resilient water infrastructure, Twitter, 9/13/2023 1:48:55 PM, 292463


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From:
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Uploaded on:
September 13, 2023
Short Description:
resilient water infrastructure via NodeXL https://bit.ly/3Zkl7Aj
@

Top hashtags:
#infrastructure
#water
#climatechange
#resilient
#wateraction
#cop27
#usaidwash2023
#waterforall
#climate
#ecswg

Description:
Description
The graph represents a network of 1,282 Twitter users whose recent tweets contained "resilient water infrastructure", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/13/2022 11:26:00 AM and 9/13/2023 11:26:00 AM. The network was obtained from Twitter on Wednesday, 13 September 2023 at 05:09 UTC.

The tweets in the network were tweeted over the 365-day, 14-hour, 28-minute period from Monday, 12 September 2022 at 21:40 UTC to Wednesday, 13 September 2023 at 12:09 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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.


Overall Graph Metrics
Vertices : 1263
Unique Edges : 1084
Edges With Duplicates : 298
Total Edges : 1382
Self-Loops : 563
Reciprocated Vertex Pair Ratio : 0.0123456790123457
Reciprocated Edge Ratio : 0.024390243902439
Connected Components : 591
Single-Vertex Connected Components : 356
Maximum Vertices in a Connected Component : 53
Maximum Edges in a Connected Component : 98
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.260175
Graph Density : 0.000463013502678326
Modularity : 0.68892
NodeXL Version : 1.0.1.521
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=292460
Data Import : The graph represents a network of 1,282 Twitter users whose recent tweets contained "resilient water infrastructure", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/13/2022 11:26:00 AM and 9/13/2023 11:26:00 AM. The network was obtained from Twitter on Wednesday, 13 September 2023 at 05:09 UTC.

The tweets in the network were tweeted over the 365-day, 14-hour, 28-minute period from Monday, 12 September 2022 at 21:40 UTC to Wednesday, 13 September 2023 at 12:09 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch3
Graph Term : resilient water infrastructure
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[5] https://bit.ly/3spw3x9
[4] https://communities.adaptationportal.gca.org/
[3] https://bit.ly/CA-services
[3] https://bit.ly/3R6h0CG
[3] http://www.bournemouthwater.co.uk/every-drip
[2] https://bit.ly/3YBf0Yg
[2] https://bit.ly/our-prep-work
[2] https://www.nlc.org/article/2023/04/04/investing-in-local-water-infrastructure-for-a-resilient-livable-future/
[2] https://bit.ly/3Qdd0Ai
[2] https://www.reservoircenter.org/event/integrating-resilient-water-and-transportation-decision-making/

Top URLs in Tweet in G1:
[1] https://www.dailynews.com/2023/01/20/vice-president-kamala-harris-in-la-calls-for-drought-and-flood-infrastructure/
[1] https://sen.gov/casey/LJ6K
[1] https://wapo.st/413H5Hr
[1] https://www.azmirror.com/blog/arizona-gets-28-million-for-drought-resilience-projects/
[1] https://www.doi.gov/pressreleases/biden-harris-administration-announces-nearly-585-million-bipartisan-infrastructure-law
[1] https://castor.house.gov/news/documentsingle.aspx?DocumentID=404125
[1] https://transportation.house.gov/news/press-releases/defazio-carper-capito-and-graves-announce-negotiated-water-resources-development-act-of-2022
[1] https://youtube.com/live/1U1wwW9rmpw?feature=share


Top URLs in Tweet in G2:
[1] https://youtu.be/7l2U6oAJYRs

Top URLs in Tweet in G3:
[2] https://www.reservoircenter.org/event/integrating-resilient-water-and-transportation-decision-making/
[1] https://buff.ly/40kSVNo
[1] https://buff.ly/3niqykp
[1] https://www.preventionweb.net/quick/69906
[1] http://ow.ly/owJs50Nqjmz
[1] http://ow.ly/T0mh50Nqjmy
[1] http://today.uic.edu/sybil-derrible-awarded-walter-l-huber-civil-engineering-research-prize
[1] http://bit.ly/3XH1D6V
[1] https://cme.uic.edu/news-stories/sybil-derrible-awarded-walter-l-huber-civil-engineering-research-prize
[1] https://buff.ly/3GlHyxP

Top URLs in Tweet in G5:
[2] http://bit.ly/WSP-global-south
[1] http://unhabitat.org/UNHA2

