global warming, Twitter, 6/6/2022 2:11:23 PM, 277764


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global warming_2022-06-05_23-00-00.xlsx
global warming_2022-06-05_23-00-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 06, 2022
Short Description:
global warming via NodeXL https://bit.ly/3Mld3aj
@pamelahensley22
@peterdclack
@geraldkutney
@emurderhornet
@chrisgpackham
@ronjflemming
@elonmusk
@morsebart
@maccarthy_linda
@dawntj90

Top hashtags:
#worldenvironmentday
#climatechange
#climateaction
#climatecrisis

Description:
Description
The graph represents a network of 9,725 Twitter users whose tweets in the requested range contained "global warming", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 06 June 2022 at 06:12 UTC.

The requested start date was Monday, 06 June 2022 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 4-day, 7-hour, 22-minute period from Wednesday, 01 June 2022 at 15:33 UTC to Sunday, 05 June 2022 at 22:55 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 : 9725
Unique Edges : 5719
Edges With Duplicates : 10522
Total Edges : 16241
Number of Edge Types : 5
Retweet : 4572
MentionsInRetweet : 5311
Tweet : 1685
Mentions : 3172
Replies to : 1501
Self-Loops : 1745
Reciprocated Vertex Pair Ratio : 0.0099236641221374
Reciprocated Edge Ratio : 0.0196523053665911
Connected Components : 2157
Single-Vertex Connected Components : 869
Maximum Vertices in a Connected Component : 4455
Maximum Edges in a Connected Component : 9872
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.659466
Graph Density : 9.7931706883771E-05
Modularity : 0.585011
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 9,725 Twitter users whose tweets in the requested range contained "global warming", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 06 June 2022 at 06:12 UTC.

The requested start date was Monday, 06 June 2022 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 4-day, 7-hour, 22-minute period from Wednesday, 01 June 2022 at 15:33 UTC to Sunday, 05 June 2022 at 22:55 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 : global warming
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[31] https://www.thesun.co.uk/news/4503006/global-warming-sums-experts-bullies-james-delingpole-opinion/
[24] https://www.bloomberg.com/news/features/2022-05-31/hydrogen-fuel-investments-could-risk-making-global-warming-worse
[24] https://www.motherjones.com/environment/2022/06/climate-scientist-katharine-hayhoe-crisis-adaptation-global-warming-impact/
[21] https://www.axios.com/2022/06/04/climate-truths-global-warming-hits-home
[21] https://www.economist.com/science-and-technology/2022/06/01/corals-are-threatened-by-global-warming
[20] https://streetartutopia.com/2019/09/27/stop-global-warming-by-oakoak/
[20] https://www.independent.co.uk/climate-change/news/young-people-future-global-warming-b1919942.html
[19] https://bit.ly/3Mb1QJm
[18] https://rumble.com/v16m3j6-global-warming-global-cooling-global-fooling-by-janine-linehan.html
[15] https://econ.st/3ai5ELy

Top URLs in Tweet in G1:
[2] https://twitter.com/PamelaHensley22/status/1533157656789123072
[1] https://www.youtube.com/watch?v=iRVkeD8vc_8&feature=youtu.be

[1] https://techstartups.com/2021/04/03/swedish-space-agency-canceled-bill-gates-controversial-climate-geoengineering-project-scopex-aiming-block-sun-stop-global-warming/
[1] https://twitter.com/peterdclack/status/1533244496691208193
[1] https://twitter.com/PeterDClack/status/1532180968597225473

Top URLs in Tweet in G2:
[19] https://www.economist.com/science-and-technology/2022/06/01/corals-are-threatened-by-global-warming
[14] https://tweetedtimes.com/media/economist/all
[5] https://www.motherjones.com/environment/2022/06/climate-scientist-katharine-hayhoe-crisis-adaptation-global-warming-impact/
[4] https://kokushoku.com/telepathy-informant-science-problem-01-global-warming-cause/
[4] https://randomdumber.blogspot.com/2022/05/climate-crisis-is-ocean-carbon-capture.html?spref=tw
[4] https://www.axios.com/2022/06/04/climate-truths-global-warming-hits-home
[3] https://rumble.com/v16m3j6-global-warming-global-cooling-global-fooling-by-janine-linehan.html
[3] https://oilprice.com/The-Environment/Global-Warming/Could-Blue-Carbon-Credits-Be-The-Future-Of-Sustainable-Financing.html
[3] https://www.breitbart.com/politics/2022/06/01/joe-biden-warns-coast-guard-of-growing-threats-from-global-warming/
[3] https://www.thesun.co.uk/news/4503006/global-warming-sums-experts-bullies-james-delingpole-opinion/

