citizenscience, Twitter, 5/6/2021 3:30:25 AM, 254230


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citizenscience_2021-05-05_19-59-20.xlsx
citizenscience_2021-05-05_19-59-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 06, 2021
Short Description:
citizenscience via NodeXL https://bit.ly/2QX7A30
@explanimals
@skyglowberlin
@inaturalist
@citsciassoc
@xrisfg
@citieshealtheu
@_citizenscience
@chabis_ch
@hughharrop
@scistarter

Top hashtags:
#citizenscience
#pm10
#airpollution
#pm2
#fijnstof
#waalre
#luftdaten

Description:
Description
The graph represents a network of 5,928 Twitter users whose tweets in the requested range contained "citizenscience", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 06 May 2021 at 03:10 UTC.

The requested start date was Thursday, 06 May 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 9-day, 8-hour, 39-minute period from Monday, 26 April 2021 at 13:36 UTC to Wednesday, 05 May 2021 at 22:16 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 : 5928
Unique Edges : 3407
Edges With Duplicates : 13004
Total Edges : 16411
Number of Edge Types : 5
Retweet : 5601
MentionsInRetweet : 7554
Mentions : 2045
Tweet : 1123
Replies to : 88
Self-Loops : 1152
Reciprocated Vertex Pair Ratio : 0.0486403676752202
Reciprocated Edge Ratio : 0.0927684441197955
Connected Components : 351
Single-Vertex Connected Components : 133
Maximum Vertices in a Connected Component : 4820
Maximum Edges in a Connected Component : 13637
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.269447
Graph Density : 0.000233782272712059
Modularity : 0.442497
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,928 Twitter users whose tweets in the requested range contained "citizenscience", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 06 May 2021 at 03:10 UTC.

The requested start date was Thursday, 06 May 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 9-day, 8-hour, 39-minute period from Monday, 26 April 2021 at 13:36 UTC to Wednesday, 05 May 2021 at 22:16 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 : citizenscience
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:
[67] https://raspberryshake.org
[43] https://canberra.naturemapr.org/sightings/4380125
[32] https://citizenscience.org/home/events/conferences/citscivirtual/
[20] https://www.youtube.com/watch?v=82-kA0urBB8&feature=youtu.be

[20] https://ecohappinessproject.com/why-is-citizen-science-important/
[17] https://citynaturechallenge.org/
[16] https://citizenscience.gov/
[14] http://stations.fcub.io
[13] https://phys.org/news/2021-03-emphasizing-urgency-wont-major-climate.html
[13] https://secure.birds.cornell.edu/cassso/account/create?service=https://ebird.org/login/cas%3Fportal%3Debird&locale=en_US&__hstc=60209138.31c1ee95dcdf404d06b4a31230f40eb6.1530555586227.1618930621411.1619466072388.120&__hssc=60209138.5.1619466072388&__hsfp=694642422

Top URLs in Tweet in G2:
[26] https://citizenscience.org/home/events/conferences/citscivirtual/
[20] https://ecohappinessproject.com/why-is-citizen-science-important/
[10] https://www.ecsite.eu/activities-and-services/news-and-publications/european-citizen-science-platform-now-live
[8] https://www.facebook.com/watch/live/?v=296199015398200&ref=watch_permalink
[8] https://citizenscience.org/home/events/conferences/citscivirtual/workshop-bundles/#1
[8] https://www.cochrane.org/news/mycochranestory
[8] https://www.iste.org/explore/classroom/7-nasa-citizen-science-lessons-any-teacher-can-lead?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[7] https://blog.scistarter.org/2021/04/help-fight-light-pollution-with-a-science-experiment-from-your-local-library/
[6] https://www.youtube.com/watch?v=_WfEgudQvTQ&feature=youtu.be

