#permafrost, Twitter, 8/27/2023 11:14:43 PM, 292316


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#permafrost Twitter NodeXL SNA Map and Report for sunnuntai, 27 elokuuta 2023 at 17.54 UTC
#permafrost Twitter NodeXL SNA Map and Report for sunnuntai, 27 elokuuta 2023 at 17.54 UTC
From:
mihkal
Uploaded on:
August 27, 2023
Short Description:
#permafrost via NodeXL https://bit.ly/3qQa1q2
@queenofpeat
@pcarterclimate
@greenpeace_esp
@alejandrosanz
@youtube
@siberian_times
@lfdcesmas
@reuters
@awi_media
@awi_de

Top hashtags:
#permafrost
#Permafrost
#Arctic
#climatechange
#ClimateChange
#climate

Description:
Description
The graph represents a network of 9 960 Twitter users whose recent tweets contained "#permafrost", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20 000 tweets, tweeted between 1.1.2020 20.54.25 and 27.8.2023 20.54.25. The network was obtained from Twitter on Sunday, 27 August 2023 at 21:00 UTC.

The tweets in the network were tweeted over the 3783-day, 10-hour, 33-minute period from Thursday, 18 April 2013 at 13:27 UTC to Monday, 28 August 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 9960
Unique Edges : 10898
Edges With Duplicates : 9253
Total Edges : 20151
Number of Edge Types : 9
Tweet : 6764
Mentions : 6903
Replies to : 1513
MentionsInReplyTo : 1282
Quote : 2194
MentionsInQuote : 1319
Retweet : 77
MentionsInRetweet : 17
MentionsInQuoteReply : 82
Self-Loops : 7885
Reciprocated Vertex Pair Ratio : 0,0242897419214921
Reciprocated Edge Ratio : 0,0474274825322888
Connected Components : 3172
Single-Vertex Connected Components : 2480
Maximum Vertices in a Connected Component : 5342
Maximum Edges in a Connected Component : 13791
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 6,242241
Graph Density : 9,52297996081121E-05
Modularity : 0,479184
NodeXL Version : 1.0.1.520
Data Import : The graph represents a network of 9 960 Twitter users whose recent tweets contained "#permafrost", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20 000 tweets, tweeted between 1.1.2020 20.54.25 and 27.8.2023 20.54.25. The network was obtained from Twitter on Sunday, 27 August 2023 at 21:00 UTC.

The tweets in the network were tweeted over the 3783-day, 10-hour, 33-minute period from Thursday, 18 April 2013 at 13:27 UTC to Monday, 28 August 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch3
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 Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[170] https://tinyurl.com/y2fxlg78
[66] https://sgerendask.com/en/magazine-all-about-climate-change/
[65] http://goo.gl/gTq9b3
[49] http://bit.ly/3hYvNi1
[49] https://www.orfonline.org/hindi/research/security-implications-of-climate-change-the-case-of-permafrost-thaw/
[45] http://tinyurl.com/y2fxlg78
[32] http://wef.ch/3aNgnKG
[32] http://or-f.org/86148
[24] https://e360.yale.edu/features/how-melting-permafrost-is-beginning-to-transform-the-arctic
[19] https://youtu.be/WSjeTXYOu5s

Top URLs in Tweet in G1:
[170] https://tinyurl.com/y2fxlg78
[66] https://sgerendask.com/en/magazine-all-about-climate-change/
[49] https://www.orfonline.org/hindi/research/security-implications-of-climate-change-the-case-of-permafrost-thaw/
[45] http://tinyurl.com/y2fxlg78
[19] https://sgerendask.com/preguntas-frecuentes-acerca-de-calentamiento-global/
[19] https://noticiasdelatierra.com/alaska-se-esta-mojando-esas-son-malas-noticias-para-el-permafrost-y-el-clima/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[18] https://construyenpais.com/?p=22147
[17] https://noticiasdelatierra.com/los-viejos-reservorios-de-carbono-probablemente-no-causen-una-liberacion-masiva-de-gases-de-efecto-invernadero/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[16] https://www.thepigeonexpress.com/russia-blames-permafrost-melting-for-huge-oil-spill-in-the-artic/
[14] https://sgerendask.com/en/brief-update-on-permafrost/