Top URLs in Tweet in G6:
[1] https://youtube.com/watch?v=Gz0zK5L-kok

[1] https://youtu.be/Qb0518FeeaQ
[1] https://youtu.be/D0SVVqHNHMY

Top URLs in Tweet in G7:
[1] https://bit.ly/3sZDvPK

Top URLs in Tweet in G8:
[1] https://bit.ly/3SoAraI
[1] https://g.cf/fp190
[1] https://g.cf/fp191

Top URLs in Tweet in G10:
[1] https://efc.ny.gov/news/efc-accepting-applications-425m-grants-critical-water-infrastructure-projects
[1] https://www.governor.ny.gov/news/governor-hochul-announces-143-million-investment-critical-water-infrastructure-projects-across

Top Domains
Top Domains in Tweet in Entire Graph:
[66] bit.ly
[27] ow.ly
[12] wrld.bg
[9] hubs.la
[7] co.uk
[6] buff.ly
[6] youtu.be
[5] twitter.com
[5] tinyurl.com
[4] youtube.com

Top Domains in Tweet in G1:
[2] house.gov
[1] dailynews.com
[1] sen.gov
[1] wapo.st
[1] azmirror.com
[1] doi.gov
[1] youtube.com

Top Domains in Tweet in G2:
[1] youtu.be

Top Domains in Tweet in G3:
[6] bit.ly
[3] buff.ly
[2] reservoircenter.org
[2] ow.ly
[2] uic.edu
[2] un.org
[1] preventionweb.net

Top Domains in Tweet in G5:
[2] bit.ly
[1] unhabitat.org

Top Domains in Tweet in G6:
[2] youtu.be
[1] youtube.com

Top Domains in Tweet in G7:
[1] bit.ly

Top Domains in Tweet in G8:
[2] g.cf
[1] bit.ly

Top Domains in Tweet in G10:
[2] ny.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[64] infrastructure
[59] water
[39] climatechange
[23] resilient
[22] wateraction
[18] cop27
[15] usaidwash2023
[13] waterforall
[12] climate
[12] ecswg



Top Hashtags in Tweet in G1:
[1] infrastructure
[1] hawaii
[1] journeytojustice
[1] investinginamerica
[1] infrastructuredecade
[1] cleanenergy
[1] electricvehicle
[1] inflationreductionact
[1] wrdastillworks
[1] ndaa

Top Hashtags in Tweet in G2:
[2] urbanplanning
[2] budget2023
[2] unionbudget2023
[1] नए_शहर
[1] कचरा_मुक्त
[1] water_secure
[1] climate_resilient
[1] urban_infrastructure
[1] hamaraappnamoapp
[1] bjp4ind

Top Hashtags in Tweet in G3:
[6] wateraction
[4] tunnels
[3] climatechange
[3] infrastructure
[2] letstalkwater
[2] reservoircenter
[2] water
[1] globalgoals
[1] engineering
[1] chicago

Top Hashtags in Tweet in G4:
[2] fafa
[1] cop26
[1] africa

Top Hashtags in Tweet in G5:
[3] urbanclimateactionplan
[2] karanakuruforum
[2] wateraction
[2] sdg6
[2] water
[1] unha2
[1] sdg11

Top Hashtags in Tweet in G6:
[8] g20india
[4] ecswg
[2] watervision2047
[1] gandhinagar
[1] g20

Top Hashtags in Tweet in G7:
[7] acs23
[7] africaclimatesummit23
[3] cop27
[1] buildthefuture
[1] climatechange
[1] africa

Top Hashtags in Tweet in G8:
[2] fijinews
[2] fijiangovernment
[2] fiji
[2] inspiremoreclimateaction
[1] un
[1] teamfiji
[1] worldwaterweek
[1] gcfb34
[1] adaptation

Top Hashtags in Tweet in G9:
[2] fundourfutureke

Top Hashtags in Tweet in G10:
[2] nybondact
[1] efcsitevisit
[1] resilient

Top Words
Top Words in Tweet in Entire Graph:
[1229] water
[941] infrastructure
[923] resilient
[461] climate
[359] amp
[330] more
[273] ह
[234] न
[163] sustainable
[156] ए

Top Words in Tweet in G1:
[52] infrastructure
[36] water
[34] potus
[32] law
[28] resilient
[28] energy
[26] million
[23] 95
[22] harden
[22] grid

Top Words in Tweet in G2:
[238] ह
[204] न
[136] ए
[102] च
[102] और
[101] म
[68] प
[68] ल
[68] ग
[68] ट

