permafrost, Twitter, 11/13/2019 7:50:17 PM, 216337


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permafrost_2019-11-13_10-57-04.xlsx
permafrost_2019-11-13_10-57-04.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 13, 2019
Short Description:
permafrost via NodeXL http://bit.ly/2CISnIe
@climateben
@pauledawson
@altus_arc
@nsidc
@nasaearth
@beyondtomorrow0
@natureclimate
@chriscartw83
@pyrn_official
@climatereality

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

Description:
Description
The graph represents a network of 5,485 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 Wednesday, 13 November 2019 at 19:17 UTC.

The tweets in the network were tweeted over the 8-day, 19-hour, 35-minute period from Monday, 04 November 2019 at 23:15 UTC to Wednesday, 13 November 2019 at 18:50 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 : 5485
Unique Edges : 6976
Edges With Duplicates : 2534
Total Edges : 9510
Self-Loops : 1847
Reciprocated Vertex Pair Ratio : 0.012671283335789
Reciprocated Edge Ratio : 0.025025461952568
Connected Components : 856
Single-Vertex Connected Components : 429
Maximum Vertices in a Connected Component : 3403
Maximum Edges in a Connected Component : 6258
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.93728
Graph Density : 0.000228492666492463
Modularity : 0.691941
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 5,485 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 Wednesday, 13 November 2019 at 19:17 UTC.

The tweets in the network were tweeted over the 8-day, 19-hour, 35-minute period from Monday, 04 November 2019 at 23:15 UTC to Wednesday, 13 November 2019 at 18:50 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:
[907] https://grandesmedios.com/derretimiento-permafrost-artico/
[51] https://eos.org/research-spotlights/where-does-the-carbon-go-when-permafrost-coasts-erode
[49] https://www.weforum.org/agenda/2019/07/melting-russian-permafrost-could-speed-up-global-warming-devastating-global-effect
[48] https://www.cbc.ca/news/canada/north/abrupt-arctic-climate-change-study-1.5351019?__vfz=medium%3Dsharebar
[35] https://www.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change#
[29] https://allthatsinteresting.com/ancient-horse-siberia-permafrost?utm_campaign=twitterpdahs&utm_source=twitter&utm_medium=social
[24] https://www.cbc.ca/news/canada/north/abrupt-arctic-climate-change-study-1.5351019
[24] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL084303
[23] https://www.cbsnews.com/amp/news/ice-age-wolf-head-permafrost-russian-animal-yakutia/
[19] 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 G1:
[4] https://twitter.com/ClimateBen/status/1124585671321182208?s=19
[3] https://twitter.com/BBCPolitics/status/1192393265078816768
[2] https://www.commondreams.org/news/2019/10/09/truly-terrifying-scientists-studying-underwater-permafrost-thaw-find-area-arctic
[2] https://www.independent.co.uk/news/world/americas/climate-change-breakdown-arctic-frost-thawing-canada-environment-a8959056.html
[2] https://twitter.com/ClimateBen/status/1124583001675968512?s=19
[2] https://twitter.com/ClimateBen/status/1140494066519617537?s=19
[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
[1] https://thinkprogress.org/dangerous-permafrost-climate-feedback-loop/

