#reef, Twitter, 10/29/2020 2:25:10 PM, 239094


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#reef Twitter NodeXL SNA Map and Report for torstai, 29 lokakuuta 2020 at 14.13 UTC
#reef Twitter NodeXL SNA Map and Report for torstai, 29 lokakuuta 2020 at 14.13 UTC
From:
mihkal
Uploaded on:
October 29, 2020
Short Description:
#reef via NodeXL https://bit.ly/3e7LHVH
@coralcoe
@jcu
@schmidtocean
@guitarfishmasum
@icri_coral_reef
@physorg_com
@drlizob
@rsocpublishing
@aims_gov_au
@drnicolabrowne

Top hashtags:
#reef
#ocean
#coral
#fish
#scuba
#surf
#water
#hawaii
#sand
#beach

Description:
Description
The graph represents a network of 508 Twitter users whose recent tweets contained "#reef", 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, 29 October 2020 at 14:18 UTC.

The tweets in the network were tweeted over the 9-day, 3-hour, 40-minute period from Tuesday, 20 October 2020 at 10:31 UTC to Thursday, 29 October 2020 at 14:11 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 Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 508
Unique Edges : 752
Edges With Duplicates : 353
Total Edges : 1105
Number of Edge Types : 5
Mentions : 199
MentionsInRetweet : 287
Retweet : 335
Tweet : 271
Replies to : 13
Self-Loops : 286
Reciprocated Vertex Pair Ratio : 0,013215859030837
Reciprocated Edge Ratio : 0,0260869565217391
Connected Components : 147
Single-Vertex Connected Components : 85
Maximum Vertices in a Connected Component : 146
Maximum Edges in a Connected Component : 303
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3,61617
Graph Density : 0,00267902902669711
Modularity : 0,621743
NodeXL Version : 1.0.1.441
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=239093
Data Import : The graph represents a network of 508 Twitter users whose recent tweets contained "#reef", 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, 29 October 2020 at 14:18 UTC.

The tweets in the network were tweeted over the 9-day, 3-hour, 40-minute period from Tuesday, 20 October 2020 at 10:31 UTC to Thursday, 29 October 2020 at 14:11 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 Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #reef
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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[25] https://www.coralcoe.org.au/media-releases/scientists-discover-a-500-metre-tall-coral-reef-on-the-great-barrier-reef
[16] https://doi.org/10.1007/s10661-020-08653-z
[13] https://phys.org/news/2020-10-scientists-meter-tall-coral-reef-great.html
[12] https://www.aims.gov.au/news-and-media/future-now-long-term-research-shows-ocean-acidification-ramping-reef
[12] https://www.climateandcapitalmedia.com/climate-change-is-killing-the-great-barrier-reef/
[12] https://www.poandpo.com/politics/governor-cuomo-grows-artificial-reef-network-with-addition-of-16-rail-cars-to-atlantic-beach-reef
[12] https://www.poandpo.com/
[10] https://www.youtube.com/watch?v=L_Ee7JV5oSI&feature=youtu.be

[9] https://phys.org/news/2020-10-publish-rebuttal-prior-ocean-acidification.html
[8] http://etsy.me/2syXWG3

Top URLs in Tweet in G1:
[12] https://www.poandpo.com/politics/governor-cuomo-grows-artificial-reef-network-with-addition-of-16-rail-cars-to-atlantic-beach-reef
[12] https://www.poandpo.com/
[3] https://www.facebook.com/pages/p/308148964037
[3] http://GoodGirl.Store
[3] https://www.redbubble.com/i/art-print/It-is-my-Abode-by-hlmalik/51738070.1G4ZT
[3] https://www.etsy.com/listing/834174415/unique-contemporary-impressionist?ref=shop_home_active_4&frs=1
[2] https://www.algaebarn.com/contests/trick-or-treat-2020/
[2] https://www.missionboatgear.com/?rfsn=3748282.d3f42a&utm_source=refersion&utm_medium=influencers&utm_campaign=3748282.d3f42a
[2] https://fineartamerica.com/featured/it-is-my-abode-harsh-malik.html?product=art-print
[2] https://www.bbc.co.uk/news/world-australia-54716546

