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http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html SINCE:2017-03-12 UNTIL:2017-03
http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html SINCE:2017-03-12 UNTIL:2017-03
From:
scotpublichealth
Uploaded on:
March 20, 2017
Short Description:
http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html SINCE:2017-03-12 UNTIL:2017-03-19 via NodeXL http://bit.ly/2nXB24X
@

Description:
Description
The graph represents a network of 790 Twitter users whose recent tweets contained "http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html SINCE:2017-03-12 UNTIL:2017-03-19", 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 Monday, 20 March 2017 at 22:41 UTC.

The tweets in the network were tweeted over the 3-day, 4-hour, 28-minute period from Wednesday, 15 March 2017 at 18:18 UTC to Saturday, 18 March 2017 at 22:46 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 : 790
Unique Edges : 1294
Edges With Duplicates : 200
Total Edges : 1494
Self-Loops : 95
Reciprocated Vertex Pair Ratio : 0.00864100549882168
Reciprocated Edge Ratio : 0.0171339563862928
Connected Components : 75
Single-Vertex Connected Components : 58
Maximum Vertices in a Connected Component : 686
Maximum Edges in a Connected Component : 1387
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.841776
Graph Density : 0.00205997015931078
Modularity : 0.527814
NodeXL Version : 1.0.1.375

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[240] http://nature.com/articles/doi:10.1038/nature21707
[135] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html
[81] http://www.nature.com/doifinder/10.1038/nature21707
[66] http://dx.doi.org/10.1038/nature21707
[22] http://www.nature.com/nclimate/journal/v3/n2/full/nclimate1674.html
[18] http://www.nature.com/nature/journal/v543/n7645/full/543323a.html
[7] https://twitter.com/nytimes/status/842118730779906048
[3] https://www.nytimes.com/2017/03/15/science/great-barrier-reef-coral-climate-change-dieoff.html?smid=pl-share&_r=0
[3] https://www.washingtonpost.com/news/energy-environment/wp/2017/03/15/the-great-barrier-reef-is-bleaching-yet-again-and-scientists-say-only-swift-climate-action-can-save-it/?utm_term=.ee1902b4722e
[3] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html?utm_content=buffer5d6f0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[226] http://nature.com/articles/doi:10.1038/nature21707
[22] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html
[15] http://www.nature.com/nature/journal/v543/n7645/full/543323a.html
[4] http://www.nature.com/doifinder/10.1038/nature21707
[3] https://twitter.com/Benioff/status/842102526065360897
[1] https://twitter.com/i/web/status/842239129123446784
[1] http://dx.doi.org/10.1038/nature21707
[1] https://twitter.com/i/web/status/842079794552549382
[1] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html?utm_content=buffer71e13&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/842299383844601856

Top URLs in Tweet in G2:
[44] http://dx.doi.org/10.1038/nature21707
[17] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html
[6] http://nature.com/articles/doi:10.1038/nature21707
[5] https://twitter.com/nytimes/status/842118730779906048
[3] https://www.nytimes.com/2017/03/15/science/great-barrier-reef-coral-climate-change-dieoff.html?smid=pl-share&_r=0
[3] https://www.washingtonpost.com/news/energy-environment/wp/2017/03/15/the-great-barrier-reef-is-bleaching-yet-again-and-scientists-say-only-swift-climate-action-can-save-it/?utm_term=.ee1902b4722e
[3] http://www.nature.com/doifinder/10.1038/nature21707
[2] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html#t2
[1] https://twitter.com/i/web/status/842128667362787330
[1] https://twitter.com/i/web/status/842123502622711808

Top URLs in Tweet in G3:
[41] http://www.nature.com/doifinder/10.1038/nature21707
[22] http://www.nature.com/nclimate/journal/v3/n2/full/nclimate1674.html
[8] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html
[5] http://dx.doi.org/10.1038/nature21707
[4] http://nature.com/articles/doi:10.1038/nature21707
[1] https://twitter.com/i/web/status/842220203010269188
[1] https://twitter.com/i/web/status/842480370327150594
[1] https://natureecoevocommunity.nature.com/users/31192-terry-hughes/posts/15551-global-warming-and-repeated-bouts-of-coral-bleaching
[1] https://twitter.com/i/web/status/842097748186812416
[1] https://twitter.com/i/web/status/842083107503239168