Top URLs in Tweet in G2:
[4] https://insideclimatenews.org/news/25102019/canada-children-climate-change-lawsuit-fossil-fuels-teens-youth-erosion-permafrost-wildfires
[3] https://www.theguardian.com/environment/2019/jun/18/arctic-permafrost-canada-science-climate-crisis?CMP=share_btn_tw
[3] https://www.yaleclimateconnections.org/2019/06/permafrost-is-thawing-rapidly-how-much-should-we-worry/
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=215864
[3] https://eos.org/research-spotlights/where-does-the-carbon-go-when-permafrost-coasts-erode
[3] https://weather.com/science/environment/video/methane-fountain-bubbles-in-arctic-sea-near-siberia-as-permafrost-thaws
[3] https://www.theguardian.com/environment/2019/jun/18/arctic-permafrost-canada-science-climate-crisis
[2] https://www.arctictoday.com/warmer-shorter-winters-have-turned-permafrost-regions-from-carbon-sink-to-source/
[2] https://www.independent.co.uk/news/world/americas/climate-change-breakdown-arctic-frost-thawing-canada-environment-a8959056.html?fbclid=IwAR3W8dAHvxIDiazAHu6GC9w0MHmkpv6KLXWhNLj3sJcQTWHZkblPWdUHAOE
[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 G3:
[351] https://grandesmedios.com/derretimiento-permafrost-artico/
[19] https://www.cbsnews.com/amp/news/ice-age-wolf-head-permafrost-russian-animal-yakutia/
[15] https://www.cbsnews.com/news/ice-age-wolf-head-permafrost-russian-animal-yakutia/
[8] https://www.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change
[7] https://www.cbc.ca/news/canada/north/abrupt-arctic-climate-change-study-1.5351019
[6] https://www.outdoorrevival.com/news/permafrost.html
[5] https://weather.com/science/environment/video/methane-fountain-bubbles-in-arctic-sea-near-siberia-as-permafrost-thaws
[5] https://whatcausesglobalwarming.net/climate-change-has-turned-permafrost-into-a-carbon-emitter/
[5] https://www.weforum.org/agenda/2019/07/melting-russian-permafrost-could-speed-up-global-warming-devastating-global-effect
[4] https://elblogverde.com/que-es-el-permafrost/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G4:
[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.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change
[1] https://www.theguardian.com/environment/2019/apr/23/melting-permafrost-in-arctic-will-have-70tn-climate-impact-study?utm_term=Autofeed&CMP=twt_gu&utm_medium=&utm_source=Twitter#Echobox=1556017812
[1] https://www.the-scientist.com/notebook/warming-permafrost-morphs-microbes-into-greenhouse-gas-emitters-66590#.Xcl2OMSA8cU.twitter
[1] https://twitter.com/AlnThinks/status/1180856449326616576
[1] https://twitter.com/jmkorhonen/status/844819198308069377
[1] https://www.nationalgeographic.nl/milieu/2019/08/permafrost-op-de-noordpool-ontdooit-snel
[1] https://www.nationalgeographic.nl/milieu/2019/08/permafrost-op-de-noordpool-ontdooit-snel/amp?__twitter_impression=true

Top URLs in Tweet in G5:
[24] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL084303
[7] https://eos.org/research-spotlights/where-does-the-carbon-go-when-permafrost-coasts-erode
[5] https://eos.org/research-spotlights/where-does-the-carbon-go-when-permafrost-coasts-erode#.XcVhNJ1u_OM.twitter
[5] https://egu.eu/39GJRI
[5] https://twitter.com/smc_germany/status/1194284089173565440
[4] https://www.arctictoday.com/warmer-shorter-winters-have-turned-permafrost-regions-from-carbon-sink-to-source/
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41558-019-0592-8
[3] https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2019JD031204?cookieSet=1
[3] https://www.eurekalert.org/pub_releases/2019-11/ggph-cct110819.php
[2] https://www.faz.net/aktuell/wissen/erde-klima/klimawandel-wenn-der-permafrost-schmilzt-16452909.html?GEPC=s3

Top URLs in Tweet in G6:
[5] https://www.theweathernetwork.com/ca/news/article/thawing-permafrost-in-the-arctic-is-becoming-a-source-of-carbon-climate-change
[2] https://www.nasa.gov/feature/goddard/2019/arctic-shifts-to-a-carbon-source-due-to-winter-soil-emissions
[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] http://whrc.org/study-winter-carbon-emissions-shifting-permafrost-region-to-a-carbon-source/
[1] https://globalnews.ca/video/6087621/carbon-emissions-grow-exponentially-arctic-permafrost-thaws-faster
[1] https://www.cbc.ca/news/canada/north/abrupt-arctic-climate-change-study-1.5351019
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-019-52745-x
[1] https://twitter.com/NASAEarth/status/1192838901402091520
[1] https://www.capeandislands.org/post/look-arctic-close#stream/0

