#arctic climate, Twitter, 8/21/2019 10:41:12 AM, 207475


FAQ | Problem?

#arctic climate_2019-08-21_03-30-41.xlsx
#arctic climate_2019-08-21_03-30-41.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
August 21, 2019
Short Description:
#arctic climate via NodeXL http://bit.ly/2NnaQ3C
@zlabe
@marieannconinsx
@natgeo
@pmagn
@environtwitbot
@greatwhiteness
@andyoz2
@stabzy_rehab
@brownuresearch
@brdemuth

Top hashtags:
#arctic
#climate
#climatechange
#alaska
#antarctic
#models
#climatecrisis

Description:
Description
The graph represents a network of 985 Twitter users whose recent tweets contained "#arctic climate", 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, 21 August 2019 at 10:32 UTC.

The tweets in the network were tweeted over the 9-day, 3-hour, 7-minute period from Monday, 12 August 2019 at 07:08 UTC to Wednesday, 21 August 2019 at 10:16 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 : 985
Unique Edges : 1409
Edges With Duplicates : 163
Total Edges : 1572
Self-Loops : 129
Reciprocated Vertex Pair Ratio : 0.0140324963072378
Reciprocated Edge Ratio : 0.0276766205389658
Connected Components : 124
Single-Vertex Connected Components : 42
Maximum Vertices in a Connected Component : 617
Maximum Edges in a Connected Component : 1077
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.792813
Graph Density : 0.00141657381040815
Modularity : 0.812212
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[22] https://www.nationalgeographic.com/environment/2019/08/arctic-permafrost-is-thawing-it-could-speed-up-climate-change-feature/
[11] http://commondreams.org/news/2019/08/13/crazy-scientists-alarmed-lightning-near-north-pole-seen-latest-sign-climate
[7] https://www.nationalgeographic.com/adventure/2019/08/how-climate-change-is-setting-the-stage-for-the-new-arctic-cold-war-feature/
[5] https://www.theguardian.com/world/2019/aug/12/greenland-residents-traumatised-by-climate-emergency?CMP=Share_iOSApp_Other
[4] https://www.independent.co.uk/environment/arctic-ice-melt-alaska-ice-free-climate-change-a9044466.html
[4] https://www.climate.gov/news-features/featured-images/2017-arctic-report-card-sea-ice-melting-unprecedented-least-1500-years
[4] https://sites.uci.edu/zlabe/arctic-sea-ice-figures/
[4] https://www.theguardian.com/world/2019/aug/12/greenland-residents-traumatised-by-climate-emergency?CMP=share_btn_tw
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fnature10581
[3] https://advances.sciencemag.org/content/5/8/eaax1157

Top URLs in Tweet in G1:
[4] https://www.climate.gov/news-features/featured-images/2017-arctic-report-card-sea-ice-melting-unprecedented-least-1500-years
[4] https://sites.uci.edu/zlabe/arctic-sea-ice-figures/
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fnature10581
[1] https://www.nature.com/articles/nature10581

Top URLs in Tweet in G2:
[11] https://www.nationalgeographic.com/environment/2019/08/arctic-permafrost-is-thawing-it-could-speed-up-climate-change-feature/
[5] https://www.nationalgeographic.com/adventure/2019/08/how-climate-change-is-setting-the-stage-for-the-new-arctic-cold-war-feature/
[2] https://www.theguardian.com/environment/2018/mar/02/arctic-spring-is-starting-16-days-earlier-than-a-decade-ago-study-shows?CMP=share_btn_tw
[2] http://rpujolviven.blogspot.com/2016/03/spring-in-february.html
[1] https://markets.businessinsider.com/news/1028390054
[1] http://rpujolviven.blogspot.com/2017/03/temperature-and-survival.html
[1] https://thinkprogress.org/alaska-hottest-december-1e4effce0ad1/
[1] http://rpujolviven.blogspot.com/2014/01/will-global-cooling-be-arriving.html
[1] http://www.washingtonpost.com/news/energy-environment/wp/2018/02/05/the-arctic-is-full-of-toxic-mercury-and-climate-change-is-going-to-release-it/?tid=ss_tw-amp
[1] http://rpujolviven.blogspot.com/2015/03/the-fossil-co2-is-going-out-permafrost.html

