citsci, Twitter, 8/1/2020 12:30:57 AM, 231539


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citsci_2020-07-31_17-17-28.xlsx
citsci_2020-07-31_17-17-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 01, 2020
Short Description:
citsci via NodeXL https://bit.ly/39Myobd
@citsci
@scistarter
@citscioz
@inaturalist
@jessieloliver
@nhm_citsci
@eucitsciproject
@citsciassoc
@coopsciscoop
@globeprogram

Top hashtags:
#citsci
#citizenscience
#earthschool
#sdgs
#tnmcorps
#mapping
#gis
#usgs
#newsera

Description:
Description
The graph represents a network of 2,610 Twitter users whose tweets in the requested range contained "citsci", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 01 August 2020 at 00:23 UTC.

The requested start date was Saturday, 01 August 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 90-day, 15-hour, 47-minute period from Friday, 01 May 2020 at 02:28 UTC to Thursday, 30 July 2020 at 18:15 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 : 2610
Unique Edges : 3013
Edges With Duplicates : 7387
Total Edges : 10400
Number of Edge Types : 5
Mentions : 2420
MentionsInRetweet : 4517
Retweet : 2675
Tweet : 564
Replies to : 224
Self-Loops : 577
Reciprocated Vertex Pair Ratio : 0.0716411986505259
Reciprocated Edge Ratio : 0.133703703703704
Connected Components : 83
Single-Vertex Connected Components : 30
Maximum Vertices in a Connected Component : 2306
Maximum Edges in a Connected Component : 9834
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.284059
Graph Density : 0.00079301093033399
Modularity : 0.391417
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 2,610 Twitter users whose tweets in the requested range contained "citsci", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 01 August 2020 at 00:23 UTC.

The requested start date was Saturday, 01 August 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 90-day, 15-hour, 47-minute period from Friday, 01 May 2020 at 02:28 UTC to Thursday, 30 July 2020 at 18:15 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 : citsci
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:
[28] https://stemforall2020.videohall.com/presentations#/keyword/ids=k_193
[17] https://crowdsourced.micropasts.org/project/fitzAudioGuide/
[15] https://www.frontiersin.org/research-topics/13915/citizen-science-and-social-innovation-mutual-relations-barriers-needs-and-development-factors
[14] https://scistarter.org/tools
[12] https://www.pewresearch.org/fact-tank/2020/06/25/younger-more-educated-u-s-adults-are-more-likely-to-take-part-in-citizen-science-research/
[12] https://ed.ted.com/on/eg7qdmRQ?theme_id=earth-school
[12] https://scistarter.org/finder?phrase=Bee&topic=16
[12] http://www.earthobservations.org/geo_blog_obs.php?id=451
[12] https://citsci.kmi.open.ac.uk/xpolli-butterfly/index.php
[11] https://www.rri-tools.eu/-/community-citizen-science-from-promise-to-action

Top URLs in Tweet in G1:
[10] https://www.pewresearch.org/fact-tank/2020/06/25/younger-more-educated-u-s-adults-are-more-likely-to-take-part-in-citizen-science-research/
[10] https://eu-citizen.science/
[10] http://www.earthobservations.org/geo_blog_obs.php?id=451
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=229865
[9] https://www.spotteron.net/apps
[9] https://www.rri-tools.eu/-/community-citizen-science-from-promise-to-action
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231397
[5] http://csl.nsta.org/2020/05/science-to-story-story-to-social/
[5] https://landsense.eu/Challenge
[5] https://twitter.com/CitSciAssoc/status/1262388743794757633

Top URLs in Tweet in G2:
[28] https://stemforall2020.videohall.com/presentations#/keyword/ids=k_193
[12] https://ed.ted.com/on/eg7qdmRQ?theme_id=earth-school
[11] https://scistarter.org/tools
[11] https://scistarter.org/finder?phrase=Bee&topic=16
[10] https://scistarter.org/finder?phrase=Turtle
[8] https://www.abc.net.au/news/science/2020-06-06/citizen-science-projects-ocean-odyssey/12292270
[5] https://blog.scistarter.com/featured-projects/2020/05/fun-new-projects-we-think-youll-love/
[5] https://scistarter.org/pollinatorgardens
[5] https://scistarter.org/spot-a-bee
[5] https://ed.ted.com/earthschool?utm_source=partnerpost&utm_medium=social&utm_campaign=earth-school-announcement

Top URLs in Tweet in G3:
[11] https://www.amazon.com/gp/aw/d/0520284798/ref=tmm_pap_title_0?ie=UTF8&qid=&sr=
[8] https://openuniversity.onlinesurveys.ac.uk/inaturalist-expression-of-interest
[4] https://www.nationalinsectweek.co.uk/record-insect-species
[4] https://www.nhm.ac.uk/take-part/citizen-science/big-seaweed-search.html
[3] https://www.nhm.ac.uk/take-part/citizen-science/bioblitz/plant-club-virtual-bioblitz.html
[2] https://www.youtube.com/watch?v=SdHqF38dGtY

[2] https://enable.hp.com/hp-speaker-series-highered
[1] https://www.youtube.com/watch?v=PKyxbndZ6Ns

