#climatechange, Twitter, 1/20/2022 2:30:09 AM, 270310


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#climatechange_2022-01-19_17-08-00.xlsx
#climatechange_2022-01-19_17-08-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 20, 2022
Short Description:
#climatechange via NodeXL https://bit.ly/3Kljg6B
@jfsebastian146
@jane__eden
@imandiu
@profmarkmaslin
@enricomolinari
@mikehudema
@insane_voice
@arikring
@aaravseth_
@friendsoscience

Top hashtags:
#climatechange
#globalwarming
#climatecrisis
#environment

Description:
Description
The graph represents a network of 7,457 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, 20 January 2022 at 01:25 UTC.

The requested start date was Thursday, 20 January 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 2-day, 8-hour, 1-minute period from Monday, 17 January 2022 at 00:12 UTC to Wednesday, 19 January 2022 at 08:14 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 : 7457
Unique Edges : 4748
Edges With Duplicates : 12570
Total Edges : 17318
Number of Edge Types : 5
Retweet : 5430
MentionsInRetweet : 6942
Tweet : 1842
Mentions : 2787
Replies to : 317
Self-Loops : 1963
Reciprocated Vertex Pair Ratio : 0.0174451968323195
Reciprocated Edge Ratio : 0.0342921601804851
Connected Components : 967
Single-Vertex Connected Components : 416
Maximum Vertices in a Connected Component : 5290
Maximum Edges in a Connected Component : 14395
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.599657
Graph Density : 0.000159444189605527
Modularity : 0.48545
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,457 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, 20 January 2022 at 01:25 UTC.

The requested start date was Thursday, 20 January 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 2-day, 8-hour, 1-minute period from Monday, 17 January 2022 at 00:12 UTC to Wednesday, 19 January 2022 at 08:14 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:
[30] https://onlinelibrary.wiley.com/doi/10.1111/ecog.05450?cookieSet=1
[15] https://hackernoon.com/building-sustainable-aiml-solutions-in-the-cloud-with-federated-learning-bm1u353v
[14] https://www.instagram.com/accounts/login/
[13] https://www.npr.org/2022/01/14/1072980468/to-survive-climate-change-plants-cant-just-get-up-and-move
[13] https://www.bbc.co.uk/news/science-environment-59941016
[13] https://twinybots.ch/
[12] https://blazingowlpress.blogspot.com/2022/01/living-green-ringwood-mines-landfill.html
[11] https://www.weforum.org/agenda/2021/07/electric-cars-batteries-fossil-fuel?utm_source=twitter&utm_medium=social_scheduler&utm_term=Automotive+Industry&utm_content=16/01/2022+18:45
[11] https://tetssol.com/
[11] https://tetstech.com/

Top URLs in Tweet in G1:
[12] https://www.bbc.co.uk/news/science-environment-59941016
[8] https://rpujolviven.blogspot.com/2017/04/no-we-know-what-were-betting.html
[7] https://rpujolviven.blogspot.com/2019/12/the-loosed-decade.html
[7] https://www.thepetitionsite.com/397/796/490/tell-australia-wildlife-conservation-is-impossible-if-we-ignore-climate-change/?taf_id=68900429&cid=twitter#bbfb=903344212
[6] https://rpujolviven.blogspot.com/2015/06/mankind-is-melding-by-own-hot.html
[6] https://rpujolviven.blogspot.com/2014/03/the-carbon-bubble.html
[6] https://rpujolviven.blogspot.com/2013/04/the-perfect-storm.html
[6] https://rpujolviven.blogspot.com/2016/12/perceptions-towards-climate-climatic.html
[5] https://phys.org/news/2022-01-americans-alarmed-climate-leaders.html
[5] https://rpujolviven.blogspot.com/2013/10/after-storm-will-always-be-calm.html

