#ColoradoRiver, Twitter, 5/2/2021 4:44:06 PM, 253973


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#ColoradoRiver Twitter NodeXL SNA Map and Report for sunnuntai, 02 toukokuuta 2021 at 16.36 UTC
#ColoradoRiver Twitter NodeXL SNA Map and Report for sunnuntai, 02 toukokuuta 2021 at 16.36 UTC
From:
mihkal
Uploaded on:
May 02, 2021
Short Description:
#ColoradoRiver via NodeXL https://bit.ly/3u8on1k
@byianjames
@davidwallce
@henlemark
@grandcanyonnps
@azcentral
@nickoza1
@dianamsharpton
@azwater
@coyotegulch
@caparizona

Top hashtags:
#coloradoriver
#arizona
#grandcanyon
#climatechange
#coriver
#aridification

Description:
Description
The graph represents a network of 287 Twitter users whose recent tweets contained "#ColoradoRiver", 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 Sunday, 02 May 2021 at 16:38 UTC.

The tweets in the network were tweeted over the 8-day, 0-hour, 37-minute period from Saturday, 24 April 2021 at 15:56 UTC to Sunday, 02 May 2021 at 16:33 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 : 287
Unique Edges : 427
Edges With Duplicates : 155
Total Edges : 582
Number of Edge Types : 5
Retweet : 226
Mentions : 105
Replies to : 17
MentionsInRetweet : 161
Tweet : 73
Self-Loops : 77
Reciprocated Vertex Pair Ratio : 0,0119047619047619
Reciprocated Edge Ratio : 0,0235294117647059
Connected Components : 34
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 170
Maximum Edges in a Connected Component : 428
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2,781563
Graph Density : 0,00517774908018811
Modularity : 0,558021
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 287 Twitter users whose recent tweets contained "#ColoradoRiver", 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 Sunday, 02 May 2021 at 16:38 UTC.

The tweets in the network were tweeted over the 8-day, 0-hour, 37-minute period from Saturday, 24 April 2021 at 15:56 UTC to Sunday, 02 May 2021 at 16:33 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 : #ColoradoRiver
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 Color : Out-Degree
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[79] https://eu.azcentral.com/story/news/local/arizona-environment/2021/04/23/snow-and-shrinking-flows-colorado-river-shortage/7294203002/
[32] https://eu.azcentral.com/story/news/local/arizona-environment/2021/04/30/arizona-preparing-cutbacks-colorado-river-water-amid-drought/7401706002/
[20] https://www.nps.gov/grca/learn/news/one-fatality-and-two-injured-on-colorado-river-in-grand-canyon-national-park.htm
[17] https://dianamary-sharpton.pixels.com/featured/somber-afternoon-diana-mary-sharpton.html?utm_content=buffer5f41e&utm_medium=social&utm_source=facebook.com&utm_campaign=buffer
[10] https://www.cap-az.com/documents/departments/planning/colorado-river-programs/Joint-ADWR-CAP-Shortage-Briefing-4-29-2021.pdf
[7] https://www.wcc.nrcs.usda.gov/ftpref/support/drought/dmrpt-20210429.pdf
[6] https://coyotegulch.blog/2021/04/30/court-breathes-life-into-navajo-fight-for-coloradoriver-e-e-news/
[5] https://cap-az.granicus.com/player/event/401?view_id=3&redirect=true
[5] https://www.cap-az.com/shortage-public-feedback
[5] https://www.watereducation.org/tour/lower-colorado-river-tour-2021

Top URLs in Tweet in G1:
[57] https://eu.azcentral.com/story/news/local/arizona-environment/2021/04/23/snow-and-shrinking-flows-colorado-river-shortage/7294203002/
[9] https://eu.azcentral.com/story/news/local/arizona-environment/2021/04/30/arizona-preparing-cutbacks-colorado-river-water-amid-drought/7401706002/
[9] https://www.cap-az.com/documents/departments/planning/colorado-river-programs/Joint-ADWR-CAP-Shortage-Briefing-4-29-2021.pdf
[1] https://www.thedesertreview.com/news/iid-responds-to-false-claims-of-private-property-right-ownership-of-imperial-valley-s-water/article_2d18652e-a909-11eb-b0dd-bb00f7baa3be.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[1] https://twitter.com/rhett_larson/status/1387917664534745089

