citizenscience, Twitter, 8/13/2020 7:33:55 AM, 232571


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citizenscience_2020-08-12_20-05-03.xlsx
citizenscience_2020-08-12_20-05-03.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2020
Short Description:
citizenscience via NodeXL https://bit.ly/33RgaV7
@jillfnugent
@citscioz
@inaturalist
@scistarter
@openscitalk
@ecostructure_
@noaaeducation
@cs_sdg2020
@_seasearch
@weincludedorg

Top hashtags:
#citizenscience
#earthquake
#citsci
#sdgs
#covid19
#biodiversity

Description:
Description
The graph represents a network of 3,675 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, 13 August 2020 at 03:13 UTC.

The requested start date was Thursday, 13 August 2020 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, 16-hour, 50-minute period from Thursday, 30 July 2020 at 00:26 UTC to Wednesday, 12 August 2020 at 17:17 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 3675
Unique Edges : 2780
Edges With Duplicates : 7749
Total Edges : 10529
Number of Edge Types : 5
Tweet : 657
Retweet : 3127
MentionsInRetweet : 4662
Mentions : 1977
Replies to : 106
Self-Loops : 680
Reciprocated Vertex Pair Ratio : 0.0603883495145631
Reciprocated Edge Ratio : 0.113898553378502
Connected Components : 373
Single-Vertex Connected Components : 112
Maximum Vertices in a Connected Component : 2281
Maximum Edges in a Connected Component : 7922
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 6.369388
Graph Density : 0.000404460096504579
Modularity : 0.466497
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 3,675 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, 13 August 2020 at 03:13 UTC.

The requested start date was Thursday, 13 August 2020 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, 16-hour, 50-minute period from Thursday, 30 July 2020 at 00:26 UTC to Wednesday, 12 August 2020 at 17:17 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : 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:
[39] https://raspberryshake.org
[32] https://www.youtube.com/biohackingvillage
[32] https://m.twitch.tv/biohackingvillage/profile
[25] https://fcub.fluidware.it/stations
[15] https://www.aanda.org/articles/aa/full_html/2019/03/aa33304-18/aa33304-18.html
[13] https://registrierung-veranstaltung.de/citizen-science-sdg-conference-2020-digital-participation
[13] https://www.facebook.com/events/325075015196728/
[13] https://git.fluidware.it/milanoscaloromana/pm/blob/master/README.md
[13] https://www.frontiersin.org/research-topics/13915/citizen-science-and-social-innovation-mutual-relations-barriers-needs-and-development-factors
[12] https://sciencemediahub.eu/2020/07/29/citizen-science-meets-science-communication/

Top URLs in Tweet in G1:
[12] https://sciencemediahub.eu/2020/07/29/citizen-science-meets-science-communication/
[12] https://registrierung-veranstaltung.de/citizen-science-sdg-conference-2020-digital-participation
[7] https://www.citizen-science.at/blog
[6] https://eu-citizen.science/resource/32
[5] https://landsense.eu/Challenge
[4] https://www.ecsa-conference.eu/infos/registration
[4] https://weave.ly/
[4] https://mailchi.mp/280dfc6f8b11/eu-citizenscience-newsletter-looking-future
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231397
[4] https://sciencecommunicationsheffield.blogspot.com/2020/07/project-plumage-how-sexual-preferences.html

Top URLs in Tweet in G2:
[13] https://www.facebook.com/events/325075015196728/
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231397
[6] https://greatsouthernbiobl.wixsite.com/website/post/6-tips-for-engaging-children-in-citizen-science
[5] https://scistarter.org/investigating-weather-and-climate-online-qa-with-s
[5] https://scistarter.org/calendar
[5] https://scistarter.org/fight-plastic-pollution-qa-with-glendora-public-li
[5] https://blog.scistarter.org/featured-projects/2020/08/back-to-school/
[5] https://www.civilbeat.org/2020/07/how-do-i-teach-my-kids-about-climate-change/
[4] https://scistarter.org/ASU-OLLI-Workshop-inaturalist
[4] https://www.youtube.com/watch?v=FDCj53y0Yqo&feature=youtu.be