Top URLs in Tweet in G2:
[15] https://hackernoon.com/building-sustainable-aiml-solutions-in-the-cloud-with-federated-learning-bm1u353v
[10] https://www.weforum.org/agenda/2021/07/electric-cars-batteries-fossil-fuel?utm_source=twitter&utm_medium=social_scheduler&utm_term=Automotive+Industry&utm_content=16/01/2022+18:45
[8] https://www.weforum.org/agenda/2022/01/global-risks-report-2022-radio-davos/
[7] https://www.greenbiz.com/article/when-circularity-meets-climate-tech
[7] https://www.simplilearn.com/climate-change-article
[6] https://ethics.org.au/this-is-what-comes-after-climate-grief/
[4] https://www.williamquincybelle.com/2019/06/the-enemy-is-us.html
[4] https://vimeo.com/655414964
[3] https://futurism.com/the-byte/co2-killing-trees
[3] https://climatecrocks.com/2022/01/18/what-happens-when-a-country-becomes-unlivable/

Top URLs in Tweet in G3:
[7] https://twinybots.ch/
[5] https://people.best/
[4] https://www.bbc.co.uk/news/science-environment-60026378
[4] https://www.independent.co.uk/climate-change/news/health-climate-ons-heat-cold-b1994593.html
[3] https://www.instagram.com/accounts/login/
[3] http://secure.hostgator.com/~affiliat/cgi-bin/affiliates/clickthru.cgi?id=Bankroller&page=http://www.hostgator.com/green-web-hosting.shtml
[3] https://www.euronews.com/green/2022/01/17/what-s-the-real-role-of-volcanoes-in-climate-change
[2] https://www.theguardian.com/news/2022/jan/11/climate-change-insect-world-global-heating-species
[2] https://www.pwc.com/ceosurvey
[2] https://slconcordtimes.com/digital-publication-23/

Top URLs in Tweet in G4:
[5] https://play.google.com/store/apps/details?id=org.goodempire.goodempire&utm_source=newsletter&utm_medium=email&utm_campaign=its_time_name_the_app_is_ready&utm_term=2021-11-17
[3] https://apps.apple.com/app/id1578988301?utm_source=newsletter&utm_medium=email&utm_campaign=its_time_name_the_app_is_ready&utm_term=2021-11-19
[2] https://www.washingtonpost.com/climate-environment/2022/01/17/coal-creek-station-power-plant/?utm_source=rss&utm_medium=referral&utm_campaign=wp_climate-environment
[2] https://www.zazzle.com/flower_power_greeting_card-256824964309913673
[2] https://ethics.org.au/this-is-what-comes-after-climate-grief/
[1] https://www.worldbank.org/en/news/press-release/2021/12/10/-115-million-support-for-improved-watershed-management-in-indian-states-of-karnataka-odisha?CID=WAT_TT_Water_EN_EXT
[1] https://blogs.worldbank.org/water/putting-our-waste-work-green-growth?CID=WAT_TT_Water_EN_EXT
[1] https://www.independent.co.uk/climate-change/news/health-climate-ons-heat-cold-b1994593.html
[1] https://bigearth-data.com/go/y9vz6al7
[1] https://www.natureworldnews.com/articles/48890/20220113/microplastics-lingers-rivers-years-before-polluting-oceans.htm

Top URLs in Tweet in G5:
[2] https://www.ucsdclimatereview.org/post/solarpunk-the-power-of-an-aesthetic
[2] https://www.natureworldnews.com/articles/48890/20220113/microplastics-lingers-rivers-years-before-polluting-oceans.htm
[2] https://eia-international.org/news/plastic-pollutions-deadly-ticking-clock-a-dire-emergency-for-people-and-the-planet/
[2] https://thenewdaily.com.au/finance/finance-news/2022/01/17/omicron-neoliberalism-alan-kohler/
[1] https://earthobservatory.nasa.gov/images/149321/2021-continued-earths-warming-trend
[1] https://journals.sagepub.com/doi/10.1177/08901171211063998
[1] https://www.oxfam.org/en/press-releases/worlds-richest-10-produce-half-carbon-emissions-while-poorest-35-billion-account
[1] https://www.ifad.org/en/web/latest/-/why-invest-in-climate-change-adaptation-your-questions-answered?p_l_back_url=%2Fen%2Fweb%2Flatest%2Fgallery
[1] https://www.ifad.org/en/web/latest/-/protecting-homes-and-livelihoods-in-bangladesh-s-haor-basin?p_l_back_url=%2Fen%2Fweb%2Flatest%2Fgallery
[1] https://www.mercurynews.com/2022/01/15/the-plight-of-moss-landings-olympia-oysters/

