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#coloradoriver Twitter NodeXL SNA Map and Report for torstai, 01 syyskuuta 2022 at 16.18 UTC (experimental version)
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From:
mihkal
Uploaded on:
September 01, 2022
Short Description:
#coloradoriver via NodeXL https://bit.ly/3RgbNc8
@jfleck
@picazomario
@byianjames
@nicolemludden
@usbr
@coyotegulch
@r_erickuhn
@drkuzman
@lukerunyon
@luissinco

Top hashtags:
#coloradoriver
#drought
#lakemead
#water
#coriver
#hooverdam
#aridification
#lasvegas

Description:
Description
The graph represents a network of 555 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 Thursday, 01 September 2022 at 16:23 UTC.

The tweets in the network were tweeted over the 9-day, 5-hour, 44-minute period from Tuesday, 23 August 2022 at 10:27 UTC to Thursday, 01 September 2022 at 16:11 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 : 555
Unique Edges : 699
Edges With Duplicates : 284
Total Edges : 983
Number of Edge Types : 5
Mentions : 180
Retweet : 369
Tweet : 223
Replies to : 23
MentionsInRetweet : 188
Self-Loops : 230
Reciprocated Vertex Pair Ratio : 0,0235109717868339
Reciprocated Edge Ratio : 0,0459418070444104
Connected Components : 139
Single-Vertex Connected Components : 75
Maximum Vertices in a Connected Component : 263
Maximum Edges in a Connected Component : 618
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4,302018
Graph Density : 0,00212378443425375
Modularity : 0,613753
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 555 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 Thursday, 01 September 2022 at 16:23 UTC.

The tweets in the network were tweeted over the 9-day, 5-hour, 44-minute period from Tuesday, 23 August 2022 at 10:27 UTC to Thursday, 01 September 2022 at 16:11 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 : #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 Radius : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[17] https://twitter.com/WardOfWater/status/1562538887599104001
[15] https://coyotegulch.blog/2022/08/29/dont-call-it-a-drought-climate-scientist-brad-udall-views-coloradoriver-crisis-as-the-beginning-of-aridification-steamboat-pilot-today-coriver/
[13] https://www.inkstain.net/fleck/wp-content/uploads/2022-08-28-JS-EK-JF-pre-scoping.pdf
[10] https://choice.npr.org/index.html?origin=https://www.npr.org/2022/08/27/1119550028/7-states-and-federal-government-lack-direction-on-cutbacks-from-the-colorado-riv
[10] https://p2a.co/dQGzaWO
[10] https://www.sltrib.com/opinion/editorial/2022/08/28/say-good-bye-lake-powell-hello/
[10] https://www.propublica.org/article/colorado-river-water-shortage-jay-famiglietti
[8] https://p2a.co/QPkIRBo
[7] https://www.mdpi.com/2073-4441/14/1/2/htm
[7] https://twitter.com/COPublicRadio/status/1562825221710966786

Top URLs in Tweet in G1:
[17] https://twitter.com/WardOfWater/status/1562538887599104001
[11] https://coyotegulch.blog/2022/08/29/dont-call-it-a-drought-climate-scientist-brad-udall-views-coloradoriver-crisis-as-the-beginning-of-aridification-steamboat-pilot-today-coriver/
[10] https://choice.npr.org/index.html?origin=https://www.npr.org/2022/08/27/1119550028/7-states-and-federal-government-lack-direction-on-cutbacks-from-the-colorado-riv
[7] https://www.sltrib.com/opinion/editorial/2022/08/28/say-good-bye-lake-powell-hello/
[6] http://www.watereducation.org/aquafornia
[6] https://www.edf.org/media/bureau-reclamation-confirms-deeper-colorado-river-shortages-2023-and-no-deal-yet-among-0
[4] https://coyotegulch.blog/2022/08/25/major-municipal-water-providers-across-coloradoriver-basin-announce-commitment-to-significant-reductions-in-water-use-denverwater-coriver-aridification/
[3] https://twitter.com/danielrothberg/status/1562577919565713408
[3] https://www.inkstain.net/2022/08/next-steps-on-the-colorado-river/
[3] https://coyotegulch.blog/2022/08/28/vague-and-voluntary-proposals-may-do-little-to-help-coloradoriver-aspenjournalism-coriver-aridification/

