#permafrost, Twitter, 10/24/2019 5:25:46 PM, 214109


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#permafrost Twitter NodeXL SNA Map and Report for torstai, 24 lokakuuta 2019 at 17.19 UTC
#permafrost Twitter NodeXL SNA Map and Report for torstai, 24 lokakuuta 2019 at 17.19 UTC
From:
mihkal
Uploaded on:
October 24, 2019
Short Description:
#permafrost via NodeXL http://bit.ly/3432kvJ
@gretathunberg
@mandyrudenc
@katzyna
@nsidc
@uplaradio
@infopointa
@noaa
@carociudadana
@glaciareslibres
@bprokurica

Top hashtags:
#permafrost
#climatechange
#mineria
#arctic
#methane
#alaska
#co2
#gold
#siberia
#carbon

Description:
Description
The graph represents a network of 503 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 Thursday, 24 October 2019 at 17:21 UTC.

The tweets in the network were tweeted over the 8-day, 21-hour, 37-minute period from Tuesday, 15 October 2019 at 18:25 UTC to Thursday, 24 October 2019 at 16:03 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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[6] https://codigooculto.com/2019/10/siberia-crater-puerta-al-inframundo-se-ha-abierto-y-crece-cada-ano-sin-parar/
[5] http://edytem.univ-savoie.fr
[5] https://www.independent.co.uk/environment/melting-permafrost-arctic-carbon-emissions-study-a9166321.html
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41558-019-0592-8
[4] https://www.nature.com/articles/s41558-019-0592-8
[4] https://www.nationalgeographic.com/science/2019/10/climate-change-finally-caught-up-to-this-alaska-village/
[4] https://www.independent.co.uk/news/long_reads/climate-change-refugees-siberia-permafrost-melt-a9146616.html
[4] https://twitter.com/PYRN_official/status/1186156418585563136
[3] https://phys.org/news/2019-10-emissions-arctic-permafrost-carbon-source.html
[3] https://www.cbc.ca/news/technology/permafrost-climate-change-1.5330144

Top URLs in Tweet in G1:
[1] https://www.smithsonianmag.com/smart-news/expanse-badlands-opens-bison-first-time-150-years-180973377/
[1] https://news.mongabay.com/2019/10/why-is-europe-rewilding-with-water-buffalo/
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=9423b420-f682-11e9-9d25-31eeccf2fe60&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMC0xOC9ydXNzaWEtcy10aGF3aW5nLXBlcm1hZnJvc3QtbWF5LWNvc3QtZWNvbm9teS0yLTMtYmlsbGlvbi1hLXllYXI=
[1] https://www.washingtonpost.com/graphics/2019/national/climate-environment/climate-change-siberia/
[1] https://www.theguardian.com/world/2019/oct/19/dam-collapses-at-siberian-gold-mine
[1] https://www.daserste.de/information/reportage-dokumentation/dokus/videos/klimafluch-und-klimaflucht-video-102.html

Top URLs in Tweet in G2:
[1] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019JF005060
[1] https://eos.org/editor-highlights/permafrost-thaws-rapidly-as-arctic-river-flooding-increases
[1] https://nsidc.org/cryosphere/frozenground/methane.html
[1] https://www.climate.gov/news-features/understanding-climate/new-report-highlights-alaska%E2%80%99s-last-five-years-dramatic-climate
[1] https://www.bloomberg.com/news/articles/2019-10-18/russia-s-thawing-permafrost-may-cost-economy-2-3-billion-a-year?srnd=economics-vp
[1] https://trib.al/EBoPgUE
[1] https://science.apa.at/rubrik/natur_und_technik/CO2-Bilanz_der_Permafrostregion_duerfte_ins_Negative_gekippt_sein/SCI_20191022_SCI39391351451269916
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=a24568f0-f682-11e9-9936-0d8e4c0d1843&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMC0xOC9ydXNzaWEtcy10aGF3aW5nLXBlcm1hZnJvc3QtbWF5LWNvc3QtZWNvbm9teS0yLTMtYmlsbGlvbi1hLXllYXI=
[1] https://kaltwetter.de/methanbrunnen-sibirien-apokalypse/

