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global warming_2021-01-17_22-38-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 18, 2021
Short Description:
global warming via NodeXL https://bit.ly/35RLjrE
@danielferra58
@nytimes
@makichyana
@gretathunberg
@metoffice
@thegwpfcom
@climateben
@smdiehl
@luehea
@montyboa99

Top hashtags:
#bitcoin
#climatechange
#climatecrisis
#globalwarming
#estonia
#climateaction
#빅이슈
#투피엠

Description:
Description
The graph represents a network of 9,631 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, 18 January 2021 at 06:46 UTC.

The requested start date was Monday, 18 January 2021 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 3-day, 5-hour, 17-minute period from Thursday, 14 January 2021 at 19:42 UTC to Monday, 18 January 2021 at 01:00 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 : 9631
Unique Edges : 6352
Edges With Duplicates : 8810
Total Edges : 15162
Number of Edge Types : 5
Retweet : 3919
MentionsInRetweet : 4981
Mentions : 2566
Replies to : 1864
Tweet : 1832
Self-Loops : 1877
Reciprocated Vertex Pair Ratio : 0.0109517895449927
Reciprocated Edge Ratio : 0.0216662943935671
Connected Components : 2469
Single-Vertex Connected Components : 1117
Maximum Vertices in a Connected Component : 3739
Maximum Edges in a Connected Component : 7923
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.526018
Graph Density : 9.65426954517867E-05
Modularity : 0.614193
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 9,631 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, 18 January 2021 at 06:46 UTC.

The requested start date was Monday, 18 January 2021 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 3-day, 5-hour, 17-minute period from Thursday, 14 January 2021 at 19:42 UTC to Monday, 18 January 2021 at 01:00 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:
[73] https://www.nature.com/articles/s41558-018-0321-8
[51] https://www.thegwpf.com/2020-climate-statistics-and-all-that/
[43] https://twitter.com/talisaxrose/status/1350202034524463107
[21] https://www.vox.com/2021/1/15/22233228/democrats-republicans-view-climate-change-global-warming
[18] https://en.wikipedia.org/wiki/Global_dimming
[17] https://www.theguardian.com/global/climate-consensus-97-per-cent/2021/jan/13/why-are-ocean-warming-records-being-broken-year-after-year
[16] https://twitter.com/smdiehl/status/1350880234917285888
[16] http://www.columbia.edu/~jeh1/mailings/2021/20210114_Temperature2020.pdf
[15] https://principia-scientific.com/ice-growing-poles-global-warming-theories-implode/
[14] https://theconversation.com/climate-change-what-would-4-c-of-global-warming-feel-like-152625

Top URLs in Tweet in G1:
[36] https://twitter.com/talisaxrose/status/1350202034524463107
[20] https://www.nature.com/articles/s41558-018-0321-8
[9] https://www.vox.com/2021/1/15/22233228/democrats-republicans-view-climate-change-global-warming
[7] https://twitter.com/smdiehl/status/1350880234917285888
[7] https://news.ycombinator.com/item?id=25815167
[6] https://www.sbs.com.au/news/the-world-is-facing-catastrophic-global-warming-with-2020-among-the-hottest-years-on-record-un-warns
[6] https://www.theguardian.com/global/climate-consensus-97-per-cent/2021/jan/13/why-are-ocean-warming-records-being-broken-year-after-year
[5] https://www.bloomberg.com/news/articles/2021-01-14/global-warming-led-to-2020-tie-for-the-hottest-year-on-record
[4] https://www.nytimes.com/interactive/2021/01/14/climate/hottest-year-2020-global-map.html
[4] https://www.nytimes.com/2021/01/15/climate/climate-change-survey.html

Top URLs in Tweet in G2:
[7] https://www.youtube.com/watch?v=U14NF_f0P7g&feature=youtu.be

