(cyclones OR hurricanes OR typhoons OR tornados) climate, Twitter, 4/2/2021 8:39:20 AM, 251782


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(cyclones OR hurricanes OR typhoons OR tornados) climate Twitter NodeXL SNA Map and Report for perja
(cyclones OR hurricanes OR typhoons OR tornados) climate Twitter NodeXL SNA Map and Report for perja
From:
mihkal
Uploaded on:
April 02, 2021
Short Description:
(cyclones OR hurricanes OR typhoons OR tornados) climate via NodeXL https://bit.ly/3rKFtQI
@noaaclimate
@noaaresearch
@chrislu44
@sustaintrends
@socsqueez
@martinjbern
@ibergwiesel
@forbes
@fillmorewhite
@uniofeastanglia

Top hashtags:
#climatechange
#asksrk
#climate

Description:
Description
The graph represents a network of 1 695 Twitter users whose recent tweets contained "(cyclones OR hurricanes OR typhoons OR tornados) 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 Friday, 02 April 2021 at 07:52 UTC.

The tweets in the network were tweeted over the 7-day, 18-hour, 10-minute period from Thursday, 25 March 2021 at 12:22 UTC to Friday, 02 April 2021 at 06:32 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 : 1695
Unique Edges : 3097
Edges With Duplicates : 328
Total Edges : 3425
Number of Edge Types : 5
Retweet : 919
Tweet : 280
MentionsInRetweet : 1491
Mentions : 490
Replies to : 245
Self-Loops : 292
Reciprocated Vertex Pair Ratio : 0,0194009530292716
Reciprocated Edge Ratio : 0,0380634390651085
Connected Components : 356
Single-Vertex Connected Components : 161
Maximum Vertices in a Connected Component : 581
Maximum Edges in a Connected Component : 2056
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4,88155
Graph Density : 0,00104307063277297
Modularity : 0,764878
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 1 695 Twitter users whose recent tweets contained "(cyclones OR hurricanes OR typhoons OR tornados) 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 Friday, 02 April 2021 at 07:52 UTC.

The tweets in the network were tweeted over the 7-day, 18-hour, 10-minute period from Thursday, 25 March 2021 at 12:22 UTC to Friday, 02 April 2021 at 06:32 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 : (cyclones OR hurricanes OR typhoons OR tornados) climate
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[171] https://climate.gov/news-features/understanding-climate/climate-change-probably-increasing-intensity-tropical-cyclones
[132] https://www.nytimes.com/2021/03/29/climate/biden-trump-science.html?searchResultPosition=1
[70] https://www.cbc.ca/news/technology/climate-change-hurricane-intensity-1.5968464
[40] https://news.sciencebrief.org/cyclones-mar2021/
[32] https://www.bbc.co.uk/news/world-asia-56485667
[29] https://www.cbc.ca/news/technology/climate-change-hurricane-intensity-1.5968464?__vfz=medium%3Dsharebar
[28] https://www.wired.com/story/companies-expect-climate-change-to-cost-them-one-trillion-dollars-in-5-years/?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=wired&utm_social-type=earned
[28] https://www.ecowatch.com/central-america-hurricanes-climate-refugees-2651211219.html
[21] https://www.forbes.com/sites/marshallshepherd/2021/03/27/why-hurricanes-and-typhoons-will-become-more-dangerous/
[20] https://bit.ly/3fhRuuy

Top URLs in Tweet in G1:
[159] https://climate.gov/news-features/understanding-climate/climate-change-probably-increasing-intensity-tropical-cyclones
[20] https://cpo.noaa.gov/News/News-Article/ArtMID/6226/ArticleID/2196
[4] https://www.cbc.ca/news/technology/climate-change-hurricane-intensity-1.5968464?__vfz=medium%3Dsharebar
[1] https://cpo.noaa.gov/News/ArtMID/7875/ArticleID/2196/Women%e2%80%99s-History-Month-A-conversation-with-Dr-Allison-Wing
[1] https://www.cpo.noaa.gov/News/ArtMID/7875/ArticleID/2203/Women%e2%80%99s-History-Month-Dr-Suzana-Camargo-journeys-from-plasma-physics-to-climate-science-from-Brazil-to-the-United-States
[1] https://www.climate.gov/news-features/understanding-climate/climate-change-probably-increasing-intensity-tropical-cyclones