Top URLs in Tweet in G6:
[5] https://climate.nasa.gov/
[5] https://www.subjecttoclimate.org/?utm_source=twitter&utm_medium=social&utm_campaign=content_provider&utm_id=01.17.22&utm_content=image
[4] https://www.nytimes.com/interactive/2022/01/11/climate/record-temperatures-map-2021.html
[4] https://fishfocus.co.uk/blue-action-making-a-global-impact-by-supporting-local-ocean-protection/?utm_source=twitter&utm_medium=social&utm_campaign=SocialWarfare
[3] https://www.marketing-interactive.com/coca-cola-unilever-cut-plastic-pollution
[3] https://www.mercer.com/content/mercer/global/all/en/our-thinking/wealth/podcast-critical-thinking-critical-issues.html?utm_source=twitter&utm_medium=social&utm_campaign=critical-thinking-critical-issues-podcast&utm_content=sustainability-podcast&utm_country=tw-mercer-inv&utm_term=2020&sf252804834=1
[2] https://kokushoku.com/telepathy-informant-science-problem-01-global-warming-cause/
[2] https://twitter.com/holmescnn/status/1482950530204844032
[2] https://www.scotsman.com/business/royal-bank-of-scotland-staff-trained-on-climate-change-to-help-farmers-3510106
[2] https://twitter.com/HeminFarman/status/1483421778131226625

Top URLs in Tweet in G7:
[12] https://www.npr.org/2022/01/14/1072980468/to-survive-climate-change-plants-cant-just-get-up-and-move
[7] https://www.youtube.com/watch?v=ONaqsKxu-gU&feature=youtu.be

[2] https://www.politico.com/news/2022/01/17/democrats-biden-clean-energy-527175
[2] https://www.youtube.com/watch?v=HvD0TgE34HA&feature=youtu.be

[1] https://www.youtube.com/watch?v=gCKmcfUov1k&feature=youtu.be

[1] https://twitter.com/CLIMATEMAMA/status/1481266139464228866
[1] https://www.linkedin.com/slink?code=e9GmbbjS
[1] https://twitter.com/i/status/1418617276153176069
[1] https://twitter.com/MikeHudema/status/1075908212824727554
[1] https://cleantechnica.com/2019/09/29/the-short-list-of-climate-actions-that-will-work/

Top URLs in Tweet in G8:
[6] https://www.bbc.co.uk/news/science-environment-24021772
[3] https://www.dailymail.co.uk/sciencetech/article-10400367/Newly-discovered-tiny-rain-frog-named-climate-activist-Greta-Thunberg.html
[2] https://www.youtube.com/watch?v=yiw6_JakZFc

[2] https://www.pbs.org/newshour/show/rising-temperatures-dying-cattle-iraq-is-reeling-from-climate-change
[1] https://thehill.com/policy/equilibrium-sustainability/590272-equilibrium-sustainability
[1] https://insideclimatenews.org/news/16012022/heading-for-a-second-term-fed-chair-jerome-powell-bucks-a-global-trend-on-climate-change/
[1] https://www.shoutoutuk.org/2022/01/10/greenwashing-how-companies-dupe-us-into-buying-misleading-eco-products/
[1] https://theworld.org/stories/2022-01-14/massive-sinkholes-appear-farmers-fields-central-turkey-due-climate-change-and
[1] https://www.naturalgasintel.com/california-blueprint-looking-to-forge-oil-free-future-lead-nation-in-climate-change-fight/
[1] https://www.telegraph.co.uk/global-health/climate-and-people/east-africa-receive-17-million-uk-support-combat-climate-change/

