citizenscience, Twitter, 3/31/2022 3:57:34 AM, 274014


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citizenscience_2022-03-30_19-59-20.xlsx
citizenscience_2022-03-30_19-59-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 31, 2022
Short Description:
citizenscience via NodeXL https://bit.ly/3NAjSHa
@citscioz
@mitforschen
@citsciassoc
@birdjoetweets
@eucitsci
@naturemapr
@citieshealtheu
@raspishake
@openscitalk
@ibis_journal

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

Description:
Description
The graph represents a network of 3,765 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, 31 March 2022 at 03:06 UTC.

The requested start date was Thursday, 31 March 2022 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 13-day, 22-hour, 8-minute period from Thursday, 17 March 2022 at 00:01 UTC to Wednesday, 30 March 2022 at 22:09 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 : 3765
Unique Edges : 3184
Edges With Duplicates : 9445
Total Edges : 12629
Number of Edge Types : 5
MentionsInRetweet : 5753
Mentions : 1943
Retweet : 3638
Replies to : 79
Tweet : 1216
Self-Loops : 1239
Reciprocated Vertex Pair Ratio : 0.0615302300695559
Reciprocated Edge Ratio : 0.115927419354839
Connected Components : 345
Single-Vertex Connected Components : 94
Maximum Vertices in a Connected Component : 2358
Maximum Edges in a Connected Component : 8814
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.70443
Graph Density : 0.000419999068550453
Modularity : 0.430212
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 3,765 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, 31 March 2022 at 03:06 UTC.

The requested start date was Thursday, 31 March 2022 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 13-day, 22-hour, 8-minute period from Thursday, 17 March 2022 at 00:01 UTC to Wednesday, 30 March 2022 at 22:09 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:
[90] https://raspberryshake.org
[22] https://regionalsprache.de/
[15] https://www.cambridge.org/core/journals/journal-of-the-marine-biological-association-of-the-united-kingdom/article/bayesian-occupancy-modelling-of-benthic-crustacea-and-the-recovery-of-the-european-spiny-lobster-palinurus-elephas/2815B3FB66A7F27F43531D6D9C501972
[14] https://zenodo.org/record/6034585#.YhZYFZPMId6
[11] https://www.heise.de/news/Wettervorhersage-verbessern-ESA-wirbt-fuer-Installation-von-Forschungs-App-6611374.html
[10] https://rri-tools.eu/en/-/reflection-tool-for-institutional-changes-in-citizen-science
[8] https://wettermelden.at/
[8] https://www.printables.com/de/model/127740-ultimate-laboratory-bench-organizer
[7] https://iseahorse.org/
[7] https://4vultures.org/blog/international-observation-days-2021-bearded-vulture-population-estimates-and-more-insights/

Top URLs in Tweet in G1:
[14] https://zenodo.org/record/6034585#.YhZYFZPMId6
[10] https://rri-tools.eu/en/-/reflection-tool-for-institutional-changes-in-citizen-science
[6] https://docs.google.com/forms/d/e/1FAIpQLSdegzBKY8l5TZQPoPQ5FvY-pwRAJoqA0KoY0mF7bRl1qLFuyw/viewform?usp=send_form
[6] https://us02web.zoom.us/webinar/register/WN_VJ1MPprsSgikW-Ee_BvBfA
[5] https://scistarter.org/epollution
[5] https://www.wired.co.uk/article/citizen-science-water-safecast
[5] https://www.eventbrite.co.uk/e/citizen-science-and-ethnobotany-tickets-275650928347
[5] https://forms.office.com/Pages/ResponsePage.aspx?id=Cokv0QqVgEaMp1o28Iic053pvdWRE3lJjOIfp6w5BzRUNVg1Q1Q0SzFHN05WWVJKR0hDR0hJR09ONC4u
[5] https://storymaps.arcgis.com/stories/b98dfae1e9b04ce8aa944b1cfd105ed6
[4] https://scistarter.org/the-redbud-phenology-project