Top URLs in Tweet in G3:
[4] https://arxiv.org/abs/2007.15735
[3] https://observer.globe.gov/do-globe-observer/challenges/community-cloud-challenge-2020
[2] https://www.youtube.com/watch?v=_5yvPEUpPiY&feature=youtu.be

[1] https://twitter.com/JAAVSO/status/1293568104581206016
[1] https://www.aavso.org/2020-observing-section-webinar-series
[1] https://www.khou.com/video/tech/science/amaze-lab/hubble-captures-the-first-direct-image-of-a-star-other-than-our-sun/609-3a1a9b32-e002-448c-a286-fc1ce3a3cde1?fbclid=IwAR2FSfOKguLxqZcbZ7jcocZ2XD7N2F6KCEGnsvizWsfsZnBEPFZ4EV3ukk0
[1] https://us02web.zoom.us/webinar/register/WN__wpNajiATxKmLk9bJb9a_Q
[1] https://www.facebook.com/nasaearth
[1] https://www.nasa.gov/audience/forstudents/k-4/stories/nasa-knows/what-is-a-satellite-k4.html
[1] https://www.zooniverse.org/projects/fulsdavid/catalina-outer-solar-system-survey

Top URLs in Tweet in G4:
[25] https://fcub.fluidware.it/stations
[13] https://git.fluidware.it/milanoscaloromana/pm/blob/master/README.md
[3] https://historiesvzw.be/een-gemeenschappelijke-voormoeder-in-de-zeventiende-eeuw/
[2] https://www.citizenscience.org/
[2] https://www.proedtn.org/page/ERSTEM2
[2] https://twitter.com/LeaderUtn/status/1286678281740312576
[1] https://www.eoceans.co/project-covid19
[1] https://www.virtualreef.org.au/classify/
[1] https://twitter.com/FutureCityEU/status/1288726765674868736
[1] https://twitter.com/RadioProzac/status/1288738607239487489

Top URLs in Tweet in G5:
[6] https://www.zooniverse.org/projects/h-spiers/etch-a-cell/about/results
[3] https://sciencecommunicationsheffield.blogspot.com/2020/07/project-plumage-how-sexual-preferences.html
[2] https://www.eventbrite.com/e/jogl-live-4-with-do-it-together-sars-cov-2-detective-tickets-113078906052
[2] https://www.youtube.com/watch?v=8lTLUI1AvqY&feature=youtu.be

[2] https://twitter.com/martinjones78/status/1288758512370233344
[2] https://www.zooniverse.org/projects/h-spiers/etch-a-cell-vr
[2] https://www.zooniverse.org/projects/andreavarela89/iguanas-from-above
[2] https://zooniverse.org/
[1] https://app.jogl.io/project/373/covidopensurvey
[1] https://phys.org/news/2020-08-citizen-scientists-geologists-earthquakes-tectonic.html

Top URLs in Tweet in G6:
[8] https://www.rechenkraft.net/
[2] https://www.federalregister.gov/documents/2020/08/06/2020-16895/public-comment-for-a-draft-noaa-science-and-technology-strategy-citizen-science
[2] https://www.rcsb.org/structure/6ZP2
[2] https://covid19impactsurvey.org
[1] https://www.mlcathome.org/mlcathome/forum_thread.php?id=46#245
[1] https://www.mlcathome.org/mlcathome/forum_thread.php?id=52#293
[1] https://www.mlcathome.org/mlcathome/forum_thread.php?id=54
[1] https://yafu.myfirewall.org/yafu/forum_thread.php?id=455
[1] https://yafu.myfirewall.org/yafu/forum_thread.php?id=456
[1] https://www.rechenkraft.net/forum/viewtopic.php?p=184222#p184222

