#ExtremeWeather, Twitter, 10/7/2021 3:11:25 AM, 263929


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#ExtremeWeather_2021-10-06_20-02-27.xlsx
#ExtremeWeather_2021-10-06_20-02-27.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
October 07, 2021
Short Description:
#ExtremeWeather via NodeXL https://bit.ly/3iEybMT
@twitterthailand
@jfsebastian146
@twitterph
@jane__eden
@twittersg
@unfccc
@unccd
@unep
@sadhgurujv
@chriscartw83

Top hashtags:
#extremeweather
#climatechange
#art
#climatechangeart
#climatechangeaction
#dystopia

Description:
Description
The graph represents a network of 1,139 Twitter users whose recent tweets contained "#ExtremeWeather", 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, 07 October 2021 at 03:08 UTC.

The tweets in the network were tweeted over the 8-day, 16-hour, 15-minute period from Tuesday, 28 September 2021 at 09:51 UTC to Thursday, 07 October 2021 at 02:07 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 : 1139
Unique Edges : 2103
Edges With Duplicates : 550
Total Edges : 2653
Number of Edge Types : 5
Retweet : 939
MentionsInRetweet : 1037
Mentions : 177
Tweet : 486
Replies to : 14
Self-Loops : 489
Reciprocated Vertex Pair Ratio : 0.00444005920078934
Reciprocated Edge Ratio : 0.00884086444007859
Connected Components : 160
Single-Vertex Connected Components : 73
Maximum Vertices in a Connected Component : 400
Maximum Edges in a Connected Component : 1207
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.946222
Graph Density : 0.00157076706820493
Modularity : 0.578006
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,139 Twitter users whose recent tweets contained "#ExtremeWeather", 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, 07 October 2021 at 03:08 UTC.

The tweets in the network were tweeted over the 8-day, 16-hour, 15-minute period from Tuesday, 28 September 2021 at 09:51 UTC to Thursday, 07 October 2021 at 02:07 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 : #ExtremeWeather
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:
[295] https://www.theweek.co.uk/news/environment/953574/worlds-most-extreme-weather-events-2021
[18] https://twitter.com/LondonGlossyMag/status/1445286329793851392
[15] https://www.economist.com/graphic-detail/2021/09/28/children-born-today-are-likely-to-face-seven-times-more-extreme-weather-events-than-their-grandparents
[13] https://twitter.com/UModigliani/status/1313781947244699648
[8] https://cities-today.com/extreme-weather-coordinator-appointed-for-new-york-city/
[7] https://twitter.com/extremetemps/status/1444255846209261570
[7] https://twitter.com/meteoredit/status/1445163281388347393
[7] https://www.nationalobserver.com/2021/10/04/news/research-finds-children-will-face-more-climate-disasters-their-grandparents
[7] https://www.nbcnews.com/science/environment/triple-jeopardy-children-face-dark-future-climate-disasters-rcna2304?utm_source=facebook&utm_medium=news_tab&utm_content=algorithm
[6] https://blog.immortalartist.com/p/world-storm-istanbul.html

Top URLs in Tweet in G1:
[295] https://www.theweek.co.uk/news/environment/953574/worlds-most-extreme-weather-events-2021
[3] https://carto.com/blog/climate-change-extreme-weather-maps/
[2] https://twitter.com/SadhguruJV/status/1445042107824050179
[1] https://www.energylivenews.com/2021/09/29/cop26-uk-launches-high-level-workshops-to-boost-understanding-of-climate-risks/
[1] https://www.energylivenews.com/2021/09/29/uk-first-developers-in-wales-required-to-consider-climate-risks-for-future-projects/

Top URLs in Tweet in G4:
[7] https://twitter.com/meteoredit/status/1445163281388347393
[6] https://www.economist.com/graphic-detail/2021/09/28/children-born-today-are-likely-to-face-seven-times-more-extreme-weather-events-than-their-grandparents
[6] https://blog.immortalartist.com/p/world-storm-istanbul.html
[5] https://blog.immortalartist.com/p/underwater-you-cant-run-from-storm-3.html
[5] https://blog.immortalartist.com/p/statue-of-liberty-new-york-city-no.html
[4] https://blog.immortalartist.com/p/river-of-death-on-my-doorstep-you-cant.html
[4] https://blog.immortalartist.com/p/ankle-deep-death-you-cant-run-from.html
[4] https://blog.immortalartist.com/p/world-storm-edinburgh.html
[4] https://blog.immortalartist.com/p/world-storm-seattle.html
[4] https://blog.immortalartist.com/p/the-katrina-portraits-city-hall.html

