Permafrost, Twitter, 11/9/2019 10:27:23 AM, 215864
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Permafrost_2019-11-09_01-33-47.xlsx
Permafrost_2019-11-09_01-33-47.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
November 09, 2019
Short Description:
Permafrost via NodeXL http://bit.ly/2WVFpA7
@pauledawson
@climateben
@npr
@chriscartw83
@ashworth737
@natureclimate
@justintrudeau
@mikehudema
@nsidc
@uweness

Top hashtags:
#permafrost
#cambioclimático
#climatechange
#arctic
#climatecrisis
#methane
#climatestrike

Description:
Description
The graph represents a network of 6,139 Twitter users whose recent tweets contained "Permafrost", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 09 November 2019 at 09:48 UTC.

The tweets in the network were tweeted over the 9-day, 4-hour, 30-minute period from Thursday, 31 October 2019 at 05:02 UTC to Saturday, 09 November 2019 at 09:32 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 : 6139
Unique Edges : 8935
Edges With Duplicates : 2354
Total Edges : 11289
Self-Loops : 1727
Reciprocated Vertex Pair Ratio : 0.011663807890223
Reciprocated Edge Ratio : 0.0230586639538827
Connected Components : 804
Single-Vertex Connected Components : 382
Maximum Vertices in a Connected Component : 4278
Maximum Edges in a Connected Component : 8572
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.297963
Graph Density : 0.000234785628539996
Modularity : 0.729324
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 6,139 Twitter users whose recent tweets contained "Permafrost", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 09 November 2019 at 09:48 UTC.

The tweets in the network were tweeted over the 9-day, 4-hour, 30-minute period from Thursday, 31 October 2019 at 05:02 UTC to Saturday, 09 November 2019 at 09:32 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 : TwitterSearch
Graph Term : Permafrost
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[822] https://grandesmedios.com/derretimiento-permafrost-artico/
[41] https://eos.org/research-spotlights/where-does-the-carbon-go-when-permafrost-coasts-erode
[33] https://weather.com/science/environment/video/methane-fountain-bubbles-in-arctic-sea-near-siberia-as-permafrost-thaws
[33] https://www.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change#
[31] https://www.newsweek.com/video-sea-boiling-methane-bubbles-siberia-arctic-permafrost-thaws-1468686
[25] https://www.newsweek.com/video-sea-boiling-methane-bubbles-siberia-arctic-permafrost-thaws-1468686?utm_campaign=NewsweekTwitter&utm_medium=Social&utm_source=Twitter
[18] https://www.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change
[18] https://insideclimatenews.org/news/25102019/canada-children-climate-change-lawsuit-fossil-fuels-teens-youth-erosion-permafrost-wildfires
[16] https://www.theguardian.com/environment/2019/jun/18/arctic-permafrost-canada-science-climate-crisis
[15] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL084303

Top URLs in Tweet in G1:
[3] https://www.newsweek.com/methane-boiling-sea-discovered-siberia-1463766
[2] https://blogs.ei.columbia.edu/2018/01/11/thawing-permafrost-matters/
[2] http://DiscoverMagazine.com
[2] http://discovermagazine.com/2018/jun/something-stirs#.XcXTk2HCnaU.twitter
[2] https://www.nationalgeographic.com/environment/2018/08/news-arctic-permafrost-may-thaw-faster-than-expected/
[2] https://www.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change
[1] https://www.nationalgeographic.nl/milieu/2019/08/permafrost-op-de-noordpool-ontdooit-snel/amp?__twitter_impression=true
[1] https://www.nationalgeographic.nl/milieu/2019/08/permafrost-op-de-noordpool-ontdooit-snel
[1] https://www.sciencedaily.com/releases/2018/09/180910081538.htm
[1] https://nsidc.org/cryosphere/icelights/2013/05/thawing-rotting-arctic

