397939602060398
Connected Components : 1579
Single-Vertex Connected Components : 770
Maximum Vertices in a Connected Component : 5127
Maximum Edges in a Connected Component : 12673
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.116489
Graph Density : 0.000129511529757069
Modularity : 0.558269
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 Friday, 30 October 2020 at 00:25 UTC.

The requested start date was Thursday, 29 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, 2-hour, 54-minute period from Monday, 26 October 2020 at 16:51 UTC to Wednesday, 28 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:
[90] https://www.weforum.org/agenda/2020/10/arctic-ocean-winter-sea-ice-global-warming-emissions
[57] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find
[51] https://amp.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find?__twitter_impression=true
[19] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find?CMP=Share_iOSApp_Other
[18] https://ideas.ted.com/6-public-art-projects-that-make-climate-change-up-close-and-personal/?utm_campaign=social&utm_medium=social&utm_content=2020-10-20&utm_source=t.co
[17] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find?CMP=Share_AndroidApp_Other
[16] https://ted.com/
[16] https://www.eenews.net/stories/1063717035
[14] https://twitter.com/emorwee/status/1320694818234912769
[14] https://www.nytimes.com/2020/10/27/climate/trump-election-climate-noaa.html?referringSource=articleShare

Top URLs in Tweet in G1:
[19] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find
[15] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find?CMP=Share_iOSApp_Other
[8] https://twinybots.ch/
[6] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find?CMP=share_btn_tw
[5] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find?CMP=Share_AndroidApp_Other
[4] https://twitter.com/nytimes/status/1321152558837174273
[4] https://www.washingtonpost.com/climate-environment/2020/10/28/trump-tongass-national-forest-alaska/
[4] https://www.washingtonpost.com/climate-environment/2020/10/28/trump-tongass-national-forest-alaska/?tid=ss_tw
[3] https://grist.org/climate/tackling-climate-change-seemed-expensive-then-covid-happened/
[3] https://twitter.com/emorwee/status/1320694818234912769

Top URLs in Tweet in G2:
[7] https://sustain-blog.com/2020/10/23/67-back-circuit-breaker-lockdown-in-england-as-cop26-is-a-year-to-go-in-glasgow/
[5] https://capitalresearch.org/article/the-greening-of-pennsylvania-part-1/
[5] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find
[5] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find?CMP=Share_AndroidApp_Other
[5] https://yourstake.org/
[4] https://www.wcl.org.uk/ban-the-burn.asp
[4] https://extension.umn.edu/my-minnesota-woods/future-red-pine-minnesota-under-changing-climate#.X5gtOz9963w.twitter
[4] https://rpujolviven.blogspot.com/2019/12/the-loosed-decade.html
[4] https://www.openaccessgovernment.org/what-is-the-association-between-contraception-and-climate-change/96452/
[3] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find?CMP=share_btn_tw

Top URLs in Tweet in G4:
[5] https://twitter.com/IPCC_CH/status/1321111000465215492
[3] https://pubs.iied.org/17660IIED/
[3] http://www.unic.ru/event/2020-10-27/v-mire/izmenenie-klimata-ugrozhaet-razvitiyu-afrikanskikh-stran-takzhe-zhizni-i-zdo
[2] https://www.unep.org/news-and-stories/press-release/new-restoration-seed-capital-facility-launched-promote-investment
[2] https://www.desmogblog.com/william-happer
[2] https://blog.immortalartist.com/p/the-katrina-portrais-legends.html
[2] https://blog.immortalartist.com/p/the-katrina-portraits-waterfront-view.html
[2] https://blog.immortalartist.com/p/statue-of-liberty-new-york-city-no.html
[2] https://blog.immortalartist.com/p/jefferson-memorial-washington-dc.html
[2] https://twitter.com/rahmstorf/status/1321432796754288642

Top URLs in Tweet in G5:
[8] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find
[7] https://www.facebook.com/sustainme.ap/
[5] https://www.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find?CMP=Share_AndroidApp_Other
[5] https://cclusa.org/write
[3] https://ncse.ngo/scientific-consensus
[3] https://justcapital.com/news/chart-of-the-week-companies-paying-a-living-wage-fare-better-in-recovery/
[3] https://www.spiegel.de/kultur/musik/phil-collins-will-seinen-hit-in-the-air-tonight-nicht-mehr-bei-donald-trump-shows-hoeren-a-49f06f2a-f482-4169-aaf3-bcd5677c073f
[3] https://www.smithsonianmag.com/smart-news/deepest-darkest-most-frigid-depths-ocean-are-warming-new-study-shows-180976126/
[2] https://twitter.com/emorwee/status/1320694818234912769
[2] https://www.wri.org/news/2020/10/release-new-cool-food-meals-badge-hits-restaurant-menus-nationwide-helping-consumers

