(Climate change) OR ((renewable OR alternative OR conservation OR clean OR futrure energy) OR (emissions reduction), Twitter, 6/2/2019 12:24:44 PM, 198757


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(Climate change) OR ((renewable OR alternative OR conservation OR clean OR futrure energy) OR (emiss
(Climate change) OR ((renewable OR alternative OR conservation OR clean OR futrure energy) OR (emiss
From:
NodeXLExcelAutomator
Uploaded on:
June 02, 2019
Short Description:
(Climate change) OR ((renewable OR alternative OR conservation OR clean OR futrure energy) OR (emissions reduction) via NodeXL http://bit.ly/2Kne4Tc
@angustaylormp
@climatecouncil
@dawntj90
@bjornlomborg
@prosyn
@brian_alford
@ajwite
@marcelcrok
@mikebloomberg
@bey

Top hashtags:


Description:
Description
The graph represents a network of 996 Twitter users whose tweets in the requested range contained "(Climate change) OR ((renewable OR alternative OR conservation OR clean OR futrure energy) OR (emissions reduction)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 02 June 2019 at 10:15 UTC.

The requested start date was Sunday, 02 June 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 15-hour, 4-minute period from Sunday, 19 May 2019 at 07:03 UTC to Saturday, 01 June 2019 at 22:07 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 : 996
Unique Edges : 1344
Edges With Duplicates : 49
Total Edges : 1393
Number of Edge Types : 3
Tweet : 70
Mentions : 1269
Replies to : 54
Self-Loops : 70
Reciprocated Vertex Pair Ratio : 0.00543900543900544
Reciprocated Edge Ratio : 0.0108191653786708
Connected Components : 121
Single-Vertex Connected Components : 47
Maximum Vertices in a Connected Component : 326
Maximum Edges in a Connected Component : 649
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.013367
Graph Density : 0.00130572541421969
Modularity : 0.709844
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[46] https://www.cbc.ca/news/politics/green-party-carbon-emissions-climate-change-1.5138676?__vfz=medium%3Dsharebar
[10] https://www.yang2020.com/policies/climate-change/
[10] https://www.yang2020.com/policies/public-land-preservation/
[10] https://www.yang2020.com/policies/reduce-packaging-waste/
[10] https://www.yang2020.com/policies/carbon-fee-dividend/
[10] https://www.yang2020.com/policies/nuclear-energy/
[6] https://www.cbc.ca/news/politics/green-party-carbon-emissions-climate-change-1.5138676
[4] https://www.project-syndicate.org/commentary/climate-change-emissions-rhetoric-reality-by-bjorn-lomborg-2019-05
[3] https://electricalreview.co.uk/news-mm/12304-consumer-awareness-increases-demand-for-energy-efficient-products
[2] https://climatenexus.org/climate-change-news/methane-surge/

Top URLs in Tweet in G2:
[3] https://www.cbc.ca/news/politics/green-party-carbon-emissions-climate-change-1.5138676?__vfz=medium%3Dsharebar
[1] http://drtimball.com/

Top URLs in Tweet in G3:
[3] https://www.project-syndicate.org/commentary/climate-change-emissions-rhetoric-reality-by-bjorn-lomborg-2019-05
[1] https://www.project-syndicate.org/commentary/climate-change-undeliverable-emissions-targets-by-bjorn-lomborg-2019-02?barrier=accesspaylog
[1] https://twitter.com/Sustainable2050/status/1133462718592299010

Top URLs in Tweet in G4:
[1] https://www.independent.co.uk/environment/coal-power-uk-record-climate-change-global-warming-fossil-fuels-a8938256.html

Top URLs in Tweet in G5:
[4] https://www.cbc.ca/news/politics/green-party-carbon-emissions-climate-change-1.5138676
[3] https://www.cbc.ca/news/politics/green-party-carbon-emissions-climate-change-1.5138676?__vfz=medium%3Dsharebar
[1] https://paper.li/e-1557624320?read=https://www.cbc.ca/news/politics/green-party-carbon-emissions-climate-change-1.5138676
[1] https://twitter.com/ciimatebarbie/status/1129814905312272384
[1] https://www.independent.co.uk/environment/coal-power-investment-climate-change-asia-china-india-iea-report-a8914866.html?fbclid=IwAR3gbxW8HLfhdM7CnAZ5KjpMbKyfJywJrYGxge8XASiaSm7EVNrwpRJDC3w
[1] https://twitter.com/JWSpry/status/1130528825865936896
[1] https://www.theaustralian.com.au/remote/check_cookie.html?url=https%3a%2f%2fwww.theaustralian.com.au%2fnation%2fpolitics%2fcall-for-labor-to-back-emissions-cut-target%2fnews-story%2fba8149f31a9a16cb229a0093fda3ea96
[1] https://lnkd.in/d_4wMhA
[1] https://lnkd.in/dWGiM82
[1] http://www.manusablog.com/en/industry/training-for-sustainability-and-climate-change/