Top URLs in Tweet in G2:
[6] https://coyotegulch.blog/2021/04/30/court-breathes-life-into-navajo-fight-for-coloradoriver-e-e-news/
[5] https://cap-az.granicus.com/player/event/401?view_id=3&redirect=true
[5] https://www.cap-az.com/shortage-public-feedback
[5] https://www.coloradomesa.edu/water-center/forum/index.html
[5] https://eu.azcentral.com/story/news/local/arizona-environment/2021/04/23/snow-and-shrinking-flows-colorado-river-shortage/7294203002/
[4] https://new.azwater.gov/meetings/joint-colorado-river-shortage-preparedness-briefing
[4] https://coyotegulch.blog/2021/04/29/yampariver-flow-has-business-owners-concerned-steamboat-pilot-today-greenriver-coloradoriver-coriver-aridification/
[3] https://www.aspendailynews.com/opinion/pumping-up-fear-along-the-colorado-river/article_d7e616cc-a6f2-11eb-bde5-bf37473ad16a.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[3] https://coyotegulch.blog/2021/04/28/water-tribes-initiative-coloradoriver-basin-the-university-of-montana-coriver-aridification/
[3] https://eu.azcentral.com/story/news/local/arizona-environment/2021/04/30/arizona-preparing-cutbacks-colorado-river-water-amid-drought/7401706002/

Top URLs in Tweet in G3:
[20] https://eu.azcentral.com/story/news/local/arizona-environment/2021/04/30/arizona-preparing-cutbacks-colorado-river-water-amid-drought/7401706002/
[15] https://eu.azcentral.com/story/news/local/arizona-environment/2021/04/23/snow-and-shrinking-flows-colorado-river-shortage/7294203002/

Top URLs in Tweet in G4:
[20] https://www.nps.gov/grca/learn/news/one-fatality-and-two-injured-on-colorado-river-in-grand-canyon-national-park.htm
[2] https://twitter.com/GrandCanyonNPS/status/1387755901013037060
[1] https://twitter.com/GrandCanyonNPS/status/1388677298904129537
[1] https://twitter.com/GrandCanyonNPS/status/1386073169136553984
[1] https://twitter.com/GrandCanyonNPS/status/1386090052308979713
[1] https://twitter.com/GrandCanyonNPS/status/1386483647499280385
[1] https://twitter.com/GrandCanyonNPS/status/1386666621759021060
[1] https://twitter.com/GrandCanyonNPS/status/1386714298404065288
[1] https://twitter.com/GrandCanyonNPS/status/1386902189210144769
[1] https://twitter.com/GrandCanyonNPS/status/1387038100476502020

Top URLs in Tweet in G5:
[7] https://www.wcc.nrcs.usda.gov/ftpref/support/drought/dmrpt-20210429.pdf
[2] http://tinyurl.com/yy3m98zk
[1] https://eu.azcentral.com/story/news/local/arizona-environment/2021/04/23/snow-and-shrinking-flows-colorado-river-shortage/7294203002/
[1] https://www.latimes.com/business/story/2021-04-28/water-california-west-drought
[1] https://twitter.com/jeni_buckman/status/1387790645431963649
[1] https://twitter.com/Jeni_Buckman/status/1387815906101784578
[1] https://twitter.com/LukasClimate/status/1387832508243353600

Top URLs in Tweet in G6:
[17] https://dianamary-sharpton.pixels.com/featured/somber-afternoon-diana-mary-sharpton.html?utm_content=buffer5f41e&utm_medium=social&utm_source=facebook.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[1] https://www.instagram.com/p/COGV5BfFfxq/?igshid=1vwxov1yk0bkr
[1] https://www.wateronline.com/doc/large-decreases-in-upper-colorado-river-salinity-since-0001
[1] https://www.abqjournal.com/2384614/colorado-river-basin-could-see-more-intense-heat-drought-ex-slow-changes-may-be-ok-but-a-flood-or-drought-is-really-a-very-big-shock-to-our-system.html
[1] https://www.knau.org/post/navajo-nation-wins-court-victory-over-access-colorado-river-water
[1] https://www.instagram.com/tv/COQB4RcJD60/?igshid=1h9o214v5vxuh

Top URLs in Tweet in G8:
[2] https://www.usbr.gov/uc/water/crsp/studies/index.html
[1] https://mailchi.mp/ee674f797eca/agree-newsfeed?e=fd91b18f7e
[1] https://eu.azcentral.com/story/news/local/arizona-environment/2021/04/23/snow-and-shrinking-flows-colorado-river-shortage/7294203002/
[1] https://www.washingtonpost.com/business/us-west-prepares-for-possible-1st-water-shortage-declaration/2021/04/17/e989df68-9f99-11eb-b2f5-7d2f0182750d_story.html
[1] https://www.nrcs.usda.gov/wps/portal/nrcs/main/co/snow/