Top URLs in Tweet in G6:
[4] https://us02web.zoom.us/webinar/register/WN_ucyEtKNaRnWs4OMPVpfRWw
[4] https://faithclimatejusticevoter.org/faith-voter-poll
[3] https://www.ipcc.ch/
[2] https://twitter.com/GalloglySwan/status/1321510126906445825
[2] http://www.acdi.uct.ac.za/news/meet-uct%E2%80%99s-climate-change-experts-contributing-intergovernmental-panel-climate-change-sixth
[2] https://twitter.com/MichaelEMann/status/1320869639581278213
[1] https://www.greens-efa.eu/dossier/withdraw-this-cap/
[1] https://www.newsweek.com/climate-scientists-feel-your-pain-dr-fauci-opinion-1524293
[1] https://phys.org/news/2020-10-future-long-term-ocean-acidification-ramping.html
[1] https://twitter.com/KTLA/status/1320819398593032192?s=20

Top URLs in Tweet in G7:
[46] https://amp.theguardian.com/science/2020/oct/27/sleeping-giant-arctic-methane-deposits-starting-to-release-scientists-find?__twitter_impression=true
[16] https://ideas.ted.com/6-public-art-projects-that-make-climate-change-up-close-and-personal/?utm_campaign=social&utm_medium=social&utm_content=2020-10-20&utm_source=t.co
[7] https://twitter.com/emorwee/status/1320694818234912769
[6] https://www.nytimes.com/2020/10/27/climate/trump-election-climate-noaa.html?referringSource=articleShare
[2] https://foodtank.com/news/2020/10/how-food-systems-can-reverse-climate-change/
[1] https://twitter.com/artforourplanet/status/1321119726953705473
[1] https://twitter.com/alex_verbeek/status/1321115359768989696
[1] https://twitter.com/alex_verbeek/status/1321368802676953088
[1] https://twitter.com/planetary_sec/status/1321470774134427650
[1] https://www.nato.int/docu/review/articles/2019/12/10/planetary-security-the-security-implications-of-climate-change/index.html

Top URLs in Tweet in G8:
[6] https://news.mongabay.com/2020/10/brave-new-arctic-sea-ice-has-yet-to-form-off-of-siberia-worrying-scientists/
[4] http://nasawatch.com/archives/2020/10/former-nasa-chi.html
[2] https://news.mongabay.com/2020/10/hotter-tropics-may-worsen-climate-change-reforestation-could-lessen-it-studies/
[2] https://twitter.com/JaneLubchenco/status/1321189518947438593
[1] https://www.nytimes.com/2020/10/27/climate/trump-election-climate-noaa.html?smid=tw-share
[1] https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Picturing_permafrost_in_the_Arctic
[1] https://twitter.com/esaclimate/status/1321119143609933835
[1] https://twitter.com/philip_ciwf/status/1320436900751134720
[1] https://www.eenews.net/climatewire/2020/10/28/stories/1063717237?utm_campaign=edition&utm_medium=email&utm_source=eenews%3Aclimatewire
[1] https://iwraonlineconference.org

Top URLs in Tweet in G9:
[5] https://www.publicnewsservice.org/2020-10-26/climate-change-air-quality/poll-voters-of-all-faiths-support-action-on-climate-change/a71882-1
[3] https://www.publicnewsservice.org/2020-10-27/climate-change-air-quality/doctors-open-letter-urges-action-on-climate-change/a71927-1
[2] https://mission1point5.org/
[1] https://www.youtube.com/watch?v=9s1_pr_Jb8o&feature=youtu.be

[1] https://www.unenvironment.org/news-and-stories/story/environmental-moments-un75-timeline
[1] https://digital.iucn.org/water/nature-based-solutions-for-water/
[1] https://gca.org/solutions/why-is-the-climate-falling-apart-because-women-aren-t-involved-in-action
[1] https://impakter.com/on-extinction-food-climate-and-inequality/
[1] https://ideas.ted.com/jane-fonda-why-women-are-at-the-forefront-of-climate-solutions/
[1] https://podcasts.apple.com/us/podcast/pns-daily-newscast-october-28-2020/id534533436?i=1000496318754