[6] https://mailchi.mp/e85ab292f43b/j0jld16y9o?e=d961e19efa

Top URLs in Tweet in G3:
[7] https://citynaturechallenge.org/
[5] https://citizenscience.org/home/events/conferences/citscivirtual/citscivirtual-event-calendar/
[4] https://www.nhm.ac.uk/take-part/citizen-science/bioblitz/city-nature-challenge-london.html
[4] https://citynaturechallenge.org/education-toolkit/
[3] https://www.inaturalist.org/
[3] https://www.sbfprize.org/owling
[3] https://www.iNaturalist.org
[2] https://www.youtube.com/channel/UC-N12nKByuiMt9Lu8X2VeyA
[2] https://twitter.com/_lucymcmahon/status/1387817054972137474
[2] https://www.plantlife.org.uk/uk/about-us/news/how-to-mow-your-lawn-for-wildlife

Top URLs in Tweet in G4:
[7] http://surveys.It
[2] https://twitter.com/HughHarrop/status/1389097074906574848
[2] https://shorewatch.whales.org/
[1] https://drive.google.com/file/d/17tlazLV6uQVG-rlboQm9-SfwEZBODlZy/view?usp=sharing
[1] https://www.eveningexpress.co.uk/fp/news/local/photographer-captures-incredible-images-of-orca-off-north-east-coast/
[1] https://synergy.st-andrews.ac.uk/citizenfins/
[1] https://twitter.com/monicaarso/status/1389542333834743808
[1] https://www.mammal.org.uk/mountainhareproject/
[1] https://twitter.com/hughharrop/status/1389097074906574848
[1] https://www.shetnews.co.uk/2021/04/19/whale-and-dolphin-spotters-wanted-for-citizen-science-project/

Top URLs in Tweet in G5:
[15] https://www.youtube.com/watch?v=82-kA0urBB8&feature=youtu.be

[10] https://www.geonadir.com/front/domain_validation?step=1&domain=www.geonadir.com&url=https://www.geonadir.com/
[8] https://www.geonadir.com/sea-cucumbers?fbclid=IwAR0j1nQuTZ4Xijl5KaUfzRKX8jMZKqdacVGillkXEjdsc9Wz15MuivtcECo
[4] https://enliveningedge.org/tools-practices/woodbud-stage-organizing-knowledge-garden/
[2] https://www.eubuero.de/veranstaltungen.htm?id=1936&#viewanc
[2] https://twitter.com/flancian/status/1388115064654270464
[2] https://www.youtube.com/watch?v=MpHJJ5bOI-Q&feature=youtu.be

[2] https://earthobservations.org/geo_blog_obs.php?id=499
[2] https://www.youtube.com/watch?v=-iMG7zAJz14&feature=youtu.be

[1] https://twitter.com/BioBlitzUK/status/1389964720153796608

Top URLs in Tweet in G6:
[6] https://twitter.com/Explanimals/status/1389623777781239816
[2] https://events.humanitix.com/ausmap-training-day-port-adelaide-enfield-sa
[2] https://detektor.fm/wissen/forschungsquartett-expedition-erdreich?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[2] https://citizenscience.gov/
[2] https://www.citizenscience.gov/#
[1] https://twitter.com/glo_pro/status/1386687557132488705
[1] https://universityofsussex.eu.qualtrics.com/jfe/form/SV_8ud5otaKD7hHq4e
[1] https://twitter.com/NicHearty/status/1386613107376730112
[1] http://joliborah.blogspot.com/2020/11/citizen-science.html
[1] https://twitter.com/SciStarter/status/1386652534941618180

Top URLs in Tweet in G7:
[3] https://www.kent.ac.uk/anthropology-conservation/news/6054/public-asked-to-report-released-pet-terrapin-sightings
[2] http://turtletally.co.uk/
[1] https://twitter.com/laura_busato/status/1379032327637057539
[1] https://blog.education.nationalgeographic.org/2021/04/07/want-to-protect-the-planet-start-at-home/?platform=Twitter&account=NatGeoEducation&post=4715790314&campaign=GenGeo&source=ngs-social
[1] https://youtu.be/yO45mO9BUJM
[1] https://www.zooniverse.org/projects/jmschell/sedimental-values-digging-in-to-la-breas-past?utm_source=social
[1] https://citizenscience.org/home/events/conferences/citscivirtual/workshop-bundles/#4
[1] https://twitter.com/AusAmbGHA/status/1385910422046400513
[1] https://citizenscience.org/home/events/conferences/citscivirtual/
[1] https://www.facebook.com/watch/live/?v=296199015398200&ref=watch_permalink

