arctic ice, Twitter, 11/18/2020 3:32:11 PM, 241785


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arctic ice Twitter NodeXL SNA Map and Report for keskiviikko, 18 marraskuuta 2020 at 14.56 UTC
arctic ice Twitter NodeXL SNA Map and Report for keskiviikko, 18 marraskuuta 2020 at 14.56 UTC
From:
mihkal
Uploaded on:
November 18, 2020
Short Description:
arctic ice via NodeXL https://bit.ly/36LlysB
@zlabe
@nsidc
@scottduncanwx
@climateben
@ecowarriorss
@michael_d_crow
@ericholthaus
@ingersolrobert
@greenpeace
@madcounter

Top hashtags:
#arctic
#climatechange
#climatecrisis
#climate
#seaice
#globalwarming

Description:
Description
The graph represents a network of 5 493 Twitter users whose recent tweets contained "arctic ice", 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, 18 November 2020 at 15:24 UTC.

The tweets in the network were tweeted over the 9-day, 0-hour, 13-minute period from Monday, 09 November 2020 at 14:41 UTC to Wednesday, 18 November 2020 at 14:55 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 : 5493
Unique Edges : 6895
Edges With Duplicates : 1466
Total Edges : 8361
Number of Edge Types : 5
Replies to : 434
Mentions : 1123
Retweet : 4319
Tweet : 1075
MentionsInRetweet : 1410
Self-Loops : 1128
Reciprocated Vertex Pair Ratio : 0,0118261403778221
Reciprocated Edge Ratio : 0,0233758348512447
Connected Components : 873
Single-Vertex Connected Components : 442
Maximum Vertices in a Connected Component : 3303
Maximum Edges in a Connected Component : 5809
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5,288195
Graph Density : 0,000218380302335396
Modularity : 0,743045
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 5 493 Twitter users whose recent tweets contained "arctic ice", 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, 18 November 2020 at 15:24 UTC.

The tweets in the network were tweeted over the 9-day, 0-hour, 13-minute period from Monday, 09 November 2020 at 14:41 UTC to Wednesday, 18 November 2020 at 14:55 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 ice
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:
[310] https://www.independent.co.uk/environment/arctic-sea-ice-siberia-temperature-climate-change-b1723810.html
[307] https://sites.uci.edu/zlabe/arctic-sea-ice-volumethickness/
[123] https://www.theguardian.com/world/2020/nov/05/arctic-time-capsule-from-2018-washes-up-in-ireland-as-polar-ice-melts
[99] https://thephoenix.substack.com/p/the-arctic-is-refusing-to-refreeze
[96] https://www.greenqueen.com.hk/tibetan-plateau-third-pole-pollution-linked-to-arctic-sea-ice-loss/
[81] https://www.vox.com/21536859/arctic-sea-ice-2020-climate-change-alaska-polar-bears-charts
[79] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record?CMP=share_btn_tw
[57] https://twitter.com/rarohde/status/1323746737316679680
[57] https://thephoenix.substack.com/p/the-arctic-is-refusing-to-refreeze?utm_campaign=post&utm_medium=web&utm_source=twitter
[56] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-020-18934-3

Top URLs in Tweet in G1:
[234] https://sites.uci.edu/zlabe/arctic-sea-ice-volumethickness/
[32] https://climate.copernicus.eu/sea-ice-cover-october-2020
[29] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[27] http://www.carbonbrief.org/guest-post-piecing-together-arctic-sea-ice-history-1850
[20] https://journals.ametsoc.org/jcli/article/32/15/4731/343909/Arctic-Sea-Ice-Volume-Variability-over-1901-2010-A
[11] https://www.independent.co.uk/environment/arctic-sea-ice-siberia-temperature-climate-change-b1723810.html
[10] https://www.n2k.world/jasonboxdiscussions?cid=225c60a7-1077-412c-a02d-49c5c3292e95&utm_campaign=2c070db5-446f-4681-90a9-1b5a246c4bba&utm_medium=mail&utm_source=so&wix-vod-video-id=8e00055800d84c1eafd5dd14c3db68df&wix-vod-comp-id=comp-kh73qdpp&fbclid=IwAR3A_B6MW4n3QgzvAG0xDkNEPdWWSCnv_xRwmKGfnSL956vIb489FT3TMDo
[5] https://journals.ametsoc.org/bams/article/101/8/S239/353884/The-Arctic
[4] https://journals.ametsoc.org/jcli/article/31/8/3233/89278/Variability-of-Arctic-Sea-Ice-Thickness-Using
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-020-18934-3

Top URLs in Tweet in G2:
[43] https://www.vox.com/21536859/arctic-sea-ice-2020-climate-change-alaska-polar-bears-charts
[32] https://www.independent.co.uk/environment/arctic-sea-ice-siberia-temperature-climate-change-b1723810.html
[11] https://earthsky.org/earth/why-arctic-winter-sea-ice-stalled-2020
[10] https://www.theguardian.com/world/2020/nov/05/arctic-time-capsule-from-2018-washes-up-in-ireland-as-polar-ice-melts
[6] https://www.cbsnews.com/news/climate-warming-arctic-ice-scientists-spent-year-locked-in-ice-polarstern-research-mission/
[5] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record
[5] https://www.arctictoday.com/wheres-the-sea-ice-3-reasons-the-arctic-freeze-is-unseasonably-late-and-why-it-matters/
[5] https://www.newscientist.com/article/2258169-arctic-sea-ice-loss-could-trigger-huge-levels-of-extra-global-warming/
[5] https://www.akronohiomoms.com/reviews-and-shopping/reviews/muck-boots-arctic-ice-tall-review/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[4] https://www.sciencedaily.com/releases/2020/11/201107133922.htm?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[105] https://www.independent.co.uk/environment/arctic-sea-ice-siberia-temperature-climate-change-b1723810.html
[48] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-020-18934-3
[45] 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
[22] https://twitter.com/ScottDuncanWX/status/1324384572570771458
[20] https://sites.uci.edu/zlabe/arctic-sea-ice-volumethickness/
[20] https://earther.gizmodo.com/its-way-too-hot-in-the-arctic-right-now-1845654103
[14] https://twitter.com/ZLabe/status/1327266019841228800
[14] https://www.weforum.org/agenda/2015/09/3-industries-hit-by-arctic-change/
[12] https://www.bbc.com/news/science-environment-53342806
[10] https://thenarwhal.ca/polar-bear-week-arctic-sea-ice-climate-change/

Top URLs in Tweet in G4:
[37] https://www.independent.co.uk/environment/arctic-sea-ice-siberia-temperature-climate-change-b1723810.html
[23] https://sites.uci.edu/zlabe/arctic-sea-ice-volumethickness/
[18] https://ncei.noaa.gov/news/global-climate-202010
[14] https://byq6z.app.goo.gl/mLU5x
[13] https://www.cbc.ca/news/canada/north/climate-change-inuit-communities-national-geographic-documentary-1.5788148?fbclid=IwAR2aKQbUzAQ9jM3pSBF2T-i8AXcRlL548V0_725cr37SPTYK2Z2SgbtZO-g
[12] https://nsidc.org/cryosphere/icelights/2013/09/sea-ice-age-matters
[12] http://www.carbonbrief.org/guest-post-piecing-together-arctic-sea-ice-history-1850
[9] https://nsidc.org/cryosphere/icelights/2011/09/greenland%E2%80%99s-glaciers-and-arctic-climate
[8] https://www.theguardian.com/environment/2020/nov/13/arctic-melting-climate-change
[8] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/

Top URLs in Tweet in G6:
[7] https://www.independent.co.uk/environment/arctic-sea-ice-siberia-temperature-climate-change-b1723810.html
[6] https://sites.uci.edu/zlabe/arctic-sea-ice-volumethickness/
[2] https://twitter.com/ScottDuncanWX/status/1276914266881372161
[2] http://www.carbonbrief.org/guest-post-piecing-together-arctic-sea-ice-history-1850
[2] https://www.severe-weather.eu/news/arctic-ocean-sea-ice-2020-jet-stream-effect-winter-fa/
[2] https://twitter.com/EricHolthaus/status/1327306734273257475
[1] https://nsidc.org/cryosphere/icelights/2012/02/arctic-oscillation-winter-storms-and-sea-ice
[1] https://nsidc.org/cryosphere/icelights/2011/09/greenland%E2%80%99s-glaciers-and-arctic-climate
[1] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[1] https://www.weforum.org/agenda/2015/09/3-industries-hit-by-arctic-change/

Top URLs in Tweet in G7:
[77] https://www.greenqueen.com.hk/tibetan-plateau-third-pole-pollution-linked-to-arctic-sea-ice-loss/
[34] https://www.weforum.org/agenda/2020/10/arctic-ocean-winter-sea-ice-global-warming-emissions?utm_source=twitter&utm_medium=social_scheduler&utm_term=Arctic&utm_content=16/11/2020+04:00
[28] https://www.weforum.org/agenda/2020/10/arctic-ocean-winter-sea-ice-global-warming-emissions?utm_source=twitter&utm_medium=social_scheduler&utm_term=Arctic&utm_content=12/11/2020+21:30
[8] https://www.weforum.org/agenda/2020/10/arctic-ocean-winter-sea-ice-global-warming-emissions?utm_source=twitter&utm_medium=social_scheduler&utm_term=Arctic&utm_content=02/11/2020+15:15
[8] https://www.weforum.org
[7] https://yaleclimateconnections.org/2020/11/october-2020-was-fourth-warmest-october-on-record-noaa-and-nasa-report/
[6] https://www.independent.co.uk/environment/arctic-sea-ice-siberia-temperature-climate-change-b1723810.html
[4] https://www.weforum.org/agenda/2020/10/arctic-ocean-winter-sea-ice-global-warming-emissions?utm_source=twitter&utm_medium=social_scheduler&utm_term=Arctic&utm_content=07/11/2020+21:00
[4] https://notrickszone.com/2020/09/23/arctic-sea-ice-stability-extends-to-14-years-long-term-arctic-has-been-stable-since-1900/
[3] https://www.weforum.org/agenda/2020/10/arctic-ocean-winter-sea-ice-global-warming-emissions?utm_source=twitter&utm_medium=social_scheduler&utm_term=Arctic&utm_content=08/11/2020+21:30

Top URLs in Tweet in G8:
[48] https://electroverse.net/prof-nils-axel-morner-the-approaching-new-grand-solar-minimum/
[17] https://climatism.blog/2020/02/03/polar-bears-the-new-symbol-of-climate-change-realism-and-a-stable-arctic/
[17] https://www.researchgate.net/profile/Matthew_Lachniet/publication/342133019_Great_Basin_Paleoclimate_and_Aridity_Linked_to_Arctic_Warming_and_Tropical_Pacific_Sea_Surface_Temperatures/links/5f33fceb458515b72918b365/Great-Basin-Paleoclimate-and-Aridity-Linked-to-Arctic-Warming-and-Tropical-Pacific-Sea-Surface-Temperatures.pdf
[4] https://twitter.com/heat_dish/status/1325900648844414977
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs43247-020-00028-z
[2] https://www.independent.co.uk/environment/arctic-sea-ice-siberia-temperature-climate-change-b1723810.html
[2] https://breakingdefense.com/2020/11/eye-on-arctic-congress-pushes-more-c-130js-including-ski-planes/
[2] https://onlinelibrary.wiley.com/doi/abs/10.1111/bor.12428?cookieSet=1
[2] https://twitter.com/dbirch214/status/1326950170022580225
[1] https://www.theguardian.com/world/2020/nov/05/arctic-time-capsule-from-2018-washes-up-in-ireland-as-polar-ice-melts

Top URLs in Tweet in G9:
[83] https://thephoenix.substack.com/p/the-arctic-is-refusing-to-refreeze
[56] https://thephoenix.substack.com/p/the-arctic-is-refusing-to-refreeze?utm_campaign=post&utm_medium=web&utm_source=twitter
[5] https://earthquake.alaska.edu/new-five-year-multidisciplinary-project-arctic-change
[2] https://sites.uci.edu/zlabe/arctic-sea-ice-volumethickness/
[2] 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] http://www.carbonbrief.org/guest-post-piecing-together-arctic-sea-ice-history-1850
[1] https://journals.ametsoc.org/bams/article/101/8/S239/353884/The-Arctic
[1] https://journals.ametsoc.org/jcli/article/32/15/4731/343909/Arctic-Sea-Ice-Volume-Variability-over-1901-2010-A
[1] https://www.greenqueen.com.hk/tibetan-plateau-third-pole-pollution-linked-to-arctic-sea-ice-loss/
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-020-18934-3

Top URLs in Tweet in G10:
[2] https://www.nytimes.com/1958/10/19/archives/the-changing-face-of-the-arctic-the-changing-face-of-the-arctic.html
[2] https://realclimatescience.com/2017/05/1969-new-york-times-predicted-an-ice-free-arctic-and-an-ice-age-three-days-apart-2/
[1] https://www.greenqueen.com.hk/tibetan-plateau-third-pole-pollution-linked-to-arctic-sea-ice-loss/
[1] https://journals.ametsoc.org/bams/article/101/8/S239/353884/The-Arctic
[1] https://journals.ametsoc.org/jcli/article/32/15/4731/343909/Arctic-Sea-Ice-Volume-Variability-over-1901-2010-A
[1] https://climate.nasa.gov/vital-signs/arctic-sea-ice/
[1] https://climatism.blog/2020/03/07/46-statements-by-ipcc-experts-against-the-ipcc/
[1] https://www.youtube.com/watch?v=-JkEEq3k8yM&feature=youtu.be

[1] https://www.youtube.com/watch?v=nIEGo8E9s_8&feature=youtu.be

[1] https://www.youtube.com/watch?v=T86IIKK9FRg&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[376] twitter.com
[352] uci.edu
[341] co.uk
[322] theguardian.com
[157] substack.com
[125] weforum.org
[96] com.hk
[88] vox.com
[83] cbsnews.com
[70] nature.com

Top Domains in Tweet in G1:
[263] uci.edu
[32] copernicus.eu
[29] ametsoc.org
[27] carbonbrief.org
[13] twitter.com
[11] co.uk
[11] n2k.world
[5] nsidc.org
[4] nature.com
[4] kevinhester.live

Top Domains in Tweet in G2:
[53] twitter.com
[47] vox.com
[41] theguardian.com
[38] co.uk
[13] youtube.com
[11] earthsky.org
[9] sciencedaily.com
[8] bbc.com
[6] newscientist.com
[6] cbsnews.com

Top Domains in Tweet in G3:
[108] co.uk
[49] twitter.com
[48] nature.com
[45] theconversation.com
[23] uci.edu
[21] gizmodo.com
[14] weforum.org
[12] bbc.com
[10] thenarwhal.ca
[9] phys.org

Top Domains in Tweet in G4:
[39] co.uk
[31] uci.edu
[29] nsidc.org
[22] goo.gl
[21] twitter.com
[20] theguardian.com
[18] noaa.gov
[13] cbc.ca
[12] carbonbrief.org
[8] osi-saf.org

Top Domains in Tweet in G6:
[7] co.uk
[7] uci.edu
[6] twitter.com
[2] nsidc.org
[2] carbonbrief.org
[2] severe-weather.eu
[1] weforum.org
[1] theguardian.com
[1] awi.de

Top Domains in Tweet in G7:
[101] weforum.org
[77] com.hk
[7] yaleclimateconnections.org
[6] co.uk
[4] ametsoc.org
[4] notrickszone.com
[3] phys.org
[3] uci.edu
[3] theconversation.com
[3] vox.com

Top Domains in Tweet in G8:
[48] electroverse.net
[17] climatism.blog
[17] researchgate.net
[7] twitter.com
[3] nature.com
[2] co.uk
[2] breakingdefense.com
[2] wiley.com
[1] theguardian.com
[1] seapowermagazine.org

Top Domains in Tweet in G9:
[139] substack.com
[5] alaska.edu
[2] uci.edu
[2] theconversation.com
[2] ametsoc.org
[2] weforum.org
[1] carbonbrief.org
[1] com.hk
[1] nature.com
[1] co.uk

Top Domains in Tweet in G10:
[3] youtube.com
[2] nytimes.com
[2] realclimatescience.com
[2] ametsoc.org
[1] com.hk
[1] nasa.gov
[1] climatism.blog
[1] notrickszone.com
[1] carbonbrief.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1562] arctic
[366] climatechange
[135] climatecrisis
[117] climate
[109] seaice
[104] globalwarming
[103] climateactionnow
[92] climateemergency
[69] tiredearth
[68] climateaction



Top Hashtags in Tweet in G1:
[670] arctic
[59] akwx
[51] seaice
[32] climatechange
[13] climatecrisis
[8] siberia
[5] c3s
[3] globalwarming
[3] lowest
[2] gretathunberg

Top Hashtags in Tweet in G2:
[36] arctic
[35] climatechange
[18] globalwarming
[12] climate
[10] ice
[10] climateaction
[9] climatecrisis
[5] greenland
[4] seaice
[4] climatechangeisreal

Top Hashtags in Tweet in G3:
[91] arctic
[70] climate
[22] climatecrisis
[11] climatechange
[8] globalwarming
[6] climateemergency
[6] gretathunberg
[5] keepitintheground
[3] climatechangeisreal
[3] permafrost

Top Hashtags in Tweet in G4:
[255] arctic
[34] 30daymapchallenge
[30] climatechange
[22] seaice
[21] rstats
[21] rspatial
[20] svalbard
[18] stateofclimate
[9] ocean
[9] gistribe

Top Hashtags in Tweet in G6:
[20] arctic
[1] climatecrisis
[1] climate

Top Hashtags in Tweet in G7:
[98] climatechange
[50] arctic
[8] digitalstrike
[8] climatestrikeonline
[8] climatejustice
[8] savecongorainforest
[5] arcticsea
[5] pollution
[5] tibetanplateau
[4] ice

Top Hashtags in Tweet in G8:
[48] grandsolarminimum
[18] arctic
[17] polarbear

Top Hashtags in Tweet in G9:
[11] arctic
[1] climate
[1] climatechange
[1] stateofclimate

Top Hashtags in Tweet in G10:
[5] arctic
[4] fakenews

Top Words
Top Words in Tweet in Entire Graph:
[6702] ice
[4670] arctic
[4264] sea
[1638] #arctic
[1592] record
[1335] october
[1081] 2020
[971] climate
[759] extent
[747] time

Top Words in Tweet in G1:
[915] sea
[883] ice
[670] #arctic
[625] october
[441] record
[424] 2020
[308] average
[288] volume
[284] data
[282] lowest

Top Words in Tweet in G2:
[501] ice
[417] arctic
[178] sea
[60] melting
[58] warming
[57] record
[55] climate
[53] polar
[50] time
[46] ocean

Top Words in Tweet in G3:
[684] ice
[498] arctic
[406] sea
[197] time
[193] warming
[174] summer
[157] climate
[148] co
[131] record
[124] global

Top Words in Tweet in G4:
[656] ice
[538] sea
[298] arctic
[268] record
[256] #arctic
[174] october
[166] nsidc
[147] data
[107] extent
[97] breaking

Top Words in Tweet in G5:
[282] arctolasm
[282] sea
[282] wraith
[282] pokemon
[282] ice
[282] ghost
[282] hunting
[282] strategy
[282] consists
[282] emerging

Top Words in Tweet in G6:
[311] records
[297] ice
[266] arctic
[257] october
[256] record
[253] 2020
[239] climate
[210] sea
[164] lowest
[160] time

Top Words in Tweet in G7:
[230] ice
[201] sea
[189] arctic
[144] glaciers
[144] china
[111] #arctic
[105] #climatechange
[89] world
[84] ocean
[82] winter

Top Words in Tweet in G8:
[238] ice
[205] arctic
[143] sea
[73] 000
[66] past
[52] climate
[49] month
[49] significant
[48] prof
[48] nils

Top Words in Tweet in G9:
[214] ice
[211] arctic
[164] sea
[100] fires
[89] late
[67] record
[63] winter
[60] ericholthaus
[57] climate
[56] refusing

Top Words in Tweet in G10:
[41] ice
[31] arctic
[14] sea
[9] climate
[8] nytimes
[8] dawntj90
[7] 2008
[7] predicted
[7] kctaz
[7] jamz129

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3416] sea,ice
[1363] arctic,sea
[820] #arctic,sea
[645] ice,extent
[613] arctic,ice
[581] october,2020
[450] open,water
[411] ice,arctic
[361] arctic,ocean
[354] ice,volume

Top Word Pairs in Tweet in G1:
[780] sea,ice
[454] #arctic,sea
[362] october,2020
[259] ice,volume
[229] ice,extent
[152] 2020,record
[134] total,#arctic
[134] volume,58
[134] 58,1979
[134] 1979,2019

Top Word Pairs in Tweet in G2:
[161] sea,ice
[104] arctic,ice
[86] arctic,sea
[35] ice,arctic
[26] arctic,ocean
[24] climate,change
[24] global,warming
[24] polar,ice
[23] ice,freezing
[22] freezing,record

Top Word Pairs in Tweet in G3:
[383] sea,ice
[189] arctic,sea
[93] ice,extent
[80] summer,arctic
[73] extent,lowest
[73] lowest,time
[73] ice,arctic
[71] climate,change
[68] open,water
[61] lack,ice

Top Word Pairs in Tweet in G4:
[446] sea,ice
[154] #arctic,sea
[130] arctic,sea
[98] ice,extent
[94] record,breaking
[72] data,nsidc
[63] laptev,sea
[59] breaking,melt
[59] melt,season
[59] season,#arctic

Top Word Pairs in Tweet in G5:
[282] arctolasm,sea
[282] sea,wraith
[282] wraith,pokemon
[282] pokemon,ice
[282] ice,ghost
[282] ghost,hunting
[282] hunting,strategy
[282] strategy,consists
[282] consists,emerging
[282] emerging,deep

Top Word Pairs in Tweet in G6:
[204] sea,ice
[171] arctic,sea
[157] lowest,record
[154] 2020,hundreds
[154] hundreds,time
[154] time,heat
[154] heat,records
[154] records,smashed
[154] smashed,monthly
[154] monthly,basis

Top Word Pairs in Tweet in G7:
[195] sea,ice
[82] arctic,ocean
[78] winter,sea
[78] ice,stalled
[77] ocean,winter
[77] stalled,rest
[77] rest,world
[77] world,#climatechange
[77] #climatechange,#arctic
[73] fossil,fuels

Top Word Pairs in Tweet in G8:
[135] sea,ice
[93] arctic,sea
[48] prof,nils
[48] nils,axel
[48] axel,mörner
[48] mörner,passed
[48] passed,month
[48] month,quoted
[48] quoted,2030
[48] 2030,40

Top Word Pairs in Tweet in G9:
[157] sea,ice
[89] ice,late
[56] late,arctic
[56] arctic,refusing
[56] refusing,refreeze
[56] refreeze,winter
[56] winter,worrying
[56] worrying,ericholthaus
[50] shocking,arctic
[50] arctic,changing

Top Word Pairs in Tweet in G10:
[14] sea,ice
[12] arctic,ice
[9] arctic,sea
[6] dan613,jimdtweet
[6] jimdtweet,lempalyn
[6] lempalyn,ibergwiesel
[6] ibergwiesel,truthstorm17
[6] truthstorm17,dawntj90
[6] dawntj90,thinks_about_it
[6] rustyaway,damienhamilto17

Top Replied-To
Top Replied-To in Entire Graph:
@dbirch214
@ericholthaus
@kemmerenrob
@playadoptme
@lavergnetho
@michaelemann
@climateben
@juliahb1
@loveon999
@jysexton

Top Replied-To in G1:
@ericholthaus
@climate_ice
@_whitneywebb
@andresalmada87
@michaelemann
@zlabe
@alaskawx
@n2know
@justinfrenchbr1
@ashfromva

Top Replied-To in G2:

Top Replied-To in G3:
@kemmerenrob
@climateben
@larry79115
@hausfath
@joebiden
@gracey_72
@benmsanderson
@ericholthaus
@zlabe
@r34lb0rg

Top Replied-To in G4:
@daveanthony
@richardabetts
@noaa
@antarcticreport
@nasa
@arctictroy
@orabonag
@aederocher
@guardian
@co2_earth

Top Replied-To in G6:
@scottduncanwx
@joerndoering

Top Replied-To in G7:
@aloksharma_rdg
@banksiaboy

Top Replied-To in G8:
@dbirch214
@jwspry
@climateofgavin
@dfoosher
@mhehedzherting
@rstabb26
@kmoorman1968
@reviewer_no_2
@hishamsaid13
@grizzlygovfan

Top Replied-To in G9:
@ericholthaus
@lastbornpodcast
@juha_heinamaki

Top Replied-To in G10:
@nytimes
@chrisbbacon3
@reckedrik
@ftworthmatthew
@tony__heller
@oscarswild1
@bananenrijperij
@dawntj90
@manifesto2000
@ianbrow97534170

Top Mentioned
Top Mentioned in Entire Graph:
@nsidc
@climatologist49
@fitzhunter
@albomp
@ericholthaus
@zlabe
@copernicusecmwf
@nwsalaska
@gretathunberg
@mosaicarctic

Top Mentioned in G1:
@climatologist49
@zlabe
@copernicusecmwf
@nsidc
@nwsalaska
@yjrosen
@ajatnuvuk
@cinderbdt907
@cooperislandak

Top Mentioned in G2:
@zeroco2_
@standpointmag

Top Mentioned in G3:
@joebiden
@nsidc
@climate_ice
@iconickevin
@geraldkutney
@juzwik
@liberat67627787
@climvari
@krvast
@pauledawson

Top Mentioned in G4:
@nsidc
@guardian
@noaa
@tylermorganwall
@ciresnews
@jlbamber
@geogbristol
@es_ucl
@ceosuofm
@arctic_office

Top Mentioned in G6:
@nsidc
@eddie72j
@sven37903409
@scottduncanwx
@wishmaster_nl
@wetterzentrale

Top Mentioned in G7:
@wef
@mikequindazzi
@antgrasso
@fisher85m
@cop26
@birdgirluk
@greenpeace
@connect4climate
@voicesofyouth
@nsidc

Top Mentioned in G8:
@levonsevunts
@andreacharron
@climateofgavin
@andyoz2
@jaggermickoz
@nsidc
@humberto_r_
@keillerdon
@dbirch214
@astroobservator

Top Mentioned in G9:
@ericholthaus
@nsidc
@icegoingsouth

Top Mentioned in G10:
@kctaz
@dawntj90
@jamz129
@roypentland
@barbarajdurkin
@medbennett
@ram0667
@dan613
@jimdtweet
@lempalyn

Top Tweeters
Top Tweeters in Entire Graph:
@matthewtwihard
@jurylady5
@mistersalesman
@hrblock_21
@phildecarolis
@rk70534
@o2
@robre62
@geoffrey_payne
@independent

Top Tweeters in G1:
@scheerenberger
@markplackett1
@ciangaia
@kellylmckevitt
@hilde57293257
@moniquedhooghe
@genwat
@jackthelad1947
@tonkatoy_1
@die_primel

Top Tweeters in G2:
@pairsonnalitesn
@callstadt
@joanpennnative
@mixed_text
@milieunet
@wisdomnz
@shehzadyounis
@delmoi
@rogerablackwell
@neasdenparade

Top Tweeters in G3:
@johnjoechad
@vikas1689
@maryalicebisho2
@anselmonadir
@laura78703
@notacquiescing
@pauljimerson
@letsroc137
@oteachjohn
@xaipe3

Top Tweeters in G4:
@dgendvil
@alizardx
@guardian
@business
@ken_crichlow
@marialcab
@tiniskwerl
@haltaq
@gezgintrk
@shambles151

Top Tweeters in G5:
@revivedsin
@rebelbelladonna
@shiverias
@kelly_gasai
@wayward_boi
@leafnuzzles
@diosdeldrama
@ayanna0813
@tulip_nose
@awaitingwaifus

Top Tweeters in G6:
@homegypsy
@bronxfanatic
@imsamegirl
@wxbrad
@pdeppisch
@donaldverger
@solhog
@coyotegulch
@noche_y_calima
@roguealtgov

Top Tweeters in G7:
@robre62
@rosenchild
@kimvie
@morgfair
@dev_discourse
@etzi2891
@ansisegle
@sampson_elaine
@ilovebooks786
@kimellis9

Top Tweeters in G8:
@doubleeagle49
@nderi_j
@pmagn
@rogerxmathew
@mountkidd
@_shaggs3
@noturbine
@jwspry
@juliajay8
@margweston

Top Tweeters in G9:
@amazingchevvolt
@nshrubs
@jrehnj
@jo3_f
@nickstevenson63
@politics_nyy
@joanaamorais
@tmbrown327
@theleftyleftie
@aeriqui

Top Tweeters in G10:
@nytimes
@reddragonfly19
@teajunkie1
@tokyo_tom
@tony__heller
@billiecotter
@asinister
@ram0667
@climatedepot
@no2wind


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