citizenscience, Twitter, 4/2/2020 3:53:57 AM, 224237


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citizenscience_2020-04-01_19-51-36.xlsx
citizenscience_2020-04-01_19-51-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 02, 2020
Short Description:
citizenscience via NodeXL https://bit.ly/2UxMZkO
@scistarter
@eucitsci
@the_zooniverse
@inaturalist
@jillfnugent
@foldit
@jdaviesheritage
@usgs
@penguin_watch
@eucitsciproject

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

Description:
Description
The graph represents a network of 4,321 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, 02 April 2020 at 03:09 UTC.

The requested start date was Thursday, 02 April 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 9-day, 2-hour, 43-minute period from Thursday, 19 March 2020 at 00:02 UTC to Saturday, 28 March 2020 at 02:45 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 : 4321
Unique Edges : 6108
Edges With Duplicates : 1496
Total Edges : 7604
Number of Edge Types : 4
MentionsInRetweet : 5298
Mentions : 1556
Tweet : 654
Replies to : 96
Self-Loops : 654
Reciprocated Vertex Pair Ratio : 0.0413921270484879
Reciprocated Edge Ratio : 0.0794938351719663
Connected Components : 382
Single-Vertex Connected Components : 151
Maximum Vertices in a Connected Component : 2857
Maximum Edges in a Connected Component : 5741
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.682754
Graph Density : 0.000330213342247594
Modularity : 0.719459
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 4,321 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, 02 April 2020 at 03:09 UTC.

The requested start date was Thursday, 02 April 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 9-day, 2-hour, 43-minute period from Thursday, 19 March 2020 at 00:02 UTC to Saturday, 28 March 2020 at 02:45 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:
[34] http://jellywatch.org
[33] https://www.wzb.eu/de/pressemitteilung/alltag-in-zeiten-des-corona-virus
[18] https://www.inaturalist.org/observations
[18] https://www.sciencefriday.com/articles/citizen-science-month-science-friday/
[18] http://stations.fcub.io
[18] https://fold.it/portal/node/2008926
[17] https://beta.nsf.gov/science-matters/seven-nsf-supported-stem-resources-are-perfect-home-learning
[17] https://raspberryshake.org
[17] https://shop.raspberryshake.org/
[15] https://www.zooniverse.org/

Top URLs in Tweet in G1:
[17] https://www.sciencefriday.com/articles/citizen-science-month-science-friday/
[16] https://beta.nsf.gov/science-matters/seven-nsf-supported-stem-resources-are-perfect-home-learning
[11] https://www.scistarter.org/
[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
[8] https://citizenscience.org.au/2020/03/21/citizen-science-and-covid-19/
[7] https://blog.scistarter.com/2020/03/citizen-science-month-updates-for-event-organizers/
[7] https://scistarter.org/virtual-training-hosting-and-facilitating-remote-l
[7] https://www.fondazionebassetti.org/it/focus/2020/03/collaborare_ai_tempi_del_covid.html
[6] https://scistarter.org/finder?filters=2&audience=111&audience=112&audience=113&audience=114
[6] https://scistarter.org/citizensciencemonth

Top URLs in Tweet in G2:
[16] https://www.inaturalist.org/observations
[6] https://www.atlasobscura.com/articles/citizen-science-at-home
[3] https://www.birdscanada.org/gl_mmp
[3] http://www.birdscanadsa.org/gl_mmp
[2] https://www.reddit.com/r/askscience/comments/fp9lds/askscience_ama_series_we_are_inaturalist/
[2] https://twitter.com/alisonkestrel/status/1241118881936105473
[2] https://twitter.com/ed_hawkins/status/1243072132805951488
[2] http://www.exploringbytheseat.com/event/coronavirus-cant-stop-virtual-classroom/?fbclid=IwAR3mzFW3h6XxYwNcESTxpzLTHga1oTtaEfNZXVw9dZGvqRlOclQiJPBtje8
[1] https://www.youtube.com/watch?v=28MWPNmdiVY