Top URLs in Tweet in G2:
[23] https://www.coralcoe.org.au/media-releases/scientists-discover-a-500-metre-tall-coral-reef-on-the-great-barrier-reef
[12] https://www.climateandcapitalmedia.com/climate-change-is-killing-the-great-barrier-reef/
[5] https://twitter.com/SchmidtOcean/status/1320511186828357632
[4] https://www.youtube.com/watch?v=L_Ee7JV5oSI&feature=youtu.be

[2] https://www.coralcoe.org.au/media-releases/the-great-barrier-reef-has-lost-half-its-corals
[2] https://royalsocietypublishing.org/doi/10.1098/rspb.2020.1432
[2] https://nam04.safelinks.protection.outlook.com/?url=https://www.nbcnews.com/science/environment/coral-reef-taller-empire-state-building-discovered-australia-s-great-n1244955&data=04|01|jaynovitzke@usf.edu|9e1429c7325a4ccdda2e08d87b660938|741bf7dee2e546df8d6782607df9deaa|0|0|637395025451392102|Unknown|TWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D|1000&sdata=PpL6ajO%2BppTU7cVy6w9/Z5bcFqHPqUA0EzvHrgPw/jI%3D&reserved=0
[2] https://twitter.com/SchmidtOcean/status/1320507435807694848
[1] https://www.aims.gov.au/news-and-media/future-now-long-term-research-shows-ocean-acidification-ramping-reef
[1] https://www.iflscience.com/environment/first-new-reef-in-over-a-century-discovered-off-the-great-barrier-reef-and-its-huge/

Top URLs in Tweet in G3:
[8] http://etsy.me/2gUMT0T
[8] http://etsy.me/2syXWG3
[7] http://etsy.me/2cw5QWW
[5] http://etsy.me/2tqVvlQ
[5] https://twitter.com/lonelyplanet/status/1319073487408013312
[4] http://etsy.me/2cafxue
[4] http://etsy.me/2gUGano
[4] http://etsy.me/2fcixJ5
[4] http://etsy.me/2sz7PmZ
[4] https://twitter.com/SKYWaikiki/status/1201259937776766981

Top URLs in Tweet in G4:
[11] https://www.aims.gov.au/news-and-media/future-now-long-term-research-shows-ocean-acidification-ramping-reef
[7] https://www.coris.noaa.gov/activities/restoration_guide/welcome.html
[3] https://www.postguam.com/news/local/navy-scientists-divers-remove-predators-that-threaten-reefs/article_7e71bbbc-1423-11eb-9047-f78727436501.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[2] http://www.htmlcsscolor.com/
[1] https://www.coralcoe.org.au/media-releases/scientists-discover-a-500-metre-tall-coral-reef-on-the-great-barrier-reef
[1] https://twitter.com/MichaelS_Guerin/status/1320272006084919296
[1] https://www.postguam.com/_services/v1/client_captcha/challenge?request=X2xiX3JhdGVfZm9yZWlnbjpMMjVsZDNNdmJHOWpZV3d2Ym1GMmVTMXpZMmxsYm5ScGMzUnpMV1JwZG1WeWN5MXlaVzF2ZG1VdGNISmxaR0YwYjNKekxYUm9ZWFF0ZEdoeVpXRjBaVzR0Y21WbFpuTXZZWEowYVdOc1pWODNaVGN4WW1KaVl5MHhOREl6TFRFeFpXSXRPVEEwTnkxbU56ZzNNamMwTXpZMU1ERXVhSFJ0YkQ5MWRHMWZiV1ZrYVhWdFBYTnZZMmxoYkNaMWRHMWZjMjkxY21ObFBYUjNhWFIwWlhJbWRYUnRYMk5oYlhCaGFXZHVQWFZ6WlhJdGMyaGhjbVU6MTYwMzk4MTAxMjoweDdlYzYyMGUwNzFhN2I3NzE5NjYyNmZkYzUyN2JkOTMzM2NlYjY5Yzg
[1] https://www.redbubble.com/shop/ap/60287131?asc=u