Top URLs in Tweet in G7:
[37] https://www.cbc.ca/news/politics/green-party-carbon-emissions-climate-change-1.5138676?__vfz=medium%3Dsharebar
[2] https://www.cbc.ca/news/politics/green-party-carbon-emissions-climate-change-1.5138676

Top URLs in Tweet in G8:
[1] https://www.forbes.com/sites/michaelshellenberger/2019/05/27/we-shouldnt-be-surprised-renewables-make-energy-expensive-since-thats-always-been-the-greens-goal/

Top URLs in Tweet in G9:
[10] https://www.yang2020.com/policies/climate-change/
[10] https://www.yang2020.com/policies/public-land-preservation/
[10] https://www.yang2020.com/policies/reduce-packaging-waste/
[10] https://www.yang2020.com/policies/carbon-fee-dividend/
[10] https://www.yang2020.com/policies/nuclear-energy/
[1] https://www.nei.org/news/2019/states-clean-energy-standards-help-climate-nuclear

Top URLs in Tweet in G10:
[1] https://www.washingtonpost.com/climate-environment/2019/05/29/thousands-seabirds-starved-death-bering-sea-scientists-see-fingerprint-climate-change/?noredirect=on&utm_term=.20e57e84dc66

Top Domains
Top Domains in Tweet in Entire Graph:
[52] cbc.ca
[50] yang2020.com
[14] twitter.com
[8] co.uk
[5] project-syndicate.org
[4] com.au
[3] lnkd.in
[2] forbes.com
[2] climatenexus.org
[2] therecord.com

Top Domains in Tweet in G2:
[3] cbc.ca
[1] drtimball.com

Top Domains in Tweet in G3:
[4] project-syndicate.org
[1] twitter.com

Top Domains in Tweet in G4:
[1] co.uk

Top Domains in Tweet in G5:
[9] twitter.com
[7] cbc.ca
[4] co.uk
[3] lnkd.in
[2] com.au
[1] paper.li
[1] manusablog.com
[1] co.nz
[1] cnn.com
[1] vermontbiz.com

Top Domains in Tweet in G7:
[39] cbc.ca

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

Top Domains in Tweet in G9:
[50] yang2020.com
[1] nei.org

Top Domains in Tweet in G10:
[1] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[37] missionpossible
[6] stem
[4] climatechange
[3] thetimeisnow
[3] lowcarbon
[3] climate
[3] energyefficiency
[3] down20by2020
[3] climateactionnow
[3] cdnpoli



Top Hashtags in Tweet in G1:
[1] auspol

Top Hashtags in Tweet in G2:
[3] down20by2020
[3] climateactionnow
[1] climate

Top Hashtags in Tweet in G5:
[2] energyefficiency
[2] emissions
[2] energy
[1] buyquebecpower
[1] closepickering
[1] credlin
[1] frac
[1] sustainability
[1] accessibility
[1] shell

Top Hashtags in Tweet in G7:
[37] missionpossible
[3] cdnpoli
[1] greennewdeal
[1] votegreen2019

Top Hashtags in Tweet in G9:
[1] nuclear
[1] climatechange

Top Hashtags in Tweet in G10:
[1] puffins

Top Words
Top Words in Tweet in Entire Graph:
[331] Words in Sentiment List#1: Positive
[312] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[19180] Non-categorized Words
[19823] Total Words
[721] reduction
[678] s
[496] emissions
[383] target
[331] time

Top Words in Tweet in G1:
[650] s
[326] target
[325] angustaylormp
[325] told
[325] abc
[325] time
[325] agree
[325] 26
[325] emissions
[325] reduction

Top Words in Tweet in G2:
[7] emissions
[6] reduction
[5] dr
[4] juliepi31415926
[4] t
[3] jeanjeannie20
[3] global
[3] enough
[3] climate
[3] change

