global warming, Twitter, 9/28/2020 3:46:57 PM, 236154
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global warming_2020-09-27_22-37-06.xlsx
global warming_2020-09-27_22-37-06.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
September 28, 2020
Short Description:
global warming via NodeXL https://bit.ly/3ieWYEa
@climateben
@gavinnewsom
@tintincognito
@robgmacfarlane
@benshapiro
@h4ppyb0y
@lamadreena
@saqibhasan87
@business
@david_lunt

Top hashtags:
#pmimrankhanatunga
#letssavemotherearth
#globalwarming
#climatechange
#arctic

Description:
Description
The graph represents a network of 9,406 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, 28 September 2020 at 05:48 UTC.

The requested start date was Monday, 28 September 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 5-hour, 39-minute period from Thursday, 24 September 2020 at 02:06 UTC to Saturday, 26 September 2020 at 07:46 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 9406
Unique Edges : 6299
Edges With Duplicates : 10266
Total Edges : 16565
Number of Edge Types : 5
Tweet : 1512
Retweet : 4726
MentionsInRetweet : 6343
Replies to : 1523
Mentions : 2461
Self-Loops : 1592
Reciprocated Vertex Pair Ratio : 0.0115047851761352
Reciprocated Edge Ratio : 0.0227478610971314
Connected Components : 1940
Single-Vertex Connected Components : 759
Maximum Vertices in a Connected Component : 4030
Maximum Edges in a Connected Component : 8787
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 10.163088
Graph Density : 0.00011230629425063
Modularity : 0.61737
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 9,406 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, 28 September 2020 at 05:48 UTC.

The requested start date was Monday, 28 September 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 5-hour, 39-minute period from Thursday, 24 September 2020 at 02:06 UTC to Saturday, 26 September 2020 at 07:46 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : 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:
[66] https://www.bbc.co.uk/news/science-environment-54278988
[55] https://www.sacbee.com/news/politics-government/capitol-alert/article245948120.html
[48] https://www.abc.net.au/news/2020-09-25/snow-falls-in-sa-during-cold-snap/12701554
[43] https://weather.com/en-IN/india/environment/news/2020-09-23-global-warming-causing-arctic-to-become-greener-study-finds
[29] https://www.bbc.com/news/science-environment-54278988
[24] https://www.dailymail.co.uk/sciencetech/article-8772043/Ecology-Komodo-dragons-driven-extinction-global-warming-rising-sea-levels.html?ito=social-twitter_mailonline
[22] https://en.wikipedia.org/wiki/Global_dimming
[20] https://www.weforum.org/agenda/2020/09/climate-feedback-climate-change-forest-fires?utm_source=twitter&utm_medium=social_scheduler&utm_term=United+States&utm_content=24/09/2020+19:15
[20] https://www.weforum.org/agenda/2020/09/climate-feedback-climate-change-forest-fires?utm_source=twitter&utm_medium=social_scheduler&utm_term=United+States&utm_content=24%2F09%2F2020+22%3A15
[18] https://www.weforum.org/agenda/2020/09/the-worst-case-climate-change-scenario-could-look-like-this-we-need-to-avert-it?utm_source=twitter&utm_medium=social_scheduler&utm_term=SDI2020&utm_content=25/09/2020+08:00

Top URLs in Tweet in G1:
[45] https://www.bbc.co.uk/news/science-environment-54278988
[11] https://www.bbc.com/news/science-environment-54278988
[6] https://twitter.com/i/events/1308763383466844164
[4] https://cleantechnica.com/2020/09/25/doing-something-about-global-warming-is-cheaper-than-doing-nothing/
[3] https://www.nytimes.com/interactive/2020/09/17/climate/emissions-trump-rollbacks-deregulation.html?smid=tw-share
[3] https://justthenews.com/politics-policy/environment/new-yorks-global-warming-doomsday-clock-underscores-decades-shifting
[3] https://www.sciencenews.org/article/global-warming-practically-irreversible-antarctic-melting
[3] http://acecomments.mu.nu/?post=390459
[3] https://twitter.com/MarketWatch/status/1308959892292726784
[3] https://www.standard.co.uk/showbiz/celebrity-news/david-attenborough-joins-instagram-global-warming-a4555451.html