Top URLs in Tweet in G4:
[26] http://www.nature.com/doifinder/10.1038/nature21707
[23] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html
[2] http://dx.doi.org/10.1038/nature21707
[1] http://feeds.feedburner.com/~r/nature/UuSh/~3/L7NHKRwI9xc/nature21707?utm_source=feedburner&utm_medium=twitter&utm_campaign=wittich
[1] http://feeds.feedburner.com/~r/nature/vZDM/~3/L7NHKRwI9xc/nature21707?utm_source=feedburner&utm_medium=twitter&utm_campaign=newsscienza
[1] http://dlvr.it/Ndf5Zk
[1] https://twitter.com/i/web/status/842136418772234240
[1] http://www.nature.com/nature/journal/v543/n7645/full/543323a.html
[1] http://linkis.com/0PmZG
[1] https://twitter.com/i/web/status/842302345019027456

Top URLs in Tweet in G5:
[14] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html

Top URLs in Tweet in G6:
[31] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html
[2] http://nature.com/articles/doi:10.1038/nature21707
[1] https://twitter.com/i/web/status/842102431861284864
[1] http://www.nature.com/nature/journal/v543/n7645/full/543323a.html
[1] https://twitter.com/i/web/status/842289818834989057

Top URLs in Tweet in G7:
[14] http://dx.doi.org/10.1038/nature21707
[2] https://twitter.com/nytimes/status/842118730779906048
[1] https://twitter.com/i/web/status/842518325892534272
[1] https://twitter.com/i/web/status/842489778662658052
[1] https://twitter.com/i/web/status/842164126407303168
[1] http://nature.com/articles/doi:10.1038/nature21707

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/842316649818656768

Top URLs in Tweet in G9:
[4] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html

Top URLs in Tweet in G10:
[1] http://www.nature.com/nature/journal/v543/n7645/full/nature21707.html

Top Domains
Top Domains in Tweet in Entire Graph:
[503] nature.com
[67] doi.org
[49] twitter.com
[6] linkis.com
[4] nytimes.com
[3] washingtonpost.com
[2] feedburner.com
[1] co.uk
[1] t.co
[1] dlvr.it

Top Domains in Tweet in G1:
[268] nature.com
[6] twitter.com
[1] doi.org
[1] t.co

Top Domains in Tweet in G2:
[44] doi.org
[29] nature.com
[20] twitter.com
[4] nytimes.com
[3] washingtonpost.com

Top Domains in Tweet in G3:
[76] nature.com
[6] doi.org
[5] twitter.com

Top Domains in Tweet in G4:
[50] nature.com
[7] twitter.com
[6] linkis.com
[2] feedburner.com
[2] doi.org
[1] dlvr.it
[1] co.uk

Top Domains in Tweet in G5:
[14] nature.com

Top Domains in Tweet in G6:
[34] nature.com
[2] twitter.com

Top Domains in Tweet in G7:
[14] doi.org
[5] twitter.com
[1] nature.com

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

Top Domains in Tweet in G9:
[4] nature.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[232] reefindanger
[166] coralbleaching
[99] greatbarrierreef
[83] climatechange
[65] gbr
[55] corals
[28] globalwarming
[17] bleaching
[13] coral
[7] coralreefs

Top Hashtags in Tweet in G1:
[15] globalwarming
[12] greatbarrierreef
[6] corals
[6] reefindanger
[5] bleaching
[5] coralbleaching
[3] climatechange
[1] marine
[1] nature

Top Hashtags in Tweet in G2:
[189] reefindanger
[125] coralbleaching
[74] greatbarrierreef
[55] climatechange
[43] gbr
[12] coral
[5] mediarelease
[3] oceanoptimism
[1] bleaching
[1] corals

Top Hashtags in Tweet in G3:
[48] corals
[24] coralbleaching
[23] reefindanger
[18] gbr
[14] climatechange
[11] globalwarming
[5] greatbarrierreef
[1] 365papers

Top Hashtags in Tweet in G4:
[3] climatechange
[2] coralreefs
[2] greatbarrierreef
[2] coralbleaching
[2] gbr
[2] nature
[1] ocean
[1] environment
[1] climate
[1] coral

Top Hashtags in Tweet in G6:
[2] coralbleaching
[2] reefindanger
[1] greatbarrierreef
[1] climatechange