Top URLs in Tweet in G8:
[1] https://citynaturechallenge.org
[1] https://www.woodlandtrust.org.uk/trees-woods-and-wildlife/tree-pests-and-diseases/observatree/?utm_source=twitter&utm_medium=social&utm_campaign=observatree&utm_content=Observatree
[1] https://twitter.com/natapp_uk/status/1389499127864647686
[1] https://naturescalendar.woodlandtrust.org.uk/analysis/species-and-events-map/
[1] https://www.nps.gov/subjects/citizenscience/be-a-citizen-scientist.htm
[1] https://naturelynx.ca/Missions/36/details
[1] https://twitter.com/WatertonBR/status/1386685684648341504
[1] https://butterfly-conservation.org/jobs
[1] https://www.spea.pt/voluntariado/conte-as-gaivotas-da-sua-cidade/
[1] https://twitter.com/trianglebirds/status/1387126941073895424

Top URLs in Tweet in G9:
[67] https://raspberryshake.org
[7] https://wettermelden.at/
[1] https://eqview.raspberryshake.org/#?event=rs2021ivgosu
[1] https://eqview.raspberryshake.org/#?event=rs2021iedtzc
[1] https://eqview.raspberryshake.org/#?event=rs2021ieoswg
[1] https://eqview.raspberryshake.org/#?event=rs2021ieqfmb
[1] https://eqview.raspberryshake.org/#?event=rs2021iesnkv
[1] https://eqview.raspberryshake.org/#?event=rs2021iesrsp
[1] https://eqview.raspberryshake.org/#?event=rs2021ieygdh
[1] https://eqview.raspberryshake.org/#?event=rs2021iezsux

Top URLs in Tweet in G10:
[13] https://secure.birds.cornell.edu/cassso/account/create?service=https://ebird.org/login/cas%3Fportal%3Debird&locale=en_US&__hstc=60209138.31c1ee95dcdf404d06b4a31230f40eb6.1530555586227.1618930621411.1619466072388.120&__hssc=60209138.5.1619466072388&__hsfp=694642422
[13] https://ebird.org/globalbigday
[2] https://secure.birds.cornell.edu/cassso/login?service=https%3A%2F%2Febird.org%2Flogin%2Fcas%3Fportal%3Debird&locale=en_US
[1] https://www.avesargentinas.org.ar/ecofam
[1] https://dawn-chorus.org/en/
[1] https://cdn.dawn-chorus.org/live/20210429114842/press_release_DAWN_CHORUS_2021_210429.pdf
[1] https://www.eugreenweek.eu/high-level-opening-event
[1] https://twitter.com/VSinkevicius/status/1389145639720718340
[1] https://twitter.com/Team_eBird/status/1389648634698944514
[1] https://twitter.com/isoewikom/status/1389542418530414595

Top Domains
Top Domains in Tweet in Entire Graph:
[279] twitter.com
[136] raspberryshake.org
[72] youtube.com
[60] scistarter.org
[53] citizenscience.org
[51] naturemapr.org
[29] inaturalist.org
[29] facebook.com
[27] citizenscience.gov
[24] citynaturechallenge.org

Top Domains in Tweet in G2:
[93] twitter.com
[56] scistarter.org
[38] citizenscience.org
[22] youtube.com
[20] ecohappinessproject.com
[16] org.au
[11] citizen-science.at
[11] iste.org
[10] facebook.com
[10] inaturalist.org

Top Domains in Tweet in G3:
[14] twitter.com
[11] citynaturechallenge.org
[10] sbfprize.org
[9] inaturalist.org
[6] ac.uk
[5] org.uk
[5] citizenscience.org
[4] natureconservancy.ca
[3] youtube.com
[3] convio.net