Top URLs in Tweet in G7:
[2] https://www.federalregister.gov/documents/2020/08/06/2020-16895/public-comment-for-a-draft-noaa-science-and-technology-strategy-citizen-science
[1] https://projectsquirrel.org/index.shtml
[1] https://www.noaa.gov/education/explainers/noaas-community-resilience-education-theory-of-change
[1] https://twitter.com/NOAAeducation/status/1288861181499899907
[1] https://twitter.com/NOAA/status/1291441061102051329
[1] https://www.ukri.org/funding/funding-opportunities/involving-citizens-in-research-to-address-societal-challenges/
[1] http://www.ecostructureproject.eu/contribute/
[1] https://observatory.ecostructureproject.eu
[1] https://observatory.ecostructureproject.eu/projects/changing-sealife/

Top URLs in Tweet in G8:
[1] https://www.baskingshark.ie/
[1] http://caninebrains.org/howling/
[1] https://recording.sharktrust.org/
[1] https://twitter.com/DaleTomWilson/status/1291589678567690240
[1] https://twitter.com/pwa_zurich/status/1290213785412579329
[1] https://twitter.com/explanimals/status/1278687346729369608
[1] https://www.youtube.com/watch?v=0tSvr-https&feature=youtu.be
[1] https://www.wpr.org/warmer-surface-waters-great-lakes-set-stage-harmful-algal-blooms

Top URLs in Tweet in G9:
[2] https://www.bigcompostexperiment.org.uk
[1] https://www.britishscienceassociation.org/blog/nature-up-close-and-personal-can-citizen-science-improve-our-wellbeing

Top URLs in Tweet in G10:
[1] https://bigbutterflycount.butterfly-conservation.org/count/8490937
[1] https://naturescalendar.woodlandtrust.org.uk/?utm_source=twitter&utm_medium=social&utm_campaign=nc&utm_content=Nature%27s+Calendar
[1] https://naturescalendar.woodlandtrust.org.uk/what-we-record-and-why/?utm_source=twitter&utm_medium=social&utm_campaign=2020&utm_content=cc
[1] https://bsbipublicity.blogspot.com/2020/07/nature-up-close-and-personal-well-being.html
[1] https://www.ceh.ac.uk/natureupclose
[1] https://l.facebook.com/l.php?u=https://www.bto.org/our-science/projects/birdtrack%3Ffbclid%3DIwAR0v_sa3aoN6bIJzoVW3qIAxLMwmT8eLfIDH7ogzCsvnpMWbbnlK8AX--hQ&h=AT0wABwSTO-ojHb7wwhjkyICPM8r6iMcg3iRvr4_oc5-lk2_aKEXFMHG-O42aGeMI04Q3ptfHT5N4kKtdO0wPrB23mK2v5yPMQg6FT5LgVvTPzQGvldKmNdwTVsrBSJWANll52o0Rfb2ngTsm4GEH2k&__tn__=-UK-R&c[0]=AT1aBvqNMWt6IlxQ0bQwAI5F2RCZpew4SjDRPuZTeSrzzBfGTIJg9nuWxe0t2VL_8VyWsHMmT6_4WxLRJ-N5kxFmvJuUi0Aka7xkHM2NINONs7UXd-TGF9_SeTSDFv4SD-cjEi_IWaIh7RRoyRhVoYhBJ4pMMprjkQ2NkQ
[1] https://www.rspb.org.uk/birds-and-wildlife/advice/how-you-can-help-birds/nestboxes/nestboxes-for-owls-and-kestrels/tawny-owl-boxes/
[1] https://twitter.com/RMetS/status/1289108538548158464
[1] https://naturescalendar.woodlandtrust.org.uk/what-we-record-and-why/species-we-record/birds/swift/last-recorded/

Top Domains
Top Domains in Tweet in Entire Graph:
[303] twitter.com
[60] youtube.com
[53] scistarter.org
[41] raspberryshake.org
[39] zooniverse.org
[39] raspberryshake.net
[38] fluidware.it
[34] facebook.com
[32] twitch.tv
[27] inaturalist.org