Top URLs in Tweet in G10:
[6] https://interestingengineering.com/ai-has-discovered-nearly-2-billion-trees-in-the-sahara-desert
[3] https://www.businessgreen.com/4022256
[2] https://www.powerengineeringint.com/renewables/edf-to-help-brits-discuss-net-zero-with-new-set-of-emojis/
[2] https://phys.org/news/2020-10-landslide-tool-google-ai.html?utm_content=buffer92a48&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://lionbridge.ai/datasets/11-best-climate-change-datasets-for-machine-learning/
[2] https://www.swissinfo.ch/eng/dramatic-photos-show-glacial-retreat/46099292#.X4vTvxiVs20.twitter
[2] https://www.npr.org/2020/10/18/916586592/fighting-climate-change-one-building-at-a-time
[1] https://www.youtube.com/watch?v=AHM9m6O6vbw&feature=youtu.be

[1] https://register.gotowebinar.com/register/2278998842931573008
[1] https://navigatingimpact.thegiin.org/climate-change-mitigation/

Top Domains
Top Domains in Tweet in Entire Graph:
[649] twitter.com
[222] theguardian.com
[130] weforum.org
[91] youtube.com
[70] nytimes.com
[65] immortalartist.com
[54] co.uk
[38] ted.com
[37] linkedin.com
[37] blogspot.com

Top Domains in Tweet in G1:
[208] twitter.com
[59] theguardian.com
[24] youtube.com
[23] co.uk
[19] linkedin.com
[14] washingtonpost.com
[13] nytimes.com
[9] nature.com
[8] blogspot.com
[8] grist.org

Top Domains in Tweet in G2:
[65] twitter.com
[24] theguardian.com
[12] sustain-blog.com
[11] blogspot.com
[11] weforum.org
[10] nytimes.com
[9] youtube.com
[9] yourstake.org
[8] bit.ly
[5] co.uk

Top Domains in Tweet in G4:
[62] immortalartist.com
[23] twitter.com
[9] iammarketingmedia.com
[7] theguardian.com
[4] unic.ru
[3] youtube.com
[3] un.org
[3] iied.org
[2] unep.org
[2] desmogblog.com

Top Domains in Tweet in G5:
[27] twitter.com
[21] theguardian.com
[7] ncse.ngo
[7] facebook.com
[6] watchers.news
[5] youtube.com
[5] cclusa.org
[4] spiegel.de
[4] braveneweurope.com
[3] justcapital.com

Top Domains in Tweet in G6:
[16] twitter.com
[5] ipcc.ch
[4] zoom.us
[4] faithclimatejusticevoter.org
[3] theguardian.com
[2] phys.org
[2] ac.za
[1] greens-efa.eu
[1] newsweek.com
[1] severe-weather.eu

Top Domains in Tweet in G7:
[46] theguardian.com
[16] ted.com
[14] twitter.com
[6] nytimes.com
[2] foodtank.com
[1] nato.int
[1] inc.com
[1] grist.org
[1] earthsky.org
[1] un.org

Top Domains in Tweet in G8:
[8] twitter.com
[8] mongabay.com
[4] nasawatch.com
[3] iwraonlineconference.org
[2] nytimes.com
[1] esa.int
[1] eenews.net
[1] 4c-carbon.eu
[1] sciencebrief.org
[1] theguardian.com

Top Domains in Tweet in G9:
[8] publicnewsservice.org
[4] bit.ly
[2] iucn.org
[2] gca.org
[2] oceana.org
[2] twitter.com
[2] mission1point5.org
[1] youtube.com
[1] unenvironment.org
[1] impakter.com

Top Domains in Tweet in G10:
[6] interestingengineering.com
[5] npr.org
[3] thegiin.org
[3] businessgreen.com
[2] youtube.com
[2] twitter.com
[2] powerengineeringint.com
[2] phys.org
[2] lionbridge.ai
[2] swissinfo.ch

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5506] climatechange
[526] climateaction
[350] climatecrisis
[237] climate
[228] arctic
[196] environment
[190] covid19
[182] sustainability
[179] climateemergency
[169] globalwarming



Top Hashtags in Tweet in G1:
[866] climatechange
[68] climateaction
[51] climatecrisis
[49] environment
[39] climate
[35] globalwarming
[33] sustainability
[23] arctic
[22] vote
[21] science

Top Hashtags in Tweet in G2:
[692] climatechange
[67] climateaction
[28] climate
[25] sustainability
[23] climatecrisis
[22] africa
[21] environment
[21] globalwarming
[18] sdgs
[17] biodiversity

