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cop15 Twitter NodeXL SNA Map and Report for Tuesday, 10 January 2023 at 08:46 UTC
cop15 Twitter NodeXL SNA Map and Report for Tuesday, 10 January 2023 at 08:46 UTC
From:
Smartkiwi
Uploaded on:
January 11, 2023
Short Description:
cop15 via NodeXL https://bit.ly/3QxOeM0
@unbiodiversity
@asif_speaks1
@unesco
@madhavanpallan
@cbd_cop15
@renzo_da
@egudynas
@ecology_tweets
@rodrigobarrazaj
@iucn

Top hashtags:
#cop15
#biodiversity
#fornature
#cop27
#forpeopleforplanet
#sharinghumanity
#nature

Description:
Description
The graph represents a network of 6,780 Twitter users whose recent tweets contained "cop15", 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 Tuesday, 10 January 2023 at 10:17 UTC.

The tweets in the network were tweeted over the 9-day, 23-hour, 23-minute period from Saturday, 31 December 2022 at 09:17 UTC to Tuesday, 10 January 2023 at 08:40 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 : 6780
Unique Edges : 10979
Edges With Duplicates : 3952
Total Edges : 14931
Number of Edge Types : 5
Retweet : 5081
MentionsInRetweet : 4775
Mentions : 3102
Tweet : 1668
Replies to : 305
Self-Loops : 1723
Reciprocated Vertex Pair Ratio : 0.0182322998611754
Reciprocated Edge Ratio : 0.0358116706053445
Connected Components : 979
Single-Vertex Connected Components : 475
Maximum Vertices in a Connected Component : 4331
Maximum Edges in a Connected Component : 11746
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.349081
Graph Density : 0.000239373633914557
Modularity : 0.664251
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,780 Twitter users whose recent tweets contained "cop15", 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 Tuesday, 10 January 2023 at 10:17 UTC.

The tweets in the network were tweeted over the 9-day, 23-hour, 23-minute period from Saturday, 31 December 2022 at 09:17 UTC to Tuesday, 10 January 2023 at 08:40 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 : cop15
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 Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[159] https://www.latercera.com/que-pasa/noticia/conservacion-de-turberas-de-patagonia-el-maridaje-perfecto-de-la-cop25-de-cambio-climatico-y-cop15-de-biodiversidad/JWEU5LLXIVEKZNOK3TGLXZLDFA/
[94] https://www.liberation.fr/environnement/biodiversite/neonicotinoides-apres-les-beaux-discours-a-la-cop-la-france-prete-a-les-autoriser-de-nouveau-20230105_EVIANUU6SRHRRPTCNDJXURVWPQ/?redirected=1&redirected=1
[77] https://insideclimatenews.org/news/02012023/europe-nature-restoration-cop15-biodiversity/
[72] https://insideclimatenews.org/news/02012023/cop15-biodiversity-agreement/
[68] https://www.undp.org/press-releases/statement-un-development-programme-administrator-achim-steiner-outcome-cop15
[65] https://drive.google.com/file/d/1-55cDYvBaqymXsgdcFz6h_uhrHX0GuH0/view?usp=drivesdk
[61] https://www.unesco.org/en/biodiversity/cop15
[57] https://restorationbarometer.org/restorationreport/
[53] https://twitter.com/ChristopheBechu/status/1611005130442444801
[50] https://www.nytimes.com/2023/01/06/podcasts/the-daily/biodiversity-cop15-montreal.html?rref=vanity

Top URLs in Tweet in G1:
[64] https://www.undp.org/press-releases/statement-un-development-programme-administrator-achim-steiner-outcome-cop15
[36] https://www.cbd.int/conferences/2021-2022/cop-15/documents
[30] https://environment.ec.europa.eu/index_en
[29] https://www.thegef.org/newsroom/press-releases/wri-and-gef-host-new-secretariat-high-ambition-coalition-nature-and-people
[27] https://ferm.fao.org/?utm_source=twitter&utm_medium=social+media&utm_campaign=faoforestry
[24] https://dontchooseextinction.com/en/the-problem/
[24] https://www.thegef.org/newsroom/news/statement-gef-ceo-and-chairperson-creation-global-biodiversity-framework-fund
[19] https://www.bbc.com/news/explainers-60823267
[18] http://www.cbd.int/cop15
[16] https://enb.iisd.org/convention-international-trade-endangered-species-wild-fauna-flora-cites-cop19-summary

