arctic (climate OR ice OR sea OR temperature), Twitter, 12/8/2020 6:33:03 PM, 242943
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arctic (climate OR ice OR sea OR temperature) Twitter NodeXL SNA Map and Report for tiistai, 08 joul
arctic (climate OR ice OR sea OR temperature) Twitter NodeXL SNA Map and Report for tiistai, 08 joul
View an interactive version of this graph (experimental)
From:
mihkal
Uploaded on:
December 08, 2020
Short Description:
arctic (climate OR ice OR sea OR temperature) via NodeXL https://bit.ly/33WMDZn
@zlabe
@ecowarriorss
@maximebernier
@pauledawson
@nsidc
@nywolforg
@tdnoble44
@aussiejackie
@jwspry
@jaggermickoz

Top hashtags:
#arctic
#climatechange
#climateaction
#climate

Description:
Description
The graph represents a network of 12 137 Twitter users whose recent tweets contained "arctic (climate OR ice OR sea OR temperature)", 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 Tuesday, 08 December 2020 at 17:32 UTC.

The tweets in the network were tweeted over the 9-day, 3-hour, 3-minute period from Sunday, 29 November 2020 at 13:06 UTC to Tuesday, 08 December 2020 at 16:09 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 : 12137
Unique Edges : 16167
Edges With Duplicates : 3280
Total Edges : 19447
Number of Edge Types : 5
Tweet : 2359
Retweet : 10222
MentionsInRetweet : 3680
Replies to : 785
Mentions : 2401
Self-Loops : 2430
Reciprocated Vertex Pair Ratio : 0,0104193631892312
Reciprocated Edge Ratio : 0,0206238391084353
Connected Components : 1591
Single-Vertex Connected Components : 911
Maximum Vertices in a Connected Component : 8887
Maximum Edges in a Connected Component : 15929
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5,659493
Graph Density : 0,000105998431769055
Modularity : 0,752874
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 12 137 Twitter users whose recent tweets contained "arctic (climate OR ice OR sea OR temperature)", 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 Tuesday, 08 December 2020 at 17:32 UTC.

The tweets in the network were tweeted over the 9-day, 3-hour, 3-minute period from Sunday, 29 November 2020 at 13:06 UTC to Tuesday, 08 December 2020 at 16:09 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 : arctic (climate OR ice OR sea OR temperature)
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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[539] https://www.theglobeandmail.com/politics/article-retired-general-urges-rejection-of-chinese-takeover-of-arctic-gold/
[396] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html
[303] https://climate.copernicus.eu/surface-air-temperature-november-2020
[263] https://www.commondreams.org/news/2020/12/07/huge-victory-polar-bears-and-our-climate-court-rejects-trump-approval-offshore
[203] https://www.theguardian.com/world/2020/aug/07/canadian-ice-shelf-area-bigger-than-manhattan-collapses-due-to-rising-temperatures?CMP=share_btn_tw
[175] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[160] https://www.independent.co.uk/environment/arctic-temperatures-november-2020-climate-change-b1761690.html
[145] https://twitter.com/SierraClub/status/1333776969901731844
[126] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html?smid=tw-share
[110] https://trib.al/XKYWcsF

Top URLs in Tweet in G1:
[195] https://climate.copernicus.eu/surface-air-temperature-november-2020
[166] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[89] http://www.karstenhaustein.com/climate
[83] https://sites.uci.edu/zlabe/arctic-sea-ice-figures/
[81] https://climate.nasa.gov/vital-signs/ice-sheets/
[63] https://sites.uci.edu/zlabe/arctic-temperatures/
[53] https://climate.nasa.gov/news/3046/arctic-animals-movement-patterns-are-shifting-in-different-ways-as-the-climate-changes/
[36] http://www.carbonbrief.org/guest-post-piecing-together-arctic-sea-ice-history-1850
[28] http://journals.ametsoc.org/doi/10.1175/JCLI-D-17-0436.1
[23] http://nsidc.org/arcticseaicenews/2020/12/persistently-peculiar/

