#climatechange, Twitter, 3/10/2022 10:28:47 PM, 272862


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#climatechange_2022-03-09_17-08-00.xlsx
#climatechange_2022-03-09_17-08-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 10, 2022
Short Description:
#climatechange via NodeXL https://bit.ly/3tQfOJt
@jfsebastian146
@ipcc_ch
@jane__eden
@profmarkmaslin
@imagine_garden
@arikring
@potus
@allanmargolin
@bullshitjobs
@mikehudema

Top hashtags:
#climatechange
#climatecrisis
#climateaction
#ipcc
#environment

Description:
Description
The graph represents a network of 8,124 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, 10 March 2022 at 01:25 UTC.

The requested start date was Thursday, 10 March 2022 at 01:01 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 6-day, 6-hour, 13-minute period from Thursday, 03 March 2022 at 02:00 UTC to Wednesday, 09 March 2022 at 08:13 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 : 8124
Unique Edges : 5659
Edges With Duplicates : 12154
Total Edges : 17813
Number of Edge Types : 5
Retweet : 5433
MentionsInRetweet : 7346
Mentions : 2920
Tweet : 1834
Replies to : 280
Self-Loops : 1953
Reciprocated Vertex Pair Ratio : 0.0177527151211362
Reciprocated Edge Ratio : 0.0348861071208701
Connected Components : 1159
Single-Vertex Connected Components : 460
Maximum Vertices in a Connected Component : 5397
Maximum Edges in a Connected Component : 14054
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.730736
Graph Density : 0.000147686241806717
Modularity : 0.522329
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,124 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, 10 March 2022 at 01:25 UTC.

The requested start date was Thursday, 10 March 2022 at 01:01 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 6-day, 6-hour, 13-minute period from Thursday, 03 March 2022 at 02:00 UTC to Wednesday, 09 March 2022 at 08:13 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:
[24] https://act.stand.earth/page/30571/petition/1?locale=en-US&en_chan=tw&ea.tracking.id=tw-share&utm_medium=social&utm_source=twitter&utm_content=CANA-EG-PET-FORESTS-PRIM-Old%20growth%20petition%20celeb%20video%20version
[17] https://drivebycuriosity.blogspot.com/2018/03/economics-who-will-gain-from-global.html
[14] https://www.bbc.com/news/science-environment-60525591
[11] https://flocard.app
[10] https://thepeoplesmanifesto.blogspot.com
[9] https://twinybots.ch/
[9] https://tetssol.com/
[9] https://tetstech.com/
[9] https://www.ipcc.ch/report/ar6/wg2/
[8] https://www.bbc.co.uk/news/science-environment-60650415

Top URLs in Tweet in G1:
[9] https://thepeoplesmanifesto.blogspot.com
[9] https://tetssol.com/
[9] https://tetstech.com/
[6] https://www.currentargus.com/story/news/local/2022/03/03/global-climate-change-report-has-new-mexico-drought-oil-gas-implications/9330031002/
[6] https://www.sfgate.com/hawaii/article/Home-collapses-on-Hawaii-s-North-Shore-more-16969272.php?IPID=SFGate-HP-CP-Spotlight
[6] https://www.consciousplanet.org/
[6] https://www.theguardian.com/australia-news/live/2022/mar/04/australia-news-updates-flood-warnings-rain-weather-nsw-queensland-scott-morrison-covid-coronavirus-omicron?utm_source=SPS&utm_medium=Twitter-Riseup4Climate
[5] https://www.bbc.com/news/science-environment-60525591
[5] http://thomaskgirard.com/books/
[5] https://www.youtube.com/watch?v=ky7Y2IO7XoU


Top URLs in Tweet in G2:
[17] https://drivebycuriosity.blogspot.com/2018/03/economics-who-will-gain-from-global.html
[8] https://rpujolviven.blogspot.com/2017/04/no-we-know-what-were-betting.html
[6] https://fal.cn/3mCMk
[6] https://vastuullisuusuutiset.fi/environmental-news-en/7-181/
[5] https://rpujolviven.blogspot.com/2013/01/really-are-temperatures-stopping-its.html
[4] https://www.greenhydrogen-india.com/
[4] https://organiclivefood.com/health/global-warming-corporatism-fascism-death-of-liberal-class.php
[4] https://twinybots.ch/
[3] https://twitter.com/gtitli/status/1445030147287965696
[3] https://rpujolviven.blogspot.com/2017/12/tomorrow-is-now.html

