#biodiversity, Twitter, 4/15/2021 4:58:06 PM, 252829


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#biodiversity_2021-04-14_17-25-08.xlsx
#biodiversity_2021-04-14_17-25-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 15, 2021
Short Description:
#biodiversity via NodeXL https://bit.ly/3aggwa3
@ecology_tweets
@ipbes
@unbiodiversity
@sustaintrends
@bhi_global
@jane__eden
@wef
@vulcaninc
@inaturalist
@natalieben

Top hashtags:
#biodiversity
#nature
#climatechange
#wildlife
#photography
#environment
#smart
#think

Description:
Description
The graph represents a network of 6,287 Twitter users whose tweets in the requested range contained "#biodiversity", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 15 April 2021 at 00:36 UTC.

The requested start date was Thursday, 15 April 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 13-hour, 52-minute period from Friday, 09 April 2021 at 19:25 UTC to Wednesday, 14 April 2021 at 09:17 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 : 6287
Unique Edges : 3944
Edges With Duplicates : 12894
Total Edges : 16838
Number of Edge Types : 5
Retweet : 5932
MentionsInRetweet : 7758
Mentions : 1899
Tweet : 1151
Replies to : 98
Self-Loops : 1251
Reciprocated Vertex Pair Ratio : 0.0238066465256798
Reciprocated Edge Ratio : 0.0465061378659112
Connected Components : 484
Single-Vertex Connected Components : 163
Maximum Vertices in a Connected Component : 4874
Maximum Edges in a Connected Component : 14547
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.785056
Graph Density : 0.000214372024835374
Modularity : 0.46114
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,287 Twitter users whose tweets in the requested range contained "#biodiversity", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 15 April 2021 at 00:36 UTC.

The requested start date was Thursday, 15 April 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 13-hour, 52-minute period from Friday, 09 April 2021 at 19:25 UTC to Wednesday, 14 April 2021 at 09:17 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 : GraphServerTwitterSearch
Graph Term : #biodiversity
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:
[60] https://www.weforum.org/agenda/2021/04/research-shows-pollinator-biodiversity-is-essential-for-maintaining-crops?utm_source=twitter&utm_medium=social_scheduler&utm_term=Agriculture,+Food+and+Beverage&utm_content=13/04/2021+18:45
[26] https://www.weforum.org/agenda/2021/04/undiscovered-species-map-biodiversity?utm_source=twitter&utm_medium=social_scheduler&utm_term=Biodiversity&utm_content=13/04/2021+12:00
[17] https://www.newscientist.com/article/mg25033291-800-why-rescuing-the-climate-and-saving-biodiversity-go-hand-in-hand/
[14] https://twinybots.ch/
[13] https://cdnsciencepub.com/doi/abs/10.1139/er-2021-0014?utm_content=buffer987a9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] https://www.treehugger.com/indigenous-people-protect-forests-un-study-5120862
[11] https://www.independent.co.uk/climate-change/elk-california-drought-b1830264.html
[9] https://www.ballincolligtidytowns.ie/
[8] https://www.bbc.co.uk/news/science-environment-56738428
[7] https://www.carbonbrief.org/climate-change-will-hit-endemic-plants-and-animals-the-hardest-study-warns

Top URLs in Tweet in G1:
[4] https://ipbes.net/pandemics
[4] https://www.cbd.int/health/
[4] https://www.betterworld.info/environment/animals/animal-species/biodiversity
[4] https://www.eurekalert.org/pub_releases/2021-04/uoc-c041321.php
[4] https://www.eurekalert.org/pub_releases/2021-04/msu-wpa041321.php
[3] https://advances.sciencemag.org/content/7/11/eabe6636.full
[3] https://www.cbd.int/article/COP15-slogan-contest
[3] https://phys.org/news/2021-04-ethically-sourced-chocolate-wildlife.html
[2] https://royalsociety.org/-/media/about-us/international/g-science-statements/G7-reversing-biodiversity-loss-31-03-2021.pdf
[2] https://royalsociety.org/news/2021/03/royal-society-partner-academies-launch-g7-agenda/

