#climatechange, Twitter, 9/17/2020 1:08:23 AM, 235285


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#climatechange_2020-09-16_17-12-56.xlsx
#climatechange_2020-09-16_17-12-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2020
Short Description:
#climatechange via NodeXL https://bit.ly/2ZHZyvS
@realdonaldtrump
@joebiden
@geraldkutney
@gretathunberg
@ourfuturebot
@arikring
@friendsoscience
@alyce16018091
@9newsnancy
@wef

Top hashtags:
#climatechange
#climatearsonist
#climatecrisis
#climateaction
#covid19

Description:
Description
The graph represents a network of 9,447 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, 17 September 2020 at 00:26 UTC.

The requested start date was Thursday, 17 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, 1-hour, 3-minute period from Monday, 14 September 2020 at 18:41 UTC to Wednesday, 16 September 2020 at 19:44 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 : 9447
Unique Edges : 7185
Edges With Duplicates : 11545
Total Edges : 18730
Number of Edge Types : 5
Tweet : 2093
Retweet : 4933
MentionsInRetweet : 7484
Replies to : 562
Mentions : 3658
Self-Loops : 2236
Reciprocated Vertex Pair Ratio : 0.0176470588235294
Reciprocated Edge Ratio : 0.0346820809248555
Connected Components : 1899
Single-Vertex Connected Components : 902
Maximum Vertices in a Connected Component : 4835
Maximum Edges in a Connected Component : 12132
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.472432
Graph Density : 0.000120197638715931
Modularity : 0.573402
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 9,447 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, 17 September 2020 at 00:26 UTC.

The requested start date was Thursday, 17 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, 1-hour, 3-minute period from Monday, 14 September 2020 at 18:41 UTC to Wednesday, 16 September 2020 at 19:44 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:
[67] https://twitter.com/sciam/status/1305854127721910275
[33] https://www.bbc.co.uk/news/science-environment-49238749
[18] https://twinybots.ch/
[14] http://smartdissent.com/article/federal-report-warns-financial-havoc-climate-change
[14] https://www.washingtonpost.com/climate-environment/2020/09/14/glaciers-breaking-antarctica-pine-island-thwaites/
[14] https://ec.europa.eu/clima/change/consequences_en
[13] https://projects.propublica.org/climate-migration/
[13] https://nypost.com/2020/09/16/oregon-woman-holds-suspected-arsonist-at-gunpoint-as-wildfires-rage/
[12] https://phys.org/news/2020-09-colorado-famous-aspens-decline-due.html
[12] https://twitter.com/atrupar/status/1305580235941974017

Top URLs in Tweet in G1:
[53] https://twitter.com/sciam/status/1305854127721910275
[14] https://ec.europa.eu/clima/change/consequences_en
[4] https://registertovote.ca.gov/
[4] https://www.c-span.org/video/?475755-1/joe-biden-remarks-climate-change-california-wildfires
[3] https://twitter.com/atrupar/status/1305580235941974017
[3] https://www.theinvadingsea.com/2020/09/14/our-leaders-need-to-respond-to-the-climate-crisis-the-way-they-would-respond-to-a-terror-attack-or-pandemic/
[2] https://twitter.com/briantylercohen/status/1305595203303043072
[2] https://www.mobilize.us/flipthewest/event/281355/
[2] https://twitter.com/JoeBiden/status/1305559162080747525
[2] https://twitter.com/DavidJHarrisJr/status/1306204939090382849

Top URLs in Tweet in G2:
[13] https://twinybots.ch/
[7] https://twitter.com/atrupar/status/1305580235941974017
[7] https://www.washingtonpost.com/climate-environment/2020/09/14/glaciers-breaking-antarctica-pine-island-thwaites/
[6] https://twitter.com/stillgray/status/1305730178484592642
[5] https://www.bbc.co.uk/news/science-environment-49238749
[5] https://twitter.com/sciam/status/1305854127721910275
[5] https://projects.propublica.org/climate-migration/
[4] https://twitter.com/kaitlancollins/status/1305580701149007878
[4] https://twitter.com/savingamerica4u/status/1305734599725723648
[4] http://dia-da-terra.blogspot.com/2017/02/earthday-monitoring-vital-signs-of.html?spref=tw

