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citizenscience_2020-03-25_19-32-36.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 26, 2020
Short Description:
citizenscience via NodeXL https://bit.ly/2UA760E
@scistarter
@citscimonth
@the_zooniverse
@jdaviesheritage
@foldit
@jillfnugent
@usgs
@inaturalist
@citscioz
@penguin_watch

Top hashtags:
#citizenscience
#coronavirus
#covid19
#earthquake
#citsci
#penguins
#positive

Description:
Description
The graph represents a network of 4,236 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, 26 March 2020 at 02:34 UTC.

The requested start date was Thursday, 26 March 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 10-day, 0-hour, 6-minute period from Sunday, 15 March 2020 at 03:02 UTC to Wednesday, 25 March 2020 at 03:08 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 : 4236
Unique Edges : 6075
Edges With Duplicates : 1663
Total Edges : 7738
Number of Edge Types : 4
MentionsInRetweet : 5318
Mentions : 1635
Tweet : 673
Replies to : 112
Self-Loops : 673
Reciprocated Vertex Pair Ratio : 0.0461460446247465
Reciprocated Edge Ratio : 0.088221037324285
Connected Components : 361
Single-Vertex Connected Components : 144
Maximum Vertices in a Connected Component : 2976
Maximum Edges in a Connected Component : 6099
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.369422
Graph Density : 0.000344993662016582
Modularity : 0.695199
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 4,236 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, 26 March 2020 at 02:34 UTC.

The requested start date was Thursday, 26 March 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 10-day, 0-hour, 6-minute period from Sunday, 15 March 2020 at 03:02 UTC to Wednesday, 25 March 2020 at 03:08 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:
[97] http://fold.it/portal/
[42] https://languagearc.org/
[34] http://jellywatch.org
[27] https://fold.it/portal/node/2008926
[22] https://shop.raspberryshake.org/
[19] http://stations.fcub.io
[18] https://www.inaturalist.org/observations
[17] https://beta.nsf.gov/science-matters/seven-nsf-supported-stem-resources-are-perfect-home-learning
[13] https://www.zooniverse.org/
[12] https://blog.scistarter.com/2020/03/citizen-science-month-updates-for-event-organizers/

Top URLs in Tweet in G1:
[17] https://beta.nsf.gov/science-matters/seven-nsf-supported-stem-resources-are-perfect-home-learning
[11] https://www.scistarter.org/
[11] https://blog.scistarter.com/2020/03/citizen-science-month-updates-for-event-organizers/
[10] https://citizenscience.member365.com/public/event/details/f58dec18dd0d9a1b8c436acccee1a899598e87f7/1
[10] https://scistarter.org/finder?filters=1
[8] https://www.thereporter.com/2020/03/19/dixon-science-teacher-offers-virtual-science-lessons/?utm_source=facebook.com&utm_medium=social&utm_campaign=socialflow&utm_content=fb-thereporter&fbclid=IwAR0hyyQ0lgRaJnaTIB7Slx4KTx4YXMz6p_FKi884E6cveknR9dJK89lZv-Q
[7] https://scistarter.org/library-kits
[7] https://scistarter.org/library-resources
[7] https://citizenscience.org.au/2020/03/21/citizen-science-and-covid-19/
[6] https://scistarter.org/citizensciencemonth

Top URLs in Tweet in G2:
[94] http://fold.it/portal/
[26] https://fold.it/portal/node/2008926
[4] https://www.fastcompany.com/90470524/how-scientists-are-crowdsourcing-a-coronavirus-vaccine
[3] https://singularityhub.com/2020/03/15/coronavirus-seven-ways-collective-intelligence-is-tackling-the-pandemic/
[1] https://www.youtube.com/watch?v=CzSCkJ0w4Dk&feature=youtu.be

[1] https://twitter.com/globalnewsto/status/1237007730931576832
[1] https://twitter.com/DodgersNation/status/1241428926469001216
[1] https://onezero.medium.com/the-community-labs-built-on-silicon-valleys-junk-d9dd788878dc
[1] https://fold.it/
[1] https://www.freethink.com/articles/coronavirus-antiviral-medications