Top URLs in Tweet in G2:
[8] https://www.newscientist.com/article/mg25033291-800-why-rescuing-the-climate-and-saving-biodiversity-go-hand-in-hand/
[7] https://www.bbc.co.uk/news/science-environment-56738428
[6] http://nefom.dk
[5] https://www.theguardian.com/environment/2021/apr/14/trees-uk-native-woodlands-reaching-crisis-point?CMP=Share_AndroidApp_Other
[4] https://twitter.com/waterfordcounci/status/1381254468109529094
[4] https://everyone.plos.org/2021/04/09/amphibians-and-reptiles-on-the-edge/#.YHNWUHKrTZg.twitter
[4] https://www.linkedin.com/slink?code=eurw5Gi
[4] https://theconversation.com/why-microplastics-found-in-nigerias-freshwaters-raise-a-red-flag-147432
[3] https://twitter.com/Treeaction/status/1380939125520543754
[3] https://theconversation.com/biodiversity-how-our-health-and-happiness-depend-on-a-thriving-planet-157261

Top URLs in Tweet in G3:
[13] https://www.treehugger.com/indigenous-people-protect-forests-un-study-5120862
[11] https://www.independent.co.uk/climate-change/elk-california-drought-b1830264.html
[7] http://climatebabes.com/climatebabes/index.php/site/campaign?CID=74
[5] https://www.carbonbrief.org/climate-change-will-hit-endemic-plants-and-animals-the-hardest-study-warns
[4] https://twitter.com/Oceanwire/status/1381978120316669954
[4] https://www.newscientist.com/article/mg25033291-800-why-rescuing-the-climate-and-saving-biodiversity-go-hand-in-hand/
[3] https://twitter.com/UNFCCC/status/1378242120885100546
[3] https://theconversation.com/we-found-methane-eating-bacteria-living-in-a-common-australian-tree-it-could-be-a-game-changer-for-curbing-greenhouse-gases-158430
[3] https://www.sciencedirect.com/science/article/abs/pii/S0006320721001221
[3] https://news.un.org/en/story/2021/04/1089122

Top URLs in Tweet in G4:
[54] https://www.weforum.org/agenda/2021/04/research-shows-pollinator-biodiversity-is-essential-for-maintaining-crops?utm_source=twitter&utm_medium=social_scheduler&utm_term=Agriculture,+Food+and+Beverage&utm_content=13/04/2021+18:45
[20] https://www.weforum.org/agenda/2021/04/undiscovered-species-map-biodiversity?utm_source=twitter&utm_medium=social_scheduler&utm_term=Biodiversity&utm_content=13/04/2021+12:00
[6] https://twinybots.ch/
[4] https://www.wdcpower.com/
[4] https://www.weforum.org/agenda/2020/12/biodiversity-2020-new-species-discoveries-animals-insects?utm_source=twitter&utm_medium=social_scheduler&utm_term=Biodiversity&utm_content=07/01/2021+14:00
[3] https://www.weforum.org/agenda/2021/02/biodiversity-loss-food-agriculture-animal-decline-habitat?utm_source=twitter&utm_medium=social_scheduler&utm_term=Biodiversity&utm_content=03/02/2021+18:00
[3] https://www.weforum.org/agenda/2020/07/melati-wijsen-isabel-youthtopia-environment-activist-changemaker?utm_source=twitter&utm_medium=social_scheduler&utm_term=Sustainable+Development&utm_content=03/01/2021+18:45
[3] https://www.weforum.org/agenda/2021/01/polar-whales-ocean-sea-environment-biodiversity-whaling?utm_source=twitter&utm_medium=social_scheduler&utm_term=Climate+Change&utm_content=11/01/2021+14:45
[2] https://www.who.int/news/item/30-03-2021-who-iucn-expert-working-group-biodiversity-climate-one-health-nature-based-solutions?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.weforum.org/agenda/2021/04/research-shows-pollinator-biodiversity-is-essential-for-maintaining-crops