Top URLs in Tweet in G2:
[22] https://regionalsprache.de/
[8] https://wettermelden.at/
[5] https://www.buergerschaffenwissen.de/veranstaltungen/forum-citizen-science-2022
[4] https://www.buergerschaffenwissen.de/citizen-science/veranstaltungen/online-format-mittagspause-mit-buerger-schaffen-wissen
[4] https://gruss-und-kuss.ulb.tu-darmstadt.de/2022/03/25/liebesbriefe-aus-dem-krieg-generationsubergreifend-und-aktuell/
[3] https://www.citizen-science.at/projekte/zeit-shift
[3] https://de.wikiversity.org/wiki/Kurs:CodingDaVinciOst3
[2] https://de.wikiversity.org/wiki/Kurs:Digitale_Mittagspause_(mitforschen_2022)
[2] https://twitter.com/wissimdialog/status/1508417737495826438
[2] https://twitter.com/pwa_zurich/status/1503714349143236613

Top URLs in Tweet in G3:
[3] https://twitter.com/CatMorrison18/status/1509086747170418689
[2] https://bou.org.uk/event/citizen-science-and-birds-bouasm22/
[2] https://bou.org.uk/conferences-and-meetings/bouasm22-keynotes/
[2] https://twitter.com/IBIS_journal/status/1502299490295894018
[2] https://royalsocietypublishing.org/doi/10.1098/rsos.211671
[1] https://www.bto.org/our-science/publications/peer-reviewed-papers/extreme-uncertainty-and-unquantifiable-bias-do-not
[1] https://www.bto.org/our-science/projects/breeding-waders-wet-meadows
[1] https://twitter.com/NatureofScot/status/1503294739398991874
[1] https://bto.org/our-science/projects/breeding-waders-wet-meadows
[1] https://www.cuco.group/positions

Top URLs in Tweet in G4:
[90] https://raspberryshake.org
[2] https://stationview.raspberryshake.org/#?event=rs2022ghdoqm
[1] https://stationview.raspberryshake.org/#?event=rs2022fhbhxd
[1] https://stationview.raspberryshake.org/#?event=rs2022fhpzxe
[1] https://stationview.raspberryshake.org/#?event=rs2022fhsimp
[1] https://stationview.raspberryshake.org/#?event=rs2022fibpzx
[1] https://stationview.raspberryshake.org/#?event=rs2022fiolth
[1] https://stationview.raspberryshake.org/#?event=rs2022firbnu
[1] https://stationview.raspberryshake.org/#?event=rs2022fisrtq
[1] https://stationview.raspberryshake.org/#?event=rs2022fivyev

Top URLs in Tweet in G5:
[3] https://www.inaturalist.org/observations/109585278
[2] https://epistemiccuriosity.blog/2022/03/08/sa-inaturalists-february-2022/
[2] https://www.ducks.ca/species/migration-tracker/
[1] https://twitter.com/NBMiddleAg/status/1471521782825955339
[1] https://www.nationalgeographic.org/idea/citizen-science-projects/?platform=Twitter&account=NatGeoEducation&post=6656715622&campaign=Educators&source=ngs-social
[1] https://twitter.com/MozzieMonitors/status/1509089738489139201
[1] https://feroxaustralis.wixsite.com/mysite/post/froggy-february-2022
[1] https://www.inaturalist.org/observations/107801001
[1] https://www.shorturl.at/hEOS0
[1] https://shoutout.wix.com/so/e7N-9w27L?languageTag=en

Top URLs in Tweet in G6:
[2] https://www.theverge.com/2022/3/26/22992890/camaliot-storm-forecast-gps-satellite-tracking-citizen-science
[2] http://skydayproject.org/
[1] https://www.theearthneedslove.com/2022/03/ecological-diversity.html
[1] https://twitter.com/JsciCOM/status/1503724812401012739
[1] https://irishriverproject.com/2022/03/17/how-to-submit-an-aie-for-water-testing-data-on-your-local-river/
[1] https://twitter.com/UCLopenscience/status/1503804378037297163
[1] https://www.bobbrown.org.au/mr_16-22-2022
[1] https://www.inaturalist.org/projects/vumba-and-bunga-forest-nature-reserve?tab=observations
[1] https://www.inaturalist.org/observations?project_id=vumba-and-bunga-forest-nature-reserve&verifiable=any&place_id=any&user_id=jonathan_whitaker
[1] https://www.bruzz.be/curieuzenair#11.79/50.84307/4.44112