Top URLs in Tweet in G3:
[5] https://www.ipcc.ch/report/sixth-assessment-report-working-group-ii/
[5] https://www.ipcc.ch/report/ar6/wg2/
[4] https://www.weforum.org/agenda/2022/03/key-takeaways-ipcc-report-climate-impacts-adaptation
[3] https://youtu.be/JpK7eeYRhjQ
[3] https://www.bbc.com/news/science-environment-60525591
[3] https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_support_latest_IPCC_climate_report
[3] https://caricom.org/communique-thirty-third-inter.../
[3] https://www.joyofsustainability.com/
[2] https://bit.ly/WGIIPRpdf
[2] https://www.youtube.com/watch?v=25QlQVnL15M&feature=youtu.be


Top URLs in Tweet in G4:
[6] http://www.kidzcoolit.com/reviews/vivid-goliath-recyclings.php
[3] https://capitalcurrent.ca/experts-cautiously-optimistic-about-canadas-upcoming-greenhouse-gas-emissions-reduction-plan/
[3] https://www.bbc.co.uk/news/science-environment-24021772
[2] https://bit.ly/WGIIRep
[2] https://careerkarma.com/blog/environmental-law-schools/
[2] https://news.yahoo.com/climate-change-five-things-weve-001823851.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[2] https://wartsi.ly/3pxNyu0?hsamp_network=twitter&hsamp=b0optOYf%2Bfs9
[2] https://www.bbc.co.uk/news/science-environment-60664799
[2] https://climateimpactnews.com/solutions/3205-why-focusing-on-cutting-emissions-alone-won-t-halt-ecological-decline
[2] http://bit.ly/eickertodaytwitter

Top URLs in Tweet in G5:
[1] https://sustentio.com/2022/climateinactionstripes-virale-klimakommunikation
[1] https://bit.ly/3AyID01
[1] https://bit.ly/3KJvztu
[1] https://mg.co.za/top-six/2022-03-07-africas-people-go-hungry-because-of-climate-change/
[1] https://www.npr.org/2022/03/02/1083943889/climate-change-threatens-nearly-one-third-of-u-s-hazardous-chemical-facilities
[1] https://bit.ly/3IMYMm8
[1] https://www.youtube.com/watch?v=TkgOmuIumjk&feature=youtu.be


Top URLs in Tweet in G6:
[6] https://techxplore.com/news/2022-01-renewable-energy-source-artificial-leaf.html
[5] https://www.allerin.com/blog/solving-the-biggest-problems-of-big-data
[5] https://buff.ly/35M9uut
[4] https://sifted.eu/articles/green-glossary-carbon-accounting/
[2] http://www.ipcc.ch/report/ar6/wg2/
[1] https://twitter.com/treacl/status/1501421275931361280
[1] https://interestingengineering.com/co2-diamonds?utm_source=Twitter&utm_medium=Article&utm_campaign=organic&utm_content=Mar03
[1] https://insideclimatenews.org/news/27022018/renewable-energy-cities-clean-power-technology-cdp-report-global-warming-solutions
[1] https://lnkd.in/ewyX5wqV
[1] https://twitter.com/sydney_ev/status/1499192773819662336

Top URLs in Tweet in G7:
[4] https://apnews.com/article/climate-science-business-new-orleans-gulf-of-mexico-503dc6290c26b64f23c6e2a663eea6ac
[3] https://globalnews.ca/news/8647761/california-food-waste-law-recycling-climate/
[2] https://www.theguardian.com/environment/2022/feb/17/world-spends-18tn-a-year-on-subsidies-that-harm-environment-study-finds-aoe
[2] https://www.ecowatch.com/un-ipcc-climate-change-report-2022.html
[2] https://www.axios.com/un-climate-change-ipcc-2022-053ce9eb-0ac4-4b2e-b8ef-554a92769c8b.html
[2] https://www.packaging-gateway.com/comment/a-sustainable-view-of-packaging-in-2022-and-beyond/
[2] https://worldwarzero.com/magazine/2022/03/red-cross-joins-groups-calling-climate-change-a-national-security-concern/?emci=86803379-9599-ec11-a507-281878b80eda&emdi=ff00777b-9a99-ec11-a507-281878b80eda&ceid=1770621
[2] https://www.smithsonianmag.com/innovation/california-is-about-to-test-its-first-solar-canals-180979637/
[1] https://www.theverge.com/2022/2/28/22953552/sea-walls-coastal-cities-climate-change-adaptation-united-nations-report?utm_campaign=theverge&utm_content=entry&utm_medium=social&utm_source=twitter
[1] https://www.cnbc.com/2022/03/05/how-war-in-ukraine-and-climate-change-are-shaping-the-nuclear-industry.html?__source=sharebar|twitter&par=sharebar