Top URLs in Tweet in G6:
[13] https://phys.org/news/2020-10-scientists-meter-tall-coral-reef-great.html
[9] https://phys.org/news/2020-10-publish-rebuttal-prior-ocean-acidification.html
[5] https://www.ecomagazine.com/news/oceans/scientists-discover-coral-reef-taller-than-empire-state-building-in-the-gbr
[2] https://www.ecomagazine.com/news/industry/m-e-deploys-autonomous-survey-vessel-on-reef-survey
[1] https://www.theguardian.com/environment/2020/oct/28/scientists-discover-500-metre-tall-skyscraper-reef-at-australias-great-barrier-reef

Top URLs in Tweet in G7:
[7] https://news.curtin.edu.au/media-releases/old-photos-provide-new-snapshot-of-coral-reef-health/?utm_source=twitter&utm_medium=twitter&utm_campaign=coral&utm_term=coral
[1] https://www.coralcoe.org.au/media-releases/scientists-discover-a-500-metre-tall-coral-reef-on-the-great-barrier-reef

Top URLs in Tweet in G9:
[16] https://doi.org/10.1007/s10661-020-08653-z

Top URLs in Tweet in G10:
[6] https://www.youtube.com/watch?v=L_Ee7JV5oSI&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[74] twitter.com
[56] etsy.me
[38] tsmaquatics.com
[27] org.au
[26] instagram.com
[24] poandpo.com
[22] phys.org
[20] youtube.com
[16] doi.org
[12] gov.au

Top Domains in Tweet in G1:
[24] poandpo.com
[11] instagram.com
[5] twitter.com
[5] co.uk
[4] oceans2u.com
[3] facebook.com
[3] goodgirl.store
[3] redbubble.com
[3] etsy.com
[3] fineartamerica.com

Top Domains in Tweet in G2:
[25] org.au
[12] climateandcapitalmedia.com
[7] twitter.com
[4] youtube.com
[2] royalsocietypublishing.org
[2] outlook.com
[1] gov.au
[1] iflscience.com

Top Domains in Tweet in G3:
[58] twitter.com
[56] etsy.me
[13] instagram.com
[8] youtube.com
[3] travelandleisure.com
[3] ecokohtao.com
[3] linkedin.com
[2] bbc.com
[1] divernet.com

Top Domains in Tweet in G4:
[11] gov.au
[7] noaa.gov
[4] postguam.com
[2] htmlcsscolor.com
[1] org.au
[1] twitter.com
[1] redbubble.com

Top Domains in Tweet in G6:
[22] phys.org
[7] ecomagazine.com
[1] theguardian.com

Top Domains in Tweet in G7:
[7] edu.au
[1] org.au

Top Domains in Tweet in G9:
[16] doi.org

Top Domains in Tweet in G10:
[6] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[725] reef
[197] ocean
[151] coral
[130] fish
[128] scuba
[118] surf
[116] water
[104] hawaii
[101] sand
[83] beach



Top Hashtags in Tweet in G1:
[126] reef
[33] coral
[22] ocean
[20] inktober
[18] inktober2020
[13] beach
[12] fish
[12] politics
[12] governor
[12] cuomo

Top Hashtags in Tweet in G2:
[51] reef
[25] gbr
[25] coralcoe
[23] newdiscovery
[23] researchers
[23] coralreef
[21] greatbarrierreef
[12] climateandcapital
[7] coral
[3] corals