Top URLs in Tweet in G7:
[11] https://www.nationalgeographic.com/environment/2019/08/arctic-permafrost-is-thawing-it-could-speed-up-climate-change-feature/
[1] https://www.nationalgeographic.com/science/2019/10/climate-change-finally-caught-up-to-this-alaska-village/?cmpid=org=ngp::mc=social::src=twitter::cmp=editorial::add=tw20191023science-alaskavillageclimate::rid=&sf222077237=1
[1] https://www.nationalgeographic.com/environment/global-warming/big-thaw/
[1] https://www.nationalgeographic.com/environment/2018/08/news-arctic-permafrost-may-thaw-faster-than-expected/
[1] https://insideclimatenews.org/news/25102019/canada-children-climate-change-lawsuit-fossil-fuels-teens-youth-erosion-permafrost-wildfires
[1] https://www.facebook.com/abcplanetamerica/videos/2457420537913517/
[1] https://www.nature.com/articles/s41558-019-0614-6
[1] https://www.nature.com/articles/s41558-019-0592-8
[1] https://www.weforum.org/agenda/2019/07/melting-russian-permafrost-could-speed-up-global-warming-devastating-global-effect
[1] https://www.jstor.org/stable/10.1641/b580807?seq=1#metadata_info_tab_contents

Top URLs in Tweet in G8:
[9] https://www.cbc.ca/news/canada/north/abrupt-arctic-climate-change-study-1.5351019?__vfz=medium%3Dsharebar
[7] https://www.vice.com/en_us/article/ywa4ag/this-arctic-community-is-literally-falling-into-the-ocean
[4] https://www.sciencedaily.com/releases/2019/11/191108162559.htm
[2] https://www.cbc.ca/news/canada/north/abrupt-arctic-climate-change-study-1.5351019
[1] https://weather.com/science/environment/video/methane-fountain-bubbles-in-arctic-sea-near-siberia-as-permafrost-thaws
[1] https://twitter.com/djspratt/status/1194116142597468160
[1] https://www.counterpunch.org/2019/11/08/ignoring-climate-catastrophes/
[1] https://phys.org/news/2019-11-coastlines-contribution-climate-underestimated.html
[1] https://relay.nationalgeographic.com/proxy/distribution/public/amp/science/2019/10/climate-change-finally-caught-up-to-this-alaska-village

Top URLs in Tweet in G9:
[9] https://www.the-scientist.com/notebook/warming-permafrost-morphs-microbes-into-greenhouse-gas-emitters-66590?utm_campaign=TS_DAILY%20NEWSLETTER_2019&utm_source=hs_email&utm_medium=email&utm_content=79223412&_hsenc=p2ANqtz-8lEsgMdv6ZNpbTB_W4TNfofozfOzkAKREed7h62bUAgyfDcbnT6WIjlkFe4P0Plwpyzdk77UcUgazbr49zB_WqnPaH4g&_hsmi=79223412
[5] https://the-scientist.com/notebook/warming-permafrost-morphs-microbes-into-greenhouse-gas-emitters-66590?utm_content=105439749&utm_medium=social&utm_source=twitter&hss_channel=tw-18198832
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-01313-4
[2] https://www.pnas.org/content/116/30/15096
[1] https://twitter.com/AlaskaWx/status/1191420239755374592
[1] https://www.youtube.com/watch?v=LajZxIQmZzs

[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41558-019-0592-8
[1] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL084303?cookieSet=1
[1] https://www.ews-schoenau.de/energiewende-magazin/zur-sache/david-spratt-wir-brauchen-eine-blut-schweiss-und-traenen-rede/
[1] https://www.youtube.com/watch?v=poHNsxbgHig


Top URLs in Tweet in G10:
[14] https://allthatsinteresting.com/ancient-horse-siberia-permafrost?utm_campaign=twitterpdahs&utm_source=twitter&utm_medium=social
[1] http://pubx.co/iqBbHE
[1] http://pubx.co/2rlMMA
[1] https://allthatsinteresting.com/reanimated-woolly-mammoth-cells?utm_campaign=twitterpdahs&utm_source=twitter&utm_medium=social
[1] https://news.harvard.edu/gazette/story/2019/06/harvard-chemist-permafrost-n2o-levels-12-times-higher-than-expected/