Top URLs in Tweet in G9:
[10] https://creativesociety.com/
[3] https://twitter.com/_GlobalCrisis_/status/1483065362178527236
[3] https://twitter.com/_GlobalCrisis_/status/1483169545560932360
[3] https://www.youtube.com/watch?v=kcZB1VIGu8w&feature=youtu.be

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

[2] https://twitter.com/_GlobalCrisis_/status/1483566483934482435
[2] https://creativesociety.com/global-crisis-time-for-the-truth
[2] https://www.youtube.com/watch?v=dWpG5zfMybA&feature=youtu.be

[1] https://geocenter.info/en/pages/climatology-report-online
[1] https://allatra.tv/en/video/climate-threats-variants-for-survival

Top URLs in Tweet in G10:
[1] https://www.washingtonpost.com/climate-environment/2022/01/13/global-temperature-record-climate-change/?tid=ss_tw
[1] https://citizensclimatelobby.org/get-loud-take-action/
[1] https://twitter.com/MaibachEd/status/1481353249705844740
[1] https://www.pbs.org/newshour/science/ocean-heat-is-at-record-levels-with-major-consequences
[1] https://coloradosun.com/2022/01/17/zornio-opinion-colorado-legislature-climate/
[1] https://twitter.com/CBSEveningNews/status/1483226037580402688
[1] https://twitter.com/GouwLab/status/1483234209116278784
[1] https://twitter.com/Elise4BoCo/status/1483138356854726657
[1] https://files.constantcontact.com/adf622bd601/fd10e079-d473-4e2d-9f24-379999dbebd8.pdf
[1] https://www.latimes.com/opinion/story/2022-01-16/climate-change-funding

Top Domains
Top Domains in Tweet in Entire Graph:
[279] twitter.com
[168] youtube.com
[152] blogspot.com
[81] co.uk
[45] weforum.org
[44] theguardian.com
[42] bit.ly
[36] wiley.com
[35] com.au
[33] cleantechnica.com

Top Domains in Tweet in G1:
[119] blogspot.com
[91] youtube.com
[47] twitter.com
[26] co.uk
[24] natecosystem.com
[21] phys.org
[17] immortalartist.com
[12] reuters.com
[12] medium.com
[9] com.au

Top Domains in Tweet in G2:
[35] weforum.org
[19] twitter.com
[15] hackernoon.com
[11] futurism.com
[10] forbes.com
[9] youtube.com
[8] greenbiz.com
[7] simplilearn.com
[6] anchor.fm
[6] org.au

Top Domains in Tweet in G3:
[65] twitter.com
[17] youtube.com
[15] linkedin.com
[15] co.uk
[12] theguardian.com
[10] blogspot.com
[10] people.best
[7] twinybots.ch
[7] gpwx.news
[5] yahoo.com

Top Domains in Tweet in G4:
[5] google.com
[3] apple.com
[2] worldbank.org
[2] washingtonpost.com
[2] zazzle.com
[2] org.au
[1] co.uk
[1] bigearth-data.com
[1] natureworldnews.com
[1] twitter.com

Top Domains in Tweet in G5:
[5] twitter.com
[2] ucsdclimatereview.org
[2] ifad.org
[2] natureworldnews.com
[2] eia-international.org
[2] publicnewsservice.org
[2] com.au
[1] nasa.gov
[1] sagepub.com
[1] oxfam.org

Top Domains in Tweet in G6:
[13] climatejobslist.com
[12] twitter.com
[8] co.uk
[5] nytimes.com
[5] nasa.gov
[5] subjecttoclimate.org
[4] bit.ly
[4] blogspot.com
[4] surveycircle.com
[3] facebook.com

Top Domains in Tweet in G7:
[13] youtube.com
[12] npr.org
[4] twitter.com
[2] politico.com
[1] linkedin.com
[1] cleantechnica.com
[1] nrdc.org
[1] science.org
[1] thehill.com
[1] blogspot.com