Top Hashtags in Tweet in G7:
[12] reefindanger
[10] bleaching
[7] coralbleaching
[5] climatechange
[5] coralreefs
[2] greatbarrierreef
[2] gbr
[2] mediarelease

Top Words
Top Words in Tweet in Entire Graph:
[584] Words in Sentiment List#1: Positive
[566] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[14712] Non-categorized Words
[15862] Total Words
[540] bleaching
[494] global
[481] warming
[473] nature
[429] coral

Top Words in Tweet in G1:
[298] nature
[278] bleaching
[273] global
[273] warming
[241] action
[238] reduce
[228] immediate
[228] needed
[228] protect
[228] coral

Top Words in Tweet in G2:
[250] coralcoe
[189] reefindanger
[125] coralbleaching
[119] bleaching
[95] nature
[74] greatbarrierreef
[71] reveals
[62] cover
[59] jcu
[55] climatechange

Top Words in Tweet in G3:
[105] profterryhughes
[77] corals
[63] bleaching
[58] global
[57] warming
[57] mass
[54] recurrent
[50] et
[37] worrying
[37] prognosis

Top Words in Tweet in G4:
[49] warming
[47] global
[42] bleaching
[36] mass
[33] recurrent
[32] corals
[15] coral
[13] reefs
[12] nature
[11] action

Top Words in Tweet in G5:
[55] world
[55] coral
[45] georgemonbiot
[44] another
[44] horrible
[44] report
[44] place
[44] prefer
[44] think
[44] know

Top Words in Tweet in G6:
[62] future
[35] global
[35] warming
[34] coral
[33] immediate
[33] action
[33] reefs
[31] curb
[31] essential
[31] secure

Top Words in Tweet in G7:
[18] nature
[15] bleaching
[12] here
[12] reefindanger
[11] article
[10] timely
[10] serious
[10] happening
[10] over
[10] jcuoirs

Top Words in Tweet in G8:
[14] coral
[14] reefs
[7] danger
[7] reduction
[7] global
[7] warming
[7] needed
[7] protect
[7] severe
[7] bleaching

Top Words in Tweet in G9:
[4] coral
[4] bleaching
[4] gbreef
[4] report
[4] out
[4] today
[3] cathlovelock

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[420] global,warming
[337] coral,reefs
[299] bleaching,events
[267] severe,bleaching
[257] action,reduce
[256] protect,coral
[254] warming,needed
[254] needed,protect
[248] immediate,action
[248] reefs,severe

Top Word Pairs in Tweet in G1:
[273] global,warming
[238] action,reduce
[228] immediate,action
[228] reduce,global
[228] warming,needed
[228] needed,protect
[228] protect,coral
[228] coral,reefs
[228] bleaching,events
[227] reefs,severe

Top Word Pairs in Tweet in G2:
[57] coralbleaching,reefindanger
[55] cover,nature
[54] nature,reefindanger
[54] bleaching,events
[54] coralcoe,scientists
[54] scientists,seeing
[54] seeing,underwater
[54] underwater,greatbarrierreef
[54] greatbarrierreef,coralbleaching
[54] reefindanger,jcu

Top Word Pairs in Tweet in G3:
[56] mass,bleaching
[54] recurrent,mass
[53] bleaching,corals
[50] profterryhughes,et
[48] global,warming
[43] warming,recurrent
[37] corals,worrying
[37] worrying,prognosis
[36] bd_stew,global
[36] prognosis,profterryhughes

Top Word Pairs in Tweet in G4:
[42] global,warming
[34] mass,bleaching
[33] warming,recurrent
[33] recurrent,mass
[32] bleaching,corals
[9] coral,reefs
[6] future,warming
[6] warming,essential
[6] immediate,action
[5] corals,nature

Top Word Pairs in Tweet in G5:
[44] another,horrible
[44] horrible,report
[44] report,place
[44] place,prefer
[44] prefer,think
[44] think,know
[44] know,real
[44] real,world
[44] world,coral
[44] coral,death

Top Word Pairs in Tweet in G6:
[33] coral,reefs
[31] immediate,global
[31] global,action
[31] action,curb
[31] curb,future
[31] future,warming
[31] warming,essential
[31] essential,secure
[31] secure,future
[31] future,coral