Top URLs in Tweet in G2:
[9] https://www.bbc.co.uk/news/science-environment-54278988
[8] https://www.independent.co.uk/environment/arctic-sea-ice-melt-2035-met-office-climate-change-a9665046.html
[2] https://www.theguardian.com/environment/2009/apr/14/global-warming-target-2c
[2] https://www.sciencenews.org/article/global-warming-practically-irreversible-antarctic-melting
[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.theguardian.com/environment/2018/oct/04/climate-change-deforestation-global-warming-report
[1] https://twitter.com/ClimateBen/status/1279378054549250059
[1] https://insideclimatenews.org/news/07042020/global-warming-ecosystem-biodiversity-rising-heat-species?amp&__twitter_impression=true&=&__twitter_impression=true
[1] https://twitter.com/PatrikErdes/status/1308881427992399872

Top URLs in Tweet in G3:
[3] https://twitter.com/ReutersScience/status/1309179169541173248
[2] https://agree-to-disagree.com
[2] https://www.ucsusa.org/resources/global-warming-happening-and-humans-are-primary-cause
[1] https://wattsupwiththat.com/2020/09/25/global-warming-drives-wildfires-study-ignores-pre-1979-data/
[1] https://twitter.com/tan123/status/1309082929402970115
[1] https://www.nature.com/articles/srep21691
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2525-0
[1] https://agree-to-disagree.com/
[1] https://climatefeedback.org/claimreview/non-peer-reviewed-manuscript-falsely-claims-natural-cloud-changes-can-explain-global-warming/
[1] https://www.ecology.news/2019-08-26-wind-turbines-create-more-global-warming.html

Top URLs in Tweet in G4:
[1] https://twitter.com/khurramSalam5/status/1309571141082722304

Top URLs in Tweet in G5:
[1] https://act.gp/3iOOzbP
[1] https://login.live.com/login.srf?wa=wsignin1.0&rpsnv=12&ct=1468504883&rver=6.6.6556.0&wp=MBI_SSL&wreply=https%3a%2f%2foutlook.live.com%2fowa%2f&id=292841&CBCXT=out&fl=wld

Top URLs in Tweet in G6:
[2] https://www.bbc.com/news/science-environment-54278988
[2] https://www.bbc.co.uk/news/science-environment-54278988
[2] https://www.sbs.com.au/news/as-their-families-bear-the-brunt-of-global-warming-these-students-have-joined-the-fight-for-climate-action
[1] https://www.smh.com.au/politics/federal/dreyfus-labels-frontbench-colleague-idiot-for-hunter-in-heated-energy-debate-20200924-p55ywq.html
[1] https://www.nytimes.com/2020/09/24/climate/ocean-heat-waves-blob.html?smid=tw-share
[1] https://news.un.org/en/story/2020/09/1073852
[1] https://climateactiontracker.org/press/china-carbon-neutral-before-2060-would-lower-warming-projections-by-around-2-to-3-tenths-of-a-degree/
[1] https://climateactionaustralia.wordpress.com/2020/09/24/as-their-families-bear-the-brunt-of-global-warming-these-students-have-joined-the-fight-for-climate-action-climatecrisis-demand-climateaction-sdg13-auspol-qldpol-stopadani-evictadani-ecocide/
[1] https://www.dailymail.co.uk/sciencetech/article-8772043/Ecology-Komodo-dragons-driven-extinction-global-warming-rising-sea-levels.html?ito=social-twitter_mailonline
[1] https://independentaustralia.net/environment/environment-display/humans-are-under-threat-from-more-than-just-the-pandemic,14317#.X2t5NxkG0UY.twitter