Top URLs in Tweet in G2:
[404] https://grandesmedios.com/derretimiento-permafrost-artico/
[14] https://weather.com/science/environment/video/methane-fountain-bubbles-in-arctic-sea-near-siberia-as-permafrost-thaws
[7] https://www.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change
[6] https://www.newsweek.com/video-sea-boiling-methane-bubbles-siberia-arctic-permafrost-thaws-1468686
[5] https://annemariayritys.com/protect-the-arctic/
[4] https://siberiantimes.com/other/others/news/first-pictures-and-video-of-the-largest-methane-fountain-so-far-discovered-in-the-arctic-ocean/
[4] https://dorsogna.blogspot.com/2019/10/siberia-si-scoglie-il-permafrost-e-il.html
[4] https://www.arctictoday.com/warmer-shorter-winters-have-turned-permafrost-regions-from-carbon-sink-to-source/
[4] https://elblogverde.com/que-es-el-permafrost/?utm_source=dlvr.it&utm_medium=twitter
[3] https://twitter.com/rgatess/status/1189611347325026304

Top URLs in Tweet in G3:
[1] https://trib.al/HI8HgSn
[1] https://trib.al/vQL2vQh
[1] https://trib.al/CcgJZXh
[1] https://fcld.ly/lke0tlp

Top URLs in Tweet in G4:
[3] https://www.yaleclimateconnections.org/2019/06/permafrost-is-thawing-rapidly-how-much-should-we-worry/
[2] https://www.theguardian.com/environment/2019/jun/18/arctic-permafrost-canada-science-climate-crisis?CMP=share_btn_tw
[2] https://twitter.com/biettetimmons/status/1191737368132366339
[2] https://www.newsweek.com/methane-boiling-sea-discovered-siberia-1463766
[2] https://www.newsweek.com/video-sea-boiling-methane-bubbles-siberia-arctic-permafrost-thaws-1468686
[1] https://insideclimatenews.org/news/25102019/canada-children-climate-change-lawsuit-fossil-fuels-teens-youth-erosion-permafrost-wildfires?utm_source=twitter&utm_medium=social
[1] https://www.ecodebate.com.br/2019/11/01/emergencia-climatica-pesquisadores-projetam-que-o-clima-em-varias-regioes-do-artico-pode-mudar-abruptamente/
[1] https://www.arctictoday.com/warmer-shorter-winters-have-turned-permafrost-regions-from-carbon-sink-to-source/
[1] https://twitter.com/XRebellionUK/status/1192066745609129986
[1] https://skepticalscience.com/broken-hockey-stick.htm

Top URLs in Tweet in G5:
[6] https://twitter.com/chriscartw83/status/1190290341703880708
[1] https://www.independent.co.uk/news/world/americas/climate-change-breakdown-arctic-frost-thawing-canada-environment-a8959056.html?fbclid=IwAR3W8dAHvxIDiazAHu6GC9w0MHmkpv6KLXWhNLj3sJcQTWHZkblPWdUHAOE
[1] https://twitter.com/smh/status/1192573787243532294
[1] https://www.nationalgeographic.com/science/2019/10/climate-change-finally-caught-up-to-this-alaska-village/
[1] https://thetyee.ca/News/2019/10/03/Candidates-Climate-Exposed-Ridings/
[1] https://www.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change
[1] https://twitter.com/MikeHudema/status/1190272195915898880

Top URLs in Tweet in G6:
[6] https://climatecrocks.com/2019/11/06/forget-permafrost-has-the-gop-reached-climate-tipping-point/
[4] https://twitter.com/ClimateBen/status/1124585671321182208?s=19
[2] https://www.commondreams.org/news/2019/10/09/truly-terrifying-scientists-studying-underwater-permafrost-thaw-find-area-arctic
[2] https://twitter.com/ClimateBen/status/1124583001675968512?s=19
[2] https://twitter.com/ClimateBen/status/1140494066519617537?s=19
[2] https://twitter.com/BBCPolitics/status/1192393265078816768
[1] https://www.counterpunch.org/2018/08/10/peter-wadhams-professor-emeritus-ocean-physics/
[1] https://twitter.com/ClimateBen/status/1153103208295927808?s=19
[1] https://www.theguardian.com/environment/earth-insight/2013/aug/05/7-facts-need-to-know-arctic-methane-time-bomb
[1] https://insideclimatenews.org/news/08042019/arctic-climate-change-temperature-permafrost-sea-ice-wildilfe-ecology-study

