sea ice, Twitter, 10/29/2020 9:50:02 AM, 239082


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sea ice Twitter NodeXL SNA Map and Report for torstai, 29 lokakuuta 2020 at 08.24 UTC
sea ice Twitter NodeXL SNA Map and Report for torstai, 29 lokakuuta 2020 at 08.24 UTC
From:
mihkal
Uploaded on:
October 29, 2020
Short Description:
sea ice via NodeXL https://bit.ly/3kEdDTJ
@zlabe
@climateben
@mcdmalaysia
@rainmaker1973
@azfarheri
@severeweathereu
@time
@pauledawson
@nsidc
@vice

Top hashtags:
#arctic
#climatechange
#climatecrisis
#actonclimate
#climate
#climateaction
#winter
#globalwarming

Description:
Description
The graph represents a network of 16 736 Twitter users whose recent tweets contained "sea 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 Thursday, 29 October 2020 at 09:25 UTC.

The tweets in the network were tweeted over the 5-day, 5-hour, 50-minute period from Saturday, 24 October 2020 at 02:31 UTC to Thursday, 29 October 2020 at 08:22 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 : 16736
Unique Edges : 21346
Edges With Duplicates : 3566
Total Edges : 24912
Number of Edge Types : 5
Retweet : 14485
Replies to : 951
Tweet : 2623
MentionsInRetweet : 4373
Mentions : 2480
Self-Loops : 2688
Reciprocated Vertex Pair Ratio : 0,00658929976396538
Reciprocated Edge Ratio : 0,0130923302393747
Connected Components : 2179
Single-Vertex Connected Components : 1398
Maximum Vertices in a Connected Component : 8803
Maximum Edges in a Connected Component : 14235
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4,421391
Graph Density : 7,30870543582021E-05
Modularity : 0,751663
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 16 736 Twitter users whose recent tweets contained "sea 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 Thursday, 29 October 2020 at 09:25 UTC.

The tweets in the network were tweeted over the 5-day, 5-hour, 50-minute period from Saturday, 24 October 2020 at 02:31 UTC to Thursday, 29 October 2020 at 08:22 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 : sea 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:
[732] https://sites.uci.edu/zlabe/files/2018/01/NSIDC_mapseas.png
[703] https://www.severe-weather.eu/news/arctic-ocean-sea-ice-2020-jet-stream-effect-winter-fa/
[634] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record
[560] https://youtu.be/PGquZTg5qXs
[299] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[260] 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
[238] https://time.com/5890172/arctic-sea-ice-minimum-2020/?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_term=science_climate-change&linkId=102354600
[196] https://www.vice.com/en/article/7k9pvg/arctic-sea-ice-isnt-freezing-in-october-for-the-first-time-on-record?utm_content=1603389283&utm_medium=social&utm_source=VICE_twitter
[189] https://www.un.org/sg/en/content/sg/statement/2020-10-27/secretary-generals-remarks-the-nordic-council
[183] https://www.wired.com/story/russias-laptev-sea-should-have-started-to-freeze-by-now?mbid=social_twitter&utm_source=twitter&utm_social-type=owned&utm_brand=wired&utm_medium=social

Top URLs in Tweet in G1:
[3] https://twitter.com/furrrrytale/status/1321298408196419585
[2] https://twitter.com/AnisAshaari/status/1320635094298554368
[1] https://twitter.com/jomkitamy/status/1320612814696767490
[1] https://twitter.com/FoodViralMY/status/1320688755901124608

Top URLs in Tweet in G2:
[661] https://sites.uci.edu/zlabe/files/2018/01/NSIDC_mapseas.png
[261] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[193] https://www.vice.com/en/article/7k9pvg/arctic-sea-ice-isnt-freezing-in-october-for-the-first-time-on-record?utm_content=1603389283&utm_medium=social&utm_source=VICE_twitter
[87] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record
[60] https://www.vox.com/21536859/arctic-sea-ice-2020-climate-change-alaska-polar-bears-charts
[57] https://news.mongabay.com/2020/10/brave-new-arctic-sea-ice-has-yet-to-form-off-of-siberia-worrying-scientists/
[54] https://sites.uci.edu/zlabe/arctic-sea-ice-volumethickness/
[48] https://www.severe-weather.eu/news/arctic-ocean-sea-ice-2020-jet-stream-effect-winter-fa/
[40] https://www.vice.com/en/article/7k9pvg/arctic-sea-ice-isnt-freezing-in-october-for-the-first-time-on-record
[35] https://theconversation.com/wheres-the-sea-ice-3-reasons-the-arctic-freeze-is-unseasonably-late-and-why-it-matters-148918

Top URLs in Tweet in G3:
[89] https://www.severe-weather.eu/news/arctic-ocean-sea-ice-2020-jet-stream-effect-winter-fa/
[69] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record
[46] 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
[29] https://www.newscientist.com/article/2258169-arctic-sea-ice-loss-could-trigger-huge-levels-of-extra-global-warming/
[24] https://www.euronews.com/2020/10/23/arctic-sea-ice-isn-t-freezing-in-october-for-the-first-time-on-record
[21] https://earther.gizmodo.com/this-years-arctic-sea-ice-is-failing-to-form-raising-a-1845462392
[16] https://www.theguardian.com/world/2020/oct/25/feeling-the-heat-over-arctic-sea-ice
[15] https://twitter.com/McDMalaysia/status/1320591129310445569
[14] https://weather.com/news/climate/video/no-ice-in-late-october-in-arctics-laptev-sea-sets-alarming-record
[11] https://theconversation.com/arctic-ocean-why-winter-sea-ice-has-stalled-and-what-it-means-for-the-rest-of-the-world-148753

Top URLs in Tweet in G4:
[52] https://www.vice.com/en/article/7k9pvg/arctic-sea-ice-isnt-freezing-in-october-for-the-first-time-on-record?__twitter_impression=true
[49] https://theconversation.com/arctic-ocean-why-winter-sea-ice-has-stalled-and-what-it-means-for-the-rest-of-the-world-148753?__twitter_impression=true
[37] https://twitter.com/CarbonBrief/status/1320026020003631104
[32] https://twitter.com/ClimateBen/status/1314602592438235136?s=20
[31] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record
[27] https://earther.gizmodo.com/the-arctic-is-undergoing-changes-scientists-never-expec-1840344312
[21] https://sites.uci.edu/zlabe/files/2018/01/NSIDC_mapseas.png
[13] https://twitter.com/JulienneStroeve/status/1319341043150704644
[10] https://www.severe-weather.eu/news/arctic-ocean-sea-ice-2020-jet-stream-effect-winter-fa/
[9] https://twitter.com/AstroKatie/status/1319487719232462850

Top URLs in Tweet in G5:
[1] https://twitter.com/Jomkitamy/status/1320612814696767490

Top URLs in Tweet in G6:
[98] https://www.weforum.org/agenda/2020/10/arctic-ocean-winter-sea-ice-global-warming-emissions
[94] https://www.bbc.co.uk/news/science-environment-54211760
[85] https://www.independent.co.uk/environment/antarctic-ice-melting-sea-level-rise-thwaites-glacier-study-nasa-a8996596.html
[23] https://impakter.com/arctic-summer-sea-ice-could-disappear-as-soon-as-2035/
[22] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record
[18] https://e360.yale.edu/digest/arctic-sea-ice-has-still-not-formed-in-siberia-the-latest-date-on-record
[17] https://www.severe-weather.eu/news/arctic-ocean-sea-ice-2020-jet-stream-effect-winter-fa/
[16] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record?CMP=twt_a-environment_b-gdneco
[15] https://phys.org/news/2020-08-evidence-loss-arctic-sea-ice.html
[14] https://phys.org/news/2020-10-arctic-sea-ice-october-danish.html

Top URLs in Tweet in G7:
[546] https://youtu.be/PGquZTg5qXs
[2] https://www.hakaimagazine.com/features/the-island-humans-cant-conquer/
[1] https://theconversation.com/arctic-ocean-why-winter-sea-ice-has-stalled-and-what-it-means-for-the-rest-of-the-world-148753?__twitter_impression=true
[1] https://www.vice.com/en/article/7k9pvg/arctic-sea-ice-isnt-freezing-in-october-for-the-first-time-on-record?utm_content=1603389283&utm_medium=social&utm_source=VICE_twitter
[1] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record
[1] https://sites.uci.edu/zlabe/arctic-sea-ice-extentconcentration/
[1] https://sites.uci.edu/zlabe/arctic-sea-ice-volumethickness/
[1] https://sites.uci.edu/zlabe/files/2018/01/NSIDC_mapseas.png
[1] https://www.independent.co.uk/environment/antarctic-ice-melting-sea-level-rise-thwaites-glacier-study-nasa-a8996596.html

Top URLs in Tweet in G8:
[90] https://www.inkl.com/a/VaqjrAfoYbM
[32] https://theconversation.com/arctic-ocean-why-winter-sea-ice-has-stalled-and-what-it-means-for-the-rest-of-the-world-148753?utm_source=twitter&utm_medium=bylinetwitterbutton
[31] https://www.inkl.com/news/we-have-to-pay-attention-warning-as-arctic-sea-ice-fails-to-freeze-at-latest-date-on-record?share=VaqjrAfoYbM
[27] https://www.independent.co.uk/environment/arctic-sea-ice-level-climate-change-global-warming-siberia-b1345792.html?utm_content=Echobox&utm_medium=Social&utm_source=Twitter#Echobox=1603724299
[22] https://www.independent.co.uk/environment/arctic-sea-ice-level-climate-change-global-warming-siberia-b1345792.html
[17] https://theconversation.com/arctic-ocean-why-winter-sea-ice-has-stalled-and-what-it-means-for-the-rest-of-the-world-148753
[17] https://theconversation.com/arctic-ocean-why-winter-sea-ice-has-stalled-and-what-it-means-for-the-rest-of-the-world-148753?utm_medium=Social&utm_source=Twitter#Echobox=1603787102
[14] 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
[13] https://www.arctictoday.com/why-winter-sea-ice-re-growth-in-the-arctic-has-stalled-and-what-it-means-for-the-rest-of-the-world/
[10] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record

Top URLs in Tweet in G9:
[48] https://yaleclimateconnections.org/2020/10/warmer-climate-and-arctic-sea-ice-in-a-veritable-suicide-pact/
[16] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs43247-020-00028-z
[14] https://www.youtube.com/watch?v=oSrWcsaCnkg&feature=youtu.be

[13] https://www.severe-weather.eu/news/arctic-ocean-sea-ice-2020-jet-stream-effect-winter-fa/
[7] https://onlinelibrary.wiley.com/doi/pdf/10.1111/bor.12435?cookieSet=1
[7] https://www.theguardian.com/world/2020/oct/22/alarm-as-arctic-sea-ice-not-yet-freezing-at-latest-date-on-record
[6] https://www.newscientist.com/article/2258169-arctic-sea-ice-loss-could-trigger-huge-levels-of-extra-global-warming/
[5] https://www.youtube.com/watch?v=oSrWcsaCnkg&feature=emb_logo

[3] https://sites.uci.edu/zlabe/files/2018/01/NSIDC_mapseas.png
[3] 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

Top URLs in Tweet in G10:
[231] https://www.severe-weather.eu/news/arctic-ocean-sea-ice-2020-jet-stream-effect-winter-fa/
[33] https://www.project-syndicate.org/c/jM9aFhg
[11] https://www.aljazeera.com/news/2020/10/28/arctic-sea-ice-at-record-low-october-levels-danish-researchers
[4] https://sites.uci.edu/zlabe/files/2018/01/NSIDC_mapseas.png
[2] https://doomalert.tumblr.com/post/633272813792460800/messiah-louisfarrakhan-warns-the-coastlines#_=_
[2] https://youtu.be/PGquZTg5qXs
[1] https://theconversation.com/wheres-the-sea-ice-3-reasons-the-arctic-freeze-is-unseasonably-late-and-why-it-matters-148918
[1] https://doomalert.tumblr.com/post/633061374702108672/an-unusual-and-significant-situation-is-unfolding#_=_
[1] https://forum.arctic-sea-ice.net/index.php/topic,2692.400.html
[1] https://www7320.nrlssc.navy.mil/GLBhycomcice1-12/navo/beaufortictn_nowcast_anim30d.gif

Top Domains
Top Domains in Tweet in Entire Graph:
[1207] theguardian.com
[1096] uci.edu
[733] twitter.com
[725] severe-weather.eu
[561] youtu.be
[429] co.uk
[362] vice.com
[333] wired.com
[296] theconversation.com
[260] gizmodo.com

Top Domains in Tweet in G1:
[7] twitter.com

Top Domains in Tweet in G2:
[978] uci.edu
[250] vice.com
[171] theguardian.com
[164] twitter.com
[82] vox.com
[75] theconversation.com
[57] mongabay.com
[48] severe-weather.eu
[36] gizmodo.com
[35] nsidc.org

Top Domains in Tweet in G3:
[171] theguardian.com
[136] twitter.com
[97] severe-weather.eu
[37] newscientist.com
[36] gizmodo.com
[31] theconversation.com
[27] euronews.com
[26] co.uk
[19] weather.com
[15] nature.com

Top Domains in Tweet in G4:
[110] twitter.com
[58] vice.com
[50] theconversation.com
[42] theguardian.com
[27] uci.edu
[27] gizmodo.com
[12] severe-weather.eu
[8] nsidc.org
[3] phys.org
[3] euronews.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[181] co.uk
[105] weforum.org
[64] theguardian.com
[32] phys.org
[23] twitter.com
[23] impakter.com
[18] yale.edu
[17] severe-weather.eu
[9] euronews.com
[9] uci.edu

Top Domains in Tweet in G7:
[546] youtu.be
[3] uci.edu
[2] hakaimagazine.com
[1] theconversation.com
[1] vice.com
[1] theguardian.com
[1] co.uk

Top Domains in Tweet in G8:
[122] inkl.com
[78] theconversation.com
[55] co.uk
[38] theguardian.com
[16] arctictoday.com
[14] geographydirections.com
[10] twitter.com
[9] uci.edu
[9] severe-weather.eu
[8] newscientist.com

Top Domains in Tweet in G9:
[48] yaleclimateconnections.org
[20] youtube.com
[16] nature.com
[15] theguardian.com
[13] severe-weather.eu
[7] wiley.com
[6] uci.edu
[6] newscientist.com
[5] twitter.com
[3] nsidc.org

Top Domains in Tweet in G10:
[231] severe-weather.eu
[33] project-syndicate.org
[11] aljazeera.com
[4] uci.edu
[3] tumblr.com
[2] theconversation.com
[2] theguardian.com
[2] youtu.be
[1] arctic-sea-ice.net
[1] navy.mil

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2082] arctic
[867] climatechange
[490] climatecrisis
[413] actonclimate
[317] climate
[313] climateaction
[253] winter
[186] globalwarming
[160] climateemergency
[159] seaice



Top Hashtags in Tweet in G2:
[1224] arctic
[89] seaice
[87] climatechange
[58] akwx
[57] eo4polar
[44] climatecrisis
[40] copernicus
[34] climate
[32] sea
[26] antarctica

Top Hashtags in Tweet in G3:
[58] climatechange
[37] arctic
[19] globalwarming
[18] bot
[17] venbot
[15] climatecrisis
[12] climate
[9] ice
[9] sea
[8] weatherchannel

Top Hashtags in Tweet in G4:
[31] arctic
[4] climateaction
[3] climate
[2] whatnow
[2] bcpoli
[2] bced
[2] seaice
[2] globalwarming
[2] actonclimate
[2] unitebehindthescience

Top Hashtags in Tweet in G6:
[395] climatechange
[279] arctic
[187] actonclimate
[140] climatecrisis
[21] seaice
[20] biodiversity
[17] indigenouscommunities
[17] naturalresources
[15] fossilfuel
[8] globalwarming

Top Hashtags in Tweet in G7:
[2] arctic
[2] actonclimate
[1] oneplateau
[1] climatechange
[1] climate
[1] energy
[1] climatecrisis

Top Hashtags in Tweet in G8:
[111] climatecrisis
[101] climatechange
[101] actonclimate
[95] climate
[91] energy
[28] arctic
[9] wedonthavetime
[6] climateemergency
[5] solar
[5] wind

Top Hashtags in Tweet in G9:
[15] climatecrisis
[9] arctic
[2] plateletice
[2] climatevoter
[2] actonclimate
[1] climateaction
[1] climatechange
[1] eo4polar
[1] ch4
[1] winter

Top Hashtags in Tweet in G10:
[228] winter
[153] arctic
[2] camustlead
[2] alisocanyon
[2] walkbackthefrack
[2] climatechange
[2] montrealprotocol
[1] wedonthavetime
[1] seaice
[1] sea

Top Words
Top Words in Tweet in Entire Graph:
[19424] ice
[18742] sea
[6234] arctic
[5029] cream
[4919] salt
[4894] tu
[3991] sedap
[3379] blue
[2913] mcd
[2785] mcflurry

Top Words in Tweet in G1:
[3934] tu
[3887] sedap
[3305] blue
[2867] ice
[2867] cream
[2866] sea
[2866] salt
[2629] mcflurry
[2623] purple
[2623] sprinkles

Top Words in Tweet in G2:
[4029] ice
[3895] sea
[1224] #arctic
[1147] cover
[1070] note
[912] line
[904] basin
[904] geographically
[904] constrained
[904] maximum

Top Words in Tweet in G3:
[1440] ice
[1408] sea
[562] cream
[551] arctic
[540] salt
[215] freezing
[211] record
[182] october
[166] time
[134] mcd

Top Words in Tweet in G4:
[1759] dead
[1574] ice
[1394] sea
[1256] 2035
[1150] arctic
[778] summer
[740] media
[739] editors
[723] global
[636] crop

Top Words in Tweet in G5:
[1073] sea
[1072] salt
[1071] ice
[1071] cream
[758] tak
[757] mcd
[755] tu
[754] boleh
[754] aku
[754] semua

Top Words in Tweet in G6:
[794] ice
[576] sea
[397] #climatechange
[282] #arctic
[203] arctic
[202] covering
[195] km
[190] minimum
[188] million
[188] sq

Top Words in Tweet in G7:
[1102] sea
[556] ice
[548] life
[546] photographer
[546] alexander
[546] semenov
[546] captured
[546] footage
[546] white
[546] march

Top Words in Tweet in G8:
[535] ice
[480] sea
[316] arctic
[182] walruses
[181] record
[146] time
[142] freeze
[140] attention
[140] fails
[139] pay

Top Words in Tweet in G9:
[284] ice
[222] sea
[196] arctic
[55] record
[44] climate
[38] yrs
[36] co2
[35] minimum
[35] october
[34] warmer

Top Words in Tweet in G10:
[522] ice
[459] ocean
[272] sea
[261] time
[246] october
[235] freezing
[230] cascading
[230] effect
[230] 2020
[228] unusual

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[10310] sea,ice
[5024] ice,cream
[4895] sea,salt
[3768] arctic,sea
[2750] salt,mcflurry
[1960] cream,ni
[1951] lagi,sedap
[1949] mcd,sedap
[1949] sedap,gila
[1946] sprinkles,tu

Top Word Pairs in Tweet in G1:
[2867] ice,cream
[2866] sea,salt
[2627] salt,mcflurry
[1943] sedap,gila
[1942] kekalkan,ice
[1942] cream,ni
[1941] korang,pergi
[1941] pergi,try
[1941] try,aiskrim
[1941] aiskrim,baru

Top Word Pairs in Tweet in G2:
[3389] sea,ice
[1146] ice,cover
[904] note,basin
[904] basin,geographically
[904] geographically,constrained
[904] constrained,maximum
[904] maximum,sea
[904] cover,flat
[904] flat,line
[661] waiting,refreeze

Top Word Pairs in Tweet in G3:
[613] sea,ice
[560] ice,cream
[531] sea,salt
[426] arctic,sea
[280] salt,ice
[181] ice,freezing
[109] cream,sea
[95] freezing,record
[92] october,time
[91] alarm,arctic

Top Word Pairs in Tweet in G4:
[1265] sea,ice
[739] media,editors
[616] scientists,arctic
[595] crop,failures
[593] summer,sea
[593] great,barrier
[593] barrier,reef
[592] ice,2028
[591] arctic,summer
[591] water,scarcity

Top Word Pairs in Tweet in G5:
[1072] sea,salt
[1071] ice,cream
[754] tak,boleh
[754] boleh,aku
[754] aku,semua
[754] semua,post
[754] post,gambar
[754] gambar,ice
[754] cream,mcd
[754] mcd,sea

Top Word Pairs in Tweet in G6:
[413] sea,ice
[188] ice,minimum
[188] minimum,million
[188] million,sq
[188] sq,km
[153] laptev,sea
[134] #climatechange,#climatecrisis
[118] north,siberia
[117] 1980s,bigger
[117] bigger,spain

Top Word Pairs in Tweet in G7:
[546] photographer,alexander
[546] alexander,semenov
[546] semenov,captured
[546] captured,ice
[546] ice,footage
[546] footage,white
[546] white,sea
[546] sea,march
[546] march,2018
[546] 2018,life

Top Word Pairs in Tweet in G8:
[447] sea,ice
[228] arctic,sea
[140] ice,fails
[139] pay,attention
[139] attention,warning
[139] warning,arctic
[139] fails,freeze
[139] freeze,record
[91] reality,#climatechange
[91] #climatechange,pacific

Top Word Pairs in Tweet in G9:
[187] sea,ice
[108] arctic,sea
[28] ice,minimum
[21] ice,extent
[17] happening,arctic
[17] arctic,kinda
[17] kinda,crazy
[17] crazy,important
[17] important,extreme
[17] extreme,weather

Top Word Pairs in Tweet in G10:
[263] sea,ice
[233] ice,freezing
[232] freezing,october
[230] ocean,sea
[230] october,time
[228] unusual,significant
[228] significant,situation
[228] situation,unfolding
[228] time,history
[228] history,large

Top Replied-To
Top Replied-To in Entire Graph:
@blairpalese
@climateben
@iammonac0
@zlabe
@gretathunberg
@ecowarriorss
@billmckibben
@detresfa_
@violaassthrow
@hausfath

Top Replied-To in G1:
@mcdmalaysia
@applejewelry
@glassoflemonaid
@thechamkid
@haziqaiman_
@hafiza_aman
@anisashaari
@nadiyahfison
@milkytea1702

Top Replied-To in G2:
@blairpalese
@iammonac0
@zlabe
@timlagor
@hausfath
@michaelemann
@doctorvive
@willard1951
@rarohde
@ruth_mottram

Top Replied-To in G3:

Top Replied-To in G4:
@climateben
@climatehuman
@hausfath
@mrmatthewtodd
@tav_assoli
@ketanj0
@nrdc
@janjarog
@harrihakulinen

Top Replied-To in G5:
@azfarheri
@whateverucalll

Top Replied-To in G6:
@rarohde
@zeitgeistfilm
@yaleclimatecomm
@ecosensenow
@anna98831
@hephaestus1963
@pauledawson
@mattjcan
@physorg_com
@dr_nerilie

Top Replied-To in G8:
@jlbamber
@gretathunberg
@dorfman_p
@jimbair62221006
@dcoronata
@andybrown1_

Top Replied-To in G9:
@rulebylogic
@climatepoet
@tony__heller
@b_bolshevik100
@robin_hagues
@bernardjenkin
@itstheatmospher
@paprikalady
@chrismartzwx
@tonyprice241

Top Replied-To in G10:
@severeweathereu
@jimwindweather

Top Mentioned
Top Mentioned in Entire Graph:
@mcdmalaysia
@nsidc
@zlabe
@independent
@inkl
@guardian
@esa_eo
@mosaicarctic
@climatologist49
@conversationuk

Top Mentioned in G1:
@mcdmalaysia
@turboherne
@nrsyaf
@mmadeleinee_

Top Mentioned in G2:
@nsidc
@zlabe
@guardian
@esa_eo
@mosaicarctic
@climatologist49
@mongabay
@vice
@es_ucl
@conversationus

Top Mentioned in G3:
@_oscience
@gngagritech
@porn_click_471
@vanecosocialist
@porn_click_483

Top Mentioned in G4:
@yessfun
@leohickman
@climateben
@peterdaou
@arcticbasecamp
@paulhbeckwith
@climatekids2
@wsj
@zlabe
@esa_eo

Top Mentioned in G5:
@mawadlha

Top Mentioned in G6:
@guardianeco
@climatedesk
@wef
@impakterdotcom
@zlabe
@mikequindazzi
@antgrasso
@fisher85m
@euronews
@physorg_com

Top Mentioned in G7:
@sarah_gilman
@rainmaker1973

Top Mentioned in G8:
@independent
@inkl
@conversationuk
@jlbamber
@geogbristol
@geogdirections
@conversationus
@marinegofficial
@mireillem
@mikehudema

Top Mentioned in G9:
@cc_yale
@dawntj90
@ahaveland
@dana1981
@kctaz
@thedisproof
@mattp1949
@nikolovscience
@ingersolrobert

Top Mentioned in G10:
@prosyn
@louisfarrakhan
@klimatbevakaren
@gavinnewsom
@cagovernor
@sfchronicle
@bauerkahan
@repkatieporter
@hannah_benet
@centrommolina

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@pizza_hut_japan
@oldlady12345
@filafresh
@sectest9
@jurylady5
@hrblock_21
@nblackthorne
@macha_oji
@rk70534

Top Tweeters in G1:
@izzahnasir99
@farraaaron
@hatoktalk
@_ardeej
@atiqahrhm
@jolanjoestar
@nabilahudatahar
@qhouiruniso
@macchiatohun
@johnofwar

Top Tweeters in G2:
@filafresh
@jurylady5
@rk70534
@pckj3627
@ungubunugu1274
@jjj5819
@guardian
@ken_crichlow
@markplackett1
@_l17r_

Top Tweeters in G3:
@occuworld
@wgmunowplaying
@globalissuesweb
@billm9
@barbara96913515
@guzmanadrian
@queensicez
@ssharma68
@stanleysuen
@tenoq

Top Tweeters in G4:
@homegypsy
@johnjoechad
@alizardx
@radlein
@remindmetweets
@slsandpet
@mikereesem
@mariamuser
@grondavia
@jacqui703

Top Tweeters in G5:
@nursyahidahrzzz
@syafi_keyrh
@namineheartilly
@ainsophea_
@aylaahaleeqaa
@ammarbertweet
@farahhnyy
@anxsane
@arifahilyana_
@dyanaaharun

Top Tweeters in G6:
@robre62
@jijmpel
@sudeepkhatri
@mpenikas
@mlczone
@mariacabadas
@darylgibson
@percievedlogic
@ern_malleyscrub
@catherinemginn

Top Tweeters in G7:
@jstlangevin
@madrynha2012
@tres444
@osmin__
@zensokuteng
@411emilio
@lakergrrrl
@jjdebenedictis
@sdevincenzo
@ranoeldelbar

Top Tweeters in G8:
@independent
@drdaveanddee
@dgendvil
@zoraidapalacios
@srauer20
@gezgintrk
@nomoreslaves
@hephaestus7
@spanishcountry
@bonassoli

Top Tweeters in G9:
@rmack2x
@bbcnews
@dementedbonxie
@laurahennesse11
@eutopean
@mwt2008
@eachus
@tokyo_tom
@jeffgazzard
@macgyyver

Top Tweeters in G10:
@raivoonet
@mel_storni
@jwomack
@pennytindall
@urbanosoax
@soalmila
@felipekbca
@doomalert19
@nenanenita
@marsal95


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