Top Domains in Tweet in G1:
[57] twitter.com
[19] citizen-science.at
[12] sciencemediahub.eu
[12] registrierung-veranstaltung.de
[9] zooniverse.org
[8] mailchi.mp
[8] eu-citizen.science
[6] ecsa-conference.eu
[5] ac.uk
[5] ac.at

Top Domains in Tweet in G2:
[52] scistarter.org
[44] twitter.com
[21] inaturalist.org
[13] facebook.com
[9] wixsite.com
[9] spotteron.net
[8] youtube.com
[7] nodexlgraphgallery.org
[5] civilbeat.org
[4] iseechange.org

Top Domains in Tweet in G3:
[5] nasa.gov
[4] arxiv.org
[3] twitter.com
[3] globe.gov
[3] swri.edu
[2] zooniverse.org
[2] youtube.com
[1] aavso.org
[1] khou.com
[1] zoom.us

Top Domains in Tweet in G4:
[38] fluidware.it
[35] twitter.com
[4] citizenscience.org
[3] historiesvzw.be
[2] ac.uk
[2] nasa.gov
[2] proedtn.org
[2] instagram.com
[2] noaa.gov
[2] zooniverse.org

Top Domains in Tweet in G5:
[21] zooniverse.org
[8] twitter.com
[5] jogl.io
[3] blogspot.com
[2] eventbrite.com
[2] youtube.com
[1] phys.org
[1] opencovid.care
[1] axa.com
[1] wired.com

Top Domains in Tweet in G6:
[9] rechenkraft.net
[3] mlcathome.org
[2] federalregister.gov
[2] myfirewall.org
[2] rcsb.org
[2] twitter.com
[2] covid19impactsurvey.org
[1] plos.org
[1] peerj.com
[1] butterfly-conservation.org

Top Domains in Tweet in G7:
[3] ecostructureproject.eu
[2] federalregister.gov
[2] twitter.com
[1] projectsquirrel.org
[1] noaa.gov
[1] ukri.org

Top Domains in Tweet in G8:
[3] twitter.com
[1] baskingshark.ie
[1] caninebrains.org
[1] sharktrust.org
[1] youtube.com
[1] wpr.org

Top Domains in Tweet in G9:
[2] org.uk
[1] britishscienceassociation.org

Top Domains in Tweet in G10:
[4] org.uk
[1] butterfly-conservation.org
[1] blogspot.com
[1] ac.uk
[1] facebook.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2554] citizenscience
[222] earthquake
[103] citsci
[99] sdgs
[97] covid19
[83] biodiversity
[80] raspberryshake
[77] esa2020
[77] opendata
[63] openscience



Top Hashtags in Tweet in G1:
[458] citizenscience
[89] sdgs
[31] citsci2020
[29] anthropocene
[28] bot
[25] blog
[23] openscience
[22] data
[20] h2020
[19] scicomm

Top Hashtags in Tweet in G2:
[415] citizenscience
[69] esa2020
[42] online
[37] biodiversity
[31] citsci
[25] gsbioblitz
[23] biodiversitychamps
[21] mozziemonitors
[18] australia
[16] inaturalist

Top Hashtags in Tweet in G3:
[61] citizenscience
[18] cloudchallenge
[14] clouds
[12] yeg
[9] nasago
[9] canada
[8] fridayfeature
[7] globeathome
[7] citsci
[7] globalmeteornetwork

Top Hashtags in Tweet in G4:
[179] citizenscience
[38] airquality
[38] opendata
[38] fcub
[27] monitoring
[25] milan
[13] milano
[5] nature
[5] conservation
[4] scicomm

Top Hashtags in Tweet in G5:
[59] citizenscience
[42] etchacell
[41] preprint
[18] covid19
[12] opensource
[10] etchacellvr
[9] openscience
[9] deeplearning
[9] electronmicroscopy
[8] citsci

Top Hashtags in Tweet in G6:
[52] citizenscience
[26] distributedcomputing
[11] rechenkraft
[9] dc
[8] covid19
[7] machinelearning
[7] arm
[7] pdb
[7] cryoem
[7] sarscov2