Top URLs in Tweet in G9:
[2] https://wildearthguardians.org/press-releases/appeal-filed-to-sustain-colorado-river-flows-and-stop-gross-dam-expansion/

Top URLs in Tweet in G10:
[3] https://twitter.com/ABDUBA_G/status/1386965085311090695
[1] https://twitter.com/alemu_andamilak/status/1386651255540535297

Top Domains
Top Domains in Tweet in Entire Graph:
[111] azcentral.com
[36] twitter.com
[29] coyotegulch.blog
[20] nps.gov
[17] pixels.com
[15] cap-az.com
[10] youtube.com
[8] usda.gov
[6] azwater.gov
[5] granicus.com

Top Domains in Tweet in G1:
[66] azcentral.com
[9] cap-az.com
[1] thedesertreview.com
[1] twitter.com

Top Domains in Tweet in G2:
[29] coyotegulch.blog
[8] azcentral.com
[6] cap-az.com
[6] azwater.gov
[5] twitter.com
[5] granicus.com
[5] coloradomesa.edu
[3] aspendailynews.com
[3] krqe.com
[2] youtube.com

Top Domains in Tweet in G3:
[35] azcentral.com

Top Domains in Tweet in G4:
[20] nps.gov
[20] twitter.com

Top Domains in Tweet in G5:
[7] usda.gov
[3] twitter.com
[2] tinyurl.com
[1] azcentral.com
[1] latimes.com

Top Domains in Tweet in G6:
[17] pixels.com

Top Domains in Tweet in G7:
[2] instagram.com
[1] wateronline.com
[1] abqjournal.com
[1] knau.org

Top Domains in Tweet in G8:
[2] usbr.gov
[1] mailchi.mp
[1] azcentral.com
[1] washingtonpost.com
[1] usda.gov

Top Domains in Tweet in G9:
[2] wildearthguardians.org

Top Domains in Tweet in G10:
[4] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[347] coloradoriver
[80] arizona
[71] grandcanyon
[32] climatechange
[31] coriver
[26] aridification
[23] flagstaff
[22] boating
[20] accident
[20] geology



Top Hashtags in Tweet in G1:
[76] coloradoriver
[32] climatechange
[4] climate
[1] arizona
[1] water

Top Hashtags in Tweet in G2:
[90] coloradoriver
[31] coriver
[26] aridification
[14] shortagepreparedness
[10] arizona
[7] water
[6] azdcp
[5] az
[5] climate
[4] reminder

Top Hashtags in Tweet in G3:
[18] coloradoriver
[5] water
[3] arizona
[3] waterrestrictions
[3] southwest

Top Hashtags in Tweet in G4:
[41] coloradoriver
[40] grandcanyon
[40] arizona
[20] boating
[20] accident
[20] geology
[20] earthscience
[20] flagstaff

Top Hashtags in Tweet in G5:
[18] coloradoriver
[7] drought
[1] cawater

Top Hashtags in Tweet in G6:
[17] grandcanyon
[17] arizona
[17] landscapephotography
[17] coloradoriver
[17] wallartforsale
[17] fineartforsale
[17] dianamarysharpton
[17] fineartamerica

Top Hashtags in Tweet in G7:
[13] coloradoriver
[3] arizona
[2] boating
[2] lakemead
[2] grandcanyon
[2] horseshoebend
[2] hiking
[1] lakehavasu
[1] lakemohave
[1] balcones

Top Hashtags in Tweet in G8:
[8] coloradoriver
[4] drought
[2] lakepowell
[2] factsmatter
[2] vegas
[1] arizona
[1] westernwater
[1] agriculture
[1] shortagepreparedness
[1] swe

Top Hashtags in Tweet in G9:
[4] coloradoriver
[2] everydropcounts
[2] notonemoredrop
[2] waterwarriors
[2] watermanagement
[2] naturalresources
[2] drones

Top Hashtags in Tweet in G10:
[12] us
[12] coloradoriver
[12] international
[12] egypt
[12] aswan
[12] gerd
[12] benefit
[12] development

Top Words
Top Words in Tweet in Entire Graph:
[483] the
[369] #coloradoriver
[180] of
[168] water
[167] a
[159] and
[131] in
[127] river
[126] for
[104] to

Top Words in Tweet in G1:
[139] the
[77] #coloradoriver
[58] water
[58] a
[47] and
[47] lake
[41] of
[40] now
[38] mead
[36] presentation