[1] https://www.inaturalist.org/observations/29868935

Top URLs in Tweet in G3:
[10] https://www.zooniverse.org/projects/stephenresearch/beluga-bits
[7] http://www.chimpandsee.org/
[3] https://twitter.com/penguin_watch/status/1240957619092762625
[3] https://twitter.com/WILDLABSNET/status/1242542522120970243
[3] https://www.habitatmap.org/blog/government-measured-air-quality-data-now-available
[2] https://twitter.com/WildlifeTrusts/status/1243160883217514496
[1] https://tiny.cc/vr0tlz
[1] https://twitter.com/animal__alice/status/1242403677576605696
[1] https://www.penguinwatch.org/
[1] https://twitter.com/WILDLABSNET/status/1243204826286170114

Top URLs in Tweet in G4:
[16] https://fold.it/portal/node/2008926
[13] http://fold.it/portal/
[7] https://www.hhmi.org/news/citizen-scientists-are-helping-researchers-design-new-drugs-to-combat-covid-19
[5] https://www.bbc.co.uk/news/science-environment-52040822
[5] https://sachsen.digital/
[2] https://foldingathome.org/covid19/
[2] https://europeana.transcribathon.eu/runs/europeana1989/
[2] https://foldingathome.org/2020/03/15/coronavirus-what-were-doing-and-how-you-can-help-in-simple-terms/
[2] https://www.fastcompany.com/90470524/how-scientists-are-crowdsourcing-a-coronavirus-vaccine
[1] https://www.zooniverse.org/projects/zooniverse/gravity-spy

Top URLs in Tweet in G5:
[9] https://www.youtube.com/watch?v=WLjEnMdQJQE

[7] https://science.nasa.gov/citizenscience
[4] https://twitter.com/DoNASAScience?s=09
[2] https://hamsci.org/hamsci2020
[1] https://go.nasa.gov/33pTzN3
[1] https://solarsystem.nasa.gov/news/1192/10-things-to-do-with-nasa-home/
[1] http://www.penguinmap.com/
[1] https://science.nasa.gov/citizenscience/news/registration-for-the-astronomers-without-borders-asteroid-search-campaign
[1] https://www.nasa.gov/specials/nasaathome/
[1] https://science.nasa.gov/get-involved/nasaathome

Top URLs in Tweet in G6:
[5] https://www.zooniverse.org/projects/penguintom79/seabirdwatch/about/research
[3] https://login.zooniverse.org/login?service=https%3A%2F%2Fwww.zooniverse.org%2F&gateway=true
[2] https://www.zooniverse.org/projects/ghthomas/project-plumage
[2] https://twitter.com/SuperWASP_stars/status/1243150560620171270
[2] https://www.bbc.co.uk/news/science-environment-52040822
[2] https://www.zooniverse.org/projects/penguintom79/seabirdwatch
[2] https://science.nasa.gov/citizenscience/news/registration-for-the-astronomers-without-borders-asteroid-search-campaign
[1] https://blog.zooniverse.org/2020/03/26/fulfilling-service-hour-requirements-through-zooniverse/
[1] https://www.zooniverse.org/projects
[1] https://twitter.com/greenspacetrust/status/1243523436586110976

Top URLs in Tweet in G7:
[18] http://stations.fcub.io
[8] http://www.milanoscaloromana.it/PM/
[4] https://covid.joinzoe.com/
[3] https://twitter.com/StampaCnr/status/1241383820005441538
[2] https://science.nasa.gov/citizenscience
[2] https://twitter.com/Jessica_Schaus/status/1240629523852517376
[2] http://mping.nssl.noaa.gov
[2] https://sites.google.com/view/scienzasulbalcone
[2] https://twitter.com/Foldit/status/1233510766336233473
[2] https://www.facebook.com/animal.demography.unit/photos/a.264976170247321/2785426014868978/?type=3