Top URLs in Tweet in G2:
[84] https://climate.copernicus.eu/surface-air-temperature-november-2020
[52] https://www.theatlantic.com/science/archive/2020/11/car-tires-pollution-microplastic/617216/?utm_source=twitter&utm_medium=social&utm_campaign=share
[31] https://www.bbc.com/future/article/20201130-climate-change-the-mystery-of-siberias-explosive-craters
[29] https://public.wmo.int/en/media/press-release/2020-track-be-one-of-three-warmest-years-record
[27] https://twitter.com/AlaskaWx/status/1332764024535126021?s=20
[24] https://www.bbc.com/future/article/20190612-the-poisons-released-by-melting-arctic-ice
[20] https://climate.copernicus.eu/sea-ice-cover-november-2020
[19] https://www.theguardian.com/world/2020/dec/03/trump-kick-starts-oil-drilling-licence-sales-in-arctic-refuge?CMP=share_btn_tw
[16] https://www.ipcc.ch/srocc/chapter/summary-for-policymakers/spm-a-observed-changes-and-impacts/
[16] https://twitter.com/WMO/status/1334803445321244675

Top URLs in Tweet in G3:
[44] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html?smid=tw-share
[38] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html
[27] https://theconversation.com/arctic-ocean-climate-change-is-flooding-the-remote-north-with-light-and-new-species-150157
[16] https://www.independent.co.uk/environment/climate-change/trump-arctic-refuge-oil-biden-b1765858.html
[14] https://www.rferl.org/a/russia-arctic-indigenous-peoples-losing-traditional-way-life-climate-change/30973726.html
[14] https://www.commondreams.org/news/2020/12/07/huge-victory-polar-bears-and-our-climate-court-rejects-trump-approval-offshore
[12] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html?referringSource=articleShare
[10] https://www.wired.com/story/beautiful-yet-unnerving-photos-of-the-arctic-getting-greener/
[10] https://climate.nasa.gov/news/3046/arctic-animals-movement-patterns-are-shifting-in-different-ways-as-the-climate-changes/
[8] https://climate.nasa.gov/news/3046/arctic-animals-movement-patterns-are-shifting-in-different-ways-as-the-climate-changes/?fbclid=IwAR3UhZcGAxWZ8SglkUrWnXH_1dFVvxWDfWziHJLZXifG5DMbAdo72J6FfSw

Top URLs in Tweet in G4:
[535] https://www.theglobeandmail.com/politics/article-retired-general-urges-rejection-of-chinese-takeover-of-arctic-gold/
[5] https://twitter.com/TomTSEC/status/1334183491530088448
[3] https://twitter.com/MikeHudema/status/1333052970762604548
[3] https://vancouversun.com/news/local-news/b-c-glaciers-38-per-cent-thicker-than-expected-surprising-study-finds
[1] https://twitter.com/JWSpry/status/1192755392465358848

Top URLs in Tweet in G5:
[14] https://tc.copernicus.org/articles/14/4323/2020/
[10] https://media.uottawa.ca/news/uottawas-jackie-dawson-awarded-2020-sshrc-impact-award-her-climate-change-research
[10] https://twitter.com/blackinmarsci/status/1333803045390467082
[8] https://arcticnetmeetings.ca/ac2020/register
[5] https://www.facebook.com/ArcticNetNCE/videos/222864529219611
[4] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html
[4] https://www.pnas.org/content/early/2020/11/24/2008901117?utm_source=hootsuite&utm_medium=twitter&utm_term=&utm_content=bf272f6b-647f-4dc8-a74d-60896d6b3079&utm_campaign=General
[3] https://eventmobi.com/ac2020/login?redirect=/ac2020/agenda/a97144bb-6d76-4c44-9a6c-227df6d332d2/7e946b3a-23ae-451e-9a54-93ce137b995e
[3] https://www.theasset.com/asia-connect/42309/rosneft-taps-singapores-trafigura-for-giant-arctic-project
[3] https://thebarentsobserver.com/en/climate-crisis/2020/11/top-official-what-arctic-climate-change-will-cost-russia