Top URLs in Tweet in G7:
[2] https://climateprimer.mit.edu
[2] https://www.scientificamerican.com/article/climate-change-is-becoming-a-top-threat-to-biodiversity/
[2] https://www.skepticalscience.com/global-warming-scientific-consensus-intermediate.htm
[1] https://www.climatedepot.com/2014/11/20/its-official-there-are-now-66-excuses-for-temp-pause-updated-list-of-66-excuses-for-the-18-26-year-pause-in-global-warming/
[1] https://twitter.com/MachineStopper/status/1308301457112797184
[1] https://twitter.com/Carbongate/status/1309444798814851072
[1] http://unevenearth.org/2018/08/the-social-ideology-of-the-motorcar/?fbclid=IwAR22A2_QS10pLoGzuwZwF_SGQ4QaygAL4oTdUKIltMG4MylOdfEm20-EJYY
[1] https://climatecommunication.yale.edu/publications/americans-underestimate-how-many-others-in-the-u-s-think-global-warming-is-happening/
[1] https://www.nytimes.com/2020/09/22/climate/climate-change-future.html
[1] https://koreajoongangdaily.joins.com/2020/09/22/national/socialAffairs/climate-change-Korean-fir-tree-global-warming/20200922185100387.html#

Top URLs in Tweet in G8:
[2] https://www.bbc.co.uk/news/science-environment-54278988
[1] https://time.com/5890172/arctic-sea-ice-minimum-2020/
[1] https://theconversation.com/newly-discovered-mass-extinction-event-triggered-the-dawn-of-the-dinosaurs-146248
[1] https://climateactiontracker.org/press/china-carbon-neutral-before-2060-would-lower-warming-projections-by-around-2-to-3-tenths-of-a-degree/

Top URLs in Tweet in G9:
[3] https://townhall.com/tipsheet/bronsonstocking/2019/10/25/california-burning-n2555379?utm_source=thdaily&utm_medium=email&utm_campaign=nl&newsletterad=10%2F26%2F2019&bcid=16cf4ad7c0537964c47ea0e0d4e5880c&recip=18447779&fbclid=IwAR3OdQr6tcCN5p-1COnQ20eheb35yIvE4882r7jPVPgyL8rdKe2wNRCkbpM
[1] https://www.amazon.in/Fossil-Free-Reimagining-Energy-Carbon-Constrained/dp/9390327008/ref=as_li_ss_tl?dchild=1&keywords=9789390327003&qid=1600598648&s=books&sr=1-1&linkCode=sl1&tag=harpeindia-21&linkId=870648addf040cc933e1f2eb37ead101
[1] https://www.nationalgeographic.com/environment/global-warming/sea-level-rise/
[1] https://twitter.com/RobGMacfarlane/status/1309035104564633603
[1] https://twitter.com/onecampaignmi/status/1308918450056814595
[1] https://twitter.com/michaelcoudrey/status/1309228759350796288
[1] https://twitter.com/MSNBC/status/1308975963141746691

Top URLs in Tweet in G10:
[2] https://tnc.news/2020/09/23/kevin-sorbo-in-new-film-exposing-climate-alarmisms-agenda-of-control/
[1] https://twitter.com/therealkeean/status/1309551232902508546
[1] https://www.rebelnews.com/gunn_show_september_23_2020
[1] https://www.wsj.com/articles/biden-of-the-climate-apocalypse-11600126352?mod=opinion_lead_pos1
[1] https://twitter.com/UNICEF/status/1309116625413697536
[1] https://www.dailymail.co.uk/news/article-8771469/UK-weather-SNOW-hits-North-temperatures-plunge-5C.html
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D3ZyH69nfvJc&q=EgS4SO-bGOnxxfsFIhkA8aeDS-MEHvCL8V2k1VqMTCNpZ-B17o_VMgFy
[1] https://www.abc.net.au/news/2020-09-25/snow-falls-in-sa-during-cold-snap/12701554
[1] https://dailycaller.com/2015/05/04/25-years-of-predicting-the-global-warming-tipping-point/
[1] https://justthenews.com/politics-policy/environment/new-yorks-global-warming-doomsday-clock-underscores-decades-shifting

Top Domains
Top Domains in Tweet in Entire Graph:
[333] twitter.com
[142] co.uk
[76] weforum.org
[55] sacbee.com
[51] net.au
[43] weather.com
[41] nytimes.com
[38] youtube.com
[30] bbc.com
[26] bloomberg.com