Top URLs in Tweet in G8:
[2] https://volunteer.ala.org.au/project/index/70531547
[1] https://auth.ala.org.au/cas/login?service=https%3A%2F%2Fvolunteer.ala.org.au%2Fproject%2Flist%3Fq%3Dedinburgh
[1] https://www.nhm.ac.uk/take-part/citizen-science/project-plumage.html
[1] https://volunteer.ala.org.au/project/index/68085857
[1] https://www.nhm.ac.uk/take-part/citizen-science/bioblitz/city-nature-challenge-london.html
[1] https://twitter.com/PLOSONE/status/1242103811839102978
[1] https://www.inaturalist.org/observations
[1] https://twitter.com/RBGE_Herbarium/status/1240691524653871105
[1] https://careers.nhm.ac.uk/templates/CIPHR/jobdetail_1903.aspx

Top URLs in Tweet in G9:
[3] https://www.usgs.gov/core-science-systems/ngp/tnm-corps
[2] https://go.usa.gov/xnhrq?utm_source=twitter&utm_medium=social&utm_term=43293a8c-9a5d-4f23-a92a-ab6131e0e781&utm_content=&utm_campaign=usgstnm
[2] https://caterpillarscount.unc.edu/backyard/
[2] https://mailchi.mp/7e785bb3ebb2/happy-safe-spring-from-ewa
[1] https://tucson.com/opinion/local/local-opinion-citizen-science-programs-offer-great-options-for-families/article_83c7d086-4dee-5dce-82b5-be869672e4cb.html
[1] https://www.usgs.gov/core-science-systems/ngp/tnm-corps?utm_source=twitter&utm_medium=social&utm_term=c76d9830-407c-4535-8f53-6d50fa01c948&utm_content=&utm_campaign=usgs
[1] http://www.naturesnotebook.org/?utm_source=twitter&utm_medium=social&utm_term=7ccc75b3-c094-4111-87ee-d30525507a91&utm_content=&utm_campaign=usgs
[1] https://go.usa.gov/xnhrq?utm_source=twitter&utm_medium=social&utm_term=24f16521-6665-42c8-84be-18ec9374482c&utm_content=&utm_campaign=usgstnm
[1] https://go.usa.gov/xnhrq?utm_source=twitter&utm_medium=social&utm_term=7f2cf960-f80d-495d-935b-f754fffbed9d&utm_content=&utm_campaign=usgstnm
[1] https://go.usa.gov/xnhrq?utm_source=twitter&utm_medium=social&utm_term=beb1feaa-8c73-4eb8-9fef-b1b7a730773e&utm_content=&utm_campaign=usgstnm

Top URLs in Tweet in G10:
[1] https://twitter.com/mitforschen/status/1243524770899132417
[1] http://wiki-de.genealogy.net/Kartei_Leipziger_Familien
[1] http://www.bullinger-digital.ch
[1] https://www.iedereenwetenschapper.be/article/wetenschap-je-woonkamer
[1] https://www.bbc.co.uk/news/science-environment-52040822
[1] https://ebird.org/atlasnz/home
[1] https://twitter.com/museumordinary/status/1240332896386375680
[1] https://twitter.com/Jonno1971/status/1242190071144632320
[1] https://twitter.com/onslies/status/1240962861196890116

Top Domains
Top Domains in Tweet in Entire Graph:
[334] twitter.com
[90] zooniverse.org
[48] youtube.com
[45] scistarter.org
[36] fold.it
[35] jellywatch.org
[35] raspberryshake.org
[35] raspberryshake.net
[33] wzb.eu
[27] inaturalist.org

Top Domains in Tweet in G1:
[78] twitter.com
[42] scistarter.org
[17] sciencefriday.com
[16] nsf.gov
[12] thereporter.com
[12] org.au
[8] scistarter.com
[8] monitorwater.org
[8] fondazionebassetti.org
[7] youtube.com