Top URLs in Tweet in G7:
[2] https://twitter.com/LacLaurence/status/1508331625674907652
[1] https://www.ceh.ac.uk/our-science/projects/bloomin-algae
[1] https://twitter.com/UKILN/status/1504387387526463490
[1] https://www.lancaster.ac.uk/news/love-your-lake-the-big-windermere-survey-a-call-for-volunteer-citizen-scientists?fbclid=IwAR35yIwwR8bzM6iddeaydeVnBn5Cvcbt0K80g45zOumErAHWhzMSdZRx_w0
[1] https://www.lancaster.ac.uk/news/love-your-lake-the-big-windermere-survey-a-call-for-volunteer-citizen-scientists
[1] https://www.itv.com/news/border/2022-03-24/volunteers-being-recruited-to-survey-windermeres-water
[1] https://www.lancaster.ac.uk/lec/about-us/news/love-your-lake-the-big-windermere-survey-a-call-for-volunteer-citizen-scientists
[1] https://blog.scistarter.org/featured-projects/2022/03/five-spring-tacular-projects-to-get-you-outside-this-season/
[1] https://twitter.com/LancasterUni/status/1503785607675396105
[1] https://scrt.co.uk/events/otter-spotting-volunteer-day/

Top URLs in Tweet in G8:
[5] https://www.cmtedd.act.gov.au/open_government/inform/act_government_media_releases/rattenbury/2021/waterways-report-card-made-possible-by-community-volunteers
[3] https://far-west-nsw.naturemapr.org/sightings/4413112
[2] https://canberra.naturemapr.org/sightings/4428884
[1] https://naturemapr.org/home/mission
[1] https://canberra.naturemapr.org/sightings/4428834
[1] https://canberra.naturemapr.org/sightings/4428482
[1] https://canberra.naturemapr.org/sightings/4429253
[1] https://twitter.com/guardianeco/status/1504374870620008449
[1] https://southern-highlands.naturemapr.org/sightings/4429667
[1] https://canberra.naturemapr.org/sightings/4427547

Top URLs in Tweet in G9:
[6] https://www.gla.ac.uk/researchinstitutes/iii/cvr/engage/publicengagement/engagementwithresearch/whatmakesvirusestick/
[3] https://blogs.ucl.ac.uk/open-access/2022/03/15/bookings-now-open-for-ucl-open-science-conference-2022/
[2] https://www.mdpi.com/2504-446X/6/3/75
[2] https://phys.org/news/2022-03-birds-eggs-earlier-climate-blame.html
[2] http://historia.uw.edu.pl/cultural-heritage-geodata/
[1] https://twitter.com/UCLopenscience/status/1508346652066725893
[1] https://twitter.com/nature_trackers/status/1506081281834364930
[1] https://www.iflscience.com/plants-and-animals/sharkspotting-drone-warning-app-reveals-surprising-marine-wildlife-behaviours/
[1] https://www.isntd.org/isntd-festival
[1] https://www.tcv.org.uk/scotland/discover/citizen-science/hogwatch-scotland/

Top URLs in Tweet in G10:
[3] https://www.mygreenpod.com/articles/the-big-plastic-count/
[2] https://www.theguardian.com/environment/2022/mar/21/microplastics-found-deep-underground-in-uk-waters
[2] https://weswimwild.org/microplastics-1
[1] https://www.linkedin.com/feed/update/urn:li:share:6913917184897421312
[1] https://www.dorsetcoasthaveyoursay.co.uk/the-litter-free-dorset-challenge
[1] https://iho.int/en/what-is-progress-with-crowd-sourced-depth-data-around-the-world
[1] https://onlinelibrary.wiley.com/doi/10.1002/gdj3.157
[1] https://www.metoffice.gov.uk/about-us/press-office/news/weather-and-climate/2022/rescued-victorian-rainfall-data-released
[1] https://twitter.com/ed_hawkins/status/1507306701816532994
[1] http://100climateconversations.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[260] twitter.com
[180] raspberryshake.org
[37] scistarter.org
[33] naturemapr.org
[28] co.uk
[22] regionalsprache.de
[21] ac.uk
[19] org.uk
[16] zenodo.org
[15] cambridge.org

