(arctic OR antarctic OR polar) (ice OR temperature OR climate), Twitter, 7/13/2021 5:52:20 AM, 258611


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(arctic OR antarctic OR polar) (ice OR temperature OR climate) Twitter NodeXL SNA Map and Report for
(arctic OR antarctic OR polar) (ice OR temperature OR climate) Twitter NodeXL SNA Map and Report for
From:
mihkal
Uploaded on:
July 13, 2021
Short Description:
(arctic OR antarctic OR polar) (ice OR temperature OR climate) via NodeXL https://bit.ly/3xwQXv3
@zlabe
@mikehudema
@climatereality
@unfccc
@mikarantane
@tcrg2012
@sustaintrends
@sarahkendzior
@tethll
@wmo

Top hashtags:
#arctic
#actonclimate
#climate
#climatechange

Description:
Description
The graph represents a network of 15 031 Twitter users whose recent tweets contained "(arctic OR antarctic OR polar) (ice OR temperature OR 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 Tuesday, 13 July 2021 at 00:06 UTC.

The tweets in the network were tweeted over the 7-day, 22-hour, 15-minute period from Sunday, 04 July 2021 at 23:54 UTC to Monday, 12 July 2021 at 22:09 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 : 15031
Unique Edges : 22936
Edges With Duplicates : 9687
Total Edges : 32623
Number of Edge Types : 5
Retweet : 11796
Replies to : 1533
Tweet : 2083
MentionsInRetweet : 7481
Mentions : 9730
Self-Loops : 2211
Reciprocated Vertex Pair Ratio : 0,0213216008122515
Reciprocated Edge Ratio : 0,0417529616436087
Connected Components : 1819
Single-Vertex Connected Components : 914
Maximum Vertices in a Connected Component : 10454
Maximum Edges in a Connected Component : 27580
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5,026035
Graph Density : 0,000106862760850906
Modularity : 0,657493
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 15 031 Twitter users whose recent tweets contained "(arctic OR antarctic OR polar) (ice OR temperature OR 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 Tuesday, 13 July 2021 at 00:06 UTC.

The tweets in the network were tweeted over the 7-day, 22-hour, 15-minute period from Sunday, 04 July 2021 at 23:54 UTC to Monday, 12 July 2021 at 22:09 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 OR antarctic OR polar) (ice OR temperature OR climate)
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[871] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html
[684] https://www.theguardian.com/world/2021/jul/05/new-zealand-experiences-hottest-june-on-record-despite-polar-blast
[626] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[605] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html?fbclid=IwAR2SL8Mzu4orxN-q3e0ErJff8bSk5uLH2CHR43fy0utNkCQVVCtoKNbgDk4
[283] https://www.patreon.com/posts/united-states-of-53394709
[258] https://scied.ucar.edu/learning-zone/climate-change-impacts/polar-bears
[258] https://twitter.com/bmcarthur17/status/1412057198872563725
[223] https://www.arctictoday.com/a-high-arctic-ice-refuge-is-more-vulnerable-than-previously-assumed-scientists-say/
[191] http://trib.al/wRmOrcg
[170] https://www.nytimes.com/2021/07/01/climate/arctic-sea-ice-climate-change.html

Top URLs in Tweet in G1:
[145] https://www.nasa.gov/curiousuniverse
[76] https://twitter.com/ZLabe/status/1412095485125414913
[73] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html
[72] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[58] https://www.theguardian.com/world/2021/jul/05/new-zealand-experiences-hottest-june-on-record-despite-polar-blast
[52] https://www.wilsoncenter.org/publication/polar-perspectives-no-5-climate-change-and-southern-ocean-resilience?utm_campaign=conservation_paso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=3rdparty_ccamlrmission____illustration_&utm_term=___
[47] https://news.mongabay.com/2021/07/as-arctic-melt-sets-early-july-record-hard-times-lie-ahead-for-ice-studies/
[45] https://www.rnz.co.nz/news/national/446283/warmest-june-on-record-for-new-zealand-but-heavy-rainfall-coming-with-spring
[39] https://climatenewsnetwork.net/arctics-coldest-sea-ice-is-vulnerable-to-melting/
[38] https://www.politico.eu/article/climate-change-europe-scientists-fears