Top Domains
Top Domains in Tweet in Entire Graph:
[907] grandesmedios.com
[107] twitter.com
[91] cbc.ca
[76] eos.org
[56] theweathernetwork.com
[49] weforum.org
[45] cbsnews.com
[39] youtube.com
[37] permafrost.today
[36] the-scientist.com

Top Domains in Tweet in G1:
[14] twitter.com
[2] commondreams.org
[2] thinkprogress.org
[2] co.uk
[1] theguardian.com
[1] insideclimatenews.org
[1] livescience.com
[1] ecowatch.com
[1] gizmodo.com
[1] newscientist.com

Top Domains in Tweet in G2:
[10] twitter.com
[7] theguardian.com
[5] ecointernet.org
[5] insideclimatenews.org
[4] eos.org
[3] usgs.gov
[3] yaleclimateconnections.org
[3] nodexlgraphgallery.org
[3] weather.com
[3] theweathernetwork.com

Top Domains in Tweet in G3:
[351] grandesmedios.com
[38] cbsnews.com
[28] twitter.com
[13] cbc.ca
[11] youtube.com
[11] the-scientist.com
[10] theweathernetwork.com
[9] eos.org
[7] elblogverde.com
[7] nature.com

Top Domains in Tweet in G4:
[4] discovermagazine.com
[2] theguardian.com
[2] twitter.com
[2] nationalgeographic.nl
[2] columbia.edu
[2] theweathernetwork.com
[1] the-scientist.com
[1] sciencedaily.com
[1] nsidc.org
[1] vox.com

Top Domains in Tweet in G5:
[29] wiley.com
[13] eos.org
[9] twitter.com
[6] egu.eu
[4] nature.com
[4] arctictoday.com
[4] cbc.ca
[4] eurekalert.org
[3] rdcu.be
[2] sciencedirect.com

Top Domains in Tweet in G6:
[5] theweathernetwork.com
[2] nasa.gov
[1] facebook.com
[1] youtube.com
[1] whrc.org
[1] globalnews.ca
[1] cbc.ca
[1] nature.com
[1] twitter.com
[1] capeandislands.org

Top Domains in Tweet in G7:
[14] nationalgeographic.com
[2] nature.com
[1] insideclimatenews.org
[1] facebook.com
[1] weforum.org
[1] jstor.org
[1] audubon.org
[1] awi.de

Top Domains in Tweet in G8:
[11] cbc.ca
[7] vice.com
[4] sciencedaily.com
[1] weather.com
[1] twitter.com
[1] counterpunch.org
[1] phys.org
[1] nationalgeographic.com

Top Domains in Tweet in G9:
[16] the-scientist.com
[5] nature.com
[3] twitter.com
[2] youtube.com
[2] pnas.org
[1] wiley.com
[1] ews-schoenau.de
[1] arctictoday.com
[1] phys.org
[1] grist.org

Top Domains in Tweet in G10:
[15] allthatsinteresting.com
[2] pubx.co
[1] harvard.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[454] cambioclimático
[349] permafrost
[205] arctic
[157] climatechange
[102] climatecrisis
[96] methane
[46] gretathunberg
[40] climate
[35] globalwarming
[31] climateaction



Top Hashtags in Tweet in G1:
[2] climatechaos
[2] emergenciaclimatica
[1] facts
[1] parisdeael
[1] cambioclimático
[1] koeien
[1] stikstofoverleg
[1] klimaatbeleid
[1] klimaatverandering

Top Hashtags in Tweet in G2:
[72] methane
[70] permafrost
[58] climatecrisis
[49] arctic
[37] climatechange
[36] gretathunberg
[28] climateaction
[23] climatestrike
[14] ipcc
[12] antarctic

Top Hashtags in Tweet in G3:
[179] cambioclimático
[35] permafrost
[24] climatechange
[16] arctic
[11] climatecrisis
[9] globalwarming
[7] climate
[6] actonclimatechange
[5] climateemergency
[4] weatherchannel

Top Hashtags in Tweet in G4:
[1] arctic
[1] planetamerica

Top Hashtags in Tweet in G5:
[125] permafrost
[71] arctic
[13] climatechange
[12] carbon
[10] apermafrostpaperaday
[8] wildfires
[8] bayerns
[8] permafrostböden
[6] water
[6] globalwarming