Top Hashtags in Tweet in G7:
[47] citizenscience
[35] commresed
[14] icymi
[3] climateaction
[2] noaaelp
[2] snails
[1] stemazingresource
[1] projectsquirrel
[1] enviroed
[1] coast

Top Hashtags in Tweet in G8:
[14] baskingshark
[12] citizenscience
[9] sharks
[8] abs2020
[4] citsci
[3] ififitsisits2020
[3] catsoftwitter
[2] ififitsifits2020
[1] sharkweek
[1] dogsoftwitter

Top Hashtags in Tweet in G9:
[4] citizenscience
[1] rewilding
[1] insidescience
[1] recycling
[1] compostable

Top Hashtags in Tweet in G10:
[59] citizenscience
[47] naturescalendar
[22] volunteering
[10] phenology
[6] internationalowlawarenessday
[3] nature
[2] butterflycount
[2] wildlife
[2] blackberries
[1] butterflyconservation

Top Words
Top Words in Tweet in Entire Graph:
[2539] #citizenscience
[623] project
[479] science
[365] help
[348] data
[346] join
[301] 2020
[299] citizen
[293] more
[279] research

Top Words in Tweet in G1:
[449] #citizenscience
[150] project
[88] #sdgs
[82] cs_sdg2020
[76] research
[76] science
[75] more
[70] conference
[62] eucitsci
[56] looking

Top Words in Tweet in G2:
[414] #citizenscience
[131] inaturalist
[128] scistarter
[120] join
[98] check
[86] data
[81] part
[79] learn
[76] project
[72] science

Top Words in Tweet in G3:
[61] #citizenscience
[22] project
[19] more
[19] science
[18] #cloudchallenge
[18] beyond
[17] 2020
[17] globeprogram
[17] donasascience
[16] solar

Top Words in Tweet in G4:
[179] #citizenscience
[63] pm2
[40] 2020
[38] rh
[38] #airquality
[38] pm1
[38] m3
[38] pm10
[38] #opendata
[38] #fcub

Top Words in Tweet in G5:
[59] #citizenscience
[50] volunteers
[46] project
[44] martinjones78
[42] thousands
[42] #etchacell
[41] #preprint
[39] around
[39] world
[33] includes

Top Words in Tweet in G6:
[80] noaa
[52] #citizenscience
[39] public
[37] science
[36] citizen
[36] expands
[36] ability
[36] observe
[36] understand
[36] environment

Top Words in Tweet in G7:
[65] noaa
[54] noaaeducation
[47] #citizenscience
[38] education
[36] science
[35] community
[35] resilience
[35] #commresed
[35] theory
[35] change

Top Words in Tweet in G8:
[56] science
[48] home
[48] citizen
[47] calling
[47] howlers
[47] running
[47] project
[47] dogs
[47] howl
[47] along

Top Words in Tweet in G9:
[31] taking
[31] part
[31] ecology
[31] experiments
[31] help
[31] wellbeing
[31] based
[31] experience
[31] think
[31] rewilders

Top Words in Tweet in G10:
[59] #citizenscience
[53] woodlandtrust
[53] project
[47] #naturescalendar
[24] involved
[22] interested
[22] #volunteering
[22] home
[21] record
[20] yoâ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[236] citizen,science
[187] #citizenscience,project
[134] 2020,08
[112] utc,time
[108] time,raspishake
[106] preliminary,m5
[106] m5,#earthquake
[75] raspishake,network
[73] raspishakeq,preliminary
[68] science,project

Top Word Pairs in Tweet in G1:
[29] job,alert
[29] alert,project
[29] project,lost
[29] lost,objects
[29] objects,regained
[29] regained,nature
[29] nature,towards
[29] towards,collection
[29] collection,#anthropocene
[29] #anthropocene,looking

Top Word Pairs in Tweet in G2:
[52] data,inaturalist
[52] inaturalist,advancing
[52] advancing,research
[52] research,use
[52] use,check
[52] check,recorded
[52] recorded,talk
[52] talk,#esa2020
[52] #esa2020,part
[51] carrieseltzer,data