Top URLs in Tweet in G2:
[94] https://www.liberation.fr/environnement/biodiversite/neonicotinoides-apres-les-beaux-discours-a-la-cop-la-france-prete-a-les-autoriser-de-nouveau-20230105_EVIANUU6SRHRRPTCNDJXURVWPQ/?redirected=1&redirected=1
[63] https://drive.google.com/file/d/1-55cDYvBaqymXsgdcFz6h_uhrHX0GuH0/view?usp=drivesdk
[51] https://twitter.com/ChristopheBechu/status/1611005130442444801
[31] https://climatmedias.org/veilles/cop15-biodiversite-3-questions-aux-redactions-du-20h-de-tf1/
[23] https://www.francetvinfo.fr/monde/environnement/crise-climatique/qui-aurait-pu-predire-la-crise-climatique-la-petite-phrase-d-emmanuel-macron-agace-les-specialistes-du-climat_5576013.html#xtor=CS2-765-%5Bshare%5D
[22] https://climatmedias.org/veilles/cop15-biodiversite-4-questions-a-la-redaction-des-jts-de-m6/
[22] https://www.liberation.fr/environnement/biodiversite/neonicotinoides-apres-les-beaux-discours-a-la-cop-la-france-prete-a-les-autoriser-de-nouveau-20230105_EVIANUU6SRHRRPTCNDJXURVWPQ/
[15] https://climatmedias.org/veilles/cop15-biodiversite-3-questions-a-la-redaction-des-jts-de-france-2/
[11] https://www.youtube.com/watch?v=CUlh8iRTRwo&feature=youtu.be

[7] https://www.sciencesetavenir.fr/nature-environnement/plantes-et-vegetaux/cop15-la-haie-une-solution-fondee-sur-la-nature_168146?utm_medium=Social&utm_source=Twitter#Echobox=1673020424-1

Top URLs in Tweet in G3:
[23] https://insideclimatenews.org/news/02012023/cop15-biodiversity-agreement/
[13] https://insideclimatenews.org/news/02012023/europe-nature-restoration-cop15-biodiversity/
[10] https://www.globalbankingandfinance.com/explainer-whats-on-the-agenda-at-the-u-n-s-cop15-nature-summit/
[9] https://twitter.com/SeanPAmes/status/1601014514216046594
[9] https://www.globalpolicyjournal.com/blog/28/12/2022/kunming-montreal-global-biodiversity-framework-milestone-implementation-will-be
[5] https://bergensia.com/avoiding-climate-breakdown-depends-on-protecting-earths-biodiversity-can-the-cop15-summit-deliver/
[5] https://www.nytimes.com/2023/01/06/podcasts/the-daily/biodiversity-cop15-montreal.html
[4] https://www.reuters.com/business/sustainable-business/how-business-helped-drive-historic-agreement-nature-cop15-2022-12-21/
[4] https://bergensia.com/five-options-for-restoring-global-biodiversity-after-the-un-agreement-at-cop15-in-montreal/
[4] https://www.nytimes.com/2023/01/06/podcasts/the-daily/biodiversity-cop15-montreal.html?smid=tw-share

Top URLs in Tweet in G4:
[17] https://www.saltwire.com/halifax/opinion/anne-lambert-cop15-raised-the-bar-on-badly-needed-finance-for-nature-100810026/#.Y7RCYVFfsB8.twitter
[16] https://news.mongabay.com/2023/01/on-climate-biodiversity-where-are-we-post-cop-15-commentary/
[14] https://www.carbonbrief.org/video-what-needs-to-happen-to-make-the-cop15-global-biodiversity-framework-a-success/
[14] https://www.nytimes.com/2022/12/15/opinion/food-diets-meat-biodiverstiy-cop15.html
[11] https://insideclimatenews.org/news/02012023/cop15-biodiversity-agreement/
[9] https://www.carbonbrief.org/cop15-key-outcomes-agreed-at-the-un-biodiversity-conference-in-montreal/
[8] https://www.nsnews.com/highlights/how-canadas-biggest-cities-are-losing-their-green-space-6121617
[7] https://act.mightyearth.org/page/118178/data/1
[6] https://www.carbonbrief.org/cop15-key-outcomes-agreed-at-the-un-biodiversity-conference-in-montreal/?utm_content=buffer4a8fc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://unfoundation.org/blog/post/biodiversity-explained-facts-myths-and-the-race-to-protect-it/?utm_source=Twitter&utm_medium=Organic&utm_campaign=UNF_blog