Top URLs in Tweet in G2:
[65] http://goo.gl/gTq9b3
[12] https://e360.yale.edu/features/how-melting-permafrost-is-beginning-to-transform-the-arctic
[8] https://www.scientificamerican.com/article/deep-frozen-arctic-microbes-are-waking-up/
[7] https://www.newyorker.com/magazine/2022/01/17/the-great-siberian-thaw?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=the-new-yorker&utm_social-type=earned
[6] https://www.newyorker.com/magazine/2022/01/17/the-great-siberian-thaw
[6] https://www.osservatorioartico.it/che-cose-il-permafrost/
[5] https://www.bbc.com/reel/video/p08lmh4z/siberia-s-enormous-hole-in-the-ground-is-getting-bigger?ocid=ww.social.link.twitter
[4] https://www.theguardian.com/environment/2019/jun/18/arctic-permafrost-canada-science-climate-crisis?CMP=share_btn_tw
[4] https://insideclimatenews.org/news/11072021/thawing-permafrost-trans-alaska-pipeline/
[4] https://thehill.com/changing-america/opinion/507031-saving-the-arctic-the-wisdom-of-the-inuit-and-the-future-of-the

Top URLs in Tweet in G3:
[16] https://youtu.be/WSjeTXYOu5s
[6] http://www.isoperm.net
[5] https://youtu.be/8Z9xv2h0FmA
[4] https://www.nature.com/articles/s41561-019-0526-0
[4] https://meetingorganizer.copernicus.org/EGU2020/session/34733
[4] https://www.permafrostnet.ca/resources/events/nserc-permafrostnet-international-day/
[4] https://www.arcus.org/research-seminar-series
[4] https://egu.eu/3K8NI9/
[4] https://futurumcareers.com/farming-on-permafrost
[3] https://coastalrra.grida.no

Top URLs in Tweet in G4:
[2] https://www.leopoldina.org/publikationen/detailansicht/publication/klimawandel-ursachen-folgen-und-handlungsmoeglichkeiten-2021/
[2] http://www.permos.ch/downloads/PERMOS_bulletin_2018-19.pdf
[2] https://www.sciencedirect.com/science/article/pii/S0921818123001534
[2] https://buff.ly/2YKPAcY
[2] https://www.uibk.ac.at/newsroom/precipitation-caused-maximum-advance-of-alpine-glaciers.html.en
[2] https://www.spiegel.de/wissenschaft/natur/sibirien-leidet-unter-rekordhitze-a-7791bc91-bddc-4adc-ba69-747c17006080
[2] https://scnat.ch/de/id/N72uu
[2] https://www.spiegel.de/wissenschaft/natur/permafrost-klimamodell-sieht-erwaermung-im-norden-von-skandinavien-am-kipppunkt-a-8eb5923b-ecd0-41bd-aa46-6f3bc39901ea
[2] https://www.wwf.de/aktiv-werden/wwf-podcast#c40687
[2] http://www.gesunde-futtertiere.de/page.php?seite=Insekten_und_Co.html