Top Word Pairs in Tweet in G3:
[16] solar,system
[15] trans,neptunian
[15] neptunian,objects
[15] objects,tnos
[14] tnos,primordial
[14] primordial,solar
[14] system,worlds
[14] worlds,orbiting
[14] orbiting,beyond
[14] beyond,neptune

Top Word Pairs in Tweet in G4:
[38] m3,pm10
[38] #citizenscience,#opendata
[38] #opendata,#fcub
[32] good,pm1
[32] μg,m3
[32] 08,2020
[26] hierholzer,weiher
[26] weiher,ph
[26] ph,wert
[26] wert,hoch

Top Word Pairs in Tweet in G5:
[39] around,world
[37] thousands,volunteers
[32] #etchacell,#preprint
[32] includes,contributions
[32] contributions,thousands
[32] volunteers,around
[31] martinjones78,#etchacell
[31] #preprint,includes
[12] project,plumage
[9] very,excited

Top Word Pairs in Tweet in G6:
[36] citizen,science
[36] science,expands
[36] expands,noaa
[36] noaa,ability
[36] ability,observe
[36] observe,understand
[36] understand,environment
[36] environment,using
[36] using,contributions
[36] contributions,public

Top Word Pairs in Tweet in G7:
[35] community,resilience
[35] resilience,education
[35] theory,change
[35] change,report
[31] noaa,excited
[31] excited,announce
[31] announce,community
[31] education,#commresed
[31] #commresed,theory
[30] noaaeducation,noaa

Top Word Pairs in Tweet in G8:
[47] calling,howlers
[47] howlers,running
[47] running,home
[47] home,citizen
[47] citizen,science
[47] science,project
[47] project,dogs
[47] dogs,howl
[47] howl,along
[47] along,music

Top Word Pairs in Tweet in G9:
[31] taking,part
[31] part,ecology
[31] ecology,experiments
[31] experiments,help
[31] help,wellbeing
[31] wellbeing,based
[31] based,experience
[31] experience,think
[31] rewilders,involve
[31] involve,'citizen

Top Word Pairs in Tweet in G10:
[36] #citizenscience,project
[36] project,#naturescalendar
[22] interested,#volunteering
[22] #volunteering,involved
[22] involved,#citizenscience
[22] #naturescalendar,home
[21] woodlandtrust,interested
[20] home,yoâ
[16] first,ripe
[16] ripe,blackberries

Top Replied-To
Top Replied-To in Entire Graph:
@raspishakeq
@jessechambers_
@iseaorg
@jillfnugent
@_scottho
@mhaklay
@citscioz
@coopsciscoop
@gbif
@maximlarrivee

Top Replied-To in G1:
@iseaorg
@gbif
@gchenais
@action4cs
@vetmedunivienna
@fulop_dan
@wecounth
@dlt4eu
@eurobis_vliz
@mhaklay

Top Replied-To in G2:
@jessechambers_
@citscioz
@coopsciscoop
@_scottho
@joanna_haugen
@cocorahs
@xazweig
@citsciassoc
@elizabethcatlos
@oceanpreneur

Top Replied-To in G5:
@unc_galapagos
@martinakicic
@haesleinhuepf

Top Replied-To in G6:
@arepks

Top Replied-To in G10:
@kate_bradbury
@ellierhr

Top Mentioned
Top Mentioned in Entire Graph:
@raspishake
@inaturalist
@scistarter
@raspishakeq
@eucitsci
@noaaeducation
@carrieseltzer
@cs_sdg2020
@woodlandtrust
@mozziemonitors

Top Mentioned in G1:
@eucitsci
@cs_sdg2020
@eucitsciproject
@csaustria
@mfnberlin
@_citizenscience
@citieshealtheu
@ideas_4_change
@nhm_citsci
@iiasavienna

Top Mentioned in G2:
@inaturalist
@scistarter
@carrieseltzer
@mozziemonitors
@aus_scienceweek
@nnlmaou
@citscioz
@gsbioblitz
@debristracker
@pegkeiner