Top URLs in Tweet in G5:
[49] https://www.unesco.org/en/biodiversity/cop15
[12] https://www.bloomberg.com/news/articles/2022-12-06/cop15-what-can-you-expect-from-the-un-biodiversity-conference?srnd=green
[10] https://www.theguardian.com/environment/2022/dec/13/nature-positive-two-words-hoping-drive-deal-for-nature-cop15-aoe
[9] https://www.theguardian.com/environment/2022/dec/26/2022-the-year-rewilding-went-mainstream-and-a-biodiversity-deal-gave-the-world-hope
[9] https://www.nytimes.com/2023/01/06/podcasts/the-daily/biodiversity-cop15-montreal.html
[5] https://www.unesco.org/en/biodiversity
[4] https://www.dw.com/en/looking-for-a-paris-moment-for-biodiversity/video-64017162
[3] https://theconversation.com/cop15-three-visions-for-protecting-nature-on-the-table-at-the-un-biodiversity-conference-195946
[3] https://whc.unesco.org/en/news/2494
[3] https://en.unesco.org/themes/biodiversity

Top URLs in Tweet in G6:
[16] https://uplink.weforum.org/uplink/s/?utm_source=Twitter&utm_medium=Social+Video&utm_campaign=15-12-22_4-innovations-biodiversity_home-page
[15] https://www.theguardian.com/environment/2022/dec/05/stop-burning-trees-scientists-world-leaders-cop15-age-of-extinction-aoe?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1670233094
[11] https://www.ft.com/content/f8baaf5a-7484-43c2-9db0-0181ce2e7170
[7] https://www.theguardian.com/commentisfree/2022/dec/20/cop15-montreal-biodiversity-conference-targets-uk?CMP=share_btn_tw
[6] https://solvingfcb.org/2022/12/13/to-prove-its-climate-and-biodiversity-ambitions-the-eu-must-protect-the-oceans-carbon-engineers/
[5] https://greenfinanceobservatory.org/2022/11/04/open-letter-119-experts-call-to-protect-nature-from-the-nature-positive-economy/
[5] https://www.theguardian.com/environment/2022/dec/19/cop15-historic-deal-signed-to-halt-biodiversity-loss-by-2030-aoe
[5] https://africanarguments.org/2022/12/why-30x30-would-be-the-worst-possible-outcome-of-cop15/
[4] https://greenfinanceobservatory.org/wp-content/uploads/2022/12/Biocredits-brief-v2.pdf
[4] https://our.fish/news/cop15-biodiversity-webinar-fish-are-carbon-engineers/

Top URLs in Tweet in G7:
[41] https://restorationbarometer.org/restorationreport/
[5] https://wcscanada.org/Latest-News/ID/18480/The-door-to-a-better-biodiversity-future-is-now-open.aspx
[5] https://insideclimatenews.org/news/02012023/europe-nature-restoration-cop15-biodiversity/
[5] https://www.science.org/
[4] https://canadiangeographic.ca/articles/the-promise-of-cop15/
[3] https://ias.unu.edu/jp/news/news/new-phase-of-comdeks-local-biodiversity-funding-launched-at-cop15.html
[3] https://ias.unu.edu/jp/news/news/cop15-event-highlights-green-finance-and-production-landscapes-for-effective-area-based-conservation.html
[3] https://ias.unu.edu/jp/news/news/cop15-side-event-promotes-mangrove-restoration-and-conservation.html
[3] https://wcscanada.org/Latest-News/ID/18432/CoP15-Event-From-Peatlands-to-the-Ocean-a-Global-Opportunity-in-Canada.aspx
[3] https://ici.radio-canada.ca/info/2022/protection-territoire-aires-protegees-biodiversite-environnement-cop15/