Top URLs in Tweet in G2:
[2] https://grist.org/drought/indigenous-fight-water-colorado-river-drought-cuts/
[2] https://www.TheCTombergs.com/
[1] https://eu.azcentral.com/story/news/politics/arizona/2022/08/21/arizona-senator-mark-kelly-colorado-river-basin-states-water-shortages/7860946001/
[1] https://www.vox.com/science-and-health/23308281/colorado-river-western-drought-satellite-hoover-dam-mead-powell
[1] https://www.wsj.com/podcasts/the-journal/the-fight-over-water-in-the-west/049c6317-6b31-4866-9508-d90a97136b93
[1] https://www.stantec.com/en/ideas/market/water/developing-wastewaters-circular-economy-how-do-we-gain-public-acceptance?utm_source=twitter&utm_medium=organic_social&utm_campaign=water
[1] https://www.instagram.com/waterandwhy/
[1] https://southdfwnews.com/stories/532463935-utility-files-suit-to-keep-google-from-annually-using-1-5-billion-gallons-of-water-for-proposed-red-oak-data-center
[1] https://www.amegroup.com/Website/Industryforecast/DailyBriefingDetail.aspx?newsId=178928&newsCommodityName=Carbon&imageUrl=~/Resources/Image/Banner/Industryforecast/DailyBriefing/carbon%20news%20page%20daily%20briefing.jpg
[1] https://twitter.com/WSJ/status/1562515141580623872

Top URLs in Tweet in G3:
[11] https://www.inkstain.net/fleck/wp-content/uploads/2022-08-28-JS-EK-JF-pre-scoping.pdf
[4] https://www.mdpi.com/2073-4441/14/1/2/htm
[3] https://twitter.com/jfleck/status/1565097544119504896
[1] https://www.inkstain.net/2022/08/next-steps-on-the-colorado-river/
[1] https://www.inkstain.net/wp-content/uploads/2022-08-28-JS-EK-JF-pre-scoping.pdf
[1] https://www.sltrib.com/opinion/editorial/2022/08/28/say-good-bye-lake-powell-hello/
[1] https://twitter.com/jfleck/status/1563698481780473857

Top URLs in Tweet in G4:
[10] https://p2a.co/dQGzaWO
[8] https://p2a.co/QPkIRBo
[2] https://eu.azcentral.com/story/opinion/op-ed/philboas/2022/08/29/colorado-danube-yangtze-rhine-rivers-drying-up-climate-change/7931115001/
[2] https://coloradosun.com/2022/08/26/colorado-river-windy-gap-dam-fixes-error/
[2] https://coloradosun.com/2022/08/15/colorado-river-deadline-looms/
[2] https://www.pbs.org/newshour/show/federal-water-restrictions-in-the-west-underscore-severity-of-climate-crisis
[2] https://eu.azcentral.com/story/news/politics/arizona/2022/08/21/arizona-senator-mark-kelly-colorado-river-basin-states-water-shortages/7860946001/
[1] https://twitter.com/wildriversguard/status/1564350986897870848
[1] https://enewspaper.latimes.com/infinity/article_share.aspx?guid=533401a0-ac97-410a-96b7-bd6cd46adbe2

Top URLs in Tweet in G5:
[6] https://howonearthradio.org/archives/8639
[3] https://www.usbr.gov/lc/region/g4000/4200Rpts/DecreeRpt/2021/2021.pdf
[2] https://www.denverwater.org/news/major-municipal-water-providers-across-colorado-river-basin-announce-commitment-significant
[2] https://dashboard.waterdata.usgs.gov/app/nwd/?aoi=default
[1] https://twitter.com/azcpodcasts/status/1565027201828786176
[1] https://waterdata.usgs.gov/monitoring-location/09439000/#parameterCode=00060&period=P7D
[1] https://news.yahoo.com/must-happen-save-colorado-river-150009280.html
[1] https://www.greeleytribune.com/2022/08/24/colorado-river-california-cuts-no-plans-conservation/
[1] https://grist.org/drought/indigenous-fight-water-colorado-river-drought-cuts/
[1] https://usbr.gov/lc/phoenix/programs/NMCAPAWSA/docs/governing/CRiverBasinPA.pdf