Top URLs in Tweet in G7:
[10] https://weather.com/science/environment/video/methane-fountain-bubbles-in-arctic-sea-near-siberia-as-permafrost-thaws
[5] https://weather.com/science/environment/video/methane-fountain-bubbles-in-arctic-sea-near-siberia-as-permafrost-thaws?isSubsequent=true
[4] https://www.youtube.com/watch?v=3xFloO5gJQQ&feature=youtu.be

[3] https://www.newsweek.com/video-sea-boiling-methane-bubbles-siberia-arctic-permafrost-thaws-1468686
[3] https://www.youtube.com/watch?v=fCzSeeiAFqQ&feature=youtu.be

[2] https://www.arctictoday.com/warmer-shorter-winters-have-turned-permafrost-regions-from-carbon-sink-to-source/
[2] https://phys.org/news/2019-11-coastlines-contribution-climate-underestimated.html
[2] https://www.vancourier.com/permafrost-emits-more-carbon-in-winter-than-plants-absorb-in-summer-study-1.23984137
[1] https://twitter.com/chriscartw83/status/1190555579082780672?s=20
[1] https://www.japantimes.co.jp/news/2019/11/01/asia-pacific/australia-vows-to-outlaw-radical-climate-activism/#.Xbv2b5JKh0s

Top URLs in Tweet in G8:
[15] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL084303
[8] https://egu.eu/39GJRI
[5] https://eos.org/research-spotlights/where-does-the-carbon-go-when-permafrost-coasts-erode
[5] https://www.wlu.ca/news/news-releases/2019/oct/laurier-research-finds-increasing-shrub-growth-on-the-tundra-may-cause-permafrost-to-thaw-faster.html
[4] https://www.arctictoday.com/warmer-shorter-winters-have-turned-permafrost-regions-from-carbon-sink-to-source/
[3] https://twitter.com/PermafrostDOC/status/1192172760598040577
[3] https://eos.org/research-spotlights/where-does-the-carbon-go-when-permafrost-coasts-erode#.XcVhNJ1u_OM.twitter
[3] https://www.mcgill.ca/newsroom/channels/news/abrupt-shifts-arctic-climate-projected-302076
[2] https://rdcu.be/bVMpF
[2] https://www.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change#

Top URLs in Tweet in G9:
[2] https://www.zeit.de/wissen/umwelt/2019-11/globale-erwaermung-arktis-nordpol-klimawandel
[1] https://www.sueddeutsche.de/1.4671878
[1] https://insideclimatenews.org/news/25102019/canada-children-climate-change-lawsuit-fossil-fuels-teens-youth-erosion-permafrost-wildfires
[1] https://twitter.com/cflav/status/1189234862840074240
[1] https://www.spiegel.de/wissenschaft/natur/groenland-so-schaden-hitzesommer-dem-eisschild-a-1288030.html
[1] https://twitter.com/rahmstorf/status/1189445212969586689
[1] https://www.nature.com/articles/s41598-019-45200-4#Abs1
[1] https://siberiantimes.com/other/others/news/first-pictures-and-video-of-the-largest-methane-fountain-so-far-discovered-in-the-arctic-ocean/
[1] https://www.yaleclimateconnections.org/2019/10/brief-overview-of-new-ipcc-report-on-oceans-and-ice-risks/
[1] https://twitter.com/arnestor/status/1189994412413206528