Top Domains in Tweet in G8:
[10] co.uk
[2] youtube.com
[2] pbs.org
[2] allafrica.com
[1] thehill.com
[1] insideclimatenews.org
[1] shoutoutuk.org
[1] theworld.org
[1] naturalgasintel.com
[1] sky.com

Top Domains in Tweet in G9:
[24] twitter.com
[14] creativesociety.com
[12] youtube.com
[1] geocenter.info
[1] allatra.tv
[1] shell.com
[1] nasa.gov
[1] correlation.read
[1] aei.org
[1] wattsupwiththat.com

Top Domains in Tweet in G10:
[4] twitter.com
[1] washingtonpost.com
[1] citizensclimatelobby.org
[1] pbs.org
[1] coloradosun.com
[1] constantcontact.com
[1] latimes.com
[1] themoth.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5649] climatechange
[722] globalwarming
[652] climatecrisis
[544] environment
[516] climateaction
[389] nature
[365] climate
[277] climateemergency
[252] climatejustice
[220] sustainability



Top Hashtags in Tweet in G1:
[1276] climatechange
[313] climateaction
[278] climatecrisis
[253] environment
[251] globalwarming
[193] climateemergency
[150] climate
[121] nature
[120] savetheplanet
[111] climatestrike

Top Hashtags in Tweet in G2:
[407] climatechange
[85] environment
[78] ai
[43] marketing
[35] fintech
[28] finserv
[24] globalwarming
[20] dyk
[20] cybersecurity
[18] wildfires

Top Hashtags in Tweet in G3:
[486] climatechange
[40] climatecrisis
[40] climate
[35] environment
[30] globalwarming
[26] sustainability
[19] climateaction
[12] earth
[12] climateemergency
[11] pollution

Top Hashtags in Tweet in G4:
[28] climatechange
[7] environment
[7] plasticfree
[5] india
[3] apps
[3] plasticwaste
[2] climatecrisis
[2] coal
[2] flowers
[2] poetrycommunity

Top Hashtags in Tweet in G5:
[260] climatechange
[165] globalwarming
[164] climatejustice
[21] zoonotic
[11] climateadaptation
[9] climatecrisis
[7] plastic
[6] arctic
[6] antarctica
[6] heatdome

Top Hashtags in Tweet in G6:
[201] climatechange
[32] globalwarming
[30] environment
[17] future
[15] savetheplanet
[15] plantatree
[15] airquality
[15] healthy
[15] children
[14] climateaction

Top Hashtags in Tweet in G7:
[88] climatechange
[10] nature
[9] protect
[9] coralreefs
[8] biodiversity
[7] deepbluesea
[6] auspol
[6] saahtaanlendo
[6] climatecrisis
[5] extinctionrebellion

Top Hashtags in Tweet in G8:
[150] climatechange
[68] forests
[17] startup
[16] innovation
[15] hurricane
[15] solution
[15] innovative
[15] startups
[15] saas
[10] tornadoes

Top Hashtags in Tweet in G9:
[168] climatechange
[98] globalcrisis
[90] creativesociety
[57] climate
[57] climatecrisis
[44] globalwarming
[40] arthurviterito
[37] climateaction
[33] time4truth
[24] environment

Top Hashtags in Tweet in G10:
[127] climatechange
[17] passvotingrightsnow
[9] climateemergency
[7] scotusisdead
[7] votethemallout
[4] embracediversity
[4] votebluein2022
[4] blm
[4] ripthegop
[4] nursesrock

Top Words
Top Words in Tweet in Entire Graph:
[5610] #climatechange
[991] climate
[722] #globalwarming
[669] change
[652] #climatecrisis
[587] more
[544] #environment
[516] #climateaction
[467] world
[422] people

Top Words in Tweet in G1:
[1266] #climatechange
[313] #climateaction
[278] #climatecrisis
[253] #environment
[251] #globalwarming
[225] climate
[193] #climateemergency
[169] change
[158] #climate
[121] #nature