Top URLs in Tweet in G5:
[2] https://www.telegraph.co.uk/news/2020/06/26/siberia-heatwave-fears-irreversible-permafrost-meltas-russian/
[1] https://www.alpenverein.de/natur-klima/naturschutzverband/die-alpen/alpiner-permafrost-klimazeiger-und-klebstoff-der-alpen_aid_28517.html#:~:text=Naturgefahren%20und%20Permafrost%20%2D%20der%20Kleber%20der%20Alpen&text=Oft%20reichen%20also%20kleine%20Erw%C3%A4rmungen,mit%20rund%201%2C5%20Mio
[1] https://www.quarks.de/umwelt/klimawandel/so-beschleunigt-die-permafrost-schmelze-den-klimawandel/
[1] https://www.welt.de/wissenschaft/article157472700/Sonne-weckt-toedliche-Bakterien-im-Permafrost.html
[1] https://www.theatlantic.com/science/archive/2022/05/climate-change-permafrost-melt-radon-gas/629943/?utm_source=twitter&utm_medium=social&utm_campaign=share
[1] https://www.zdf.de/nachrichten/panorama/fadenwuermer-permafrost-ueberleben-studie-100.html#xtor=CS5-62
[1] https://www.zdf.de/nachrichten/panorama/rekordtemperatur-antarktis-20-grad-klimawandel-100.html#xtor=CS5-62
[1] https://www.theguardian.com/environment/2022/sep/08/world-on-brink-five-climate-tipping-points-study-finds?CMP=Share_AndroidApp_Other
[1] https://rdcu.be/caIB1
[1] https://www.bloomberg.com/news/articles/2022-09-08/climate-tipping-points-may-be-triggered-even-if-warming-peaks-at-1-5c

Top URLs in Tweet in G6:
[8] http://bit.ly/35UGVVV
[4] https://trib.al/qYAt6vu
[3] https://news.sky.com/story/russias-permafrost-is-thawing-and-it-could-make-melting-polar-ice-caps-look-like-a-sideshow-12359940
[3] https://permafrost.woodwellclimate.org/
[3] https://bit.ly/3oKozSq
[2] https://trib.al/bz4ISux
[2] https://youtu.be/E4kD9FYXlWk
[2] https://grist.org/climate/underwater-permafrost-is-a-big-gassy-wild-card-for-the-climate/
[2] http://www.nasonline.org/about-nas/events/annual-meeting/nas157/science-sessions-thawing.html
[2] https://akcasc.org/aktrln/

Top URLs in Tweet in G7:
[10] https://insideclimatenews.org/news/16102020/permafrost-study-arctic-ocean-climate-change
[4] https://buff.ly/2LQmsua
[3] https://insideclimatenews.org/news/27022017/global-warming-permafrost-study-melt-canada-siberia
[2] https://cnn.it/2GCu0B5
[2] https://www.sciencealert.com/permafrost-collapse-is-speeding-climate-change-according-to-a-new-study
[2] https://www.sciencealert.com/scientists-revived-ancient-zombie-viruses-frozen-for-eons-in-siberia
[2] https://scitechdaily.com/what-lies-beneath-melting-glaciers-and-thawing-permafrost-precious-metals-fossil-fuels-and-deadly-microbes/
[2] https://www.independent.co.uk/environment/permafrost-release-diseases-virus-bacteria-arctic-climate-crisis-a9601431.html
[2] https://undark.org/2020/04/28/fox-tunnel-permafrost-alaska-climate-change/
[2] https://gizmodo.com/permafrost-thaw-could-unleash-long-buried-pathogens-and-1847930382

Top URLs in Tweet in G8:
[3] http://bit.ly/3hskpMW
[3] https://youtu.be/GiLmQajhSYo
[2] https://twitter.com/zerohedge/status/1597191128947703808
[2] https://www.arte.tv/de/videos/091130-000-A/zurueck-in-die-eiszeit-die-zimov-hypothese/
[1] https://www.channel5.com/show/ben-fogle-new-lives-in-the-wild/
[1] https://www.bbc.co.uk/news/world-europe-52915807
[1] https://www.bbc.co.uk/iplayer/live/bbctwo
[1] https://bit.ly/3ufXStW
[1] https://mostlymammoths.wordpress.com/2020/01/29/adventures-in-russia-charlotte-wrigley/
[1] https://twitter.com/Wrigley_CA/status/1278338865334550529?s=20