Top URLs in Tweet in G3:
[3] https://www.independent.co.uk/news/long_reads/climate-change-refugees-siberia-permafrost-melt-a9146616.html
[2] https://www.yaleclimateconnections.org/2019/06/permafrost-is-thawing-rapidly-how-much-should-we-worry/
[2] https://www.unioviedo.es/reunido/index.php/RCG/issue/view/1146/showToc
[2] https://www.cbc.ca/news/technology/permafrost-climate-change-1.5330144
[1] https://www.spiegel.de/international/world/climate-change-melting-permafrost-imperils-arctic-residents-a-1290453.html
[1] https://www.awi.de/ueber-uns/service/presse-detailansicht/presse/unter-dem-arktischen-meeresboden-brodelt-es.html
[1] https://www.ecowatch.com/siberia-sea-boiling-methane-2640900862.html?rebelltitem=2#rebelltitem2
[1] https://www.themoscowtimes.com/2019/10/18/russias-thawing-permafrost-may-cost-economy-23-billion-a-year-a67800
[1] https://polarkreisportal.de/permafrost-taut-palsa-krater-in-der-finnmarksvidda
[1] https://teespring.com/manual-camera-lens-tshirts

Top URLs in Tweet in G4:
[4] https://twitter.com/PYRN_official/status/1186156418585563136
[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://jobs.exeter.ac.uk/hrpr_webrecruitment/wrd/run/ETREC107GF.open?VACANCY_ID=366233QUUc&WVID=3817591jNg&LANG=USA

Top URLs in Tweet in G5:
[1] http://whrc.org/whrc-to-lead-critical-arctic-climate-research-thanks-to-new-gordon-and-betty-moore-foundation-funding/
[1] https://phys.org/news/2019-10-emissions-arctic-permafrost-carbon-source.html
[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://phys.org/news/2019-10-climate-mercury-contamination.html

Top URLs in Tweet in G6:
[1] https://www.nessc.nl/cofund/vacancies-available-projects/
[1] https://www.facebook.com/1214589889/posts/10214785086360131/

Top URLs in Tweet in G7:
[2] https://twitter.com/DavidLWindt/status/1186651940895252482
[2] https://twitter.com/InfopointA/status/1176777231756070912
[1] https://twitter.com/ClimateBen/status/1166130268706693125?s=19
[1] https://www.vice.com/en_asia/article/7xgdgq/nine-countries-most-threatened-by-climate-change-crisis-disaster-hazard-all-asia-report-finds
[1] https://e360.yale.edu/features/what_would_a_global_warming_increase_15_degree_be_like
[1] https://www.sciencedirect.com/topics/earth-and-planetary-sciences/water-scarcity
[1] https://twitter.com/ClimateBen/status/1171532384912592896?s=19
[1] https://www.sciencedirect.com/science/article/abs/pii/S0959378099000175
[1] https://news.stanford.edu/news/2012/june/earth-tipping-point-060712.html
[1] https://news.berkeley.edu/2012/06/06/scientists-uncover-evidence-of-impending-tipping-point-for-earth/

Top URLs in Tweet in G8:
[1] https://www.cbc.ca/news/technology/permafrost-climate-change-1.5330144
[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

Top URLs in Tweet in G9:
[1] https://scilogs.spektrum.de/klimalounge/der-globale-co2-anstieg-die-fakten-und-die-bauernfaengertricks/
[1] https://scilogs.spektrum.de/klimalounge/ist-die-erderwaermung-vorbei/
[1] https://www.dailymail.co.uk/news/article-7567175/Scientists-endorse-mass-civil-disobedience-force-climate-action.html
[1] https://www.kfw.de/stories/umwelt/klimawandel/interaktive-weltkarte-klimawandel-co2-emissionen/?kfwmc=kom.social-paid.twitter.stories19.lookalike%7Cumwelt.promoted-tweet%7Ckw4219%7Cdt%7Car%7Ckarte&wt_cc1=trend&wt_cc2=artikel

Top URLs in Tweet in G10:
[3] https://www.nationalgeographic.com/science/2019/10/climate-change-finally-caught-up-to-this-alaska-village/
[3] https://www.independent.co.uk/environment/melting-permafrost-arctic-carbon-emissions-study-a9166321.html
[1] https://www.nationalgeographic.com/environment/2019/08/arctic-permafrost-is-thawing-it-could-speed-up-climate-change-feature/

Top Domains
Top Domains in Tweet in Entire Graph:
[36] twitter.com
[10] nature.com
[10] co.uk
[6] codigooculto.com
[6] nationalgeographic.com
[5] univ-savoie.fr
[4] phys.org
[4] spiegel.de
[3] cbc.ca
[3] bloomberg.com