[4] https://www.carbonbrief.org/guest-post-how-global-warming-is-causing-ocean-oxygen-levels-to-fall
[4] https://notrickszone.com/2021/01/14/what-global-warming-148-new-2020-scientific-papers-affirm-recent-non-warming-a-degrees-warmer-past/
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dv9GRkZMTqCs&q=EgS4SO-bGJnblIAGIhkA8aeDS64wtUqv0stOALDRFNXTm6GZoailMgFy
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dv9GRkZMTqCs&q=EgS4SO-bGJbalIAGIhkA8aeDSxrYIGe11dcsSsdPEpo3-HjmI53sMgFy
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dv9GRkZMTqCs&q=EgS4SO-bGJ3clIAGIhkA8aeDS1E0aJbXeYZY_UE1rWV9H2yxLVBJMgFy
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dv9GRkZMTqCs&q=EgS4SO-bGJvclIAGIhkA8aeDS9vf4LqVmj4e63FQ5cGZenNTx7EYMgFy
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dv9GRkZMTqCs&q=EgS4SO-bGKrblIAGIhkA8aeDS4CLNaV15N9uXAtChtsT2IfCYFhrMgFy
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dv9GRkZMTqCs&q=EgS4SO-bGKfblIAGIhkA8aeDS5UPQx_TNhYerahLKmWC05NxmI0XMgFy
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dv9GRkZMTqCs&q=EgS4SO-bGKXblIAGIhkA8aeDS3k4W79SQXvfkehU5pJ0dhV7zDvtMgFy

Top URLs in Tweet in G3:
[2] https://trib.al/riA2HQf
[2] https://www.desmogblog.com/global-warming-denier-database?fb_ref=0BR2f3g9gZ-Twitter&utm_source=Twitter&utm_medium=ShareButton&utm_campaign=GetSocial
[1] https://www.smithsonianmag.com/history/americas-first-great-global-warming-debate-31911494/
[1] https://twitter.com/kcurveprize/status/1349471810966810627
[1] https://www.metoffice.gov.uk/about-us/press-office/news/weather-and-climate/2021/2020-ends-earths-warmest-10-years-on-record
[1] https://www.nytimes.com/interactive/2021/01/14/climate/hottest-year-2020-global-map.html?referringSource=articleShare
[1] https://www.foodandlandusecoalition.org/wp-content/uploads/2020/12/FOLU_Nature-for-Net-Zero_Report_Final.pdf
[1] https://www.nytimes.com/interactive/2021/01/14/climate/hottest-year-2020-global-map.html

Top URLs in Tweet in G5:
[1] http://notrickszone.com/2018/02/16/europe-facing-coldest-march-in-years-global-surface-temperatures-cool-bad-times-for-warming-alarmists/comment-page-1/#comment-1252330
[1] https://twitter.com/WMO/status/1349748365878288384
[1] https://twitter.com/UNFCCC/status/1349751971473928196
[1] https://www.youtube.com/watch?v=fyiDwhbwxSs&feature=youtu.be

[1] https://twitter.com/ZLabe/status/1349746950443208705
[1] https://arstechnica.com/science/2020/03/paper-that-claimed-the-sun-caused-global-warming-gets-retracted/
[1] https://www.carbonbrief.org/guest-post-how-global-warming-is-causing-ocean-oxygen-levels-to-fall
[1] https://www.reuters.com/article/us-climatechange-temperatures/evidence-for-man-made-global-warming-hits-gold-standard-scientists-idUSKCN1QE1ZU?utm_source=reddit.com
[1] https://www.quora.com/What-is-anthropogenic-global-warming/answer/BJ-Chippindale
[1] https://www.metoffice.gov.uk/about-us/press-office/news/weather-and-climate/2020/2021-global-temperature-forecast