Top Domains in Tweet in G2:
[23] inaturalist.org
[14] twitter.com
[6] birdscanada.org
[6] atlasobscura.com
[4] youtube.com
[3] nationalgeographic.org
[3] birdscanadsa.org
[2] reddit.com
[2] europa.eu
[2] exploringbytheseat.com

Top Domains in Tweet in G3:
[13] zooniverse.org
[12] twitter.com
[7] chimpandsee.org
[3] habitatmap.org
[1] tiny.cc
[1] penguinwatch.org
[1] wildlabs.net
[1] co.uk
[1] joinzoe.com
[1] flusurvey.net

Top Domains in Tweet in G4:
[30] fold.it
[11] twitter.com
[8] hhmi.org
[6] foldingathome.org
[5] co.uk
[5] sachsen.digital
[4] transcribathon.eu
[2] zooniverse.org
[2] youtube.com
[2] boincusa.com

Top Domains in Tweet in G5:
[14] nasa.gov
[9] youtube.com
[8] twitter.com
[2] hamsci.org
[1] penguinmap.com
[1] spaceref.com

Top Domains in Tweet in G6:
[22] zooniverse.org
[8] twitter.com
[2] co.uk
[2] nasa.gov
[1] biodiversitylibrary.org
[1] joinzoe.com

Top Domains in Tweet in G7:
[61] twitter.com
[18] fcub.io
[8] milanoscaloromana.it
[7] facebook.com
[6] zooniverse.org
[6] joinzoe.com
[5] instagram.com
[4] t.co
[3] nasa.gov
[3] noaa.gov

Top Domains in Tweet in G8:
[4] org.au
[3] ac.uk
[2] twitter.com
[1] inaturalist.org

Top Domains in Tweet in G9:
[8] usa.gov
[7] twitter.com
[5] usgs.gov
[2] unc.edu
[2] mailchi.mp
[1] tucson.com
[1] naturesnotebook.org
[1] naturalinquirer.org
[1] scistarter.org
[1] usanpn.org

Top Domains in Tweet in G10:
[4] twitter.com
[1] genealogy.net
[1] bullinger-digital.ch
[1] iedereenwetenschapper.be
[1] co.uk
[1] ebird.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2716] citizenscience
[316] covid19
[178] coronavirus
[160] citsci
[136] earthquake
[119] penguins
[117] positive
[85] scienzasulbalcone
[71] flashmob
[70] inquinamentoluminoso



Top Hashtags in Tweet in G1:
[634] citizenscience
[107] citsci
[97] covid19
[42] citscimonth
[38] homeschooling
[33] coronavirus
[28] biodiversity
[25] science
[22] inaturalist
[22] stayathome

Top Hashtags in Tweet in G2:
[90] citizenscience
[13] biodiversity
[13] ama
[7] worldfrogday
[6] highered
[6] deis
[6] sunburstanemone
[6] rockyinteridal
[6] mmpsurvey
[5] australia

Top Hashtags in Tweet in G3:
[113] penguins
[111] positive
[45] citizenscience
[18] tech4wildlife
[11] seabirdwatch
[10] covid19
[10] findyourcalm
[6] selfisolation
[5] citizensciencemonth
[3] socialdistancing

Top Hashtags in Tweet in G4:
[92] citizenscience
[75] coronavirus
[28] covid19
[20] stayinghome
[17] boinc
[13] covidー19
[10] transcribe
[9] crowdsourcing
[7] sachsen
[6] selfisolation

Top Hashtags in Tweet in G5:
[159] citizenscience
[10] aurora
[9] hamradio
[4] donasascience
[4] trees
[4] makeeverytreecount
[3] nasaathome
[3] nasa
[2] eokids
[2] spaceweather

Top Hashtags in Tweet in G6:
[94] citizenscience
[34] stayhomesavelives
[17] citsci
[8] homeschooling
[7] coronavirus
[7] bats
[7] stayhome
[5] thingstodoathome
[5] hedgehog
[5] selfisolation