Top Domains in Tweet in G4:
[7] surveys.it
[6] twitter.com
[2] co.uk
[2] whales.org
[1] google.com
[1] ac.uk
[1] org.uk

Top Domains in Tweet in G5:
[22] youtube.com
[18] geonadir.com
[12] twitter.com
[4] enliveningedge.org
[2] eubuero.de
[2] eventbrite.ie
[2] copernicus.org
[2] earthobservations.org
[1] hu-berlin.de
[1] wordpress.com

Top Domains in Tweet in G6:
[37] twitter.com
[5] citizenscience.gov
[4] scistarter.org
[3] blogspot.com
[3] facebook.com
[3] google.com
[2] humanitix.com
[2] varesenews.it
[2] instagram.com
[2] citizenscience.org

Top Domains in Tweet in G7:
[6] twitter.com
[5] co.uk
[4] ac.uk
[2] nationalgeographic.org
[2] zooniverse.org
[2] citizenscience.org
[2] youtube.com
[1] youtu.be
[1] facebook.com
[1] landpotential.org

Top Domains in Tweet in G8:
[3] twitter.com
[2] org.uk
[1] citynaturechallenge.org
[1] nps.gov
[1] naturelynx.ca
[1] butterfly-conservation.org
[1] spea.pt

Top Domains in Tweet in G9:
[136] raspberryshake.org
[7] wettermelden.at
[1] twitter.com
[1] emsc-csem.org
[1] ac.at
[1] chinohillsweather.com

Top Domains in Tweet in G10:
[16] cornell.edu
[13] ebird.org
[5] twitter.com
[2] dawn-chorus.org
[1] org.ar
[1] eugreenweek.eu
[1] senckenberg.de
[1] wiley.com
[1] caribois.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3247] citizenscience
[492] pm10
[455] airpollution
[451] pm2
[451] fijnstof
[451] waalre
[451] luftdaten
[385] earthquake
[212] citynaturechallenge
[151] citscivirtual



Top Hashtags in Tweet in G1:
[1] ififitsisits
[1] catsquare
[1] citizenscience
[1] communityscience

Top Hashtags in Tweet in G2:
[760] citizenscience
[116] citscivirtual
[79] citsci
[47] citynaturechallenge
[46] citizensciencemonth
[43] trees
[27] citscimonth
[23] crowdsourcing
[23] scicomm
[22] forumcs

Top Hashtags in Tweet in G3:
[271] citizenscience
[63] marine
[59] coastal
[54] citynaturechallenge
[22] nomowmay
[20] citynaturechallenge2021
[16] citynaturechallengelondon
[15] naturesaudio
[13] biodiversity
[12] bankholiday

Top Hashtags in Tweet in G4:
[31] citizenscience
[31] orcas
[29] wdcshorewatch
[23] dolphins
[20] whales
[17] scotland
[6] orca
[4] citizenfins
[4] lockdown
[3] marine

Top Hashtags in Tweet in G5:
[133] citizenscience
[45] openscience
[23] sdgs
[20] globalgoals
[19] sustainablelifestylechallenge
[19] climatechange
[19] bærekraft
[18] bærekraftiglivsstilsutfordring
[18] teachsdgs
[16] landsat

Top Hashtags in Tweet in G6:
[146] citizenscience
[6] aqaw2021
[4] birds
[3] scicomm
[3] citynaturechallenge
[3] science
[3] green
[3] changeagent
[3] backyardbirding
[3] quartieredellavittoria

Top Hashtags in Tweet in G7:
[82] citizenscience
[20] citynaturechallenge
[10] explorermindset
[9] womeninstem
[9] nature
[9] communityscience
[8] fossil
[8] fieldnotes
[8] pit91
[8] invasivespecies

Top Hashtags in Tweet in G8:
[64] citizenscience
[36] butterflies
[36] moths
[13] observatree
[9] developer
[6] phenology
[5] trianglebirdcount
[4] naturescalendar
[3] citynaturechallenge
[3] biodiversity