Top URLs in Tweet in G6:
[1] https://www.nature.com/articles/s41558-018-0321-8

Top URLs in Tweet in G7:
[2] https://www.vox.com/science-and-health/2017/1/9/14186328/risks-climate-change-graph
[2] https://www.theguardian.com/environment/2009/apr/14/global-warming-target-2c
[1] https://www.smh.com.au/environment/climate-change/annual-heat-records-tumble-as-global-warming-trend-continues-20210115-p56ub4.html?utm_medium=Social&utm_source=Twitter#Echobox=1610678168
[1] https://www.carbonbrief.org/analysis-when-might-the-world-exceed-1-5c-and-2c-of-global-warming/amp
[1] https://insideclimatenews.org/news/08042020/global-warming-ecosystem-biodiversity-rising-heat-species/
[1] https://www.eurekalert.org/pub_releases/2020-04/uoh-nps042020.php
[1] https://theconversation.com/just-how-hot-will-it-get-this-century-latest-climate-models-suggest-it-could-be-worse-than-we-thought-137281
[1] https://climate.nasa.gov/news/2458/why-a-half-degree-temperature-rise-is-a-big-deal/
[1] https://www.thedailystar.net/world/news/catastrophic-warming-awaits-us-2028645
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fngeo2986

Top URLs in Tweet in G8:
[1] https://www.livescience.com/antarctica-ice-free-climate-change.html
[1] https://www.climatechangenews.com/2021/01/13/poor-island-states-highlight-toll-climate-disasters-submissions-un/
[1] https://blogs.scientificamerican.com/observations/a-scary-year-for-climate-change/
[1] https://www.theatlantic.com/science/archive/2019/07/why-little-ice-age-doesnt-matter/594517/?utm_source=twitter&utm_medium=social&utm_campaign=share
[1] https://www.theguardian.com/environment/2020/jul/14/livestock-farming-and-fossil-fuels-could-drive-4c-global-heat-rise?CMP=share_btn_tw
[1] https://climatecommunication.yale.edu/publications/politics-global-warming-december-2020/
[1] https://news.trust.org/item/20210114190237-ni84h/
[1] https://twitter.com/ZLabe/status/1349746950443208705

Top URLs in Tweet in G9:
[14] http://www.columbia.edu/~jeh1/mailings/2021/20210114_Temperature2020.pdf
[10] https://climatecommunication.yale.edu/publications/politics-global-warming-december-2020/
[3] https://www.vox.com/2021/1/15/22233228/democrats-republicans-view-climate-change-global-warming
[3] https://www.nationalgeographic.com/news/2011/7/110720-polar-bears-global-warming-sea-ice-science-environment/
[2] https://www.independent.co.uk/environment/global-warming-man-made-climate-change-science-study-a8797896.html
[2] https://climatecommunication.yale.edu/publications/politics-global-warming-december-2020/2/
[2] https://polarbearscience.com/2019/07/11/polar-bears-are-thriving-despite-global-warming-this-short-essay-explains-why/
[1] https://www.latimes.com/environment/story/2021-01-12/mothers-are-increasingly-worried-about-climate-change-a-new-ad-campaign-has-female-scientists-speaking-directly-to-them?utm_source=twitter&utm_medium=organic&utm_campaign=climate
[1] https://insideclimatenews.org/news/13012021/forests-heat-climate-change/
[1] https://www.cnn.com/2021/01/08/weather/billion-dollar-us-disasters-2020-noaa-climate/index.html

Top URLs in Tweet in G10:
[4] https://allafrica.com/stories/202101170046.html?utm_campaign=allafrica%3Aeditor&utm_medium=social&utm_source=twitter&utm_content=promote%3Aaans%3Aabljpw
[3] https://theconversation.com/climate-change-what-would-4-c-of-global-warming-feel-like-152625?utm_medium=amptwitter&utm_source=Twitter
[2] https://edition.cnn.com/videos/weather/2021/01/17/climate-change-paris-accord-global-warming.cnn/video/playlists/top-news-videos/
[1] https://twitter.com/bca_eco/status/1350420036884852738
[1] https://www.cabdirect.org/cabdirect/abstract/19921972708
[1] https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2009EO450008?cookieSet=1
[1] https://esajournals.onlinelibrary.wiley.com/doi/abs/10.1890/1051-0761(1997)007%5B0753:TRBLUC%5D2.0.CO;2?cookieSet=1
[1] https://www.researchgate.net/profile/Chigbo_Mgbemene/publication/318888520_THE_EFFECTS_OF_INDUSTRIALIZATION_ON_CLIMATE_CHANGE/links/5983a456458515b420c9665c/THE-EFFECTS-OF-INDUSTRIALIZATION-ON-CLIMATE-CHANGE.pdf
[1] https://science.sciencemag.org/content/299/5615/2005.abstract
[1] https://www.cnn.com/videos/weather/2021/01/17/climate-change-paris-accord-global-warming.cnn