Top URLs in Tweet in G5:
[3] https://www.eventbrite.com/e/protect-our-oceans-the-challenge-of-europes-global-leadership-tickets-136300441289
[2] https://choses-dingen.tumblr.com/post/647196322006499328/nouvelle-lecture-la-fabrique-des-pand%C3%A9mies
[2] https://madrascourier.com/art-and-poetry/what-kalidasa-teaches-us-about-the-lockdown-loss-of-biodiversity-climate-change/
[1] https://en.unesco.org/news/unesco-forum-biodiversity
[1] https://en.unesco.org/mab/50years
[1] https://www.iamatigeradvocate.org/newsletter/
[1] https://www.iamatigeradvocate.org/knowledge/study/extinction-risk/
[1] https://www.iamatigeradvocate.org/big-threats/river-project-threatens-panna-tiger-reserve/
[1] https://www.cbsnews.com/news/animals-plants-biodiversity-extinction-climate-change-greenhouse-gas-emissions/
[1] https://en.unesco.org/news/twenty-five-sites-join-unescos-world-network-biosphere-reserves

Top URLs in Tweet in G6:
[8] https://twinybots.ch/
[3] https://www.weforum.org/agenda/2021/04/undiscovered-species-map-biodiversity?utm_source=twitter&utm_medium=social_scheduler&utm_term=Biodiversity&utm_content=13/04/2021+12:00
[3] https://crop.ai/
[2] https://e360.yale.edu/digest/wall-street-begins-trading-water-futures-as-a-commodity
[2] https://www.newscientist.com/article/mg25033291-800-why-rescuing-the-climate-and-saving-biodiversity-go-hand-in-hand/
[2] https://www.instagram.com/accounts/login/
[2] https://www.newscientist.com/article/mg25033291-800-why-rescuing-the-climate-and-saving-biodiversity-go-hand-in-hand/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1618106122
[2] https://www.weforum.org/agenda/2021/04/research-shows-pollinator-biodiversity-is-essential-for-maintaining-crops?utm_source=twitter&utm_medium=social_scheduler&utm_term=Agriculture,+Food+and+Beverage&utm_content=13/04/2021+18:45
[2] https://jesslohmann.com/lilybowers
[1] https://twitter.com/IUCNssc/status/1380507537846513664

Top URLs in Tweet in G8:
[1] https://phys.org/news/2021-04-biodiversity-hot-devastated-world.html
[1] https://dragonmindfulness.co.uk/environment
[1] https://www.theguardian.com/environment/2021/mar/10/is-this-the-end-of-forests-as-weve-known-them
[1] https://www.unep.org/news-and-stories/story/new-un-resolution-reinforces-link-between-human-rights-and-environment
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=412baf50-9aa7-11eb-a4c2-8b491a75eb32&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0wNC0wOC9jdXJyZW50LWVtaXNzaW9ucy1wdXQtdGhlLXdvcmxkLW9uLXRyYWNrLWZvci1iaW9kaXZlcnNpdHktY29sbGFwc2U=
[1] https://www.pnas.org/content/118/15/e1917487118
[1] https://www.ecowatch.com/eco-friendly-lawn-2651194858.html
[1] https://www.pg.undp.org/content/papua_new_guinea/en/home/presscenter/pressreleases/2021/png_s-price-on-biodiversity-a-win-win-for-people-and-planet.html
[1] https://www.theguardian.com/environment/2021/apr/10/a-bugs-life-how-a-volunteer-army-is-putting-uk-wildlife-on-the-record-aoe
[1] https://www.theguardian.com/artanddesign/2021/apr/05/re-wilding-our-cities-beauty-biodiversity-and-the-biophilic-cities-movement

Top URLs in Tweet in G9:
[1] https://www.sciencedirect.com/science/article/abs/pii/S0048969721010627
[1] https://www.inaturalist.org/projects/gardens-and-balconies
[1] https://www.sciencedirect.com/science/article/abs/pii/S0006320721000665
[1] https://inhabitat.com/extinction-the-facts-explores-the-global-extinction-crisis-and-its-consequences/
[1] https://www.inaturalist.org/observations/49885329
[1] https://www.inaturalist.org/observations/71778470
[1] https://www.inaturalist.org/observations/72613951
[1] https://www.inaturalist.org/observations/72084687
[1] https://www.inaturalist.org/observations/71770395
[1] https://www.inaturalist.org/observations/73353338