Top Words in Tweet in G3:
[92] climate
[92] reduction
[91] instead
[91] pursuing
[91] costly
[91] unrealistic
[91] emission
[91] targets
[91] change
[90] respond

Top Words in Tweet in G4:
[45] uk
[45] taking
[45] leaps
[45] strides
[45] towards
[45] carbon
[45] reduction
[45] goals
[45] milestones
[45] prove

Top Words in Tweet in G5:
[44] reduction
[42] emissions
[36] climate
[27] change
[19] energy
[18] carbon
[9] target
[9] t
[8] greens
[8] call

Top Words in Tweet in G6:
[2] msnbc
[2] climate
[2] change
[2] re
[2] reduction

Top Words in Tweet in G7:
[40] reduction
[40] emissions
[39] greens
[39] call
[39] doubling
[39] canada's
[39] carbon
[39] target
[37] cbc
[37] news

Top Words in Tweet in G8:
[35] end
[35] historic
[35] day
[35] dutch
[35] senate
[35] passed
[35] climate
[35] law
[35] goal
[35] 95

Top Words in Tweet in G9:
[12] reduction
[12] carbon
[12] energy
[11] climate
[10] andrewyang
[10] comprehensive
[10] change
[10] platform
[10] environmental
[10] preservation

Top Words in Tweet in G10:
[16] several
[16] years
[16] significant
[16] warming
[16] reduction
[16] ice
[16] caused
[16] migration
[16] certain
[16] forage

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[426] emissions,reduction
[382] reduction,target
[325] angustaylormp,told
[325] told,abc
[325] abc,s
[325] s,time
[325] time,agree
[325] agree,26
[325] 26,emissions
[325] target,s

Top Word Pairs in Tweet in G1:
[325] angustaylormp,told
[325] told,abc
[325] abc,s
[325] s,time
[325] time,agree
[325] agree,26
[325] 26,emissions
[325] emissions,reduction
[325] reduction,target
[325] target,s

Top Word Pairs in Tweet in G2:
[3] #down20by2020,#climateactionnow
[3] #climateactionnow,criticize
[3] criticize,efforts
[3] efforts,reduce
[3] reduce,household
[3] household,energy
[3] energy,resource
[3] resource,use
[3] use,saying
[3] greens,call

Top Word Pairs in Tweet in G3:
[91] instead,pursuing
[91] costly,unrealistic
[91] unrealistic,emission
[91] emission,reduction
[91] reduction,targets
[91] climate,change
[90] pursuing,costly
[90] targets,respond
[90] respond,climate
[90] change,getting

Top Word Pairs in Tweet in G4:
[45] uk,taking
[45] taking,leaps
[45] leaps,strides
[45] strides,towards
[45] towards,carbon
[45] carbon,reduction
[45] reduction,goals
[45] goals,milestones
[45] milestones,prove
[45] prove,move

Top Word Pairs in Tweet in G5:
[27] climate,change
[21] emissions,reduction
[12] carbon,emissions
[9] reduction,target
[8] greens,call
[8] call,doubling
[8] doubling,canada's
[8] canada's,carbon
[6] target,cbc
[6] cbc,news

Top Word Pairs in Tweet in G6:
[2] climate,change

Top Word Pairs in Tweet in G7:
[39] greens,call
[39] call,doubling
[39] doubling,canada's
[39] canada's,carbon
[39] carbon,emissions
[39] emissions,reduction
[39] reduction,target
[37] target,cbc
[37] cbc,news
[37] news,#missionpossible

Top Word Pairs in Tweet in G8:
[35] end,historic
[35] historic,day
[35] day,dutch
[35] dutch,senate
[35] senate,passed
[35] passed,climate
[35] climate,law
[35] law,goal
[35] goal,95
[35] 95,co2

Top Word Pairs in Tweet in G9:
[11] reduction,carbon
[10] andrewyang,comprehensive
[10] comprehensive,climate
[10] climate,change
[10] environmental,preservation
[10] preservation,packaging
[10] packaging,waste
[10] waste,reduction
[10] carbon,tax
[10] tax,nuclear

Top Word Pairs in Tweet in G10:
[16] several,years
[16] years,significant
[16] significant,warming
[16] warming,reduction
[16] reduction,ice
[16] ice,caused
[16] caused,migration
[16] migration,certain
[16] certain,forage
[16] forage,fish