Top Word Pairs in Tweet in G7:
[11] nature,article
[10] timely,nature
[10] article,serious
[10] serious,bleaching
[10] bleaching,happening
[10] happening,over
[10] over,here
[10] here,jcuoirs
[9] kellyhannan3,timely
[9] jcuoirs,reef

Top Word Pairs in Tweet in G8:
[14] coral,reefs
[7] reefs,danger
[7] danger,reduction
[7] reduction,global
[7] global,warming
[7] warming,needed
[7] needed,protect
[7] protect,coral
[7] reefs,severe
[7] severe,bleaching

Top Word Pairs in Tweet in G9:
[4] coral,bleaching
[4] bleaching,gbreef
[4] gbreef,report
[4] report,out
[4] out,today
[3] cathlovelock,coral

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@nature
@coralcoe
@profterryhughes
@jcu
@georgemonbiot
@abelvaldivia
@bd_stew
@sharkmourier
@reef_scientist
@pik_climate

Top Mentioned in G1:
@nature
@profterryhughes
@sharkmourier
@natureecoevo
@wwf_australia
@coralcoe
@jpgattuso
@tombridge07
@edroberts42
@jcu

Top Mentioned in G2:
@coralcoe
@nature
@jcu
@profterryhughes
@reef_scientist
@morganpratchett
@miahoogenboom
@terra_et_mare
@cuttothechase6
@reef_algae_lab

Top Mentioned in G3:
@profterryhughes
@bd_stew
@nature
@coralcoe
@pik_climate
@alevermann
@richardmclellan
@jacobeurich
@projectseahorse
@jcu

Top Mentioned in G4:
@pietro_bruno_

Top Mentioned in G5:
@georgemonbiot
@ellen_husain

Top Mentioned in G6:
@abelvaldivia
@cezzalew
@nature
@coralcoe
@jcu
@natureecoevo
@georgemonbiot
@sharkmourier
@profterryhughes

Top Mentioned in G7:
@nature
@jcuoirs
@kellyhannan3
@coralcoe
@edjoyce
@profterryhughes
@jcu
@sharkmourier
@miahoogenboom
@terra_et_mare

Top Mentioned in G8:
@gorka_orive

Top Mentioned in G9:
@cathlovelock

Top Mentioned in G10:
@leann350
@lachlan

Top Tweeters
Top Tweeters in Entire Graph:
@wittich
@qxnews
@alizardx
@rcrockett
@eloycam2012
@markplackett1
@uchida_kawasaki
@dremmelqueen
@findsource
@abcnews

Top Tweeters in G1:
@qxnews
@markplackett1
@broomstick33
@plabg
@brittcolacicco
@darylgibson
@dolphinpaige
@clayengberg
@danielasmits
@taminespr

Top Tweeters in G2:
@alizardx
@dremmelqueen
@marcvegan
@rjstrikers
@dragonaunty7
@davidlance3
@xskinn
@artcollisions
@bondi_izzy
@mcmsharksxx

Top Tweeters in G3:
@rcrockett
@eloycam2012
@corruptnsw
@waterflowerm
@j_oceanman
@risa_s_bear
@occupydisabled
@urbanclimate
@kirrinabarry
@fractaurean

Top Tweeters in G4:
@wittich
@findsource
@pietro_bruno_
@newsscienza
@michaelscally
@nolandraco
@doyle_media
@primavera0510
@ecointernet3
@financeandkm

Top Tweeters in G5:
@paul8ar
@miguelmcminn
@therewasacoo
@primate7
@wilfulblindness
@planetkooler
@aamcommons
@simmondsmills
@ydfished
@paulhbeckwith

Top Tweeters in G6:
@christineewing7
@melissajpeltier
@marymarybrogdon
@wgarnews
@soccermom1517
@maccalled
@cfraase
@joinermari
@mgicsurf
@michaelcoll5

Top Tweeters in G7:
@lelhulagirl63
@knobbyclubrush
@chrisogilviesnr
@edjoyce
@physiologyfish
@audrey_biondi
@yaangkemnuch
@yakpesky
@jwalkepr
@hesssybille

Top Tweeters in G8:
@marrybrownoo
@mwepundi
@juliennehansen2
@mandosmemoirs
@gorka_orive
@holacaracola201
@ellcee5

Top Tweeters in G9:
@danfriess
@sdsasmito
@whereisklara
@cathlovelock

Top Tweeters in G10:
@leann350
@geektrader
@philipebenn
@lachlan