Top URLs in Tweet in G8:
[2] https://apnews.com/article/russia-ukraine-putin-climate-biden-science-b7f4d8399218bdc4330305a913d56bb7
[1] https://twitter.com/gatesafrica/status/1499331250682667008
[1] https://bit.ly/3hBxNhg
[1] https://twitter.com/umaentertain/status/1498979216049774593
[1] https://app.wedonthavetime.org/posts/526e988c-4cb9-43f8-93eb-0d0eaf47dbc5?utm_source=twitter&utm_medium=social&utm_campaign=IWD2022
[1] https://app.wedonthavetime.org/posts/1f571f33-1075-4f10-b062-e82363c5831e?utm_source=twitter&utm_medium=social&utm_campaign=IWD2022
[1] https://app.wedonthavetime.org/posts/cc6ccaa8-11b3-46f2-82ba-179e027d4f6a?utm_source=twitter%26utm_medium=wdht-web-app-share%26utm_campaign=sheclimate
[1] https://www.ipcc.ch/report/ar6/wg2
[1] https://www.shedecides.com/manifesto/
[1] https://www.gofundme.com/f/72park-projet-x?utm_campaign=p_lico+share-sheet&utm_medium=copy_link&utm_source=customer

Top URLs in Tweet in G9:
[1] https://twitter.com/JElliotMP/status/1501425381600993285
[1] https://tinyurl.com/6c39s6n9
[1] https://www.keenforthesenate.com/climate-change/
[1] https://twitter.com/victorklineTNL/status/1499152503342247936
[1] https://twitter.com/qreconstruction/status/1501294218559512580
[1] https://www.sydney.edu.au/news-opinion/news/2020/12/07/3-billion-animals-impacted-by-fires-including-60000-koalas-repor.html
[1] https://twitter.com/tom_swann/status/1499249465324376066
[1] https://www.theguardian.com/environment/2022/mar/01/gang-gang-cockatoo-to-become-threatened-species-after-large-drop-in-bird-numbers
[1] https://twitter.com/eytanlenko/status/1501289787432443905
[1] https://www.smh.com.au/environment/climate-change/we-can-prepare-for-extreme-weather-events-like-this-and-we-must-20220302-p5a13o.html

Top URLs in Tweet in G10:
[3] https://gender.cgiar.org/news-events/csw66-side-event-womens-and-girls-empowerment-key-equitable-food-systems-changing
[3] https://bit.ly/3gYPiI0
[2] https://ufmsecretariat.org/event/iwd2022/
[2] https://twitter.com/amsa_marine/status/1499245650361610241
[1] https://twitter.com/UNPeacebuilding/status/1501203585174024195
[1] https://gca-org.zoom.us/webinar/register/8516456075946/WN_E26hJWyzTASX_qNN6rJ-fQ
[1] https://twitter.com/bradmoggo/status/1499610590280486912
[1] https://www.icarda.org/media/news/idfs-side-event-KAIDPAI-2022
[1] https://www.eventbrite.co.uk/e/climate-change-adaptation-and-biodiversity-conservation-in-europe-tickets-255194502627
[1] https://on.cgiar.org/3LT75P7

Top Domains
Top Domains in Tweet in Entire Graph:
[324] twitter.com
[147] bit.ly
[102] youtube.com
[94] blogspot.com
[59] com.au
[55] co.uk
[53] phys.org
[43] buff.ly
[43] theguardian.com
[36] cleantechnica.com

Top Domains in Tweet in G1:
[34] twitter.com
[34] cleantechnica.com
[27] blogspot.com
[22] youtube.com
[13] theguardian.com
[13] com.au
[9] bbc.com
[9] tetssol.com
[9] tetstech.com
[8] amazon.com