Top URLs in Tweet in G6:
[190] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html
[76] https://ir.shareaholic.com/e?a=1&u=https://www.commondreams.org/news/2020/12/07/huge-victory-polar-bears-and-our-climate-court-rejects-trump-approval-offshore%3Futm_campaign%3Dshareaholic%26utm_medium%3DSocial%26utm_source%3Dtwitter&r=1
[73] https://www.kxan.com/weather/weather-blog/new-study-shows-arctic-animals-adapting-to-climate-change/
[5] https://www.commondreams.org/news/2020/12/07/huge-victory-polar-bears-and-our-climate-court-rejects-trump-approval-offshore
[4] https://www.rawstory.com/2020/12/in-huge-victory-for-polar-bears-and-our-climate-court-rejects-trump-approval-of-offshore-drilling-project-in-arctic/
[4] https://twitter.com/AFP/status/1333626879136440322
[4] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html?smid=tw-share
[4] https://www.cbc.ca/news/canada/north/urgent-action-needed-on-arctic-ice-shelf-thaw-1.5817183
[4] https://choice.npr.org/index.html?origin=https://www.npr.org/2020/12/03/942052004/trump-administration-sets-last-minute-oil-lease-sale-for-arctic-wildlife-refuge
[2] https://www.vice.com/en/article/qvgjxw/more-people-are-falling-through-the-arctics-melting-ice-never-to-be-seen-again

Top URLs in Tweet in G7:
[62] https://www.cnn.com/2020/12/07/weather/november-2020-hottest-month-climate-intl/index.html
[51] https://www.euronews.com/2020/11/24/what-s-happening-in-the-arctic-greenland-and-antarctica
[3] https://www.cbsnews.com/news/climate-change-arctic-temperatures-warmer/
[3] https://www.alaskapublic.org/2020/12/07/federal-court-rejects-approval-for-hilcorps-liberty-project/
[2] https://trib.al/XKYWcsF
[1] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[1] https://climate.copernicus.eu/surface-air-temperature-november-2020
[1] https://guce.huffpost.com/consent?brandType=nonEU&lang=en-us&done=https%3A%2F%2Fwww%2Ehuffpost%2Ecom%2Fentry%2Ftrump%2Dalaska%2Drefuge%2Doil%2Dbiden%2Dadministration%5Fn%5F5fc90a0ac5b613828e32d6fc%3Fguccounter%3D1&gcrumb=q7KANV0=
[1] https://theconversation.com/siberia-heatwave-why-the-arctic-is-warming-so-much-faster-than-the-rest-of-the-world-141455?utm_source=twitter&utm_medium=bylinetwitterbutton
[1] https://insideclimatenews.org/news/03122020/arctic-national-wildlife-refuge-trump-administration-oil-lease-sale/?utm_source=twitter&utm_medium=social