Top URLs in Tweet in G3:
[8] https://www.facebook.com/BuckForPA/videos/2838056569764300/?extid=cMUgstgONQFZw0oH
[6] https://twitter.com/NASA/status/1185160951823306752?s=19
[4] https://twitter.com/michaelemann/status/1305556640226316288
[3] https://twitter.com/GretaThunberg/status/1306262359745404930
[3] https://www.instagram.com/accounts/login/?next=/p/CFKkQvdny0r/%3Figshid%3Djhpeenoojpte
[2] https://twitter.com/ScienceNotDogma/status/1170435166436638720?s=19
[2] https://www.desmogblog.com/richard-keen
[2] https://arcticwwf.org/newsroom/stories/special-ipcc-report-on-the-oceans-and-cryosphere/
[2] https://twitter.com/thetimes/status/1305585883819773953
[2] https://www.youtube.com/watch?v=a13pVEIZaTw&feature=youtu.be


Top URLs in Tweet in G4:
[5] https://us02web.zoom.us/meeting/register/tZIvc-ioqjwoHdQzEG7n-2XxoNrWh-JoZawc
[4] https://us02web.zoom.us/j/86051900433
[3] https://www.weforum.org/agenda/2020/08/covid-19-maps-tracking/
[3] https://www.reuters.com/article/us-eu-health-environment/one-in-eight-deaths-in-europe-linked-to-pollution-environment-eu-says-idUSKBN25Z1L8
[2] https://www.weforum.org/agenda/2020/09/covid-19-green-energy-solar-wind-electric
[2] https://www.weforum.org/agenda/2020/09/why-does-land-warm-faster-than-oceans
[2] https://www.weforum.org/agenda/2020/09/minerals-critical-to-clean-energy-face-shortage?utm_source=twitter&utm_medium=social_scheduler&utm_term=Future+of+Energy&utm_content=07/09/2020+13:00
[2] https://www.weforum.org/agenda/2020/09/plastic-recycling-exports-traceability-ocean
[2] https://www.weforum.org/agenda/2020/09/coral-reef-restoration-3d-printed-tiles
[2] https://www.iotfied.com/post/iot-for-sustainability

Top URLs in Tweet in G5:
[7] https://blog.friendsofscience.org/2020/09/15/do-the-hustle-climate-monarchy-want-carbon-serfdom-for-you/
[6] https://www.gatestoneinstitute.org/16337/self-censorship-in-the-us
[5] https://www.scientificamerican.com/article/photos-show-massive-wildfires-devastating-oregon-and-california/?amp;text=Photos
[3] https://www.eenews.net/climatewire/2020/09/14/stories/1063713591#:~:text=California%20Gov.%20Gavin%20Newsom%20wants,catastrophic%20wildfires%20show%20it's%20needed
[3] https://www.scientificamerican.com/article/scientific-american-endorses-joe-biden/
[2] https://www.youtube.com/watch?v=IV4Udro-tKI&feature=youtu.be

[2] https://live.climatehustle2.com/
[2] https://www.ceebill.uk/
[2] https://twitter.com/guardiannews/status/1306249409416564738
[2] https://www.scientificamerican.com/article/earth-hasnt-warmed-this-fast-in-tens-of-millions-of-years/

Top URLs in Tweet in G6:
[2] https://bluelivesmatter.blue/police-arrest-multiple-suspects-in-connection-with-west-coast-wildfires/
[1] https://twitter.com/joebiden/status/1305648774157565952
[1] https://www.memri.org/tv/pro-isis-media-center-calls-muslims-west-set-fires-forests-buldings-fields-factories
[1] https://www.wnd.com/2020/09/wildfires-get-worse-thanks-leftist-policies-says-fire-expert-predicted-uptick-blazes/

Top URLs in Tweet in G7:
[3] https://www.azcentral.com/story/news/local/arizona-environment/2020/09/16/risks-water-shortage-loom-along-colorado-river-officials-warn/5804337002/
[2] https://twitter.com/audreygarric/status/1306123524386500608
[2] https://www.worldbank.org/en/news/press-release/2020/09/15/world-bank-sets-ambitious-targets-for-green-and-resilient-economic-growth-in-africa?cid=afr_tt_wbafrica_en_ext
[2] https://www.breitbart.com/politics/2020/09/16/delingpole-no-the-western-wildfires-werent-caused-by-record-heat/
[1] https://www.bbc.com/news/science-environment-53342806
[1] https://bit.ly/32znPGq
[1] https://www.undp.org/content/undp/en/home/blog/2020/how-unlocking-private-investment-can-shape-a-climate-smart-and-s.html
[1] https://chinadialogue.net/en/nature/nature-and-business-can-boost-each-other-reports-find/
[1] https://www.cdc.gov/disasters/wildfires/smoke.html
[1] https://www.shorturl.at/npuFL