Top URLs in Tweet in G3:
[2] https://climate-science.press/2022/06/02/royal-society-scientific-method-application-shows-the-perception-co2-causes-global-warming-can-be-excluded/
[2] https://www.thesun.co.uk/news/4503006/global-warming-sums-experts-bullies-james-delingpole-opinion/?utm_source=twitter&utm_medium=social&utm_campaign=sharebarweb
[1] https://www.youtube.com/watch?v=gzeJ94LCqYU&feature=youtu.be

[1] https://www.youtube.com/watch?v=DaouTS072ew&feature=youtu.be

[1] https://www.dailymail.co.uk/news/article-2425775/Climate-scientists-told-cover-fact-Earths-temperature-risen-15-years.html
[1] https://www.youtube.com/watch?v=GE1nlU2_xnc&feature=youtu.be

[1] https://www.thesun.co.uk/news/4503006/global-warming-sums-experts-bullies-james-delingpole-opinion/
[1] https://twitter.com/PeterDClack/status/1533227591133712384
[1] https://twitter.com/HereToday_Gone/status/1532474252472881152
[1] https://www.climatedepot.com/2022/06/02/wacky-world-of-climate-14-kids-sue-hawaii-alleging-highways-cause-global-warming-state-consistently-prioritized-building-highways/

Top URLs in Tweet in G4:
[2] https://www.investors.com/politics/editorials/the-stunning-statistical-fraud-behind-the-global-warming-scare/
[2] https://apnews.com/article/wildfires-european-union-greece-commission-ab56d792ef41698608afe368e6458ff5
[1] https://news.climate.columbia.edu/2022/01/27/how-climate-change-will-affect-plants/
[1] https://wattsupwiththat.com/2021/02/20/john-kerry-makes-a-last-hope-claim-over-paris-agreement-talks/
[1] https://www.scientificamerican.com/article/the-window-is-closing-to-avoid-dangerous-global-warming/
[1] https://www.climatesolutions.org/article/2022-03/brief-and-rapidly-closing-window
[1] https://www.sciencedaily.com/releases/2016/09/160901125440.htm
[1] https://www.pbs.org/newshour/show/closing-window-for-action-on-climate-change-offers-consequences-and-opportunity
[1] https://slate.com/news-and-politics/2014/11/ipcc-warns-window-of-opportunity-on-climate-change-is-quickly-closing.html
[1] https://www.eenews.net/articles/ipcc-window-closing-to-stop-worst-effects-of-climate-change/

Top URLs in Tweet in G5:
[16] https://www.independent.co.uk/climate-change/news/young-people-future-global-warming-b1919942.html
[3] https://www.dropbox.com/s/jvoow8fsjuhevt0/THE
[3] CLIMATE
[3] DEBT
[3] 0522.pdf?dl=0
[2] https://www.thesun.co.uk/news/4503006/global-warming-sums-experts-bullies-james-delingpole-opinion/
[2] https://eu.usatoday.com/story/money/reviewed/2022/06/01/fight-climate-change-summer-these-10-action-steps/9999391002/
[1] https://www.theguardian.com/environment/climate-consensus-97-per-cent/2018/jan/01/on-its-hundredth-birthday-in-1959-edward-teller-warned-the-oil-industry-about-global-warming
[1] https://www.bbc.com/news/world-africa-61437239
[1] https://twitter.com/citi973/status/1532333631120850946

Top URLs in Tweet in G6:
[9] https://www.foxnews.com/us/california-homeless-man-arson-10-separate-forest-fires
[2] https://joannenova.com.au/global-warming-2/ice-core-graph/
[1] https://www.youtube.com/watch?v=OzBhpDUJqds&feature=youtu.be