Top URLs in Tweet in G8:
[156] https://www.latercera.com/que-pasa/noticia/conservacion-de-turberas-de-patagonia-el-maridaje-perfecto-de-la-cop25-de-cambio-climatico-y-cop15-de-biodiversidad/JWEU5LLXIVEKZNOK3TGLXZLDFA/
[5] https://docs.google.com/forms/d/e/1FAIpQLSdjoF2xyE_igBROXfvb2aEmDBPOWYQ1Sv7bRFcWCx35vWNpqg/viewform
[1] https://ecologiapolitica.substack.com/p/detener-la-orgia-de-la-destruccion

Top URLs in Tweet in G9:
[49] https://www.nytimes.com/2023/01/06/podcasts/the-daily/biodiversity-cop15-montreal.html?rref=vanity
[19] https://www.nytimes.com/2022/12/31/opinion/biodiversity-summit.html?smid=nytcore-ios-share&referringSource=articleShare
[14] https://www.nytimes.com/2023/01/06/podcasts/the-daily/biodiversity-cop15-montreal.html
[13] https://trib.al/PTmPfSR
[9] https://www.vox.com/down-to-earth/23511348/cop15-montreal-biodiversity-experts-hope-environment
[7] https://www.nytimes.com/2022/12/21/opinion/climate-change-biodiversity-crisis-cop15.html
[5] https://www.vox.com/down-to-earth/2022/12/19/23515099/cop15-montreal-biodiversity-climate
[4] https://www.unep.org/news-and-stories/story/cop15-ends-landmark-biodiversity-agreement
[3] https://www.vox.com/down-to-earth/23511348/cop15-montreal-biodiversity-experts-hope-environment?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[3] https://www.nytimes.com/2023/01/06/podcasts/the-daily/biodiversity-cop15-montreal.html?showTranscript=1

Top URLs in Tweet in G10:
[7] https://www.semana.com/sostenible/medio-ambiente/articulo/cop15-acuerda-hoja-de-ruta-para-proteger-el-30-del-planeta-y-evitar-la-extincion-masiva-de-especies/202235/
[6] https://www.theguardian.com/environment/2022/dec/05/stop-burning-trees-scientists-world-leaders-cop15-age-of-extinction-aoe?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1670233094
[5] https://www.youtube.com/watch?v=jKejAO2-dco&feature=youtu.be

[5] https://www.youtube.com/watch?v=_17zikVQZg8&feature=youtu.be

[4] https://twitter.com/GuajajaraSonia/status/1603386488422629376
[3] https://www.youtube.com/watch?v=ELa4Qxv_G_E&feature=youtu.be

[2] https://twitter.com/s_guilbeault/status/1604818391663276032
[2] https://twitter.com/s_guilbeault/status/1604818514702962688
[2] https://reporterre.net/Biodiversite-a-la-COP15-la-France-freine-toute-avancee
[2] https://www.avaaz.org/50x2030

Top Domains
Top Domains in Tweet in Entire Graph:
[544] twitter.com
[230] theguardian.com
[214] nytimes.com
[181] cbd.int
[159] latercera.com
[158] insideclimatenews.org
[130] youtube.com
[117] liberation.fr
[115] unesco.org
[113] fao.org

Top Domains in Tweet in G1:
[143] cbd.int
[91] undp.org
[87] fao.org
[78] iisd.org
[71] thegef.org
[44] twitter.com
[43] unep-wcmc.org
[43] europa.eu
[39] nature.org
[38] unep.org

Top Domains in Tweet in G2:
[117] liberation.fr
[76] twitter.com
[68] climatmedias.org
[64] google.com
[28] francetvinfo.fr
[11] novethic.fr
[11] youtube.com
[7] sciencesetavenir.fr
[7] iddri.org
[6] gouv.fr