Top URLs in Tweet in G6:
[5] https://www.propublica.org/article/colorado-river-water-shortage-jay-famiglietti#1401272
[3] https://www.propublica.org/article/colorado-river-water-shortage-jay-famiglietti
[2] https://viewsweek.com/as-colorado-river-dries-the-u-s-teeters-on-the-brink-of-larger-water-crisis/

Top URLs in Tweet in G8:
[1] https://www.sltrib.com/opinion/editorial/2022/08/28/say-good-bye-lake-powell-hello/

Top URLs in Tweet in G9:
[7] https://twitter.com/Nightline/status/1560654069919674368
[6] https://www.politicaliq.com/2022/08/26/drought/

Top Domains
Top Domains in Tweet in Entire Graph:
[102] twitter.com
[46] coyotegulch.blog
[19] inkstain.net
[18] p2a.co
[15] propublica.org
[13] youtube.com
[12] sltrib.com
[11] npr.org
[10] azcentral.com
[9] watereducation.org

Top Domains in Tweet in G1:
[43] twitter.com
[41] coyotegulch.blog
[10] npr.org
[9] watereducation.org
[7] edf.org
[7] sltrib.com
[5] inkstain.net
[4] azcentral.com
[4] usbr.gov
[3] aspentimes.com

Top Domains in Tweet in G2:
[11] twitter.com
[3] instagram.com
[2] azcentral.com
[2] vox.com
[2] grist.org
[2] etsy.com
[2] thectombergs.com
[1] wsj.com
[1] stantec.com
[1] southdfwnews.com

Top Domains in Tweet in G3:
[13] inkstain.net
[4] mdpi.com
[4] twitter.com
[1] sltrib.com

Top Domains in Tweet in G4:
[18] p2a.co
[4] azcentral.com
[4] coloradosun.com
[2] pbs.org
[1] twitter.com
[1] latimes.com

Top Domains in Tweet in G5:
[6] howonearthradio.org
[5] twitter.com
[4] usbr.gov
[3] usgs.gov
[2] denverwater.org
[2] coloradosun.com
[1] yahoo.com
[1] greeleytribune.com
[1] grist.org
[1] researchgate.net

Top Domains in Tweet in G6:
[8] propublica.org
[2] viewsweek.com

Top Domains in Tweet in G8:
[1] sltrib.com

Top Domains in Tweet in G9:
[7] twitter.com
[6] politicaliq.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[690] coloradoriver
[126] drought
[103] lakemead
[96] water
[87] coriver
[52] hooverdam
[48] aridification
[48] lasvegas
[48] arizona
[37] ics



Top Hashtags in Tweet in G1:
[199] coloradoriver
[76] coriver
[44] aridification
[37] ics
[35] water
[28] lakemead
[26] lakepowell
[22] azleg
[21] drought
[21] dcp

Top Hashtags in Tweet in G2:
[84] coloradoriver
[22] water
[19] drought
[8] arizona
[8] lakemead
[6] grandcanyon
[6] adventure
[5] climatechange
[5] climate
[5] nevada

Top Hashtags in Tweet in G3:
[73] coloradoriver
[4] coriver
[3] cor

Top Hashtags in Tweet in G4:
[53] coloradoriver
[32] drought
[31] lakemead
[31] hooverdam
[31] lasvegas
[10] livingrivers
[8] river
[8] riogrande
[4] climatecrisis
[3] waterislife

Top Hashtags in Tweet in G5:
[42] coloradoriver
[7] wwweek
[7] openetdata
[7] megadrought
[1] cwc2022

Top Hashtags in Tweet in G6:
[10] coloradoriver
[9] watercrisis
[8] megadrought
[5] wateraccess
[5] drought
[5] climate
[4] water
[3] us
[3] foodproduction
[3] foodsecurity

Top Hashtags in Tweet in G7:
[20] coloradoriver
[20] arizona

Top Hashtags in Tweet in G8:
[13] coloradoriver
[12] lakemead
[12] water
[12] deadpool
[12] drought
[12] prayforrain
[12] desertsouthwest
[1] coriver

Top Hashtags in Tweet in G9:
[11] coloradoriver
[7] birdsneedwater
[6] inflationreductionact
[6] drought
[6] lakemead

Top Hashtags in Tweet in G10:
[9] coloradoriver
[9] copolitics

Top Words
Top Words in Tweet in Entire Graph:
[983] the
[696] #coloradoriver
[442] to
[396] of
[329] water
[299] a
[264] and
[258] in
[177] for
[169] is