Top Domains in Tweet in G2:
[56] blogspot.com
[50] twitter.com
[17] youtube.com
[11] buff.ly
[9] bit.ly
[8] orfonline.org
[7] theconversation.com
[6] fal.cn
[6] organiclivefood.com
[6] co.uk

Top Domains in Tweet in G3:
[25] twitter.com
[22] natecosystem.com
[19] bit.ly
[14] ipcc.ch
[12] youtube.com
[11] weforum.org
[4] caricom.org
[3] un.org
[3] youtu.be
[3] dw.com

Top Domains in Tweet in G4:
[67] twitter.com
[15] bit.ly
[13] co.uk
[11] youtube.com
[9] com.au
[9] blogspot.com
[6] lnkd.in
[6] nwmd.io
[6] kidzcoolit.com
[5] linkedin.com

Top Domains in Tweet in G5:
[3] bit.ly
[1] sustentio.com
[1] co.za
[1] npr.org
[1] youtube.com

Top Domains in Tweet in G6:
[6] techxplore.com
[5] allerin.com
[5] buff.ly
[4] sifted.eu
[2] twitter.com
[2] ipcc.ch
[1] interestingengineering.com
[1] insideclimatenews.org
[1] lnkd.in
[1] europa.eu

Top Domains in Tweet in G7:
[4] apnews.com
[3] globalnews.ca
[2] theguardian.com
[2] ecowatch.com
[2] axios.com
[2] packaging-gateway.com
[2] worldwarzero.com
[2] smithsonianmag.com
[2] worldbank.org
[2] apple.news

Top Domains in Tweet in G8:
[4] twitter.com
[3] bit.ly
[3] wedonthavetime.org
[3] theconversation.com
[2] apnews.com
[1] ipcc.ch
[1] shedecides.com
[1] gofundme.com
[1] fastcompany.com
[1] cleantechnica.com

Top Domains in Tweet in G9:
[6] twitter.com
[1] tinyurl.com
[1] keenforthesenate.com
[1] edu.au
[1] theguardian.com
[1] com.au

Top Domains in Tweet in G10:
[5] cgiar.org
[5] bit.ly
[4] twitter.com
[2] ufmsecretariat.org
[2] iucn.org
[2] genderandenvironment.org
[1] zoom.us
[1] icarda.org
[1] co.uk
[1] trello.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5952] climatechange
[473] climatecrisis
[413] climateaction
[367] ipcc
[329] environment
[309] globalwarming
[298] climate
[288] iwd2022
[233] climatereport
[177] auspol



Top Hashtags in Tweet in G1:
[678] climatechange
[152] climateaction
[122] environment
[121] globalwarming
[106] climate
[71] climatecrisis
[54] sustainability
[51] savetheplanet
[50] ev
[50] renewableenergy

Top Hashtags in Tweet in G2:
[776] climatechange
[93] climatecrisis
[75] globalwarming
[74] climateaction
[46] iwd2022
[46] climate
[45] environment
[40] climateemergency
[23] worldwildlifeday
[22] climatereport

Top Hashtags in Tweet in G3:
[498] climatechange
[164] ipcc
[130] climatereport
[55] iwd2022
[23] climatecrisis
[22] climate
[22] globalwarming
[19] climatejustice
[18] climateaction
[17] worldwildlifeday

Top Hashtags in Tweet in G4:
[509] climatechange
[39] climatecrisis
[32] globalwarming
[29] environment
[29] climate
[27] climateaction
[17] climateemergency
[15] ipcc
[15] energy
[13] auspol

Top Hashtags in Tweet in G5:
[232] climatechange
[4] women
[4] climateactionnow
[3] climatecrisis
[3] ipcc
[2] climatejustice
[2] joebiden
[2] cleanenergy
[2] climatereport
[2] ipccreport

Top Hashtags in Tweet in G6:
[61] climatechange
[16] ai
[12] energy
[11] gretathurnberg
[11] internationalwomensday
[9] tech
[8] cleanenergy
[8] renewableenergy
[8] climateaction
[7] windpower

Top Hashtags in Tweet in G7:
[183] climatechange
[18] sustainability
[15] nature
[15] wildlife
[14] history
[14] travel
[14] worldwildlifeday
[9] climatecrisis
[9] rainforest
[5] pollution

Top Hashtags in Tweet in G8:
[130] climatechange
[39] climatecrisis
[18] internationalwomensday
[9] climateaction
[8] environmental
[8] climatereport
[7] ipcc
[5] climatestrike
[5] india
[5] lnp