Top URLs in Tweet in G3:
[1] https://twitter.com/i/events/1163410817867370497
[1] https://www.independent.co.uk/environment/alaska-arctic-ice-waters-climate-change-warmest-ever-a9044016.html

Top URLs in Tweet in G4:
[1] http://trove.nla.gov.au/newspaper/article/3250523

Top URLs in Tweet in G5:
[1] https://www.newyorker.com/news/dispatch/when-the-soviet-union-freed-the-arctic-from-capitalist-slavery
[1] https://www.dw.com/en/germanys-maas-tours-canadas-melting-arctic/a-50036234
[1] https://www.eurekalert.org/pub_releases/2019-08/uog-cwn080719.php
[1] https://www.nationalgeographic.com/environment/2019/08/how-abrupt-permafrost-thaw-threatens-arctic-feature/

Top URLs in Tweet in G6:
[3] https://www.hydro-international.com/content/news/polarstern-departs-for-the-arctic-conducting-research-at-the-deep-sea-observatory-hausgarten
[3] https://www.nationalgeographic.com/environment/2019/08/arctic-permafrost-is-thawing-it-could-speed-up-climate-change-feature/
[2] https://www.theguardian.com/world/2019/aug/12/arctic-wildfires-smoke-cloud?CMP=share_btn_tw
[2] https://www.independent.co.uk/environment/arctic-weather-forecast-latest-climate-change-thunder-lightning-north-pole-a9055241.html
[2] https://www.nationalgeographic.com/adventure/2019/08/how-climate-change-is-setting-the-stage-for-the-new-arctic-cold-war-feature/
[1] https://www.nytimes.com/2019/08/09/business/iceland-ice-melt-global-warming-climate-change.html
[1] https://www.theguardian.com/world/2019/aug/12/greenland-residents-traumatised-by-climate-emergency
[1] https://www.theguardian.com/world/2019/aug/12/greenland-residents-traumatised-by-climate-emergency?CMP=Share_iOSApp_Other
[1] https://weather.com/news/news/2019-08-11-unusual-lightning-detected-near-north-pole
[1] https://twitter.com/UE/status/1159931171775700993

Top URLs in Tweet in G7:
[2] https://climatism.blog/2019/01/25/climate-dud-predictions-ice-free-arctic-prophesies-by-the-97-consensus-and-compliant-mainstream-media/
[1] https://climatism.blog/2018/09/14/icebreaker-encounters-most-difficult-arctic-ice-conditions-in-15-years/
[1] https://climatism.blog/2019/01/25/cli
[1] https://www.bbc.co.uk/news/science-environment-49295051

Top URLs in Tweet in G8:
[4] https://www.independent.co.uk/environment/arctic-ice-melt-alaska-ice-free-climate-change-a9044466.html
[3] https://www.theguardian.com/world/2019/aug/12/greenland-residents-traumatised-by-climate-emergency?CMP=Share_iOSApp_Other
[2] https://arcticwwf.org/work/climate/
[2] https://amloceanographic.com/case-studies/climate-change-metrecx/
[1] https://www.arctic-relations.info/in-the-library
[1] https://oaarchive.arctic-council.org/handle/11374/2353
[1] https://twitter.com/ZLabe/status/1163628710118875136
[1] https://www.theguardian.com/society/ng-interactive/2019/aug/12/life-on-thin-ice-mental-health-at-the-heart-of-the-climate-crisis
[1] https://twitter.com/arctic_today/status/1158915662565138435

Top URLs in Tweet in G9:
[1] https://climate.nasa.gov/news/2902/nasa-studies-how-arctic-wildfires-change-the-world/
[1] https://twitter.com/dori_talknation/status/1162377970851418114
[1] https://go.nasa.gov/2MfqGxi
[1] https://www.ndtv.com/india-news/maharashtra-discusses-climate-change-in-disaster-preparedness-review-2084769
[1] https://twitter.com/climateguyw/status/1161711035340001280
[1] https://www.nytimes.com/2019/08/09/business/iceland-ice-melt-global-warming-climate-change.html
[1] https://twitter.com/climateguyw/status/1161049950375030785
[1] https://thegroundtruthproject.org/link-texas-arctic-combat-climate-change/

Top URLs in Tweet in G10:
[1] http://www.aquaticgeochemistry.ca/phd-scholarship-modelling-of-the-aquatic-carbon-cycle-of-northern-lakes/