Top Hashtags in Tweet in G3:
[2] art
[2] extinctionrebellion
[2] climatechange

Top Hashtags in Tweet in G4:
[259] climatechange
[122] climateaction
[59] climatecrisis
[58] dystopia
[54] climatechangeaction
[41] art
[36] climatechangeisreal
[35] extremeweather
[34] climatechangeart
[19] hurricanes

Top Hashtags in Tweet in G5:
[227] climatechange
[107] climateemergency
[63] climatecrisis
[50] climateaction
[22] environment
[21] climate
[19] actonclimate
[19] sustainability
[18] climatestrike
[14] globalwarming

Top Hashtags in Tweet in G6:
[157] climatechange
[55] covid19
[29] climatecrisis
[26] arctic
[19] globalwarming
[19] gretathunberg
[12] eplenary
[12] cap
[11] climateaction
[10] wildfires

Top Hashtags in Tweet in G7:
[82] climatechange
[8] vote
[5] arctic
[5] climateaction
[5] globalwarming
[3] climatecrisis
[3] leaderspledge4nature
[3] greennewdeal
[3] art
[3] environment

Top Hashtags in Tweet in G8:
[80] climatechange
[19] extinction
[12] spaceward
[12] earthward
[12] satellite
[11] groundwater
[9] starlink
[7] cosmic
[7] livestream
[6] copernicus

Top Hashtags in Tweet in G9:
[72] climatechange
[27] nature
[21] foodsecurity
[18] biodiversity
[17] globalassessment
[14] naturebasedsolutions
[9] dyk
[9] borealforest
[7] post2020
[6] pnsdailynewscast

Top Hashtags in Tweet in G10:
[78] climatechange
[16] tech
[14] renewableenergy
[13] solar
[13] innovation
[13] ai
[12] solarenergy
[12] climateaction
[10] engineering
[7] wind

Top Words
Top Words in Tweet in Entire Graph:
[5503] #climatechange
[1244] climate
[693] change
[672] more
[526] #climateaction
[470] part
[415] still
[384] year
[383] one
[382] world

Top Words in Tweet in G1:
[866] #climatechange
[141] climate
[99] change
[98] more
[68] #climateaction
[51] #climatecrisis
[49] #environment
[40] trump
[39] #climate
[39] scientists

Top Words in Tweet in G2:
[697] #climatechange
[192] climate
[95] global
[94] year
[93] change
[92] more
[90] one
[67] #climateaction
[59] world
[53] cop26

Top Words in Tweet in G3:
[308] part
[308] ca
[308] smoke
[308] cleared
[306] getting
[306] yuumei_art
[305] series
[305] inspired
[305] wildfires
[305] still

Top Words in Tweet in G4:
[260] #climatechange
[127] climate
[122] #climateaction
[74] geraldkutney
[60] change
[60] grey
[60] cross
[60] studios
[59] #climatecrisis
[58] #dystopia

Top Words in Tweet in G5:
[227] #climatechange
[110] climate
[107] #climateemergency
[63] #climatecrisis
[61] change
[50] #climateaction
[39] years
[34] sea
[32] talk
[32] #climate

Top Words in Tweet in G6:
[157] #climatechange
[55] #covid19
[54] michaelemann
[52] people
[50] public
[50] ipcc_ch
[47] science
[47] impacts
[45] denial
[45] health

Top Words in Tweet in G7:
[136] planetary_sec
[92] year
[91] 1980s
[91] area
[91] bigger
[91] spain
[91] multi
[91] ice
[91] covering
[91] two

Top Words in Tweet in G8:
[80] #climatechange
[55] over
[51] oceans
[46] nasa
[30] day
[30] noaa
[28] esa_eo
[26] due
[25] warming
[25] last

Top Words in Tweet in G9:
[72] #climatechange
[46] help
[45] life
[42] gentoo
[42] penguins
[36] ipbes
[31] unbiodiversity
[29] oceana
[28] address
[28] matter

Top Words in Tweet in G10:
[78] #climatechange
[23] dozens
[22] ireland
[21] solar
[21] panels
[21] being
[21] installed
[21] roofs
[21] schools
[21] throughout

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[577] climate,change
[308] still,getting
[307] part,series
[307] series,inspired
[307] inspired,ca
[307] ca,wildfires
[307] wildfires,smoke
[307] smoke,cleared
[307] cleared,still
[307] getting,red