Top Hashtags in Tweet in G3:
[187] reef
[128] scuba
[126] ocean
[114] surf
[109] water
[104] hawaii
[98] sand
[68] fish
[66] beach
[63] aquaivia

Top Hashtags in Tweet in G4:
[41] reef
[14] reefresilience
[12] coralreef
[11] greatbarrierreef
[10] caribbean
[8] coral
[7] reefmanagement
[6] rivieramaya
[5] coastal
[5] wetlands

Top Hashtags in Tweet in G5:
[22] reef
[22] lloydsinsureourfuture
[22] stopadani
[1] care
[1] animals
[1] plants
[1] dolphins
[1] trees
[1] rivers
[1] lakes

Top Hashtags in Tweet in G6:
[30] reef
[13] greatbarrierreef
[9] oceanacidification
[5] coral
[1] technology
[1] coastal
[1] florida
[1] expedition
[1] bigblueoceancleanup

Top Hashtags in Tweet in G7:
[18] reef
[7] invertebrates
[7] corals
[7] halimeda
[7] cca
[7] gastropod
[7] mollusc
[7] coral
[3] field
[3] exmouthgulf

Top Hashtags in Tweet in G8:
[11] reef
[2] sogul

Top Hashtags in Tweet in G9:
[16] deeplearning
[16] fish
[16] seagrass
[16] reef
[13] habitats
[13] monitoring

Top Hashtags in Tweet in G10:
[9] reef
[6] gbr
[3] edgegbr
[2] oceanlife
[2] robotics
[2] deepwater
[1] underwater
[1] life
[1] discovery

Top Words
Top Words in Tweet in Entire Graph:
[728] #reef
[198] #ocean
[152] #coral
[130] #fish
[128] #scuba
[118] #surf
[117] #water
[114] reef
[110] coral
[104] #hawaii

Top Words in Tweet in G1:
[126] #reef
[51] reef
[33] #coral
[22] #ocean
[20] coral
[20] #inktober
[18] #inktober2020
[13] 20
[13] beach
[13] #beach

Top Words in Tweet in G2:
[51] #reef
[46] expedition
[31] discovered
[25] schmidtocean
[25] 500m
[25] tall
[25] #gbr
[25] detached
[24] protected
[23] #newdiscovery

Top Words in Tweet in G3:
[187] #reef
[128] #scuba
[126] #ocean
[114] #surf
[109] #water
[104] #hawaii
[98] #sand
[68] #fish
[66] #beach
[63] #aquaivia

Top Words in Tweet in G4:
[42] #reef
[22] shows
[22] ocean
[22] acidification
[17] dr
[14] #reefresilience
[12] #coralreef
[12] leads
[11] future
[11] long

Top Words in Tweet in G5:
[22] #reef
[22] archinsurance
[22] britinsurance
[22] hamiltoninsures
[22] starrcompanies
[22] wrbunderwriting
[22] lloydsoflondon
[22] #lloydsinsureourfuture
[22] #stopadani
[21] great

Top Words in Tweet in G6:
[30] #reef
[22] coral
[18] scientists
[18] discovered
[15] jcu
[13] discover
[13] 500
[13] meter
[13] tall
[13] #greatbarrierreef

Top Words in Tweet in G7:
[18] #reef
[14] photos
[10] flats
[10] drnicolabrowne
[7] rivoli
[7] island
[7] sparse
[7] assemblage
[7] #invertebrates
[7] including

Top Words in Tweet in G8:
[11] #reef
[9] reefdefi
[7] project
[5] bccorecommunity
[4] amaloversclub
[4] long
[4] term
[4] industry
[4] finance
[3] vision

Top Words in Tweet in G9:
[19] models
[16] #deeplearning
[16] perform
[16] iding
[16] #fish
[16] #seagrass
[16] #reef
[16] griffithari
[13] excited
[13] lead

Top Words in Tweet in G10:
[12] 500
[12] detached
[12] reef
[9] #reef
[6] live
[6] streaming
[6] newly
[6] discovered
[6] #gbr
[6] tall