Top Domains in Tweet in G3:
[37] insideclimatenews.org
[33] twitter.com
[27] nytimes.com
[25] theguardian.com
[13] youtube.com
[10] globalbankingandfinance.com
[9] linkedin.com
[9] globalpolicyjournal.com
[9] bergensia.com
[8] cbd.int

Top Domains in Tweet in G4:
[59] carbonbrief.org
[28] twitter.com
[24] nytimes.com
[18] mongabay.com
[17] saltwire.com
[16] insideclimatenews.org
[14] theguardian.com
[8] nsnews.com
[7] mightyearth.org
[6] co.za

Top Domains in Tweet in G5:
[63] unesco.org
[19] theguardian.com
[12] bloomberg.com
[12] nytimes.com
[4] edie.net
[4] dw.com
[3] theconversation.com
[2] twitter.com
[2] cbd.int
[2] jointheiocc.org

Top Domains in Tweet in G6:
[52] theguardian.com
[24] twitter.com
[18] weforum.org
[12] greenfinanceobservatory.org
[11] ft.com
[6] solvingfcb.org
[5] africanarguments.org
[4] our.fish
[2] panda.org
[2] cityam.com

Top Domains in Tweet in G7:
[41] restorationbarometer.org
[12] unu.edu
[12] twitter.com
[11] unep-wcmc.org
[10] wcscanada.org
[7] insideclimatenews.org
[5] radio-canada.ca
[5] science.org
[4] canadiangeographic.ca
[4] theglobeandmail.com

Top Domains in Tweet in G8:
[156] latercera.com
[5] google.com
[1] substack.com

Top Domains in Tweet in G9:
[109] nytimes.com
[20] vox.com
[13] trib.al
[5] twitter.com
[4] unep.org
[1] columbia.edu
[1] aljazeera.com
[1] washingtonpost.com
[1] greennews.ie
[1] unwto.org

Top Domains in Tweet in G10:
[19] youtube.com
[10] twitter.com
[7] semana.com
[6] theguardian.com
[2] reporterre.net
[2] avaaz.org
[1] v4a.org
[1] greenpeace.ca
[1] restorationbarometer.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5435] cop15
[1035] biodiversity
[728] fornature
[203] cop27
[186] forpeopleforplanet
[182] sharinghumanity
[156] nature
[139] 30x30
[138] emergenciaclimática
[133] climate



Top Hashtags in Tweet in G1:
[1717] cop15
[442] fornature
[362] biodiversity
[173] forpeopleforplanet
[89] post2020
[66] 30x30
[59] generationrestoration
[54] naturepositive
[52] cop27
[45] forourplanet

Top Hashtags in Tweet in G2:
[333] cop15
[70] biodiversité
[25] climat
[23] giec
[23] copclimat
[18] néonicotinoïdes
[18] pesticides
[16] néocotinoides
[11] rdls164
[11] qatargate

Top Hashtags in Tweet in G3:
[218] cop15
[46] biodiversity
[22] cop27
[13] fornature
[12] montreal
[12] environment
[11] nature
[11] climateaction
[11] nft
[9] refi

Top Hashtags in Tweet in G4:
[278] cop15
[155] biodiversity
[19] nature
[17] cop27
[14] climate
[12] climateactionnow
[8] conservation
[7] endangered
[7] orangutan
[7] climateaction

Top Hashtags in Tweet in G5:
[260] cop15
[174] sharinghumanity
[166] fornature
[38] biodiversity
[12] climatechange
[10] netzero
[5] cop15announcement
[5] gbfadoption
[4] cop27
[4] pelanatureza

Top Hashtags in Tweet in G6:
[164] cop15
[46] biodiversity
[11] montreal
[10] naturepositive
[10] nature
[8] 30x30
[6] ocean
[6] webinar
[4] financialisation
[4] biocredits

Top Hashtags in Tweet in G7:
[212] cop15
[43] biodiversity
[42] restorationreport
[30] defendthedeep
[24] fornature
[20] deepseamining
[13] sweden
[13] stopthecull
[13] wolves
[11] post2020

Top Hashtags in Tweet in G8:
[138] emergenciaclimática
[2] biodiversidad
[2] cop15