Top URLs in Tweet in G5:
[2] https://www.economist.com/graphic-detail/2021/09/28/children-born-today-are-likely-to-face-seven-times-more-extreme-weather-events-than-their-grandparents
[2] https://www.riverwindrv.com/
[1] https://www.socialmediatoday.com/news/twitter-launches-new-extremeweather-mini-site-to-help-maximize-climate-cha/607126/
[1] https://www.whitehouse.gov/briefing-room/statements-releases/2021/09/20/fact-sheet-biden-administration-mobilizes-to-protect-workers-and-communities-from-extreme-heat/
[1] https://apcc.webex.com/url3300/j.do?UID=600413732&RT=MiM1MA%3D%3D&siteurl=apcc&apiname=j.php&MTID=m756cdee8d565cd7f1f9b93faa97fdacb&rnd=5835176494&ED=1457177262&needFilter=false
[1] https://www.bangor.ac.uk/news/catastrophic-consequences-for-our-oceans-when-climate-change-and-plastic-pollution-crises
[1] https://twitter.com/ecotone2/status/1442949959611871234
[1] https://kanlishnews.com/children-born-in-2021-have-a-rather-rough-future/
[1] https://blog.twitter.com/developer/en_us/topics/community/2021/visualizing-the-global-extremeweather-conversation-on-twitter
[1] https://twitter.com/OfficialPartner/status/1441054748749320194

Top URLs in Tweet in G6:
[7] https://twitter.com/extremetemps/status/1444255846209261570
[4] https://www.theguardian.com/world/2021/sep/28/bangkok-on-alert-as-70000-homes-flood-in-thailand
[3] https://twitter.com/redmayne_robert/status/1443296760017866759
[3] https://www.bbc.com/news/world-middle-east-58783992
[3] https://www.cbsnews.com/live/video/20210929234047-concerns-over-climate-change-reach-all-time-high/#x
[3] https://twitter.com/therecount/status/1442830017508085762
[2] https://twitter.com/extremetemps/status/1443642287351795714
[2] https://twitter.com/climateguyw/status/1445809930850562054
[2] https://twitter.com/BlueRiv88891964/status/1442085285962022913
[2] https://twitter.com/endelstamberg/status/1442936488371507200

Top URLs in Tweet in G7:
[18] https://twitter.com/LondonGlossyMag/status/1445286329793851392

Top URLs in Tweet in G9:
[13] https://twitter.com/UModigliani/status/1313781947244699648

Top URLs in Tweet in G10:
[3] https://developer.twitter.com/en/use-cases/build-for-good/extreme-weather/texas-freeze
[2] https://twitter.com/TwitterDev/status/1441054496931541004
[1] https://sproutsocial.com/insights/twitter-extreme-weather-campaign/?utm_source=twitter&utm_medium=seokaydotcom&utm_campaign=prelaunch&utm_term=seokay&utm_content=seo_content
[1] https://sproutsocial.com/insights/twitter-extreme-weather-campaign/?utm_source=bambu&utm_medium=social&utm_campaign=team-sprout&blaid=2091489

Top Domains
Top Domains in Tweet in Entire Graph:
[339] immortalartist.com
[305] co.uk
[176] twitter.com
[15] economist.com
[13] nationalobserver.com
[9] axios.com
[9] youtube.com
[8] bbc.com
[8] cities-today.com
[8] nbcnews.com

Top Domains in Tweet in G1:
[295] co.uk
[3] carto.com
[2] twitter.com
[2] energylivenews.com

Top Domains in Tweet in G4:
[339] immortalartist.com
[10] twitter.com
[6] economist.com
[4] change.org
[3] sco.lt
[3] nationalgeographic.com
[3] eclt.org
[2] euronews.com
[2] linkedin.com
[2] co.uk