Top Words in Tweet in G2:
[406] #climatechange
[106] wef
[99] enricomolinari
[86] world
[85] #environment
[78] climate
[78] #ai
[60] land
[56] global
[43] #marketing

Top Words in Tweet in G3:
[485] #climatechange
[108] climate
[78] change
[61] more
[40] #climatecrisis
[40] #climate
[35] #environment
[30] world
[30] #globalwarming
[26] #sustainability

Top Words in Tweet in G4:
[287] environment
[286] imandiu
[286] outside
[286] trees
[286] lungs
[286] rivers
[286] bloodstream
[285] envir
[28] #climatechange
[10] plastic

Top Words in Tweet in G5:
[260] #climatechange
[185] profmarkmaslin
[185] people
[165] #globalwarming
[164] #climatejustice
[164] driven
[164] consumption
[164] very
[164] richest
[26] solutions

Top Words in Tweet in G6:
[201] #climatechange
[44] global
[40] years
[39] climate
[32] #globalwarming
[30] #environment
[30] warmest
[26] one
[24] change
[23] planet

Top Words in Tweet in G7:
[85] #climatechange
[25] global
[17] allanmargolin
[15] jackthelad1947
[15] ristori20
[14] ecowarriorss
[13] arikring
[12] survive
[12] plants
[12] move

Top Words in Tweet in G8:
[150] #climatechange
[146] mikehudema
[80] animals
[79] farms
[79] small
[79] cozy
[79] true
[79] scale
[79] farm
[79] raised

Top Words in Tweet in G9:
[168] #climatechange
[128] _globalcrisis_
[98] #globalcrisis
[90] #creativesociety
[57] #climate
[57] #climatecrisis
[54] climate
[47] discussion
[45] change
[44] creativescty

Top Words in Tweet in G10:
[127] #climatechange
[89] citizensclimate
[84] message
[79] sen_joemanchin
[71] support
[71] strong
[71] action
[70] west
[70] virginians
[70] please

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[505] climate,change
[321] environment,outside
[321] outside,trees
[321] trees,lungs
[321] lungs,rivers
[321] rivers,bloodstream
[309] imandiu,environment
[309] bloodstream,envir
[196] #climatecrisis,#climatechange
[188] #climatechange,#climatejustice

Top Word Pairs in Tweet in G1:
[110] #climatecrisis,#climateemergency
[107] climate,change
[97] #climateaction,#climatecrisis
[96] #environment,#climatechange
[81] #climatechange,#climateaction
[78] #standforplanet,#climateaction
[78] #climateemergency,#climatestrike
[78] #climatestrike,#climatestrikeonline
[66] #climatechange,#globalwarming
[56] #savetheplanet,#sustainable

Top Word Pairs in Tweet in G2:
[59] wef,enricomolinari
[54] #climatechange,#ai
[47] enricomolinari,#climatechange
[41] #ai,#marketing
[34] #marketing,#fintech
[32] climate,change
[28] #fintech,#finserv
[27] #climatechange,#environment
[25] global,risks
[20] #dyk,land

Top Word Pairs in Tweet in G3:
[62] climate,change
[12] #climatecrisis,#climatechange
[10] #climatechange,#climatecrisis
[10] #climatechange,#globalwarming
[10] #globalwarming,#climatechange
[9] read,more
[8] #environment,#climatechange
[8] #sustainability,#climatechange
[8] #climate,#change
[7] #climatechange,#environment

Top Word Pairs in Tweet in G4:
[286] environment,outside
[286] outside,trees
[286] trees,lungs
[286] lungs,rivers
[286] rivers,bloodstream
[285] imandiu,environment
[285] bloodstream,envir
[6] let's,work
[6] work,together
[6] together,tackle

Top Word Pairs in Tweet in G5:
[164] profmarkmaslin,#climatechange
[164] #climatechange,#climatejustice
[164] #climatejustice,#globalwarming
[164] #globalwarming,driven
[164] driven,consumption
[164] consumption,very
[164] very,richest
[164] richest,people
[22] basic,necessities
[22] necessities,disrupted