Top Word Pairs in Tweet in G1:
[82] climate,change
[32] #climatechange,#climateaction
[27] methane,deposits
[27] deposits,starting
[27] starting,release
[26] release,scientists
[25] scientists,find
[23] arctic,methane
[22] #climatechange,#climatecrisis
[22] giant',arctic

Top Word Pairs in Tweet in G2:
[77] climate,change
[40] one,year
[31] global,climate
[29] year,go
[26] until,borisjohnson
[25] #climatechange,#climateaction
[23] ban,peat
[23] go,until
[20] methane,deposits
[20] borisjohnson,hosts

Top Word Pairs in Tweet in G3:
[305] part,series
[305] series,inspired
[305] inspired,ca
[305] ca,wildfires
[305] wildfires,smoke
[305] smoke,cleared
[305] cleared,still
[305] still,getting
[305] getting,red
[305] red,flag

Top Word Pairs in Tweet in G4:
[60] grey,cross
[60] cross,studios
[54] #climatechangeaction,#dystopia
[50] climate,change
[41] studios,#art
[37] propaganda,enemy
[36] #art,#climatechange
[36] #climatechangeisreal,#climateaction
[35] #climatechange,#climatechangeisreal
[35] #extremeweather,#climatechangeaction

Top Word Pairs in Tweet in G5:
[55] climate,change
[48] #climatechange,#climatecrisis
[31] #climatechange,#climateemergency
[25] #climatecrisis,#climateemergency
[25] talk,sea
[25] sea,level
[25] level,rise
[25] rise,hundred
[25] hundred,years
[24] years,climate

Top Word Pairs in Tweet in G6:
[44] donald,trump's
[44] trump's,denial
[44] denial,public
[44] public,health
[44] health,science
[44] science,behind
[44] behind,#covid19
[44] #covid19,killed
[44] killed,hundreds
[44] hundreds,thousands

Top Word Pairs in Tweet in G7:
[91] 1980s,area
[91] area,bigger
[91] bigger,spain
[91] spain,multi
[91] multi,year
[91] year,ice
[91] ice,covering
[91] covering,two
[91] two,thirds
[91] thirds,laptev

Top Word Pairs in Tweet in G8:
[25] oceans,warming
[25] warming,due
[25] due,#climatechange
[25] #climatechange,over
[25] over,last
[25] last,50
[25] 50,years
[25] years,oceans
[25] oceans,absorbed
[25] absorbed,over

Top Word Pairs in Tweet in G9:
[42] gentoo,penguins
[21] penguins,true
[21] true,lovebirds
[21] lovebirds,learn
[21] learn,help
[21] help,protect
[21] protect,gentoo
[21] penguins,marine
[21] marine,life
[21] life,impacts

Top Word Pairs in Tweet in G10:
[21] solar,panels
[21] panels,being
[21] being,installed
[21] installed,roofs
[21] roofs,dozens
[21] dozens,schools
[21] schools,throughout
[21] throughout,dublin
[21] dublin,ireland
[21] ireland,fight

Top Replied-To
Top Replied-To in Entire Graph:
@joebiden
@borisjohnson
@realdonaldtrump
@geraldkutney
@polyb1123
@gretathunberg
@atrupar
@richardmunang
@aoc
@climatewed

Top Replied-To in G2:
@borisjohnson
@richardmunang
@climatewed
@thelastleg
@antonioguterres
@wehave2bebetter
@cnnpolitics
@bar_zie
@alexmfornal
@daniellatilbury

Top Replied-To in G4:
@polyb1123
@geraldkutney
@oclimate2
@tony__heller
@keillerdon
@abdulelsayed
@gervais_claire
@newsweek
@kashishds

Top Replied-To in G5:
@tornado_steejo
@hazloe3
@drshepherd2013
@ncse
@cortogantese
@guardianeco
@johnnyquest22

Top Replied-To in G6:
@ai6yrham
@maxim_k
@steb777
@ipcc_ch

Top Replied-To in G7:
@joebiden
@billieeilish
@alex_verbeek
@artforourplanet
@planetary_sec

Top Replied-To in G8:
@oregonstate
@iwra_water
@indusraven
@spacex
@setiinstitute
@thesheetztweetz
@noaasatellites
@vincent13031925
@elonsworld

Top Replied-To in G9:
@oceana

Top Replied-To in G10:
@edfenergy
@npr

Top Mentioned
Top Mentioned in Entire Graph:
@yuumei_art
@planetary_sec
@wef
@joebiden
@shayhynes
@kamalaharris
@geraldkutney
@mitranoforny23
@ldanksburke
@colleenboland