Top URLs in Tweet in G9:
[4] https://www.cbsnews.com/news/climate-change-permafrost-arctic-animal-herds-pleistocene-park-siberia/
[3] https://www.bbc.com/future/article/20201130-climate-change-the-mystery-of-siberias-explosive-craters?ocid=ww.social.link.twitter
[2] https://www.nationalgeographic.com/science/2020/02/arctic-thawing-ground-releasing-shocking-amount-dangerous-gases/
[2] https://buff.ly/2ERZGSb
[2] https://buff.ly/2RIIIIy
[2] https://canscipub.com/3gA16iy
[2] https://www.washingtonpost.com/climate-environment/2021/08/02/climate-change-heat-wave-unleashes-methane-from-prehistoric-siberian-rock/
[1] https://www.rcinet.ca/eye-on-the-arctic/2021/02/23/new-research-chair-at-laval-university-to-help-better-understand-permafrost-changes-in-arctic-quebec/
[1] https://en.ilmatieteenlaitos.fi/news/4oKdcMnneuaGbWb5yoxZfF
[1] https://link.springer.com/book/10.1007/978-3-030-50930-9#toc

Top URLs in Tweet in G10:
[4] http://tinyurl.com/cc9a4h38
[4] http://tinyurl.com/5ddb5r2e
[3] https://permafrost3.bandcamp.com
[3] https://twitter.com/i/broadcasts/1YqGoyypWkyxv
[2] https://tinyurl.com/cc9a4h38
[2] https://tinyurl.com/5ddb5r2e
[2] https://tinyurl.com/5xsbxvs5
[2] https://lnk.to/permafrost-restore-us
[2] http://wrinklyrockersclub.com
[1] https://tinyurl.com/5bczjudb

Top Domains
Top Domains in Tweet in Entire Graph:
[656] bit.ly
[293] tinyurl.com
[243] youtu.be
[222] buff.ly
[212] phys.org
[195] ow.ly
[163] nature.com
[152] twitter.com
[149] sgerendask.com
[110] theguardian.com

Top Domains in Tweet in G1:
[229] tinyurl.com
[149] sgerendask.com
[144] bit.ly
[71] buff.ly
[71] ow.ly
[65] youtu.be
[49] orfonline.org
[45] noticiasdelatierra.com
[42] lnkd.in
[37] cnn.com

Top Domains in Tweet in G2:
[102] bit.ly
[65] goo.gl
[58] phys.org
[42] twitter.com
[36] nature.com
[34] theguardian.com
[34] ow.ly
[27] buff.ly
[27] youtu.be
[26] yale.edu

Top Domains in Tweet in G3:
[87] phys.org
[84] bit.ly
[83] youtu.be
[60] nature.com
[60] polarjournal.ch
[55] doi.org
[45] buff.ly
[36] wiley.com
[26] esa.int
[26] ow.ly

Top Domains in Tweet in G4:
[17] srf.ch
[12] bit.ly
[9] swissin.fo
[9] spiegel.de
[8] buff.ly
[8] slf.ch
[6] doi.org
[6] twitter.com
[5] colorado.edu
[5] nzz.ch

Top Domains in Tweet in G5:
[5] nature.com
[3] zdf.de
[3] co.uk
[3] pbs.org
[3] twitter.com
[3] n-tv.de
[2] theguardian.com
[2] spiegel.de
[2] cnn.com
[2] bit.ly

Top Domains in Tweet in G6:
[46] bit.ly
[12] ow.ly
[7] trib.al
[7] woodwellclimate.org
[7] twitter.com
[6] doi.org
[4] belfercenter.org
[3] youtu.be
[3] sky.com
[3] grist.org

Top Domains in Tweet in G7:
[34] bit.ly
[18] insideclimatenews.org
[13] sciencealert.com
[11] buff.ly
[7] cnn.it
[5] thebarentsobserver.com
[5] nasa.gov
[5] hubs.ly
[5] phys.org
[5] rcinet.ca