Top URLs in Tweet in G3:
[7] https://login.zooniverse.org/login?service=https%3A%2F%2Fwww.zooniverse.org%2F&gateway=true
[6] http://www.chimpandsee.org/
[5] https://www.zooniverse.org/projects/penguintom79/seabirdwatch/about/research
[2] http://chimpandsee.blogspot.com/2020/02/the-very-best-of-2019.html
[2] https://www.zooniverse.org/projects/penguintom79/seabirdwatch
[2] https://science.nasa.gov/citizenscience/news/registration-for-the-astronomers-without-borders-asteroid-search-campaign
[2] https://login.zooniverse.org/login?service=https%3A%2F%2Fwww.zooniverse.org%2Fprojects&gateway=true
[1] https://www.wildlabs.net/resources/projects/enter-zooniverse-try-citizen-science-yourself
[1] https://twitter.com/penguin_watch/status/1240957619092762625
[1] https://twitter.com/WILDLABSNET/status/1242542522120970243

Top URLs in Tweet in G4:
[4] https://www.insignia-bee.eu/
[3] https://twitter.com/StampaCnr/status/1241383820005441538
[2] https://twitter.com/rivm/status/1239929491629191180
[2] https://twitter.com/Jessica_Schaus/status/1240629523852517376
[2] http://mping.nssl.noaa.gov
[2] https://sites.google.com/view/scienzasulbalcone
[2] https://foldingathome.org/2020/03/15/coronavirus-what-were-doing-and-how-you-can-help-in-simple-terms/
[2] https://www.facebook.com/animal.demography.unit/photos/a.264976170247321/2780919351986311/?type=3
[1] https://www.citizenscience.gov/about/
[1] https://www.britishscienceweek.org/plan-your-activities/citizen-science/

Top URLs in Tweet in G5:
[15] https://www.inaturalist.org/observations
[2] https://thebastion.co.in/politics-and/environment/citizen-science-data-of-the-people-by-the-people-for-the-people/
[1] https://www.youtube.com/watch?v=28MWPNmdiVY

[1] https://www.inaturalist.org/observations/37951427
[1] https://twitter.com/indfnsofplnts/status/1239349104389611527
[1] https://www.inaturalist.org/blog/22029-inat-photos-used-to-study-correlation-between-dragonfly-wing-coloration-and-temperature
[1] https://twitter.com/aztekium/status/1240761504535924737
[1] https://twitter.com/growobservatory/status/1242021057407655937
[1] https://www.youtube.com/watch?v=19Sdh57ckpQ&feature=youtu.be

[1] https://twitter.com/_thebastion_/status/1239434091583254528

Top URLs in Tweet in G6:
[22] https://shop.raspberryshake.org/
[2] https://raspberryshake.org
[1] https://raspberryshake.net/eqview/#?event=rs2020fykpug
[1] https://raspberryshake.net/eqview/#?event=rs2020fhrtxv
[1] https://raspberryshake.net/eqview/#?event=rs2020finibe
[1] https://raspberryshake.net/eqview/#?event=rs2020fhzfeq
[1] https://raspberryshake.net/eqview/#?event=rs2020fkrjnr
[1] https://raspberryshake.net/eqview/#?event=rs2020flpinb
[1] https://raspberryshake.net/eqview/#?event=rs2020flpivb
[1] https://raspberryshake.net/eqview/#?event=rs2020fmjcdz

Top URLs in Tweet in G7:
[2] https://volunteer.ala.org.au/project/index/70531547
[1] https://volunteer.ala.org.au/project/index/68085857
[1] https://auth.ala.org.au/cas/login?service=https%3A%2F%2Fvolunteer.ala.org.au%2Fproject%2Flist%3Fq%3Dedinburgh
[1] https://www.inaturalist.org/observations
[1] https://twitter.com/RBGE_Herbarium/status/1240691524653871105

Top URLs in Tweet in G8:
[5] https://sachsen.digital/
[4] https://saxorum.de/
[2] https://europeana.transcribathon.eu/runs/europeana1989/
[1] https://europeana.transcribathon.eu/documents/
[1] https://twitter.com/saxorum/status/1241807637727019009
[1] https://twitter.com/saxorum/status/1239240975639289859
[1] https://sammlungen.museumsstiftung.de/findmittel/
[1] http://www.bullinger-digital.ch
[1] https://twitter.com/museumordinary/status/1240332896386375680
[1] https://twitter.com/Jonno1971/status/1242190071144632320

Top URLs in Tweet in G9:
[2] https://twitter.com/penguin_watch/status/1240957619092762625
[1] https://tiny.cc/vr0tlz
[1] https://twitter.com/animal__alice/status/1242403677576605696
[1] https://www.penguinwatch.org/
[1] https://twitter.com/the_zooniverse/status/1242100121090830337
[1] https://www.zooniverse.org/projects/penguintom79/penguin-watch