Top Hashtags in Tweet in G9:
[37] cop15
[18] biodiversity
[7] 30x30
[2] montreal
[2] econews
[2] biodiversitycrisis
[2] campaignfornature
[2] sustainabletravel
[2] tseclientwork
[1] investinourplanet

Top Hashtags in Tweet in G10:
[106] cop15
[33] protectnature
[32] naturecop
[5] dickallgire
[5] cryptoviewing
[5] humanity
[3] ue
[3] noruega
[3] austrália
[3] cop27

Top Words
Top Words in Tweet in Entire Graph:
[5467] #cop15
[3934] de
[3880] la
[2701] biodiversity
[1839] nature
[1771] cop15
[1182] global
[1094] en
[1043] #biodiversity
[906] un

Top Words in Tweet in G1:
[1725] #cop15
[861] biodiversity
[673] nature
[493] global
[449] #fornature
[366] framework
[362] #biodiversity
[324] unbiodiversity
[234] learn
[215] world

Top Words in Tweet in G2:
[1460] de
[1318] la
[440] les
[373] biodiversité
[373] et
[346] le
[341] pour
[334] en
[333] #cop15
[319] cop15

Top Words in Tweet in G3:
[252] cop15
[219] #cop15
[180] la
[168] biodiversity
[159] de
[115] nature
[73] en
[71] montreal
[65] un
[62] global

Top Words in Tweet in G4:
[280] #cop15
[156] #biodiversity
[152] biodiversity
[142] cop15
[130] nature
[116] montreal
[67] conference
[66] global
[63] climate
[57] un

Top Words in Tweet in G5:
[261] #cop15
[252] nature
[229] restore
[219] biodiversity
[189] protect
[182] time
[175] harmony
[174] gabeira
[174] #sharinghumanity
[174] maya

Top Words in Tweet in G6:
[167] #cop15
[91] biodiversity
[49] nature
[47] #biodiversity
[46] cop15
[43] protect
[32] un
[26] carbon
[26] indigenous
[25] summit

Top Words in Tweet in G7:
[213] #cop15
[128] restoration
[102] biodiversity
[58] action
[53] progress
[46] launched
[44] learn
[43] #biodiversity
[42] iucn
[42] ground

Top Words in Tweet in G8:
[577] la
[488] de
[156] turberas
[155] defendamschiloe
[155] conservación
[144] sobre
[140] es
[138] imperdible
[138] restauración
[138] contra

Top Words in Tweet in G9:
[108] biodiversity
[86] nytimes
[76] agreement
[76] global
[74] daily
[48] loss
[47] lands
[44] big
[42] mikiebarb
[41] talk

Top Words in Tweet in G10:
[110] #cop15
[58] la
[53] indigenous
[48] biodiversity
[43] justintrudeau
[39] canada
[35] speech
[34] nature
[33] #protectnature
[33] land

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1073] de,la
[520] global,biodiversity
[486] biodiversity,framework
[470] la,cop15
[455] la,#cop15
[278] biodiversity,loss
[259] climate,change
[251] un,biodiversity
[247] la,biodiversité
[245] pour,la

Top Word Pairs in Tweet in G1:
[260] global,biodiversity
[247] biodiversity,framework
[106] un,biodiversity
[98] #cop15,#fornature
[93] ecosystem,restoration
[89] unbiodiversity,#cop15
[67] de,la
[64] #cop15,agreement
[64] biodiversity,loss
[62] kunming,montreal

Top Word Pairs in Tweet in G2:
[365] de,la
[312] la,cop15
[188] la,#cop15
[181] pour,la
[156] la,biodiversité
[135] de,ces
[131] cop15,et
[109] cop15,biodiversité
[98] lendemain,de
[97] en,2023

Top Word Pairs in Tweet in G3:
[40] de,la
[27] la,cop15
[27] global,biodiversity
[26] 200,countries
[22] countries,approve
[21] biodiversity,accord
[21] approve,biodiversity
[21] accord,enshrining
[20] la,biodiversidad
[20] human,rights