Top Domains
Top Domains in Tweet in Entire Graph:
[447] twitter.com
[156] google.com
[77] nature.com
[53] thegwpf.com
[52] theguardian.com
[34] bloomberg.com
[33] co.uk
[31] vox.com
[31] com.au
[30] theconversation.com

Top Domains in Tweet in G1:
[224] twitter.com
[21] nature.com
[19] nytimes.com
[12] theguardian.com
[12] ycombinator.com
[11] bloomberg.com
[11] vox.com
[10] com.au
[5] cnbc.com
[5] co.uk

Top Domains in Tweet in G2:
[147] google.com
[88] twitter.com
[7] youtube.com
[4] carbonbrief.org
[4] notrickszone.com
[2] climatedepot.com
[2] judithcurry.com
[2] wattsupwiththat.com
[2] climatism.blog
[2] nasa.gov

Top Domains in Tweet in G3:
[2] trib.al
[2] desmogblog.com
[2] nytimes.com
[1] smithsonianmag.com
[1] twitter.com
[1] gov.uk
[1] foodandlandusecoalition.org

Top Domains in Tweet in G5:
[3] twitter.com
[1] notrickszone.com
[1] youtube.com
[1] arstechnica.com
[1] carbonbrief.org
[1] reuters.com
[1] quora.com
[1] gov.uk
[1] co.uk
[1] climate-change-guide.com

Top Domains in Tweet in G6:
[1] nature.com

Top Domains in Tweet in G7:
[2] vox.com
[2] theguardian.com
[2] nature.com
[2] twitter.com
[1] com.au
[1] carbonbrief.org
[1] insideclimatenews.org
[1] eurekalert.org
[1] theconversation.com
[1] nasa.gov

Top Domains in Tweet in G8:
[1] livescience.com
[1] climatechangenews.com
[1] scientificamerican.com
[1] theatlantic.com
[1] theguardian.com
[1] yale.edu
[1] trust.org
[1] twitter.com

Top Domains in Tweet in G9:
[14] columbia.edu
[13] yale.edu
[5] vox.com
[3] nationalgeographic.com
[2] cnn.com
[2] reuters.com
[2] co.uk
[2] polarbearscience.com
[2] nytimes.com
[1] latimes.com

Top Domains in Tweet in G10:
[5] allafrica.com
[3] twitter.com
[3] cnn.com
[3] theconversation.com
[2] wiley.com
[1] cabdirect.org
[1] researchgate.net
[1] sciencemag.org
[1] vox.com
[1] theguardian.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[192] bitcoin
[132] climatechange
[44] climatecrisis
[31] globalwarming
[24] estonia
[21] climateaction
[21] 빅이슈
[21] 투피엠
[21] 준호
[21] 2pm



Top Hashtags in Tweet in G1:
[16] globalwarming
[13] climatechange
[10] bitcoin
[9] climatecrisis
[8] climate
[4] warming
[4] smartnews
[3] change
[3] science
[3] climateemergency

Top Hashtags in Tweet in G2:
[7] carbon
[7] friendsofscience
[7] fos
[5] mumbai
[4] biodiversity
[4] oceans
[3] stoptheclimatefraud
[2] climatehoax
[1] globalwarminghoax
[1] climatefraud

Top Hashtags in Tweet in G3:
[3] carbonsmart
[3] climateaction
[2] nature4netzero
[2] nature
[1] dataviz
[1] dumbdumb
[1] netzero
[1] foodsystems
[1] climatecrisis