Top Hashtags in Tweet in G9:
[55] climatechange
[20] floods
[20] climatecatastrophe
[18] unprecedentedevent
[5] auspol
[4] lismore
[4] qld
[4] ipcc
[4] tnl
[4] unprecedented

Top Hashtags in Tweet in G10:
[104] climatechange
[20] iwd2022
[18] gender
[13] internationalwomensday
[8] genderequality
[8] women
[7] foodsystems
[7] agriculture
[6] ipcc
[6] covid19

Top Words
Top Words in Tweet in Entire Graph:
[5917] #climatechange
[1229] climate
[760] more
[686] change
[596] women
[552] report
[529] impacts
[472] #climatecrisis
[408] #climateaction
[384] carbon

Top Words in Tweet in G1:
[675] #climatechange
[150] #climateaction
[122] #environment
[119] climate
[118] #globalwarming
[105] #climate
[94] change
[82] more
[71] #climatecrisis
[64] energy

Top Words in Tweet in G2:
[772] #climatechange
[136] climate
[103] more
[93] #climatecrisis
[74] #climateaction
[74] #globalwarming
[71] change
[70] women
[62] report
[61] global

Top Words in Tweet in G3:
[493] #climatechange
[284] ipcc_ch
[166] report
[162] latest
[160] impacts
[155] climate
[128] #climatereport
[107] #ipcc
[99] change
[84] adaptation

Top Words in Tweet in G4:
[506] #climatechange
[112] climate
[67] change
[51] more
[38] #climatecrisis
[32] #globalwarming
[29] #environment
[29] #climate
[27] report
[26] energy

Top Words in Tweet in G5:
[232] #climatechange
[204] still
[204] going
[203] collective
[203] failure
[203] negotiations
[203] over
[203] last
[203] 30
[203] years

Top Words in Tweet in G6:
[61] #climatechange
[16] #ai
[16] arikring
[15] jackthelad1947
[15] hanslak
[15] debraruh
[13] kashthefuturist
[12] #energy
[12] treacl
[11] honor

Top Words in Tweet in G7:
[182] #climatechange
[96] loss
[94] act
[93] dear
[93] humanity
[93] threatens
[93] existence
[93] soon
[93] there'll
[93] catastrophic

Top Words in Tweet in G8:
[124] #climatechange
[39] #climatecrisis
[37] climate
[35] need
[34] aaravseth_
[33] guysss
[33] prepare
[33] worse
[33] dire
[33] leaders

Top Words in Tweet in G9:
[55] #climatechange
[40] '
[28] climate
[25] report
[23] two
[22] gt
[20] #floods
[20] #climatecatastrophe
[20] warns
[20] world

Top Words in Tweet in G10:
[103] #climatechange
[51] women
[27] girls
[23] need
[20] #iwd2022
[20] impacts
[19] climate
[19] adaptation
[18] #gender
[18] important

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[536] climate,change
[272] carbon,dioxide
[241] 30,years
[231] over,last
[224] last,30
[217] collective,failure
[217] failure,#climatechange
[217] #climatechange,negotiations
[217] negotiations,over
[217] years,carbon

Top Word Pairs in Tweet in G1:
[66] #climatechange,#climateaction
[50] #environment,#climatechange
[48] climate,change
[39] #tesla,#ev
[38] #climate,change
[36] #climatechange,#globalwarming
[35] comes,#climatechange
[32] #ev,#climatechange
[31] climate,action
[30] #climateaction,#globalwarming

Top Word Pairs in Tweet in G2:
[53] climate,change
[31] women,girls
[26] #climatechange,#climateaction
[26] global,warming
[25] #climatecrisis,#climateemergency
[23] impacts,#climatechange
[22] #globalwarming,#climatechange
[21] #climatecrisis,#climatechange
[19] fight,against
[19] area,nearly

Top Word Pairs in Tweet in G3:
[94] climate,change
[88] latest,#climatereport
[70] ipcc_ch,report
[64] impacts,adaptation
[55] adaptation,vulnerability
[49] #climatereport,#climatechange
[46] #climatechange,2022
[46] 2022,impacts
[35] vulnerability,examines
[35] examines,impacts