Top Hashtags in Tweet in G7:
[207] citizenscience
[27] airquality
[26] opendata
[26] fcub
[20] monitoring
[18] milan
[14] covid19
[11] coronavirus
[9] scienzasulbalcone
[8] milano

Top Hashtags in Tweet in G8:
[86] citizenscience
[5] edna
[5] soil
[5] job
[5] postdoc
[4] stayhomesavelives
[3] citynaturechallenge
[1] projectplumage
[1] hedgehog
[1] cnclondon2020

Top Hashtags in Tweet in G9:
[54] citizenscience
[48] mapping
[19] spring
[17] tnmcorps
[14] citsci
[11] gis
[10] phenology
[9] caterpillarscount
[7] usgs
[2] covid19

Top Hashtags in Tweet in G10:
[13] citizenscience
[7] coronacrisis
[3] crowdsourcing
[2] crowdsourced
[2] history
[1] familienforschung
[1] ahnenforschung
[1] heinrichbullinger
[1] reformation
[1] archivch

Top Words
Top Words in Tweet in Entire Graph:
[3027] Words in Sentiment List#1: Positive
[1078] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[107295] Non-categorized Words
[111400] Total Words
[2715] #citizenscience
[725] help
[643] home
[592] science
[436] project

Top Words in Tweet in G1:
[633] #citizenscience
[187] scistarter
[168] science
[144] home
[124] citizen
[124] citscimonth
[107] #citsci
[97] #covid19
[97] help
[95] projects

Top Words in Tweet in G2:
[118] inaturalist
[90] #citizenscience
[62] natgeoeducation
[61] home
[34] team
[32] today
[29] scientists
[29] plants
[29] animals
[28] curious

Top Words in Tweet in G3:
[149] scientists
[125] penguin_watch
[121] need
[121] distraction
[117] tag
[116] self
[113] #penguins
[112] awesome
[112] photos
[111] #positive

Top Words in Tweet in G4:
[118] foldit
[92] #citizenscience
[75] #coronavirus
[54] puzzle
[53] help
[49] transcribathon
[38] against
[38] solutions
[38] join
[37] we've

Top Words in Tweet in G5:
[159] #citizenscience
[149] nasa
[144] check
[143] science
[131] home
[128] know
[127] lot
[123] nasasolarsystem
[50] donasascience
[19] help

Top Words in Tweet in G6:
[94] #citizenscience
[81] the_zooniverse
[48] project
[39] looking
[36] doing
[35] engaging
[35] interesting
[35] consider
[34] scientifically
[34] things

Top Words in Tweet in G7:
[207] #citizenscience
[45] pm2
[27] #airquality
[27] pm10
[27] 59
[26] rh
[26] pm1
[26] μg
[26] m3
[26] 03

Top Words in Tweet in G8:
[110] many
[86] #citizenscience
[78] join
[77] self
[77] isolating
[76] people
[75] projects
[71] great
[71] online
[69] opportunities

Top Words in Tweet in G9:
[66] science
[62] usgs
[59] activity
[55] citizen
[54] #citizenscience
[52] map
[51] home
[49] national
[48] #mapping
[47] corps

Top Words in Tweet in G10:
[78] rainfall
[72] bird
[40] research
[40] rescue
[39] bored
[39] home
[39] useful
[39] help
[39] needed
[39] uk's

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[241] citizen,science
[203] self,isolating
[201] #citizenscience,project
[162] #citizenscience,projects
[151] check,#citizenscience
[133] 2020,03
[132] utc,time
[126] home,check
[125] know,science
[125] science,nasa

Top Word Pairs in Tweet in G1:
[71] citizen,science
[49] citizen,scientists
[45] earthecho,water
[37] #covid19,pandemic
[37] #citizenscience,projects
[35] #citizenscience,project
[35] water,challenge
[31] #citizenscience,#citsci
[31] against,#covid19
[27] around,world