Top Domains in Tweet in G1:
[1] smithsonianmag.com
[1] mongabay.com
[1] bloomberg.com
[1] washingtonpost.com
[1] theguardian.com
[1] daserste.de

Top Domains in Tweet in G2:
[2] bloomberg.com
[1] wiley.com
[1] eos.org
[1] nsidc.org
[1] climate.gov
[1] trib.al
[1] apa.at
[1] kaltwetter.de

Top Domains in Tweet in G3:
[10] twitter.com
[3] co.uk
[3] vocaroo.com
[2] arcus.org
[2] yaleclimateconnections.org
[2] unioviedo.es
[2] sciencemag.org
[2] cbc.ca
[1] spiegel.de
[1] awi.de

Top Domains in Tweet in G4:
[4] twitter.com
[1] nature.com
[1] ac.uk

Top Domains in Tweet in G5:
[2] phys.org
[1] whrc.org
[1] nature.com

Top Domains in Tweet in G6:
[1] nessc.nl
[1] facebook.com

Top Domains in Tweet in G7:
[11] twitter.com
[2] vice.com
[2] sciencedirect.com
[1] yale.edu
[1] stanford.edu
[1] berkeley.edu
[1] oregonstate.edu

Top Domains in Tweet in G8:
[1] cbc.ca
[1] nature.com

Top Domains in Tweet in G9:
[2] spektrum.de
[1] co.uk
[1] kfw.de

Top Domains in Tweet in G10:
[4] nationalgeographic.com
[3] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[308] permafrost
[92] climatechange
[76] mineria
[59] arctic
[36] methane
[32] alaska
[25] co2
[24] gold
[21] siberia
[19] carbon



Top Hashtags in Tweet in G1:
[75] mineria
[27] climatechange
[24] gold
[21] permafrost
[3] russia
[2] ukraine
[2] siberia
[1] periglacial
[1] rewilding
[1] conservationoptimism

Top Hashtags in Tweet in G2:
[51] permafrost
[13] climatechange
[11] arctic
[8] alaska
[8] glaciers
[3] co2
[1] klimawandel
[1] globalwarming
[1] climatecrisis
[1] actonclimate

Top Hashtags in Tweet in G3:
[46] permafrost
[12] climatechange
[8] arctic
[6] climatecrisis
[5] methane
[5] siberia
[4] climateemergency
[4] klimawandel
[4] climate
[3] globalwarming

Top Hashtags in Tweet in G4:
[17] permafrost
[12] arctic
[6] alaska
[2] nailedit
[2] crrel
[2] fieldwork
[2] dreamteam
[2] soilscience
[2] microbiology
[2] atigunpass

Top Hashtags in Tweet in G5:
[18] permafrost
[13] carbon
[3] arctic
[2] co2
[2] emissions
[1] lifeofascientsist
[1] polarisproject19
[1] research
[1] sciencetwitter
[1] data

Top Hashtags in Tweet in G6:
[21] methane
[21] permafrost
[2] climate

Top Hashtags in Tweet in G7:
[21] permafrost
[11] climatechange
[9] siberia
[8] refugees
[8] arctic
[5] microbes
[5] co2
[5] greenland
[4] nematodes
[4] soils

Top Hashtags in Tweet in G8:
[5] co2
[3] permafrost
[2] climatechange
[1] ghg
[1] peatland
[1] criticalzone
[1] freezethaw
[1] redoxcycles
[1] carboncycle

Top Hashtags in Tweet in G9:
[4] permafrost
[3] methan
[1] methane
[1] kfwstories
[1] klimawandel
[1] co2

Top Hashtags in Tweet in G10:
[7] permafrost
[4] climatechange
[4] climate
[3] alaska
[3] arctic
[2] actonclimate
[1] newtok
[1] climateaction
[1] co2

Top Words
Top Words in Tweet in Entire Graph:
[197] Words in Sentiment List#1: Positive
[349] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[14591] Non-categorized Words
[15137] Total Words
[466] #permafrost
[136] #climatechange
[103] more
[83] gretathunberg
[80] 10

Top Words in Tweet in G1:
[118] #permafrost
[82] gretathunberg
[75] ministro
[75] #mineria
[75] bprokurica
[75] rechazó
[75] aprobar
[75] proyecto
[75] original
[75] pretendía

Top Words in Tweet in G2:
[72] more
[51] #permafrost
[34] amp
[32] thawing
[32] russia
[28] permafrost
[27] #climatechange
[27] billion
[22] carbon
[22] one