Top URLs in Tweet in G10:
[2] https://twitter.com/PegKeiner/status/1238880129834799104
[2] http://www.exploringbytheseat.com/event/coronavirus-cant-stop-virtual-classroom/?fbclid=IwAR3mzFW3h6XxYwNcESTxpzLTHga1oTtaEfNZXVw9dZGvqRlOclQiJPBtje8
[1] https://www.nationalgeographic.org/activity/backyard-bioblitz/
[1] https://www.nationalgeographic.org/education/classroom-resources/learn-at-home/
[1] https://www.youtube.com/watch?v=r5jv5fmnRq8&feature=youtu.be

[1] https://www.sas.org.uk/citizenscience/
[1] https://www.surveymonkey.co.uk/r/76KPTGM
[1] https://observer.globe.gov/
[1] https://www.youtube.com/playlist?list=PLNHXWi5RDI8t8FrtTlh8HNoJq3p1-XQ-E

[1] https://citizenscience.member365.com/public/event/details/f58dec18dd0d9a1b8c436acccee1a899598e87f7/1

Top Domains
Top Domains in Tweet in Entire Graph:
[323] twitter.com
[129] fold.it
[76] zooniverse.org
[68] scistarter.org
[42] languagearc.org
[41] youtube.com
[35] jellywatch.org
[27] citizenscience.dk
[25] raspberryshake.org
[25] raspberryshake.net

Top Domains in Tweet in G1:
[106] twitter.com
[65] scistarter.org
[17] nsf.gov
[12] thereporter.com
[12] scistarter.com
[12] org.au
[10] member365.com
[6] nytimes.com
[6] google.com
[6] zooniverse.org

Top Domains in Tweet in G2:
[121] fold.it
[5] fastcompany.com
[3] twitter.com
[3] singularityhub.com
[2] youtube.com
[2] medium.com
[2] boincusa.com
[1] freethink.com

Top Domains in Tweet in G3:
[23] zooniverse.org
[6] twitter.com
[6] chimpandsee.org
[2] blogspot.com
[2] nasa.gov
[1] wildlabs.net
[1] phys.org
[1] informz.net
[1] fold.it
[1] biomedcentral.com

Top Domains in Tweet in G4:
[52] twitter.com
[27] citizenscience.dk
[6] facebook.com
[6] instagram.com
[5] insignia-bee.eu
[4] citizenscience.gov
[3] nasa.gov
[3] linkedin.com
[3] noaa.gov
[3] t.co

Top Domains in Tweet in G5:
[17] inaturalist.org
[7] twitter.com
[2] youtube.com
[2] co.in
[1] flusurvey.net
[1] cornell.edu
[1] eventbrite.ca

Top Domains in Tweet in G6:
[25] raspberryshake.org
[25] raspberryshake.net
[2] youtube.com

Top Domains in Tweet in G7:
[4] org.au
[1] inaturalist.org
[1] twitter.com

Top Domains in Tweet in G8:
[11] twitter.com
[5] sachsen.digital
[4] saxorum.de
[3] transcribathon.eu
[2] hypotheses.org
[2] zooniverse.org
[1] museumsstiftung.de
[1] bullinger-digital.ch
[1] iedereenwetenschapper.be
[1] org.uk

Top Domains in Tweet in G9:
[4] twitter.com
[1] tiny.cc
[1] penguinwatch.org
[1] zooniverse.org

Top Domains in Tweet in G10:
[4] twitter.com
[3] youtube.com
[2] nationalgeographic.org
[2] exploringbytheseat.com
[1] org.uk
[1] co.uk
[1] globe.gov
[1] member365.com
[1] penguinmap.com
[1] budburst.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2697] citizenscience
[387] coronavirus
[302] covid19
[193] earthquake
[191] citsci
[98] penguins
[96] positive
[82] science
[82] scienzasulbalcone
[77] citscimonth



Top Hashtags in Tweet in G1:
[872] citizenscience
[154] citsci
[104] covid19
[75] citscimonth
[61] coronavirus
[33] inaturalist
[29] socialdistancing
[25] homeschooling
[23] science
[22] communityscience

Top Hashtags in Tweet in G2:
[193] coronavirus
[60] citizenscience
[17] boinc
[15] covid19
[13] covidー19
[6] communitylabs
[6] biotech
[6] startups
[3] covid_19
[2] distributedcomputing

