forest science, Twitter, 9/20/2021 1:26:49 PM, 262469


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forest science Twitter NodeXL SNA Map and Report for maanantai, 20 syyskuuta 2021 at 12.55 UTC
forest science Twitter NodeXL SNA Map and Report for maanantai, 20 syyskuuta 2021 at 12.55 UTC
From:
mihkal
Uploaded on:
September 20, 2021
Short Description:
forest science via NodeXL https://bit.ly/3tXfQil
@imasutas
@bethaniey15
@tom__coleman
@tonytheauthor
@gabby_hoffman
@cassyoconnormp
@tillbelow
@cfact
@chitkwesumanetu
@newsfromscience

Top hashtags:
#climate
#forest
#science
#seaweed
#nature
#climatechange
#phd
#qt

Description:
Description
The graph represents a network of 1 487 Twitter users whose recent tweets contained "forest science", 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 September 2021 at 13:02 UTC.

The tweets in the network were tweeted over the 8-day, 7-hour, 38-minute period from Sunday, 12 September 2021 at 04:41 UTC to Monday, 20 September 2021 at 12:20 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 : 1487
Unique Edges : 1760
Edges With Duplicates : 274
Total Edges : 2034
Number of Edge Types : 5
Replies to : 179
Tweet : 295
Retweet : 643
Mentions : 473
MentionsInRetweet : 444
Self-Loops : 304
Reciprocated Vertex Pair Ratio : 0,0332247557003257
Reciprocated Edge Ratio : 0,064312736443884
Connected Components : 388
Single-Vertex Connected Components : 141
Maximum Vertices in a Connected Component : 107
Maximum Edges in a Connected Component : 143
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2,670149
Graph Density : 0,000717750336926309
Modularity : 0,801861
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1 487 Twitter users whose recent tweets contained "forest science", 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 September 2021 at 13:02 UTC.

The tweets in the network were tweeted over the 8-day, 7-hour, 38-minute period from Sunday, 12 September 2021 at 04:41 UTC to Monday, 20 September 2021 at 12:20 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 : forest science
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:
[55] https://www.science.org/content/article/huge-forest-experiment-aims-reduce-wildfires-can-it-unite-loggers-and-environmentalists
[48] https://www.utas.edu.au/our-research/research-degrees/available-projects/science-technology-and-engineering/area/institute-for-marine-and-antarctic-studies/can-kelp-forests-adapt-and-mitigate-climate-stressors
[39] https://thenewdaily.com.au/life/science/environment/2021/09/12/russia-burns-as-climate-change-scorches-forest-and-steppe/?breaking_live_scroll=1
[23] https://www.cfact.org/2021/09/16/hoffman-proactive-forest-management-is-sustainable-for-the-environment/
[21] https://thenewdaily.com.au/life/science/environment/2021/09/12/russia-burns-as-climate-change-scorches-forest-and-steppe/
[14] https://www.science.org/news/2021/04/pacific-northwest-s-forest-gardens-were-deliberately-planted-indigenous-people?utm_campaign=SciMag&utm_source=Membership&utm_medium=Facebook&fbclid=IwAR0IT6UdOeujyqLZnIjrkYhwutukEKoylzKs7IklaTb9wJf3jN1q2xJsfTY&cookieSet=1
[14] https://www.science.org/content/article/antibiotic-resistance-has-spread-deep-dark-forest-bear-teeth-reveal?utm_campaign=NewsfromScience&utm_source=Social&utm_medium=Twitter
[13] http://www.idpan.poznan.pl/images/28-2021-ID-PSD_EN.pdf
[13] https://twitter.com/subfossilguy/status/1436779872911777802
[12] https://www.science.org/content/article/huge-forest-experiment-aims-reduce-wildfires-can-it-unite-loggers-and-environmentalists?utm_campaign=news_daily_2021-09-16&et_rid=314503236&et_cid=3922485&cookieSet=1