Top Domains
Top Domains in Tweet in Entire Graph:
[38] nationalgeographic.com
[22] theguardian.com
[17] twitter.com
[13] co.uk
[12] commondreams.org
[7] climate.gov
[6] blogspot.com
[5] nature.com
[5] vice.com
[5] dw.com

Top Domains in Tweet in G1:
[4] nature.com
[4] climate.gov
[4] uci.edu

Top Domains in Tweet in G2:
[17] nationalgeographic.com
[6] blogspot.com
[4] theguardian.com
[1] businessinsider.com
[1] thinkprogress.org
[1] washingtonpost.com
[1] vice.com
[1] dezeen.com
[1] insideclimatenews.org

Top Domains in Tweet in G3:
[1] twitter.com
[1] co.uk

Top Domains in Tweet in G4:
[1] gov.au

Top Domains in Tweet in G5:
[1] newyorker.com
[1] dw.com
[1] eurekalert.org
[1] nationalgeographic.com

Top Domains in Tweet in G6:
[9] nationalgeographic.com
[4] theguardian.com
[4] twitter.com
[3] hydro-international.com
[2] nytimes.com
[2] co.uk
[1] weather.com
[1] eos.org
[1] commondreams.org
[1] wordpress.com

Top Domains in Tweet in G7:
[4] climatism.blog
[1] co.uk

Top Domains in Tweet in G8:
[4] theguardian.com
[4] co.uk
[2] arcticwwf.org
[2] twitter.com
[2] amloceanographic.com
[1] arctic-relations.info
[1] arctic-council.org

Top Domains in Tweet in G9:
[3] twitter.com
[2] nasa.gov
[1] ndtv.com
[1] nytimes.com
[1] thegroundtruthproject.org

Top Domains in Tweet in G10:
[1] aquaticgeochemistry.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[788] arctic
[89] climate
[75] climatechange
[74] alaska
[70] antarctic
[67] models
[64] climatecrisis
[37] globalwarming
[29] permafrost
[26] carbon



Top Hashtags in Tweet in G1:
[200] arctic
[2] climate
[1] actonclimate
[1] climatechange
[1] energy
[1] cdnpoli
[1] climatestrike
[1] greennewdeal
[1] panelsnotpipelines

Top Hashtags in Tweet in G2:
[90] arctic
[11] permafrost
[11] climatechange
[10] siberian
[10] alaskan
[9] globalwarming
[5] thawing
[4] climate
[3] environment
[1] sundaystills

Top Hashtags in Tweet in G3:
[70] arctic
[65] alaska
[65] antarctic
[65] models
[4] ripice
[4] globalwarming

Top Hashtags in Tweet in G4:
[53] arctic
[48] climatecrisis
[3] climate
[1] scam

Top Hashtags in Tweet in G5:
[5] arctic
[2] german
[1] envhist

Top Hashtags in Tweet in G6:
[44] arctic
[17] climate
[13] climatechange
[4] iceland
[4] actonclimate
[4] globalwarming
[3] lightning
[3] plastic
[3] climatecrisis
[3] climateemergency

Top Hashtags in Tweet in G7:
[25] arctic
[16] plastic
[4] climatechange
[3] seaice
[3] dudpredictions
[2] climatism
[2] auspol
[2] cdnpoli
[1] climatecrisis
[1] science

Top Hashtags in Tweet in G8:
[26] arctic
[5] dyk
[4] climate
[4] alaska
[4] melting
[4] climatechange
[3] greenland
[1] climateemergency
[1] indigenouspeoples
[1] canada

Top Hashtags in Tweet in G9:
[25] arctic
[5] texas
[5] wednesdayafternoon
[5] climateactiin
[4] mondaymorning
[4] climateemergency
[3] mondayafternoon
[3] heatwave
[2] climate
[1] energytransition

Top Hashtags in Tweet in G10:
[22] phd
[22] lake
[22] carbon
[22] arctic

Top Words
Top Words in Tweet in Entire Graph:
[790] Words in Sentiment List#1: Positive
[830] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[29289] Non-categorized Words
[30909] Total Words
[993] #arctic
[651] ice
[322] years
[319] over
[308] arctic

Top Words in Tweet in G1:
[200] #arctic
[198] summer
[198] ice
[198] over
[198] 500
[196] reconstruction
[196] late
[196] extent
[196] approximately
[196] last