Top URLs in Tweet in G10:
[2] https://twitter.com/MariaHallfors/status/1382207166959001605
[1] http://www.creaf.cat/work-with-us/three-3-research-positions-severo-ochoa-program
[1] https://resilience-blog.com/2021/04/12/webinar-policy%e2%80%afchallenges-of-integrating-biodiversity-conservation-in-forest-management-the-way-forward/
[1] https://linkinghub.elsevier.com/retrieve/pii/S1389934121000630
[1] https://www2.helsinki.fi/en/news/life-science-news/four-lichen-species-new-to-science-discovered-in-kenyan-cloud-forests?utm_medium=social_owned&utm_source=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[392] twitter.com
[107] weforum.org
[99] clickasnap.com
[50] theguardian.com
[46] co.uk
[28] youtube.com
[26] theconversation.com
[25] newscientist.com
[21] linkedin.com
[20] inaturalist.org

Top Domains in Tweet in G1:
[31] twitter.com
[9] cbd.int
[9] eurekalert.org
[6] royalsociety.org
[6] ipbes.net
[5] sciencemag.org
[5] fao.org
[5] theguardian.com
[4] phys.org
[4] betterworld.info

Top Domains in Tweet in G2:
[117] twitter.com
[13] co.uk
[13] theguardian.com
[11] theconversation.com
[11] linkedin.com
[10] newscientist.com
[7] wiley.com
[6] nefom.dk
[6] phys.org
[5] youtube.com

Top Domains in Tweet in G3:
[105] twitter.com
[13] treehugger.com
[11] co.uk
[9] theconversation.com
[8] theguardian.com
[8] youtube.com
[7] climatebabes.com
[6] nationalgeographic.fr
[5] newscientist.com
[5] bioengineer.org

Top Domains in Tweet in G4:
[91] weforum.org
[6] twinybots.ch
[4] twitter.com
[4] wdcpower.com
[2] linkedin.com
[2] who.int
[1] ipbes.net
[1] interacademies.org
[1] ecowatch.com
[1] substack.com

Top Domains in Tweet in G5:
[3] unesco.org
[3] iamatigeradvocate.org
[3] eventbrite.com
[3] twitter.com
[2] weforum.org
[2] tumblr.com
[2] madrascourier.com
[1] cbsnews.com
[1] luxiders.com
[1] wwfnepal.org

Top Domains in Tweet in G6:
[25] twitter.com
[8] twinybots.ch
[5] co.uk
[5] theguardian.com
[5] newscientist.com
[5] weforum.org
[4] linkedin.com
[3] crop.ai
[2] google.com
[2] yale.edu

Top Domains in Tweet in G8:
[3] theguardian.com
[1] phys.org
[1] co.uk
[1] unep.org
[1] bloomberg.com
[1] pnas.org
[1] ecowatch.com
[1] undp.org

Top Domains in Tweet in G9:
[13] inaturalist.org
[2] sciencedirect.com
[2] ttfwatershed.org
[1] inhabitat.com
[1] facebook.com
[1] twitter.com
[1] wiltshirewildlife.org

Top Domains in Tweet in G10:
[2] twitter.com
[1] creaf.cat
[1] resilience-blog.com
[1] elsevier.com
[1] helsinki.fi

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4775] biodiversity
[852] nature
[843] climatechange
[460] wildlife
[349] photography
[302] environment
[260] smart
[236] think
[232] artistic
[229] art



Top Hashtags in Tweet in G1:
[1166] biodiversity
[383] climatechange
[131] naturebasedsolutions
[101] reforestation
[80] soilbiodiversity
[79] fornature
[62] ouroceans
[51] dyk
[43] post2020
[36] nowreading

Top Hashtags in Tweet in G2:
[665] biodiversity
[54] climatechange
[29] awaywiththebirds
[28] climate
[27] nature
[24] gardening
[17] environment
[17] climateaction
[17] wildflowers
[16] conservation

Top Hashtags in Tweet in G3:
[400] biodiversity
[155] nature
[122] ecology
[113] climatechange
[111] wildlife
[105] environment
[92] fridaysforfuture
[87] animals
[84] animaux
[83] biodiversité

Top Hashtags in Tweet in G4:
[203] biodiversity
[74] nature
[72] environment
[71] forests
[71] trees
[56] agriculture
[20] change
[19] newspecies
[13] climatechange
[8] pandemic