Top Word Pairs in Tweet in G4:
[58] climate,change
[11] #climatechange,#climatecrisis
[11] #globalwarming,#climatechange
[10] #climatecrisis,#climatechange
[10] #climatechange,#globalwarming
[10] #climatechange,#climateaction
[8] #environment,#climatechange
[7] against,#climatechange
[7] fight,against
[7] #climatecrisis,#climateemergency

Top Word Pairs in Tweet in G5:
[203] collective,failure
[203] failure,#climatechange
[203] #climatechange,negotiations
[203] negotiations,over
[203] over,last
[203] last,30
[203] 30,years
[203] years,carbon
[203] carbon,dioxide
[203] dioxide,levels

Top Word Pairs in Tweet in G6:
[11] honor,#gretathurnberg
[11] #gretathurnberg,#internationalwomensday
[11] #internationalwomensday,#climatechange
[10] treacl,honor
[8] jackthelad1947,neurozoinnovat1
[8] neurozoinnovat1,ristori20
[8] ristori20,kashthefuturist
[8] kashthefuturist,adamrogers2030
[8] adamrogers2030,reclaimanglesea
[8] reclaimanglesea,debraruh

Top Word Pairs in Tweet in G7:
[93] dear,humanity
[93] humanity,#climatechange
[93] #climatechange,threatens
[93] threatens,existence
[93] existence,act
[93] act,soon
[93] soon,there'll
[93] there'll,catastrophic
[93] catastrophic,biodiversity
[93] biodiversity,loss

Top Word Pairs in Tweet in G8:
[33] #climatechange,guysss
[33] guysss,prepare
[33] prepare,worse
[33] worse,dire
[33] dire,need
[33] need,leaders
[33] leaders,speak
[33] speak,#climatecrisis
[32] aaravseth_,#climatechange
[13] today,#internationalwomensday

Top Word Pairs in Tweet in G9:
[20] #climatecatastrophe,'
[20] ',climate
[20] climate,report
[20] report,warns
[20] warns,world
[20] world,verge
[20] verge,irreversible
[20] irreversible,damage
[20] damage,'
[20] ',gt

Top Word Pairs in Tweet in G10:
[22] women,girls
[11] first,impacted
[11] impacted,last
[11] last,heardâ
[11] heardâ,thanks
[11] thanks,authored
[11] authored,extremely
[11] extremely,important
[11] important,piece
[10] international,women's

Top Replied-To
Top Replied-To in Entire Graph:
@yjadot
@potus
@borisjohnson
@creativescty
@pierrepoilievre
@billymoose
@bettemidler
@crystal56406138
@un
@_globalcrisis_

Top Replied-To in G1:
@potus
@julianandrew63
@knausc
@ricketykate1
@scottludlam
@enrex_crypto
@hannahnfry
@tobyrayenglish
@rondesantisfl

Top Replied-To in G2:
@electproject
@mollyjongfast
@sianprior
@reallizusa
@daniel_marbella
@gavan_mcfadzean
@theprojecttv
@gavincoote
@eytanlenko
@cristyclark

Top Replied-To in G3:
@caricomorg
@gothmog20345259
@thekootneeti
@dw_environment
@theboilingfrogs
@comradefat
@un
@goforgold80s
@abilutangwa
@wellcometrust

Top Replied-To in G5:
@borisjohnson
@senschumer
@hanabethluke
@rishisunak
@brumgreens
@_gary_uk

Top Replied-To in G6:
@therealnumber6
@jackthelad1947
@hazloe3
@amandaray02
@hanslak

Top Replied-To in G7:
@unep

Top Replied-To in G8:
@zalisteggall
@fffpunjab
@spenderallegra
@brammlindentree
@albomp
@ashdahlstrom
@kailaswild
@sophiamathur

Top Replied-To in G9:
@calvinc59928628
@pangolincovid
@msahwu
@moondriftmusing
@yarramanbully

Top Replied-To in G10:
@drjessmt
@nasherk

Top Mentioned
Top Mentioned in Entire Graph:
@ipcc_ch
@profmarkmaslin
@mikehudema
@danielturnerptf
@petergleick
@bullshitjobs
@un
@thegef
@climatecouncil
@edmundiffland

Top Mentioned in G1:
@allanmargolin
@eandpcartoons
@al_maldives
@zxcxz_xyz
@heromotocorp
@cleanairmoms
@napbot
@potus
@mdlcv
@myzerocarbon