Top Mentioned in G1:
@_oscience
@anothergreen
@sterlinggate
@martinquinn61
@thedeterminedco
@samio331
@corr_concepts
@jodenerdc
@lucas_disciple
@principsofprosp

Top Mentioned in G2:
@cop26
@borisjohnson
@un
@wcl_news
@unfccc
@bmj_latest
@wef
@ptes
@profstrachan
@pespinosac

Top Mentioned in G3:
@yuumei_art

Top Mentioned in G4:
@geraldkutney
@unep
@aguy_pnw
@gorskon
@docsforclimate
@ameracadpeds
@climate4health
@abdulelsayed
@ecoamerica
@liveeccomag

Top Mentioned in G5:
@roysterdamus
@profstrachan
@nancymancias
@arikring
@ecowarriorss
@thenergynet
@telesurenglish
@c
@charluv2011
@ncse

Top Mentioned in G6:
@michaelemann
@ipcc_ch
@chriscartw83
@greensefa
@wikipedia
@sdinpraxis
@cdknetwork
@r34lb0rg
@climatephilo
@elizabeth_ruler

Top Mentioned in G7:
@planetary_sec
@alex_verbeek
@artforourplanet
@ethoslifestyle
@klatubaradaniko
@marinegofficial
@gretathunberg
@foodtank
@sperling_or
@conservationorg

Top Mentioned in G8:
@nasa
@esa_eo
@noaa
@willtravers
@janelubchenco
@elonmusk
@iwra_water
@ayanaeliza
@mongabay
@astronomy

Top Mentioned in G9:
@unbiodiversity
@oceana
@ipbes
@fao
@pns_news
@borealconserve
@iucn_water
@undp
@unep
@connect4climate

Top Mentioned in G10:
@microsoft
@intengineering
@georgewillems1
@techinsi
@ceresnews
@fabriziobustama
@walleniusmarine
@glengilmore
@npr
@sallyeaves

Top Tweeters
Top Tweeters in Entire Graph:
@dogandwinelover
@paoloigna1
@cowboyscifibot
@robre62
@kat4obama
@independent
@evankirstel
@ecointernetdrgb
@sainsburys
@lehimesa

Top Tweeters in G1:
@paoloigna1
@eraser
@hardknoxfirst
@mtvlebanonnews
@paulrogers002
@mtnbvan
@tweetmemetokyo
@digitaljournal
@earthscraft
@tampabaybucsfan

Top Tweeters in G2:
@evankirstel
@nilimajumder
@hazelglasgow
@lorimoreno
@carlyinnj
@walmart
@chaelmontgomery
@bbcnews
@olumideidowu
@mashable

Top Tweeters in G3:
@hitheresmiley
@daisypeony
@lewis_colbeck
@snonx28
@persephinae
@chubsthehamster
@anfu_x
@kyungaskhan
@enriquereyes
@burnished_fangs

Top Tweeters in G4:
@iam__network
@givemepie360
@wwf
@albertarabbit
@petchary
@bbcworld
@ana_captures
@newsweek
@monitor_ph
@ctvnews

Top Tweeters in G5:
@lehimesa
@dancas2
@thehill
@blanketcrap
@njdoc
@masqcrew
@charluv2011
@amazingchevvolt
@luribea68
@capatosta122

Top Tweeters in G6:
@cnbsnana
@knittingknots
@ybreevaart67_63
@forgerat
@tahfromslc
@chouchoumpacko
@alfred996
@michaelcozens
@warmongerexpose
@trustingmyvibes

Top Tweeters in G7:
@honeymoongondol
@mariacabadas
@18diannem
@gabdavilla
@klatubaradaniko
@lcby
@cassomalley1
@elsnail
@equallybalance
@cantescape2020

Top Tweeters in G8:
@femtech_
@iflck
@dwatchnews
@thepowerofmeow
@kimbru49
@gemswinc
@elleallever
@freediver_doris
@chirpydove
@triplepundit

Top Tweeters in G9:
@sudeepkhatri
@lorettabower3
@legsluquis
@ecolitical
@echocit
@kaiowut99
@britnatureguide
@sonilink
@gel_ruiz17
@realtorbondc

Top Tweeters in G10:
@ssxman2
@nicochan33
@nomoreslaves
@shicooks
@gvalan
@openmarketingtv
@marypcbuk
@kuriharan
@lesguer_lionel
@rldi_lamy