Top Word Pairs in Tweet in G6:
[18] #climatechange,#globalwarming
[18] last,years
[18] years,warmest
[17] outdoor,exertion
[17] exertion,#climatechange
[17] warmest,planet
[17] planet,reasons
[17] reasons,undeniable
[17] undeniable,climate
[17] climate,scientist

Top Word Pairs in Tweet in G7:
[12] survive,#climatechange
[12] #climatechange,plants
[12] plants,move
[10] allanmargolin,survive
[9] move,knowwhateyememe
[9] knowwhateyememe,acebearstrom
[9] #climatechange,global
[9] jackthelad1947,neurozoinnovat1
[9] neurozoinnovat1,ristori20
[9] ristori20,kashthefuturist

Top Word Pairs in Tweet in G8:
[79] farms,small
[79] small,cozy
[79] cozy,true
[79] true,scale
[79] scale,farm
[79] farm,animals
[79] animals,raised
[79] raised,parts
[79] parts,united
[79] united,states

Top Word Pairs in Tweet in G9:
[42] climate,change
[34] prof,#arthurviterito
[31] honest,explanation
[30] change,honest
[30] explanation,#globalwarming
[30] #globalwarming,discussion
[30] discussion,prof
[30] #arthurviterito,changes
[30] _globalcrisis_,climate
[30] #globalcrisis,#time4truth

Top Word Pairs in Tweet in G10:
[71] strong,action
[71] action,#climatechange
[70] west,virginians
[70] virginians,message
[70] message,sen_joemanchin
[70] sen_joemanchin,please
[70] please,support
[70] support,strong
[70] #climatechange,short
[69] citizensclimate,west

Top Replied-To
Top Replied-To in Entire Graph:
@_globalcrisis_
@creativescty
@elonmusk
@anto_nia_ber
@nataly_derg
@ceed_india
@eilperin
@mrmatthewtodd
@gavinnewsom

Top Replied-To in G1:
@elonmusk
@ceed_india
@chamath
@profbillmcguire
@hscoffield
@sawmillsid
@bbcspringwatch
@prasadjaladi
@bsindia
@climatedad77

Top Replied-To in G2:
@reddeeradvocate
@pgjoly
@joshofar
@rileymoorewv
@hazzankhalid
@peterwsinclair
@walkerbragman
@sadhgurujv
@africaarguments
@dontlookupfilm

Top Replied-To in G4:
@imandiu
@bfmtv

Top Replied-To in G6:
@holmescnn
@wten
@saphiatwn
@sierraclubbc

Top Replied-To in G7:
@hazloe3
@zalmodegicos
@jackthelad1947
@scottmorrisonmp

Top Replied-To in G9:
@_globalcrisis_
@creativescty
@anto_nia_ber
@nataly_derg
@robertgayol
@creative_zh
@kravcovmihail
@xy5z89
@wgtj1s

Top Replied-To in G10:
@boycottutah
@2texasbears
@senatorsinema
@jackiedinsmore9
@citizensclimate
@ccl_co

Top Mentioned
Top Mentioned in Entire Graph:
@imandiu
@profmarkmaslin
@mikehudema
@wef
@riteboss
@_globalcrisis_
@realseanhoffman
@citizensclimate
@cleanboss2
@parveenkaswan

Top Mentioned in G1:
@unep
@un
@unbiodiversity
@frasierharry
@republicofnatu1
@upshotme
@ipcc_ch
@al_maldives
@physorg_com
@oceanprotectl

Top Mentioned in G2:
@wef
@enricomolinari
@friendsoscience
@greenbiz
@jamesvgingerich
@gretathunberg
@unccd
@twitterspaces
@ipfconline1
@hac

Top Mentioned in G3:
@cssproductivity
@concordtimes
@accionplaneta
@clarekuehn
@gathinyejoan
@sadikemalalim
@sudanwin
@landcarbonlab