Top URLs in Tweet in G2:
[533] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html?fbclid=IwAR2SL8Mzu4orxN-q3e0ErJff8bSk5uLH2CHR43fy0utNkCQVVCtoKNbgDk4
[445] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[53] https://climate.nasa.gov/climate_resources/269/human-and-natural-drivers-of-climate-change-1850-2018/
[28] https://cpb-us-e2.wpmucdn.com/sites.uci.edu/dist/2/2231/files/2018/01/NSIDC_mapseas.png
[26] https://sites.uci.edu/zlabe/arctic-sea-ice-figures/
[25] https://climate.nasa.gov/vital-signs/ice-sheets/
[19] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html
[17] https://climatenewsnetwork.net/arctics-coldest-sea-ice-is-vulnerable-to-melting/
[16] http://journals.ametsoc.org/doi/10.1175/JCLI-D-17-0436.1
[15] https://www.theguardian.com/world/2021/jul/05/new-zealand-experiences-hottest-june-on-record-despite-polar-blast

Top URLs in Tweet in G3:
[14] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html
[12] https://www.accuweather.com/en/weather-news/town-in-norway-arctic-circle-matches-miamis-hottest/976639
[12] https://scitechdaily.com/nasa-space-lasers-discover-new-lakes-under-antarctic-ice/
[9] https://www.sciencedaily.com/releases/2021/07/210707133024.htm
[9] https://www.accuweather.com/en/weather-news/town-in-norway-arctic-circle-matches-miamis-hottest/976639?utm_medium=push&utm_source=pushly&utm_content=1156171&utm_campaign=pushly_manual
[7] https://www.livescience.com/arctic-last-ice-area-melting.html
[6] https://www.space.com/arctic-last-ice-area-melting
[6] https://newatlas.com/environment/record-low-ice-levels-arctic-last-ice-area/
[6] https://thebarentsobserver.com/en/climate-crisis/2021/06/looming-arctic-collapse-more-40-north-russian-buildings-are-starting-crumble
[6] https://www.nytimes.com/2021/07/01/climate/arctic-sea-ice-climate-change.html?smid=tw-share

Top URLs in Tweet in G4:
[40] https://cp.copernicus.org/articles/15/1063/2019/
[30] https://www.bbc.com/news/science-environment-57650226
[19] https://consent.youtube.com/m?continue=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DgFe-0cR8S4A%26t%3D535s&gl=FI&m=0&pc=yt&uxe=23983172&hl=fi&src=1
[12] https://www.researchgate.net/profile/Leif-Kullman/publication/349947365_Chapter_1_A_Review_of_Abisko_Case_Study_Recent_and_Past_Trees_an_Climates_at_the_ArcticAlpine_Margin_in_Swedish_Lapland_A_Review_of_Abisko_Case_Study_Recent_and_Past_Trees_an_Climates_at_the_ArcticAlp/links/6048b0eda6fdcc9c7825b6b9/Chapter-1-A-Review-of-Abisko-Case-Study-Recent-and-Past-Trees-an-Climates-at-the-Arctic-Alpine-Margin-in-Swedish-Lapland-A-Review-of-Abisko-Case-Study-Recent-and-Past-Trees-an-Climates-at-the-Arctic-A.pdf
[7] https://www.theguardian.com/world/2021/jul/05/new-zealand-experiences-hottest-june-on-record-despite-polar-blast
[6] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[6] https://onlinelibrary.wiley.com/doi/pdf/10.1111/bor.12435?cookieSet=1
[6] https://electroverse.net/australia-braces-for-another-polar-blast-as-new-zealand-suffers-11-2c-11-8f/
[5] https://timesmachine.nytimes.com/timesmachine/1932/05/15/100739680.html?pageNumber=159
[5] https://news.mongabay.com/2021/07/as-arctic-melt-sets-early-july-record-hard-times-lie-ahead-for-ice-studies/

Top URLs in Tweet in G5:
[587] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html
[36] https://www.nytimes.com/2021/07/01/climate/arctic-sea-ice-climate-change.html
[6] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[5] https://www.theguardian.com/world/2021/jul/05/new-zealand-experiences-hottest-june-on-record-despite-polar-blast
[5] https://aappartnership.org.au/scientists-detect-sudden-loss-of-large-antarctic-lake/
[4] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html?fbclid=IwAR2SL8Mzu4orxN-q3e0ErJff8bSk5uLH2CHR43fy0utNkCQVVCtoKNbgDk4
[2] https://www.hindustantimes.com/india-news/arctic-sea-ice-loss-triggering-extreme-sept-rains-in-india-study-101625612783763.html
[2] https://www.smithsonianmag.com/smart-news/massive-antarctic-lake-vanishes-just-three-days-180978106/
[1] https://sites.uci.edu/zlabe/arctic-sea-ice-volumethickness/
[1] http://psc.apl.uw.edu/research/projects/arctic-sea-ice-volume-anomaly/