Top Hashtags in Tweet in G5:
[7] climatebrawl
[7] climatecrisis
[3] climatechange
[3] auspol
[1] biodiversity
[1] oceans

Top Hashtags in Tweet in G6:
[178] bitcoin

Top Hashtags in Tweet in G7:
[1] bedsareburning

Top Hashtags in Tweet in G8:
[6] climatechange
[4] biden
[3] actonclimate
[1] forests

Top Hashtags in Tweet in G9:
[12] solar
[4] forests
[2] climatedisasters
[2] climatecrisis
[2] sdg13
[2] cop26
[2] ecocide
[2] climateaction
[1] impacts
[1] extremeevents

Top Hashtags in Tweet in G10:
[5] globalwarming
[4] climateaction
[4] africa
[3] greenrecovery
[3] climatechange
[2] trump
[2] climateactionnow
[2] climatechangeisreal
[2] climateemergency
[2] climatecrisis

Top Words
Top Words in Tweet in Entire Graph:
[6493] global
[6470] warming
[1158] climate
[871] 2020
[849] year
[750] record
[691] emissions
[607] 100
[505] hottest
[501] 2016

Top Words in Tweet in G1:
[1196] global
[1192] warming
[110] climate
[80] change
[76] more
[72] january
[69] winter
[68] year
[65] people
[64] think

Top Words in Tweet in G2:
[584] 100
[510] warming
[498] global
[293] alive
[292] billion
[292] damages
[263] deadly
[239] lying
[239] denying
[207] pandemic

Top Words in Tweet in G3:
[289] warming
[283] global
[278] nytimes
[268] year
[267] 2020
[264] record
[249] emissions
[248] effectively
[248] tied
[248] 2016

Top Words in Tweet in G4:
[202] warming
[201] global
[200] gusbuckets
[200] house
[200] gave
[199] gore
[199] came
[2] gift

Top Words in Tweet in G5:
[41] warming
[39] global
[16] peterdclack
[15] co2
[14] geraldkutney
[13] ice
[13] climate
[11] preoccupation
[11] urban
[11] left

Top Words in Tweet in G6:
[178] climate
[178] scientists
[178] estimated
[178] #bitcoin
[178] emissions
[178] alone
[178] push
[178] global
[178] warming
[178] above

Top Words in Tweet in G7:
[128] climateben
[110] time
[110] newspapers
[110] whether
[110] look
[109] good
[109] massive
[109] agricultural
[109] failures
[108] very

Top Words in Tweet in G8:
[163] warming
[129] global
[110] pauledawson
[72] methane
[54] allowed
[54] continue
[54] unchecked
[54] antarctica
[54] soon
[54] pass

Top Words in Tweet in G9:
[66] climate
[53] global
[53] warming
[48] yaleclimatecomm
[38] change
[35] report
[31] know
[30] support
[29] goal
[29] directly

Top Words in Tweet in G10:
[83] warming
[82] global
[37] joebiden
[26] kamalaharris
[23] climate
[15] change
[13] science
[10] very
[7] more
[7] time

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6026] global,warming
[419] year,record
[414] hottest,year
[414] tied,2016
[413] 2016,hottest
[410] climate,change
[394] effectively,tied
[368] greenhouse,gas
[363] record,global
[357] warming,linked

Top Word Pairs in Tweet in G1:
[1150] global,warming
[71] climate,change
[24] warming,above
[23] emissions,alone
[23] alone,push
[23] push,global
[22] hottest,year
[21] change,global
[20] year,record
[20] warming,isn

Top Word Pairs in Tweet in G2:
[460] global,warming
[292] damages,100
[254] deadly,global
[239] lying,denying
[239] denying,deadly
[146] killing,profit
[146] profit,cap
[146] cap,trade
[146] billion,collected
[146] collected,100

Top Word Pairs in Tweet in G3:
[269] global,warming
[248] 2020,effectively
[248] effectively,tied
[248] tied,2016
[248] 2016,hottest
[248] hottest,year
[248] year,record
[248] record,global
[248] warming,linked
[248] linked,greenhouse