Top URLs in Tweet in G2:
[26] https://www.cbc.ca/news/technology/climate-change-hurricane-intensity-1.5968464
[13] https://www.cbc.ca/news/technology/climate-change-hurricane-intensity-1.5968464?__vfz=medium%3Dsharebar
[7] https://www.ecowatch.com/central-america-hurricanes-climate-refugees-2651211219.html
[5] https://phys.org/news/2021-03-intensity-tropical-cyclones-due-climate.html
[5] https://www.cbc.ca/news/technology/climate-change-hurricane-intensity-1.5968464?cmp=rss
[5] https://wowplus.net/climate-change-means-even-more-parts-of-canada-will-need-to-prepare-for-stronger-hurricanes-report-suggests/
[4] https://www.cbc.ca/news/technology/climate-change-hurricane-intensity-1.5968464?cmp=rss&utm_source=dlvr.it&utm_medium=twitter
[3] https://edition.cnn.com/2021/03/24/us/border-climate-change-covid/index.html
[3] https://climate.gov/news-features/understanding-climate/climate-change-probably-increasing-intensity-tropical-cyclones
[2] https://www.enn.com/articles/67419-intensity-of-tropical-cyclones-is-probably-increasing-due-to-climate-change

Top URLs in Tweet in G3:
[131] https://www.nytimes.com/2021/03/29/climate/biden-trump-science.html?searchResultPosition=1
[1] https://climate.gov/news-features/understanding-climate/climate-change-probably-increasing-intensity-tropical-cyclones

Top URLs in Tweet in G4:
[20] https://www.aoml.noaa.gov/hrd/data_sub/perez_11_20.pdf
[3] https://climate.gov/news-features/understanding-climate/climate-change-probably-increasing-intensity-tropical-cyclones

Top URLs in Tweet in G5:
[20] https://bit.ly/3fhRuuy
[20] https://www.forbes.com/sites/marshallshepherd/2021/03/27/why-hurricanes-and-typhoons-will-become-more-dangerous/
[14] https://environment.princeton.edu/news/intensity-of-tropical-cyclones-is-probably-increasing-due-to-climate-change/
[9] https://rpujolviven.blogspot.com/2015/12/climate-hits-us.html
[9] https://sciencebrief.org/uploads/reviews/ScienceBrief_Review_CYCLONES_Mar2021.pdf
[8] https://www.cbc.ca/news/technology/climate-change-hurricane-intensity-1.5968464
[6] https://phys.org/news/2021-03-intensity-tropical-cyclones-due-climate.html
[5] https://www.downtoearth.org.in/news/climate-change/intensity-of-tropical-cyclones-to-increase-next-century-due-to-climate-change-study-76253
[5] https://twitter.com/sciencebrief/status/1375354956132270080
[3] https://www.cbc.ca/news/technology/climate-change-hurricane-intensity-1.5968464?fbclid=IwAR0knjk5tSenOhxgXHEc7uktPQ3kYoQlTGKm6OOfpYeA8egblgPPI51yHF0

Top URLs in Tweet in G7:
[40] https://news.sciencebrief.org/cyclones-mar2021/
[5] https://medialibrary.climatecentral.org/resources/2020-stronger-hurricanes

Top URLs in Tweet in G9:
[2] https://climate.gov/news-features/understanding-climate/climate-change-probably-increasing-intensity-tropical-cyclones?s=01
[2] https://www.europarl.europa.eu/sides/getDoc.do?pubRef=-%2F%2FEP%2F%2FTEXT+REPORT+A4-1999-0005+0+DOC+XML+V0%2F%2FEN
[2] https://presscore.ca/usaf-redeploys-x-37b-climate-chaos-earthquake-and-tsunami-inducing-orbital-haarp-weapon/

Top URLs in Tweet in G10:
[28] https://www.wired.com/story/companies-expect-climate-change-to-cost-them-one-trillion-dollars-in-5-years/?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=wired&utm_social-type=earned