Top URLs in Tweet in G8:
[5] https://twitter.com/login?redirect_after_login=%2Fmessages%2Fcompose%3Frecipient_id%3D835740314006511618%26text%3Dresist
[3] https://www.latimes.com/california/story/2020-09-13/climate-change-wildfires-california-west-coast
[2] https://twitter.com/messages/compose?recipient_id=835740314006511618&text=sign%20WEODXG
[2] https://twitter.com/atrupar/status/1305580235941974017
[1] https://twitter.com/thehill/status/1305579284904452097
[1] https://www.sciline.org/quick-facts/wildfires-climate-change
[1] http://www.msn.com/en-us/news/us/hurricane-sally-makes-landfall-part-of-pensacola-bridge-collapses-amid-30-inches-of-rain-catastrophic-flooding-in-alabama-florida/ar-BB196kwi?ocid=st
[1] https://ir.shareaholic.com/e?a=1&u=https://www.npr.org/2020/08/24/899422710/to-manage-wildfire-california-looks-to-what-tribes-have-known-all-along%3Ffbclid%3DIwAR0EwZ2pBbyQ2_ju3J4ikWRRiyKnckrhS4m-5e5DOGeLo_bDWlnPtRGkmR8&r=1
[1] https://twitter.com/Fridays4future/status/1305100469031718912
[1] https://www.economist.com/asia/2020/09/12/typhoon-season-makes-japan-and-the-koreas-ponder-climate-change

Top URLs in Tweet in G9:
[2] https://twitter.com/sciam/status/1305854127721910275
[1] https://twitter.com/stephenlautens/status/1306259224327061504
[1] https://globalnews.ca/news/7336843/coronavirus-calgary-fabricland-anti-mask-rant/?utm_medium=Twitter&utm_source=%40globalnews
[1] https://www.lisawelch.org
[1] https://joebiden.com/climate-plan/
[1] https://twitter.com/brentgofftv/status/1305846808074125314
[1] https://www.dw.com/p/3iTID?maca=en-Twitter-sharing
[1] https://phys.org/news/2020-09-big-chunk-greenland-ice-cap.html

Top URLs in Tweet in G10:
[4] https://www.bbc.com/news/science-environment-54127279
[3] https://twitter.com/AndrewNBC12/status/1306198066299535360
[3] https://www.cnn.com/2020/09/14/us/new-mexico-birds-died-migration-trnd/index.html
[2] https://insideclimatenews.org/news/14092020/ocean-saltwater-climate-change-extreme-weather?utm_source=twitter&utm_medium=social
[1] https://www.vox.com/2019/4/12/18306566/david-attenborough-our-planet-netflix-advocacy?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[1] https://www.vox.com/first-person/2018/10/11/17963772/climate-change-global-warming-natural-disasters?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[1] https://www.theguardian.com/environment/2020/aug/21/insurance-giant-suncorp-to-end-coverage-and-finance-for-oil-and-gas-industry?CMP=share_btn_tw
[1] https://www.theguardian.com/environment/2019/jun/25/climate-apartheid-united-nations-expert-says-human-rights-may-not-survive-crisis?CMP=share_btn_tw
[1] https://e360.yale.edu/features/as-climate-changes-worsens-a-cascade-of-tipping-points-looms
[1] https://www.theguardian.com/environment/2020/jul/02/fish-species-survival-climate-warming-study

Top Domains
Top Domains in Tweet in Entire Graph:
[816] twitter.com
[95] co.uk
[81] youtube.com
[58] momsrising.org
[55] theguardian.com
[54] nytimes.com
[37] bit.ly
[28] washingtonpost.com
[26] cnn.com
[26] blogspot.com

Top Domains in Tweet in G1:
[93] twitter.com
[14] europa.eu
[4] ca.gov
[4] youtube.com
[4] c-span.org
[3] forbes.com
[3] theinvadingsea.com
[3] nytimes.com
[2] scientificamerican.com
[2] instagram.com