Top Domains in Tweet in G1:
[198] twitter.com
[57] co.uk
[16] nytimes.com
[11] bbc.com
[6] youtube.com
[6] com.au
[6] t.co
[5] cleantechnica.com
[4] mu.nu
[4] blogspot.com

Top Domains in Tweet in G2:
[17] co.uk
[3] theguardian.com
[2] twitter.com
[2] sciencenews.org
[1] theconversation.com
[1] nasa.gov
[1] insideclimatenews.org
[1] bbc.com
[1] ecowatch.com

Top Domains in Tweet in G3:
[4] twitter.com
[4] climatism.blog
[3] agree-to-disagree.com
[2] nature.com
[2] ucsusa.org
[1] wattsupwiththat.com
[1] climatefeedback.org
[1] ecology.news
[1] linkedin.com
[1] nationalgeographic.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[1] act.gp
[1] live.com

Top Domains in Tweet in G6:
[3] com.au
[3] co.uk
[2] bbc.com
[1] nytimes.com
[1] un.org
[1] climateactiontracker.org
[1] wordpress.com
[1] independentaustralia.net

Top Domains in Tweet in G7:
[4] twitter.com
[4] co.uk
[3] skepticalscience.com
[2] mit.edu
[2] scientificamerican.com
[2] theguardian.com
[2] yaleclimateconnections.org
[2] irishtimes.com
[1] climatedepot.com
[1] unevenearth.org

Top Domains in Tweet in G8:
[2] co.uk
[1] time.com
[1] theconversation.com
[1] climateactiontracker.org

Top Domains in Tweet in G9:
[4] twitter.com
[3] townhall.com
[1] amazon.in
[1] nationalgeographic.com

Top Domains in Tweet in G10:
[2] twitter.com
[2] tnc.news
[1] rebelnews.com
[1] wsj.com
[1] co.uk
[1] google.com
[1] net.au
[1] dailycaller.com
[1] justthenews.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[394] pmimrankhanatunga
[93] letssavemotherearth
[75] globalwarming
[62] climatechange
[47] arctic
[29] pmikoncemoreatunga
[26] climatecrisis
[26] bolivia
[25] climate
[24] chemtrails



Top Hashtags in Tweet in G1:
[18] climatechange
[8] globalwarming
[7] climatecrisis
[6] pmimrankhanatunga
[5] climate
[5] climateemergency
[4] pollution
[3] climateclock
[3] global
[3] climateaction

Top Hashtags in Tweet in G2:
[2] cdnpoli
[2] bcpoli
[1] climatecrisis
[1] climateapocalypse
[1] climateemergency

Top Hashtags in Tweet in G3:
[4] wedonthavetime
[3] lahore
[1] climatechange
[1] auspol
[1] goddamnretarded
[1] cgtenericsson

Top Hashtags in Tweet in G4:
[326] pmimrankhanatunga
[12] امت_کا_ترجمان_عمران
[2] pmkhanguidingunga
[2] کپتان_آپ_چھاگے
[2] imrankhan
[2] unga
[2] ungapakistan75
[1] dostigroup
[1] islamophobia
[1] ambassadorofhumanity

Top Hashtags in Tweet in G5:
[92] letssavemotherearth
[1] climateemergency
[1] exxonknew
[1] changethechamber

Top Hashtags in Tweet in G6:
[2] climatecrisis
[2] auspol
[2] qldpol
[2] stopadani
[2] climateaction
[2] sdg13
[1] bluepacific
[1] racetozero
[1] parisagreement
[1] fundourfuturenotcoal

Top Hashtags in Tweet in G7:
[2] mit
[2] biodiversity
[1] cdc
[1] nih
[1] fauci
[1] fda
[1] bidenharris2020tosaveamerica
[1] kisstheground
[1] climateweek
[1] maga

Top Hashtags in Tweet in G9:
[2] climatechange
[1] sciencelessjoe
[1] thetruthinnewsdoesntmatter
[1] fossilfree
[1] rhetorical
[1] trump2020landslidevictory
[1] blm
[1] pdx
[1] wildfires2020
[1] demoncrats