Top Hashtags in Tweet in G3:
[86] citizenscience
[57] coronavirus
[16] citsci
[14] socialdistancing
[11] tech4wildlife
[11] covid19
[10] selfisolation
[7] homeschooling
[5] seabirdwatch
[5] seabirds

Top Hashtags in Tweet in G4:
[170] citizenscience
[20] monitoring
[13] covid19
[13] coronavirus
[7] scienzasulbalcone
[6] science
[4] research
[4] opendata
[4] nature
[4] eupollinators

Top Hashtags in Tweet in G5:
[42] citizenscience
[15] science
[13] beetle
[13] lithuania
[7] biodiversity
[4] ozplant
[4] eucalyptoftheyear
[4] webinar
[4] cienciaciudadana
[4] collaborative

Top Hashtags in Tweet in G6:
[188] earthquake
[60] citizenscience
[39] seismograph
[22] seismic
[15] raspberryshake
[6] severo
[6] kurilislands
[6] tongakermadec
[6] ridge
[6] china

Top Hashtags in Tweet in G7:
[75] citizenscience
[1] digivol
[1] beetle
[1] lithuania
[1] citscimonth
[1] conserve
[1] biodiversity

Top Hashtags in Tweet in G8:
[57] citizenscience
[19] stayinghome
[17] sachsen
[14] landeskunde
[11] landesgeschichte
[11] covid19
[10] crowdsourcing
[9] drawmcgill
[7] transcribe
[6] bibchatde

Top Hashtags in Tweet in G9:
[90] penguins
[88] positive
[10] seabirdwatch
[8] citizenscience
[3] selfisolation
[2] seabird
[2] selfisolating
[2] homelearning
[1] workfromhome
[1] kidsactivities

Top Hashtags in Tweet in G10:
[37] citizenscience
[7] 31daysofcitizenscience
[5] massunwrap
[4] lessplasticplease
[4] coronavirus
[3] coronalearn
[3] remotelearning
[2] teacherstrong
[2] lifeonland
[2] covid19

Top Words
Top Words in Tweet in Entire Graph:
[3143] Words in Sentiment List#1: Positive
[1058] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[106757] Non-categorized Words
[110958] Total Words
[2696] #citizenscience
[668] help
[511] home
[456] project
[448] time

Top Words in Tweet in G1:
[871] #citizenscience
[212] science
[192] home
[183] scistarter
[162] citscimonth
[158] projects
[154] #citsci
[139] help
[130] online
[121] project

Top Words in Tweet in G2:
[196] foldit
[193] #coronavirus
[148] game
[128] against
[128] help
[111] free
[106] try
[103] fight
[88] interactive
[88] run

Top Words in Tweet in G3:
[108] the_zooniverse
[86] #citizenscience
[77] project
[65] research
[57] #coronavirus
[57] researchers
[57] volunteers
[56] attention
[56] benefit
[56] thousands

Top Words in Tweet in G4:
[170] #citizenscience
[24] science
[21] help
[20] #monitoring
[19] hierholzer
[19] weiher
[19] ph
[19] wert
[19] hoch
[19] liegt

Top Words in Tweet in G5:
[80] inaturalist
[42] #citizenscience
[21] app
[19] observations
[19] time
[19] use
[19] backyard
[18] inat
[18] check
[18] day

Top Words in Tweet in G6:
[189] 03
[188] #earthquake
[180] time
[179] preliminary
[179] 2020
[179] utc
[178] raspishake
[167] magnitude
[160] raspishakeq
[132] 22

Top Words in Tweet in G7:
[94] many
[75] #citizenscience
[72] join
[70] people
[70] self
[70] isolating
[70] great
[70] online
[69] rbge_herbarium
[69] opportunities

Top Words in Tweet in G8:
[57] #citizenscience
[43] transcribathon
[35] join
[31] digital
[27] race
[27] something
[21] enrich
[21] staatsarchiv_zh
[21] projects
[20] virtually

Top Words in Tweet in G9:
[97] penguin_watch
[93] tag
[91] scientists
[90] #penguins
[89] self
[89] isolating
[89] photos
[88] need
[88] #positive
[88] distraction

Top Words in Tweet in G10:
[59] natgeoeducation
[42] home
[37] #citizenscience
[27] scientists
[26] transform
[26] family
[26] team
[26] bioblitz
[26] count
[26] plants