Top Hashtags in Tweet in G5:
[121] biodiversity
[66] nepal
[65] rhino
[50] biosoherereserves
[20] climatechange
[7] innovation
[7] sustainability
[7] unesco
[4] naturebasedsolutions
[4] reforestation

Top Hashtags in Tweet in G6:
[197] biodiversity
[36] nature
[21] environment
[19] wildlife
[15] climatechange
[13] sustainability
[12] conservation
[11] climate
[10] climateaction
[7] ecology

Top Hashtags in Tweet in G7:
[183] biodiversity
[104] machinelearning
[44] chinooksalmon
[32] salmon
[32] orcas
[2] alpesmaritimes
[2] cotedazurfrance
[2] fornature
[2] biodiversite
[1] thought

Top Hashtags in Tweet in G8:
[291] nature
[255] photography
[249] smart
[226] think
[222] artistic
[205] art
[182] protect
[178] preserve
[171] wildlife
[120] biodiversity

Top Hashtags in Tweet in G9:
[62] unitedstates
[60] marinemonday
[60] amphipod
[34] fungi
[32] biodiversity
[32] australia
[13] plant
[13] nature
[9] fungus
[8] slimemold

Top Hashtags in Tweet in G10:
[73] biodiversity
[48] joboffer
[48] restoration
[25] forest
[24] forestowners
[24] realistreview
[10] orchids
[9] menorca
[9] reservadebiosfera
[8] conservation

Top Words
Top Words in Tweet in Entire Graph:
[4773] #biodiversity
[851] #nature
[841] #climatechange
[746] ipbes
[725] loss
[702] global
[702] more
[474] life
[460] #wildlife
[451] unbiodiversity

Top Words in Tweet in G1:
[1166] #biodiversity
[633] ipbes
[501] loss
[395] unbiodiversity
[381] #climatechange
[364] global
[356] more
[281] need
[271] stop
[269] life

Top Words in Tweet in G2:
[663] #biodiversity
[72] more
[69] biodiversity
[64] species
[54] #climatechange
[54] great
[52] one
[48] life
[46] global
[44] nature

Top Words in Tweet in G3:
[400] #biodiversity
[155] #nature
[122] #ecology
[114] #environment
[113] #climatechange
[111] #wildlife
[96] earthkikashi
[92] #fridaysforfuture
[87] #animals
[84] climate

Top Words in Tweet in G4:
[203] #biodiversity
[177] wef
[74] #nature
[72] #environment
[71] #forests
[71] #trees
[71] alex_verbeek
[70] restoration
[69] golden
[69] rules

Top Words in Tweet in G5:
[121] #biodiversity
[70] unesco
[68] 16
[66] #nepal
[65] another
[65] amazing
[65] result
[65] #rhino
[65] numbers
[65] risen

Top Words in Tweet in G6:
[197] #biodiversity
[36] #nature
[24] biodiversity
[21] #environment
[19] #wildlife
[19] more
[15] #climatechange
[14] help
[13] #sustainability
[12] #conservation

Top Words in Tweet in G7:
[183] #biodiversity
[177] vulcaninc
[150] pacific
[150] northwest
[104] securing
[104] better
[104] future
[104] removing
[104] old
[104] dams

Top Words in Tweet in G8:
[291] #nature
[255] #photography
[251] cleanboss2
[249] #smart
[226] #think
[222] #artistic
[205] #art
[182] #protect
[178] #preserve
[171] #wildlife

Top Words in Tweet in G9:
[128] inaturalist
[123] observation
[114] day
[78] seen
[62] #unitedstates
[60] #marinemonday
[60] podocerus
[60] cristatus
[60] #amphipod
[59] garm

Top Words in Tweet in G10:
[73] #biodiversity
[49] join
[49] time
[49] global
[48] creaf
[48] family
[48] full
[48] research
[48] #joboffer
[48] conservation

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[451] #biodiversity,loss
[260] global,#biodiversity
[223] #nature,#think
[213] #artistic,#art
[200] #biodiversity,targets
[200] need,more
[198] learn,more
[197] loss,important
[193] set,2020
[192] ipbes,'the

Top Word Pairs in Tweet in G1:
[322] #biodiversity,loss
[187] global,#biodiversity
[169] loss,important
[168] need,more
[168] talk,#climatechange
[168] #climatechange,lot
[168] lot,#biodiversity
[168] important,issue
[168] issue,stop
[168] stop,loss