Top Hashtags in Tweet in G9:
[383] earthquake
[109] citizenscience
[67] seismograph
[65] nuku
[65] kermadecislands
[64] stornoway
[60] scotland
[56] japan
[31] raspberryshake
[28] india

Top Hashtags in Tweet in G10:
[55] citizenscience
[48] dawnchorus2021
[16] wstc7
[15] toolsesh2
[14] cienciaciudadana
[13] pajareo
[13] birding
[13] gbd2021
[11] eugreencapital
[11] eugreenweek

Top Words
Top Words in Tweet in Entire Graph:
[3245] #citizenscience
[2463] science
[2380] citizen
[2011] paper
[1932] announce
[1923] illusory
[1922] pleased
[1921] fits
[1920] sits
[1920] investigation

Top Words in Tweet in G1:
[1907] pleased
[1907] announce
[1907] paper
[1907] fits
[1907] sits
[1907] citizen
[1907] science
[1907] investigation
[1907] illusory
[1907] contour

Top Words in Tweet in G2:
[758] #citizenscience
[268] science
[251] citizen
[139] scistarter
[129] project
[121] learn
[116] #citscivirtual
[101] 2021
[95] join
[95] citsciassoc

Top Words in Tweet in G3:
[271] #citizenscience
[89] inaturalist
[76] projects
[68] uk
[64] _lucymcmahon
[63] #marine
[61] list
[59] #coastal
[59] ahead
[58] resource

Top Words in Tweet in G4:
[168] photo
[158] hughharrop
[136] project
[133] catalogue
[132] scottish
[132] co
[129] killer
[129] whale
[129] identification
[129] 2021

Top Words in Tweet in G5:
[133] #citizenscience
[45] #openscience
[35] sea
[33] data
[31] help
[28] join
[25] 13
[23] #sdgs
[23] global
[22] science

Top Words in Tweet in G6:
[146] #citizenscience
[34] science
[30] citizen
[18] more
[17] help
[13] data
[11] looking
[11] great
[11] community
[11] project

Top Words in Tweet in G7:
[82] #citizenscience
[21] drvickip
[20] #citynaturechallenge
[19] natgeoeducation
[19] weekend
[19] natgeoeducation's
[18] thinking
[18] inspiring
[18] exploration
[18] pocket

Top Words in Tweet in G8:
[64] #citizenscience
[45] work
[41] help
[40] year
[39] savebutterflies
[38] data
[36] come
[36] analyse
[36] #butterflies
[36] #moths

Top Words in Tweet in G9:
[383] #earthquake
[347] 2021
[285] time
[281] preliminary
[281] utc
[274] m5
[272] raspishake
[223] 04
[214] raspishakeq
[197] 05

Top Words in Tweet in G10:
[56] project
[56] using
[55] #citizenscience
[52] eu_env
[49] recording
[49] app
[48] join
[48] #dawnchorus2021
[48] songs
[45] help

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2280] citizen,science
[1921] pleased,announce
[1920] fits,sits
[1920] investigation,illusory
[1920] illusory,contour
[1917] announce,paper
[1917] paper,fits
[1917] sits,citizen
[1917] science,investigation
[1916] explanimals,pleased

Top Word Pairs in Tweet in G1:
[1907] pleased,announce
[1907] announce,paper
[1907] paper,fits
[1907] fits,sits
[1907] sits,citizen
[1907] citizen,science
[1907] science,investigation
[1907] investigation,illusory
[1907] illusory,contour
[1906] explanimals,pleased

Top Word Pairs in Tweet in G2:
[204] citizen,science
[64] #citizenscience,project
[49] #citizenscience,month
[41] april,#citizenscience
[37] collect,data
[34] learn,#trees
[34] #citizenscience,projects
[33] participate,#citizenscience
[32] ready,collect
[32] data,learn

Top Word Pairs in Tweet in G3:
[62] #citizenscience,projects
[58] #marine,#coastal
[58] #coastal,#citizenscience
[57] planning,compile
[57] compile,list
[57] list,uk
[57] uk,#marine
[57] projects,resource
[57] resource,ahead
[57] ahead,summer