Top Hashtags in Tweet in G6:
[4] permafrost
[2] nasaexplorers
[2] greenhouse
[2] carbon
[1] climatechange
[1] arctic
[1] nasa_app
[1] climatecrisis

Top Hashtags in Tweet in G7:
[26] planetamerica
[16] climatechange
[1] auspol
[1] permafrost

Top Hashtags in Tweet in G8:
[5] permafrost
[1] climatechange
[1] peatland
[1] climate
[1] climateemergency
[1] timebomb
[1] arctic
[1] co2

Top Hashtags in Tweet in G9:
[10] permafrost
[5] arctic
[4] co2
[3] methane
[2] alaska
[2] microbes
[2] climateemergency
[2] actnow
[2] carbonbudget
[2] degradation

Top Words
Top Words in Tweet in Entire Graph:
[5170] Words in Sentiment List#1: Positive
[5826] Words in Sentiment List#2: Negative
[18] Words in Sentiment List#3: Angry/Violent
[178369] Non-categorized Words
[189369] Total Words
[5546] permafrost
[3475] ice
[2212] arctic
[1755] carbon
[1521] warming

Top Words in Tweet in G1:
[2964] ice
[1355] earth
[1161] permafrost
[1117] 4
[1113] 3
[1106] arctic
[1104] 1
[1104] 2
[1098] 5
[1095] warming

Top Words in Tweet in G2:
[436] permafrost
[420] thawing
[360] #climatecrisis
[350] climate
[264] #actonclimate
[238] one
[237] methane
[214] happening
[207] another
[206] s

Top Words in Tweet in G3:
[717] permafrost
[356] ártico
[355] derretimiento
[353] 70
[351] años
[179] ha
[179] adelandado
[179] #cambioclimático
[172] inesperado
[172] adelantó

Top Words in Tweet in G4:
[57] permafrost
[27] gillesnfio
[27] ice
[25] dawntj90
[15] arctic
[15] mattp1949
[15] tangomitteckel
[13] jaggermickoz
[13] cymaticwave
[13] warming

Top Words in Tweet in G5:
[332] permafrost
[152] #permafrost
[140] carbon
[119] more
[107] #arctic
[95] natureclimate
[85] read
[83] arctic
[78] regions
[77] research

Top Words in Tweet in G6:
[354] carbon
[267] permafrost
[198] human
[190] warming
[170] arctic
[149] s
[143] more
[143] atmosphere
[141] currently
[141] stores

Top Words in Tweet in G7:
[119] permafrost
[67] arctic
[65] right
[64] climate
[57] melting
[54] 2
[52] s
[51] natgeo
[41] simonahac
[39] 15

Top Words in Tweet in G8:
[144] permafrost
[117] arctic
[72] thawing
[66] melting
[64] mean
[63] now
[63] coastal
[62] climate
[62] increasing
[62] temperatures

Top Words in Tweet in G9:
[90] permafrost
[58] carbon
[37] warming
[33] climate
[27] release
[26] thawing
[23] ice
[23] source
[23] even
[23] dioxide

Top Words in Tweet in G10:
[65] intact
[64] permafrost
[51] siberian
[42] woolly
[42] mammoth
[42] out
[42] 28
[42] 000
[36] found
[24] times

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1140] fastest,warming
[1133] ice,free
[1125] warming,place
[1125] place,earth
[913] permafrost,ártico
[910] derretimiento,permafrost
[906] 70,años
[853] ice,gone
[849] arctic,1
[848] 1,95

Top Word Pairs in Tweet in G1:
[1077] fastest,warming
[1069] ice,free
[1068] warming,place
[1068] place,earth
[808] arctic,1
[808] 1,95
[808] 95,old
[808] old,ice
[808] ice,gone
[808] gone,2

Top Word Pairs in Tweet in G2:
[204] thawing,permafrost
[203] tipping,points
[203] s,happening
[202] permafrost,one
[202] one,tipping
[202] points,climate
[202] climate,breakdown
[202] breakdown,s
[202] happening,before
[202] before,very