Top Word Pairs in Tweet in G2:
[29] #awaywiththebirds,look
[29] look,birds
[29] birds,recorded
[29] recorded,maynooth
[29] maynooth,campus
[29] campus,during
[29] during,year
[29] year,long
[29] long,survey
[29] survey,2019

Top Word Pairs in Tweet in G3:
[85] #nature,#wildlife
[84] #animals,#animaux
[83] #animaux,#biodiversity
[83] #wildlife,#environment
[82] #biodiversity,#biodiversité
[82] #biodiversité,#nature
[81] #environment,#environnement
[78] #environnement,#ecology
[76] #ecology,#ecologie
[70] #ecologie,#science

Top Word Pairs in Tweet in G4:
[70] #forests,#trees
[69] golden,rules
[69] rules,restoration
[69] restoration,#forests
[69] #trees,#biodiversity
[69] #biodiversity,#environment
[69] #environment,#nature
[69] #nature,wef
[68] alex_verbeek,golden
[55] #agriculture,#biodiversity

Top Word Pairs in Tweet in G5:
[65] another,amazing
[65] amazing,result
[65] result,#nepal
[65] #nepal,#rhino
[65] #rhino,numbers
[65] numbers,risen
[65] risen,16
[65] 16,752
[65] 752,650
[65] 650,years

Top Word Pairs in Tweet in G6:
[8] #nature,#biodiversity
[8] #environment,#biodiversity
[5] #wildlife,#nature
[5] #ecofantasy,#lilybowers
[5] #lilybowers,uninvited
[5] uninvited,guest
[4] go,hand
[4] hand,hand
[4] climate,change
[4] animals,teeth

Top Word Pairs in Tweet in G7:
[150] pacific,northwest
[148] northwest,#biodiversity
[104] securing,better
[104] better,future
[104] future,pacific
[104] #biodiversity,removing
[104] removing,old
[104] old,dams
[104] dams,perfecting
[104] perfecting,#machinelearning

Top Word Pairs in Tweet in G8:
[213] #nature,#think
[203] #artistic,#art
[177] #photography,#smart
[174] #preserve,#artistic
[164] #think,#protect
[164] #smart,#wildlife
[164] #wildlife,#preserve
[91] #protect,#photography
[78] #thought,#nature
[72] #art,#love

Top Word Pairs in Tweet in G9:
[114] observation,day
[60] #marinemonday,observation
[60] day,podocerus
[60] podocerus,cristatus
[60] cristatus,#amphipod
[60] #amphipod,seen
[60] seen,#unitedstates
[59] inaturalist,#marinemonday
[59] #unitedstates,garm
[43] more,details

Top Word Pairs in Tweet in G10:
[48] join,creaf
[48] creaf,family
[48] family,full
[48] full,time
[48] time,research
[48] research,#joboffer
[48] #joboffer,#biodiversity
[48] #biodiversity,conservation
[48] conservation,#restoration
[48] #restoration,global

Top Replied-To
Top Replied-To in Entire Graph:
@unbiodiversity
@macquariecel
@tomhall
@ukladybirds
@alex_verbeek
@deeprootskc
@estellebbowt
@gretathunberg
@lothersdalewg
@victoriaartbath

Top Replied-To in G1:
@unbiodiversity
@elleprovocateur
@nongmoproject
@green_saviours
@toriaclaire
@ipbes

Top Replied-To in G2:
@nikoalamons
@pippa_hackett
@adb0806

Top Replied-To in G3:
@tomhall
@deeprootskc
@gretathunberg
@debbiedoesohio
@coolrunning2009
@natgeo

Top Replied-To in G4:
@alex_verbeek
@shereenbhan
@jeanwyllys_real

Top Replied-To in G5:
@businessamfr
@jlmpiraux
@bernardrentier

Top Mentioned
Top Mentioned in Entire Graph:
@ipbes
@unbiodiversity
@cleanboss2
@wef
@vulcaninc
@inaturalist
@fao
@clickasnap_
@earthkikashi
@riteboss

Top Mentioned in G1:
@ipbes
@unbiodiversity
@fao
@thegsbi
@4post2020bd
@conservationorg
@anamariamojita
@ipbe
@mjflepage
@y4nature