Top Domains in Tweet in G8:
[12] bit.ly
[8] twitter.com
[3] co.uk
[3] youtu.be
[3] ow.ly
[3] arte.tv
[2] climateandcapitalmedia.com
[2] nature.com
[2] unep.org
[2] zdf.de

Top Domains in Tweet in G9:
[14] thearcticinstitute.org
[13] ow.ly
[10] buff.ly
[8] washingtonpost.com
[6] bbc.com
[5] bit.ly
[5] cbsnews.com
[3] arctic-council.org
[3] cdnsciencepub.com
[2] broadview.org

Top Domains in Tweet in G10:
[30] tinyurl.com
[9] twitter.com
[4] bandcamp.com
[3] wrinklyrockersclub.com
[2] elsantodelrock.com
[2] lnk.to
[2] youtube.com
[1] co.jp
[1] rockshock.it
[1] spillmagazine.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[8211] permafrost
[4267] Permafrost
[1387] Arctic
[1116] climatechange
[1032] ClimateChange
[667] climate
[630] ClimateCrisis
[479] Siberia
[430] ClimateEmergency
[423] methane



Top Hashtags in Tweet in G1:
[2288] permafrost
[1553] Permafrost
[483] climatechange
[369] ClimateChange
[324] climate
[272] ClimateCrisis
[269] Arctic
[259] GlobalWarming
[248] climatecrisis
[219] climateemergency

Top Hashtags in Tweet in G2:
[1198] permafrost
[767] Permafrost
[412] Arctic
[313] PlanetHealth
[269] ClimateChange
[174] GlobalHealthEmergency
[170] climatechange
[151] ClimateCrisis
[139] methane
[118] climate

Top Hashtags in Tweet in G3:
[1729] permafrost
[472] Permafrost
[344] Arctic
[217] climatechange
[115] Alaska
[109] ClimateChange
[81] arctic
[68] climate
[68] ARCSPIN
[65] TheBigThaw

Top Hashtags in Tweet in G4:
[175] permafrost
[137] Permafrost
[21] Klimawandel
[18] Klimakrise
[17] ClimateChange
[14] Schweiz
[14] Alpen
[14] glaciers
[12] climatechange
[12] SLF

Top Hashtags in Tweet in G5:
[83] Permafrost
[56] permafrost
[17] Methan
[12] CO2
[11] Arctic
[11] ClimateChange
[10] ClimateCrisis
[10] methane
[9] Klimawandel
[9] ClimateEmergency

Top Hashtags in Tweet in G6:
[157] permafrost
[47] Arctic
[36] Permafrost
[21] climatechange
[21] ClimateChange
[16] Alaska
[15] ClimateCrisis
[14] climate
[13] Siberia
[11] nationalsecurity

Top Hashtags in Tweet in G7:
[146] permafrost
[58] Arctic
[55] Permafrost
[29] ClimateChange
[28] ClimateCrisis
[20] climatechange
[15] GlobalWarming
[15] microbes
[12] Siberia
[11] climate

Top Hashtags in Tweet in G8:
[66] permafrost
[32] Permafrost
[15] climatechange
[9] ClimateEmergency
[9] Arctic
[9] ClimateChange
[7] GroundedInSolutions
[6] ClimateAcademy
[6] climatesolutions
[6] Siberia

Top Hashtags in Tweet in G9:
[122] permafrost
[50] Arctic
[30] Permafrost
[16] ClimateChange
[15] climatechange
[11] TRYKOMAC
[8] ClimateCrisis
[7] Russia
[6] COP26
[5] Indigenous

Top Hashtags in Tweet in G10:
[36] Permafrost
[10] postpunk
[10] LaRadioDeMiCuartito
[9] PERMAFROST
[6] Spotify
[3] Klammer
[2] newmusic
[2] permafrost
[2] Bilbosa
[2] Scenius