Top URLs in Tweet in G8:
[53] https://www.bbc.co.uk/news/science-environment-55109092
[43] https://www.bloomberg.com/news/articles/2020-11-30/bofa-says-it-won-t-finance-oil-and-gas-exploration-in-the-arctic?utm_medium=social&utm_campaign=socialflow-organic&cmpid=socialflow-twitter-climate&utm_content=climate&utm_source=twitter
[38] https://www.independent.co.uk/environment/climate-change/bank-of-america-joins-all-other-big-us-banks-and-rules-out-financing-arctic-drilling-b1764514.html
[25] https://www.bloomberg.com/news/articles/2020-08-17/the-first-arctic-summer-without-ice-is-coming-in-just-15-years?utm_source=twitter&utm_campaign=socialflow-organic&cmpid=socialflow-twitter-climate&utm_medium=social&utm_content=climate
[21] https://www.bloomberg.com/news/articles/2020-12-03/trump-sets-january-6-auction-of-arctic-refuge-drilling-rights?utm_medium=social&utm_campaign=socialflow-organic&utm_content=climate&cmpid=socialflow-twitter-climate&utm_source=twitter
[15] https://climate.nasa.gov/news/3046/arctic-animals-movement-patterns-are-shifting-in-different-ways-as-the-climate-changes/
[15] https://www.independent.co.uk/environment/climate-change/trump-arctic-refuge-oil-biden-b1765858.html
[14] https://www.independent.co.uk/environment/climate-change/bank-of-america-joins-all-other-big-us-banks-and-rules-out-financing-arctic-drilling-b1764514.html?utm_content=Echobox&utm_medium=Social&utm_source=Twitter#Echobox=1606842722
[10] https://www.bbc.com/news/science-environment-55109092
[8] https://smos-diss.eo.esa.int/oads/access/collection/L3_SIT_Open/tree

Top URLs in Tweet in G9:
[97] https://trib.al/XKYWcsF
[41] https://www.defendthesacredalaska.org/
[30] https://www.flickr.com/photo.gne?short=jS2i3V
[29] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html?referringSource=articleShare
[18] https://www.rferl.org/a/russia-arctic-indigenous-peoples-losing-traditional-way-life-climate-change/30973726.html
[16] https://www.rawstory.com/2020/12/in-huge-victory-for-polar-bears-and-our-climate-court-rejects-trump-approval-of-offshore-drilling-project-in-arctic/?utm_source=dlvr.it&utm_medium=twitter
[13] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html
[5] https://www.nytimes.com/2020/12/07/climate/arctic-refuge-polar-bears.html?referringSource=articleShare
[5] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html?smid=tw-share
[5] https://www.washingtonpost.com/climate-environment/2020/11/16/arctic-refuge-drilling-trump/

Top URLs in Tweet in G10:
[132] https://twitter.com/SierraClub/status/1333776969901731844
[63] https://atmos.earth/arctic-national-wildlife-refuge-sacred-place-gwichin-the-frontline/
[27] https://twitter.com/NPR/status/1334516741565800450
[25] https://www.nytimes.com/2020/12/03/climate/arctic-refuge-lease-sales.html?smid=tw-share
[22] https://www.vice.com/en/article/qvgjxw/more-people-are-falling-through-the-arctics-melting-ice-never-to-be-seen-again
[19] https://www.wired.com/story/beautiful-yet-unnerving-photos-of-the-arctic-getting-greener/
[15] https://climatecrisis.house.gov/news/press-releases/climate-committee-dems-urge-president-and-outgoing-trump-officials-immediately
[6] https://act.sierraclub.org/actions/National?actionId=AR0301730
[4] https://www.cnn.com/2020/12/07/weather/november-2020-hottest-month-climate-intl/index.html
[4] https://www.youtube.com/watch?v=o5XqbZH6ckQ&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[824] twitter.com
[752] nytimes.com
[540] theglobeandmail.com
[455] iammarketingmedia.com
[423] co.uk
[334] copernicus.eu
[331] uci.edu
[329] theguardian.com
[274] nasa.gov
[270] commondreams.org

Top Domains in Tweet in G1:
[313] uci.edu
[195] copernicus.eu
[136] nasa.gov
[89] karstenhaustein.com
[67] twitter.com
[37] carbonbrief.org
[37] nsidc.org
[30] ametsoc.org
[23] noaa.gov
[22] wiley.com

Top Domains in Tweet in G2:
[105] copernicus.eu
[91] bbc.com
[74] twitter.com
[52] theatlantic.com
[29] wmo.int
[29] theguardian.com
[29] sciencemag.org
[23] youtube.com
[20] weforum.org
[18] ipcc.ch