Top Domains in Tweet in G2:
[284] twitter.com
[29] nytimes.com
[23] theguardian.com
[21] youtube.com
[20] co.uk
[16] washingtonpost.com
[15] blogspot.com
[13] twinybots.ch
[10] instagram.com
[9] cnn.com

Top Domains in Tweet in G3:
[90] twitter.com
[10] facebook.com
[6] youtube.com
[5] instagram.com
[5] theguardian.com
[4] bit.ly
[4] watchers.news
[3] desmogblog.com
[3] arcticwwf.org
[3] calililiindies.com

Top Domains in Tweet in G4:
[17] weforum.org
[10] twitter.com
[9] zoom.us
[5] theguardian.com
[3] bit.ly
[3] project-syndicate.org
[3] reuters.com
[2] iotfied.com
[2] lnkd.in
[2] sipri.org

Top Domains in Tweet in G5:
[21] twitter.com
[12] scientificamerican.com
[10] friendsofscience.org
[6] gatestoneinstitute.org
[4] youtube.com
[3] eenews.net
[2] climatehustle2.com
[2] ceebill.uk
[2] impakter.com
[2] medium.com

Top Domains in Tweet in G6:
[2] bluelivesmatter.blue
[1] twitter.com
[1] memri.org
[1] wnd.com

Top Domains in Tweet in G7:
[7] twitter.com
[3] azcentral.com
[2] undp.org
[2] worldbank.org
[2] breitbart.com
[1] bbc.com
[1] bit.ly
[1] chinadialogue.net
[1] cdc.gov
[1] shorturl.at

Top Domains in Tweet in G8:
[18] twitter.com
[3] latimes.com
[2] disasterphilanthropy.org
[1] sciline.org
[1] msn.com
[1] shareaholic.com
[1] economist.com
[1] heraldandnews.com
[1] houstonchronicle.com
[1] disasterphilathropy.org

Top Domains in Tweet in G9:
[4] twitter.com
[1] globalnews.ca
[1] lisawelch.org
[1] joebiden.com
[1] dw.com
[1] phys.org

Top Domains in Tweet in G10:
[5] twitter.com
[4] bbc.com
[3] theguardian.com
[3] cnn.com
[2] vox.com
[2] insideclimatenews.org
[2] mattysparadigm.org
[1] yale.edu
[1] theyucatantimes.com
[1] environmentalemma.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6395] climatechange
[613] climatearsonist
[439] climatecrisis
[342] climateaction
[337] covid19
[260] californiafires
[230] wildfires
[221] climateemergency
[183] globalwarming
[171] trump



Top Hashtags in Tweet in G1:
[1041] climatechange
[537] climatearsonist
[145] covid19
[130] scienceknows
[54] trump
[27] peacefulprotesters
[25] californiafires
[20] climatecrisis
[15] californiawildfires
[15] ignoranttrump

Top Hashtags in Tweet in G2:
[1000] climatechange
[81] climatecrisis
[62] wildfires
[58] globalwarming
[55] climateaction
[44] californiafires
[35] environment
[26] climateemergency
[25] trump
[22] sustainability

Top Hashtags in Tweet in G3:
[443] climatechange
[169] climatecrisis
[125] climateemergency
[90] climateaction
[41] climate
[40] facetheclimateemergency
[38] buildbackbetter
[37] blacklivesmatter
[37] globalclimatejustice
[37] biodiversite

Top Hashtags in Tweet in G4:
[191] climatechange
[49] sustainability
[42] biodiversity
[18] renewableenergy
[15] environment
[15] covidcrisis
[14] climate
[13] climateaction
[12] sdgs
[10] oceans

Top Hashtags in Tweet in G5:
[204] climatechange
[15] climatecrisis
[13] climateaction
[9] wildfires
[8] cdnpoli
[8] coronavirus
[6] freedomofspeech
[6] ableg
[6] climateemergency
[6] covid19

Top Hashtags in Tweet in G6:
[48] climatechange
[19] californiafires
[19] californiawildfires
[19] california
[5] climatearsonist
[1] cantfixstupid
[1] votered
[1] trump2020

Top Hashtags in Tweet in G7:
[62] climatechange
[6] hoax
[5] biodiversity
[4] climatemigration
[4] africa
[4] globalwarming
[3] covid19
[3] ozoneday
[3] wildfire
[3] coloradoriver