Top Domains
Top Domains in Tweet in Entire Graph:
[176] climate.gov
[140] nytimes.com
[121] cbc.ca
[75] twitter.com
[51] sciencebrief.org
[42] noaa.gov
[34] co.uk
[33] ecowatch.com
[28] wired.com
[24] cnn.com

Top Domains in Tweet in G1:
[160] climate.gov
[22] noaa.gov
[4] cbc.ca

Top Domains in Tweet in G2:
[51] cbc.ca
[17] twitter.com
[9] ecowatch.com
[7] phys.org
[5] wowplus.net
[5] climate.gov
[4] cnn.com
[2] enn.com
[2] forbes.com
[2] ecointernet.org

Top Domains in Tweet in G3:
[131] nytimes.com
[1] climate.gov

Top Domains in Tweet in G4:
[20] noaa.gov
[3] climate.gov

Top Domains in Tweet in G5:
[21] forbes.com
[20] bit.ly
[16] princeton.edu
[11] cbc.ca
[10] sciencebrief.org
[9] blogspot.com
[8] twitter.com
[6] phys.org
[5] org.in
[5] ac.uk

Top Domains in Tweet in G7:
[40] sciencebrief.org
[5] climatecentral.org

Top Domains in Tweet in G9:
[2] climate.gov
[2] europa.eu
[2] presscore.ca

Top Domains in Tweet in G10:
[28] wired.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[113] climatechange
[80] asksrk
[50] climate
[32] climatecrisis
[27] hurricanes
[24] tropicalcyclones
[20] thinkingwithoutborders
[17] climateemergency
[15] climateaction
[12] womenofnoaa



Top Hashtags in Tweet in G1:
[24] climatechange
[12] womenofnoaa
[12] womenshistorymonth
[1] diversityinstem
[1] tropical
[1] womenofno

Top Hashtags in Tweet in G2:
[9] climatechange
[8] climate
[8] hurricanes
[7] climatecrisis
[3] globalwarming
[3] canada
[2] environment
[2] news
[2] thread
[2] threads

Top Hashtags in Tweet in G5:
[52] climatechange
[24] tropicalcyclones
[20] thinkingwithoutborders
[9] climatecrisis
[7] climateemergency
[7] delta
[7] climate
[6] princetonu
[5] climateaction
[5] gcpwebinar

Top Hashtags in Tweet in G6:
[80] asksrk

Top Hashtags in Tweet in G7:
[5] climatematters

Top Hashtags in Tweet in G9:
[2] illuminati
[2] nwo
[2] geoengineering
[2] weatherwarfare
[2] haarp
[2] climatechaos
[2] earthquakes
[2] tsunami
[2] hurricanes
[2] climate

Top Words
Top Words in Tweet in Entire Graph:
[1425] climate
[1041] hurricanes
[977] change
[530] more
[341] cyclones
[335] science
[283] storms
[253] floods
[227] droughts
[212] reviewed

Top Words in Tweet in G1:
[202] climate
[171] hurricanes
[167] science
[163] change
[162] more
[160] storms
[159] 90
[159] reviewed
[136] studies
[135] wondering

Top Words in Tweet in G2:
[187] climate
[165] change
[143] hurricanes
[69] report
[68] more
[68] suggests
[49] need
[44] canada
[43] stronger
[42] means

Top Words in Tweet in G3:
[132] climate
[132] change
[132] hurricanes
[132] science
[131] under
[131] attack
[131] past
[131] years
[131] hydroxychloroquine
[131] raking

Top Words in Tweet in G4:
[40] deadliest
[24] hurricanes
[23] climate
[23] thedisproof
[23] rijpew
[23] climatehope2
[23] bridgetholmstro
[23] narvuntien
[23] barbarajdurkin
[23] iandjbrown2

Top Words in Tweet in G5:
[91] hurricanes
[83] more
[66] probably
[62] climate
[56] #climatechange
[54] typhoons
[54] change
[44] review
[40] due
[40] increasing

Top Words in Tweet in G6:
[80] iamsrk
[80] sir
[80] initiatives
[80] taking
[80] fight
[80] climate
[80] crisis
[80] india
[80] frequent
[80] floods