Top Word Pairs in Tweet in G2:
[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 Word Pairs in Tweet in G3:
[111] need,#positive
[111] #positive,distraction
[111] distraction,self
[111] self,isolating
[111] isolating,assist
[111] assist,oxford
[111] oxford,scientists
[111] scientists,tag
[111] tag,#penguins
[111] #penguins,awesome

Top Word Pairs in Tweet in G4:
[33] update,we've
[33] we've,reviewed
[33] reviewed,#coronavirus
[33] #coronavirus,puzzle
[33] puzzle,solutions
[33] solutions,selected
[33] selected,99
[33] 99,laboratory
[33] laboratory,testing
[33] testing,those

Top Word Pairs in Tweet in G5:
[124] know,science
[124] science,nasa
[124] nasa,lot
[124] lot,home
[124] home,check
[124] check,#citizenscience
[123] nasasolarsystem,know
[15] check,curated
[15] curated,lists
[15] lists,nasa

Top Word Pairs in Tweet in G6:
[34] looking,interesting
[34] interesting,scientifically
[34] scientifically,engaging
[34] engaging,things
[34] things,whilst
[34] whilst,#stayhomesavelives
[34] #stayhomesavelives,consider
[34] consider,doing
[33] nhm_oology,looking
[33] doing,#citiz

Top Word Pairs in Tweet in G7:
[26] μg,m3
[26] m3,pm10
[26] 03,2020
[26] #citizenscience,#opendata
[26] #opendata,#fcub
[18] pm2,week
[18] week,mean
[18] #milan,#citizenscience
[18] hierholzer,weiher
[18] weiher,ph

Top Word Pairs in Tweet in G8:
[77] self,isolating
[76] many,people
[76] people,self
[71] join,#citizenscience
[70] #citizenscience,projects
[70] projects,online
[69] isolating,great
[69] great,opportunities
[69] opportunities,join
[68] rbge_herbarium,many

Top Word Pairs in Tweet in G9:
[54] citizen,science
[49] national,map
[47] map,corps
[38] science,ing
[38] ing,national
[38] corps,offers
[38] offers,engaging
[38] engaging,#mapping
[38] #mapping,activity
[38] activity,home

Top Word Pairs in Tweet in G10:
[39] bored,home
[39] home,useful
[39] useful,research
[39] research,help
[39] help,needed
[39] needed,rescue
[39] rescue,uk's
[39] uk's,200
[39] 200,yr
[39] yr,old

Top Replied-To
Top Replied-To in Entire Graph:
@bibchatde
@beverleywang
@maryeford
@fox5dc
@cieletespace
@podcastmovement
@citnatchallenge
@mardixon
@michelle_neil
@onatuin

Top Replied-To in G1:
@beverleywang
@daddyd0dd
@mardixon
@onatuin
@podcastmovement
@citnatchallenge
@michelle_neil
@citsciasia
@afterschool4all
@inosproject

Top Replied-To in G2:
@maryeford
@learning_as
@dailystem

Top Replied-To in G3:
@senseopenness
@kappa_kappa

Top Replied-To in G4:
@bibchatde
@dodgersnation
@foldingathome

Top Replied-To in G6:
@leaving_orbit

Top Replied-To in G9:
@billbrasky82
@megroselli
@bug_gwen

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

Top Mentioned in G1:
@scistarter
@citscimonth
@eucitsciproject
@earthecho
@eucitsci
@citsciassoc
@inaturalist
@_citizenscience
@citscioz
@scifri

Top Mentioned in G2:
@inaturalist
@natgeoeducation
@maryeford
@science_hitch
@kueda
@seekbyinat
@drkellyodonnell
@badlandbison
@reddit
@jessicahester