Top Hashtags in Tweet in G8:
[96] climatechange
[18] californiafires
[5] climateaction
[4] indigenous
[4] priceonpollution
[4] nioghalvfjerdsfjorden
[4] greenland
[3] hr763
[3] electionday
[3] california

Top Hashtags in Tweet in G9:
[101] climatechange
[22] science
[7] cdnpoli
[7] tx12
[7] joebidenforpresident2020
[5] covidiots
[5] fires
[2] bidencoalition
[2] europe
[2] california

Top Hashtags in Tweet in G10:
[54] climatechange
[8] coastofbangladesh
[7] covid_19
[6] globalwarming
[5] climateaction
[4] actonclimate
[4] covid19
[3] greenland
[3] environment
[2] climatecrisis

Top Words
Top Words in Tweet in Entire Graph:
[6389] #climatechange
[1221] climate
[802] change
[754] realdonaldtrump
[613] #climatearsonist
[606] being
[583] democrats
[550] starting
[516] more
[508] conservamomusa

Top Words in Tweet in G1:
[1041] #climatechange
[707] realdonaldtrump
[537] #climatearsonist
[528] democrats
[502] being
[501] starting
[498] conservamomusa
[498] apoplectically
[498] accusing
[301] joebiden

Top Words in Tweet in G2:
[999] #climatechange
[158] climate
[101] change
[81] #climatecrisis
[74] more
[62] #wildfires
[58] #globalwarming
[57] fires
[55] #climateaction
[54] science

Top Words in Tweet in G3:
[443] #climatechange
[169] #climatecrisis
[125] #climateemergency
[123] climate
[90] #climateaction
[70] geraldkutney
[45] #climate
[43] change
[40] michaelemann
[40] #facetheclimateemergency

Top Words in Tweet in G4:
[191] #climatechange
[49] #sustainability
[42] #biodiversity
[40] wef
[37] loss
[35] ronkayanja
[34] un_nigeria
[34] joinun75
[34] hochschildf
[33] cycdi_ng

Top Words in Tweet in G5:
[204] #climatechange
[38] climate
[36] gavinnewsom
[28] sciam
[23] wildfires
[22] change
[19] friendsoscience
[18] trump
[17] gas
[16] more

Top Words in Tweet in G6:
[97] 9newsnancy
[95] trees
[74] policies
[63] million
[61] forestry
[61] left
[61] 65
[61] dead
[61] kindling
[60] dept

Top Words in Tweet in G7:
[62] #climatechange
[55] warmest
[41] august
[31] record
[28] wmo
[27] noaa
[26] action
[24] climate
[21] northern
[21] hemisphere

Top Words in Tweet in G8:
[95] #climatechange
[51] climate
[30] change
[28] johnlundin
[23] more
[22] ann_oleary
[20] trump
[20] petergleick
[19] response
[18] unbelievable

Top Words in Tweet in G9:
[101] #climatechange
[88] knows
[53] people
[52] wildfires
[50] due
[50] west
[49] 100
[49] burning
[49] 33
[49] dead

Top Words in Tweet in G10:
[67] pauledawson
[59] find
[58] way
[58] terrible
[57] hard
[57] exaggerate
[57] peril
[57] extinction
[57] half
[54] #climatechange

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[655] climate,change
[523] #climatearsonist,#climatechange
[513] #climatechange,starting
[508] democrats,apoplectically
[508] apoplectically,accusing
[508] accusing,realdonaldtrump
[508] realdonaldtrump,being
[508] being,#climatearsonist
[506] conservamomusa,democrats
[185] west,coast

Top Word Pairs in Tweet in G1:
[501] #climatechange,starting
[498] democrats,apoplectically
[498] apoplectically,accusing
[498] accusing,realdonaldtrump
[498] realdonaldtrump,being
[498] being,#climatearsonist
[498] #climatearsonist,#climatechange
[496] conservamomusa,democrats
[130] #climatechange,#covid19
[129] #covid19,#scienceknows

Top Word Pairs in Tweet in G2:
[81] climate,change
[30] #climatechange,#climatecrisis
[29] #climatechange,#globalwarming
[20] west,coast
[18] #climatecrisis,#climatechange
[16] #californiafires,#climatechange
[16] #globalwarming,#climatechange
[15] #climatechange,#climateaction
[15] #wildfires,#climatechange
[13] change,#climatechange