Top Hashtags in Tweet in G10:
[7] climate
[3] cdnpoli
[1] climatechange
[1] tcot
[1] climatehustle2
[1] youdabest

Top Words
Top Words in Tweet in Entire Graph:
[5718] global
[5191] warming
[1656] climate
[990] change
[710] arctic
[710] ice
[572] trees
[537] more
[524] see
[476] covid

Top Words in Tweet in G1:
[916] global
[902] warming
[174] more
[136] climate
[118] change
[89] planet
[77] california
[73] money
[73] pollution
[67] growth

Top Words in Tweet in G2:
[441] global
[422] climateben
[397] climate
[388] ice
[387] arctic
[382] change
[382] see
[379] crop
[378] beginners
[378] becomes

Top Words in Tweet in G3:
[90] global
[82] warming
[28] climate
[16] dawntj90
[13] years
[12] co2
[12] geraldkutney
[11] kenneth72712993
[10] over400ppm
[10] change

Top Words in Tweet in G4:
[341] peace
[339] address
[331] covid
[330] imrankhanpti
[330] neighbors
[330] 19
[330] money
[328] pm
[326] #pmimrankhanatunga
[319] laundering

Top Words in Tweet in G5:
[254] fact
[252] eat
[252] furits
[252] vegetables
[252] gardens
[252] ignore
[252] destroying
[250] planet
[249] ways
[223] sre

Top Words in Tweet in G6:
[215] dougcameron51
[187] labor
[187] anti
[186] depressing
[186] frontbencher
[186] clareoneilmp
[186] exclusively
[186] sharing
[186] neoliberal
[186] dogma

Top Words in Tweet in G7:
[134] global
[134] warming
[72] sarahcpr
[59] realdonaldtrump
[44] man
[43] green
[43] cars
[42] baby
[42] shark
[42] kardashians

Top Words in Tweet in G8:
[262] global
[260] warming
[246] climate
[245] arctic
[244] already
[243] robgmacfarlane
[243] effects
[243] severe
[243] shifting
[241] stopped

Top Words in Tweet in G9:
[160] global
[158] warming
[56] joebiden
[33] gavinnewsom
[32] climate
[32] change
[29] mrandyngo
[24] california
[16] years
[16] more

Top Words in Tweet in G10:
[142] environmental
[141] violent
[141] extremist
[141] radicalized
[141] hateful
[141] language
[141] pumped
[141] daily
[141] cathmckenna
[140] ezralevant

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5038] global,warming
[933] climate,change
[391] covid,19
[390] ice,free
[390] free,global
[390] crop,failures
[389] change,beginners
[389] beginners,arctic
[389] arctic,becomes
[389] becomes,ice

Top Word Pairs in Tweet in G1:
[885] global,warming
[108] climate,change
[69] warming,climate
[57] money,pump
[57] pump,overpopulated
[57] overpopulated,countries
[57] countries,fuel
[57] fuel,more
[57] more,economic
[57] economic,demographic

Top Word Pairs in Tweet in G2:
[379] climate,change
[378] change,beginners
[378] beginners,arctic
[378] arctic,becomes
[378] becomes,ice
[378] ice,free
[378] free,global
[378] global,crop
[378] crop,failures
[378] failures,kills

Top Word Pairs in Tweet in G3:
[73] global,warming
[9] climate,change
[6] twtthisisnow,fcmfcs2019
[6] stevenmosher,jimdtweet
[6] gerald,kutney
[5] maxime,bernier
[5] bernier,ppc
[5] ppc,politician
[5] politician,canada
[5] canada,correctly

Top Word Pairs in Tweet in G4:
[330] peace,neighbors
[330] covid,19
[329] neighbors,covid
[328] 19,money
[319] money,laundering
[316] pm,imrankhanpti
[316] address,peace
[307] imrankhanpti,'s
[305] 's,address
[298] summar,pm

Top Word Pairs in Tweet in G5:
[252] eat,furits
[252] furits,vegetables
[252] vegetables,gardens
[252] gardens,ignore
[252] ignore,fact
[249] planet,ways
[247] destroying,planet
[223] fact,sre
[223] sre,destroying
[186] global,warming