Top Word Pairs in Tweet in G4:
[52] daisydunnesci,orladwyer_
[52] orladwyer_,yaninequiroz
[43] conference,montreal
[43] biodiversity,conference
[41] un,biodiversity
[40] key,outcomes
[38] nature,montreal
[38] cop15,key
[38] 5c,temps
[38] march,nature

Top Word Pairs in Tweet in G5:
[175] harmony,nature
[174] perfectly,#sharinghumanity
[174] maya,gabeira
[174] gabeira,perfectly
[174] restore,harmony
[174] nature,maya
[164] time,#fornature
[161] solutions,protect
[161] #sharinghumanity,sharing
[161] underway,time

Top Word Pairs in Tweet in G6:
[25] biodiversity,summit
[21] un,biodiversity
[18] helping,protect
[16] nat_his_con,#cop15
[16] learn,innovators
[16] app,citizen
[16] cop15,biodiversity
[16] citizen,science
[16] spotting,app
[16] wipseawildlife,meli_bees

Top Word Pairs in Tweet in G7:
[46] launched,#cop15
[40] #cop15,#restorationreport
[39] action,ambition
[39] #restorationreport,details
[39] restoration,efforts
[39] efforts,ground
[39] projects,launched
[39] details,progress
[39] restoration,action
[39] ground,learn

Top Word Pairs in Tweet in G8:
[155] la,conservación
[139] de,turberas
[139] de,la
[138] fundamental,para
[138] joya,de
[138] para,la
[138] restauración,de
[138] naturaleza,defendamschiloe
[138] #emergenciaclimática,imperdible
[138] sobre,está

Top Word Pairs in Tweet in G9:
[42] biodiversity,loss
[42] global,agreement
[41] nytimes,daily
[40] grim,mikiebarb
[40] big,global
[40] topic,grim
[40] try,stop
[40] daily,talk
[40] stop,topic
[40] loss,big

Top Word Pairs in Tweet in G10:
[32] breaking,indigenous
[32] island,disrupt
[32] #naturecop,#protectnature
[32] colonial,canada
[32] disrupt,justintrudeau
[32] justintrudeau,opening
[32] livelihood,land
[32] land,biodiversity
[32] biodiversity,#naturecop
[32] canada,greatest

Top Replied-To
Top Replied-To in Entire Graph:
@songsa93
@nytimes
@cbd_cop15
@theresecoffey
@ledevoir
@nspugh
@ashields_devoir
@rjabuggs
@eu_env
@ulsans1

Top Replied-To in G1:
@cbd_cop15
@eu_env
@gybn_burkina
@unbiodiversity
@ambzhengzeguang
@carofig
@unep_espanol
@bfncoalition
@shadrackagaki
@unwto

Top Replied-To in G2:
@tcabarrus
@sebastientreyer
@christophebechu
@fbonnifet
@elisabeth_borne
@deputee_obono
@bilgi96217405
@ygoosz
@ofbiodiversite

Top Replied-To in G3:
@mpyamkaaji

Top Replied-To in G4:
@joelscotthalkes
@energyisle
@alisatweetsmore
@franciscoactiv2
@carbonbrief
@eyeonthefly
@tomasber
@cham02313921
@popnbalance
@snaglet

Top Replied-To in G5:
@dw_hindi

Top Replied-To in G6:
@networknatureeu
@visevic
@block2019a
@navayaolendasko
@tubulutls20

Top Replied-To in G7:
@sherlhaa
@great_thunberg

Top Replied-To in G9:
@nytimes
@chthonicbloom

Top Replied-To in G10:
@emmanuelmacron
@abdaniellesmith
@justintrudeau
@liberal_party
@doull_k
@jedediahbila
@fordnation

Top Mentioned
Top Mentioned in Entire Graph:
@unbiodiversity
@cbd_cop15
@defendamschiloe
@bsaavedrap
@unep
@fao
@thegef
@nytimes
@undp
@christophebechu

Top Mentioned in G1:
@unbiodiversity
@cbd_cop15
@fao
@unep
@thegef
@undp
@vsinkevicius
@frankiethedino
@ipbes
@undpclimate

Top Mentioned in G2:
@christophebechu
@bcouillard33
@tf1info
@czacharopoulou
@herveberville
@m6info
@sebastientreyer
@france2tv
@juliette_landry
@regionsdefrance