Top Words in Tweet in G3:
[25] water
[20] infrastructure
[20] resilient
[11] climate
[11] more
[8] change
[6] transportation
[6] #wateraction
[5] flood
[5] increasing

Top Words in Tweet in G4:
[4] climate
[4] resilient
[4] water
[4] infrastructure
[3] acsea_54
[3] pacja1
[3] energy
[3] areas
[3] agriculture
[3] afdb_group

Top Words in Tweet in G5:
[13] water
[13] infrastructure
[11] resilient
[8] urban
[8] areas
[8] building
[7] cities
[7] bcrup
[5] electricity
[5] rt

Top Words in Tweet in G6:
[41] water
[22] climate
[18] resilient
[17] infrastructure
[11] change
[10] g20org
[8] #g20india
[8] amp
[7] mojsdowrrdgr
[7] management

Top Words in Tweet in G7:
[8] solutions
[8] need
[7] finetune
[7] deliver
[7] ki
[7] today
[7] mr
[7] tools
[7] #acs23
[7] ban

Top Words in Tweet in G8:
[8] climate
[6] water
[5] resilient
[5] infrastructure
[3] gcf
[2] green
[2] fund
[2] #fijinews
[2] investments
[2] #fijiangovernment

Top Words in Tweet in G9:
[6] water
[5] climate
[3] help
[3] sanitation
[3] lack
[3] millions
[3] clean
[3] africans
[3] provide
[3] funds

Top Words in Tweet in G10:
[11] water
[9] amp
[8] infrastructure
[5] clean
[4] environmental
[4] resilient
[4] quality
[3] nys
[3] jobs
[2] new

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[258] water,infrastructure
[247] climate,resilient
[240] resilient,infrastructure
[190] resilient,water
[160] more,resilient
[117] ह,न
[117] ह,ए
[117] च,ह
[117] न,च
[94] climate,change

Top Word Pairs in Tweet in G1:
[32] infrastructure,law
[23] 95,million
[22] power,grid
[22] harden,power
[21] law,headed
[21] million,infrastructure
[19] energy,accelerated
[19] grid,energy
[18] today,95
[16] rt,potus

Top Word Pairs in Tweet in G2:
[102] च,ह
[102] ह,न
[102] ह,ए
[102] न,च
[68] ट,यर
[41] urban,infrastructure
[41] water,secure
[41] climate,resilient
[34] प,ल
[34] यर,3

Top Word Pairs in Tweet in G3:
[9] resilient,infrastructure
[8] climate,change
[5] more,resilient
[4] water,infrastructure
[4] discover,new
[4] risks,due
[4] principles,resilient
[4] advance,water
[4] face,increasing
[4] due,climate

Top Word Pairs in Tweet in G4:
[4] resilient,infrastructure
[3] climate,resilient
[3] acsea_54,pacja1
[2] energy,water
[2] financial,resources
[2] mithika_mwenda,acsea_54
[2] management,climate
[2] water,management
[2] pacja1,netforcommdev
[2] youth,acquire

Top Word Pairs in Tweet in G5:
[9] resilient,infrastructure
[8] building,resilient
[6] infrastructure,urban
[6] urban,areas
[5] bcrup,emphasis
[5] main,goal
[5] water,electricity
[5] areas,main
[5] emphasis,water
[5] goal,bcrup

Top Word Pairs in Tweet in G6:
[16] water,infrastructure
[16] resilient,water
[11] climate,change
[11] climate,resilient
[6] best,practices
[6] management,climate
[6] use,efficiency
[6] change,resilient
[6] side,event
[6] groundwater,management

Top Word Pairs in Tweet in G7:
[7] tools,deliver
[7] moon,stressed
[7] today,#acs23
[7] deliver,solutions
[7] stressed,need
[7] ki,moon
[7] finetune,tools
[7] #acs23,#africaclimatesummit23
[7] #africaclimatesummit23,mr
[7] ban,ki

Top Word Pairs in Tweet in G8:
[4] climate,resilient
[2] water,infrastructure
[2] climate,fund
[2] resilient,infrastructure
[2] green,climate
[2] #fijinews,#fijiangovernment

Top Word Pairs in Tweet in G9:
[3] resilient,water
[3] funds,help
[3] climate,funds
[3] provide,resilient
[3] africans,lack
[3] millions,africans
[3] access,clean
[3] sanitation,climate
[3] help,provide
[3] clean,water

Top Word Pairs in Tweet in G10:
[4] water,infrastructure
[3] clean,water
[3] water,quality
[2] water,clean
[2] act,listening
[2] bond,act
[2] drinking,water
[2] listening,tour
[2] improving,water
[2] environmental,bond