Top Mentioned in G4:
@imandiu
@clearstone_uk
@pepsico
@worldbankwater
@marylou4oceans
@greenedtoday
@bigtickhk
@rabblechorus
@researchmrx
@planeteerhq

Top Mentioned in G5:
@profmarkmaslin
@danielaovallesm
@ifad
@chriscartw83
@eia_news
@projecthelp18
@pns_news
@dilankhurana
@ucsdclimate
@greenedtoday

Top Mentioned in G6:
@rachellicker
@weathernetwork
@wmo
@nasa
@cocacola
@gruntvegan
@pepsi
@noaa
@holmescnn
@swetac

Top Mentioned in G7:
@allanmargolin
@ristori20
@jackthelad1947
@ecowarriorss
@arikring
@kashthefuturist
@knowwhateyememe
@acebearstrom
@scottmorrisonmp
@charluv2011

Top Mentioned in G8:
@mikehudema
@joscuadros
@great_thunberg
@robotchange
@blynnjorgensen
@imandiu
@sprmai
@startup_magnate
@dheenylkhair
@republicofnatu1

Top Mentioned in G9:
@_globalcrisis_
@creativescty
@renkapolakova
@bezrodinalex1
@creative_zh
@globalcrisis
@mariamlee3
@celebidown
@rbc

Top Mentioned in G10:
@citizensclimate
@sen_joemanchin
@joyyyyc3eeee
@wiegard_chris
@sencapito
@michaelemann
@uclouvain_be
@profmarkmaslin
@timguinee
@senatorsinema

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@cybersec_feeds
@alhanda
@chidambara09
@piyuanker12
@moonbootica
@sahelhkj
@geoffrey_payne
@commonpatriot
@susanneleist

Top Tweeters in G1:
@chidambara09
@jfsebastian146
@frazzling
@ksp_libs
@al_maldives
@ishagshafeeg
@harvest57688777
@andrewmorrisuk
@aquarius1049
@bjcrochet

Top Tweeters in G2:
@cybersec_feeds
@piyuanker12
@animatorspal
@hubofml
@fintechna
@nicochan33
@trippbraden
@marshacollier
@pythonexpertbot
@akwyz

Top Tweeters in G3:
@jhamby
@mobygrapefan
@davidmatheson27
@riverasunauthor
@molliekatie
@trudygonzales
@rantsoutloud
@vinepsychic
@shellykramer
@sadikemalalim

Top Tweeters in G4:
@alhanda
@awelab1956
@googleexpertuk
@adunlea
@fehowarth
@hautahbuhgee
@bfmtv
@bigtickhk
@researchmrx
@piapaulette

Top Tweeters in G5:
@sahelhkj
@amazingchevvolt
@mercnews
@gawlinskilaura
@marxdeane
@a_standal
@noboruyanagi
@carsinogenic
@jchilton666
@wordsofpower

Top Tweeters in G6:
@djzjcz
@rstatstweet
@stockscout1
@diggrich_
@thescotsman
@imagine_garden
@kcranews
@cocacola
@wten
@anna_annie12

Top Tweeters in G7:
@dhinakaranrajan
@lehimesa
@minhkular
@dancas2
@blanketcrap
@njdoc
@cberrl
@aharemboysaga
@nofascistlies
@gezgintrk

Top Tweeters in G8:
@shadowdogdesign
@blubdha
@albertarabbit
@sak_stories
@codewithtwitchi
@hullfair
@acdcjoanie
@elizabethliza16
@missjoy1965
@alpha1malegroom

Top Tweeters in G9:
@mailonline
@jm44dog
@pdeppisch
@geraldkutney
@xy5z89
@melbourne_7
@debpresente
@gladfly1
@25_cycle
@prensaaltg

Top Tweeters in G10:
@toniragusa
@openpodbaydoor_
@gecko39
@1captd
@srzjwalters
@jkf3500
@michaelemann
@oneeghacarol
@yoksig
@jeanettekstone1