Top Words in Tweet in G7:
[45] connections
[45] between
[45] climate
[45] hurricanes
[40] reviewing
[40] nearly
[40] 100
[40] peer
[40] reviewed
[40] studies

Top Words in Tweet in G8:
[3] change
[2] climate

Top Words in Tweet in G9:
[3] climate
[3] democracynow
[3] hurricanes
[2] crisis
[2] weatherprof
[2] wind
[2] shear
[2] interpol_hq
[2] fbichicago
[2] chicagotribune

Top Words in Tweet in G10:
[56] climate
[28] change
[28] longer
[28] distant
[28] threat
[28] something
[28] impacting
[28] economies
[28] 2018
[28] sustained

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[958] climate,change
[163] hurricanes,climate
[159] change,affects
[157] tropical,cyclones
[155] climate,crisis
[144] affects,hurricanes
[140] hurricane,experts
[140] experts,reviewed
[140] reviewed,over
[140] over,90

Top Word Pairs in Tweet in G1:
[163] climate,change
[135] wondering,climate
[135] change,affects
[135] affects,hurricanes
[135] hurricanes,panel
[135] panel,hurricane
[135] hurricane,experts
[135] experts,reviewed
[135] reviewed,over
[135] over,90

Top Word Pairs in Tweet in G2:
[163] climate,change
[66] report,suggests
[64] hurricanes,report
[42] need,prepare
[42] prepare,stronger
[40] change,means
[40] parts,canada
[40] canada,need
[40] stronger,hurricanes
[31] due,climate

Top Word Pairs in Tweet in G3:
[132] climate,change
[131] science,under
[131] under,attack
[131] attack,past
[131] past,years
[131] years,hydroxychloroquine
[131] hydroxychloroquine,raking
[131] raking,leaves
[131] leaves,prevent
[131] prevent,forest

Top Word Pairs in Tweet in G4:
[20] bridgetholmstro,jasonpaisley
[20] jasonpaisley,tfer68
[20] tfer68,sapienthetero
[20] sapienthetero,stormsignalsa
[20] stormsignalsa,mentalmal1
[20] mentalmal1,halbrow68884227
[20] halbrow68884227,wayneallanh
[20] wayneallanh,rob46401650
[20] rob46401650,mikedel21893959
[20] mikedel21893959,thedisproof

Top Word Pairs in Tweet in G5:
[54] hurricanes,typhoons
[49] climate,change
[38] probably,increasing
[35] increasing,due
[32] sciencebrief,review
[30] tropical,cyclones
[26] ueaenv,tyndallcentre
[26] probably,fueling
[26] fueling,more
[26] more,powerful

Top Word Pairs in Tweet in G6:
[80] iamsrk,sir
[80] sir,initiatives
[80] initiatives,taking
[80] taking,fight
[80] fight,climate
[80] climate,crisis
[80] crisis,india
[80] india,frequent
[80] frequent,floods
[80] floods,droughts

Top Word Pairs in Tweet in G7:
[45] connections,between
[40] reviewing,nearly
[40] nearly,100
[40] 100,peer
[40] peer,reviewed
[40] reviewed,studies
[40] studies,team
[40] team,scientists
[40] scientists,reaffirmed
[40] reaffirmed,friday

Top Word Pairs in Tweet in G8:
[2] climate,change

Top Word Pairs in Tweet in G9:
[2] climate,crisis
[2] wind,shear
[2] interpol_hq,fbichicago
[2] fbichicago,chicagotribune
[2] chicagotribune,webstergtarpley
[2] webstergtarpley,rabertpetrosian
[2] rabertpetrosian,catturd2
[2] catturd2,fbi
[2] fbi,metcc
[2] metcc,metpoliceuk

Top Word Pairs in Tweet in G10:
[28] climate,change
[28] change,longer
[28] longer,distant
[28] distant,threat
[28] threat,something
[28] something,impacting
[28] impacting,economies
[28] economies,2018
[28] 2018,sustained
[28] sustained,91

Top Replied-To
Top Replied-To in Entire Graph:
@iamsrk
@bridgetholmstro
@samlmontano
@jdvance1
@pmagn
@princeton
@julianburnside
@nmlinguaphile
@robmeekel
@govinslee