Top Words in Tweet in G2:
[113] #arctic
[97] natgeo
[52] arctic
[46] project
[44] story
[41] #climatechange
[36] great
[35] issue
[31] published
[31] special

Top Words in Tweet in G3:
[135] ice
[130] free
[70] #arctic
[66] summer
[65] alaska
[65] s
[65] waters
[65] now
[65] scientists
[65] warn

Top Words in Tweet in G4:
[96] ice
[58] #climate
[53] #arctic
[53] experts
[53] money
[48] called
[48] #climatecrisis
[48] crack
[48] changing
[48] goal

Top Words in Tweet in G5:
[96] many
[52] climate
[52] #arctic
[51] ice
[48] floating
[48] coast
[48] book
[48] things
[48] beings
[48] whales

Top Words in Tweet in G6:
[44] #arctic
[17] #climate
[13] #climatechange
[10] arctic
[9] climate
[7] ice
[7] change
[4] #iceland
[4] future
[4] countries

Top Words in Tweet in G7:
[49] #arctic
[48] harm
[32] plastics
[32] report
[32] climate
[28] #climatechange
[26] arctic
[25] jwspry
[25] #dudpredictions
[24] 2013

Top Words in Tweet in G8:
[34] #arctic
[26] ice
[17] snow
[14] update
[13] climate
[13] read
[12] water
[12] more
[11] change
[11] arctic

Top Words in Tweet in G9:
[25] #arctic
[13] more
[12] reading
[11] extreme
[10] 3
[10] read
[9] fires
[8] warming
[8] re
[8] gretathunberg

Top Words in Tweet in G10:
[44] new
[44] funded
[22] fully
[22] #phd
[22] position
[22] group
[22] studying
[22] #lake
[22] #carbon
[22] cycling

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[275] #arctic,ice
[208] ice,extent
[202] reconstruction,late
[202] late,summer
[202] summer,#arctic
[202] extent,over
[202] over,approximately
[202] approximately,last
[202] last,1
[202] 1,500

Top Word Pairs in Tweet in G1:
[198] #arctic,ice
[196] reconstruction,late
[196] late,summer
[196] summer,#arctic
[196] ice,extent
[196] extent,over
[196] over,approximately
[196] approximately,last
[196] last,1
[196] 1,500

Top Word Pairs in Tweet in G2:
[31] #arctic,project
[31] project,published
[31] published,natgeo
[31] natgeo,special
[31] special,arctic
[31] arctic,issue
[21] natgeo,story
[16] issue,great
[16] great,writing
[16] writing,neilshea13

Top Word Pairs in Tweet in G3:
[130] ice,free
[65] alaska,s
[65] s,waters
[65] waters,now
[65] now,ice
[65] free,scientists
[65] scientists,warn
[65] warn,catches
[65] catches,surprise
[65] surprise,75yrs

Top Word Pairs in Tweet in G4:
[48] called,#climatecrisis
[48] #climatecrisis,experts
[48] experts,crack
[48] crack,changing
[48] changing,goal
[48] goal,posts
[48] posts,#arctic
[48] #arctic,ice
[48] ice,annually
[48] annually,over

Top Word Pairs in Tweet in G5:
[48] floating,coast
[48] coast,book
[48] book,many
[48] many,things
[48] things,beings
[48] beings,whales
[48] whales,climate
[48] climate,capitalists
[48] capitalists,ice
[48] ice,many

Top Word Pairs in Tweet in G6:
[5] climate,change
[3] #arctic,#climate
[3] #arctic,#climatechange
[3] north,pole
[2] #iceland,s
[2] #arctic,wildfires
[2] wildfires,spew
[2] spew,soot
[2] soot,smoke
[2] smoke,cloud

Top Word Pairs in Tweet in G7:
[17] #auspol,#cdnpoli
[16] plastics,everywhere
[16] everywhere,report
[16] report,#plastic
[16] #plastic,#arctic
[16] #arctic,snow
[16] snow,along
[16] along,report
[16] report,tomheapmedia
[16] tomheapmedia,countryfile

Top Word Pairs in Tweet in G8:
[11] climate,change
[7] know,amap_arctic
[7] amap_arctic,released
[7] released,update
[7] update,2017
[7] 2017,snow
[7] snow,water
[7] water,ice
[7] ice,permafrost
[7] permafrost,#arctic