Top Domains in Tweet in G5:
[12] twitter.com
[5] riverwindrv.com
[4] axios.com
[3] linkedin.com
[3] capitoltoyota.com
[3] co.uk
[2] economist.com
[2] net.au
[2] youtube.com
[2] colekia.com

Top Domains in Tweet in G6:
[80] twitter.com
[4] theguardian.com
[3] bbc.com
[3] cbsnews.com
[1] aljazeera.com

Top Domains in Tweet in G7:
[18] twitter.com

Top Domains in Tweet in G9:
[13] twitter.com

Top Domains in Tweet in G10:
[5] twitter.com
[2] sproutsocial.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1414] extremeweather
[783] climatechange
[335] art
[254] climatechangeart
[254] climatechangeaction
[254] dystopia
[217] climatechangeisreal
[214] climateaction
[183] neworleans
[124] hurricanes



Top Hashtags in Tweet in G1:
[304] extremeweather
[4] climateemergency
[4] climatechange
[3] blahblahblah
[3] spatial
[3] youth4climate
[3] precop26
[2] climate
[1] cop26
[1] cliamtechange

Top Hashtags in Tweet in G2:
[195] extremeweather
[195] climatechange

Top Hashtags in Tweet in G3:
[91] extremeweather
[91] climatechange

Top Hashtags in Tweet in G4:
[416] climatechange
[349] extremeweather
[335] art
[254] climatechangeart
[254] climatechangeaction
[254] dystopia
[216] climatechangeisreal
[204] climateaction
[183] neworleans
[123] hurricanes

Top Hashtags in Tweet in G5:
[87] extremeweather
[18] climatechange
[7] climateemergency
[6] climatecrisis
[5] pakustv
[5] nyc
[4] climate
[4] globalwarming
[4] flooding
[4] weather

Top Hashtags in Tweet in G6:
[97] extremeweather
[69] noplanetb
[69] climateactionnow
[69] ecologicalcrisis
[69] biodiversitycrisis
[69] extremesealevelrise
[69] wildfires
[69] no2fossilfuels
[69] nonewinfurstrcture
[69] stopgreenwash

Top Hashtags in Tweet in G7:
[18] climatecrisis
[18] flooding
[18] extremeweather
[18] cop26

Top Hashtags in Tweet in G8:
[2] extremeweather
[2] climatechange

Top Hashtags in Tweet in G9:
[13] opendata
[13] weatherforecast
[13] extremeweather

Top Hashtags in Tweet in G10:
[11] extremeweather
[3] texasfreeze
[1] seokay

Top Words
Top Words in Tweet in Entire Graph:
[1525] #extremeweather
[791] #climatechange
[590] boundaries
[406] ต
[406] น
[406] เก
[406] ก
[406] บ
[392] ang
[339] #art

Top Words in Tweet in G1:
[590] boundaries
[304] #extremeweather
[300] unfccc
[297] unccd
[297] unep
[295] respect
[295] geography
[295] race
[295] religion
[295] class

Top Words in Tweet in G2:
[390] ต
[390] น
[390] เก
[390] ก
[390] บ
[195] พวกเราต
[195] างกำล
[195] งเผช
[195] ญก
[195] บผลกระทบจาก

Top Words in Tweet in G3:
[364] ang
[273] sa
[182] ng
[182] natin
[91] mula
[91] pagbaha
[91] pag
[91] init
[91] panahon
[91] tunay

Top Words in Tweet in G4:
[439] #extremeweather
[424] #climatechange
[339] #art
[339] #climatechangeart
[339] #climatechangeaction
[339] #dystopia
[331] grey
[331] cross
[331] studios
[285] #climateaction

Top Words in Tweet in G5:
[87] #extremeweather
[18] #climatechange
[16] more
[12] climate
[12] extreme
[11] weather
[8] change
[8] see
[8] rv
[7] #climateemergency

Top Words in Tweet in G6:
[97] #extremeweather
[69] #noplanetb
[69] #climateactionnow
[69] #ecologicalcrisis
[69] #biodiversitycrisis
[69] #extremesealevelrise
[69] #wildfires
[69] #no2fossilfuels
[69] #nonewinfurstrcture
[69] #stopgreenwash