Top Mentioned in G2:
@ipcc_ch
@aidagreenbury
@zeroco2_
@whoafro
@moetitshidi
@dremmaljohnston
@purplestillgood
@unswscience
@taimoorsohail_
@jandzika

Top Mentioned in G3:
@ipcc_ch
@un
@unep
@wef
@beeasmarine
@mariahavillah1
@anu_iceds
@euclimateaction
@unhabitat
@caricomorg

Top Mentioned in G4:
@bcrires
@ulangkamp
@earthkikashi
@normajeanangel
@kh527q
@thepeopleszero
@mamakind420
@angelalupo10
@daemontown
@david_haeberli

Top Mentioned in G5:
@profmarkmaslin
@fullerproject
@conversationus
@borisjohnson
@clearloopus
@thegreenparty
@scottishpower
@mailandguardian
@penn_state
@worldzonfire

Top Mentioned in G6:
@arikring
@debraruh
@jackthelad1947
@hanslak
@kashthefuturist
@treacl
@adamrogers2030
@ristori20
@shi4tech
@charluv2011

Top Mentioned in G7:
@mikehudema
@alex_verbeek
@karajarina
@earthaccounting
@rainforesttrust
@chriscartw83
@veganewaj
@richardmunang
@profmarkmaslin
@advanceesg

Top Mentioned in G8:
@aaravseth_
@_anthropause
@ecowarriorss
@wedonthavetime
@aidahhelen
@unwomenuganda
@vanessa_vash
@tc_africa
@socabdp
@gretathunberg

Top Mentioned in G9:
@accuweather
@dom_perrottet
@seashepherdpaul
@steveirons
@aarondodd
@liberalaus
@nickihutley
@josiegirl62
@abcnews
@profstevekeen

Top Mentioned in G10:
@cgiar
@cgiargender
@unpeacebuilding
@bhiamie
@iucn
@icarda
@melindagates
@grettapecl
@gcadaptation

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@mistersalesman
@lennaleprena
@xaelbot
@charlesfrize
@geoffrey_payne
@independent
@nobby15
@mhall55nine
@angelamortimer2

Top Tweeters in G1:
@iartg
@ksp_libs
@al_maldives
@ishagshafeeg
@rockchristopher
@stevijopayne
@purrmonsta
@march4progress
@tdzwilewski
@sevenbowie

Top Tweeters in G2:
@patriotmarie70
@minhkular
@jfsebastian146
@b1e56df9ce6549f
@jimmyroybloom
@jrweaver55
@mistaaimanvevo
@tbell1968
@mercnews
@tttezzz

Top Tweeters in G3:
@httweets
@indianexpress
@johangreg
@botcybersec
@darylgibson
@wgarnews
@aquarius1049
@andytoronto
@ciangaia
@loreyjeanene

Top Tweeters in G4:
@drpatfarrell
@jamesvgingerich
@moneycontrolcom
@deccanherald
@greenurlifenow
@marxdeane
@cmusician
@laurelworlds
@stock_titan
@shs_2015_1997

Top Tweeters in G5:
@sddphoto
@tates5a
@proglocommons
@unetomaterouge
@crazybob48
@duncanmacmartin
@freediver_doris
@philewis
@pwwingman
@djriveraros

Top Tweeters in G6:
@geoffrey_payne
@evankirstel
@lehimesa
@dancas2
@jjj5819
@morgfair
@ken_crichlow
@blanketcrap
@npsusa
@suekhi

Top Tweeters in G7:
@geegeebythesea
@michaelpurvis64
@wavetop
@nigeblue
@elizabethliza16
@june26jasmine
@verge
@dislerfrank
@renae_78
@noahsarkcrew

Top Tweeters in G8:
@tzdiscovery
@dawnroseturner
@deborahskyrim
@tacoda00
@dailytelegraph
@janeinak
@cclark112263
@parents4future
@ecowarriorss
@oneeghacarol

Top Tweeters in G9:
@lennaleprena
@nobby15
@pckj3627
@feralislandbud
@morpheusbeing
@raywilton4
@43a6f0ce5dac4ea
@neric16
@gratefultojesus
@abcnews

Top Tweeters in G10:
@business
@margarethollin1
@gladeolie
@rowlandm
@brautasuno
@satyavrata9
@indigenousx
@marianatrobosky
@tamarasiuda
@daliakhojely


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