Top Domains in Tweet in G1:
[42] twitter.com
[30] scistarter.org
[14] zenodo.org
[12] co.uk
[11] rri-tools.eu
[8] google.com
[8] cstrack.eu
[6] zoom.us
[5] citizenscience.org
[5] youtube.com

Top Domains in Tweet in G2:
[27] twitter.com
[22] regionalsprache.de
[12] buergerschaffenwissen.de
[12] spotteron.net
[9] citizen-science.at
[9] wettermelden.at
[8] zentrumfuercitizenscience.at
[5] wikiversity.org
[5] uzh.ch
[4] apa.at

Top Domains in Tweet in G3:
[14] twitter.com
[4] org.uk
[3] bto.org
[2] royalsocietypublishing.org
[2] wiley.com
[1] cuco.group
[1] zooniverse.org
[1] pnas.org
[1] thebirdemergency.com

Top Domains in Tweet in G4:
[180] raspberryshake.org
[1] arstechnica.com
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G5:
[7] twitter.com
[7] inaturalist.org
[2] nationalgeographic.org
[2] wix.com
[2] epistemiccuriosity.blog
[2] ducks.ca
[1] wixsite.com
[1] shorturl.at
[1] bit.ly
[1] greatsouthernbioblitz.org

Top Domains in Tweet in G6:
[27] twitter.com
[4] instagram.com
[3] labmanager.com
[2] inaturalist.org
[2] co.uk
[2] theverge.com
[2] nasa.gov
[2] skydayproject.org
[1] theearthneedslove.com
[1] irishriverproject.com

Top Domains in Tweet in G7:
[7] twitter.com
[4] ac.uk
[1] itv.com
[1] scistarter.org
[1] co.uk

Top Domains in Tweet in G8:
[28] naturemapr.org
[5] gov.au
[2] com.au
[1] twitter.com
[1] discovermagazine.com
[1] facebook.com
[1] org.au
[1] theguardian.com

Top Domains in Tweet in G9:
[9] ac.uk
[5] twitter.com
[2] mdpi.com
[2] isntd.org
[2] phys.org
[2] edu.pl
[1] iflscience.com
[1] org.uk
[1] jobylon.com
[1] podbean.com

Top Domains in Tweet in G10:
[3] mygreenpod.com
[2] theguardian.com
[2] weswimwild.org
[1] linkedin.com
[1] co.uk
[1] iho.int
[1] wiley.com
[1] gov.uk
[1] twitter.com
[1] 100climateconversations.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3403] citizenscience
[692] pm10
[681] airpollution
[671] fijnstof
[669] pm2
[669] waalre
[669] luftdaten
[628] earthquake
[167] raspberryshake
[110] rri



Top Hashtags in Tweet in G1:
[459] citizenscience
[104] rri
[39] citsci
[30] h2020
[28] openscience
[25] research
[21] bioscience
[14] citscimonth
[13] workshop
[12] rriexplained

Top Hashtags in Tweet in G2:
[312] citizenscience
[43] openscience
[21] lübeck
[16] euresearcharea
[16] researchimpacteu
[14] workshop
[14] datenspende
[13] citsci
[13] msca
[12] h2020

Top Hashtags in Tweet in G3:
[109] citizenscience
[50] ornithology
[20] bouasm22
[20] citsci
[8] birdringing
[6] natureofscotland
[6] birds
[5] vsas
[4] seabirds
[4] biodiversity

Top Hashtags in Tweet in G4:
[621] earthquake
[231] citizenscience
[163] raspberryshake
[90] seismograph
[78] japan
[71] shakenet
[47] scottish
[44] taiwan
[42] kumejima
[35] scotland

Top Hashtags in Tweet in G5:
[93] citizenscience
[11] mosquito
[11] mozziemonth
[10] biodiversity
[4] nsta
[4] stem
[4] nsta22
[4] education
[4] girlscouts
[4] aacs

Top Hashtags in Tweet in G6:
[98] citizenscience
[3] conservation
[3] nature
[3] wildlife
[2] invasivespecies
[2] citsci
[2] volunteer
[2] marineranger
[2] worldsealday
[2] worldmeteorologicalday