Top URLs in Tweet in G1:
[7] https://www.science.org/content/article/huge-forest-experiment-aims-reduce-wildfires-can-it-unite-loggers-and-environmentalists?cookieSet=1
[4] https://thenewdaily.com.au/life/science/environment/2021/09/12/russia-burns-as-climate-change-scorches-forest-and-steppe/
[2] https://www.nytimes.com/2021/09/03/science/nania-elephant.html
[2] https://www.science.org/news/2021/04/pacific-northwest-s-forest-gardens-were-deliberately-planted-indigenous-people?utm_campaign=SciMag&utm_source=Membership&utm_medium=Facebook&cookieSet=1
[2] https://www.science.org/doi/10.1126/sciadv.abg7012?cookieSet=1
[2] https://www.bbc.com/news/science-environment-58559735
[2] https://www.sciencedirect.com/science/article/abs/pii/S0169204619313349
[2] https://kidsandpassports.com/hiking-rio-celeste-with-kids/?utm_sq=g8w7x4db1b
[1] https://slate.com/technology/2021/09/floods-use-storm-waters-prevent-forest-fires.html?via=rss_flipboard
[1] https://www.kodkey.com/science/russia-burns-as-climate-change-scorches-forest-and-steppe/

Top URLs in Tweet in G3:
[48] https://www.utas.edu.au/our-research/research-degrees/available-projects/science-technology-and-engineering/area/institute-for-marine-and-antarctic-studies/can-kelp-forests-adapt-and-mitigate-climate-stressors

Top URLs in Tweet in G4:
[1] https://eu.usatoday.com/story/money/2019/11/25/these-people-own-the-most-land-in-america/40649951/

Top URLs in Tweet in G6:
[53] https://www.science.org/content/article/huge-forest-experiment-aims-reduce-wildfires-can-it-unite-loggers-and-environmentalists

Top URLs in Tweet in G7:
[38] https://thenewdaily.com.au/life/science/environment/2021/09/12/russia-burns-as-climate-change-scorches-forest-and-steppe/?breaking_live_scroll=1

Top URLs in Tweet in G8:
[5] https://www.nefa.org.au/forest_news
[5] https://www.youtube.com/watch?v=kjvBBWsNIgY&feature=youtu.be

[1] https://twitter.com/forests4ever/status/1435804643284557839
[1] https://thenewdaily.com.au/life/science/environment/2021/09/12/russia-burns-as-climate-change-scorches-forest-and-steppe/

Top URLs in Tweet in G9:
[23] https://www.cfact.org/2021/09/16/hoffman-proactive-forest-management-is-sustainable-for-the-environment/
[3] https://dailycaller.com/2021/09/10/hoffman-proactive-forest-management-sustainable-environment/?utm_source=agorapulse

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[75] climate
[68] forest
[56] science
[48] seaweed
[36] nature
[36] climatechange
[23] phd
[23] qt
[23] politas
[23] lakeagroindustries



Top Hashtags in Tweet in G1:
[9] science
[6] forest
[3] climate
[3] forestry
[2] nature
[2] art
[2] familytravel
[2] travelwithkids
[2] travelkids
[2] costarica

Top Hashtags in Tweet in G3:
[48] seaweed
[48] climate
[2] nereocystis
[2] kelp

Top Hashtags in Tweet in G7:
[2] microscopy
[2] science
[2] nano

Top Hashtags in Tweet in G8:
[23] qt
[23] politas
[5] biomass
[5] forest
[5] trees
[5] nature
[1] koalas
[1] bushfires
[1] logging
[1] science

Top Hashtags in Tweet in G9:
[3] fixamericasforests

Top Hashtags in Tweet in G10:
[23] lakeagroindustries
[23] kasanka
[23] nationalpark
[23] zambia
[23] covid
[23] ebola
[23] bats
[23] helpkasanka

Top Words
Top Words in Tweet in Entire Graph:
[1000] forest
[534] science
[171] forests
[108] change
[107] still
[106] climate
[101] fires
[94] wildfires
[89] more
[87] management

Top Words in Tweet in G1:
[139] forest
[75] science
[22] reduce
[21] experiment
[21] loggers
[21] environmentalists
[20] huge
[20] aims
[18] wildfires
[18] unite