Top Word Pairs in Tweet in G9:
[8] extreme,temperature
[8] temperature,diary
[5] 1,3
[5] 3,although
[5] although,re
[5] re,3
[5] 3,000
[5] 000,miles
[5] miles,climatic
[5] climatic,worlds

Top Word Pairs in Tweet in G10:
[22] new,fully
[22] fully,funded
[22] funded,#phd
[22] #phd,position
[22] position,group
[22] group,studying
[22] studying,#lake
[22] #lake,#carbon
[22] #carbon,cycling
[22] cycling,#arctic

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@natgeo
@brownuresearch
@neilshea13
@jwspry
@chimieul
@uwaterloo
@crsng_nserc
@craigawelch
@tomheapmedia
@craigbennett3

Top Mentioned in G1:
@zlabe

Top Mentioned in G2:
@natgeo
@neilshea13
@craigawelch
@guggfellows
@pulitzercenter
@quarriersadie
@sleen3
@katieorlinsky
@stimson_easia
@amap_arctic

Top Mentioned in G5:
@brownuresearch
@natgeo

Top Mentioned in G7:
@jwspry
@tomheapmedia
@craigbennett3
@revkin
@sierraclub
@twicetoo2
@electroversenet

Top Mentioned in G8:
@amap_arctic
@amlocean
@watsonse1
@arcticrelations
@_arctic_circle
@wwf_arctic
@arcticcouncil

Top Mentioned in G9:
@gretathunberg
@climateguyw
@nasaclimate
@utaustin
@joshdr83
@natgeo
@mjvinas
@sejorg
@wmo
@sunitanar

Top Mentioned in G10:
@chimieul
@uwaterloo
@crsng_nserc

Top Tweeters
Top Tweeters in Entire Graph:
@dgendvil
@yymods
@guardian
@cberrl
@markplackett1
@ronaldjhelzenga
@ken_crichlow
@alaskarebel
@rog_2
@burnettcynthia

Top Tweeters in G1:
@dgendvil
@ken_crichlow
@rhonda_harbison
@burritojustice
@meddy52
@toxicpath
@bagaluesunab
@saucedbysally
@ryanlcooper
@neonheretic

Top Tweeters in G2:
@yymods
@guardian
@ronaldjhelzenga
@annaanthro
@robinmacnab
@oinonio
@tomlevenson
@rmojomojito1
@rpujolvives
@chaplinscourage

Top Tweeters in G3:
@allan_crawshaw
@faully33
@noadanioz
@amongstwits
@ranumpowerplay
@pmagn
@jimprall
@gravitydynamic
@mariansmedley
@saleemulhuq

Top Tweeters in G4:
@davidmatheson27
@carbongate
@marcdandad
@thx113812
@wellldoyou
@mpaperoga
@andyoz2
@theretroexec
@bajanbetty
@paolo_arcaro

Top Tweeters in G5:
@arkadivanovich
@radicallysoft
@lainnafader
@niche_canada
@surlybassey
@patseagal
@jayjamescarter
@heidihutner
@roguechieftan
@shafrhistorians

Top Tweeters in G6:
@digitaljournal
@vinepsychic
@diabeticcyborgg
@pdjmoo
@edieangelo
@gumptionology
@michellemacewan
@klanierca
@rashmeerl
@metjeffuk

Top Tweeters in G7:
@rog_2
@sierraclub
@jwspry
@environtwitbot
@ljtcu
@dghdavies
@revkin
@paulster50
@hendongooner
@gw_emily

Top Tweeters in G8:
@tabithastevens8
@edrormba
@nancyfordephoto
@mtlseb
@lily_oh_lily_
@amandanicole487
@drschelter
@ranchouniverso
@alaskawild
@ijitsiaq

Top Tweeters in G9:
@dwatchnews
@kelisia
@sejorg
@noahsarkcrew
@thegentyyc
@greatlakespeck
@climateguyw
@therockyfiles
@utaustin
@sunfloweraction

Top Tweeters in G10:
@izabela_jasiak
@uwaterloo
@nserc_crsng
@droneale
@nadineborduas
@crsng_nserc
@alexgelle
@edeeyto
@mbjlindsay
@mp_heb


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.