Top Hashtags in Tweet in G7:
[67] citizenscience
[28] bloominalgae
[16] windermere
[10] worldwaterday
[7] mussel
[3] cyanobacteria
[3] freshwatermussels
[3] loveyourlake
[2] cheshire
[2] priorityhabitats

Top Hashtags in Tweet in G8:
[41] citizenscience
[25] naturemapr
[13] biodiversity
[4] birdwatching
[4] canberra
[2] volunteering
[2] climate
[1] nationaleucalyptday
[1] orchid
[1] insect

Top Hashtags in Tweet in G9:
[48] citizenscience
[20] scicomm
[11] publicengagement
[10] shark
[10] drone
[8] stickersandstamps
[7] beatntds
[6] tick
[6] tasmania
[6] education

Top Hashtags in Tweet in G10:
[41] citizenscience
[31] beachcleanup
[21] plasticpunch
[12] sdgs
[10] bethechange
[10] bluecarbon
[7] ocean
[5] data
[5] climateaction
[3] justdone

Top Words
Top Words in Tweet in Entire Graph:
[3403] #citizenscience
[2440] m3
[2398] level
[1512] dust
[1082] ugr
[903] 20
[898] wind
[891] temperature
[890] direction
[733] above

Top Words in Tweet in G1:
[459] #citizenscience
[149] science
[132] citizen
[104] #rri
[91] project
[79] stepchangeeu
[70] resbios
[68] more
[63] event
[61] join

Top Words in Tweet in G2:
[312] #citizenscience
[100] projekt
[96] die
[65] mitforschen
[49] heute
[43] geht
[43] #openscience
[34] science
[33] co
[33] hanse

Top Words in Tweet in G3:
[109] #citizenscience
[77] survey
[73] expand
[73] coverage
[73] last
[73] year's
[73] breeding
[73] waders
[73] wet
[73] meadows

Top Words in Tweet in G4:
[620] #earthquake
[532] raspishake
[507] 03
[492] 2022
[451] network
[412] preliminary
[412] utc
[404] m5
[321] raspishakeq
[231] #citizenscience

Top Words in Tweet in G5:
[93] #citizenscience
[50] inaturalist
[33] mozziemonitors
[27] great
[23] kiphottman
[21] larissabrazsous
[19] april
[19] learn
[19] join
[18] debristracker

Top Words in Tweet in G6:
[98] #citizenscience
[11] project
[10] weather
[8] today
[8] more
[8] water
[7] help
[7] science
[6] monitor
[6] monitoring

Top Words in Tweet in G7:
[67] #citizenscience
[37] freshwaterbio
[31] app
[30] project
[28] #bloominalgae
[27] blooms
[24] rising
[24] value
[24] highlighted
[24] past

Top Words in Tweet in G8:
[93] sighting
[90] nature
[89] map
[66] naturemapr
[62] canberra
[59] featured
[53] nsw
[41] #citizenscience
[36] glossy
[36] black

Top Words in Tweet in G9:
[48] #citizenscience
[20] #scicomm
[17] research
[15] project
[11] involved
[11] #publicengagement
[11] isntd_press
[10] paper
[10] #shark
[10] #drone

Top Words in Tweet in G10:
[41] #citizenscience
[31] #beachcleanup
[27] plasticpunchgh
[21] #plasticpunch
[18] thanks
[14] turtle
[14] more
[14] excited
[13] nesting
[13] challenge

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1506] dust,level
[1082] ugr,m3
[889] m3,temperature
[889] wind,direction
[730] 20,ugr
[692] level,#pm10
[669] m3,dust
[669] level,#pm2
[669] m3,#fijnstof
[669] #fijnstof,#airpollution

Top Word Pairs in Tweet in G1:
[111] citizen,science
[41] theory,practice
[39] special,collection
[38] miss,chance
[38] chance,submit
[38] submit,abstract
[38] science,theory
[38] practice,special
[33] #rri,#citizenscience
[32] abstract,citsciassoc

Top Word Pairs in Tweet in G2:
[76] #citizenscience,projekt
[32] hanse,quellen
[32] quellen,lesen
[28] #openscience,#citizenscience
[22] geht,die
[22] seit,heute
[22] heute,steht
[22] steht,neues
[22] neues,transliterations
[22] transliterations,tool