Top URLs in Tweet in G10:
[14] https://www.theguardian.com/environment/2019/jun/18/arctic-permafrost-canada-science-climate-crisis
[5] https://www.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change
[3] https://www.newsweek.com/video-sea-boiling-methane-bubbles-siberia-arctic-permafrost-thaws-1468686
[2] https://www.nasa.gov/feature/goddard/2019/arctic-shifts-to-a-carbon-source-due-to-winter-soil-emissions
[2] https://www.sciencemag.org/news/2019/10/global-impacts-thawing-arctic-permafrost-may-be-imminent
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41558-019-0614-6
[1] https://www.facebook.com/NASAExplorersSeries/posts/484666562140728?__xts__[0]=68.ARAdRDCjXq8BPo6T8OqhyhoYLqE3iG5UKuqfnc7ktgy0lR7KZyr2A0JBDsdwW-cD6dixfkklmLzejLD99F9t6dnvMF20X6aCa-ENpJ7BryknutxyaIR0KEft1GgFj2S7x-ef2OGEKFyiXOLEcvHkY43A0Z7l9eslwKbZjJb1zP9HQ7dTvkgNka8WqUbl1Xarg8fmI73-iRWgv3kmBj7fD12FK7r_vTOeCnNJiCdyFG_qOcCqbuA8qBatNFZQkoRysQEmolQ_q0TdiOP6wFIFv_di2Zj__lQBkp9anuVK6-hk2wn9-y_6VylzivWFOre950-TNJsvMHx1ofFMu7ez-MyiTIpg2D0DO92MsPAwlbofLBEWWKD-MirOA8n2eUNT1Jsq-GACDmebh3P6RJDxi47l3AYAqH5-4zihfCJiODOEn0s8N7J7zz33nFvEXf8PkRqFeGbSNyXYIWpW-DghRaiD6J1JcgE9f4BUWjucjRNB48FyoEtOLBUJ9Veb&__tn__=-R
[1] https://www.youtube.com/watch?v=y7ZbghndiwQ&list=PL2aBZuCeDwlQqXdZ_hXEX0OSI1vX_p9Cj&index=8&t=0s

[1] https://www.mdpi.com/2072-4292/11/16/1952
[1] https://globalnews.ca/video/6087621/carbon-emissions-grow-exponentially-arctic-permafrost-thaws-faster

Top Domains
Top Domains in Tweet in Entire Graph:
[822] grandesmedios.com
[157] twitter.com
[74] newsweek.com
[60] eos.org
[51] theweathernetwork.com
[44] weather.com
[42] permafrost.today
[36] youtube.com
[33] theguardian.com
[27] wiley.com

Top Domains in Tweet in G1:
[4] discovermagazine.com
[4] newsweek.com
[2] nationalgeographic.nl
[2] columbia.edu
[2] nationalgeographic.com
[2] theweathernetwork.com
[1] sciencedaily.com
[1] nsidc.org
[1] vox.com
[1] scientificamerican.com

Top Domains in Tweet in G2:
[404] grandesmedios.com
[51] twitter.com
[18] weather.com
[12] annemariayritys.com
[11] newsweek.com
[10] facebook.com
[7] faz.net
[7] youtube.com
[7] blogspot.com
[7] theweathernetwork.com

Top Domains in Tweet in G3:
[3] trib.al
[1] fcld.ly

Top Domains in Tweet in G4:
[4] newsweek.com
[3] yaleclimateconnections.org
[3] twitter.com
[2] theguardian.com
[1] insideclimatenews.org
[1] com.br
[1] arctictoday.com
[1] skepticalscience.com
[1] sciencemag.org

Top Domains in Tweet in G5:
[8] twitter.com
[1] co.uk
[1] nationalgeographic.com
[1] thetyee.ca
[1] theweathernetwork.com

Top Domains in Tweet in G6:
[12] twitter.com
[6] climatecrocks.com
[2] commondreams.org
[2] thinkprogress.org
[1] counterpunch.org
[1] theguardian.com
[1] insideclimatenews.org
[1] livescience.com
[1] ecowatch.com
[1] co.uk