Top URLs in Tweet in G6:
[465] https://www.theguardian.com/world/2021/jul/05/new-zealand-experiences-hottest-june-on-record-despite-polar-blast
[23] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html
[15] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[15] https://insideclimatenews.org/news/11062021/the-acceleration-of-an-antarctic-glacier-shows-how-global-warming-can-rapidly-break-up-polar-ice-and-raise-sea-level/
[8] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html?fbclid=IwAR2SL8Mzu4orxN-q3e0ErJff8bSk5uLH2CHR43fy0utNkCQVVCtoKNbgDk4
[6] https://www.nytimes.com/2021/07/01/climate/arctic-sea-ice-climate-change.html
[6] https://newatlas.com/environment/record-low-ice-levels-arctic-last-ice-area/
[6] https://www.rarebirdalert.co.uk/v2/content/Brunnichs_Guillemots_especially_vulnerable_to_climate_change.aspx
[5] https://theconversation.com/antarcticas-ice-shelves-are-trembling-as-global-temperatures-rise-what-happens-next-is-up-to-us-158540
[3] http://journals.ametsoc.org/doi/10.1175/JCLI-D-17-0436.1

Top URLs in Tweet in G7:
[42] https://www.youtube.com/watch?v=LNpPr436Gfk&feature=youtu.be

[27] https://www.cbs8.com/article/tech/science/scripps-institution-of-oceanography-heat-bombs-destroying-arctic-ice/509-fcee1005-ba14-412c-a7e7-f1dd302ac34b
[25] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[24] https://phys.org/news/2020-08-evidence-loss-arctic-sea-ice.amp
[21] https://www.cbsnews.com/news/climate-change-arctic-noaa-report-card/
[15] https://news.mongabay.com/2021/07/as-arctic-melt-sets-early-july-record-hard-times-lie-ahead-for-ice-studies/
[12] https://www.newscientist.com/podcasts/75-vaccine-for-kids-legacy-of-dolly-the-sheep-how-to-repair-the-climate-china-s-quantum-advantage/
[10] https://thewire.in/environment/un-recognises-new-antarctic-temperature-record
[9] https://www.theguardian.com/world/2021/jul/05/new-zealand-experiences-hottest-june-on-record-despite-polar-blast
[7] https://twitter.com/ZLabe/status/1412095485125414913

Top URLs in Tweet in G8:
[84] https://www.theguardian.com/world/2021/jul/05/new-zealand-experiences-hottest-june-on-record-despite-polar-blast
[39] https://www.nationalgeographic.com/environment/article/6-numbers-define-climate-challenge-in-changing-us
[34] https://www.thejournal.ie/?p=5486665&utm_source=shortlink
[25] https://www.nature.com/articles/s43247-021-00197-5?utm_source=twitter&utm_medium=social&utm_content=organic&utm_campaign=NGMT_USG_JC01_GL_NRJournals
[20] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html
[18] https://www.livescience.com/arctic-circle-siberia-hot-day-2021.html
[17] https://news.mongabay.com/2021/07/as-arctic-melt-sets-early-july-record-hard-times-lie-ahead-for-ice-studies/
[12] https://www.space.com/giant-antarctic-lake-disappears?utm_source=Selligent&utm_medium=email&utm_campaign=SDC_Newsletter&utm_content=SDC_Newsletter+&utm_term=4183415&m_i=he35C8ryjaKI4f0Q7s_UPwmBDSZF%2BQschrbcX9leF%2Basvq5FaRoekX%2BK3UgGtQi08ypeoI1rWKnW2SBUQGpREpki7yZGVb0PB8wsKuxhhQ&lrh=a599fb70cf569235c2819746c6fd89183c08cf475b911d58ca573265eca25d76
[11] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[8] https://thebarentsobserver.com/en/climate-crisis/2021/07/polar-bears-face-extinction-svalbard-and-arctic-russia