Top Word Pairs in Tweet in G3:
[73] expand,coverage
[73] coverage,last
[73] last,year's
[73] year's,breeding
[73] breeding,waders
[73] waders,wet
[73] wet,meadows
[73] meadows,survey
[73] survey,include
[73] include,areas

Top Word Pairs in Tweet in G4:
[492] 2022,03
[393] utc,raspishake
[356] m5,#earthquake
[353] preliminary,m5
[325] raspishake,network
[321] raspishakeq,preliminary
[224] network,join
[116] #raspberryshake,#citizenscience
[110] #earthquake,recorded
[108] recorded,#raspberryshake

Top Word Pairs in Tweet in G5:
[14] #citizenscience,month
[13] natgeoeducation's,maryeford
[13] maryeford,ebtsoyp's
[13] ebtsoyp's,scijesse
[13] scijesse,shared
[13] shared,amazing
[13] amazing,ways
[13] ways,ss
[13] ss,ts
[13] ts,engage

Top Word Pairs in Tweet in G6:
[4] #citizenscience,project
[3] help,improve
[3] improve,weather
[3] monitor,local
[3] science,project
[3] citizen,science
[2] great,way
[2] today,#worldmeteorologicalday
[2] #worldmeteorologicalday,focus
[2] focus,early

Top Word Pairs in Tweet in G7:
[28] #bloominalgae,app
[24] blooms,rising
[24] rising,value
[24] value,#citizenscience
[24] #citizenscience,highlighted
[24] highlighted,past
[24] past,week
[24] week,several
[24] several,#bloominalgae
[24] app,records

Top Word Pairs in Tweet in G8:
[86] nature,map
[61] canberra,nature
[59] map,featured
[59] featured,sighting
[38] naturemapr,canberra
[36] glossy,black
[34] sighting,glossy
[34] black,cockatoo
[34] cockatoo,calyptorhynchus
[34] calyptorhynchus,lathami

Top Word Pairs in Tweet in G9:
[13] #scicomm,#citizenscience
[11] #publicengagement,#citizenscience
[8] latest,drone
[8] drone,paper
[8] paper,iflscience
[8] iflscience,#shark
[8] #shark,spotting
[8] spotting,#drone
[8] #drone,warning
[8] warning,app

Top Word Pairs in Tweet in G10:
[16] #plasticpunch,#beachcleanup
[13] turtle,nesting
[10] #sdgs,#bethechange
[10] excited,one
[10] one,australia's
[10] australia's,leaders
[10] leaders,addressing
[10] addressing,climate
[10] climate,challenge
[10] challenge,talk

Top Replied-To
Top Replied-To in Entire Graph:
@raspishake
@cairneypaul
@outdooredcoll
@camaliot1
@albrechtpallas
@lastquake
@swkreed
@britgeosurvey
@annahenschel
@reedtimmeraccu

Top Replied-To in G1:
@icmcsic
@camaliot1
@rritools
@tide_upf
@rosaariasalv
@mbrenes1
@sydney_uni
@reinforceeu

Top Replied-To in G2:
@cairneypaul
@albrechtpallas
@annahenschel
@mitforschen
@anaesthesija
@iiasavienna
@siobhanleachman
@3beiszeit

Top Replied-To in G3:
@costasgarden
@plantsgrowhere
@ladyofcygnets
@_bto
@webs_uk

Top Replied-To in G4:
@raspishake
@lastquake
@britgeosurvey

Top Replied-To in G5:
@outdooredcoll
@larissabrazsous
@curiosity_films

Top Replied-To in G7:
@beckl76388162

Top Replied-To in G9:
@drbillgladstone

Top Mentioned
Top Mentioned in Entire Graph:
@raspishake
@raspishakeq
@aalst_waalre
@naturemapr
@stepchangeeu
@resbios
@gmrpetricca
@mitforschen
@birdjoetweets
@eucitsci

Top Mentioned in G1:
@stepchangeeu
@resbios
@eucitsci
@citsciassoc
@dilekfraisl1
@cstrackproject
@time4cs
@sciencefchange
@reinforceeu
@scistarter

Top Mentioned in G2:
@mitforschen
@fgho_eu
@spotteron
@regionalsprache
@jeb_140
@wissimdialog
@zbzuerich
@adwmainz
@annabehrend
@csaustria