Top Domains in Tweet in G7:
[17] twitter.com
[17] weather.com
[15] youtube.com
[4] newsweek.com
[3] arctictoday.com
[2] phys.org
[2] nature.com
[2] bloomberg.com
[2] vancourier.com
[1] co.jp

Top Domains in Tweet in G8:
[20] wiley.com
[14] twitter.com
[9] egu.eu
[8] eos.org
[5] nature.com
[5] wlu.ca
[4] arctictoday.com
[4] mcgill.ca
[3] rdcu.be
[3] eurekalert.org

Top Domains in Tweet in G9:
[3] twitter.com
[2] zeit.de
[1] sueddeutsche.de
[1] insideclimatenews.org
[1] spiegel.de
[1] nature.com
[1] siberiantimes.com
[1] yaleclimateconnections.org

Top Domains in Tweet in G10:
[14] theguardian.com
[5] theweathernetwork.com
[3] twitter.com
[3] newsweek.com
[3] nature.com
[2] nasa.gov
[2] sciencemag.org
[2] cbc.ca
[1] facebook.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[452] permafrost
[411] cambioclimático
[243] climatechange
[212] arctic
[174] climatecrisis
[170] methane
[70] climatestrike
[65] gretathunberg
[53] climateaction
[44] planetamerica



Top Hashtags in Tweet in G1:
[4] maga
[2] arcticmethane
[2] permafrostmelt
[2] permafrost
[2] fossilfuelfunded
[2] humanityhaters
[2] methane
[2] cdnpoli
[1] arctic
[1] actonclimate

Top Hashtags in Tweet in G2:
[202] cambioclimático
[36] permafrost
[18] climatecrisis
[17] climatechange
[16] actonclimatechange
[12] weatherchannel
[12] arctic
[7] methane
[6] globalwarming
[6] climate

Top Hashtags in Tweet in G4:
[6] climate
[3] actonclimate
[3] methane
[3] fossilfuelfunded
[3] maga
[3] cdnpoli
[2] climatecrisis
[2] permafrost
[2] humanityhaters
[1] antarctica

Top Hashtags in Tweet in G5:
[9] permafrost
[3] methane
[3] sitec
[2] climatecrisis
[2] climatechange
[2] climatechangeisreal
[1] climate
[1] actonclimate
[1] energy
[1] go100re

Top Hashtags in Tweet in G6:
[4] climatecrisis
[3] gop
[3] climate
[3] emergenciaclimatica
[3] methane
[3] permafrost
[3] crisisclimatica
[2] climatestrike
[1] cambioclimático
[1] koeien

Top Hashtags in Tweet in G7:
[140] permafrost
[136] methane
[111] climatecrisis
[66] climatestrike
[65] climatechange
[57] gretathunberg
[48] climateaction
[43] arctic
[16] climateemergency
[13] antarctic

Top Hashtags in Tweet in G8:
[112] permafrost
[73] arctic
[13] climatechange
[10] wildfires
[10] carbon
[7] apermafrostpaperaday
[7] canadian
[5] agupubs
[5] antarctica
[4] arcticchanges

Top Hashtags in Tweet in G9:
[10] permafrost
[6] polarkreis
[6] arktis
[4] polarfuchs
[2] klimakrise
[2] arctic
[2] degradation
[1] childrenvsclimatecrisis
[1] notmyklimapaket
[1] klimagerechtigkeit

Top Hashtags in Tweet in G10:
[5] nasaexplorers
[4] permafrost
[3] arctic
[2] climatechange
[2] carbon
[1] nasa_app
[1] climatecrisis
[1] climateemergency
[1] methane
[1] co2

Top Words
Top Words in Tweet in Entire Graph:
[2576] Words in Sentiment List#1: Positive
[5336] Words in Sentiment List#2: Negative
[321] Words in Sentiment List#3: Angry/Violent
[193539] Non-categorized Words
[201714] Total Words
[6034] permafrost
[2067] climate
[1715] arctic
[1398] change
[1391] methane