Top Words in Tweet in G7:
[18] well
[18] looking
[18] forward
[18] outrage
[18] pritipatel
[18] party
[18] making
[18] laws
[18] limiting
[18] protest

Top Words in Tweet in G8:
[2] cartoon
[2] day
[2] #extremeweather
[2] #climatechange
[2] changing
[2] classic
[2] movies
[2] billbramhall
[2] suekhi
[2] mohnaansari

Top Words in Tweet in G9:
[26] many
[13] week
[13] ecmwf
[13] opencharts
[13] celebrates
[13] first
[13] birthday
[13] users
[13] over
[13] world

Top Words in Tweet in G10:
[11] #extremeweather
[7] twitter
[6] officialpartner
[5] project
[4] before
[4] during
[4] events
[4] look
[4] social
[4] listening

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[339] #art,#climatechange
[339] #climatechangeart,#extremeweather
[339] #extremeweather,#climatechangeaction
[339] #climatechangeaction,#dystopia
[331] grey,cross
[331] cross,studios
[331] studios,#art
[297] unccd,unep
[297] unep,unfccc
[295] #extremeweather,respect

Top Word Pairs in Tweet in G1:
[297] unccd,unep
[297] unep,unfccc
[295] #extremeweather,respect
[295] respect,boundaries
[295] boundaries,geography
[295] geography,race
[295] race,religion
[295] religion,class
[295] class,gender
[295] gender,boundaries

Top Word Pairs in Tweet in G2:
[195] พวกเราต,างกำล
[195] างกำล,งเผช
[195] งเผช,ญก
[195] ญก,บผลกระทบจาก
[195] บผลกระทบจาก,#extremeweather
[195] #extremeweather,ต
[195] ต,งแต
[195] งแต,น
[195] น,ำท
[195] ำท,วมไปจนถ

Top Word Pairs in Tweet in G3:
[91] mula,sa
[91] sa,pagbaha
[91] pagbaha,pag
[91] pag,init
[91] init,ng
[91] ng,panahon
[91] panahon,tunay
[91] tunay,ramdam
[91] ramdam,natin
[91] natin,ang

Top Word Pairs in Tweet in G4:
[339] #art,#climatechange
[339] #climatechangeart,#extremeweather
[339] #extremeweather,#climatechangeaction
[339] #climatechangeaction,#dystopia
[331] grey,cross
[331] cross,studios
[331] studios,#art
[273] #climatechange,#climatechangeisreal
[273] #climatechangeisreal,#climateaction
[273] #climateaction,#climatechangeart

Top Word Pairs in Tweet in G5:
[8] extreme,weather
[7] climate,change
[6] #climatechange,#extremeweather
[5] #pakustv,#nyc
[4] #discoverusa,#seeamerica
[3] #extremeweather,events
[3] #capitoltoyota,#toyotausa
[3] #toyotausa,#ca
[3] #nyc,#extremeweather
[3] #extremeweather,#discoverusa

Top Word Pairs in Tweet in G6:
[69] #noplanetb,#climateactionnow
[69] #climateactionnow,#ecologicalcrisis
[69] #ecologicalcrisis,#biodiversitycrisis
[69] #biodiversitycrisis,#extremeweather
[69] #extremeweather,#extremesealevelrise
[69] #extremesealevelrise,#wildfires
[69] #wildfires,#no2fossilfuels
[69] #no2fossilfuels,#nonewinfurstrcture
[69] #nonewinfurstrcture,#stopgreenwash
[69] #stopgreenwash,#nomoreemptypromises

Top Word Pairs in Tweet in G7:
[18] well,looking
[18] looking,forward
[18] forward,outrage
[18] outrage,pritipatel
[18] pritipatel,party
[18] party,making
[18] making,laws
[18] laws,limiting
[18] limiting,protest
[18] protest,sort

Top Word Pairs in Tweet in G8:
[2] cartoon,day
[2] day,#extremeweather
[2] #extremeweather,#climatechange
[2] #climatechange,changing
[2] changing,classic
[2] classic,movies
[2] movies,billbramhall
[2] billbramhall,suekhi
[2] suekhi,mohnaansari
[2] mohnaansari,gfilms7