Top Mentioned in G3:
@penguin_watch
@polarprem
@wildlabsnet
@chimpandsee
@stephenresearch
@songofdodo
@ehsbiology
@scistarter
@rlambertforsyth
@czgrainger

Top Mentioned in G4:
@foldit
@transcribathon
@foldingathome
@rosettaathome
@europeana1989
@boincnetwork
@scistarter
@hhmine
@the_zooniverse
@amdigivol

Top Mentioned in G5:
@nasasolarsystem
@donasascience
@hamradiosci
@tweetaurora
@globeprogram
@karen_darlin
@marckuchner
@nasaearth
@scistarter
@sungrazercomets

Top Mentioned in G6:
@the_zooniverse
@nhm_oology
@superwasp_stars
@adlerplanet
@heidi_teaman
@nature_scot
@eucitsci
@mathewsfiona
@kew_laa

Top Mentioned in G7:
@stonehavensnap

Top Mentioned in G8:
@rbge_herbarium
@kewscience
@nhm_london
@nhm_citsci
@nhm_id
@aliceinecoland
@littlelocket
@nhm_oology
@drslimemold
@inaturalist

Top Mentioned in G9:
@usgs
@usanpn
@usgstnm
@fedcitsci
@megroselli
@caterpillarsct
@theresacrimmins
@scistarter
@erlynerdgetbird
@utahseismic

Top Mentioned in G10:
@iholowaty
@osnzbirdsnz
@staatsarchiv_zh
@onslies
@iedereen_w
@soenviolet
@eucitsci
@the_zooniverse

Top Tweeters
Top Tweeters in Entire Graph:
@robre62
@roblwilson
@chidambara09
@threadreaderapp
@evankirstel
@fredkiesche
@saragomezaranci
@onahunttoday
@thehill
@danapixie

Top Tweeters in G1:
@3wombats
@lobaoeletrico
@eigensinn83
@nytimes
@andrewmorrisuk
@net2ayurveda
@cptleto
@mardixon
@fischblog
@btkrth

Top Tweeters in G2:
@haltaq
@teadrivendev
@aapremlall
@saunieindiego
@halehawk
@lockwoodwriter
@uselaine
@its_outta_here
@google
@syzzlyn

Top Tweeters in G3:
@schmidtlepp
@binderfaith1
@korallenherz
@colinandjo1
@thecuriousluke
@jeannettelovesu
@grb090423
@bikinatroll
@musichistorylaw
@jollysea

Top Tweeters in G4:
@dodgersnation
@djriveraros
@xionyc
@cathcoste
@sarah_may1
@pranesh
@mmt_lvt
@alaviealamour
@fotobiene
@macst3r

Top Tweeters in G5:
@saragomezaranci
@carolmaewy
@eddarrell
@xandaolp
@fran_neena20409
@ambeautifulshow
@five15design
@pooetryman
@dudette9t9
@sweetangelface

Top Tweeters in G6:
@bluebirdtrini
@guardian
@rnitsch
@penguingalaxy
@temptoetiam
@kateweb
@djobling
@vrvalicento
@paul3hawkins
@biobabbler

Top Tweeters in G7:
@robre62
@bsaempp
@nepabuzz1
@zacharysweather
@mightycasey
@religionprof
@watertrends
@geotecniaonline
@tavigreiner
@jens2go

Top Tweeters in G8:
@amongstwits
@jchrispires
@haggewoods
@brwombat
@bluetenfarbe
@agrobiodiverse
@ghimireab
@patrickhadfield
@patsy_glasgow
@thesem

Top Tweeters in G9:
@ruisaldanha
@shortstack81
@jdoaim
@parvez1
@rrossachacj
@srzjwalters
@annamhargrave
@ksl5tv
@pullmanwa
@bananaplant

Top Tweeters in G10:
@emccoy_writer
@neolithicsheep
@janewordsmith
@_everbright_
@canadian_errant
@littlecatdesign
@nzdodo
@untonuggan
@72gowerstreet
@papabybike


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