[1] https://twitter.com/AandNoa/status/1529276858767921155
[1] https://www.newsweek.com/hummingbirds-could-wiped-out-global-warming-scientists-1710494
[1] https://twitter.com/JamesMelville/status/1533424183912407040
[1] https://www.nytimes.com/2022/06/01/opinion/elon-musk-tesla-twitter.html
[1] https://electrek.co/2020/09/29/trump-on-electric-cars-obama-era-ev-tax-credit/

Top URLs in Tweet in G7:
[3] https://mailchi.mp/caa/july-temperature-update-faustian-payment-comes-due
[1] https://www.youtube.com/watch?v=pi4edmKfu8s&feature=youtu.be

[1] https://www.bloomberg.com/news/features/2022-05-31/hydrogen-fuel-investments-could-risk-making-global-warming-worse
[1] https://www.scotsman.com/news/opinion/columnists/climate-change-water-shortage-fears-in-scotland-are-yet-another-sign-we-need-to-take-global-warming-more-seriously-scotsman-comment-3718096
[1] https://www.axios.com/2022/06/04/climate-truths-global-warming-hits-home
[1] https://web.stanford.edu/group/efmh/jacobson/Articles/V/2007GL031101.pdf
[1] https://web.stanford.edu/group/efmh/jacobson/Articles/V/es903018m.pdf
[1] https://twitter.com/mzjacobson/status/1532411708576124929
[1] https://twitter.com/skynews/status/1532334830012223488

Top URLs in Tweet in G8:
[6] https://www.theguardian.com/commentisfree/2022/jun/02/for-50-years-governments-have-failed-to-act-on-climate-change-no-more-excuses
[3] https://www.motherjones.com/environment/2022/06/climate-scientist-katharine-hayhoe-crisis-adaptation-global-warming-impact/
[1] https://climate.nasa.gov/climate_resources/305/graphic-when-emissions-stop-warming-stops/
[1] https://climate.nasa.gov/vital-signs/sea-level/
[1] https://www.axios.com/2022/06/03/global-warming-carbon-dioxide-record-high
[1] https://www.cbc.ca/newsinteractives/features/glacier-melt-is-past-the-tipping-point-in-the-canadian-rockies-and-thats-a-big-problem
[1] https://www.cnn.com/2022/05/25/middleeast/climate-change-sand-storms-mime-intl/index.html
[1] https://twitter.com/Blessingpl/status/1533476448522076160
[1] https://twitter.com/SRINATHRANJANG1/status/1533416241708568576
[1] https://www.axios.com/2022/06/04/climate-truths-global-warming-hits-home

Top URLs in Tweet in G9:
[2] https://www.scmp.com/business/banking-finance/article/3179914/world-economy-needs-quick-financing-makeover-contain?utm_source=Twitter&utm_medium=share_widget&utm_campaign=3179914
[1] https://www.bbc.co.uk/news/uk-scotland-scotland-business-61666693
[1] https://www.thepetitionsite.com/takeaction/292/982/428/saynotoburningtrees1/
[1] https://www.scientificamerican.com/article/storm-steering-jet-stream-could-shift-poleward-in-40-years/#:~:text=Some%20experts%20believe%20climate%20change,or%20get%20stuck%20in%20place
[1] https://twitter.com/orphanennui/status/1531782773077184512

Top URLs in Tweet in G10:
[2] https://www.weforum.org/agenda/2021/08/water-features-flood-prevention-global-warming?utm_source=twitter&utm_medium=social_scheduler&utm_term=SDG+11:+Sustainable+Cities+and+Communities&utm_content=02/08/2021+11:30
[1] https://www.buzzfeednews.com/article/zahrahirji/global-warming-3-degrees-celsius-impact
[1] https://books.google.ca/books?hl=en&lr=&id=hCoJiTo7I3wC&oi=fnd&pg=PA369&dq=new+zealand+species+extinction+climate+change&ots=OOmjs2BsKt&sig=ZyMDsxOMxqFQHPrpsGnTv573bXU#v=onepage&q=new%20zealand%20species%20extinction%20climate%20change&f=false
[1] https://www.greaterkashmir.com/todays-paper/front-page/heavy-rains-lash-jammu-flash-floods-in-devak-river-disrupt-normal-life
[1] https://www.theguardian.com/environment/climate-consensus-97-per-cent/2014/sep/15/97-vs-3-how-much-global-warming-are-humans-causing
[1] https://www.csiro.au/en/research/environmental-impacts/climate-change/state-of-the-climate/previous/state-of-the-climate-2018/australias-changing-climate
[1] http://ossfoundation.us/projects/environment/global-warming/myths/volcanoes-emit-more-co2-than-mankind
[1] https://skepticalscience.com/volcanoes-and-global-warming.htm
[1] https://www.nrdc.org/stories/global-climate-change-what-you-need-know
[1] https://app.dimensions.ai/details/publication/pub.1137855854