Top Words in Tweet in G2:
[92] #coloradoriver
[70] the
[47] water
[39] for
[33] shortage
[33] of
[33] #coriver
[32] to
[31] a
[29] and

Top Words in Tweet in G3:
[62] the
[40] of
[35] #coloradoriver
[30] arizona
[29] by
[29] a
[28] facing
[25] henlemark
[25] davidwallce
[24] for

Top Words in Tweet in G4:
[41] #coloradoriver
[40] in
[40] river
[40] #grandcanyon
[40] #arizona
[21] and
[21] at
[21] grandcanyonnps
[20] news
[20] release

Top Words in Tweet in G5:
[33] the
[18] #coloradoriver
[18] amp
[15] snowpack
[15] to
[14] of
[14] provides
[14] million
[14] in
[8] water

Top Words in Tweet in G6:
[17] somber
[17] afternoon
[17] #grandcanyon
[17] #arizona
[17] #landscapephotography
[17] #coloradoriver
[17] #wallartforsale
[17] #fineartforsale
[17] #dianamarysharpton
[17] #fineartamerica

Top Words in Tweet in G7:
[13] #coloradoriver
[12] the
[6] to
[4] this
[4] in
[3] and
[3] a
[3] from
[3] canyon
[3] #arizona

Top Words in Tweet in G8:
[16] the
[8] #coloradoriver
[8] water
[6] in
[5] to
[5] usbr
[5] lake
[5] a
[4] basin
[4] is

Top Words in Tweet in G9:
[6] in
[6] the
[4] water
[4] to
[4] #coloradoriver
[4] and
[2] while
[2] normally
[2] waters
[2] are

Top Words in Tweet in G10:
[60] the
[36] built
[24] when
[24] dam
[24] it
[12] #us
[12] a
[12] #coloradoriver
[12] was
[12] based

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[87] colorado,river
[54] the,#coloradoriver
[49] lake,mead
[45] of,the
[43] the,colorado
[40] of,a
[39] #grandcanyon,#arizona
[38] for,the
[37] the,southwest
[35] hotter,drier

Top Word Pairs in Tweet in G1:
[38] lake,mead
[35] colorado,river
[32] the,colorado
[32] #coloradoriver,#climatechange
[28] as,hotter
[28] hotter,drier
[28] drier,climate
[28] climate,grips
[28] grips,the
[28] river,the

Top Word Pairs in Tweet in G2:
[27] #coriver,#aridification
[18] imaginary,water
[17] #coloradoriver,#coriver
[14] shortage,preparations
[11] #coloradoriver,shortage
[10] and,caparizona
[10] the,#coloradoriver
[9] preparations,ics
[9] ics,amp
[9] amp,system

Top Word Pairs in Tweet in G3:
[20] facing,a
[20] prepares,for
[20] for,the
[20] of,water
[20] water,cutbacks
[17] just,posted
[17] posted,facing
[17] a,colorado
[17] colorado,river
[17] river,shortage

Top Word Pairs in Tweet in G4:
[20] news,release
[20] release,tuesday
[20] tuesday,april
[20] april,27
[20] 27,2021
[20] 2021,one
[20] one,fatality
[20] fatality,and
[20] and,two
[20] two,injured

Top Word Pairs in Tweet in G5:
[9] the,#coloradoriver
[7] #coloradoriver,provides
[7] provides,water
[7] water,to
[7] to,40
[7] 40,million
[7] million,people
[7] people,in
[7] in,seven
[7] seven,western

Top Word Pairs in Tweet in G6:
[17] somber,afternoon
[17] afternoon,#grandcanyon
[17] #grandcanyon,#arizona
[17] #arizona,#landscapephotography
[17] #landscapephotography,#coloradoriver
[17] #coloradoriver,#wallartforsale
[17] #wallartforsale,#fineartforsale
[17] #fineartforsale,#dianamarysharpton
[17] #dianamarysharpton,#fineartamerica

Top Word Pairs in Tweet in G7:
[2] grand,canyon
[2] to,the
[2] the,#coloradoriver
[2] the,train

Top Word Pairs in Tweet in G8:
[3] #coloradoriver,water
[2] the,#coloradoriver
[2] #coloradoriver,basin
[2] basin,is
[2] is,experiencing
[2] experiencing,its
[2] its,worst
[2] worst,#drought
[2] #drought,in
[2] in,recorded

Top Word Pairs in Tweet in G9:
[2] while,normally
[2] normally,waters
[2] waters,are
[2] are,clear
[2] clear,this
[2] this,time
[2] time,of
[2] of,year
[2] year,pumping
[2] pumping,from