Top Replied-To in G4:
@bridgetholmstro
@robmeekel
@canadianworker2
@ecosensenow

Top Replied-To in G5:
@princeton

Top Replied-To in G6:
@iamsrk

Top Replied-To in G8:
@soldieroneeaodg

Top Replied-To in G9:
@interpol_hq
@dist32staterep
@democracynow
@poccaport
@climatecomms

Top Mentioned
Top Mentioned in Entire Graph:
@noaa
@sciencebrief
@ueaenv
@tyndallcentre
@forbes
@thedisproof
@rijpew
@climatehope2
@narvuntien
@barbarajdurkin

Top Mentioned in G1:
@alli_wing
@fsuartssciences
@fsu_eoas
@noaaclimate
@scamargo
@profadamsobel

Top Mentioned in G2:
@toronto_nian

Top Mentioned in G4:
@thedisproof
@rijpew
@climatehope2
@narvuntien
@barbarajdurkin
@iandjbrown2
@medbennett
@d_e_mol
@roypentland
@redforged42

Top Mentioned in G5:
@noaa
@sciencebrief
@ueaenv
@tyndallcentre
@forbes
@clequere
@drshepherd2013
@princeton
@climateuea_
@geosciencespu

Top Mentioned in G8:
@francarose33
@darkenrahl86
@seannlauren
@destrier15
@yammerapple
@tampke
@steven_swenson
@darklor23935043
@markweccleston
@cleeseraymond

Top Mentioned in G9:
@weatherprof
@fbichicago
@chicagotribune
@webstergtarpley
@catturd2
@fbi
@metcc
@metpoliceuk
@hmpbelmarsh

Top Tweeters
Top Tweeters in Entire Graph:
@zyiteblog
@mlnangalama
@zyitegadgets
@ez4u2say_janis
@billm9
@crweworld
@homegypsy
@astwisa
@jamestoupin
@eykis

Top Tweeters in G1:
@homegypsy
@ruisaldanha
@bellablue1060
@euphoriceuler
@gesskay75
@ll_bluewind_ll
@elleallever
@cmaasociados
@bewickwren
@mtlseb

Top Tweeters in G2:
@billm9
@crweworld
@otgncanada
@allan_crawshaw
@albertarabbit
@courageousgirl2
@macbeestje
@lbpyyz
@spanishcountry
@spiceradioca

Top Tweeters in G3:
@jamestoupin
@micjojd
@deathtocrazy
@familygrowing1
@colourbars
@betzmyboyblue11
@marciabunney
@bluedillygal
@princepetty415
@donnathorson

Top Tweeters in G4:
@catoletters
@russjensen5
@tony__heller
@alan_poirier
@michaelbranniga
@robmeekel
@stonesculptorjn
@tedmilo100
@no2wind
@geraldkutney

Top Tweeters in G5:
@adekleine
@forbes
@saleemulhuq
@luvlibertypeace
@steltenpower
@forsyth_barb
@qualityisarul3
@physorg_com
@rpujolvives
@jeromeollier

Top Tweeters in G6:
@preetiagr123
@hitesh_____
@gauravprakash_
@gauravsrkians
@farhan_srkfan
@tantower48
@waseem_1400
@amitkum32463769
@srksfarha_
@aniketsrk685

Top Tweeters in G7:
@astwisa
@binkytoes
@halleverkehrt
@thomasknorra
@smartguitar1
@infomorsels
@madcounter
@ecoexpert1
@porgavenger
@sustainche

Top Tweeters in G8:
@gormogons
@cocacola
@jacquotlegrand
@steven_swenson
@francarose33
@cleflore23
@markweccleston
@photoartist9
@badjin_rank
@peaches_sabrina

Top Tweeters in G9:
@chicagotribune
@michaelemann
@democracynow
@catturd2
@metcc
@k_helca
@royalfamily
@metpoliceuk
@robvato
@weatherprof

Top Tweeters in G10:
@funnagan
@o_g_log
@kevinrns
@renedamkot
@rhscsmtms
@kat_pep_
@sue0606
@commanderbliss
@cindian1
@davidhdickson