Top Replied-To
Top Replied-To in Entire Graph:
@jayinslee
@amyklobuchar
@actnow_climate
@rodphillips01
@shell_us
@marty_walsh
@lotty8827
@jack117311
@br4nd032
@arinatter

Top Replied-To in G2:
@manifesto2000
@jeanjeannie20

Top Replied-To in G6:
@lotty8827
@ericfaceplant

Top Replied-To in G7:
@kidderjohn

Top Replied-To in G9:
@amyklobuchar
@actnow_climate
@jayinslee
@arinatter
@andrewyang
@vicenews
@jnoisecat
@aoc

Top Mentioned
Top Mentioned in Entire Graph:
@angustaylormp
@climatecouncil
@bjornlomborg
@mikebloomberg
@bey
@prosyn
@ajwite
@marcelcrok
@defenders
@andrewyang

Top Mentioned in G1:
@angustaylormp
@climatecouncil

Top Mentioned in G2:
@juliepi31415926
@drtimball
@dawntj90
@tracy__e
@martinbrampton
@gillesnfio
@niggledom
@tangomitteckel
@sombregreen
@climatedan_

Top Mentioned in G3:
@bjornlomborg
@prosyn

Top Mentioned in G4:
@mikebloomberg
@bey
@beyondcoal

Top Mentioned in G6:
@msnbc
@lor_blueeyes
@linlee76822176
@jbr0wn12
@jamescomey2020
@jjjauque
@kurtreeves
@tomdoubting
@tmann72687526
@bkr08330547

Top Mentioned in G7:
@ajwite
@elizabethmay
@cbcdavid

Top Mentioned in G8:
@marcelcrok
@shellenbergermd

Top Mentioned in G9:
@andrewyang
@jayinslee
@sengillibrand
@berniesanders
@corybooker
@ewarren
@betoorourke
@petebuttigieg
@kamalaharris
@joebiden

Top Mentioned in G10:
@defenders
@washingtonpost

Top Tweeters
Top Tweeters in Entire Graph:
@edinburghwatch
@independent
@minhkular
@pmgeezer
@msmwatchdog2013
@eddarrell
@daveyk317
@fehowarth
@myknittingwool
@emlafudd

Top Tweeters in G1:
@minhkular
@msmwatchdog2013
@daveyk317
@fehowarth
@myknittingwool
@emlafudd
@slsandpet
@fedupofpollys
@prufrockery
@broomstick33

Top Tweeters in G2:
@pmgeezer
@eddarrell
@eachus
@yackydoodledndy
@thomaspaine5
@bfraser747
@stevesgoddard
@njsnowfan
@rogtallbloke
@jwspry

Top Tweeters in G3:
@jcarrilloromano
@slagofftwits
@jimrose69872629
@luis_i_gomez
@otagograd
@adoolan34
@bentpn
@9sirtom5
@prosyn
@duneglam

Top Tweeters in G4:
@yuki_2_1
@tictoc22
@dianasc99717236
@gm_stone
@gagen_patricia
@gregpalmer
@doctor_david
@charleskod
@maliniw90th
@marybl62

Top Tweeters in G5:
@kenlenkirk
@charlierichmond
@capecoddaily
@sandylanceley
@i4innovations
@rickeyre
@branxpina
@theirvictoria
@thecentersquare
@fmcmurran

Top Tweeters in G6:
@cnn
@msnbc
@walshfreedom
@bdwal359
@lor_blueeyes
@charliekirk11
@audible_com
@dineshdsouza
@kurtreeves
@refinedmess

Top Tweeters in G7:
@gadflyquebec
@christellar
@sarmcbride
@elizabethmay
@rabnew
@everettcoldwell
@beautifulred7
@jamarcaledon1
@jaimeturner
@pureshakti

Top Tweeters in G8:
@roelprins1
@brigittetweet
@shellenbergermd
@sjokeb
@allardkamermans
@sstuart57
@nietgedacht
@roland_japin
@danielvdmeulen
@rmiltenburg

Top Tweeters in G9:
@vicenews
@corybooker
@actnow_climate
@seanmcelwee
@hbo
@realdonaldtrump
@nei
@brucehawes
@overtaxed1000
@sengillibrand

Top Tweeters in G10:
@washingtonpost
@dredeyedick
@dbsenica
@btwnthestacks
@psalm7115
@kellyfreckles
@jeffboswell
@defenders
@buielindaa
@werepossum


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