Top Mentioned in G3:
@birdjoetweets
@_bto
@rspbscience
@catmorrison18
@ellingbry
@ibis_journal
@r
@eco_flyway
@jncc_ukseabirds
@jengill3

Top Mentioned in G4:
@raspishake
@raspishakeq
@gmrpetricca
@matplotlib
@marcdgodfrey
@rasp
@raspi
@arstechnica
@dralkatrip
@alansheehan18

Top Mentioned in G5:
@inaturalist
@mozziemonitors
@kiphottman
@larissabrazsous
@debristracker
@natgeoeducation
@maryeford
@ebtsoyp
@scijesse
@stephen_fricker

Top Mentioned in G6:

Top Mentioned in G7:
@freshwaterbio
@laclaurence
@riverflies
@windsciencefest
@lancsunilec
@envagency
@uk_ceh
@bensurridge
@lifer4everkent
@itvborder

Top Mentioned in G8:
@naturemapr
@citscioz
@lovenature321
@birdlifeoz
@seasnakeblanche
@shanerattenbury
@guardianeco
@environplan
@parrotoftheday
@ace_frawley

Top Mentioned in G9:
@isntd_press
@vanessapirotta
@iflscience
@kristinhenry
@ottercivet
@helenshield
@parasitexstitch
@ucl
@mercygloriaa1
@jtumusiime90

Top Mentioned in G10:
@plasticpunchgh
@mdm_palacios
@rmuofficial
@perc_ott
@sierraclubon
@its_drmac
@pintofscienceau
@dizenkoplusgh
@litterfreedrst
@ed_hawkins

Top Tweeters
Top Tweeters in Entire Graph:
@_redfrog
@glasgow_watch
@jfsebastian146
@scheerenberger
@sallyrmelb
@raivoonet
@tighnacoille
@fisheliciousuk
@ml_tweet_bot
@blackphysicists

Top Tweeters in G1:
@anselmonadir
@sdreyse
@billellson
@may_gun
@libe
@pythonroboto
@_open_science_
@teoriantropolog
@thartman2u
@wireduk

Top Tweeters in G2:
@raivoonet
@halleverkehrt
@leafwarbler
@chabis_ch
@yvebiskupska
@v_i_o_l_a
@tabularius
@cantavest
@openscitalk
@fdmhildesheim

Top Tweeters in G3:
@johnhar45782426
@miguelmcminn
@amcell
@hartshill18hay1
@wyliehorn
@norfolkbea
@danirabaiotti
@dcentifolia
@lophophanes
@_polinard

Top Tweeters in G4:
@_redfrog
@mahanthanut
@oma_oma_1
@die_primel
@volcanowatching
@x2k01
@mtue2551
@taniguchibob
@bbcscotlandnews
@carlos_tmk

Top Tweeters in G5:
@sallyrmelb
@google
@lukllorenatm
@jeffmneale
@sondrawomen
@siobhanleachman
@_duck_tweeting
@rk_ct
@the_pokie_god
@mozziebites

Top Tweeters in G6:
@jimmyroybloom
@sciseekfeed
@eastreadingcom
@madhavanpallan
@religionprof
@researchbuzz
@cloudscreek
@biteszhq
@thomsok
@eiserfeldwolf

Top Tweeters in G7:
@unitedutilities
@brathay
@itvborder
@envagency
@zarahpattison
@lancasteruni
@yorkshirewater
@naturalengland
@envagencyyne
@riverchess

Top Tweeters in G8:
@jrehnj
@mariecolemanao
@lizdolphinfluff
@aitch_el
@dianetoucan
@biotopegarden
@mmmukalla
@krazykitkatm
@stringy32
@mnxmoosi

Top Tweeters in G9:
@education_24x7
@deepgreendesign
@intrinsicworld
@b0tsci
@bob_gamedev
@arealhumanname1
@p5tbot1
@kathimmel
@scicommbot
@kristinhenry

Top Tweeters in G10:
@eco1start
@teejay63
@metoffice
@melbourne_7
@giovanicaleb
@vogels4
@plasticsimpact
@bbcr4today
@owenboswarva
@seetheairbot


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