Top Word Pairs in Tweet in G3:
[353] derretimiento,permafrost
[353] permafrost,ártico
[351] 70,años
[179] ártico,ha
[179] ha,adelandado
[179] adelandado,70
[179] años,#cambioclimático
[172] inesperado,derretimiento
[172] ártico,adelantó
[172] adelantó,70

Top Word Pairs in Tweet in G4:
[8] gillesnfio,tokyo_tom
[8] rogermarksmen,carlblom_robert
[8] carlblom_robert,jpiersm
[8] mannockdavid,barbarajdurkin
[8] sylviad32911201,davidmatheson27
[8] davidmatheson27,cymaticwave
[8] cymaticwave,barbaramck42
[8] barbaramck42,gwlarsson
[6] rln_nelson,dawntj90
[6] dawntj90,puremoneylife

Top Word Pairs in Tweet in G5:
[83] read,more
[72] https,t
[72] t,co
[56] eroding,#permafrost
[53] warmer,shorter
[53] shorter,winters
[53] winters,turned
[53] permafrost,regions
[53] regions,carbon
[53] carbon,sink

Top Word Pairs in Tweet in G6:
[144] permafrost,arctic
[141] stores,more
[141] global,warming
[139] arctic,s
[139] s,frozen
[139] frozen,layer
[139] layer,soil
[139] soil,hundreds
[139] hundreds,feet
[139] feet,thick

Top Word Pairs in Tweet in G7:
[39] 15,canadan
[39] canadan,children
[39] children,sued
[39] sued,government
[39] government,failing
[39] failing,act
[39] act,climate
[39] climate,change
[39] change,surely
[39] surely,aussie

Top Word Pairs in Tweet in G8:
[63] melting,permafrost
[62] increasing,temperatures
[62] temperatures,mean
[62] mean,melting
[62] permafrost,now
[62] now,land
[62] land,beneath
[62] beneath,coastal
[62] coastal,arctic
[62] arctic,communities

Top Word Pairs in Tweet in G9:
[24] thawing,permafrost
[23] carbon,dioxide
[21] new,geophysical
[21] geophysical,research
[21] research,letters
[21] letters,carbon
[21] carbon,budgets
[21] budgets,climate
[21] climate,simulations
[21] simulations,far

Top Word Pairs in Tweet in G10:
[51] siberian,permafrost
[42] woolly,mammoth
[42] out,siberian
[42] 28,000
[22] 000,year
[22] year,old
[22] old,woolly
[22] mammoth,dug
[22] dug,out
[22] permafrost,2011

Top Replied-To
Top Replied-To in Entire Graph:
@denisewu
@secpompeo
@permafrost_uah
@stormmela
@inteloperator
@uplaradio
@fragmansixty9
@paulhbeckwith
@latimeralder
@kattab4

Top Replied-To in G1:
@climateben
@lesmorgp
@cpochari
@mark_butler_mp

Top Replied-To in G2:
@uplaradio
@pauledawson
@mangan_mike
@r_graus
@ericholthaus
@gretathunberg
@jay_greathouse
@reprosci
@npr
@eclecticbrotha

Top Replied-To in G3:

Top Replied-To in G4:
@nitecrawler1867
@redlich_dennis
@roypentland
@manifesto2000
@clairenewton79
@carrudodon
@gladfly1
@nucks_hockey
@rln_nelson
@naper_henhouse

Top Replied-To in G5:
@scie4futureos
@lm_farquharson
@robynbarbato
@rikvvz
@mel_murphy01
@iso_topel
@craigawelch
@nasaearth
@robgmacfarlane
@badastronomer

Top Replied-To in G6:
@nasaearth

Top Replied-To in G7:
@craigawelch
@maryheglar
@ben_a_goldfarb
@jack_bexley
@petergleick

Top Replied-To in G8:
@climatereality

Top Replied-To in G9:
@fragmansixty9
@paulhbeckwith
@davidlwindt
@laststraw13
@fansdelmadrid