Top Mentioned in G2:
@stephengseaman
@foxglovelane
@greenskildare
@ipbes
@pippa_hackett
@unbiodiversity
@biodatacentre
@kunhm
@bustaseed1
@irishwildlife

Top Mentioned in G3:
@earthkikashi
@ecodiddle
@activist360_co
@curiositesjean
@gretathunberg
@fearghalrua
@fournierfloren5
@nicolasnicola22
@meldawson6
@exposelies2

Top Mentioned in G4:
@wef
@alex_verbeek
@enricomolinari
@en
@medwetorg
@ipbes
@candytech1
@joebiden
@usfws
@thestartupmento

Top Mentioned in G5:
@unesco
@wwf_dg
@ipbes
@iocunesco
@unoceandecade
@atigeradvocate
@un
@who
@dnpwc
@wef

Top Mentioned in G6:
@climatree
@jesslohm
@abhirupkondekar
@econews2021
@morphizm
@mboschte
@v_bluedecade
@globalgreentag
@gngagritech

Top Mentioned in G7:
@vulcaninc
@villedevence
@routezerosix
@cleanboss2

Top Mentioned in G8:
@cleanboss2
@riteboss
@unbiodiversity
@andersen_inger
@jamesvgingerich
@ipbes
@rashakmahmoud
@netspring
@guardian
@blue_resources

Top Mentioned in G9:
@inaturalist
@kunhm
@s_martin_bravo
@ipbes
@wiltswildlife
@natlaquarium
@ttfwatershed
@gregoiredubois
@inat

Top Mentioned in G10:
@creaf_ecologia
@eevaprimmer
@lluispuighibet
@giurk
@elter_europe
@leif_sch
@jarol01952523
@helsinkiuni
@ipbes
@globallf

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@robre62
@geoffrey_payne
@femtech_
@angelamortimer2
@mhall55nine
@joni_looking
@_redfrog
@manmet80
@lehimesa

Top Tweeters in G1:
@johangreg
@reuters
@viralvideovlogs
@lorettabower3
@sevenbowie
@dudeneyn
@olumideidowu
@benishii_
@piapaulette
@watchdogsniffer

Top Tweeters in G2:
@nicobaudon
@tartanroots
@dianesnavely
@thebonnydoon
@jardelgomes
@herdadefozdarep
@klompsoares
@sharongrimes1
@andreww66619812
@farm_machinery_

Top Tweeters in G3:
@femtech_
@dancas2
@astwisa
@shirley10090505
@business
@darrellpmwest
@childofalba
@lawlor224
@bbcnews
@dawnroseturner

Top Tweeters in G4:
@chidambara09
@robre62
@calcaware
@laura78703
@joshollegien
@caring_mobile
@ilovebooks786
@awarding_women
@1967anil
@parvez1

Top Tweeters in G5:
@john1966olsen
@dev_discourse
@illathhassan
@nomoreslaves
@ana_captures
@ciangaia
@bquest_shipsco_
@musinguzielly1
@marioricciard18
@ukrayan

Top Tweeters in G6:
@allentien
@sculllyd
@ygwhitburn
@morphizm
@xxcommander
@auliakbar
@ilceruttino
@evacaletkova
@melittacampbell
@richard__jr_

Top Tweeters in G7:
@jmlpyt
@ecclesias
@altai_armande
@turfline
@wismiss3
@trendsinai
@adiazpi
@ancientbob
@beverlyfolkers
@mr_spock

Top Tweeters in G8:
@mhall55nine
@nsaidian
@guardian
@hasscho
@hollowmanseries
@jhainley1
@ou_prg
@now_we_can
@miss__shah__
@cultiv8hope

Top Tweeters in G9:
@oreoreo0109
@ryunosinfx
@dan_okamoti
@myco_radical
@klatubaradaniko
@al_terf
@teadrivendev
@dirittok
@mofumofu_neko
@rouquinne

Top Tweeters in G10:
@miguelmcminn
@emweeklyrpt
@petrovichbilly
@shnb_bshnb
@tricolororo
@chiagozie_great
@haktanhukuk
@gtorner
@giomatlter
@kembang_jalanan


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