Top Domains
Top Domains in Tweet in Entire Graph:
[255] twitter.com
[84] co.uk
[58] youtube.com
[43] bloomberg.com
[38] bit.ly
[33] axios.com
[29] motherjones.com
[24] theguardian.com
[23] economist.com
[20] streetartutopia.com

Top Domains in Tweet in G1:
[4] twitter.com
[1] youtube.com
[1] techstartups.com

Top Domains in Tweet in G2:
[144] twitter.com
[20] economist.com
[16] tweetedtimes.com
[15] youtube.com
[12] blogspot.com
[9] bloomberg.com
[7] lnkd.in
[7] motherjones.com
[7] axios.com
[5] com.au

Top Domains in Tweet in G3:
[4] co.uk
[3] youtube.com
[3] twitter.com
[2] climate-science.press
[1] climatedepot.com
[1] science.press

Top Domains in Tweet in G4:
[3] twitter.com
[2] investors.com
[2] apnews.com
[1] columbia.edu
[1] wattsupwiththat.com
[1] scientificamerican.com
[1] climatesolutions.org
[1] sciencedaily.com
[1] pbs.org
[1] slate.com

Top Domains in Tweet in G5:
[18] co.uk
[5] twitter.com
[3] dropbox.com
[2] usatoday.com
[1] theguardian.com
[1] bbc.com
[1] ifpri.info

Top Domains in Tweet in G6:
[9] foxnews.com
[2] com.au
[2] twitter.com
[1] youtube.com
[1] newsweek.com
[1] nytimes.com
[1] electrek.co

Top Domains in Tweet in G7:
[3] mailchi.mp
[2] stanford.edu
[2] twitter.com
[1] youtube.com
[1] bloomberg.com
[1] scotsman.com
[1] axios.com

Top Domains in Tweet in G8:
[6] theguardian.com
[3] axios.com
[3] twitter.com
[3] phys.org
[3] motherjones.com
[2] nasa.gov
[1] cbc.ca
[1] cnn.com
[1] niemanlab.org
[1] euractiv.com

Top Domains in Tweet in G9:
[2] scmp.com
[1] co.uk
[1] thepetitionsite.com
[1] scientificamerican.com
[1] twitter.com

Top Domains in Tweet in G10:
[5] twitter.com
[2] dimensions.ai
[2] weforum.org
[1] buzzfeednews.com
[1] google.ca
[1] greaterkashmir.com
[1] theguardian.com
[1] csiro.au
[1] ossfoundation.us
[1] skepticalscience.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[128] worldenvironmentday
[74] climatechange
[70] climateaction
[52] climatecrisis
[50] globalwarming
[32] climate
[29] savesoilsaveenvironment
[21] onlyoneearth
[16] hydrogen
[16] africa



Top Hashtags in Tweet in G2:
[19] climatechange
[12] climatecrisis
[12] climate
[11] globalwarming
[8] savesoilsaveenvironment
[6] worldenvironmentday
[5] global
[4] onlyoneearth
[4] nature_beauty
[4] earth

Top Hashtags in Tweet in G3:
[1] climatecrisis
[1] climateboon
[1] climatebenefit
[1] climateaid
[1] climateblessing
[1] climateanticrisis
[1] cold

Top Hashtags in Tweet in G4:
[3] climatebrawl
[3] climatecrisis
[2] climateemergency
[2] climatejustice
[1] climateactionnow
[1] globalcooling

Top Hashtags in Tweet in G5:
[7] lossanddamage
[4] fossilfuels
[3] onlyoneearth
[3] climatechange
[2] climatecrisis
[2] environmentday2022
[1] earth
[1] stockholm50
[1] educategirlsforclimatejustice
[1] scienceforclimate