Top Replied-To in G10:
@natureslover_s

Top Mentioned
Top Mentioned in Entire Graph:
@natureclimate
@natgeo
@nasa
@arctic_today
@agu_eos
@simonahac
@mcannonbrookes
@climatologist49
@knomnews
@jimnome

Top Mentioned in G1:
@climateben
@climatebabes
@desalinationnow
@davidmcla

Top Mentioned in G2:
@gretathunberg
@bprokurica
@justintrudeau
@glaciareslibres
@glaciares_ong
@greenpeacecl
@climateben
@khayhoe
@ericholthaus
@npr

Top Mentioned in G3:
@_oscience

Top Mentioned in G4:
@gillesnfio
@dawntj90
@mattp1949
@tangomitteckel
@jaggermickoz
@cymaticwave
@ecosensenow
@sylviad32911201
@polanimalaus
@d_e_mol

Top Mentioned in G5:
@natureclimate
@arctic_today
@agu_eos
@gfz_potsdam
@awi_de
@katewheeling
@vuamsterdam
@unihh
@egu_cr
@eurogeosciences

Top Mentioned in G6:
@nasa
@rlordglobal
@globalnews
@natureclimate
@woodsholeresctr
@g_fiske
@nasaearth
@sgt_doe
@nasagoddard
@braided_river

Top Mentioned in G7:
@natgeo
@simonahac
@mcannonbrookes
@nobby15
@craigawelch
@amywestervelt
@petergwin
@ipcc_ch
@petergleick

Top Mentioned in G8:
@climatereality
@sciencedaily

Top Mentioned in G9:
@vonderleyen
@regsprecher
@cducsubt
@spdbt
@gruenebundestag
@svenjaschulze68
@linksfraktion
@timmermanseu
@fragmansixty9
@pik_climate

Top Tweeters
Top Tweeters in Entire Graph:
@zazoomblog
@matthewtwihard
@tecnovedosos
@grandesmedios
@clubeditorial
@lecturas24h
@repartodigital
@temaglobal
@difusion365
@lapublicacion

Top Tweeters in G1:
@alizardx
@radlein
@shaktilila
@estarianne
@frecklesxx20
@mayread3
@pauljimerson
@catherinemginn
@zebrafinch
@oteachjohn

Top Tweeters in G2:
@ecointernetdrgb
@lesleygsmith3
@dgendvil
@anselmonadir
@emperatriz1827
@4everanimalz1
@eclecticbrotha
@dwatchnews
@paulpaul49
@jj_angelus

Top Tweeters in G3:
@zazoomblog
@matthewtwihard
@repartodigital
@apunteindicado
@agendaonline
@lacronologia
@infoapuntes
@notaveraz
@elilustrativo
@postematico

Top Tweeters in G4:
@guardian
@rmack2x
@davidmatheson27
@chrisklomp
@euphoriceuler
@carbongate
@reddragonfly19
@tan123
@veronicatalbot9
@boggywood

Top Tweeters in G5:
@magicdmw
@petchary
@thepowerofmeow
@socratic1
@alisonborealis
@tokyo_tom
@cbcnews
@btkrth
@paintsandsings
@mennekinpis

Top Tweeters in G6:
@ez4u2say_janis
@_redfrog
@paxnostrum
@homegypsy
@dcd728
@anitramcleod
@basile061
@globalnews
@zardashtkarim
@mikeokuda

Top Tweeters in G7:
@nobby15
@3wombats
@markplackett1
@daveyk317
@wolfie_rankin
@cunningham_cch
@jan_tendys
@guytaur
@skepmi
@anonomouse1981

Top Tweeters in G8:
@jhamby
@nofascistlies
@albertarabbit
@olumideidowu
@morbid_elation
@elantara
@timberghost7
@msevans034
@mwt2008
@newsanceandgg

Top Tweeters in G9:
@josmirek
@mathewi
@4evrstardancer
@lazaroumterror
@elleallever
@laura__3_14
@profabelmendez
@kotzenderstern
@grist
@nanab_2010

Top Tweeters in G10:
@minotauresse
@katcapps
@pascaliluciana
@tahfromslc
@jnewtontm
@wisewolfseesall
@birdbrook
@icewolf610
@1967anil
@urbanwitch9


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