Top Words in Tweet in G3:
[46] #permafrost
[12] #climatechange
[8] #arctic
[7] thawing
[6] #climatecrisis
[6] media
[5] #methane
[5] much
[4] carbon
[4] siberia

Top Words in Tweet in G4:
[28] #permafrost
[24] data
[13] arcticpermafrst
[13] shows
[13] release
[13] net
[12] #arctic
[12] winter
[12] flux
[12] tough

Top Words in Tweet in G5:
[19] #permafrost
[14] #carbon
[14] emissions
[14] shows
[14] natureclimate
[13] arctic
[12] rising
[12] turning
[12] source
[12] research

Top Words in Tweet in G6:
[32] available
[21] interested
[21] biogeosciences
[21] still
[21] several
[21] phd
[21] positions
[21] apply
[21] oct
[21] #methane

Top Words in Tweet in G7:
[25] #permafrost
[21] gt
[19] melting
[18] climateben
[15] #arctic
[12] #climatechange
[12] people
[11] warming
[10] ocean
[10] climate

Top Words in Tweet in G8:
[28] climate
[21] change
[15] fereidoun
[15] rezanezhad
[15] #permafrost
[13] nature
[13] paper
[13] co
[13] authored
[13] #climatechange

Top Words in Tweet in G9:
[4] #permafrost
[3] welt
[3] #methan
[2] luisamneubauer
[2] dailymailuk
[2] scientistsx
[2] xrlondon
[2] charliejgardner
[2] jksteinberger
[2] science

Top Words in Tweet in G10:
[9] #permafrost
[5] thawing
[5] independent
[4] #climatechange
[4] carbon
[4] #climate
[4] scientists
[4] permafrost
[3] #alaska
[3] natgeo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[76] ministro,#mineria
[76] #mineria,bprokurica
[76] bprokurica,rechazó
[76] rechazó,aprobar
[76] aprobar,proyecto
[76] proyecto,original
[76] original,pretendía
[76] pretendía,preservar
[76] preservar,glaciares
[76] glaciares,excepción

Top Word Pairs in Tweet in G1:
[75] ministro,#mineria
[75] #mineria,bprokurica
[75] bprokurica,rechazó
[75] rechazó,aprobar
[75] aprobar,proyecto
[75] proyecto,original
[75] original,pretendía
[75] pretendía,preservar
[75] preservar,glaciares
[75] glaciares,excepción

Top Word Pairs in Tweet in G2:
[16] thawing,#permafrost
[16] billion,year
[16] russia,thawing
[15] #permafrost,cost
[15] cost,russia
[15] russia,billion
[15] year,permafrost
[15] permafrost,covers
[15] covers,more
[15] more,half

Top Word Pairs in Tweet in G3:
[4] thawing,#permafrost
[4] vatican,media
[3] #climatechange,#climatecrisis
[2] greenhouse,gas
[2] #permafrost,#arctic
[2] due,thawing
[2] media,#sínodoamazónico
[2] #permafrost,#thawing
[2] #thawing,#rapidly
[2] #rapidly,much

Top Word Pairs in Tweet in G4:
[12] #arctic,winter
[12] winter,flux
[12] flux,data
[12] data,tough
[12] tough,collect
[12] collect,therefore
[12] therefore,rare
[12] rare,synthesis
[12] synthesis,led
[12] led,arcticpermafrst

Top Word Pairs in Tweet in G5:
[12] rising,emissions
[12] emissions,turning
[12] turning,arctic
[12] arctic,#permafrost
[12] #permafrost,#carbon
[12] #carbon,source
[12] source,research
[12] research,shows
[12] shows,natureclimate
[2] science,#permafrost

Top Word Pairs in Tweet in G6:
[21] interested,biogeosciences
[21] biogeosciences,still
[21] phd,positions
[21] #methane,cycle
[21] cycle,#permafrost
[21] #permafrost,#climate
[21] #climate,change
[16] still,several
[16] several,phd
[16] positions,available

Top Word Pairs in Tweet in G7:
[13] melting,#permafrost
[10] #arctic,ocean
[8] #permafrost,#siberia
[8] #siberia,creating
[8] creating,#climatechange
[8] #climatechange,#refugees
[8] #refugees,idea
[8] idea,warming
[8] warming,brings
[8] brings,disasters