Top Word Pairs in Tweet in G6:
[186] depressing,labor
[186] labor,frontbencher
[186] frontbencher,clareoneilmp
[186] clareoneilmp,exclusively
[186] exclusively,sharing
[186] sharing,neoliberal
[186] neoliberal,dogma
[186] dogma,murdoch
[186] murdoch,anti
[185] dougcameron51,depressing

Top Word Pairs in Tweet in G7:
[127] global,warming
[42] sarahcpr,baby
[42] baby,shark
[42] shark,kardashians
[42] kardashians,durian
[42] durian,cars
[42] cars,man
[42] man,buns
[42] buns,cold
[42] cold,shoulder

Top Word Pairs in Tweet in G8:
[260] global,warming
[243] effects,global
[243] warming,arctic
[243] arctic,severe
[243] severe,climate
[243] climate,already
[243] already,shifting
[241] stopped,effects
[240] robgmacfarlane,stopped
[11] yikes,china

Top Word Pairs in Tweet in G9:
[152] global,warming
[27] climate,change
[8] joebiden,global
[6] warming,responsible
[6] responsible,california
[6] california,massive
[6] massive,wildfires
[6] wildfires,decades
[6] katiedaviscourt,seattlepd
[6] more,global

Top Word Pairs in Tweet in G10:
[141] violent,environmental
[141] environmental,extremist
[141] extremist,radicalized
[141] radicalized,hateful
[141] hateful,language
[141] language,pumped
[141] pumped,daily
[141] daily,cathmckenna
[140] ezralevant,violent
[31] global,warming

Top Replied-To
Top Replied-To in Entire Graph:
@joebiden
@sarahcpr
@mrandyngo
@gavinnewsom
@realcandaceo
@realdonaldtrump
@marketwatch
@therealenemies
@brhodes
@elonmusk

Top Replied-To in G1:

Top Replied-To in G2:
@climateben
@breenewsome
@greenand_brown

Top Replied-To in G3:
@mario81553557
@dawntj90
@bbcnews
@geraldkutney
@hji45519156
@captbobdad
@gstephenson_wx
@fcmfcs2019
@goodcollie
@erskinedaniel

Top Replied-To in G4:
@sanasayemrao
@waqas_amjaad
@maddywithkhan
@ghulamhusainpk
@anwarlodhi
@ansaarmy

Top Replied-To in G5:
@insa_annu12
@derasachasauda
@uschamber

Top Replied-To in G6:
@thespecialbka

Top Replied-To in G7:
@sarahcpr
@realdonaldtrump
@dave_suchorski
@wsj
@dld64376621
@gop
@npr
@trancemaniac502
@tintincognito
@justicefx

Top Replied-To in G8:
@robgmacfarlane

Top Replied-To in G9:
@joebiden
@mrandyngo
@gavinnewsom
@thehill
@realjameswoods
@bgonthescene
@katiedaviscourt
@algore
@kamalaharris
@stephens_ben

Top Replied-To in G10:
@michaelcoudrey
@cher
@davidakin
@fukushimaexpos2
@ksorbs

Top Mentioned
Top Mentioned in Entire Graph:
@climateben
@imrankhanpti
@ptiofficial
@robgmacfarlane
@dougcameron51
@clareoneilmp
@gurmeetramrahim
@vishal_bathinda
@cathmckenna
@ezralevant

Top Mentioned in G1:
@thad_cthad4
@ppjkis
@kraus_read
@mustapipa
@julierigby15
@nayaindianews
@mattd1004
@thepostsynaptic
@earthkikashi
@drew_smock

Top Mentioned in G2:
@climateben
@dharinipart
@andybrown1_
@mikeokuda
@wctorrance
@ecowatch
@_treest
@breenewsome

Top Mentioned in G3:
@dawntj90
@kenneth72712993
@over400ppm
@jimdtweet
@geraldkutney
@friendsoscience
@atomalty
@roypentland
@twtthisisnow
@robhon_