Top Word Pairs in Tweet in G10:
[24] built,the
[12] when,the
[12] the,#us
[12] #us,built
[12] built,a
[12] a,dam
[12] dam,the
[12] the,#coloradoriver
[12] #coloradoriver,it
[12] it,was

Top Replied-To
Top Replied-To in Entire Graph:
@byianjames
@caparizona
@lpputah
@dwelch11
@lukerunyon
@cwardmorris
@tonydavis987
@middleeastmnt
@ahramonline
@dailynewsegypt

Top Replied-To in G1:
@byianjames

Top Replied-To in G2:
@byianjames
@caparizona
@cwardmorris
@lukerunyon
@dwelch11
@tonydavis987

Top Replied-To in G4:
@rebadams7

Top Replied-To in G8:
@lpputah

Top Replied-To in G10:
@middleeastmnt
@drahmedamien
@dailynewsegypt
@ahramonline

Top Mentioned
Top Mentioned in Entire Graph:
@davidwallce
@henlemark
@azcentral
@azwater
@caparizona
@nickoza1
@grandcanyonnps
@byianjames
@azcenvironment
@8thgenca

Top Mentioned in G1:
@lcofthedesert
@amiraghakouchak
@r_erickuhn
@jfleck
@phxwateradvisor
@8thgenca
@davidwallce
@henlemark
@nickoza1
@rhett_larson

Top Mentioned in G2:
@azwater
@caparizona
@azcentral
@coyotegulch
@aspendailynews
@davidwallce
@henlemark
@nickoza1
@jfleck
@tonydavis987

Top Mentioned in G3:
@henlemark
@davidwallce
@nickoza1
@azcentral
@byianjames
@azcenvironment

Top Mentioned in G4:
@grandcanyonnps

Top Mentioned in G5:
@lukerunyon
@8thgenca
@byianjames
@lukasclimate
@coloradowater
@tedcooke701
@boxall
@mayer_water
@feliciamarcus
@eklundco

Top Mentioned in G8:
@usbr
@snwa_h2o

Top Mentioned in G9:
@savethecolorado
@sierraclub
@tegcolorado
@waterkeeper
@livingrvrs

Top Tweeters
Top Tweeters in Entire Graph:
@kayemenner
@dianamsharpton
@69nicebot69
@hautahbuhgee
@marting8177
@artisticparley
@beenewsdaily
@dayhikingtrails
@mdtoorder
@jfsebastian146

Top Tweeters in G1:
@jfsebastian146
@melodyisdestiny
@samsmith_phd
@lulabelldesigns
@ayirpelle
@legant66
@sustaintrends
@steeltoetruth
@sejorg
@jimodonnell2

Top Tweeters in G2:
@tucsonstar
@coyotegulch
@prometheusgreen
@crankyoldude
@kjzzphoenix
@helchose
@pns_news
@dcgalex
@samsaragx66
@sarc8427

Top Tweeters in G3:
@mdtoorder
@boundaryseeker
@azcentral
@pinky_or_brain
@epidatageek
@tufkaa
@sarcasmnchief
@caldisasters
@greene_thoughts
@leighmunsil

Top Tweeters in G4:
@hautahbuhgee
@19cta261kjr
@kevinrtipple
@shayruldawn
@lilicomp
@1froglegs
@sharonschatz1
@joemichaeljohn
@usisc1
@envirosolve_us

Top Tweeters in G5:
@69nicebot69
@srzjwalters
@agnews_otto
@edjoyce
@peatondelsur
@greatlakespeck
@tomphilpott
@lukerunyon
@sdcwa
@insidioussamg

Top Tweeters in G6:
@kayemenner
@dianamsharpton
@marting8177
@artisticparley
@fotograffa
@taliartwork
@bodo_craftart
@petercbradbury
@jtcoulter9
@ndiayeyasinpicc

Top Tweeters in G7:
@bewickwren
@bluwndzdancing
@kevinonwater
@tarchule
@lexander_3
@verdecanyonrail
@azraftadventure
@riverinfo
@sertanusanmaz
@balconesroofing

Top Tweeters in G8:
@uselaine
@crossfire923
@agreeagpolicy
@usbr
@snwa_h2o
@jen_pelz
@agu_h3s
@utahrivers
@lpputah

Top Tweeters in G9:
@sierraclub
@waterkeeper
@johnhorning_
@savethecolorado
@tegcolorado
@bloodofthewest
@ucrwg
@livingrvrs

Top Tweeters in G10:
@middleeastmnt
@ahramonline
@dailynewsegypt
@gstsion
@abduba_g
@murte_muse
@drahmedamien