Top Domains in Tweet in G3:
[127] nytimes.com
[87] twitter.com
[34] theconversation.com
[30] co.uk
[24] nasa.gov
[18] commondreams.org
[15] rferl.org
[14] washingtonpost.com
[13] blogspot.com
[12] youtube.com

Top Domains in Tweet in G4:
[535] theglobeandmail.com
[9] twitter.com
[3] vancouversun.com

Top Domains in Tweet in G5:
[16] twitter.com
[14] copernicus.org
[10] uottawa.ca
[9] arcticnetmeetings.ca
[5] facebook.com
[4] eventmobi.com
[4] nytimes.com
[4] pnas.org
[3] theasset.com
[3] thebarentsobserver.com

Top Domains in Tweet in G6:
[194] nytimes.com
[77] shareaholic.com
[73] kxan.com
[11] twitter.com
[5] rawstory.com
[5] commondreams.org
[4] cbc.ca
[4] npr.org
[2] vice.com
[2] washingtonpost.com

Top Domains in Tweet in G7:
[62] cnn.com
[51] euronews.com
[3] cbsnews.com
[3] alaskapublic.org
[2] huffpost.com
[2] trib.al
[1] uci.edu
[1] copernicus.eu
[1] theconversation.com
[1] insideclimatenews.org

Top Domains in Tweet in G8:
[130] co.uk
[113] bloomberg.com
[15] nasa.gov
[11] esa.int
[10] cbsnews.com
[10] bbc.com
[5] ejiltalk.org
[4] goo.gl
[4] euronews.com
[3] twitter.com

Top Domains in Tweet in G9:
[97] trib.al
[63] nytimes.com
[41] defendthesacredalaska.org
[30] flickr.com
[18] rferl.org
[16] rawstory.com
[5] washingtonpost.com
[3] sunset.com
[2] twitter.com
[2] sierraclub.org

Top Domains in Tweet in G10:
[164] twitter.com
[63] atmos.earth
[32] nytimes.com
[22] vice.com
[19] wired.com
[15] house.gov
[13] bloomberg.com
[7] sierraclub.org
[4] cnn.com
[4] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2635] arctic
[1064] climatechange
[546] climateaction
[535] climate
[509] climatecrisis
[436] adaptation
[406] antarctica
[367] environment
[347] carbondioxide
[347] climatescience



Top Hashtags in Tweet in G1:
[1250] arctic
[117] climatechange
[63] globalwarming
[58] seaice
[52] climatecrisis
[40] akwx
[40] dataviz
[32] climate
[30] mosaicexpedition
[26] climateemergency

Top Hashtags in Tweet in G2:
[368] arctic
[193] climatechange
[115] earthcapture
[105] climateaction
[102] c3s
[81] climate
[52] stateofclimate
[30] seaice
[23] globalwarming
[20] antarctic

Top Hashtags in Tweet in G3:
[73] arctic
[62] climatechange
[32] climate
[11] globalwarming
[10] ice
[7] news
[7] climateemergency
[7] climatecrisis
[7] science
[7] climateaction

Top Hashtags in Tweet in G4:
[22] cdnpoli
[1] climatechange
[1] globalcooling
[1] arctic

Top Hashtags in Tweet in G5:
[244] bimsrollcall
[242] blackinmarinescienceweek
[241] marine
[31] ac2020
[22] arctic
[13] climatechange
[12] blackunderthewater
[10] sshrcfunded
[10] sshrcimpact
[6] climateemergency

Top Hashtags in Tweet in G6:
[7] trumpisacompletefailure
[6] arctic
[4] climate
[4] botd
[4] thethingfromanotherworld
[2] polarbears
[2] trump
[2] drilling
[2] climatechange
[2] lastminutescrewamerica

Top Hashtags in Tweet in G7:
[63] climatecrisis
[54] climateemergency
[7] arctic
[3] rt
[2] actonclimate
[2] climate
[1] c3s
[1] climatechange
[1] climateaction
[1] protectthearctic