Top Mentioned in G4:
@imrankhanpti
@ptiofficial
@euphoriaaimed
@nabeelbhatti59
@alirazatweets
@fm00786
@khurramsalam5
@waqas_amjaad
@hashmirwp
@awaisi_29

Top Mentioned in G5:
@gurmeetramrahim
@vishal_bathinda
@insa_annu12
@mamtain43541152
@derasachasauda
@softness_alert
@rekhabansalmom
@insanrohit2515
@jonyinsa7777
@singh48722288

Top Mentioned in G6:
@dougcameron51
@clareoneilmp
@markdreyfusqcmp
@profpcdoherty
@profraywills
@jackthelad1947
@wtmpacific
@climatecouncil
@niklashoehne
@thespecialbka

Top Mentioned in G7:
@realdonaldtrump
@sarahcpr
@jojofromjerz
@presssec
@johnkerry
@tentinytweets
@gop
@tan123
@slvggirl
@worldwarzeroorg

Top Mentioned in G8:
@robgmacfarlane
@ketanj0
@worldchampsx2
@climateben
@jamie_woodward_
@dixongeog
@mhehedzherting

Top Mentioned in G9:
@joebiden
@gavinnewsom
@seattlepd
@mrandyngo
@realjameswoods
@wdunlap
@algore
@mr_mavericck
@michaeljfell
@kamalaharris

Top Mentioned in G10:
@cathmckenna
@ezralevant
@andrewlawton
@ksorbs
@cjrucker
@sheilagunnreid
@truenorthcentre
@rebelnewsonline
@bret_sears
@climatedepot

Top Tweeters
Top Tweeters in Entire Graph:
@gocoo_59
@gocoo
@vaporware
@jurylady5
@marcodacostafx
@chris_1791
@geoffrey_payne
@duo_koji
@rjber15
@vbinsan1

Top Tweeters in G1:
@vaporware
@duo_koji
@radioridethewav
@stanleysuen
@un1v3rs0z3r0
@eschertology
@trumpquotesbot
@fireelfm
@bethlevin
@euwatchers

Top Tweeters in G2:
@albertarabbit
@jrweaver55
@laura78703
@richardtuffin
@c255666a459a495
@zebrafinch
@jwomack
@greennomad61
@havantacluotmp
@sullivanmonty

Top Tweeters in G3:
@eddarrell
@rmack2x
@latinmass9876
@bbcnews
@robchristie11
@gadflyquebec
@reddragonfly19
@arifjamallodhi
@havenaar64
@eachus

Top Tweeters in G4:
@noahalishah
@twtsmh
@muhamadafzalecp
@19sahsanraza
@dgbhutta
@ptiofficial
@alirazatweets
@asadanwarr
@fasooooooooo
@fayyaz_fayaz

Top Tweeters in G5:
@vbinsan1
@deepak2013bans1
@vbbansal2
@jagjitsingh371
@insanmeet25
@ramadvocate4
@rajniin48551148
@jasesidhu
@jatininsansirsa
@insa84243111

Top Tweeters in G6:
@jurylady5
@geoffrey_payne
@onahunttoday
@davidbewart
@3wombats
@yathinkn
@cunningham_cch
@pingachoo
@emlafudd
@broomstick33

Top Tweeters in G7:
@chris_1791
@rodneyclaeys
@foxnews
@protectingterra
@wsj
@outnow45
@moisturevapor8r
@lsferguson
@msnbc
@tan123

Top Tweeters in G8:
@derekjohnbryant
@cwharlow
@drrimmer
@paul_trembath
@andypeacock999
@proglocommons
@unetomaterouge
@heather_c_c
@ctrentham88
@jaraparilla

Top Tweeters in G9:
@thehill
@ocraziocornpop
@arrowsmithwoman
@up_viking
@doctorcherokee
@sharencarr3
@michaeljfell
@liberalloner
@oystergirl3
@stephens_ben

Top Tweeters in G10:
@organic2016
@fl85
@mooseman1956
@maegan_laporte
@wmathison
@mamamadisons
@maureen_luggar
@starfortress
@janie_st_k
@lastgirlout


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