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@narendramodi
@potus
@energy
@ibusolih
@undpnepal
@epa
@unops_africa
@xylem
@mojsdowrrdgr
@usaid

Top Mentioned in G1:
@potus
@energy
@interior
@epamichaelregan
@epa
@vp
@depsecbeaudreau
@mitchlandrieu46
@usbr
@noaa

Top Mentioned in G2:
@narendramodi
@amitshah
@jpnadda
@rajnathsingh
@mpdrbholasingh
@pmoindia
@bjpcentralmedia
@bjpscmorcha
@bjpstmorcha

Top Mentioned in G3:
@aecom
@undrr
@reservoircenter
@uicengineering
@ascetweets
@un
@ascepublishing
@arupamericas
@iedctweets
@leagueofcities

Top Mentioned in G4:
@afdb_group
@acsea_54
@pacja1
@mithika_mwenda
@netforcommdev
@summer_school1
@africaaai
@sida
@yaf_africa
@unfccc

Top Mentioned in G5:
@housingurbanke
@kucoolkid
@pscharleshinga
@mickey254_
@syllaoumar1969
@kpm_un_habitat
@047county
@unhabitat

Top Mentioned in G6:
@mojsdowrrdgr
@cwcofficial_goi
@g20org
@moefcc
@lkatheeq
@jayanta_malla
@mord_goi

Top Mentioned in G7:
@unops_africa
@ifeomacharles
@ifc_org
@shfund__
@khadijamakhzumi
@unops

Top Mentioned in G8:
@fijipm
@thegcf
@yannickglemarec
@fmo_development
@spc_cps
@deepapullani
@gwpnews

Top Mentioned in G9:
@actionaid
@enviclimatec_ke
@susanhotieno
@1teresaanderson
@gp_kenya
@canintl
@afclimatesummit
@aycassembly2023
@itskyulengao

Top Mentioned in G10:
@reppaultonko
@orangetownny
@govkathyhochul
@nysdec
@healthnygov
@nysdos

Top Tweeters
Top Tweeters in Entire Graph:
@newsfilterio
@reuters
@mothoni_
@quantisnow
@vanguardngrnews
@moritzbhg
@philippinestar
@jan_s_b_459
@tbell1968
@skynews

Top Tweeters in G1:
@moritzbhg
@tbell1968
@washingtonpost
@jennpreferswine
@dakotawfast
@ponceynaz
@usacehq
@energy
@interior
@noaa

Top Tweeters in G2:
@bjplive
@bjp4india
@purneshmodi
@indrajeetmaximo
@bjp4delhi
@kotakmahir
@arjunrammeghwal
@pksinghmp
@drbhola_office
@narendramodi

Top Tweeters in G3:
@un
@leagueofcities
@thenasem
@undrr
@ascetweets
@urbanlandinst
@iedctweets
@aecom
@uicnews
@arupamericas

Top Tweeters in G4:
@asbelkemboi7
@ibrodollars
@unfccc
@afdb_group
@sida
@_africanunion
@pacja1
@netforcommdev
@edi_ndunobong
@carolinekende

Top Tweeters in G5:
@davekengabi
@kucoolkid
@i_amshiti
@darsil254
@royaltrendia
@mickey254_
@deelipbedwal
@unhabitat
@sustdev
@pscharleshinga

Top Tweeters in G6:
@ddnewslive
@pbns_india
@ddindialive
@mojsdowrrdgr
@moefcc
@mord_goi
@jayanta_malla
@cwcofficial_goi
@nwmgoi
@g20org

Top Tweeters in G7:
@ifc_org
@unops
@shfund__
@wfunf2
@unops_somalia
@unops_senegal
@ifeomacharles
@unops_ethiopia
@unops_zimbabwe
@unops_sl

Top Tweeters in G8:
@wrexbrown
@fijigovernment
@gwpnews
@sprasadfj
@spc_cps
@fmo_development
@thegcf
@deepapullani
@yannickglemarec
@undpeswatini

Top Tweeters in G9:
@itskyulengao
@canintl
@actionaid
@gp_kenya
@1teresaanderson
@mercygichengi
@enviclimatec_ke
@afclimatesummit
@aycassembly2023
@susanhotieno

Top Tweeters in G10:
@healthnygov
@nysdec
@govkathyhochul
@nysdot
@reppaultonko
@nysdos
@nysecofstate
@orangetownny
@nysefc
@mac_efc


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