Top Word Pairs in Tweet in G4:
[129] scottish,killer
[129] killer,whale
[129] whale,photo
[129] photo,identification
[129] identification,catalogue
[129] catalogue,2021
[129] co,authored
[128] 2021,delighted
[128] delighted,co
[128] authored,project

Top Word Pairs in Tweet in G5:
[19] #sustainablelifestylechallenge,#sdgs
[19] #sdgs,#climatechange
[19] #climatechange,#bærekraft
[18] #bærekraft,#bærekraftiglivsstilsutfordring
[18] #bærekraftiglivsstilsutfordring,#teachsdgs
[18] #teachsdgs,#globalgoals
[17] #openscience,#citizenscience
[16] 13,uhr
[16] thema,#citizenscience
[16] sea,cucumbers

Top Word Pairs in Tweet in G6:
[22] citizen,science
[6] learn,more
[6] #citizenscience,project
[4] cat,owners
[4] air,quality
[4] air,sensors
[4] science,projects
[3] ৰ,ইজৰ
[3] project,help
[3] citizen,scientists

Top Word Pairs in Tweet in G7:
[18] thinking,#citynaturechallenge
[18] #citynaturechallenge,inspiring
[18] inspiring,exploration
[18] exploration,weekend
[18] weekend,#citizenscience
[18] #citizenscience,natgeoeducation's
[18] natgeoeducation's,pocket
[17] drvickip,thinking
[14] student,suzie
[11] suzie,simpson

Top Word Pairs in Tweet in G8:
[36] come,work
[36] work,help
[36] help,savebutterflies
[36] savebutterflies,analyse
[36] analyse,#citizenscience
[36] #citizenscience,data
[36] data,#butterflies
[36] #butterflies,#moths
[36] #moths,year
[35] emilybdennis,come

Top Word Pairs in Tweet in G9:
[277] utc,time
[241] preliminary,m5
[241] m5,#earthquake
[237] time,raspishake
[214] raspishakeq,preliminary
[191] 2021,04
[161] raspishake,network
[154] 2021,05
[114] network,join
[67] join,largest

Top Word Pairs in Tweet in G10:
[48] join,#dawnchorus2021
[48] #dawnchorus2021,project
[48] project,recording
[48] songs,using
[48] using,app
[43] wherever,join
[43] recording,songs
[43] app,help
[42] eu_env,wherever
[42] help,scient

Top Replied-To
Top Replied-To in Entire Graph:
@inspiringnsw
@lastquake
@_lucymcmahon
@trjforbloggers
@isharlee92
@openaq
@rspbscience
@vivibolin
@bescitsci
@seachampssw

Top Replied-To in G2:
@inspiringnsw
@trjforbloggers
@scienceetcite
@mhbloggerrt
@bloggerstribe
@theneedtolive
@lomash_kumar98
@abundanceflavor
@theclique_uk
@cosyblogclub

Top Replied-To in G3:
@_lucymcmahon
@seachampssw
@rspbscience
@vivibolin
@newportcouncil
@ianplantlife

Top Replied-To in G5:
@dphpckuleuven
@soenviolet

Top Replied-To in G7:
@ausambgha
@drvickip

Top Replied-To in G8:
@robgmacfarlane
@findingnature
@kate_bradbury

Top Replied-To in G9:
@lastquake
@raspishake

Top Mentioned
Top Mentioned in Entire Graph:
@explanimals
@raspishake
@raspishakeq
@aalst_waalre
@hughharrop
@scistarter
@inaturalist
@citsciassoc
@c_degrees
@globeprogram

Top Mentioned in G1:
@explanimals

Top Mentioned in G2:
@scistarter
@citsciassoc
@globeprogram
@citscioz
@gainbioblitz
@citnatchallenge
@nasaearth
@stepchangeeu
@cstrackproject
@citsci_geek