Top Words in Tweet in G1:
[58] permafrost
[37] gillesnfio
[28] dawntj90
[26] tangomitteckel
[24] jaggermickoz
[23] mattp1949
[20] ureyzen
[20] craigthomler
[20] ice
[19] drwaheeduddin

Top Words in Tweet in G2:
[737] permafrost
[414] ártico
[408] derretimiento
[405] 70
[405] años
[202] adelantó
[202] ha
[202] adelandado
[202] #cambioclimático
[200] inesperado

Top Words in Tweet in G3:
[728] move
[385] permafrost
[371] melting
[369] climate
[366] change
[366] over
[364] began
[364] eroding
[364] alaskan
[364] village

Top Words in Tweet in G4:
[456] thawing
[382] permafrost
[277] climate
[247] #actonclimate
[236] lakes
[235] #climatecrisis
[233] s
[229] one
[229] tipping
[229] points

Top Words in Tweet in G5:
[407] permafrost
[361] climate
[346] change
[344] arctic
[343] now
[340] #actonclimate
[339] happening
[339] new
[336] year
[336] 2090

Top Words in Tweet in G6:
[511] ice
[404] permafrost
[366] 4
[362] 3
[358] 6
[355] 1
[355] 2
[353] 7
[352] 5
[261] emissions

Top Words in Tweet in G7:
[285] methane
[263] #methane
[253] arctic
[253] #permafrost
[226] #climatecrisis
[221] permafrost
[216] #gretathunberg
[214] #climatechange
[176] over
[152] #climateaction

Top Words in Tweet in G8:
[391] permafrost
[145] carbon
[143] arctic
[139] #permafrost
[129] natureclimate
[128] regions
[109] #arctic
[108] canada
[106] more
[93] climate

Top Words in Tweet in G9:
[436] gt
[330] permafrost
[225] methane
[167] mehr
[160] co2
[159] noch
[158] sommerbilanz
[158] 2019
[158] zig
[158] hitzerekorde

Top Words in Tweet in G10:
[320] carbon
[282] permafrost
[185] arctic
[180] human
[173] warming
[137] s
[127] global
[126] more
[126] thaws
[126] atmosphere

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1148] climate,change
[834] derretimiento,permafrost
[831] permafrost,ártico
[822] 70,años
[659] permafrost,melting
[519] greenhouse,gas
[509] thawing,permafrost
[420] canadian,arctic
[415] ártico,ha
[412] ártico,adelantó

Top Word Pairs in Tweet in G1:
[15] gregder7,ronjj66
[15] pgtwentytwo,mcochrane21
[15] mcochrane21,noonesp06242884
[13] noonesp06242884,fossilbebare
[13] tyotoriffle,tangomitteckel
[11] gauvywonkanobi,greg49039425
[11] greg49039425,redned59
[11] redned59,stormsignalsa
[11] stormsignalsa,phil_rack
[11] phil_rack,glinch72

Top Word Pairs in Tweet in G2:
[407] derretimiento,permafrost
[406] permafrost,ártico
[404] 70,años
[202] ártico,adelantó
[202] adelantó,70
[202] ártico,ha
[202] ha,adelandado
[202] adelandado,70
[202] años,#cambioclimático
[200] inesperado,derretimiento

Top Word Pairs in Tweet in G3:
[366] climate,change
[366] permafrost,melting
[364] change,began
[364] began,eroding
[364] eroding,alaskan
[364] alaskan,village
[364] village,residents
[364] residents,started
[364] started,making
[364] making,plans

Top Word Pairs in Tweet in G4:
[229] tipping,points
[228] thawing,permafrost
[228] permafrost,one
[228] one,tipping
[228] points,climate
[228] climate,breakdown
[228] breakdown,s
[228] s,happening
[228] happening,before
[228] before,very