Top Word Pairs in Tweet in G4:
[201] global,warming
[200] gave,global
[199] gore,came
[199] came,house
[199] house,gave
[198] gusbuckets,gore
[2] warming,gift

Top Word Pairs in Tweet in G5:
[38] global,warming
[11] warming,preoccupation
[11] preoccupation,urban
[11] urban,left
[11] left,world
[11] world,six
[11] six,ice
[11] ice,ages
[11] ages,beginning
[11] beginning,co2

Top Word Pairs in Tweet in G6:
[178] climate,scientists
[178] scientists,estimated
[178] estimated,#bitcoin
[178] #bitcoin,emissions
[178] emissions,alone
[178] alone,push
[178] push,global
[178] global,warming
[178] warming,above
[178] above,one

Top Word Pairs in Tweet in G7:
[109] whether,massive
[109] massive,agricultural
[109] agricultural,failures
[109] failures,look
[108] very,good
[108] good,time
[108] time,newspapers
[108] newspapers,investigate
[108] investigate,whether
[108] look,2027

Top Word Pairs in Tweet in G8:
[126] global,warming
[54] warming,allowed
[54] allowed,continue
[54] continue,unchecked
[54] unchecked,antarctica
[54] antarctica,soon
[54] soon,pass
[54] pass,point
[54] point,return
[54] return,reduce

Top Word Pairs in Tweet in G9:
[51] global,warming
[38] climate,change
[28] goal,science
[28] science,moms
[28] moms,reach
[28] reach,directly
[28] directly,mothers
[28] mothers,know
[28] know,climate
[28] change,threat

Top Word Pairs in Tweet in G10:
[79] global,warming
[17] kamalaharris,joebiden
[14] climate,change
[7] change,global
[7] warming,feel
[7] feel,tc_africa
[4] joebiden,kamalaharris
[4] warming,climate
[4] very,cool
[4] cool,summer

Top Replied-To
Top Replied-To in Entire Graph:
@mrmathewbond
@talisaxrose
@laurenboebert
@greenpeace
@nytimes
@euroweeklynews
@gretathunberg
@wsj
@joebiden
@itskeyon

Top Replied-To in G1:
@ggaipdxbxyntha0

Top Replied-To in G2:
@greenpeace
@euroweeklynews
@gretathunberg
@wsj
@bagaluesunab
@nytimes
@ajenglish
@cnnpolitics
@nypost
@dbirch214

Top Replied-To in G3:
@nytimes
@emmamvink
@kfallsdavid
@pmhodgson

Top Replied-To in G4:
@gusbuckets

Top Replied-To in G5:
@peterdclack
@yvandutil
@nikolovscience
@sebbi
@mattbarnes95
@dbirch214
@oscarswild1
@fcmfcs2019
@tegoarcanadei
@stormsignalsa

Top Replied-To in G7:
@weather_west
@janine_hendry
@climateben
@nwslosangeles
@gerberkawasaki
@georgeppp
@susahatch

Top Replied-To in G8:
@davidsirias1
@alzibub1
@lmegaparsec
@gdrnorminton

Top Replied-To in G9:
@zig_and_sharko
@abc
@keillerdon
@bosnerdley
@noaa
@relicamerica
@lnstevens91976
@cnn
@jimfish56837379
@cgullestrup

Top Replied-To in G10:
@joebiden
@kamalaharris
@2c_increase
@stahlflowerart
@ivankatrump
@skynews
@mehdirhasan
@lchayalyn
@cabbobby
@bayer4crops

Top Mentioned
Top Mentioned in Entire Graph:
@nytimes
@gusbuckets
@smdiehl
@climateben
@nytclimate
@makichyana
@pauledawson
@montyboa99
@jamesrossrjames
@ifekiisha

Top Mentioned in G1:
@gecko39
@dagon57r
@vichupedia
@chididuru12
@pamelapersisted
@richmanmthembu
@sillymickel
@dasuki_21257
@federicomazand9
@jjackx14