Top Word Pairs in Tweet in G3:
[52] #climatechange,#climatecrisis
[45] #climatecrisis,#climatechange
[42] climate,change
[41] #climatechange,#climateaction
[37] #facetheclimateemergency,#buildbackbetter
[37] #buildbackbetter,#blacklivesmatter
[37] #blacklivesmatter,#globalclimatejustice
[37] #globalclimatejustice,#biodiversite
[37] #biodiversite,#6thextinction
[35] #climateemergency,#climatechange

Top Word Pairs in Tweet in G4:
[37] #biodiversity,loss
[33] richardmunang,un_nigeria
[33] un_nigeria,ronkayanja
[33] ronkayanja,kevens
[33] kevens,joinun75
[33] joinun75,drvandanashiva
[33] drvandanashiva,hochschildf
[30] cycdi_ng,richardmunang
[27] #climatechange,#biodiversity
[24] hochschildf,gretathunb

Top Word Pairs in Tweet in G5:
[17] climate,change
[12] calling,environmental
[12] environmental,organisations
[12] organisations,charities
[12] charities,40m
[12] 40m,green
[12] green,recovery
[12] recovery,challenge
[12] challenge,fund
[12] fund,open

Top Word Pairs in Tweet in G6:
[61] 65,million
[61] million,dead
[61] dead,trees
[60] trees,left
[60] left,kindling
[60] kindling,forestry
[60] forestry,dept
[60] dept,decades
[60] decades,liberal
[60] liberal,policies

Top Word Pairs in Tweet in G7:
[36] warmest,august
[21] northern,hemisphere
[19] august,record
[18] hemisphere,warmest
[18] warmest,summer
[18] summer,warmest
[18] record,noaa
[18] noaa,globally
[18] globally,2nd
[18] 2nd,warmest

Top Word Pairs in Tweet in G8:
[30] climate,change
[18] unbelievable,believable
[18] believable,great
[18] great,comments
[18] comments,wade
[18] wade,crowfoot
[18] crowfoot,ignorant
[18] ignorant,flippant
[18] flippant,response
[18] response,trump

Top Word Pairs in Tweet in G9:
[49] 100,wildfires
[49] wildfires,burning
[49] burning,west
[49] west,due
[49] due,#climatechange
[49] #climatechange,33
[49] 33,people
[49] people,dead
[49] dead,millions
[49] millions,lose

Top Word Pairs in Tweet in G10:
[57] find,hard
[57] hard,exaggerate
[57] exaggerate,peril
[57] peril,extinction
[57] extinction,half
[57] half,way
[57] way,terrible
[56] pauledawson,find
[18] natural,world
[18] world,dying

Top Replied-To
Top Replied-To in Entire Graph:
@joebiden
@realdonaldtrump
@gretathunberg
@kamalaharris
@geraldkutney
@folukemichael
@gavinnewsom
@benshapiro
@acosta
@nowthisnews

Top Replied-To in G1:
@joebiden
@realdonaldtrump
@kamalaharris
@senmcsallyaz
@demwrite
@popnmatters
@whitehouse
@femaregion10
@5_2blue
@janicetxblessed

Top Replied-To in G2:
@tcinews

Top Replied-To in G3:
@gretathunberg
@geraldkutney
@leahstokes
@robin_hagues
@smithsonianmag
@cypress_nl
@dawntj90
@wbrettwilson
@mesiaarte
@farmingganja

Top Replied-To in G4:
@folukemichael
@solution17g
@hazloe3
@hanslak
@txsharon
@cycdi_ng
@climatewed

Top Replied-To in G5:
@gavinnewsom
@sciam
@speakerpelosi
@senschumer
@atrupar
@firetheucp_
@wolverine4106
@thehill
@newshour
@extinctionr

Top Replied-To in G6:
@barackobama
@jaythejayhawker

Top Replied-To in G7:
@noaa
@breitbartnews

Top Replied-To in G8:
@senkamalaharris
@mjhegar

Top Replied-To in G9:
@cbcalerts
@mdforchange
@jkenney

Top Replied-To in G10:
@joebiden
@bucksexton
@pauledawson
@alroker

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@conservamomusa
@joebiden
@ericswalwell
@9newsnancy
@pauledawson
@geraldkutney
@inthematrixxx
@trazou
@momsrising

Top Mentioned in G1:
@realdonaldtrump
@conservamomusa
@joebiden
@ericswalwell
@ericmmatheny
@american_bridge
@lvnancy
@sovernnation
@wadecrowfoot
@tizzywoman