Top Word Pairs in Tweet in G5:
[339] climate,change
[331] scientists,studying
[331] studying,climate
[331] change,expected
[331] expected,layers
[331] layers,permafrost
[331] permafrost,canadian
[331] canadian,arctic
[331] arctic,melt
[331] melt,year

Top Word Pairs in Tweet in G6:
[240] greenhouse,gas
[238] extinction,sweeps
[238] sweeps,continents
[238] methane,escapes
[238] escapes,permafrost
[238] ice,pours
[238] pours,glaciers
[238] gas,emissions
[238] trillions,fossil
[238] tv,news

Top Word Pairs in Tweet in G7:
[204] #methane,#permafrost
[155] #climatechange,#gretathunberg
[141] #climateaction,#climatechange
[121] #climatecrisis,#climatestrike
[121] #climatestrike,#climateaction
[120] #permafrost,#climatecrisis
[90] over,arctic
[54] methane,over
[52] #permafrost,#climatechange
[52] #climatecrisis,#gretathunberg

Top Word Pairs in Tweet in G8:
[75] read,more
[64] various,regions
[63] climate,various
[63] regions,arctic
[63] change,abruptly
[63] near,future
[63] continues,degrade
[63] permafrost,regions
[62] permafrost,continues
[62] https,t

Top Word Pairs in Tweet in G9:
[158] sommerbilanz,2019
[158] 2019,zig
[158] zig,hitzerekorde
[158] hitzerekorde,massive
[158] massive,gletscherschmelze
[158] gletscherschmelze,permafrost
[158] permafrost,aufgetaut
[158] aufgetaut,2070
[158] 2070,errechnet
[158] errechnet,sibirien

Top Word Pairs in Tweet in G10:
[128] permafrost,arctic
[124] global,warming
[122] arctic,s
[122] s,frozen
[122] frozen,layer
[122] layer,soil
[122] soil,hundreds
[122] hundreds,feet
[122] feet,thick
[122] thick,currently

Top Replied-To
Top Replied-To in Entire Graph:
@secpompeo
@chriscartw83
@gretathunberg
@peters_glen
@inteloperator
@uplaradio
@hausfath
@badgersno
@climateofgavin

Top Replied-To in G1:
@badgersno
@nitecrawler1867
@theclimatehawk
@manifesto2000
@roypentland
@gerryduker52004
@benson_karras
@nucks_hockey
@rln_nelson
@carrudodon

Top Replied-To in G2:

Top Replied-To in G3:
@inteloperator
@globalecoguy
@npr
@eclecticbrotha

Top Replied-To in G4:
@wr4nygov

Top Replied-To in G5:
@daveunger3
@muzzlefreemadam
@climateben
@byoz01
@donahuejm
@youthvgov

Top Replied-To in G6:
@tenneynaumer
@grottyscotty

Top Replied-To in G7:
@secpompeo
@chriscartw83
@gretathunberg
@peters_glen
@uplaradio
@climateofgavin
@alevermann
@paulhbeckwith
@fragmansixty9
@hausfath

Top Replied-To in G8:
@scie4futureos
@permafrost_uah
@rikvvz
@lizzierdaly
@robynbarbato
@anlomedad
@jvos63
@cientifriko
@barbosaandres
@robgmacfarlane

Top Replied-To in G9:
@fff_duesseldorf
@yannabadet
@dwallacewells

Top Replied-To in G10:
@julieyali
@nasaearth
@thiesbeckers
@bandolindargson
@christianne67
@chriscartw83
@jeanguy_leb
@rcgnrcp
@fernandoleanme

Top Mentioned
Top Mentioned in Entire Graph:
@justintrudeau
@natureclimate
@sciam
@climatologist49
@knomnews
@jimnome
@nasa
@arctic_today
@nobby15
@simonahac

Top Mentioned in G1:
@gillesnfio
@dawntj90
@tangomitteckel
@jaggermickoz
@mattp1949
@ureyzen
@craigthomler
@drwaheeduddin
@stormsignalsa
@tyotoriffle