Top Mentioned in G3:
@inaturalist
@_lucymcmahon
@thembauk
@_seasearch
@love_plants
@rspbscience
@citnatchallenge
@mcsuk
@nhm_citsci
@durbiol

Top Mentioned in G4:
@hughharrop
@whalesorg
@skyelochalsh_rt
@observersapp
@katienicoledyke
@stevetruluck1
@orca_ireland
@_smru_
@seatrustwales
@mammalmapperapp

Top Mentioned in G5:
@geonadirau
@iiasavienna
@datawomenhub
@nasa_landsat
@bar_zie
@ubhumboldtuni
@dilekfraisl1
@geo_wiki
@earth_challenge
@tuvienna

Top Mentioned in G6:
@jan_sagt
@jemma_forman
@4tykhonov
@banos_csa
@uhcl_eih
@labni5

Top Mentioned in G7:
@natgeoeducation
@drvickip
@dice_kent
@the_zooniverse
@debristracker
@labreatarpits
@livablefuturepc
@breasproject
@shahselbe
@seekbyinat

Top Mentioned in G8:
@savebutterflies
@emilybdennis
@woodlandtrust
@natures_voice
@kilbey252
@sa
@cpvolgroup
@trianglebirds
@nmbiodiversity
@ceschina__

Top Mentioned in G9:
@raspishake
@raspishakeq
@gmrpetricca
@zamg_at
@geophysicsleice
@matplotlib
@obspy
@eloeberich
@lastquake

Top Mentioned in G10:
@eu_env
@fundacionphelps
@greenlahti2021
@leandrotamini
@team_ebird
@birdlife_news
@avesargentinas
@dubos_jerome
@biotopiamuseum

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@robre62
@femtech_
@serendipitysays
@_redfrog
@evankirstel
@d_plius
@silvi_ta
@allchanges
@cybersecurityn8

Top Tweeters in G1:
@serendipitysays
@d_plius
@silvi_ta
@radlein
@roripierpont1
@devnullius
@katelaity
@mky_rinco
@eigensinn83
@yuinosery

Top Tweeters in G2:
@blazedrts
@guardian
@lalojimjuarez
@bloggerstribe
@btkrth
@dcd728
@ajenglish
@bblogrt
@greentechdon
@npr

Top Tweeters in G3:
@ana_captures
@csmonitor
@nationaltrust
@tt85207533
@revoltin_morgan
@ttm71010
@xrisfg
@aaaaaaaa6119
@gerdavanrijn1
@fivemetrestop

Top Tweeters in G4:
@allchanges
@mr_spock
@petermccue1
@c255666a459a495
@eutopean
@atlasb2b
@punkpuffin
@heather_c_c
@vaw511
@nigeblue

Top Tweeters in G5:
@bar_zie
@rstatstweet
@eco1start
@vrretweeter
@_open_science_
@sdgsbot
@theliverpunch
@theispas
@ljcastroc
@phil_staley

Top Tweeters in G6:
@positanonews
@varesenews
@klausriede
@researchbuzz
@homesatmetacoda
@pop_popculture
@yopaseopor
@clevelandwest
@rolirolihlahla
@detektorfm

Top Tweeters in G7:
@femtech_
@telegraph
@saunieindiego
@wanlov
@scicommbot
@xeno_lith
@beartrust
@womeninstemsa
@literallysmash
@abrunelll

Top Tweeters in G8:
@devvibesbot
@leafwarbler
@alpha1malegroom
@miketiffy53
@pythonexpertbot
@sahreports
@natures_voice
@bananaplant
@woodlandtrust
@savebutterflies

Top Tweeters in G9:
@_redfrog
@code_convention
@discovertech3
@ipythonistabot
@mahanthanut
@djangobot_
@dogstar7tweets
@justafandavid
@blobrana
@calefybtech

Top Tweeters in G10:
@maelysdervenn
@miguelmcminn
@eurocentrique
@jacquehurtado4
@euranieloficial
@apnao_desi
@mckenzie6593
@nikkifirewall
@bjpayyasamy
@unsc1325