Top Hashtags in Tweet in G6:
[1] globalwarming

Top Hashtags in Tweet in G7:
[48] climateaction
[12] climatechange
[12] scotland
[6] hydrogen
[6] globalwarming
[1] usa
[1] climatecrisis
[1] worldenvironmentday

Top Hashtags in Tweet in G8:
[4] savesoilsaveenvironment
[3] climate
[2] climateaction
[2] climatechange
[2] arc
[2] emissions
[2] climatecrisis
[1] nationaloceanmonth
[1] scotland
[1] sealevelrise

Top Hashtags in Tweet in G9:
[1] cop26
[1] cutcarbonnotforests

Top Hashtags in Tweet in G10:
[2] cities
[2] sustainability
[1] urbanisation
[1] amc
[1] hodl
[1] amcnotleaving
[1] amcneverleaving
[1] amcarmy
[1] climateaction
[1] nacypelosi

Top Words
Top Words in Tweet in Entire Graph:
[6864] global
[6438] warming
[1328] years
[1130] climate
[1106] ago
[1103] 20
[1089] doing
[1083] gore
[1071] month
[1071] dead

Top Words in Tweet in G1:
[1042] global
[1040] warming
[1029] pamelahensley22
[1007] gore
[1007] years
[1005] 20
[1005] ago
[1005] dead
[1004] month
[1004] everybody

Top Words in Tweet in G2:
[946] global
[923] warming
[139] climate
[99] more
[96] people
[86] change
[75] world
[64] much
[63] ãƒ
[57] time

Top Words in Tweet in G3:
[532] peterdclack
[435] carbon
[434] dioxide
[401] global
[400] warming
[190] cabin
[190] level
[190] routine
[190] flight
[190] america

Top Words in Tweet in G4:
[123] global
[112] warming
[60] climate
[30] clouds
[29] science
[28] dawntj90
[28] geraldkutney
[27] levels
[27] more
[25] ncdave4life

Top Words in Tweet in G5:
[129] global
[120] warming
[64] artic
[49] climate
[37] emissions
[36] carbon
[32] kambojananya
[32] deleting
[32] glaciers
[32] please

Top Words in Tweet in G6:
[172] global
[135] warming
[90] elonmusk
[42] tesla
[36] help
[23] using
[22] claiming
[21] more
[21] people
[20] actbrigitte

Top Words in Tweet in G7:
[144] matters
[89] global
[86] warming
[49] degree
[49] day
[48] fraction
[48] #climateaction
[47] antonioguterres
[17] profstrachan
[13] water

Top Words in Tweet in G8:
[142] warming
[129] global
[68] weâ
[68] re
[49] atmospheric
[48] climate
[43] sea
[43] tipping
[40] ocean
[37] glaciers

Top Words in Tweet in G9:
[565] more
[154] warming
[153] global
[141] fossil
[141] fuel
[141] short
[141] term
[141] stupidism
[141] kill
[141] life

Top Words in Tweet in G10:
[61] global
[61] warming
[17] climate
[15] potus
[11] ewe
[11] change
[10] more
[6] life
[6] 100
[6] speakerpelosi

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6243] global,warming
[1090] years,ago
[1070] 20,years
[1048] ago,month
[1048] dead,global
[1047] gore,20
[1047] month,dead
[1047] warming,everybody
[1047] everybody,doing
[1029] pamelahensley22,gore

Top Word Pairs in Tweet in G1:
[1040] global,warming
[1005] 20,years
[1005] years,ago
[1004] gore,20
[1004] ago,month
[1004] month,dead
[1004] dead,global
[1004] warming,everybody
[1004] everybody,doing
[1003] pamelahensley22,gore

Top Word Pairs in Tweet in G2:
[903] global,warming
[76] climate,change
[41] ãƒ,ãƒ
[30] people,much
[26] destroyed,global
[24] planet,love
[23] venus,planet
[23] love,destroyed
[22] threatened,global
[21] stop,global

Top Word Pairs in Tweet in G3:
[434] carbon,dioxide
[399] global,warming
[190] cabin,level
[190] level,carbon
[190] dioxide,routine
[190] routine,flight
[190] flight,america
[190] america,1777ppm
[190] 1777ppm,usually
[190] usually,norm