Top Words in Tweet in G1:
[298] the
[199] #coloradoriver
[160] of
[150] to
[125] water
[93] in
[89] a
[76] #coriver
[66] and
[64] is

Top Words in Tweet in G2:
[97] the
[83] #coloradoriver
[39] of
[34] to
[32] in
[32] a
[29] is
[27] water
[26] and
[22] #water

Top Words in Tweet in G3:
[99] the
[73] #coloradoriver
[43] to
[41] now
[39] rules
[38] why
[38] people
[38] are
[38] glaring
[38] at

Top Words in Tweet in G4:
[53] #coloradoriver
[40] a
[38] the
[32] gt
[32] #drought
[31] #lakemead
[31] #hooverdam
[31] #lasvegas
[27] and
[26] for

Top Words in Tweet in G5:
[85] the
[42] #coloradoriver
[37] water
[37] in
[34] to
[28] of
[26] and
[26] a
[18] at
[15] are

Top Words in Tweet in G6:
[22] the
[16] of
[10] as
[10] dries
[10] teeters
[10] brink
[10] larger
[10] #coloradoriver
[10] propublica
[9] s

Top Words in Tweet in G7:
[80] de
[40] que
[40] del
[20] estados
[20] unidos
[20] también
[20] tiene
[20] un
[20] monzón
[20] verano

Top Words in Tweet in G8:
[26] the
[13] #coloradoriver
[12] back
[12] at
[12] #lakemead
[12] watching
[12] #water
[12] drop
[12] closer
[12] to

Top Words in Tweet in G9:
[26] the
[21] to
[13] #coloradoriver
[13] audubonsociety
[7] i
[7] was
[7] honored
[7] join
[7] abc
[7] nightline

Top Words in Tweet in G10:
[36] to
[27] water
[18] we
[18] amp
[18] have
[18] use
[18] co
[9] as
[9] face
[9] drought

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[185] the,#coloradoriver
[86] of,the
[83] in,the
[63] colorado,river
[48] right,now
[47] why,#coloradoriver
[47] #coloradoriver,people
[47] people,are
[47] are,glaring
[47] glaring,at

Top Word Pairs in Tweet in G1:
[38] the,#coloradoriver
[33] of,the
[32] #coriver,#aridification
[24] #coloradoriver,#coriver
[23] water,in
[19] #dcp,#ics
[19] depletion,of
[18] of,a
[18] of,#lakemead
[17] #coloradoriver,news

Top Word Pairs in Tweet in G2:
[19] the,#coloradoriver
[13] in,the
[11] of,the
[9] colorado,river
[7] the,colorado
[6] #coloradoriver,basin
[5] grand,canyon
[4] of,water
[4] for,the
[4] the,grand

Top Word Pairs in Tweet in G3:
[38] why,#coloradoriver
[38] #coloradoriver,people
[38] people,are
[38] are,glaring
[38] glaring,at
[38] at,california
[38] california,right
[38] right,now
[26] the,rules
[25] the,#coloradoriver

Top Word Pairs in Tweet in G4:
[32] #drought,#coloradoriver
[31] #lakemead,#drought
[31] #coloradoriver,#hooverdam
[31] #hooverdam,#lasvegas
[16] gt,petition
[10] colorado,river
[10] for,a
[10] a,living
[10] living,#coloradoriver
[8] here,are

Top Word Pairs in Tweet in G5:
[17] in,the
[15] the,#coloradoriver
[7] #coloradoriver,basin
[7] and,a
[7] today,the
[7] the,nature
[7] nature,conservancy's
[7] conservancy's,aaron
[7] aaron,derwingson
[7] derwingson,spoke

Top Word Pairs in Tweet in G6:
[10] brink,of
[7] dries,the
[7] teeters,the
[7] the,brink
[6] the,u
[6] u,s
[6] s,teeters
[5] as,the
[5] the,colorado
[5] colorado,river

Top Word Pairs in Tweet in G7:
[20] estados,unidos
[20] unidos,también
[20] también,tiene
[20] tiene,un
[20] un,monzón
[20] monzón,de
[20] de,verano
[20] verano,aunque
[20] aunque,de
[20] de,menor