Top Words
Top Words in Tweet in Entire Graph:
[12574] #permafrost
[11080] the
[6403] in
[5995] of
[4971] to
[4727] and
[4231] a
[3410] de
[3371] is
[2986] permafrost

Top Words in Tweet in G1:
[3880] #permafrost
[2396] the
[1312] in
[1209] of
[1151] de
[991] a
[980] to
[865] #climatechange
[855] and
[743] permafrost

Top Words in Tweet in G2:
[2751] the
[1981] #permafrost
[1578] of
[1331] in
[1101] to
[877] is
[876] and
[785] a
[595] permafrost
[442] #climatechange

Top Words in Tweet in G3:
[2367] the
[2200] #permafrost
[1459] in
[1376] and
[1323] of
[1280] to
[942] a
[693] permafrost
[596] is
[564] for

Top Words in Tweet in G4:
[313] #permafrost
[312] the
[249] in
[146] and
[139] of
[130] der
[106] die
[100] to
[85] a
[77] is

Top Words in Tweet in G5:
[138] #permafrost
[118] the
[105] in
[72] of
[71] der
[68] die
[57] und
[40] ist
[38] is
[36] and

Top Words in Tweet in G6:
[318] the
[194] #permafrost
[151] of
[143] and
[133] to
[115] a
[108] in
[87] is
[63] permafrost
[52] #arctic

Top Words in Tweet in G7:
[249] the
[202] #permafrost
[137] of
[112] in
[105] to
[92] a
[82] and
[65] is
[59] #arctic
[59] permafrost

Top Words in Tweet in G8:
[99] #permafrost
[86] the
[70] to
[46] in
[40] is
[38] and
[37] of
[30] a
[24] #climatechange
[23] amp

Top Words in Tweet in G9:
[239] the
[152] #permafrost
[131] in
[129] of
[102] and
[94] to
[63] is
[62] a
[53] #arctic
[38] this

Top Words in Tweet in G10:
[45] #permafrost
[36] the
[26] thisisbam
[21] single
[20] us'
[20] for
[19] to
[18] a
[18] 'restore
[17] new

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1583] in,the
[1136] of,the
[635] the,#permafrost
[554] climate,change
[550] the,arctic
[483] del,#permafrost
[440] thawing,#permafrost
[393] to,the
[385] of,#permafrost
[376] the,#arctic

Top Word Pairs in Tweet in G1:
[369] in,the
[326] the,#permafrost
[240] #climatechange,#climatecrisis
[233] what,happens
[229] of,the
[228] #permafrost,thaws
[226] when,the
[225] happens,when
[216] #climate,#climateemergency
[216] thaws,#climatechange

Top Word Pairs in Tweet in G2:
[372] in,the
[320] of,the
[162] the,arctic
[155] climate,change
[151] thawing,#permafrost
[110] the,#arctic
[102] to,the
[95] #permafrost,is
[92] the,#permafrost
[89] of,#permafrost

Top Word Pairs in Tweet in G3:
[348] in,the
[237] of,the
[123] at,the
[118] #permafrost,thaw
[114] of,#permafrost
[108] the,arctic
[103] for,the
[102] #climatechange,#permafrost
[92] del,#permafrost
[91] to,the

Top Word Pairs in Tweet in G4:
[45] in,the
[33] of,the
[21] for,the
[20] in,der
[19] #permafrost,in
[18] in,den
[16] der,#permafrost
[16] from,the
[13] the,swiss
[11] in,#permafrost

Top Word Pairs in Tweet in G5:
[19] in,the
[14] of,the
[10] der,#permafrost
[8] in,der
[7] to,the
[7] the,#permafrost
[7] #permafrost,taut
[6] in,die
[6] timmermanseu,vsinkevicius
[6] #permafrost,und

Top Word Pairs in Tweet in G6:
[32] in,the
[29] of,the
[23] #permafrost,thaw
[19] the,#permafrost
[17] the,arctic
[16] of,#permafrost
[15] thawing,#permafrost
[14] big,thaw
[14] #permafrost,is
[14] the,#arctic