Top Word Pairs in Tweet in G4:
[90] global,warming
[22] major,city
[22] city,becomes
[22] becomes,atlantis
[22] sea,levels
[21] geraldkutney,major
[21] admit,global
[21] climate,change
[20] atlantis,rising
[20] rising,sea

Top Word Pairs in Tweet in G5:
[114] global,warming
[33] carbon,emissions
[32] warming,deleting
[32] deleting,artic
[32] artic,glaciers
[32] glaciers,please
[32] please,contribute
[32] contribute,saving
[32] saving,artic
[32] artic,reducing

Top Word Pairs in Tweet in G6:
[133] global,warming
[19] claiming,help
[19] help,global
[18] elonmusk,actbrigitte
[17] actbrigitte,gates
[17] gates,still
[17] still,multi
[17] multi,billion
[17] billion,dollar
[17] dollar,short

Top Word Pairs in Tweet in G7:
[84] global,warming
[48] fraction,degree
[48] degree,global
[48] warming,matters
[48] matters,day
[48] day,matters
[48] matters,#climateaction
[48] #climateaction,matters
[47] antonioguterres,fraction
[12] water,shortage

Top Word Pairs in Tweet in G8:
[110] global,warming
[68] weâ,re
[34] re,past
[34] past,tipping
[34] tipping,point
[34] point,glaciers
[34] glaciers,canadian
[34] canadian,rockies
[34] rockies,weâ
[34] re,stop

Top Word Pairs in Tweet in G9:
[152] global,warming
[141] more,fossil
[141] fossil,fuel
[141] fuel,more
[141] more,global
[141] warming,more
[141] more,short
[141] short,term
[141] term,stupidism
[141] stupidism,kill

Top Word Pairs in Tweet in G10:
[55] global,warming
[7] climate,change
[4] cayoa5,rebelnews_usa
[4] rebelnews_usa,rebelnewsonline
[4] speeding,global
[3] rebelnewsonline,vo
[3] vo,ewe
[3] senatorhagerty,senategop
[3] nicodemouthomas,potus
[3] damn,global

Top Replied-To
Top Replied-To in Entire Graph:
@repmtg
@elonmusk
@pamelahensley22
@andreamuk
@shann_099
@thefigen
@jamesmelville
@potus
@cayoa5
@projecttabs

Top Replied-To in G1:
@pamelahensley22
@dannytas185
@julia529
@bguthrie1968

Top Replied-To in G2:

Top Replied-To in G3:
@peterdclack
@blue01dragonfly
@allenatlarge
@davidbellamyuk
@unclejohncc

Top Replied-To in G4:
@johntshallow
@geraldkutney
@6lennybravo
@eric_flesch
@justicetrudeau
@dougbebb
@alefty123
@werone777
@teamadam76
@gerardvongevers

Top Replied-To in G5:
@imsuresteve
@lifewithsommer
@wedonthavetime
@poebrianl
@nonadacero
@juanpablogutier
@ecowarriorss
@aaravseth_
@georgemonbiot
@extinctionr

Top Replied-To in G6:
@elonmusk
@cnn
@duty2warn
@actbrigitte
@cfmancinelli
@nickgerteis
@zerodelnorte
@trantan39506305
@tesla
@wholemarsblog

Top Replied-To in G7:
@gbnews
@arikring
@leodicaprio
@lwinnips
@srturtleisland
@lossanddamage
@skynews
@climatefast
@cl4rky130
@savecanadians

Top Replied-To in G8:
@nasaclimate
@neilsalter4
@terriwatson141
@lukedyks
@nrgsupercycle
@twainsmustache
@tomkindlon
@danielagabor

Top Replied-To in G10:
@potus
@cayoa5
@senatorhagerty
@senjohnbarrasso
@jim_jordan
@garygensler
@tintincognito
@markellsworth69
@dr_palushi
@d_morfoot

Top Mentioned
Top Mentioned in Entire Graph:
@pamelahensley22
@peterdclack
@chrisgpackham
@dwnews
@fmeeus1
@mujhaycryaraha
@motherjones
@elonmusk
@tonyhussein4
@itszaeok

Top Mentioned in G1:
@pamelahensley22
@officialmcafee
@gregdelp
@lucettavf1
@martingrant1953
@fix_dumb
@dawntj90
@chasbarter
@monkofbass