Top Mentioned in G2:
@_oscience

Top Mentioned in G4:
@pauledawson
@thedemocrats

Top Mentioned in G5:
@justintrudeau
@princelysum
@kaushalyafem
@mikehudema
@ablokeimetaus
@haymarketbooks
@jamie_margolin
@houseforeign

Top Mentioned in G6:
@peterwsinclair
@buildsoil
@susancass
@triplejay58
@climateben
@fitzhunter
@johnlocker4
@nobby15

Top Mentioned in G7:
@gretathunberg
@bprokurica
@klimaatzuster
@weatherchannel
@glaciareslibres
@glaciares_ong
@greenpeacecl
@youtube
@cducsubt
@spdbt

Top Mentioned in G8:
@natureclimate
@arctic_today
@agu_eos
@permafrostcn
@nunataryuk
@gfz_potsdam
@michiganstateu
@jzarnetskelab
@katewheeling
@vuamsterdam

Top Mentioned in G9:
@ipcc_ch
@climatologist49
@knomnews
@jimnome
@nature
@cc_yale
@sciam
@parents4future
@jumpsteady
@gretathunberg

Top Mentioned in G10:
@nasa
@globalnews
@rlordglobal
@natureclimate
@geraldkutney
@cbcnews
@nationalpost
@woodsholeresctr
@nolore
@allan_crawshaw

Top Tweeters
Top Tweeters in Entire Graph:
@zazoomblog
@tomthunkitsmind
@belizean_bz
@tecnovedosos
@grandesmedios
@clubeditorial
@lecturas24h
@repartodigital
@temaglobal
@difusion365

Top Tweeters in G1:
@guardian
@rmack2x
@stevekloscak
@davidmatheson27
@havenaar64
@eachus
@yackydoodledndy
@euphoriceuler
@carbongate
@reddragonfly19

Top Tweeters in G2:
@zazoomblog
@lecturas24h
@repartodigital
@difusion365
@agendaonline
@exomedios
@infoapuntes
@notaveraz
@elilustrativo
@postematico

Top Tweeters in G3:
@bkindngood
@teram323tere
@reneevoicebrand
@p1z4t
@maryalicebisho2
@eclecticbrotha
@angelakrebs444
@drrimmer
@gradyslady
@johnnydee62

Top Tweeters in G4:
@anselmonadir
@amazingchevvolt
@paulrogers002
@letsroc137
@paulpaul49
@dd94865242
@truthbuster
@mactavish
@sequoia2001
@frackhazreveal

Top Tweeters in G5:
@wizagp
@mrkalman
@lynxlynx8
@nomoreslaves
@gezgintrk
@mrpshropshire
@dawnroseturner
@mama2fluffs
@chinghizm
@veranderwens

Top Tweeters in G6:
@drdaveanddee
@b1e56df9ce6549f
@mastaofmp3s
@sufiboy
@timofnewbury
@catherinemginn
@tenneynaumer
@wolfeprowler1
@they_hate_t
@julie_b92

Top Tweeters in G7:
@paulstewartii
@business
@emperatriz1827
@braden_rose
@london_lady
@aquarius1049
@dominoisf
@myecoll
@beverlyfolkers
@swentol

Top Tweeters in G8:
@_redfrog
@petchary
@zephyorg
@thepowerofmeow
@socratic1
@alisonborealis
@adriansysnet
@djmer1
@tokyo_tom
@taniguchibob

Top Tweeters in G9:
@andreasandy3131
@wgarnews
@kuanqia
@der_dutschi
@raitamaria
@moschaefer66
@gerhardschwar11
@a_fly_guy
@alexabringmann
@jaytay777

Top Tweeters in G10:
@ez4u2say_janis
@paxnostrum
@homegypsy
@eddarrell
@globeandmail
@allan_crawshaw
@nationalpost
@forgerat
@dcd728
@mrconnies


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