Top URLs in Tweet in G10:
[275] https://www.patreon.com/posts/united-states-of-53394709
[34] https://twitter.com/Reuters/status/1413769962330759168
[5] https://twitter.com/sarahkendzior/status/1412772379479134212
[2] https://www.cbsnews.com/news/russian-government-acknowledges-climate-change-publishes-a-plan-outlining-its-positives/
[1] https://trib.al/6xtFkbN
[1] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html
[1] https://www.theguardian.com/world/2021/jul/05/new-zealand-experiences-hottest-june-on-record-despite-polar-blast
[1] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[1] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html?fbclid=IwAR2SL8Mzu4orxN-q3e0ErJff8bSk5uLH2CHR43fy0utNkCQVVCtoKNbgDk4
[1] https://arstechnica.com/science/2019/12/heatwaves-on-multiple-continents-linked-by-jet-stream-tendency/

Top Domains
Top Domains in Tweet in Entire Graph:
[1759] co.uk
[915] twitter.com
[777] theguardian.com
[690] uci.edu
[404] nasa.gov
[403] nytimes.com
[283] patreon.com
[258] ucar.edu
[241] trib.al
[239] arctictoday.com

Top Domains in Tweet in G1:
[192] twitter.com
[184] nasa.gov
[96] co.uk
[84] uci.edu
[74] theguardian.com
[73] mongabay.com
[63] politico.eu
[58] wilsoncenter.org
[46] climate-security-expert-network.org
[45] co.nz

Top Domains in Tweet in G2:
[565] co.uk
[485] uci.edu
[85] nasa.gov
[49] twitter.com
[28] wpmucdn.com
[17] ametsoc.org
[17] climatenewsnetwork.net
[15] theguardian.com
[8] youtube.com
[6] uw.edu

Top Domains in Tweet in G3:
[90] twitter.com
[37] co.uk
[27] accuweather.com
[21] sciencedaily.com
[19] thebarentsobserver.com
[16] theguardian.com
[16] nytimes.com
[15] youtube.com
[15] scitechdaily.com
[13] livescience.com

Top Domains in Tweet in G4:
[40] copernicus.org
[30] bbc.com
[20] youtube.com
[16] twitter.com
[13] electroverse.net
[12] nasa.gov
[12] researchgate.net
[12] theguardian.com
[11] wattsupwiththat.com
[10] uci.edu

Top Domains in Tweet in G5:
[591] co.uk
[36] nytimes.com
[7] uci.edu
[5] theguardian.com
[5] org.au
[2] hindustantimes.com
[2] smithsonianmag.com
[2] twitter.com
[1] uw.edu
[1] mongabay.com

Top Domains in Tweet in G6:
[465] theguardian.com
[39] co.uk
[15] uci.edu
[15] insideclimatenews.org
[6] nytimes.com
[6] newatlas.com
[5] theconversation.com
[5] twitter.com
[4] trib.al
[3] ametsoc.org

Top Domains in Tweet in G7:
[46] youtube.com
[28] uci.edu
[27] cbs8.com
[25] phys.org
[23] twitter.com
[21] cbsnews.com
[15] mongabay.com
[12] theguardian.com
[12] blogspot.com
[12] newscientist.com

Top Domains in Tweet in G8:
[84] theguardian.com
[39] nationalgeographic.com
[34] thejournal.ie
[26] twitter.com
[26] co.uk
[26] nature.com
[18] mongabay.com
[18] livescience.com
[17] thebarentsobserver.com
[13] uci.edu

Top Domains in Tweet in G10:
[275] patreon.com
[39] twitter.com
[2] co.uk
[2] cbsnews.com
[1] trib.al
[1] theguardian.com
[1] uci.edu
[1] arstechnica.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2025] arctic
[863] actonclimate
[855] climate
[837] climatechange
[602] stopline3
[601] stoptmx
[601] buildbackbetter
[545] climateweekap
[394] heatwave
[386] climatecrisis



Top Hashtags in Tweet in G1:
[864] arctic
[621] climatechange
[329] heatwave
[283] sentinel3
[277] copernicus
[147] curiousuniverse
[119] climate
[118] seaice
[100] climatecrisis
[91] climateaction

Top Hashtags in Tweet in G2:
[719] actonclimate
[708] arctic
[549] climate
[532] stopline3
[532] stoptmx
[532] buildbackbetter
[189] climateemergency
[34] climatecrisis
[12] heatwave
[8] energy

Top Hashtags in Tweet in G3:
[34] arctic
[33] climate
[27] climatechange
[22] climatecrisis
[13] climateemergency
[8] ice
[8] globalwarming
[6] science
[5] temperature
[5] russia

Top Hashtags in Tweet in G4:
[16] arctic
[16] climatecrisis
[5] climatebrawl
[4] polarbear
[3] climate
[3] climatechange
[2] alarmists
[2] volcanoes
[2] agw
[2] grandsolarminimum

Top Hashtags in Tweet in G5:
[17] arctic
[6] climate
[4] actonclimate
[4] stopline3
[4] stoptmx
[4] buildbackbetter
[3] climateweekap
[2] worldoceanday
[2] antarctica
[2] conservation

Top Hashtags in Tweet in G6:
[465] climateweekap
[21] arctic
[9] actonclimate
[9] climate
[8] stopline3
[8] stoptmx
[8] buildbackbetter
[6] climatecrisis
[5] climatechange
[3] wecantplantice

Top Hashtags in Tweet in G7:
[82] arctic
[30] climatecrisis
[25] globalwarming
[18] cop26glasgow
[16] climate
[12] heatwave
[12] howtospendatrilliondollars
[10] climatechange
[9] tippingpoints
[9] alaska

Top Hashtags in Tweet in G8:
[74] globalheating
[35] arctic
[10] climateweekap
[10] climate
[10] actonclimate
[6] heatwave
[5] stopline3
[5] stoptmx
[5] buildbackbetter
[5] climateemergency

Top Hashtags in Tweet in G10:
[3] arctic
[1] climateweekap
[1] actonclimate
[1] climate
[1] stopline3
[1] stoptmx
[1] buildbackbetter
[1] climatechange
[1] climatecrisis
[1] climateemergency

Top Words
Top Words in Tweet in Entire Graph:
[10127] ice
[7944] arctic
[5288] climate
[4032] polar
[3926] less
[3842] sea
[3348] km
[3317] 000
[3311] mean
[2853] temperature

Top Words in Tweet in G1:
[1473] arctic
[1425] ice
[1024] temperature
[1007] record
[888] heat
[885] sea
[859] #arctic
[682] finland
[675] lapland
[667] 33

Top Words in Tweet in G2:
[2451] 000
[2449] km
[2440] less
[2440] mean
[1065] fire
[989] ice
[887] sea
[818] arctic
[719] #actonclimate
[709] record

Top Words in Tweet in G3:
[735] ice
[500] arctic
[325] polar
[247] climate
[195] change
[140] temperature
[139] antarctic
[120] sea
[110] last
[105] more

Top Words in Tweet in G4:
[452] ice
[402] arctic
[233] climate
[181] sea
[154] dawntj90
[153] ejwwest
[138] greenland
[129] co2
[118] change
[116] geraldkutney

Top Words in Tweet in G5:
[695] arctic
[586] headline
[583] 118
[583] degrees
[582] didn
[582] misread
[116] climate
[109] fire
[84] ice
[62] change

Top Words in Tweet in G6:
[487] last
[487] climate
[481] global
[472] polar
[470] world
[467] country
[466] zealand
[466] june
[466] records
[466] began

Top Words in Tweet in G7:
[357] arctic
[352] ice
[239] sea
[163] climate
[110] last
[96] less
[90] km
[90] mean
[89] change
[88] 000

Top Words in Tweet in G8:
[496] climate
[354] arctic
[298] ice
[206] change
[168] sea
[168] records
[111] north
[109] began
[108] see
[107] low

Top Words in Tweet in G9:
[363] jorginho
[363] gonna
[363] reason
[363] polar
[363] ice
[363] caps
[363] stop
[363] melting

Top Words in Tweet in G10:
[570] climate
[550] future
[331] arctic
[321] ice
[294] change
[287] russia
[287] drilling
[287] crisis
[277] melting
[275] welcomes

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3393] sea,ice
[3218] 000,km
[3212] km,less
[2557] climate,change
[1321] arctic,circle
[1160] ice,extent
[1072] polar,ice
[1025] polar,bears
[936] lowest,record
[935] #arctic,sea

Top Word Pairs in Tweet in G1:
[720] sea,ice
[662] utsjoki,kevo
[390] 33,92
[388] finnish,lapland
[387] heat,record
[386] reliably,measured
[386] measured,temperature
[386] heat,arctic
[385] extreme,heat
[385] arctic,finland

Top Word Pairs in Tweet in G2:
[2441] 000,km
[2436] km,less
[856] sea,ice
[676] ice,extent
[650] #arctic,sea
[646] lowest,record
[609] less,2010s
[609] 2010s,mean
[609] less,2000s
[609] 2000s,mean

Top Word Pairs in Tweet in G3:
[169] climate,change
[130] polar,ice
[90] sea,ice
[79] arctic,circle
[73] ice,caps
[72] last,ice
[65] polar,bears
[57] arctic,ice
[51] antarctic,ice
[50] ice,area

Top Word Pairs in Tweet in G4:
[150] sea,ice
[111] climate,change
[100] ice,free
[88] arctic,sea
[86] arctic,ice
[70] snow,greenland
[69] bountiful,rains
[59] voiceofreasonny,azdzitowiecki
[59] dsp3ncr,bointongiles
[59] shaftoflame,dunch39862069

Top Word Pairs in Tweet in G5:
[582] didn,misread
[582] misread,headline
[582] headline,118
[582] 118,degrees
[582] degrees,arctic
[59] climate,change
[50] canada,fire
[50] fire,gulf
[50] gulf,mexico
[50] mexico,fire

Top Word Pairs in Tweet in G6:
[466] records,began
[465] another,signal
[465] signal,corner
[465] corner,world
[465] world,spared
[465] spared,global
[465] global,heating
[465] heating,zealand
[465] zealand,experienced
[465] experienced,hottest

Top Word Pairs in Tweet in G7:
[222] sea,ice
[128] arctic,sea
[88] 000,km
[88] km,less
[44] level,rise
[43] ice,extent
[43] few,years
[42] experiencing,abrupt
[42] abrupt,change
[42] change,today

Top Word Pairs in Tweet in G8:
[204] climate,change
[163] sea,ice
[96] arctic,sea
[95] north,america
[94] years,ago
[92] began,studying
[92] studying,climate
[92] climate,science
[92] science,20
[92] 20,years

Top Word Pairs in Tweet in G9:
[363] jorginho,gonna
[363] gonna,reason
[363] reason,polar
[363] polar,ice
[363] ice,caps
[363] caps,stop
[363] stop,melting

Top Word Pairs in Tweet in G10:
[294] climate,change
[275] russia,welcomes
[275] welcomes,climate
[275] change,melting
[275] melting,ice
[275] ice,opens
[275] opens,arctic
[275] arctic,ships
[275] ships,drilling
[275] drilling,lets

Top Replied-To
Top Replied-To in Entire Graph:
@chuzbucket
@barbaragirouard
@johndublin10
@preetbharara
@spencerfletch0
@dbirch214
@zlabe
@logo_daedalus
@oscarswild1
@saveindianbiod1

Top Replied-To in G1:
@usweatherexpert
@petergleick
@markcranfield_
@toffachandler
@mapsgal
@climateguyw
@climatebecky
@atrupar
@antiwoke75
@stewchat

Top Replied-To in G2:
@zlabe
@mikehudema
@nasaclimate
@marhyggelig
@gabegoffin
@thesnowdreamer
@climatechangefi
@steve_dondley
@easttxalarmist
@melting_sea_ice

Top Replied-To in G3:

Top Replied-To in G4:
@chuzbucket
@barbaragirouard
@johndublin10
@spencerfletch0
@dbirch214
@oscarswild1
@kenneth72712993
@narvuntien
@martinbrampton
@roypentland

Top Replied-To in G5:
@torringtonplace
@joenunya777
@climatereality
@kirkwoodk137
@swordscookie

Top Replied-To in G6:
@lophophanes

Top Replied-To in G7:
@saveindianbiod1
@jyoti24x7
@climateben
@krvast
@jmac0987
@chrislibertynow
@globalecoguy
@fridays_india
@jim27182
@icegoingsouth

Top Replied-To in G8:
@edgarrmcgregor
@brandon22628917
@timothyjgraham
@pauledawson
@gavenuti
@ecowarriorss

Top Replied-To in G10:
@jasonscampbell
@aldrin910

Top Mentioned
Top Mentioned in Entire Graph:
@zlabe
@mikarantane
@platformadam
@ejwwest
@dawntj90
@geraldkutney
@climatecatastr3
@robinlarder
@nytimes
@cypress_nl

Top Mentioned in G1:
@mikarantane
@platformadam
@wmo
@climatologist49
@jrockstrom
@zlabe
@copernicuseu
@thewilsoncenter
@mosaicarctic
@smn_argentina

Top Mentioned in G2:
@zlabe
@nasaclimate
@nasa
@nasa_ice
@noaaclimate
@cmccclimate
@nwscpc
@nsidc
@flamchachut
@rogerhallamcs21

Top Mentioned in G3:
@ippodhu
@asianjplantsci

Top Mentioned in G4:
@ejwwest
@dawntj90
@geraldkutney
@climatecatastr3
@robinlarder
@cypress_nl
@veritatem2021
@climatepoet
@insane_voice
@kenneth72712993

Top Mentioned in G5:
@climatereality
@moefcc
@akphilanthropy
@tcrpindia
@unfvc
@dip_goa
@at90555225
@fitartee
@climate_or
@mikarantane

Top Mentioned in G6:
@bbcsciencenews
@zlabe
@botanyone

Top Mentioned in G7:
@greentweetarmy
@cmomaharashtra
@sir_david_king
@ifs_officers
@medhanarmada
@ani
@bdutt
@fayedsouza
@ravishndtv
@dhruv_rathee

Top Mentioned in G8:
@commsearth
@zlabe
@uowcac
@edgarrmcgregor
@conversationus
@physorg_com
@mongabay
@anumedia
@scienceadvances
@natureportfolio

Top Mentioned in G10:
@enric_sala
@paul_rose
@hoboceoe
@thankyouyeezy
@dukealumni

Top Tweeters
Top Tweeters in Entire Graph:
@mrdjones
@jurylady5
@robinsnewswire
@zyiteblog
@marciojmsilva
@mlnangalama
@sahelhkj
@rjber15
@roblwilson
@7b73f39b85e1415

Top Tweeters in G1:
@sahelhkj
@andreasandy3131
@john1966olsen
@dgendvil
@magicdmw
@costeslioneler
@iflck
@ruisaldanha
@markplackett1
@anselmonadir

Top Tweeters in G2:
@jurylady5
@chrisbrey1
@drdaveanddee
@bob_stinson1234
@wally_wests
@shirfire218
@jot_au
@hollowmanseries
@haltaq
@yayayarndiva

Top Tweeters in G3:
@robinsnewswire
@zyiteblog
@marciojmsilva
@cooldealca
@prpnews
@barbara96913515
@ahmadnormaulana
@dev_discourse
@todotiempo
@isearch247

Top Tweeters in G4:
@dclarediane
@_yvonneburton
@ladydshops
@rmack2x
@maegan_laporte
@snyggois
@russjensen5
@lsferguson
@therealbiostate
@markcojuangco

Top Tweeters in G5:
@1loriking
@notimxm
@scheerenberger
@rjstrikers
@breakingnewzman
@hackneywick
@brendah2o66
@otiose94
@jrweaver55
@laura78703

Top Tweeters in G6:
@roblwilson
@sddphoto
@blubdha
@moritzbhg
@allentien
@charlenegapeach
@brandonmscales
@brade1991
@cyrus_mcdugan
@juliecuninghame

Top Tweeters in G7:
@ndtv
@indianexpress
@timesnow
@timesofindia
@ken_crichlow
@aajtak
@carriesweet2017
@ani
@rleas
@bbcnews

Top Tweeters in G8:
@world_news_eng
@rosenchild
@mdjacksondallas
@broomstick33
@iamjoetrudeau
@akaxochi
@ht4ecosocialism
@locou9
@lizdolphinfluff
@e2dot7182818284

Top Tweeters in G9:
@tossin_o
@lwangamundo
@aana_rcy05
@sartorial_kai
@kuntakinte565
@lettylakesyde
@stvstheworld
@kabzalone
@kevoizme_
@phxakin

Top Tweeters in G10:
@inspiteoftrump
@wildwillow65
@sar_oso
@tadrow
@samhainnight
@royaleight
@kaffe_takk
@joanpennnative
@nasty_woman2
@rohithiware