Top Words in Tweet in G2:
[3] photoartist9
[3] garner_forest
[3] science
[2] francarose33
[2] nickdone8
[2] yammerapple
[2] realdoctort
[2] lurabyss
[2] aggressivedem
[2] uselogicplease1

Top Words in Tweet in G3:
[50] forest
[48] interested
[48] doing
[48] #seaweed
[48] research
[48] imasutas
[48] applications
[48] phd
[48] project
[48] whether

Top Words in Tweet in G4:
[3] family
[3] land
[2] ah_science
[2] takethatdarwin
[2] hamer
[2] 600
[2] 000
[2] acres
[2] forest

Top Words in Tweet in G6:
[45] forest
[45] wildfires
[44] huge
[44] experiment
[44] aims
[44] reduce
[44] unite
[44] loggers
[44] environmentalists
[5] treated

Top Words in Tweet in G7:
[38] 17
[38] million
[38] hectares
[38] russian
[38] forests
[38] destroyed
[38] year
[38] still
[38] politicians
[38] dither

Top Words in Tweet in G8:
[46] premier
[29] forest
[28] science
[23] asked
[23] #qt
[23] today
[23] show
[23] same
[23] leadership
[23] wa

Top Words in Tweet in G9:
[46] fires
[46] fuel
[26] science
[26] great
[26] piece
[23] recent
[23] iop
[23] study
[23] drivers
[23] behind

Top Words in Tweet in G10:
[23] #lakeagroindustries
[23] illegally
[23] cleared
[23] another
[23] 180ha
[23] protected
[23] forest
[23] vital
[23] survival
[23] bats

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[71] climate,change
[67] loggers,environmentalists
[66] forest,experiment
[66] experiment,aims
[66] aims,reduce
[65] huge,forest
[63] reduce,wildfires
[63] wildfires,unite
[63] unite,loggers
[58] forest,management

Top Word Pairs in Tweet in G1:
[21] loggers,environmentalists
[20] forest,experiment
[20] experiment,aims
[20] aims,reduce
[19] huge,forest
[18] reduce,wildfires
[18] wildfires,unite
[18] unite,loggers
[13] climate,change
[10] forest,fires

Top Word Pairs in Tweet in G2:
[2] uselogicplease1,soldieroneeaodg
[2] soldieroneeaodg,debleefab1
[2] debleefab1,airmaxknight
[2] airmaxknight,ianlstrain
[2] ianlstrain,killtylerdurden
[2] killtylerdurden,darklor23935043
[2] shostunz,steven_swenson
[2] steven_swenson,seannlauren
[2] seannlauren,micky_finn
[2] micky_finn,mongoose4469

Top Word Pairs in Tweet in G3:
[48] interested,doing
[48] doing,#seaweed
[48] #seaweed,forest
[48] forest,research
[48] research,imasutas
[48] imasutas,applications
[48] applications,phd
[48] phd,project
[48] project,whether
[48] whether,kelp

Top Word Pairs in Tweet in G4:
[2] hamer,family
[2] 600,000
[2] 000,acres

Top Word Pairs in Tweet in G6:
[44] huge,forest
[44] forest,experiment
[44] experiment,aims
[44] aims,reduce
[44] reduce,wildfires
[44] wildfires,unite
[44] unite,loggers
[44] loggers,environmentalists
[3] reached,areas
[3] areas,treated

Top Word Pairs in Tweet in G7:
[38] 17,million
[38] million,hectares
[38] hectares,russian
[38] russian,forests
[38] forests,destroyed
[38] destroyed,year
[38] year,still
[38] still,politicians
[38] politicians,dither
[38] dither,time

Top Word Pairs in Tweet in G8:
[23] asked,premier
[23] premier,#qt
[23] #qt,today
[23] today,show
[23] show,same
[23] same,leadership
[23] leadership,wa
[23] wa,premier
[23] premier,mcgowan
[23] mcgowan,end