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[210] self,isolating
[194] #citizenscience,projects
[179] 2020,03
[179] utc,time
[174] time,raspishake
[167] preliminary,magnitude
[167] magnitude,#earthquake
[154] raspishakeq,preliminary
[140] citizen,science
[122] 03,18

Top Word Pairs in Tweet in G1:
[75] #citizenscience,projects
[74] citizen,science
[42] #citizenscience,project
[39] earthecho,water
[36] stuck,home
[32] #citizenscience,#citsci
[30] water,challenge
[28] science,projects
[27] covid,19
[26] ideas,session

Top Word Pairs in Tweet in G2:
[115] against,#coronavirus
[100] fight,against
[88] help,fight
[88] free,interactive
[88] interactive,game
[88] game,run
[87] #coronavirus,try
[87] try,free
[86] foldit,help
[58] puzzle,game

Top Word Pairs in Tweet in G3:
[56] attention,#coronavirus
[56] #coronavirus,researchers
[56] researchers,research
[56] research,project
[56] project,benefit
[56] benefit,thousands
[56] thousands,volunteers
[55] the_zooniverse,attention
[55] volunteers,hel
[15] the_zooniverse,#citizenscience

Top Word Pairs in Tweet in G4:
[19] hierholzer,weiher
[19] weiher,ph
[19] ph,wert
[19] wert,hoch
[19] hoch,liegt
[19] liegt,aktuell
[19] aktuell,00
[19] 00,#monitoring
[19] #monitoring,#citizenscience
[8] more,information

Top Word Pairs in Tweet in G5:
[17] inaturalist,app
[16] use,inaturalist
[15] outside,fieldwork
[15] fieldwork,explore
[15] explore,nearly
[15] nearly,33
[15] 33,million
[15] million,observations
[15] observations,inat
[15] time,little

Top Word Pairs in Tweet in G6:
[179] 2020,03
[179] utc,time
[174] time,raspishake
[167] preliminary,magnitude
[167] magnitude,#earthquake
[154] raspishakeq,preliminary
[122] 03,18
[114] raspishake,#citizenscienc
[113] #earthquake,nearcoastofn
[113] nearcoastofn,california

Top Word Pairs in Tweet in G7:
[70] many,people
[70] people,self
[70] self,isolating
[70] join,#citizenscience
[69] isolating,great
[69] great,opportunities
[69] opportunities,join
[69] #citizenscience,projects
[69] projects,online
[68] rbge_herbarium,many

Top Word Pairs in Tweet in G8:
[19] enrich,europe
[19] europe,digital
[19] digital,heritage
[19] heritage,#stayinghome
[19] #stayinghome,transcribathon
[19] transcribathon,race
[19] race,continues
[19] continues,virtually
[19] virtually,always
[19] always,join

Top Word Pairs in Tweet in G9:
[89] self,isolating
[88] need,#positive
[88] #positive,distraction
[88] distraction,self
[88] isolating,assist
[88] assist,oxford
[88] oxford,scientists
[88] scientists,tag
[88] tag,#penguins
[88] #penguins,awesome

Top Word Pairs in Tweet in G10:
[26] transform,family
[26] family,team
[26] team,scientists
[26] scientists,bioblitz
[26] bioblitz,count
[26] count,plants
[26] plants,animals
[26] animals,living
[26] living,things
[26] things,home

Top Replied-To
Top Replied-To in Entire Graph:
@bibchatde
@_citizenscience
@scistarter
@publicsci_ncsu
@coopsciscoop
@beverleywang
@fox5dc
@cieletespace
@rivm
@dcbega

Top Replied-To in G1:
@publicsci_ncsu
@coopsciscoop
@beverleywang
@_citizenscience
@chnickerson
@daddyd0dd
@citscioz
@plosone
@arieloquent
@scienceetcite

Top Replied-To in G2:
@dodgersnation

Top Replied-To in G3:
@leaving_orbit

Top Replied-To in G5:
@afterschool4all
@mrshopp126
@kappa_kappa
@dailystem
@ccjadallah
@dlcoachalli
@l_tulipifera

Top Replied-To in G6:
@raspishakeq

Top Replied-To in G8:
@bibchatde
@wiebiwetter
@archivportal
@compgende

Top Replied-To in G10:
@natgeoeducation
@kjwyles
@maryeford
@debristracker

Top Mentioned
Top Mentioned in Entire Graph:
@scistarter
@foldit
@raspishake
@citscimonth
@raspishakeq
@the_zooniverse
@inaturalist
@penguin_watch
@eucitsciproject
@rbge_herbarium