Top Word Pairs in Tweet in G8:
[21] climate,change
[15] fereidoun,rezanezhad
[13] nature,climate
[13] paper,co
[13] co,authored
[8] coverage,recent
[8] recent,nature
[8] change,paper
[8] authored,uwaterloo's
[8] uwaterloo's,dr

Top Word Pairs in Tweet in G9:
[3] #methan,#permafrost
[2] scientistsx,xrlondon
[2] xrlondon,charliejgardner
[2] charliejgardner,jksteinberger

Top Word Pairs in Tweet in G10:
[3] thawing,#permafrost
[3] #climate,nightmare
[3] nightmare,scientists
[3] scientists,estimate
[3] estimate,million
[3] million,metric
[3] metric,tons
[3] tons,carbon
[3] carbon,released
[3] released,annually

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@bprokurica
@glaciareslibres
@glaciares_ong
@greenpeacecl
@business
@nesscresearch
@natureclimate
@arcticpermafrst
@agu_eos

Top Mentioned in G1:
@gretathunberg
@bprokurica
@glaciareslibres
@glaciares_ong
@greenpeacecl
@mongabay
@katzyna
@jeremy_hance
@350
@aoc

Top Mentioned in G2:
@business
@agu_eos
@noaa
@noaaclimate
@bokuvienna

Top Mentioned in G3:
@_oscience

Top Mentioned in G4:
@arcticpermafrst
@thomas_douglas
@pyrn_official
@robynbarbato

Top Mentioned in G5:
@natureclimate
@woodsholeresctr
@moorefound
@belfercenter
@physorg_com

Top Mentioned in G6:
@nesscresearch

Top Mentioned in G7:
@climateben
@marlenejweiss
@co2_earth
@noaa
@paulhbeckwith

Top Mentioned in G8:
@uwaterloo
@gwfutures
@water_institute
@tu_muenchen

Top Mentioned in G9:
@luisamneubauer
@welt
@dailymailuk
@scientistsx
@xrlondon
@charliejgardner
@jksteinberger
@parents4future

Top Mentioned in G10:
@independent
@natgeo
@phoeb0
@sejorg
@natgeoscience

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@independent
@4prina
@ginniasa
@john1966olsen
@g8zazzle
@billnigh
@business
@sandi_childs
@albertarabbit

Top Tweeters in G1:
@4prina
@ginniasa
@sandi_childs
@catalina_valpo
@tates5a
@turkiantof
@emgfind
@lablanchfanny
@noadanioz
@gemmarooney10

Top Tweeters in G2:
@john1966olsen
@business
@mahanthanut
@heis_tswvlis
@bluesake
@terliwetter
@wildaboutsussex
@short_straw
@brookssista1
@agu_eos

Top Tweeters in G3:
@g8zazzle
@billnigh
@matthew_barlow
@nikeskywalker
@__joos__
@_lemoog_
@sanmiguelillo
@_oscience
@phototelegram
@csisrussia

Top Tweeters in G4:
@phosphoria31
@japalian7
@civiltalker
@thawing_muskox
@brayaw
@greenlandicesmb
@frans_jan
@pyrn_official
@tomparker136
@thomas_douglas

Top Tweeters in G5:
@ajem_mx
@physorg_com
@qualityisarul3
@physorg_space
@beeleltina
@serrgv
@kkennakamura
@jaajuha
@bnf75
@jennifrancoise

Top Tweeters in G6:
@msmjetten
@satoshikw1
@betsyswanner
@mokrobial
@gtrubl
@daanspeth
@8695clo
@xtremevirusprof
@carolineslomp
@anttijrissanen1

Top Tweeters in G7:
@cecalli_helper
@sz
@revengecat
@paulhbeckwith
@titathetitanium
@allanseymour1
@climateben
@littlebirdsteph
@davidlwindt
@usmagn

Top Tweeters in G8:
@uwaterloo
@water_institute
@tu_muenchen
@carstenwmueller
@uw_ecohydrology
@gwfutures
@taylormaavara
@homakrp
@parkerjasmin
@gmaavara

Top Tweeters in G9:
@welt
@dailymailuk
@parents4future
@jksteinberger
@bmi_bund
@quintusdias79
@kfw
@dremilygrossman
@xrlondon
@rahmstorf

Top Tweeters in G10:
@independent
@genghisgalahad2
@sejorg
@loufreshwater
@natgeo
@therockyfiles
@valentinasos
@natgeoscience
@climateleaf
@ehsanrizvi


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