Top Word Pairs in Tweet in G9:
[26] great,piece
[23] recent,iop
[23] iop,science
[23] science,study
[23] study,drivers
[23] drivers,behind
[23] behind,fires
[23] fires,determined
[23] determined,live
[23] live,fuel

Top Word Pairs in Tweet in G10:
[23] #lakeagroindustries,illegally
[23] illegally,cleared
[23] cleared,another
[23] another,180ha
[23] 180ha,protected
[23] protected,forest
[23] forest,vital
[23] vital,survival
[23] survival,bats
[23] bats,#kasanka

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@imasutas
@gabby_hoffman
@lea_forest_aet
@lea_forest_dep
@mrsrmurad
@markwhi75416597
@aetacademies
@orangutans
@palmoiltruther
@bornean_ou

Top Mentioned in G1:

Top Mentioned in G2:
@photoartist9
@garner_forest
@francarose33
@nickdone8
@yammerapple
@realdoctort
@aggressivedem
@uselogicplease1
@soldieroneeaodg
@debleefab1

Top Mentioned in G3:
@imasutas
@rosswhippo
@kindallmurie
@pemarami
@back_to_nature1

Top Mentioned in G4:
@takethatdarwin
@sharktooth787
@umfpt
@getacluedude96
@michellmybell1
@danieljnickolas
@nadsshoes
@samson37123571
@patricktheb
@naughtmai

Top Mentioned in G5:
@ronquille_paul
@realwmgclark
@julie_nonumbers
@ajohnso50141696
@originalgoalie
@357rees
@noguff1
@marvinrjeffcoat
@youngaejy
@carlbinz

Top Mentioned in G8:
@forests4ever
@rebeccah2030
@suzannesimard

Top Mentioned in G9:
@gabby_hoffman

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@akpolyme
@rk70534
@cipherequality
@mhall55nine
@billm9
@nsaidian
@awelab1956
@avargas2403
@eurekamag

Top Tweeters in G1:
@rk70534
@melissasweetdr
@whysharksmatter
@shulab
@nightingal_news
@giovannidalloli
@klausriede
@crippledu
@f_talmon
@andyheald

Top Tweeters in G2:
@gormogons
@steven_swenson
@francarose33
@laurawhitt32
@shaycormac_1
@markweccleston
@badjin_rank
@photoartist9
@peaches_sabrina
@kc2fargo

Top Tweeters in G3:
@uselaine
@irisherself
@fredhuston
@unsc1325
@sisterseaweed
@rachel_marine
@sharkcolin
@back_to_nature1
@robharcourt
@brackenlab

Top Tweeters in G4:
@zachsmind
@takethatdarwin
@michellmybell1
@imkimaaron
@scientiapercept
@impeachqueen
@deanomartino1
@malo_j
@megavolt1
@ah_science

Top Tweeters in G5:
@marvinrjeffcoat
@chuerta1
@icanplainlysee
@us_marj
@clbrownjr
@paulgregory2173
@ronquille_paul
@wahboom
@kuidaore2014
@colemarisa49

Top Tweeters in G6:
@mhall55nine
@nsaidian
@avargas2403
@miss_shah__
@dida_ti
@tom__coleman
@dragonfly_37
@a_r_tforpeace
@blackstarcorne1
@jagusmao

Top Tweeters in G7:
@didifrench
@riki26287444
@civildiscourse7
@laurada28051967
@bombolleta_
@scottymom8
@afairerlife
@meow2008
@eevapaavilainen
@lilacjay2

Top Tweeters in G8:
@wally_wests
@amyharlib
@l_deweaver
@vjmahon
@pdjmoo
@pippavs
@courtrum
@angrygranny1
@caroljd1964
@cloudscreek

Top Tweeters in G9:
@joec1776
@catoletters
@plagueofprogs
@truckster1
@newhampshireben
@climaterealists
@gabby_hoffman
@elizabe86170937
@clonedwarf
@goubeauxken

Top Tweeters in G10:
@4ster__
@takunachola
@chiefmmn
@blem_4r
@jameschifwaila
@mwabask
@devil5advoc8
@siameseboy93
@chimikacha
@mizzfrankie