Top Hashtags in Tweet in G8:
[21] arctic
[7] climatechange
[6] climate
[6] climatecrisis
[5] peoplevsarcticoil
[5] actonclimate
[4] energy
[4] greennewdeal
[4] go100re
[2] dominoeffect

Top Hashtags in Tweet in G9:
[98] protectthearctic
[34] defendthesacred
[8] arcticnationalwildliferefuge
[5] wolves
[5] wolverines
[5] polarbears
[5] standwiththegwichin
[4] climatecrisis
[4] arctic
[3] standwithgwichin

Top Hashtags in Tweet in G10:
[119] protectthearctic
[70] standwiththegwichin
[26] actonclimate
[15] trumpstoxicteam
[11] climatecrisis
[11] climate
[8] articdrilling
[7] banking
[7] oil
[7] gas

Top Words
Top Words in Tweet in Entire Graph:
[11836] arctic
[5839] ice
[4948] climate
[4629] sea
[2753] #arctic
[2707] drilling
[2435] change
[2382] refuge
[2052] trump
[1741] oil

Top Words in Tweet in G1:
[1537] ice
[1456] sea
[1260] #arctic
[1023] arctic
[878] record
[808] november
[623] extent
[488] 2020
[454] month
[435] data

Top Words in Tweet in G2:
[741] arctic
[619] ice
[442] sea
[369] #arctic
[313] ocean
[274] record
[194] climate
[193] #climatechange
[185] average
[182] heat

Top Words in Tweet in G3:
[854] arctic
[431] ice
[265] climate
[242] sea
[128] oil
[127] change
[116] refuge
[92] polar
[92] gas
[90] trump

Top Words in Tweet in G4:
[536] sea
[535] south
[535] china
[527] arctic
[516] passage
[513] chinese
[513] communist
[513] party
[513] buying
[513] mining

Top Words in Tweet in G5:
[616] arctic
[548] change
[313] climate
[256] effects
[252] communities
[249] inuit
[248] ecccscitech
[246] postdoc
[245] dr
[245] emily

Top Words in Tweet in G6:
[577] refuge
[374] arctic
[285] drilling
[273] trump
[245] climate
[202] wildlife
[200] rights
[193] national
[190] january
[188] 60

Top Words in Tweet in G7:
[526] arctic
[433] drilling
[234] climate
[229] oil
[225] trump
[223] refuge
[219] wildlife
[218] polar
[216] bank
[216] america

Top Words in Tweet in G8:
[358] arctic
[141] drilling
[131] ice
[126] climate
[98] oil
[94] bank
[93] america
[93] financing
[90] sea
[84] temperature

Top Words in Tweet in G9:
[319] arctic
[205] refuge
[161] rights
[151] oil
[139] trump
[138] climate
[135] drilling
[123] administration
[121] leases
[119] january

Top Words in Tweet in G10:
[454] drilling
[332] arctic
[310] refuge
[294] climate
[153] banks
[147] risky
[144] major
[135] bank
[135] risk
[133] financial

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2620] sea,ice
[2058] climate,change
[1083] oil,gas
[1072] polar,bears
[1053] wildlife,refuge
[856] arctic,sea
[778] canadian,arctic
[748] arctic,refuge
[729] arctic,national
[729] national,wildlife

Top Word Pairs in Tweet in G1:
[1056] sea,ice
[447] ice,extent
[340] #arctic,sea
[314] november,2020
[277] kara,sea
[271] siberian,#arctic
[268] fallen,record
[216] 000,km
[200] data,nsidc
[195] warmest,november

Top Word Pairs in Tweet in G2:
[392] sea,ice
[163] polar,bears
[133] climate,change
[115] ultimate,arctic
[115] arctic,wanderer
[115] wanderer,polar
[115] bears,ursus
[115] ursus,maritimus
[115] maritimus,considered
[115] considered,marine