Top Mentioned in G2:
@sperlock222
@dagon57r
@envirodo
@womancorn
@computerhelphi
@alphamasculini1
@trenchgunned
@ahausmannx

Top Mentioned in G3:
@peterdclack
@ossewed
@davidbellamyuk
@jercuinn
@pamelahensley22
@sarah77414568
@dawntj90
@againbraine
@witchendaswas
@vlq28

Top Mentioned in G4:
@dawntj90
@geraldkutney
@ncdave4life
@priscian
@glinch72
@thedisproof
@kctaz
@ianrowley677
@climatehope2
@chrisbbacon3

Top Mentioned in G5:
@kambojananya
@ecowarriorss
@juliancribb
@gretathunberg
@aidahhelen
@imandiu
@wedonthavetime
@ifpri
@parents4future
@endelstamberg

Top Mentioned in G6:
@elonmusk
@actbrigitte
@duty2warn
@tesla
@trantan39506305
@solidredpeon
@explainthisbob
@concern70732755
@ecosensenow
@beck_sall

Top Mentioned in G7:
@antonioguterres
@profstrachan
@mzjacobson
@arikring
@melemlem
@skynews
@lindaleeking
@dawnroseturner
@toddmckissick
@jackthelad1947

Top Mentioned in G8:
@nasaclimate
@lookupbyharryg
@vipul_betala
@bauman65948286
@coderedearth
@peakaustria
@greenandreac
@mrslanddb
@scripps_ocean
@terriwatson141

Top Mentioned in G9:
@chrisgpackham
@ccnfuk
@scmpnews
@juststop_oil
@scottduncanwx
@aidahhelen
@martynhobbins
@topnigel

Top Mentioned in G10:
@potus
@wef
@speakerpelosi
@rebelnews_usa
@rebelnewsonline
@senategop
@foxnews
@senschumer
@jacothenorth
@vp

Top Tweeters
Top Tweeters in Entire Graph:
@andyvermaut
@insdatainter
@machi_usagi
@lindaleeking
@joni_looking
@independent
@orgetorix
@glasgow_watch
@natioscourge
@debrammason1

Top Tweeters in G1:
@elizbethlmaness
@bamaperry
@mik61scot
@richardcalhoun
@aranom12
@carlisleboy
@albur1948
@igbo_star
@pauljepaul
@coldtusker

Top Tweeters in G2:
@andyvermaut
@orgetorix
@gmanews
@saifquadri
@ikateufel
@nerdy_3000
@trumpquotesbot
@jnb2019
@marketscafe
@shehzadyounis

Top Tweeters in G3:
@acuhealtcm
@klaagblondy
@spacema09104056
@eileendiana
@kheatherbrown
@davidmatheson27
@snyggois
@horshamgardener
@johndmtb
@annafbeswick

Top Tweeters in G4:
@debrammason1
@rmack2x
@o_g_log
@tevet
@rog_2
@mailonline
@halleverkehrt
@gemandmoll
@boggywood
@tea4gunssc

Top Tweeters in G5:
@areck0001
@olumideidowu
@jane__eden
@saleemulhuq
@rhosking252
@deborahskyrim
@audiblevideo
@suzecat52
@thelondonboys47
@cclark112263

Top Tweeters in G6:
@reuters
@hereiam65094900
@rodriguez_linda
@cnn
@kpjpsp
@kjd_kimd63
@govtstheproblem
@wholemarsblog
@jackspa84167797
@premiercoro

Top Tweeters in G7:
@lindaleeking
@b1e56df9ce6549f
@cberrl
@canisgallicus
@amazingchevvolt
@dawnroseturner
@charluv2011
@skynews
@bluedillygal
@bbcnews

Top Tweeters in G8:
@barin_moon
@forgerat
@nutmeg3isme
@hl10pm
@tawanda46
@phil_free_
@afronola
@littlebirdsteph
@vjl2
@peteraf1

Top Tweeters in G9:
@lisalisaw1
@scmpnews
@nigeblue
@nenanenita
@fo5tered
@noahsarkcrew
@iancooke25
@thedragonaunt
@trueblupatriot
@noush555

Top Tweeters in G10:
@foxnews
@newstalkfm
@whirledpeas9
@wef
@hrw
@tintincognito
@rebelnewsonline
@phoebejoy1611
@dalewood
@who