Top Mentioned in G3:
@plop_et_kankr
@ser_europe
@adistait

Top Mentioned in G4:
@daisydunnesci
@orladwyer_
@yaninequiroz
@s_guilbeault
@aruna_sekhar
@gaviglione
@3rdworldnetwork
@mremae
@jamesocromwell
@wwf

Top Mentioned in G5:
@unesco
@maxbenato
@unbiodiversity
@aazoulay
@mremae
@cbd
@nhm_london
@pnasnews
@noextinctions

Top Mentioned in G6:
@guardian
@wefuplink
@sariusly
@wipseawildlife
@meli_bees
@nat_his_con
@ubcoceans
@coru_ubc
@ft
@cbd_cop15

Top Mentioned in G7:
@iucn
@unbiodiversity
@cbd_cop15
@deepseaconserve
@iucnredlist
@giannimatthew
@ipsi_satoyama
@wcs_canada
@sweden2023eu
@moej_climate

Top Mentioned in G8:
@defendamschiloe
@bsaavedrap
@wcs_chile
@elbrujo
@diannakopansky
@repeatearth
@wcsnewsroom
@mmachile
@ame_jaramillo
@mmamagallanes

Top Mentioned in G9:
@nytimes
@mikiebarb
@potus
@voxdotcom
@benjisjones
@nytopinion
@dwallacewells
@calebmcclennen
@catrineinhorn
@unbiodiversity

Top Mentioned in G10:
@justintrudeau
@youtube
@avaaz
@gretathunberg
@guajajarasonia
@vonderleyen
@emmanuelmacron
@s_guilbeault
@lancenadeau3
@rachelnotley

Top Tweeters
Top Tweeters in Entire Graph:
@infoitinterno
@yoshiki7111
@andyvermaut
@jurylady5
@newsoneplace
@joni_looking
@m2bliquis
@geoffrey_payne
@independent
@_redfrog

Top Tweeters in G1:
@john1966olsen
@reuters
@ken_crichlow
@kimpy123
@tzdiscovery
@markplackett1
@stlhd100
@walmart
@wwf
@ramiro6668

Top Tweeters in G2:
@m2bliquis
@_redfrog
@costeslioneler
@legrouxvincent
@nicobaudon
@lapin47
@nordsud6213
@cvassiviere
@dom972joe
@florthense

Top Tweeters in G3:
@infoitinterno
@yoshiki7111
@andyvermaut
@newsoneplace
@nigeriantribune
@macbeestje
@rdelinfo
@jlitwinetz
@teamyunnoh
@worldnews_guru

Top Tweeters in G4:
@jurylady5
@johangreg
@sar_oso
@ksp_libs
@annfinster
@olumideidowu
@time
@bugjudy
@imagine_garden
@milleroval

Top Tweeters in G5:
@geoffrey_payne
@givemepie360
@amoltikam
@lorettabower3
@viralvm69
@ricardo_ik_ahau
@tbell1968
@nomoreslaves
@truthtotweet
@sharonhoole

Top Tweeters in G6:
@guardian
@tooboringhere
@mariastsehai
@didifrench
@heather_c_c
@veronicacris
@abdulhai23
@miyakilee
@divakarssathya
@ft

Top Tweeters in G7:
@awkward_1110
@catsfromulthar
@_pehicc
@benedictine555
@globeandmail
@brucepknight
@abc
@greennomad61
@schmittercecile
@earthaccounting

Top Tweeters in G8:
@ginniasa
@trigorosa
@fandolini
@siquieresmelees
@dmvecinal
@lilypeder
@repfederalchile
@ppitune
@jasnamarin1
@rod_naranjo

Top Tweeters in G9:
@nytimes
@messfixing
@ghayasm73
@wynjym
@deduped_nytimes
@townlecat
@npr
@nytopinion
@mamadlynn
@vjmahon

Top Tweeters in G10:
@joni_looking
@joanbushur
@tia97397692
@melodycrickett
@kevc062
@necmigucl
@anngraycheryl
@aglobalcitizen
@norbertperreux
@lauriemacph


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