Top Word Pairs in Tweet in G3:
[124] sea,ice
[111] climate,change
[92] arctic,refuge
[85] arctic,sea
[84] oil,gas
[71] refuge,oil
[70] gas,leases
[69] set,january
[68] polar,bears
[68] sale,arctic

Top Word Pairs in Tweet in G4:
[535] south,china
[535] china,sea
[513] chinese,communist
[513] communist,party
[513] party,buying
[513] buying,mining
[513] mining,assets
[513] assets,strategic
[513] strategic,canadian
[513] canadian,arctic

Top Word Pairs in Tweet in G5:
[510] change,arctic
[304] climate,change
[256] effects,climate
[245] dr,emily
[245] emily,choy
[244] choy,postdoc
[244] postdoc,mcgillu
[244] mcgillu,ecccscitech
[244] ecccscitech,studying
[244] studying,effects

Top Word Pairs in Tweet in G6:
[189] arctic,national
[189] national,wildlife
[189] wildlife,refuge
[188] trump,administration
[187] 60,yrs
[187] yrs,arctic
[187] refuge,established
[187] established,trump
[187] administration,announced
[187] announced,auction

Top Word Pairs in Tweet in G7:
[219] wildlife,refuge
[216] bank,america
[216] drilling,arctic
[216] oil,gas
[215] america,joined
[215] joined,banks
[215] banks,finance
[215] finance,drilling
[215] arctic,pressure
[215] pressure,indigenous

Top Word Pairs in Tweet in G8:
[93] bank,america
[81] sea,ice
[66] trump,administration
[63] satellites,dedicated
[63] dedicated,observing
[63] observing,poles
[63] poles,die
[63] leave,blind
[63] blind,important
[63] important,changes

Top Word Pairs in Tweet in G9:
[117] oil,gas
[116] trump,administration
[115] gas,leases
[110] sell,oil
[106] arctic,national
[106] national,wildlife
[106] wildlife,refuge
[101] january,accelerating
[101] accelerating,ditch
[101] ditch,effort

Top Word Pairs in Tweet in G10:
[173] drilling,arctic
[166] arctic,refuge
[133] major,bank
[133] drilling,refuge
[132] bank,walked
[132] walked,destructive
[132] destructive,risky
[132] risky,drilling
[132] refuge,banks
[132] banks,recognize

Top Replied-To
Top Replied-To in Entire Graph:
@npr
@ecowarriorss
@animal0lovers
@scottduncanwx
@noaaresearch
@realdonaldtrump
@senjeffmerkley
@wmo
@dailypictheme

Top Replied-To in G1:
@realdonaldtrump
@wmo
@dancady
@polar_james
@stephen36463269
@elonmusk
@mitchellreports
@leannemcknoulty
@dan613
@tsvante

Top Replied-To in G2:
@ecowarriorss
@dbirch214
@zlabe
@medbennett
@dcoronata
@gmb
@christinahulbe
@theresphysics
@aanthanur
@keillerdon

Top Replied-To in G3:
@alisonpower9

Top Replied-To in G4:
@sinisacatic

Top Replied-To in G5:
@arcticnet
@greyauk
@feastfish
@animal0lovers
@jptownsendii

Top Replied-To in G6:
@npr

Top Replied-To in G7:
@greenpeace
@arianarodrigues

Top Replied-To in G8:
@scottduncanwx
@discovermag
@adissentient
@argonneforest
@bas_news
@nmorris472
@rowhoop

Top Replied-To in G9:
@senjeffmerkley
@whattsamattu
@denovo_fatima

Top Replied-To in G10:
@sierraclub
@bankofamerica
@knuckleball51
@sophiepurdom

Top Mentioned
Top Mentioned in Entire Graph:
@nsidc
@ecccscitech
@mcgillu
@copernicusecmwf
@interior
@ourarcticrefuge
@nasaclimate
@commondreams
@nytimes
@polarportal