Top Mentioned in G2:
@nasa
@nypost
@keithappell
@gretathunberg
@notrickszone
@jwspry
@noaa
@ecosensenow
@tony__heller
@jaggermickoz

Top Mentioned in G3:
@nytimes
@metoffice_sci
@neillowenthal1
@kfallsdavid
@climateuea
@timosbornclim
@kcurveprize
@lanzatech
@folucoalition
@asvaidya

Top Mentioned in G4:
@gusbuckets

Top Mentioned in G5:
@peterdclack
@geraldkutney
@jimdtweet
@medbennett
@thinks_about_it
@d_e_mol
@roypentland
@wausauword
@albert_redstone
@andrygiles

Top Mentioned in G6:
@smdiehl

Top Mentioned in G7:
@climateben
@smh
@eliza_brien
@swetac
@weather_west
@ushaferdous
@perkinsmiki
@tdiliberto
@sarahemyhre
@fullergraeme

Top Mentioned in G8:
@pauledawson
@assaadrazzouk
@climateben
@rahmstorf
@stworg
@mann
@naomioreskes
@meganrowling
@gretathunberg
@nrdc

Top Mentioned in G9:
@yaleclimatecomm
@nrdc
@jarielarvin
@tveitdal
@jmarlonphd
@dancady
@cpalace68
@sydneylwatson
@gretathunberg
@mason4c

Top Mentioned in G10:
@joebiden
@kamalaharris
@tc_africa
@uncclearn
@ipcc_ch
@vandamcnn
@jennifergame6
@preselectbiden
@donaldjtrumpjr
@potus

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@rashidaldosari
@dichristine
@s9tmt
@animalsbelize
@lt38
@united
@geoffrey_payne
@delta
@rjber15

Top Tweeters in G1:
@globalissuesweb
@wnmcradio
@99sandthe2000s
@milatrud11
@mummygirl
@nyaijima
@jchapman1729
@princebama
@welfordwrites
@anamafalda1992

Top Tweeters in G2:
@united
@porridgeisgood
@stormhour
@mr_spock
@abc7newsbayarea
@nypost
@republic
@mailonline
@nbcbayarea
@davidmatheson27

Top Tweeters in G3:
@rashidaldosari
@quintero_funes
@rosenchild
@pimmaiden
@nytimes
@sydnets
@takinyera
@pelleg1gabriell
@oldsoutherndem
@vanstreetdog

Top Tweeters in G4:
@noncontacthogg
@itssteelyhan
@pt_mcloughlin
@quixotictutelar
@imjoeimweird
@gatorbol
@minotaursauce
@_hapichapi
@ballsonmyface69
@_yasdnil

Top Tweeters in G5:
@sacbee_news
@melodymac51
@g4gracie2
@craigthomler
@erlhel
@electropig
@asinister
@hms_indomitable
@oscarswild1
@no2wind

Top Tweeters in G6:
@mostlymartha
@philrandal
@pfil1312
@nem_zero
@_mjan
@insanelygreat
@geo_walters
@ann_arcana
@davidgerard
@therobotjay

Top Tweeters in G7:
@allan_crawshaw
@jfjabbo
@hughjaeger
@ladypoop2
@312shelly3
@bagaluesunab
@ginademiranda2
@countryskills
@peter_donnelly
@smh

Top Tweeters in G8:
@dgendvil
@haltaq
@lillylyle
@cindyceemerson
@ana_captures
@jj_angelus
@umbrios
@johnhar45782426
@caroltpsworld
@saleemulhuq

Top Tweeters in G9:
@kennethhowardc3
@softgrasswalker
@protectingterra
@abc
@cnn
@baldev_bahl
@mwt2008
@jackthelad1947
@cnni
@meladalklimat

Top Tweeters in G10:
@skynews
@cabbobby
@allafrica
@funder
@imagine_garden
@eco1start
@nhl
@palmerreport
@thelastpinkcar
@magnumcj


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