Top Mentioned in G2:
@ruisaldanha
@wm_books
@pinkandwild
@gabriellawest
@double_whammied
@bmay
@thesustaingen
@falco_donna
@moominlounge

Top Mentioned in G3:
@geraldkutney
@michaelemann
@copernicuseu
@therockyfiles
@tonyveco
@bat_yann
@khayhoe
@gretathunberg
@stevesilent
@calililiindies

Top Mentioned in G4:
@wef
@joinun75
@un
@richardmunang
@un_nigeria
@ronkayanja
@kevens
@drvandanashiva
@hochschildf
@cycdi_ng

Top Mentioned in G5:
@gavinnewsom
@sciam
@friendsoscience
@potus
@xrebellionuk
@defragovuk
@climatedepot
@realdonaldtrump
@cfact
@jonathanwnv

Top Mentioned in G6:
@9newsnancy
@archkennedy
@harley_1955
@joebiden
@conservamomusa
@realdonaldtrump
@barackobama
@vdhanson
@kidgolferman

Top Mentioned in G7:
@wmo
@noaa
@undp
@ilo
@guyryder
@miamiherald
@harrisalexc
@leanahosea
@cynthiabarnett
@worldbank

Top Mentioned in G8:
@johnlundin
@ann_oleary
@petergleick
@funds4disaster
@wadecrowfoot
@johncornyn
@sencorygardner
@cclhouston
@xwxclub
@senkamalaharris

Top Mentioned in G9:
@axidentaliberal
@mrdash109
@theswprincess
@cbcalerts
@welch_tx
@bellatrixx2020
@nml423
@ethanbearman
@dolphindemvoter
@geraldkutney

Top Mentioned in G10:
@pauledawson
@ecowarriorss
@csa_asc
@ri_montu
@realcheeto1
@earthaccounting
@patriciasawin
@alroker
@coveringclimate
@kathrynprociv

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@robinsnewswire
@akpolyme
@immoralreport
@s9tmt
@robre62
@joefreedomlove
@independent
@revolution_fr
@yojudenz

Top Tweeters in G1:
@inspiteoftrump
@russelltim151
@lindacollins11
@micjojd
@maryalicebisho2
@jamierodr14
@davidpsdem
@hlaurora63
@mboksr_maga
@darrellpmwest

Top Tweeters in G2:
@robinsnewswire
@revolution_fr
@aldoceccarelli
@ruisaldanha
@coldtusker
@dataaugmented
@dragoncat936362
@hotpage_news
@riverasunauthor
@greenurlifenow

Top Tweeters in G3:
@janet_yackle
@cnbsnana
@noybsk2017
@ybreevaart67_63
@hiphopmatrix
@dawnroseturner
@mobygrapefan
@annie5133
@ht4ecosocialism
@xaipe3

Top Tweeters in G4:
@sectest9
@robre62
@sddphoto
@dancas2
@lehimesa
@guardian
@normanbuffong
@npsusa
@cberrl
@blanketcrap

Top Tweeters in G5:
@evankirstel
@thehill
@ymcglaun
@darylgibson
@kennethhowardc3
@wmathison
@mamamadisons
@yoly4trump
@thatgirlsandra5
@mtnpoet

Top Tweeters in G6:
@yojudenz
@jver1
@darhar981
@thornedella
@janettxblessed
@mtrushmore2016
@skippymanuel
@livnwlupus
@rosedc11
@onecauseatatime

Top Tweeters in G7:
@nilimajumder
@marty713
@ganjasmokercb
@miamiherald
@_cosatu
@cornubiageol
@coyotegulch
@balelt41
@michellesdude
@breitbartnews

Top Tweeters in G8:
@openletterbot
@johnlundin
@bandersdavidson
@stunnedvoter
@mamomar
@harryjoebanks34
@mafgeek
@bagaluesunab
@salvadacchino1
@lmo66olson

Top Tweeters in G9:
@wildwillow65
@digyoursoul
@jinxy_minxy
@dwnews
@robcalfee
@carmank1
@kathy73921688
@kskinnervan
@raceandromance
@didikins4life

Top Tweeters in G10:
@ggg_says
@datachick
@elvislver56
@saleemulhuq
@verticalrepeat
@isad88
@dh_a_heller
@easternwind_art
@lahautj
@gracchus56