Top Mentioned in G1:
@nsidc
@nasaclimate
@polarportal
@climatologist49
@theagu
@joebiden
@zlabe
@realdonaldtrump
@nercscience
@nzherald

Top Mentioned in G2:
@copernicusecmwf
@bbc_future
@wmo
@cmems_eu
@copernicuseu
@wef
@antonioguterres
@friendsoscience
@dbirch214
@mikequindazzi

Top Mentioned in G3:
@recreationlaw

Top Mentioned in G4:
@jeanmarcbenoit

Top Mentioned in G5:
@ecccscitech
@mcgillu
@ipcc_ch
@chadgaffield
@uottawa
@sherilee_h
@ccghresearch
@icc_canada
@arcticnet
@crc

Top Mentioned in G6:
@commondreams
@vice
@francisdiebold

Top Mentioned in G7:
@greenpeace
@ajplus
@usatoday
@realdonaldtrump
@cnn
@foxnews
@copernicusecmwf
@adamkolton1
@arisetv
@channelstv

Top Mentioned in G8:
@espenbartheide
@haltbrekken
@climate
@esa_eo
@esaclimate
@smos_satellite
@cbsnews
@lucysmaxwell
@helenduffy_hrp
@greenpeacenorge

Top Mentioned in G9:
@interior
@nytimes
@blmnational
@usfws
@potus
@blmalaska
@blmgov
@sierraclub
@defendourfuture

Top Mentioned in G10:
@ourarcticrefuge
@alaskawild
@native_mvmt
@bankofamerica
@sierraclub
@vice
@nsidc
@dineshdsouza
@climatetech_vc
@hksarctic

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@lennaleprena
@rk70534
@edinburghwatch
@mlnangalama
@robre62
@lt38
@moonbootica
@kat4obama
@roblwilson

Top Tweeters in G1:
@rk70534
@dgendvil
@iflck
@ken_crichlow
@cberrl
@haltaq
@allan_crawshaw
@pauljimerson
@katgodspell
@flightbomb

Top Tweeters in G2:
@robre62
@mhall55nine
@szilviade_
@lwt55dgcha1
@padakitty
@minotauresse
@npsusa
@darlene_edw
@hautahbuhgee
@birdwriter7

Top Tweeters in G3:
@globalissuesweb
@kalxplaylist
@libertea2012
@bmangh
@stanleysuen
@cnnphilippines
@sharerussharing
@rogue_corq
@charlierichmond
@davidh7426

Top Tweeters in G4:
@fl85
@pqpolitics
@lucmatte9
@4est2j
@franceschinian2
@laxman_xy
@nspector4
@benktallmadge
@pamslove
@trailbum2

Top Tweeters in G5:
@saragomezaranci
@npazderski
@godelitsas
@klia00
@whysharksmatter
@ti_enjoli
@mak7591
@lcby
@audiobookmel
@kejames

Top Tweeters in G6:
@scheerenberger
@geegeebythesea
@mlczone
@ghofmar
@betseybess
@winglessbird_
@hermitme1
@alwaysthinkhow
@575haiku
@mokomokai

Top Tweeters in G7:
@jurylady5
@lennaleprena
@quintero_funes
@mementh
@potongkelape
@curiocat13
@sachikoko
@wismiss3
@rockslashjeffry
@rockethulsey

Top Tweeters in G8:
@independent
@willseattle
@ungubunugu1274
@milatrud11
@anselmonadir
@anthropic
@takedianasbra
@gezgintrk
@jlff63taz
@mashable

Top Tweeters in G9:
@pinchandscrimp
@tobesafensound
@amazingchevvolt
@jonups_
@nytimes
@notacquiescing
@augusteve2012
@brucepknight
@norm_berry
@momrovin

Top Tweeters in G10:
@inspiteoftrump
@pollsstar
@tadrow
@kimvie
@markburgerenerg
@barbie892
@bethlevin
@jolievie123
@wmn4srvl
@nshrubs


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