Top Mentioned in G1:
@scistarter
@citscimonth
@eucitsciproject
@citsciassoc
@cos4cloud
@coopsciscoop
@earthecho
@citscioz
@scicheer
@_citizenscience

Top Mentioned in G2:
@foldit
@synbiobeta
@rosettaathome
@foldingathome
@boincnetwork
@womensciencerfs
@the_zooniverse
@uwproteindesign
@mrsockrates
@viraiefremova

Top Mentioned in G3:
@the_zooniverse
@adlerplanet
@wildlabsnet
@solomilne
@chimpandsee
@lauren_stanton_
@eucitsci
@britishbirds
@dlf_forschung

Top Mentioned in G4:
@ascconservation

Top Mentioned in G5:
@inaturalist
@jmnorrisisp
@shumpgullion
@team_ebird
@carrieseltzer
@_vaishnavi_r
@citscimonth
@merlinbirdid
@growobservatory
@_thebastion_

Top Mentioned in G6:
@raspishake
@raspishakeq
@stevebcaron
@geophysicsleice
@raspis
@eloeberich
@univienna
@eqinfo_gempa

Top Mentioned in G7:
@rbge_herbarium
@kewscience
@inaturalist
@drslimemold
@amdigivol
@nhm_id
@nhm_london
@e4africa
@ggbc_gu
@elephantkate

Top Mentioned in G8:
@transcribathon
@saxorum
@staatsarchiv_zh
@onslies
@aoibhinn_ni_s
@sl
@europeana1989
@amdigivol
@iedereen_w
@drawmcgill

Top Mentioned in G9:
@penguin_watch
@animal__alice
@quarkexpedition
@czgrainger
@mjessopp74
@seabirders
@oxfordsparks
@oxfordbiology
@wildsidenat
@antarcticht

Top Mentioned in G10:
@natgeoeducation
@maryeford
@pegkeiner
@youtube
@gowangators
@drvickip
@pegk
@jennykaste
@debristracker
@scistarter

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@robre62
@roblwilson
@chidambara09
@threadreaderapp
@evankirstel
@5fec93919a544d3
@dancas2
@fredkiesche
@onahunttoday

Top Tweeters in G1:
@5fec93919a544d3
@lobaoeletrico
@nytimes
@andrewmorrisuk
@net2ayurveda
@cnn
@cptleto
@mardixon
@btkrth
@timewalkproject

Top Tweeters in G2:
@fastcompany
@jpsosa
@dodgersnation
@fiandrawr
@xionyc
@cathcoste
@mogulazam
@lieskillthesoul
@chanvixen
@nailheadparty

Top Tweeters in G3:
@bluebirdtrini
@thecuriousluke
@kateweb
@vrvalicento
@clancynewyork
@lowerformofwit
@flutrackers
@anthropunk
@arachnoidea12
@davecl42

Top Tweeters in G4:
@bsaempp
@nepabuzz1
@jdiannedotson
@spaceref
@zacharysweather
@mightycasey
@infomgmtexec
@religionprof
@watertrends
@charleneteglia

Top Tweeters in G5:
@3wombats
@binderfaith1
@halehawk
@seadogdriftwood
@lockwoodwriter
@imagine_garden
@ursulav
@syzzlyn
@xrisfg
@tweetledee2b

Top Tweeters in G6:
@filafresh
@twright55
@_yvonneburton
@adudefromnowere
@cccp3o
@roket_gal
@mahanthanut
@drmojo1975
@jolissa13
@donnabgood827

Top Tweeters in G7:
@amongstwits
@haggewoods
@brwombat
@bluetenfarbe
@agrobiodiverse
@ghimireab
@patsy_glasgow
@thesem
@saffship
@gothiron

Top Tweeters in G8:
@canadian_errant
@s4xon14
@fotobiene
@iainmacl
@onslies
@psoemers
@therealamz
@jdaviesheritage
@d_herrmann
@bot_twlehrerz

Top Tweeters in G9:
@schmidtlepp
@korallenherz
@jeannettelovesu
@bikinatroll
@musichistorylaw
@xxki_chan
@cobraeldiablo
@hellojed
@andreeatribel
@shirokuchan

Top Tweeters in G10:
@thameswater
@publiclandlvr
@shahselbe
@literallysmash
@natgeoeducation
@aboutrc
@unesco
@mcsuk
@evo_explorer
@scjohnson


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