Top Word Pairs in Tweet in G7:
[41] in,the
[34] of,the
[22] the,#arctic
[19] thawing,#permafrost
[19] the,arctic
[14] of,#permafrost
[12] #arctic,#permafrost
[11] to,the
[11] #climatechange,#permafrost
[11] #permafrost,thaw

Top Word Pairs in Tweet in G8:
[10] in,the
[7] of,the
[7] check,out
[6] #permafrost,is
[6] climate,change
[5] the,#permafrost
[5] the,world
[5] #climateacademy,#groundedinsolutions
[4] thawing,#permafrost
[4] to,learn

Top Word Pairs in Tweet in G9:
[38] in,the
[20] of,the
[20] #permafrost,thaw
[18] of,#permafrost
[17] the,#arctic
[16] the,arctic
[10] in,our
[9] check,out
[8] melting,of
[7] to,the

Top Word Pairs in Tweet in G10:
[18] 'restore,us'
[14] #permafrost,permafrostmusic
[14] new,single
[13] thisisbam,roheggda
[10] roheggda,philphyne
[7] single,'restore
[7] the,new
[6] for,the
[6] by,#permafrost
[6] save,stream

Top Replied-To
Top Replied-To in Entire Graph:
@queenofpeat
@pcarterclimate
@ecowarriorss
@reuters
@gratefulholden
@terliwetter
@eliotjacobson
@margomezh
@weatherprof

Top Replied-To in G1:
@therealdaphne
@cavousf5
@efeverde
@kachelmann
@robschneider
@cdion

Top Replied-To in G2:
@ecowarriorss
@reuters
@terliwetter
@pcarterclimate
@danmiller999
@weatherprof
@krvast
@leodicaprio
@eliotjacobson

Top Replied-To in G3:
@queenofpeat
@jeopardy
@melaniebergma18
@geotraces
@studentofwhim
@grosse_guido
@nasajpl
@big_nickel
@mapalljohn
@fen_fatale

Top Replied-To in G4:
@derspiegel
@siseneviratne
@slab_epfl
@klimaschutzja
@gaudenzf
@srfnews
@stress_driven
@davepetley
@martinvetterli
@marlenejweiss

Top Replied-To in G5:
@vquaschning
@kachelmann
@vonderleyen
@raimondo6311
@lazid1957
@jdinho10
@ulfposh
@maltekaufmann
@gbnews
@nigelbagshaw

Top Replied-To in G6:
@depsecdef
@skynews
@grist
@jeremybloom
@kuacfmtv
@deptofdefense
@arcticcouncil
@joshtpm
@davemcglinchey

Top Replied-To in G7:
@coloradostateu
@archillect
@undarkmag
@dseux
@samgontier
@virginiemartin_
@huetsylvestre
@pierrebonnet
@estherbenbassa
@nordic_news

Top Replied-To in G8:
@queenofpeat
@who
@justintrudeau
@benfogle
@pierrepoilievre
@klimavoracht
@alkkari_t
@serola
@gretathunberg
@asher_wolf

Top Replied-To in G9:
@jlcasal
@gottliebwkeller
@claudiacapitan2
@imrankhanpti
@arjunsharma_86
@indian_rivers
@mckinsey
@mikarantane

Top Mentioned
Top Mentioned in Entire Graph:
@awi_media
@awi_de
@alejandrosanz
@greenpeace_esp
@youtube
@nsf
@_oscience
@lfdcesmas
@csuatmossci

Top Mentioned in G1:
@noticias_tierra
@alejandrosanz
@gngagritech
@afp
@eudatanewshub
@studylife2499
@insightspoint

Top Mentioned in G2:
@_oscience
@copernicuseu
@natgeo
@copernicusecmwf
@physorg_com
@gretathunberg
@yalee360
@wired
@nature
@newyorker