Top Word Pairs in Tweet in G8:
[12] back,at
[12] at,#lakemead
[12] #lakemead,watching
[12] watching,the
[12] the,#water
[12] #water,drop
[12] drop,closer
[12] closer,to
[12] to,#deadpool
[12] #deadpool,temperatures

Top Word Pairs in Tweet in G9:
[7] i,was
[7] was,honored
[7] honored,to
[7] to,join
[7] join,abc
[7] abc,nightline
[7] nightline,earlier
[7] earlier,this
[7] this,week
[7] week,to

Top Word Pairs in Tweet in G10:
[18] to,have
[9] as,we
[9] we,face
[9] face,drought
[9] drought,the
[9] the,#coloradoriver
[9] #coloradoriver,water
[9] water,shortage
[9] shortage,amp
[9] amp,climate

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@usbr
@r_erickuhn
@nicolemludden
@lukerunyon
@audubonsociety
@propublica
@annejcastle
@wildearthguard
@denverwater
@drkuzman

Top Mentioned in G1:
@usbr
@nicolemludden
@lukerunyon
@drkuzman
@denverwater
@lukasclimate
@awhager
@snwa_h2o
@r_erickuhn
@coyotegulch

Top Mentioned in G3:
@r_erickuhn
@annejcastle
@jfleck

Top Mentioned in G4:
@wildearthguard
@azcentral
@coloradosun
@govofco
@jasonblevins
@senmarkkelly

Top Mentioned in G5:
@nature_org
@aaroncitron
@jerd_smith
@kgnu
@usbr
@usgs
@brandonloomis
@kylcenter
@thenewsoncnbc
@snwa_h2o

Top Mentioned in G6:
@propublica
@viewsweek
@wateraidamerica
@wsup_intl
@watertrends
@wateraiduk
@wateraid
@waterpakistan
@water
@coloradoriverex

Top Mentioned in G9:
@audubonsociety
@nightline
@juliehgabriel
@maxboykoff
@ucboulder

Top Tweeters
Top Tweeters in Entire Graph:
@cleosagas1
@janromes
@bob_stinson1234
@crisazparren
@dawnroseturner
@mijomojo1
@cnbc
@9news
@kirkmurphy
@gailwaldby

Top Tweeters in G1:
@bob_stinson1234
@sosanjin
@bettyp711
@coyotegulch
@reviewjournal
@ecology_tweets
@scottolling
@edjoyce
@_pepo__
@magtathmaggie

Top Tweeters in G2:
@quorumcall
@hddoger
@az_garden2007
@newstruthliz
@ecobearwitness
@phidippides26
@mikegrose
@governing
@imberjane
@tombalderston

Top Tweeters in G3:
@kirkmurphy
@jenelaina
@llewelly
@foundation_west
@brandiatkinson
@jfleck
@donpettygrove
@envpolicycenter
@phillatzman
@raptorus77

Top Tweeters in G4:
@gailwaldby
@nigeblue
@azcentral
@bluwndzdancing
@mariali94316534
@hopeblooming
@koehlermatthew
@hjfigs
@lelandyachtclub
@wildearthguard

Top Tweeters in G5:
@thomcincotta
@kentgraziano
@nature_org
@usgs
@pweiser
@danielkpearson
@kgnu
@nature_colorado
@edmillard
@riodesangre

Top Tweeters in G6:
@dawnroseturner
@bagaluesunab
@12milegeo
@propublica
@watertrends
@reluctantbutter
@carasantamaria
@wateraiduk
@water
@planusa

Top Tweeters in G7:
@cleosagas1
@crisazparren
@luissanclement2
@cucufaiter
@bittervalo
@noealsur
@juliovicenteglz
@picazomario
@fjrbalsera
@johnywhite88

Top Tweeters in G8:
@zachvat
@disorderlyswine
@digitalmedia_lm
@latimesphotos
@damagedamages
@caesaradiratus
@davidlimesalt
@brianunitt_law
@jcsapplebox
@luissinco

Top Tweeters in G9:
@mijomojo1
@dcwinoman
@nightline
@nicosgonzalez
@audubonsociety
@mcsmelser
@maxboykoff
@politicaliq
@juliehgabriel
@ca_hedgren

Top Tweeters in G10:
@lidstonepeter
@crobertbuchanan
@ariarmstrong
@cosendem
@froggyano
@daveafge
@chaffeedems
@pettersen4co
@edimonainscough


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