(arctic OR antarctic OR polar) (ice OR temperature OR climate), Twitter, 7/14/2021 12:45:53 PM, 258689
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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
View an interactive version of this graph (experimental)
From:
mihkal
Uploaded on:
July 14, 2021
Short Description:
(arctic OR antarctic OR polar) (ice OR temperature OR climate) via NodeXL https://bit.ly/3knGDC1
@zlabe
@mikehudema
@sustaintrends
@tethll
@sarahkendzior
@mihkal
@mikarantane
@tcrg2012
@wmo
@nasa

Top hashtags:
#arctic
#climate
#actonclimate
#climatechange
#stopline3

Description:
Description
The graph represents a network of 13 272 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 Wednesday, 14 July 2021 at 08:48 UTC.

The tweets in the network were tweeted over the 8-day, 3-hour, 21-minute period from Tuesday, 06 July 2021 at 03:56 UTC to Wednesday, 14 July 2021 at 07:18 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 : 13272
Unique Edges : 21898
Edges With Duplicates : 9392
Total Edges : 31290
Number of Edge Types : 5
Tweet : 2026
Mentions : 9623
Replies to : 1621
Retweet : 9579
MentionsInRetweet : 8441
Self-Loops : 2148
Reciprocated Vertex Pair Ratio : 0,0217737652681891
Reciprocated Edge Ratio : 0,0426195426195426
Connected Components : 1832
Single-Vertex Connected Components : 911
Maximum Vertices in a Connected Component : 8511
Maximum Edges in a Connected Component : 26022
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5,336844
Graph Density : 0,000131082975659854
Modularity : 0,660548
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 13 272 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 Wednesday, 14 July 2021 at 08:48 UTC.

The tweets in the network were tweeted over the 8-day, 3-hour, 21-minute period from Tuesday, 06 July 2021 at 03:56 UTC to Wednesday, 14 July 2021 at 07:18 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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[526] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html?fbclid=IwAR2SL8Mzu4orxN-q3e0ErJff8bSk5uLH2CHR43fy0utNkCQVVCtoKNbgDk4
[319] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[283] https://www.patreon.com/posts/united-states-of-53394709
[190] http://trib.al/wRmOrcg
[178] https://thehill.com/policy/equilibrium-sustainability/561463-antarctica-hit-record-high-temperature-in-2020-scientists
[178] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html
[152] https://www.nasa.gov/curiousuniverse
[137] https://www.theguardian.com/world/2021/jul/05/new-zealand-experiences-hottest-june-on-record-despite-polar-blast
[128] https://www.telegraph.co.uk/news/2021/07/11/do-not-tackle-climate-change-now-will-get-bad-radicals-will/
[126] https://www.nytimes.com/interactive/2021/07/07/climate/chicago-river-lake-michigan.html

Top URLs in Tweet in G1:
[466] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html?fbclid=IwAR2SL8Mzu4orxN-q3e0ErJff8bSk5uLH2CHR43fy0utNkCQVVCtoKNbgDk4
[235] 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/
[47] https://www.accuweather.com/en/weather-news/town-in-norway-arctic-circle-matches-miamis-hottest/976639?utm_campaign=AccuWeather&utm_content&utm_medium=social&utm_source=facebook&fbclid=IwAR0nkXp0gREd-P0hYP8VQRxZJglLhpyypKZjfkGkComAKtErnY09E9OZ3dE
[42] https://www.youtube.com/watch?v=LNpPr436Gfk&feature=youtu.be

[36] http://journals.ametsoc.org/doi/10.1175/JCLI-D-17-0436.1
[31] https://cpb-us-e2.wpmucdn.com/sites.uci.edu/dist/2/2231/files/2018/01/NSIDC_mapseas.png
[27] https://www.cbsnews.com/news/climate-change-arctic-noaa-report-card/
[25] https://polarbearsinternational.org/news/article-climate-change/state-of-the-arctic/
[21] https://www-independent-co-uk.cdn.ampproject.org/c/s/www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html?amp

Top URLs in Tweet in G2:
[147] https://www.nasa.gov/curiousuniverse
[63] http://ow.ly/Msqo50vEmnK
[60] https://news.mongabay.com/2021/07/as-arctic-melt-sets-early-july-record-hard-times-lie-ahead-for-ice-studies/
[42] 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=___
[41] https://climate-security-expert-network.org/sites/climate-security-expert-network.org/files/documents/csen_risk_brief_arctic.pdf
[38] https://journals.biologists.com/jeb/article/224/13/jeb242168/270771/Limited-heat-tolerance-in-a-cold-adapted-seabird
[34] http://noaa.gov/news/june-2021-was-5th-warmest-june-on-record-for-globe
[32] https://journals.biologists.com/crawlprevention/governor?content=%2fjeb%2farticle%2f224%2f13%2fjeb242168%2f270771%2fLimited-heat-tolerance-in-a-cold-adapted-seabird
[30] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[27] https://interactive.carbonbrief.org/when-will-the-arctic-see-its-first-ice-free-summer/

Top URLs in Tweet in G3:
[13] 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.instagram.com/accounts/login/
[6] https://www.nytimes.com/2021/07/01/climate/arctic-sea-ice-climate-change.html?smid=tw-share
[6] https://www.cnet.com/news/worrying-new-antarctic-record-high-temperature-confirmed/
[5] https://thebarentsobserver.com/en/climate-crisis/2021/06/looming-arctic-collapse-more-40-north-russian-buildings-are-starting-crumble
[5] https://www.indiatoday.in/science/story/enormous-antarctic-lake-disappears-in-three-days-dumps-26-billion-cubic-feet-water-into-ocean-1825006-2021-07-07
[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 G4:
[38] https://cp.copernicus.org/articles/15/1063/2019/
[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
[11] 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
[10] https://polarbearscience.com/2021/07/01/barents-sea-polar-bears-thriving-despite-huge-summer-ice-loss-spring-research-results-are-in/
[6] https://onlinelibrary.wiley.com/doi/pdf/10.1111/bor.12435?cookieSet=1
[5] https://www.iceagenow.info/underwater-volcanoes-melting-arctic-ice-says-geologist/
[5] https://electroverse.net/australia-braces-for-another-polar-blast-as-new-zealand-suffers-11-2c-11-8f/
[5] https://wattsupwiththat.com/2018/02/22/science-debunks-the-arctic-sea-ice-extent-at-its-lowest-for-at-least-1500-years-meme/
[4] https://electroverse.net/official-data-reveals-arctic-sea-ice-is-growing-again/
[4] 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:
[9] https://www.hindustantimes.com/india-news/arctic-sea-ice-loss-triggering-extreme-sept-rains-in-india-study-101625612783763.html
[8] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[7] https://twitter.com/ZLabe/status/1412095485125414913?s=20
[7] https://www.bbc.com/news/science-environment-57676695
[6] https://thehill.com/policy/equilibrium-sustainability/561463-antarctica-hit-record-high-temperature-in-2020-scientists?rl=1
[6] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html?fbclid=IwAR2SL8Mzu4orxN-q3e0ErJff8bSk5uLH2CHR43fy0utNkCQVVCtoKNbgDk4
[5] https://www.themoscowtimes.com/2021/07/02/arctic-oceans-last-ice-area-disappearing-faster-than-expected-study-a74415
[4] https://public.wmo.int/en/media/press-release/wmo-verifies-one-temperature-record-antarctic-continent-and-rejects-another
[4] https://thehill.com/policy/equilibrium-sustainability/561463-antarctica-hit-record-high-temperature-in-2020-scientists
[4] https://www.hindustantimes.com/india-news/arctic-sea-ice-loss-triggering-extreme-sept-rains-in-india-study-101625612783763.html?utm_source=twitter&utm_medium=social&utm_campaign=ht_AMP

Top URLs in Tweet in G7:
[274] https://www.patreon.com/posts/united-states-of-53394709
[35] https://twitter.com/Reuters/status/1413769962330759168
[12] https://www.themoscowtimes.com/2017/10/03/russia-to-reap-benefits-from-climate-a59145
[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://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

Top URLs in Tweet in G8:
[123] https://www.telegraph.co.uk/news/2021/07/11/do-not-tackle-climate-change-now-will-get-bad-radicals-will/
[99] https://notrickszone.com/2021/07/12/new-study-a-profound-1c-cooling-trend-across-east-antarctica-since-1979-is-likely-to-accelerate/
[4] https://www.huffingtonpost.ca/entry/polar-vortex-alberta-temperature-records_ca_6021a2eac5b6d78d44491b31
[1] https://twitter.com/cloud9goddess/status/1414224583650074624
[1] https://polarbearscience.com/2021/05/27/surprising-sea-ice-thickness-across-the-arctic-is-good-news-for-polar-bears/
[1] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[1] 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 G9:
[157] https://thehill.com/policy/equilibrium-sustainability/561463-antarctica-hit-record-high-temperature-in-2020-scientists
[64] https://www.nytimes.com/2021/07/01/climate/arctic-sea-ice-climate-change.html
[55] https://twitter.com/ZLabe/status/1412095485125414913
[11] https://www.independent.co.uk/climate-change/news/arctic-circle-summer-global-warming-b1875285.html?fbclid=IwAR2SL8Mzu4orxN-q3e0ErJff8bSk5uLH2CHR43fy0utNkCQVVCtoKNbgDk4
[11] https://www.mcgill.ca/newsroom/channels/news/arctic-seabirds-are-less-heat-tolerant-more-vulnerable-climate-change-331800
[9] https://phys.org/news/2021-07-183c-antarctica.html?utm_source=nwletter&utm_medium=email&utm_campaign=weekly-nwletter#
[8] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[6] http://www.msn.com/en-gb/news/world/most-of-the-ice-around-the-north-pole-has-vanished-warns-leading-polar-explorer/ar-AALSJWR?ocid=st
[5] https://thehill.com/policy/equilibrium-sustainability/560836-scientists-warn-of-climate-change-intensifying-heat-waves
[5] https://www.rgs.org/schools/teaching-resources/climate-change-and-the-russian-arctic/

Top URLs in Tweet in G10:
[180] http://trib.al/wRmOrcg
[39] https://trib.al/XVUioZv
[6] https://www.accuweather.com/en/weather-news/town-in-norway-arctic-circle-matches-miamis-hottest/976639?traffic_source=Connatix
[6] https://www.livescience.com/arctic-last-ice-area-melting.html
[4] https://archaeologynewsnetwork.blogspot.com/2021/06/history-of-antarctic-ice-sheets-holds.html?utm_source=dlvr.it&utm_medium=twitter
[3] https://archaeologynewsnetwork.blogspot.com/2021/07/last-ice-covered-parts-of-summertime.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.washingtonpost.com/climate-environment/2021/06/01/arctic-national-wildlife-refuge/
[2] http://trib.al/HxfNXQl
[2] https://www.patreon.com/posts/united-states-of-53394709
[2] https://thebarentsobserver.com/en/climate-crisis/2021/07/there-almost-no-atlantic-salmon-left-norwegian-arctic-rivers-invasive-species#.YOcQYYIRi5o.twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[948] co.uk
[779] twitter.com
[374] nasa.gov
[355] uci.edu
[351] nytimes.com
[283] patreon.com
[245] trib.al
[199] theguardian.com
[191] thehill.com
[174] accuweather.com

Top Domains in Tweet in G1:
[486] co.uk
[263] uci.edu
[82] nasa.gov
[60] twitter.com
[47] ametsoc.org
[47] accuweather.com
[46] youtube.com
[38] polarbearsinternational.org
[31] wpmucdn.com
[28] cbsnews.com

Top Domains in Tweet in G2:
[185] nasa.gov
[135] twitter.com
[70] biologists.com
[68] ow.ly
[65] mongabay.com
[51] noaa.gov
[50] climate-security-expert-network.org
[49] carbonbrief.org
[48] wilsoncenter.org
[40] co.uk

Top Domains in Tweet in G3:
[99] twitter.com
[29] accuweather.com
[20] co.uk
[20] sciencedaily.com
[17] scitechdaily.com
[16] youtube.com
[15] nytimes.com
[15] thebarentsobserver.com
[12] cnet.com
[10] theguardian.com

Top Domains in Tweet in G4:
[38] copernicus.org
[20] youtube.com
[16] polarbearscience.com
[14] electroverse.net
[13] twitter.com
[11] researchgate.net
[8] ametsoc.org
[8] notrickszone.com
[8] wattsupwiththat.com
[7] nytimes.com

Top Domains in Tweet in G5:
[13] hindustantimes.com
[11] twitter.com
[10] thehill.com
[9] uci.edu
[9] co.uk
[7] bbc.com
[6] accuweather.com
[5] nationalgeographic.com
[5] themoscowtimes.com
[4] blogspot.com

Top Domains in Tweet in G7:
[274] patreon.com
[40] twitter.com
[12] themoscowtimes.com
[2] cbsnews.com
[1] uci.edu
[1] co.uk

Top Domains in Tweet in G8:
[123] co.uk
[99] notrickszone.com
[4] huffingtonpost.ca
[1] twitter.com
[1] polarbearscience.com
[1] uci.edu
[1] mongabay.com

Top Domains in Tweet in G9:
[162] thehill.com
[64] nytimes.com
[57] twitter.com
[16] mcgill.ca
[11] co.uk
[10] phys.org
[8] uci.edu
[6] insideclimatenews.org
[6] msn.com
[5] rgs.org

Top Domains in Tweet in G10:
[221] trib.al
[7] blogspot.com
[6] accuweather.com
[6] livescience.com
[3] washingtonpost.com
[3] thebarentsobserver.com
[2] patreon.com
[2] uci.edu
[2] nytimes.com
[2] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1709] arctic
[792] climate
[785] actonclimate
[741] climatechange
[523] stopline3
[522] stoptmx
[522] buildbackbetter
[392] heatwave
[356] climatecrisis
[312] climateemergency



Top Hashtags in Tweet in G1:
[663] actonclimate
[580] arctic
[483] climate
[465] stopline3
[465] stoptmx
[465] buildbackbetter
[199] climateemergency
[74] wedonthavetime
[49] arcticseaiceday
[35] climatecrisis

Top Hashtags in Tweet in G2:
[491] arctic
[288] climatechange
[148] curiousuniverse
[140] climate
[123] climatecrisis
[119] seaice
[85] heatwave
[78] climateaction
[64] akwx
[63] mangrove

Top Hashtags in Tweet in G3:
[43] arctic
[36] climate
[30] climatechange
[24] climatecrisis
[13] globalwarming
[11] climateemergency
[8] science
[7] climateactionnow
[7] ice
[6] temperature

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

Top Hashtags in Tweet in G5:
[309] arctic
[285] climatechange
[264] heatwave
[262] copernicus
[262] sentinel3
[18] climate
[13] climatecrisis
[12] actonclimate
[11] monsoon
[8] antarctic

Top Hashtags in Tweet in G7:
[9] climatecrisis
[3] arctic
[1] actonclimate
[1] climate
[1] stopline3
[1] stoptmx
[1] buildbackbetter

Top Hashtags in Tweet in G8:
[1] climatecrisis
[1] inconvenienttruth
[1] arctic

Top Hashtags in Tweet in G9:
[20] actonclimate
[16] protectthearctic
[15] arctic
[12] climate
[11] stopline3
[11] stoptmx
[11] buildbackbetter
[11] standwiththegwichin
[8] climateactionnow
[5] climatechange

Top Hashtags in Tweet in G10:
[7] archaeology
[5] archaeologist
[5] history
[3] arctic
[2] utm
[1] freshvoicesrise
[1] ovearth
[1] wtpblue
[1] wtpearth
[1] record

Top Words
Top Words in Tweet in Entire Graph:
[9696] ice
[6425] arctic
[4165] climate
[3910] polar
[3503] sea
[2420] change
[2202] km
[2197] temperature
[2195] 000
[1964] record

Top Words in Tweet in G1:
[1685] km
[1678] 000
[1499] ice
[1174] sea
[1099] arctic
[931] fire
[663] #actonclimate
[580] #arctic
[567] temperature
[527] extent

Top Words in Tweet in G2:
[1211] ice
[815] arctic
[659] sea
[489] #arctic
[471] climate
[340] antarctic
[324] record
[301] #climatechange
[296] curious
[276] change

Top Words in Tweet in G3:
[734] ice
[484] arctic
[354] polar
[248] climate
[183] change
[137] antarctic
[128] sea
[116] temperature
[97] melting
[87] caps

Top Words in Tweet in G4:
[446] ice
[303] arctic
[174] dawntj90
[171] sea
[149] climate
[143] ejwwest
[123] co2
[114] geraldkutney
[111] climatecatastr3
[109] robinlarder

Top Words in Tweet in G5:
[364] temperature
[324] finland
[322] lapland
[320] 33
[318] utsjoki
[318] kevo
[309] #arctic
[291] high
[285] #climatechange
[271] land

Top Words in Tweet in G6:
[364] jorginho
[364] gonna
[364] reason
[364] polar
[364] ice
[364] caps
[364] stop
[364] melting

Top Words in Tweet in G7:
[575] climate
[548] future
[343] arctic
[321] ice
[301] change
[289] russia
[286] drilling
[286] crisis
[279] melting
[277] ships

Top Words in Tweet in G8:
[369] tim
[267] gore
[254] ice
[246] right
[217] arctic
[214] summer
[143] al
[142] disappearing
[124] 2014
[124] wrong

Top Words in Tweet in G9:
[339] record
[255] climate
[245] change
[241] arctic
[183] temperature
[176] warming
[169] antarctic
[167] antarctica
[166] peninsula
[166] fastest

Top Words in Tweet in G10:
[255] arctic
[192] temperature
[182] heatwave
[181] region
[181] hottest
[181] degrees
[181] country
[181] weeks
[180] finland
[180] northernmost

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2993] sea,ice
[2183] climate,change
[2077] 000,km
[1221] polar,bears
[1121] polar,ice
[1032] arctic,circle
[881] ice,caps
[856] arctic,sea
[852] ice,extent
[735] arctic,ice

Top Word Pairs in Tweet in G1:
[1664] 000,km
[1146] sea,ice
[518] arctic,circle
[490] #arctic,sea
[473] ice,extent
[467] circle,land
[467] land,temperature
[467] temperature,reaches
[466] lowest,record
[466] reaches,48c

Top Word Pairs in Tweet in G2:
[471] sea,ice
[236] climate,change
[216] antarctic,ice
[158] july,12
[149] ice,sheets
[148] ice,extent
[148] starting,july
[148] 12,curious
[147] nasa,invite
[147] invite,curious

Top Word Pairs in Tweet in G3:
[159] climate,change
[133] polar,ice
[93] sea,ice
[81] ice,caps
[73] arctic,ice
[68] arctic,circle
[68] polar,bears
[57] polar,bear
[54] antarctic,ice
[51] arctic,sea

Top Word Pairs in Tweet in G4:
[138] sea,ice
[101] arctic,ice
[65] arctic,sea
[64] dsp3ncr,bointongiles
[63] voiceofreasonny,azdzitowiecki
[63] cliveosgood,saintash1964
[63] saintash1964,eric_flesch
[63] eric_flesch,kaysanderson9
[63] kaysanderson9,arthurc25834750
[63] arthurc25834750,drolkrad_eht

Top Word Pairs in Tweet in G5:
[318] utsjoki,kevo
[264] surface,temperature
[262] #heatwave,hitting
[262] hitting,#arctic
[262] #arctic,scandinavia
[262] scandinavia,monday
[262] monday,reached
[262] reached,34
[262] 34,banak
[262] banak,norway

Top Word Pairs in Tweet in G6:
[364] jorginho,gonna
[364] gonna,reason
[364] reason,polar
[364] polar,ice
[364] ice,caps
[364] caps,stop
[364] stop,melting

Top Word Pairs in Tweet in G7:
[301] climate,change
[274] russia,welcomes
[274] welcomes,climate
[274] change,melting
[274] melting,ice
[274] ice,opens
[274] opens,arctic
[274] arctic,ships
[274] ships,drilling
[274] drilling,agricultural

Top Word Pairs in Tweet in G8:
[143] al,gore
[124] arctic,ice
[124] summer,2014
[123] gore,right
[123] right,declares
[123] declares,tim
[123] tim,stanley
[123] stanley,telegraph
[123] telegraph,tim
[123] tim,right

Top Word Pairs in Tweet in G9:
[244] climate,change
[166] antarctic,peninsula
[166] peninsula,fastest
[166] fastest,warming
[166] warming,regions
[157] antarctica,officially
[157] officially,high
[157] high,temperature
[157] temperature,record
[157] record,64

Top Word Pairs in Tweet in G10:
[180] finland,northernmost
[180] northernmost,arctic
[180] arctic,lapland
[180] lapland,region
[180] region,recorded
[180] recorded,hottest
[180] hottest,temperature
[180] temperature,century
[180] century,92
[180] 92,degrees

Top Replied-To
Top Replied-To in Entire Graph:
@greenpeace
@chuzbucket
@barbaragirouard
@preetbharara
@johndublin10
@mulindwa_guy
@roypentland
@spencerfletch0
@dbirch214
@sarahkendzior

Top Replied-To in G1:
@krvast
@climateben
@zlabe
@globalecoguy
@nasaclimate
@mikehudema
@gabegoffin
@de_fully
@practicetrack66
@olganyc1211

Top Replied-To in G2:
@greenpeace
@jackthelad1947
@vabvox
@nsidc
@usweatherexpert
@petergleick
@climate
@nadiaragozhina
@endclimtsilence
@wsissonwbcsd

Top Replied-To in G3:

Top Replied-To in G4:
@chuzbucket
@barbaragirouard
@johndublin10
@roypentland
@spencerfletch0
@dbirch214
@martinbrampton
@oscarswild1
@dawntj90
@kenneth72712993

Top Replied-To in G5:
@safwuffclickpic
@eu_commission
@jonasvevatne
@jamesta01913565
@wmo

Top Replied-To in G7:
@sarahkendzior
@jasonscampbell
@aldrin910

Top Replied-To in G8:
@trias_politica
@mrmatthewtodd
@perss0nerik
@clim8resistance
@the_final_g
@bigjoebastardi
@billpounder
@harry_hardrada

Top Replied-To in G9:
@zlabe
@foe_us
@briancoker
@kevpluck
@whettyford

Top Replied-To in G10:
@timinclimate
@hohheli
@erik_wbrg
@washingtonpost
@spyconvention

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

Top Mentioned in G1:
@zlabe
@sir_david_king
@repairclimate
@rowhoop
@jrockstrom
@nasaclimate
@climateben
@faceitarctic
@oceanseaicenpi
@polarbears

Top Mentioned in G2:
@j_exp_biol
@iucn_forests
@climatologist49
@thewilsoncenter
@nsidc
@gretathunberg
@noaanceiclimate
@polarinstitute
@zlabe
@mosaicarctic

Top Mentioned in G3:
@ippodhu
@asianjplantsci
@_oscience
@zeroco2_

Top Mentioned in G4:
@dawntj90
@ejwwest
@geraldkutney
@climatecatastr3
@robinlarder
@cypress_nl
@andrygiles
@veritatem2021
@mikedel21893959
@insane_voice

Top Mentioned in G5:
@mikarantane
@platformadam
@wmo
@jayashreenandi
@smn_argentina
@uib
@erc_research
@zlabe
@copernicusecmwf
@jonathanwnv

Top Mentioned in G7:
@enric_sala
@paul_rose
@hoboceoe
@thankyouyeezy
@dukealumni

Top Mentioned in G8:
@timothy_stanley
@tomtugendhat
@geraldkutney

Top Mentioned in G9:
@mcgillu
@zlabe
@curryja
@j_exp_biol
@dwallacewells
@mikarantane
@platformadam
@co_biologists

Top Mentioned in G10:
@ap
@virmalainen
@arijokimaki
@paulisuvanto
@pekka_kangas
@jarmoritola
@arijlaaksonen
@simoruoho
@ilmartim
@chromer78

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

Top Tweeters in G1:
@britpoptarts
@drdaveanddee
@minhkular
@bob_stinson1234
@wally_wests
@ken_crichlow
@sexygirl798
@jmhamiltonblog
@jot_au
@hollowmanseries

Top Tweeters in G2:
@sahelhkj
@sureshm46
@aaolion
@andreasandy3131
@john1966olsen
@lehimesa
@dancas2
@dgendvil
@jilliemary
@costeslioneler

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

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

Top Tweeters in G5:
@_redfrog
@httweets
@anselmonadir
@annfinster
@dwatchnews
@csibike1
@bozzo1931
@flomoll
@osmotheque78000
@fagankara

Top Tweeters in G6:
@tossin_o
@aana_rcy05
@lwangamundo
@sartorial_kai
@kuntakinte565
@lettylakesyde
@stvstheworld
@kabzalone
@kevoizme_
@phxakin

Top Tweeters in G7:
@inspiteoftrump
@wildwillow65
@sar_oso
@tadrow
@samhainnight
@royaleight
@kaffe_takk
@joanpennnative
@nasty_woman2
@rohithiware

Top Tweeters in G8:
@tyrannywatch
@lsferguson
@richlin11a
@donifordace
@johndmtb
@skepticalhusky
@kingofwrong
@nderi_j
@simon32445788
@rogerxmathew

Top Tweeters in G9:
@1ajbarrett
@18diannem
@shambles151
@imagefeeder
@fairishgodmum
@removegopnow
@argyllseaglass
@alfred996
@tina12312
@acdcjoanie

Top Tweeters in G10:
@world_news_eng
@govsherazkhan
@amyayers16
@pink1963dsw
@shareitarie10
@garden4u_wa
@belladonamodels
@uncleree1
@dollymad1812
@samlitzinger


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