Top Mentioned in G3:
@awi_media
@awi_de
@nsf
@csuatmossci
@youtube
@nunataryuk
@ipapermafrost
@pyrn_official
@cpa_acp

Top Mentioned in G4:
@slfdavos
@wsl_research
@permosch
@unifr
@queenofpeat
@uniinnsbruck
@epflenac
@eth
@derspiegel
@unil

Top Mentioned in G5:
@timmermanseu
@c_lindner
@cducsubt
@vonderleyen
@fridayforfuture
@svenjaschulze68
@vsinkevicius
@eskensaskia
@climate

Top Mentioned in G6:
@woodwellclimate
@dimagnaysky
@woodwellarctic
@hksarctic
@skynews
@thenasciences
@chrislinder
@theaudaciousprj
@belfercenter

Top Mentioned in G7:
@sciencealert
@cbcnews
@cnn
@scitechdaily1
@agu_eos
@nasajpl
@theagu
@barentsnews
@eurekalert
@physorg_com

Top Mentioned in G8:
@pleistocenepark
@benfogle
@kremlinrussia_e
@bbcradio4
@channel5_tv
@unep
@justintrudeau
@artede
@eu_commission
@royalsociety

Top Mentioned in G9:
@arcticcouncil
@arcticsciencej
@amap_arctic
@cbsnews
@washingtonpost
@bbc_future
@canjearthsci
@arcticinstitute
@susan_nerberg

Top Mentioned in G10:
@thisisbam
@permafrostmusic
@roheggda
@philphyne
@thisismaps
@theacademyofsun
@shauna_ummagma
@theseaatmidnig1
@shamelesspr_
@bigtakeovermag

Top Tweeters
Top Tweeters in Entire Graph:
@zazoomblog
@threadreaderapp
@titrespresse
@telesurtv
@independent
@loupo85
@inabster
@daily_express
@elespectador
@indiatoday

Top Tweeters in G1:
@zazoomblog
@titrespresse
@indiatoday
@agenparl
@schestowitz
@pink1963dsw
@twimmercom
@bonsoirmichel
@hubertdemeulder
@laizet2

Top Tweeters in G2:
@independent
@loupo85
@reuters
@business
@rcrockett
@darylgibson
@thesun
@markplackett1
@safetypindaily
@wavetop

Top Tweeters in G3:
@excelsior
@irishtimes
@lau68951920
@globeandmail
@albi2103
@vancouversun
@scieducation1
@ottawacitizen
@domferlet
@yahoonews

Top Tweeters in G4:
@derspiegel
@armandvervaeck
@ru_rbc
@karmageddon67
@rainmaker1973
@srfnews
@nzz
@arminwolf
@tagesanzeiger
@verdadbahiense

Top Tweeters in G5:
@welt
@k3vk4
@dailymailuk
@franknied
@ntvde
@kachelmann
@pdr2002
@newshour
@parents4future
@angela_3110_

Top Tweeters in G6:
@threadreaderapp
@skynews
@theeconomist
@france24_en
@joshtpm
@earthaccounting
@kitson
@theagenda
@sammwittings
@heritage

Top Tweeters in G7:
@daily_express
@archillect
@cnn
@cbcnews
@coyotegulch
@thenextweb
@theatlantic
@newrepublic
@gizmodo
@cgtnamerica

Top Tweeters in G8:
@ndtv
@cnnnews18
@timesofindia
@asher_wolf
@glynmoody
@zerohedge
@the_hindu
@news18india
@copperbronzed
@benking01

Top Tweeters in G9:
@washingtonpost
@cbsnews
@detous
@vrtnws
@ai6yrham
@knack
@mark3ds
@jlcasal
@nesquik1962
@nivedita_him

Top Tweeters in G10:
@antonnewcombe
@zachmoonshine
@shauna_ummagma
@luchandolibre
@shamelesspr_
@amandastock1
@amersongwriter
@judith_fisher
@granderockcom
@regal_radio


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