Top Mentioned in G3:
@globeprogram
@donasascience
@nasajuno
@stellakafka
@nasaearthdata
@yeghugo
@spaceyliz
@aavso
@nasago
@nasa

Top Mentioned in G5:
@martinjones78
@etchacell
@macrobirdevol
@the_zooniverse
@opencovid19
@justonegiantlab
@openhumansorg
@thecrick
@embryophenomics
@criparis

Top Mentioned in G6:
@noaa
@nuriaoliver
@rechenkraft_net
@foldit
@diatomsrcool
@mlchome2
@ronininstitute
@wcgrid
@scmarineed
@natlmarineed

Top Mentioned in G7:
@noaaeducation
@ecostructure_
@noaaresearch
@tom_saunders
@noaa
@olliekroner
@cornellbirds
@wadeinstitutema
@weobserveeu
@noaaclimate

Top Mentioned in G8:
@labhecht
@explanimals
@sharktrustuk
@sebyosiere
@medwayswaleep
@baskingirish
@seamonitor1
@seupb
@noaaeducation
@nhm_citsci

Top Mentioned in G9:
@kath_math
@hannah__needham
@adamrutherford
@bbcradio4
@markmiodownik
@ucl
@thealiceroberts
@chrisgpackham
@hughfw
@gillianfoxcroft

Top Mentioned in G10:
@woodlandtrust
@ellierhr
@uk_ceh
@derbyuni
@britsciassoc
@wt_jgarforth
@bsbibotany
@wildhearttrust
@kath_math
@savebutterflies

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@robre62
@geoffrey_payne
@chidambara09
@cybersec_feeds
@janromes
@_redfrog
@tayesosmooth
@bkindngood
@thehill

Top Tweeters in G1:
@nomoreslaves
@btkrth
@digitaldecoded1
@bagaluesunab
@diepressecom
@penguingalaxy
@mapc
@ccprakay
@salhaj
@jayeshmthakur

Top Tweeters in G2:
@geoffrey_payne
@chidambara09
@alizardx
@allan_crawshaw
@softgrasswalker
@bar_zie
@mjoehlerich
@leftboomer
@rstatstweet
@die_primel

Top Tweeters in G3:
@dragoncat936362
@connielnash
@danieltissera
@mckenzie6593
@badastronomer
@daveyboi73
@tracy_karin
@nasa
@jasmius
@carvedphysique

Top Tweeters in G4:
@robre62
@jrehnj
@nepabuzz1
@gquerci
@tbdnonymous
@religionprof
@infomgmtexec
@cleanairuk
@tavigreiner
@quakefactor

Top Tweeters in G5:
@mary_swilling
@rmathematicus
@girlyratfish
@wired
@gedankenstuecke
@gregoriomirabal
@xa329
@techtrendingnow
@uf
@kirstie_j

Top Tweeters in G6:
@jaquearnoux
@byrningbunny
@imagine_garden
@machine_ml
@disasterchannl
@developersbot
@brainroaring
@e_nterdiscipl
@patycornejo8
@schoolmarm7

Top Tweeters in G7:
@tiniskwerl
@ll_bluewind_ll
@roseoshar7
@ellahoward271
@eco1start
@juanvg53
@shuelve
@timandraharknes
@stephen_curry
@iamashaverus

Top Tweeters in G8:
@amcell
@paulybowz
@csg1973
@acolderindigo
@dogcognitionse
@seedogthink
@maenena73
@rsm
@scornflakegrrrl
@abbyhartman

Top Tweeters in G9:
@allchanges
@margymayell
@tinytiernan
@miftyjackson
@politicswatch15
@ashasin24116510
@bbcradio4
@seonaidsnail
@gnilwoce
@britnatureguide

Top Tweeters in G10:
@nigeblue
@johnhar45782426
@longitude0
@aspaton
@hestermcqueen
@bsbibotany
@ruthholmes2
@hartshill18hay1
@missdemeanor07
@claireaskew4


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