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[61] #coral,#reef
[57] #florida,#fl
[56] confetti,#naturecuts
[56] #naturecuts,#etsy
[56] #etsy,#confetti
[56] #confetti,#vinyl
[56] #vinyl,#vinylstickers
[56] #vinylstickers,#sticker
[56] #sticker,#decals
[56] #party,#event

Top Word Pairs in Tweet in G1:
[17] #coral,#reef
[12] governor,cuomo
[12] cuomo,grows
[12] grows,artificial
[12] artificial,reef
[12] reef,network
[12] network,addition
[12] addition,16
[12] 16,rail
[12] rail,cars

Top Word Pairs in Tweet in G2:
[23] #newdiscovery,#researchers
[23] #researchers,schmidtocean
[23] schmidtocean,expedition
[23] expedition,discovered
[23] discovered,500m
[23] 500m,tall
[23] tall,4km
[23] 4km,wide
[23] wide,#coralreef
[23] #coralreef,#gbr

Top Word Pairs in Tweet in G3:
[57] #florida,#fl
[56] confetti,#naturecuts
[56] #naturecuts,#etsy
[56] #etsy,#confetti
[56] #confetti,#vinyl
[56] #vinyl,#vinylstickers
[56] #vinylstickers,#sticker
[56] #sticker,#decals
[56] #party,#event
[56] #event,#birthday

Top Word Pairs in Tweet in G4:
[22] ocean,acidification
[11] future,long
[11] long,term
[11] term,research
[11] research,shows
[11] shows,ocean
[11] acidification,ramping
[11] ramping,#greatbarrierreef
[11] #greatbarrierreef,time
[11] time,study

Top Word Pairs in Tweet in G5:
[22] archinsurance,britinsurance
[22] hamiltoninsures,starrcompanies
[22] starrcompanies,wrbunderwriting
[22] wrbunderwriting,lloydsoflondon
[21] great,barrier
[21] barrier,#reef
[21] #reef,killed
[21] killed,global
[21] global,heating
[21] britinsurance,hamiltoninsures

Top Word Pairs in Tweet in G6:
[22] coral,#reef
[13] scientists,discover
[13] discover,500
[13] 500,meter
[13] meter,tall
[13] tall,coral
[13] #reef,#greatbarrierreef
[13] #greatbarrierreef,discovered
[13] discovered,120
[9] researchers,publish

Top Word Pairs in Tweet in G7:
[10] #reef,flats
[7] rivoli,island
[7] island,#reef
[7] flats,sparse
[7] sparse,assemblage
[7] assemblage,#invertebrates
[7] #invertebrates,including
[7] including,key
[7] key,sediment
[7] sediment,producers

Top Word Pairs in Tweet in G8:
[5] bccorecommunity,reefdefi
[4] amaloversclub,reefdefi
[4] long,term
[4] #reef,finance
[3] reefdefi,long
[3] term,vision
[3] vision,industry
[3] industry,#reef
[2] finance,team
[2] team,works

Top Word Pairs in Tweet in G9:
[16] iding,#fish
[16] #seagrass,#reef
[13] excited,lead
[13] lead,paper
[13] paper,#deeplearning
[13] #deeplearning,monitoring
[13] monitoring,tool
[13] tool,fish
[13] fish,#seagrass
[13] #reef,models

Top Word Pairs in Tweet in G10:
[6] live,streaming
[6] streaming,newly
[6] newly,discovered
[6] discovered,#reef
[6] #reef,#gbr
[6] #gbr,500
[6] 500,tall
[6] tall,detached
[6] detached,reef
[6] reef,detached

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@etsy
@schmidtocean
@tombridge07
@britinsurance
@hamiltoninsures
@starrcompanies
@wrbunderwriting
@lloydsoflondon
@archinsurance
@jcu

