The graph represents a network of 4,632 Twitter users whose recent tweets contained "#Arctic", 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 Monday, 18 March 2019 at 18:20 UTC.
The tweets in the network were tweeted over the 9-day, 19-hour, 9-minute period from Friday, 08 March 2019 at 22:43 UTC to Monday, 18 March 2019 at 17:53 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
Vertices : 4632
Unique Edges : 6866
Edges With Duplicates : 1830
Total Edges : 8696
Self-Loops : 1013
Reciprocated Vertex Pair Ratio : 0.0278902384165542
Reciprocated Edge Ratio : 0.0542669584245077
Connected Components : 574
Single-Vertex Connected Components : 328
Maximum Vertices in a Connected Component : 3468
Maximum Edges in a Connected Component : 7259
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.575512
Graph Density : 0.000319568620123677
Modularity : 0.724205
NodeXL Version : 1.0.1.409
Top URLs in Tweet in Entire Graph:
[228] https://sites.uci.edu/zlabe/arctic-sea-ice-figures/ [85] https://climatism.blog/2019/03/13/polar-bear-habitat-update-abundant-sea-ice-across-the-arctic-even-in-the-barents-sea-climatism/ [43] https://www.ecowatch.com/arctic-un-report-2631610465.html [26] https://www.theguardian.com/environment/2019/mar/13/arctic-temperature-rises-must-be-urgently-tackled-warns-un [20] https://twitter.com/euscienceinnov/status/1100682244723757056 [17] https://emmabbooks.com/the-worst-journey-in-the-world-by-john-r-mckay/ [16] http://polarbearsinternational.org/news/article-climate-change/blueprint-for-climate-action/ [14] http://www.grida.no/publications [14] https://thebarentsobserver.com/en/industry-and-energy/2019/03/russia-expands-lifetime-existing-nuclear-icebreakers-predicts-sharp#.XIe5f_yOGpA.twitter [13] https://www.theguardian.com/environment/2019/mar/13/arctic-temperature-rises-must-be-urgently-tackled-warns-un?CMP=share_btn_tw Top URLs in Tweet in G1:
[6] https://www.unenvironment.org/news-and-stories/press-release/3-5degc-temperature-rise-now-locked-arctic [4] https://nunatsiaq.com/stories/article/shaken-and-shocked-nunavut-muslims-reach-out-after-n-z-mosque-massacre/ [4] http://marine.copernicus.eu/ocean-monitoring-indicators-acidity/ [4] https://fas.org/sgp/crs/misc/R41153.pdf [3] https://arctic-council.org/index.php/en/our-work2/8-news-and-events/506-sao-ruka-2019-3 [3] http://www.rcinet.ca/eye-on-the-arctic/2019/03/13/canada-is-testing-drones-for-arctic-surveillance/ [3] https://sites.uci.edu/zlabe/arctic-sea-ice-figures/ [3] https://www.theguardian.com/environment/2019/mar/13/arctic-temperature-rises-must-be-urgently-tackled-warns-un [3] https://www.ts.fi/mielipiteet/aliot/4506761/Alio+Arktinen+yhteistyo+yllapitanyt+arktisten+valtioiden+keskinaista+luottamusta [3] https://www.scmp.com/comment/insight-opinion/united-states/article/2189206/arctic-ambitions-china-russia-and-now-us-need Top URLs in Tweet in G2:
[208] https://sites.uci.edu/zlabe/arctic-sea-ice-figures/ [5] https://www.bbc.co.uk/news/science-environment-47485847 [4] https://www.the-cryosphere.net/13/815/2019/ [4] https://www.cbc.ca/news/canada/north/arctic-warming-locked-in-1.5056548?__vfz=medium%3Dsharebar [3] https://cimr.eu/cimrex_6 [2] https://sites.uci.edu/zlabe/arctic-temperatures/ [2] https://onlinelibrary.wiley.com/doi/10.1111/gcb.14574 [2] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2018EF001088 [2] https://www.theguardian.com/environment/2019/mar/13/arctic-temperature-rises-must-be-urgently-tackled-warns-un [1] https://worldview.earthdata.nasa.gov/?p=arctic&l=MODIS_Aqua_CorrectedReflectance_Bands721(hidden),MODIS_Terra_CorrectedReflectance_Bands721(hidden),MODIS_Terra_CorrectedReflectance_Bands367(hidden),VIIRS_SNPP_CorrectedReflectance_BandsM11-I2-I1(hidden),VIIRS_SNPP_CorrectedReflectance_BandsM3-I3-M11(hidden),VIIRS_SNPP_CorrectedReflectance_TrueColor(hidden),MODIS_Aqua_CorrectedReflectance_TrueColor,MODIS_Terra_CorrectedReflectance_TrueColor(hidden),Graticule(hidden),Reference_Labels(hidden),Reference_Features(hidden),Coastlines(hidden)&t=2019-03-13-T00:00:00Z&z=3&v=510537.37147979956,-942774.7730223739,1302331.0056805098,-562342.6753400015 Top URLs in Tweet in G3:
[6] https://www.theguardian.com/environment/2019/mar/13/arctic-temperature-rises-must-be-urgently-tackled-warns-un [5] https://www.poandpo.com/in-sickness-and-health/antibiotic-resistant-superbug-genes-from-india-found-in-arctic-422019361 [5] https://www.poandpo.com/ [5] https://www.theguardian.com/environment/2019/mar/13/arctic-temperature-rises-must-be-urgently-tackled-warns-un?CMP=share_btn_tw [5] https://twitter.com/CBCAlerts/status/1106253340260880384 [4] http://www.expedadventure.com/product/hardangervidda-3days/ [4] https://horizon-magazine.eu/article/what-keeps-arctic-scientists-awake-night.html [4] https://www.cbc.ca/news/technology/climate-change-arctic-felt-south-1.4410138 [4] http://www.unenvironment.org/news-and-stories/press-release/3-5degc-temperature-rise-now-locked-arctic [3] https://www.cbc.ca/news/canada/north/arctic-warming-locked-in-1.5056548?__vfz=medium%3Dsharebar Top URLs in Tweet in G4:
[11] https://thebarentsobserver.com/en/industry-and-energy/2019/03/russia-expands-lifetime-existing-nuclear-icebreakers-predicts-sharp#.XIe5f_yOGpA.twitter [10] http://www.grida.no/publications [6] https://www.cambridge-news.co.uk/news/local-news/youth-strike-climate-change-cambridge-15977780?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar [3] https://thebarentsobserver.com/en/arctic/2019/03/eu143-billion-investments-needed-northern-sea-route#.XI_Hrzsw6SM.twitter [3] https://publications.parliament.uk/pa/cm201719/cmselect/cmenvaud/2069/206902.htm [3] http://www.rcinet.ca/eye-on-the-arctic/2019/03/14/the-arctic-locked-in-for-3-to-5-c-temperature-rise-un-report-warns/ [3] https://sites.uci.edu/zlabe/arctic-sea-ice-figures/ [3] https://thebarentsobserver.com/en/civil-society-and-media/2019/03/russias-new-military-internet-be-supported-arctic-cable [3] https://jamestown.org/program/russia-claims-total-military-superiority-in-the-arctic/ [2] https://www.tandfonline.com/doi/abs/10.1080/14650045.2019.1580267?journalCode=fgeo20 Top URLs in Tweet in G5:
[7] http://www.rcinet.ca/eye-on-the-arctic/2019/03/12/carnival-corporation-ships-switch-to-cleaner-fuel-on-arctic-cruises/ [7] https://www.theguardian.com/environment/2019/mar/13/arctic-temperature-rises-must-be-urgently-tackled-warns-un [3] https://maritime-executive.com/article/expedition-ship-boom-continues?fb_ref=WDMHbK3J9h-Twitter&utm_source=Twitter&utm_medium=ShareButton&utm_campaign=GetSocial [2] https://www.stand.earth/latest/protecting-the-arctic/carnival%E2%80%99s-cruise-pollution/carnival-corporation-makes-bombshell-claim [2] https://maritime-executive.com/corporate/nvent-raychem-launches-anti-icing-system-for-decks-and-walkways?fb_ref=83SJNinz4I-Twitter&utm_source=Twitter&utm_medium=ShareButton&utm_campaign=GetSocial [2] https://twitter.com/CBCAlerts/status/1106253340260880384 [2] https://www.cbc.ca/news/canada/north/nwt-premier-oil-gas-symposium-1.5054654 [1] https://www.stripes.com/news/new-arctic-defense-strategy-expected-to-zero-in-on-concerns-about-china-1.572772#.XI_V6Iau03E.twitter [1] https://www.tradewindsnews.com/passengerships/1716646/carnival-fuels-confusion-over-its-arctic-bunkers [1] https://oilprice.com/?utm_source=tw&utm_medium=tw_repost Top URLs in Tweet in G6:
[84] https://climatism.blog/2019/03/13/polar-bear-habitat-update-abundant-sea-ice-across-the-arctic-even-in-the-barents-sea-climatism/ [19] https://twitter.com/euscienceinnov/status/1100682244723757056 [7] https://climatism.blog/2019/01/25/climate-dud-predictions-ice-free-arctic-prophesies-by-the-97-consensus-and-compliant-mainstream-media/ [4] https://www.globalresearch.ca/contesting-the-arctic-railway/5671442?platform=hootsuite [3] https://realclimatescience.com/2019/03/arctic-ice-still-refuses-to-melt-as-ordered-2/ [2] https://twitter.com/ICE_ARMADA/status/1105567311065423873 [1] http://ocean.dmi.dk/arctic/meant80n.uk.php [1] https://sites.uci.edu/zlabe/arctic-sea-ice-figures/ [1] https://climatism.blog/2018/09/23/the-greenland-hockey-stick/ [1] https://climatism.blog/2018/04/24/the-arctic-ground-zero-for-anthropogenic-hubris-and-climate-change-hysteria/ Top URLs in Tweet in G8:
[5] https://sites.uci.edu/zlabe/arctic-sea-ice-figures/ [4] https://www.theguardian.com/environment/2019/mar/13/arctic-temperature-rises-must-be-urgently-tackled-warns-un [2] https://phys.org/news/2019-03-arctic-widespread-impacts.html [2] https://www.theguardian.com/environment/2019/mar/13/arctic-temperature-rises-must-be-urgently-tackled-warns-un?CMP=share_btn_tw [2] https://twitter.com/pauledawson/status/1104349864958271488 [2] https://insideclimatenews.org/news/18072017/alaska-arctic-national-wildlife-refuge-anwr-oil-drilling-leases-congress-budget [2] https://www.labroots.com/trending/earth-and-the-environment/14243/arctic-winters-bring-rain-instead-snow [1] https://eos.org/articles/modern-warming-is-undoing-millennia-of-arctic-ice-cover#.XIUaKIkLU9w.twitter [1] https://dielinde.online/3365/auftauende-arktische-permafrostboeden-eine-der-groessten-umweltgefahren/ [1] https://www.truthdig.com/articles/the-arctic-ocean-could-soon-be-ice-free/ Top URLs in Tweet in G9:
[3] https://twitter.com/ArcticEcology/status/1106987625221640192 [2] http://GreatWhiteCon.info/2019/03/the-2019-maximum-arctic-sea-ice-extent/#Mar-13 [1] https://www.stthomastimesjournal.com/entertainment/music/calgary-composer-vincent-hos-juno-nominated-composition-inspired-by-environmental-science-inuit-culture/wcm/fab8f23d-1f6d-461a-8152-94c290abd7fa [1] https://www.sciencenews.org/article/bering-sea-ice-disappearing-arctic-ecosystems?tgt=nr [1] https://nsidc.org/arcticseaicenews/2019/03/ho-hum-february-it-may-be-unless-we-speak-of-the-bering-sea/ [1] https://www.searcharcticscience.org/arctic-2050/conference-2019 [1] https://www.nrcresearchpress.com/eprint/f5dNas4VZiIaAnxp2KrR/full [1] http://www.unenvironment.org/news-and-stories/press-release/3-5degc-temperature-rise-now-locked-arctic [1] https://emploisfp-psjobs.cfp-psc.gc.ca/psrs-srfp/applicant/page1800?poster=1261126 [1] https://bfgo.org/opportunity/index.jsp#arctic2019 Top URLs in Tweet in G10:
[1] https://indivisibleventura.org/2019/03/13/wed-3-13-deadline-on-comments-for-the-arctic-is-tonight-take-10-minutes-and-write/ Top Domains
Top Word Pairs in Tweet in Entire Graph:
[546] arctic,ice [324] ice,extent [232] during,last [231] 40,years [230] last,40 [228] changes,annual [228] annual,arctic [228] extent,left [228] left,volume [228] volume,right Top Word Pairs in Tweet in G1:
[135] senior,arctic [102] arctic,officials [89] arctic,council [62] plenary,meeting [49] finnish,chairmanship [43] officials,meeting [37] thermosteric,sealevelrise [34] ruka,saos [34] iqaluit,nunavut [33] week's,senior Top Word Pairs in Tweet in G2:
[270] arctic,ice [265] ice,extent [211] during,last [208] changes,annual [208] annual,arctic [208] extent,left [208] left,volume [208] volume,right [208] right,during [208] last,40 Top Word Pairs in Tweet in G3:
[14] temperature,rise [13] rise,arctic [12] now,locked [11] climatechange,globalwarming [11] arctic,temperatures [11] temperatures,now [11] now,inevitable [10] check,out [10] climatechange,arctic [10] arctic,climatechange Top Word Pairs in Tweet in G4:
[38] arctic,station [34] arctic,science [34] want,know [30] arctic_office,ny [30] ny,alesund [29] bbcr4today,arctic_office [29] bas,remote [29] remote,sensing [27] nercscience,arctic [24] marthakearney,talks Top Word Pairs in Tweet in G5:
[194] bombshell,claim [193] made,bombshell [188] standearth,breaking [182] tradewindsnews,stopped [182] stopped,burning [182] burning,heavyfueloil [179] breaking,carnivalplc [179] carnivalplc,made [179] claim,today's [179] today's,tradewindsnews Top Word Pairs in Tweet in G6:
[98] ice,free [84] polar,bear [84] bear,habitat [84] habitat,update [84] update,abundant [84] abundant,ice [84] ice,arctic [84] arctic,even [84] even,barents [78] jwspry,arctic Top Word Pairs in Tweet in G7:
[145] fridaysforfuture,comes [145] comes,sub [145] sub,arctic [145] arctic,oulu [144] kevin_mcgwin,fridaysforfuture [2] book,worth [2] worth,updating [2] updating,think [2] think,arctic [2] happened,today Top Word Pairs in Tweet in G8:
[33] arctic,ice [25] climatechange,arctic [25] arctic,refuge [25] ice,cover [24] cover,norwegian [23] new,science [23] science,study [23] study,variations [23] variations,ice [23] norwegian,shrinkage Top Word Pairs in Tweet in G9:
[23] climatechange,arctic [20] canadian,arctic [19] excited,talk [19] talk,climatechange [19] arctic,uwinnipeg [19] uwinnipeg,tomorrow [19] tomorrow,come [19] come,out [19] out,polarbears [19] polarbears,ice Top Word Pairs in Tweet in G10:
[214] 3,13 [107] wed,3 [107] 13,urgent [107] urgent,action [107] action,required [107] required,deadline [107] deadline,comments [107] comments,arctic [107] arctic,tonight [107] tonight,3 Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
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Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: