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permafrost Twitter NodeXL SNA Map and Report for torstai, 21 lokakuuta 2021 at 19.12 UTC (experimental version)
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From:
mihkal
Uploaded on:
October 21, 2021
Short Description:
permafrost via NodeXL https://bit.ly/3G6dOlQ
@ecowarriorss
@krvast
@cgtnofficial
@archeohistories
@reuters
@akaxochi
@loupo85
@gnewshub
@nowthisnews
@redmayne_robert

Top hashtags:
#archaeohistories
#climatechange
#permafrost
#climate
#climatecrisis
#wtpearth
#arctic

Description:
Description
The graph represents a network of 5 682 Twitter users whose recent tweets contained "permafrost", 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, 21 October 2021 at 19:36 UTC.

The tweets in the network were tweeted over the 9-day, 0-hour, 29-minute period from Tuesday, 12 October 2021 at 18:39 UTC to Thursday, 21 October 2021 at 19:08 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 Fruchterman-Reingold layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 5682
Unique Edges : 7130
Edges With Duplicates : 1845
Total Edges : 8975
Number of Edge Types : 5
Retweet : 3468
Replies to : 900
Mentions : 1623
MentionsInRetweet : 1715
Tweet : 1269
Self-Loops : 1316
Reciprocated Vertex Pair Ratio : 0,0232801074466498
Reciprocated Edge Ratio : 0,0455009479364153
Connected Components : 1026
Single-Vertex Connected Components : 459
Maximum Vertices in a Connected Component : 2506
Maximum Edges in a Connected Component : 4617
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6,182909
Graph Density : 0,000212426224716028
Modularity : 0,76576
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5 682 Twitter users whose recent tweets contained "permafrost", 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, 21 October 2021 at 19:36 UTC.

The tweets in the network were tweeted over the 9-day, 0-hour, 29-minute period from Tuesday, 12 October 2021 at 18:39 UTC to Thursday, 21 October 2021 at 19:08 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 Fruchterman-Reingold layout algorithm.
Graph Source : TwitterSearch
Graph Term : permafrost
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:
[120] https://www.independent.co.uk/climate-change/news/climate-change-breakdown-arctic-frost-thawing-canada-environment-a8959056.html
[119] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/
[112] https://trib.al/Fx3cb7H
[101] https://insideclimatenews.org/news/11072021/thawing-permafrost-trans-alaska-pipeline/
[83] https://www.theguardian.com/world/2021/oct/13/eu-calls-for-arctics-oil-coal-and-gas-to-stay-in-the-ground
[71] https://globalnews.ca/news/8262578/iqaluit-water-gasoline-emergency/
[66] https://www.theguardian.com/environment/2021/aug/02/climate-crisis-siberian-heatwave-led-to-new-methane-emissions-study-says
[49] http://ale.uvic.ca/news.html
[48] https://www.journals.elsevier.com/geoderma/call-for-papers/permafrost-affected-soils-and-climate-change-from-soil-development-to-carbon-storage-and-biological-functioning
[42] https://news.yahoo.com/russias-remote-permafrost-thaws-threatening-060237453.html

Top URLs in Tweet in G1:
[33] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/
[11] https://weather.com/news/climate/video/melting-permafrost-causing-homes-buildings-to-collapse-in-russia
[8] https://weather.com/news/climate/video/melting-permafrost-causing-homes-buildings-to-collapse-in-russia?pl=pl-the-latest
[7] https://news.trust.org/item/20211018055856-c49e6/
[7] https://www.ndtv.com/world-news/russias-remote-permafrost-thaws-threatening-homes-alarms-scientists-2579908
[7] https://www.vrt.be/vrtnws/p.Pqq7QY6jx
[7] https://www.ebay.com/itm/Columbia-Women-Permafrost-Plush-Beanie-II-Hat-Blue-NWT-Fleece-Lining-Very-Warm-/174964263872
[4] https://www.nakedcapitalism.com/2021/10/rural-alaska-has-a-bridge-problem-as-permafrost-thaws-and-crossing-river-ice-gets-riskier-with-climate-change.html
[4] https://www.tagesschau.de/ausland/asien/permafrostboden-jakutien-101.html
[3] https://www.themoscowtimes.com/2021/10/12/new-viruses-unknown-to-humanity-could-emerge-from-siberias-melting-permafrost-nobel-laureate-a75264

Top URLs in Tweet in G3:
[87] https://www.independent.co.uk/climate-change/news/climate-change-breakdown-arctic-frost-thawing-canada-environment-a8959056.html
[64] https://www.theguardian.com/environment/2021/aug/02/climate-crisis-siberian-heatwave-led-to-new-methane-emissions-study-says
[56] https://insideclimatenews.org/news/11072021/thawing-permafrost-trans-alaska-pipeline/
[30] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/
[26] https://rpujolviven.blogspot.com/2015/03/the-fossil-co2-is-going-out-permafrost.html
[16] https://www.wsj.com/story/climate-change-is-melting-russias-permanently-frozen-earth-05280fb4
[14] https://twitter.com/JunagarhMedia/status/1450397453564485636
[11] https://www.theguardian.com/world/2021/oct/13/eu-calls-for-arctics-oil-coal-and-gas-to-stay-in-the-ground
[9] https://trib.al/C3BgnM3
[7] https://trib.al/R6x1LLG

Top URLs in Tweet in G4:
[6] https://www.independent.co.uk/climate-change/news/climate-change-breakdown-arctic-frost-thawing-canada-environment-a8959056.html
[5] https://arcticdata.io/catalog/portals/permafrost/Stay-Connected
[4] https://twitter.com/chriscartw83/status/1449669765216325632
[3] https://en.tsu.ru/news/shrub-expansion-in-the-arctic-has-accelerated-permafrost-thawing/?fbclid=IwAR2LPZbu5jgEmTRm3TQiadq-4Esm7fpdkhI8gywdoVyWxCDqyKp88-Zbhws
[3] https://twitter.com/chriscartw83/status/1448035244834115584
[3] https://climateandeconomy.com/2021/10/16/16th-october-2021-todays-round-up-of-climate-news/
[2] https://globaledge.msu.edu/blog/post/57037/inside-permafrosts-impact-on-the-russian
[2] https://www.irishtimes.com/news/world/europe/fire-and-thaw-shake-russia-s-ancient-lands-of-ice-1.4688753?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.youtube.com/watch?v=81Zb0pJa3Hg,

[1] https://grist.org/energy/the-irony-conocophillips-plans-to-freeze-thawing-permafrost-to-drill-more-oil/

Top URLs in Tweet in G5:
[2] https://tass.com/society/1342655
[2] https://www.cbc.ca/news/canada/north/nunavut-iqaluit-water-fuel-emergency-1.6209200
[2] https://www.ctvnews.ca/canada/terrible-situation-iqaluit-water-crisis-exposes-precarious-conditions-in-the-city-1.5622240
[2] https://www.independent.co.uk/climate-change/news/climate-change-breakdown-arctic-frost-thawing-canada-environment-a8959056.html
[1] https://thebarentsobserver.com/en/arctic/2021/09/indiga-seaport-construction-postponed-due-changing-climate-conditions
[1] https://www.independent.co.uk/climate-change/news/russia-permafrost-thawing-mammoth-graveyard-b1888438.html
[1] https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Long-term_permafrost_record_details_Arctic_thaw
[1] https://www.youtube.com/watch?v=O01DdsPOngE

[1] https://www.cbc.ca/news/canada/north/permafrost-thaw-nwt-yukon-heat-wave-1.6086518
[1] https://tass.com/society/1333799

Top URLs in Tweet in G6:
[4] https://twitter.com/dailystar/status/1447889786799329280
[2] https://twitter.com/naurvis/status/1447972553641938948
[2] https://twitter.com/jesslamily/status/1448154663627460610
[2] https://twitter.com/Sridevta/status/1447982902491365381
[2] https://twitter.com/MTV/status/1448307539368570884
[2] https://twitter.com/ztownconcrete/status/1448067751642341389
[2] https://twitter.com/XXL/status/1448658011543638020
[2] https://twitter.com/angelmamii5/status/1449417759452852227
[2] https://twitter.com/Beenlikedez/status/1449776626691100675
[2] https://twitter.com/yahoeatreesh/status/1449011555736199168

Top URLs in Tweet in G7:
[107] https://trib.al/Fx3cb7H
[28] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/?taid=616d667a7778c400018e16a4&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[26] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/?taid=616d91d07778c400018e1bdf&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[23] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/?taid=616d272f35a2610001ade5d8&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[12] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/?taid=616d1efa35a2610001ade525&utm_campaign=trueanthem&utm_medium=trueanthem&utm_source=twitter
[6] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/?taid=616d96807778c400018e1c4f&utm_campaign=trueanthem&utm_medium=trueanthem&utm_source=twitter
[2] https://trib.al/Fv2NFcF
[2] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/
[1] https://twitter.com/JunagarhMedia/status/1450397453564485636
[1] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/?taid=616d5ac535a2610001adeb7a&utm_campaign=trueanthem&utm_medium=trueanthem&utm_source=twitter

Top URLs in Tweet in G8:
[1] https://trib.al/Fx3cb7H

Top URLs in Tweet in G9:
[66] https://www.theguardian.com/world/2021/oct/13/eu-calls-for-arctics-oil-coal-and-gas-to-stay-in-the-ground
[37] https://insideclimatenews.org/news/11072021/thawing-permafrost-trans-alaska-pipeline/
[33] https://www.reuters.com/world/europe/russias-remote-permafrost-thaws-threatening-homes-infrastructure-2021-10-18/
[32] https://twitter.com/nowthisnews/status/1450510607183122446
[3] https://www.independent.co.uk/climate-change/news/climate-change-breakdown-arctic-frost-thawing-canada-environment-a8959056.html
[3] https://theconversation.com/rural-alaska-has-a-bridge-problem-as-permafrost-thaws-and-crossing-river-ice-gets-riskier-with-climate-change-169345
[2] https://www.arctictoday.com/permafrost-thaws-is-threatening-homes-and-infrastructure-in-siberia-and-the-russian-arctic/
[1] https://www.ndtv.com/world-news/russias-remote-permafrost-thaws-threatening-homes-alarms-scientists-2579908
[1] https://www.yahoo.com/news/russias-remote-permafrost-thaws-threatening-060237453.html

Top URLs in Tweet in G10:
[58] https://globalnews.ca/news/8262578/iqaluit-water-gasoline-emergency/
[19] https://www.ctvnews.ca/canada/terrible-situation-iqaluit-water-crisis-exposes-precarious-conditions-in-the-city-1.5622240
[16] https://thenarwhal.ca/permafrost-canada-scientists-climate-change/
[13] https://twitter.com/CityofIqaluit/status/1450144635926556679
[7] https://twitter.com/IntelOperator/status/1448049925950947337
[5] https://www.thearcticinstitute.org/oil-spill-siberia-prepared-permafrost-thaw/
[5] https://theconversation.com/rural-alaska-has-a-bridge-problem-as-permafrost-thaws-and-crossing-river-ice-gets-riskier-with-climate-change-169345
[4] https://twitter.com/GreenpeaceCA/status/1448685035037544453
[3] https://twitter.com/McKayJacqueline/status/1449122391557214209
[3] https://news.trust.org/item/20211018055856-c49e6/

Top Domains
Top Domains in Tweet in Entire Graph:
[416] twitter.com
[250] reuters.com
[157] theguardian.com
[155] co.uk
[138] trib.al
[109] insideclimatenews.org
[79] globalnews.ca
[68] youtube.com
[68] yahoo.com
[63] nicovideo.jp

Top Domains in Tweet in G1:
[49] twitter.com
[39] reuters.com
[20] weather.com
[17] youtube.com
[10] ndtv.com
[7] trust.org
[7] vrt.be
[7] ebay.com
[6] themoscowtimes.com
[5] arxiv.org

Top Domains in Tweet in G3:
[89] co.uk
[75] theguardian.com
[61] insideclimatenews.org
[31] blogspot.com
[31] reuters.com
[18] wsj.com
[16] trib.al
[14] twitter.com
[4] pnas.org
[3] climatedisaster.net

Top Domains in Tweet in G4:
[12] twitter.com
[6] co.uk
[5] arcticdata.io
[3] tsu.ru
[3] climateandeconomy.com
[2] wsj.com
[2] msu.edu
[2] irishtimes.com
[2] youtube.com
[1] grist.org

Top Domains in Tweet in G5:
[3] tass.com
[3] co.uk
[3] cbc.ca
[3] ctvnews.ca
[1] thebarentsobserver.com
[1] esa.int
[1] youtube.com
[1] theconversation.com
[1] nature.com
[1] nbcnews.com

Top Domains in Tweet in G6:
[58] twitter.com

Top Domains in Tweet in G7:
[109] trib.al
[98] reuters.com
[1] twitter.com

Top Domains in Tweet in G8:
[1] trib.al

Top Domains in Tweet in G9:
[66] theguardian.com
[37] insideclimatenews.org
[33] reuters.com
[32] twitter.com
[3] co.uk
[3] theconversation.com
[2] arctictoday.com
[1] ndtv.com
[1] yahoo.com

Top Domains in Tweet in G10:
[58] globalnews.ca
[30] twitter.com
[19] ctvnews.ca
[16] thenarwhal.ca
[5] thearcticinstitute.org
[5] wiley.com
[5] theconversation.com
[3] trust.org
[2] insideclimatenews.org
[2] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[326] archaeohistories
[301] climatechange
[288] permafrost
[147] climate
[145] climatecrisis
[142] wtpearth
[136] arctic
[80] oil
[76] gas
[76] iqaluit



Top Hashtags in Tweet in G1:
[26] permafrost
[13] climatechange
[11] climatecrisis
[9] russia
[8] climateemergency
[7] columbia
[7] women
[6] climate
[5] cop26
[4] arctic

Top Hashtags in Tweet in G2:
[325] archaeohistories

Top Hashtags in Tweet in G3:
[88] climate
[29] fossilfreefuture
[27] climatecrisis
[23] arctic
[21] climatechange
[19] globalwarming
[19] climateemergency
[9] nature
[9] emissions
[7] keepitintheground

Top Hashtags in Tweet in G4:
[7] permafrost
[6] climate
[5] talk
[4] methane
[3] boreal
[3] carbon
[3] melt
[3] clathrates
[3] climatecrisis
[2] forests

Top Hashtags in Tweet in G5:
[2] permafrost
[2] climate
[1] methan

Top Hashtags in Tweet in G6:
[2] easyonme
[1] piazzasangiovanni
[1] maipiufascismi
[1] måneskin
[1] victoriadeangelis

Top Hashtags in Tweet in G7:
[1] arctic
[1] russia
[1] cop26

Top Hashtags in Tweet in G8:
[1] rt
[1] permafrost

Top Hashtags in Tweet in G9:
[134] wtpearth
[66] oil
[66] coal
[66] gas
[66] arctic
[66] climatechange
[39] climatecrisis
[37] climateaction
[32] demvoice1
[32] saveearth

Top Hashtags in Tweet in G10:
[86] climatechange
[36] iqaluit
[28] permafrost
[9] climatecrisis
[4] beast
[4] valimai
[4] jaibhim
[3] fossilfuel
[3] russia
[3] infrastructure

Top Words
Top Words in Tweet in Entire Graph:
[5868] the
[4554] permafrost
[3321] in
[2949] of
[2734] and
[2458] is
[2257] to
[2203] a
[1009] climate
[931] as

Top Words in Tweet in G1:
[501] permafrost
[354] the
[229] and
[187] of
[183] is
[159] in
[150] a
[143] to
[94] with
[85] homes

Top Words in Tweet in G2:
[652] the
[651] in
[327] permafrost
[326] of
[326] found
[326] that
[326] was
[326] being
[325] frozen
[325] time

Top Words in Tweet in G3:
[847] the
[451] and
[441] permafrost
[383] to
[362] in
[360] of
[254] is
[254] a
[252] levels
[185] thawing

Top Words in Tweet in G4:
[478] is
[418] what
[416] during
[344] the
[272] permafrost
[249] in
[246] and
[238] arctic
[237] a
[229] thawing

Top Words in Tweet in G5:
[31] permafrost
[29] the
[20] and
[15] ewe
[15] of
[13] to
[12] johndublin10
[12] are
[10] in
[10] b_bolshevik100

Top Words in Tweet in G6:
[66] the
[57] i
[51] a
[48] this
[36] is
[35] to
[33] of
[31] in
[24] you
[23] like

Top Words in Tweet in G7:
[286] is
[271] the
[250] and
[194] permafrost
[148] infrastructure
[116] of
[116] homes
[111] are
[109] thawing
[107] cities

Top Words in Tweet in G8:
[380] s
[196] permafrost
[195] the
[194] in
[194] what
[192] russia
[192] are
[192] of
[191] these
[190] communities

Top Words in Tweet in G9:
[510] the
[387] of
[199] amp
[192] is
[192] permafrost
[179] to
[134] #wtpearth
[123] and
[110] in
[107] than

Top Words in Tweet in G10:
[327] the
[170] to
[141] permafrost
[124] is
[109] of
[95] due
[87] #climatechange
[87] our
[85] are
[84] in

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[871] in,the
[754] climate,change
[638] the,permafrost
[516] thawing,permafrost
[514] of,the
[440] the,siberian
[423] siberian,permafrost
[379] 000,years
[360] frozen,in
[359] this,is

Top Word Pairs in Tweet in G1:
[71] permafrost,thaws
[66] threatening,homes
[64] thaws,threatening
[63] remote,permafrost
[51] the,permafrost
[49] homes,and
[48] russia's,remote
[48] and,infrastructure
[38] climate,change
[37] in,the

Top Word Pairs in Tweet in G2:
[325] frozen,in
[325] in,time
[325] time,the
[325] the,head
[325] head,of
[325] of,a
[325] a,steppe
[325] steppe,wolf
[325] wolf,found
[325] found,in

Top Word Pairs in Tweet in G3:
[146] of,the
[102] permafrost,melts
[102] at,levels
[102] levels,not
[102] not,expected
[102] expected,until
[102] until,2090
[100] in,the
[99] the,permafrost
[89] as,permafrost

Top Word Pairs in Tweet in G4:
[218] this,is
[211] thawing,permafrost
[209] will,face
[209] peat,fires
[208] is,what
[208] what,they
[208] they,call
[208] call,an
[208] an,incredible
[208] incredible,heat

Top Word Pairs in Tweet in G5:
[8] are,catastrophes
[8] climate,change
[6] richmclean24,samphireisland
[6] inanedragon,ansgartodinson
[6] obannan,martinjbern
[6] martinjbern,jr4_truth
[6] jr4_truth,odyssey_bow
[6] odyssey_bow,automatrix66_kc
[6] automatrix66_kc,glenncarr6
[6] mass,loss

Top Word Pairs in Tweet in G6:
[8] i,m
[7] in,the
[6] this,is
[6] doja,cat
[6] years,ago
[6] madonna,released
[5] of,the
[4] this,one
[4] blac,chyna
[4] to,get

Top Word Pairs in Tweet in G7:
[107] permafrost,which
[107] which,everything
[107] everything,is
[107] is,built
[107] built,is
[79] permafrost,thaws
[78] russia's,remote
[78] remote,permafrost
[78] thaws,threatening
[78] threatening,homes

Top Word Pairs in Tweet in G8:
[191] in,russia
[190] these,permafrost
[190] permafrost,communities
[190] communities,in
[190] russia,are
[190] are,being
[190] being,destroyed
[190] destroyed,because
[190] because,of
[190] of,climate

Top Word Pairs in Tweet in G9:
[102] climate,change
[101] change,is
[99] faster,than
[73] of,the
[69] the,rest
[69] rest,of
[69] the,planet
[69] causing,the
[69] the,permafrost
[68] of,ice

Top Word Pairs in Tweet in G10:
[95] due,to
[79] the,permafrost
[77] of,the
[65] climate,change
[62] while,the
[62] the,cause
[59] melting,of
[58] heartbreaking,our
[58] our,thoughts
[58] thoughts,are

Top Replied-To
Top Replied-To in Entire Graph:
@sophiepinkhmmm
@rick_with_kyla
@permafrost_me
@pauledawson
@dawnroseturner
@binggo_jugeum
@larry79115
@pmagn
@graphcrimes
@permafrost_uah

Top Replied-To in G2:
@klaic0
@archeohistories

Top Replied-To in G3:
@pauledawson
@pmagn
@ruthellaowens
@junagarhmedia
@melissa8302
@markcranfield_
@envdefensefund
@rustneversleepz

Top Replied-To in G4:
@larry79115
@chriscartw83
@benaskren
@cole_westwood_
@latimeralder
@brucewilson
@almanschreck1
@argonneforest
@deborahskyrim

Top Replied-To in G5:
@climateskeptic4
@mentalmal1
@s_d_mannix
@anvndarnamn5
@bubbasranch
@andrygiles
@henry_keating87
@johngangwarily
@detroitotaku
@xr_nyc

Top Replied-To in G6:
@graphcrimes
@semiautoblack
@biig_fine_ass
@bet
@chartdata
@vvenicebitch1
@popcrave
@ericmass_
@itsmalikel
@folknostalgla

Top Replied-To in G7:
@reuters

Top Replied-To in G8:
@nowthisnews
@bbcworld
@resell_i

Top Replied-To in G9:
@tonyhussein4

Top Replied-To in G10:
@mckayjacqueline
@howardfrumkin
@frontburnercbc
@bonjoh
@adriftalchemist
@mattsissons25
@robmitc75318212
@jannarden
@pmagn
@thecurrentcbc

Top Mentioned
Top Mentioned in Entire Graph:
@pyrn_official
@mayorofiqaluit
@arcticnet
@arcticnetsa
@acunsaucen
@schaedelc
@antonjaegermm
@e10erna1_1yrics
@geoderma_jrnl
@ipapermafrost

Top Mentioned in G1:
@realjavedbashir
@_oscience

Top Mentioned in G2:
@archeohistories

Top Mentioned in G3:
@greenpeaceru
@markcranfield_
@insidernews
@stellastafford
@melbourne_7
@ecowarriorss
@electblue2022
@cgtnofficial
@jamesgdyke

Top Mentioned in G4:
@chriscartw83
@lacertko
@irishtimes
@karmageddon67
@uscongress
@joamsel

Top Mentioned in G5:
@johndublin10
@b_bolshevik100
@veritatem2021
@glinch72
@ejwwest
@lo_vvriter
@variegated2
@climate_takes
@brknman
@jaisans

Top Mentioned in G6:
@nickiminaj
@biig_fine_ass
@atharalikhan
@povdrops
@madonna
@vicdeangelisss

Top Mentioned in G8:
@nowthisnews
@jw25474353
@westbergie
@bbcworld

Top Mentioned in G9:
@kitchen5203

Top Mentioned in G10:
@mayorofiqaluit
@ainscruickshank
@elamin88
@frontburnercbc
@mckayjacqueline
@pitsiulaaq
@bigjoebastardi
@thenamedicine
@jaylemery
@reneensalas_md

Top Tweeters
Top Tweeters in Entire Graph:
@esquireattire
@knewz_currently
@rashidaldosari
@falconhamada_90
@andyvermaut
@world_news_eng
@loupo85
@serendipitysays
@orgetorix
@_redfrog

Top Tweeters in G1:
@esquireattire
@knewz_currently
@alenkarabegovic
@dev_discourse
@swissbusiness
@hubertdemeulder
@emersonfan1
@firetrench
@joanpennnative
@michaelcorndoff

Top Tweeters in G2:
@solomankarl
@scout2462
@zezalulaestrela
@nuez_martha
@arifwaheed
@robertsixto2
@undomielstar
@roger_xanth_day
@annaanthro
@brokentwitty

Top Tweeters in G3:
@_redfrog
@lesleygsmith3
@sar_oso
@jodotcom
@avonan
@tates5a
@rleas
@gezgintrk
@esme_hornbeam
@allentien

Top Tweeters in G4:
@irishtimes
@markplackett1
@forgerat
@shambles151
@bigvapingnunga
@ambode33
@glebbern
@philrandal
@countryskills
@tracysway9876

Top Tweeters in G5:
@1tsakeeper
@tan123
@friendsoscience
@robmeekel
@oscarswild1
@ansgartodinson
@robertnorcal
@asinister
@jaggermickoz
@climatedepot

Top Tweeters in G6:
@barkyboogz
@writtenbyhanna
@bet
@vexwerewolf
@iamdaynescott
@ericmass_
@dijahsb
@joey_chris__
@cc4lypso
@sexynoahcyrus

Top Tweeters in G7:
@rashidaldosari
@falconhamada_90
@reuters
@ken_crichlow
@roripierpont1
@lelkan
@anselmonadir
@strategnl
@chuckw12
@benishii_

Top Tweeters in G8:
@serendipitysays
@astraea_styx
@wellness4you13
@bivi_17
@pink1963dsw
@janiecestaton
@angelakrebs444
@p1z4t
@uncleprober
@lulu82824

Top Tweeters in G9:
@yarosisnancy
@awelab1956
@melissajpeltier
@areck0001
@pppatticake
@purrmonsta
@lauriespoon
@cabird6
@aviflygirl
@onlywhitetiger

Top Tweeters in G10:
@arjunmohanan13
@allan_crawshaw
@changetocindy
@blubdha
@stunnedvoter
@kenikewahine78
@genuinethalafan
@312shelly3
@stockscout1
@zipillinois


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