Top Word Pairs in Tweet in G9:
[13] week,ecmwf
[13] ecmwf,opencharts
[13] opencharts,celebrates
[13] celebrates,first
[13] first,birthday
[13] birthday,users
[13] users,over
[13] over,world
[13] world,benefit
[13] benefit,free

Top Word Pairs in Tweet in G10:
[5] #extremeweather,project
[4] before,during
[4] during,#extremeweather
[4] #extremeweather,events
[4] officialpartner,#extremeweather
[4] social,listening
[3] excited,share
[3] share,partnered
[3] partnered,officialpartner
[3] project,better

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@unfccc
@unccd
@unep
@pritipatel
@ecmwf
@nycgov
@nycmayor
@guardian
@theeconomist
@officialpartner

Top Mentioned in G1:
@unfccc
@unccd
@unep
@cop26
@gretathunberg
@sadhgurujv

Top Mentioned in G4:
@theeconomist
@changeaus
@scoopit
@worldbank
@twittersg
@ipcc_ch
@civileats
@farmaid
@un
@antonioguterres

Top Mentioned in G5:

Top Mentioned in G6:
@weatherprof
@climateguyw
@ajenglish

Top Mentioned in G7:
@pritipatel

Top Mentioned in G8:
@billbramhall
@suekhi
@mohnaansari
@gfilms7
@aurorablogspot
@markosilberhand
@ed_in_nova
@carlyinnj
@maxedge051
@lindamlc

Top Mentioned in G9:
@ecmwf

Top Mentioned in G10:
@officialpartner
@sproutsocial
@brandwatch
@nttdata_nazuki
@petabencana

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@1loriking
@petabencana
@inkka_tako
@amuraovonn
@reuters
@guardian
@carlyinnj
@jfsebastian146
@suekhi

Top Tweeters in G1:
@ineeshadvs
@ramgopal2812
@karthick_sk65
@panditsripathak
@prajwal_gowda1
@pritimishra0307
@liliana_soham
@sacredbalance
@faujisunil
@roshankottari

Top Tweeters in G2:
@inkka_tako
@yuikuzoo
@_chocopp_
@newgame13
@staybesinxyou
@nus_2542
@zyekonim
@real_ssky
@saturnly
@uffs2vpwidvwbhj

Top Tweeters in G3:
@amuraovonn
@cristin57273685
@fe43128612
@maddi_rox15
@brlanray
@k4tc4rl0
@ojormed010
@bergamojay
@iamnotblind2019
@reggiegozun

Top Tweeters in G4:
@jfsebastian146
@jj_angelus
@eco1start
@theeconomist
@greycrossstudio
@jane__eden
@tangenghui
@treequeen
@nisarlkyaw
@acorok

Top Tweeters in G5:
@reishecom
@avlhart
@jacobnbrown1992
@nusparkmktg
@fisher_danar
@susanjfeingold
@docrichard
@ohmslaw78
@millahavanka
@victorestrada20

Top Tweeters in G6:
@catherinemginn
@heather63262308
@ajenglish
@redmayne_robert
@trundlelinb
@earthaccounting
@endelstamberg
@trudyta95329047
@stevesilent
@jessicawins

Top Tweeters in G7:
@mckinlay_liz
@roger_xanth_day
@roundlike
@macheath1
@denneydesign
@carol_falaki
@lynnietay
@gobgainb
@drmegthomas
@matrix100jaguar

Top Tweeters in G8:
@carlyinnj
@suekhi
@gfilms7
@maxedge051
@aurorablogspot
@jeandunn52
@fireflye10
@allanmargolin
@jackmcarey1
@hethrobryryhale

Top Tweeters in G9:
@letiziadavoli
@dsantosmunoz
@vg2020d
@simonleewx
@climatemon
@fpappenberger
@ecmwf
@beccalize
@cihansah73
@umodigliani

Top Tweeters in G10:
@petabencana
@sproutsocial
@brandwatch
@averade
@andyorrock
@seokaydotcom
@rachaelsamuels
@twitterdevjp
@ydosios
@officialpartner


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