Top Mentioned in G1:
@_oscience

Top Mentioned in G2:
@schmidtocean
@tombridge07
@rsocpublishing
@qut
@_adietzel
@profterryhughes
@connollyseanr
@bode_e
@jcu
@jyovianstorm

Top Mentioned in G3:
@etsy
@youtube
@parquescolombia
@garmin

Top Mentioned in G4:
@postguam
@schmidtocean
@tombridge07
@jcu

Top Mentioned in G5:
@britinsurance
@hamiltoninsures
@starrcompanies
@wrbunderwriting
@lloydsoflondon
@archinsurance
@convexin
@bncb

Top Mentioned in G6:
@jcu
@nature
@coralcoe

Top Mentioned in G7:
@drnicolabrowne
@curtinuni
@tahlia_newnham
@5hannon_dee
@adizweifler
@murleymatilda
@mcilwainjen
@kesiasavill
@schmidtocean
@tombridge07

Top Mentioned in G8:
@reefdefi
@isurusasanka6
@isuru90590494
@kokila_dilshan
@shihazop
@akhil34013835
@jafershereef4
@dewikartik
@bambang_telo
@dewikartika11

Top Mentioned in G9:
@griffithari
@globalwetlands
@eco_ell

Top Mentioned in G10:
@qldenvironment
@qldmuseum
@abcscience
@forbesscience
@leodicaprio
@ianpotterfdn
@gbrmarinepark

Top Tweeters
Top Tweeters in Entire Graph:
@poandpo
@aldoceccarelli
@diapermakeovers
@cberrl
@al_maldives
@bbcr2musicbot
@nerdyflow
@69nicebot69
@naturecutstags
@_arushinjitsu_

Top Tweeters in G1:
@poandpo
@aldoceccarelli
@bbcr2musicbot
@biedexmarkets
@hlmalik
@canarias7
@sweetheartl_g
@letchfordlois
@_oscience
@akesgranada

Top Tweeters in G2:
@cberrl
@fchasteland
@echinoblog
@blairpalese
@infpwriter
@carbonreduction
@guynoll
@gmeyns
@rsocpublishing
@drchriskellogg

Top Tweeters in G3:
@diapermakeovers
@al_maldives
@naturecutstags
@clarasjewelry
@kaleidoscopet0
@imagine_garden
@noticias_buceo
@sellablestuff
@craftville
@retweetbossman

Top Tweeters in G4:
@trudaoceans
@lisamariecricht
@reeflife911
@postguam
@waterbot_h2o
@edlinguerra
@samolukanni
@oceanunite
@cristojc
@coralvitareefs

Top Tweeters in G5:
@petitioner007
@sunnysummersday
@stopadani
@lloydsoflondon
@louisekeramaris
@hamiltoninsures
@mal8888au
@starrcompanies
@grubnicmichele
@louisenewey

Top Tweeters in G6:
@pink1963dsw
@arifjamallodhi
@silentseawolf
@____deceiver
@pakay20
@niskalalala
@physorg_com
@eyeblion
@physorg_space
@np_grwl

Top Tweeters in G7:
@rachel_marine
@curtinuni
@curtinmedia
@uwaresearch
@acanthoplus
@66666666okan
@suz_ttt
@cwimier
@katetrinajstic
@icentral_au

Top Tweeters in G8:
@dewikartika11
@numancolaker
@shihazop
@kokila_dilshan
@1963chg
@isuru90590494
@jokosuband
@damithdilshan17
@mohammedasfar14
@bccorecommunity

Top Tweeters in G9:
@visualpersist
@le__botivoirien
@rjlilley
@friel
@zosterar
@kahumoanaike
@boardshortsben
@griffithari
@kimfriedmans
@leakristi

Top Tweeters in G10:
@_arushinjitsu_
@jackopj16
@forbesscience
@abcscience
@qldmuseum
@leahbarclay
@mightyandross
@drlizob
@bioscapes
@leodicaprio


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