[1] https://www.youtube.com/watch?v=V_DKOlz9u4s

[1] https://twitter.com/NHM_London/status/1263726348100567041

Top URLs in Tweet in G4:
[5] https://www.youtube.com/watch?v=10JQ8AMVJ5M&feature=youtu.be

[4] https://www.sierraclub.org/sierra/citizen-science-done-safely
[3] https://www.folio.ca/students-develop-online-tool-to-predict-covid-19-spread-based-on-demographics/
[3] https://www.wired.com/story/citizen-science-projects-offer-a-model-for-coronavirus-apps/
[3] https://medium.com/justonegiantlab/meet-quantified-flu-a-citizen-science-project-to-find-out-if-wearables-can-warn-us-when-were-d0b4bbeb3166?source=friends_link&sk=4db123e167dce63f879ff40b666e26a6
[2] https://www.youtube.com/watch?v=kt3DUqhTQcM&feature=youtu.be

[1] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https://link.springer.com/article/10.1007/s11625-020-00833-7
[1] https://www.youtube.com/watch?v=wCYpMjpgjIY&feature=youtu.be

[1] https://twitter.com/i/web/status/1284103122705682432
[1] https://twitter.com/i/web/status/1286013390989807618

Top URLs in Tweet in G5:
[4] https://catillusions2020.wixsite.com/ififitsisits
[2] https://twitter.com/kllycttn/status/1282704600718553093
[2] https://twitter.com/anne_mayre/status/1282508668496482311
[2] https://www.publish.csiro.au/catalogues/CitizenScience
[1] https://twitter.com/i/web/status/1256092751545827329
[1] https://twitter.com/i/web/status/1256086363096530944
[1] https://twitter.com/i/web/status/1256087384250216448
[1] https://twitter.com/i/web/status/1256089196579569666
[1] https://twitter.com/i/web/status/1256090250230652928
[1] https://twitter.com/i/web/status/1256091865436180481

Top URLs in Tweet in G6:
[5] https://observer.globe.gov/do-globe-observer/challenges/community-cloud-challenge-2020
[5] https://www.globe.gov/web/marile.colonrobles/home/blog/-/blogs/nasa-globe-clouds-2020-community-cloud-challenge-science-is-better-togeth-1
[2] https://science.nasa.gov/earth-science/applied-sciences/making-space-for-earth/fighting-mosquitoes-from-space
[2] https://www.globe.gov/
[2] https://www.openaire.eu/item/citizen-science-openaire-activities-in-education
[1] https://twitter.com/i/web/status/1288892078378844169
[1] https://twitter.com/i/web/status/1284670910868398080
[1] https://twitter.com/i/web/status/1284671113713385477
[1] https://twitter.com/i/web/status/1285229261373112322
[1] https://twitter.com/i/web/status/1285230209206153216

Top URLs in Tweet in G7:
[6] https://www.usgs.gov/core-science-systems/ngp/tnm-corps
[1] https://twitter.com/i/web/status/1288474767108997120
[1] https://twitter.com/i/web/status/1259940108389814272
[1] https://twitter.com/i/web/status/1260246035307417601
[1] https://twitter.com/i/web/status/1262390173318500361
[1] https://twitter.com/i/web/status/1271176496141553665
[1] https://twitter.com/i/web/status/1271176735007137792
[1] https://twitter.com/i/web/status/1271434816626528256
[1] https://twitter.com/i/web/status/1271446022288482305
[1] https://twitter.com/i/web/status/1272903111812792323

Top URLs in Tweet in G8:
[3] http://blog.biodiversitylibrary.org/2011/08/bhl-on-flickr.html
[1] https://twitter.com/i/web/status/1283875438582919169
[1] https://twitter.com/i/web/status/1273066765413572609
[1] https://twitter.com/silibraries/status/1276503727822823424
[1] https://twitter.com/i/web/status/1256332664891559936
[1] https://twitter.com/OpenGLAM/status/1259717623584968705
[1] https://savvytime.com/converter/nzst-to-edt-cest-ist/may-4-2020/9am
[1] https://twitter.com/SiobhanLeachman/status/1256847907489067009

Top URLs in Tweet in G9:
[8] https://www.zooniverse.org/projects/penguintom79/seabirdwatch
[3] https://earthwatch.org.uk/news/blogs/364-citsci-covid
[2] https://www.bto.org/bbs-report
[1] https://twitter.com/i/web/status/1288128992432680963
[1] https://twitter.com/ClaireNarraway/status/1276079474132619264
[1] https://twitter.com/i/web/status/1275818132582674432
[1] https://twitter.com/JohnMuirTrust/status/1275740202858958848
[1] https://twitter.com/i/web/status/1256236849938542597
[1] https://twitter.com/SOTEAG1/status/1259808782202396674
[1] https://twitter.com/bobmmop/status/1257245364681310208

Top URLs in Tweet in G10:
[5] https://citsci.geog.mcgill.ca/
[3] https://citsci.geog.mcgill.ca/en/connect/blog#Blog34
[3] https://citsci.geog.mcgill.ca/en/educate
[2] https://citsci.geog.mcgill.ca/en/educate/curriculum
[2] https://citsci.geog.mcgill.ca/en/connect/blog#Blog30
[1] https://citsci.geog.mcgill.ca/en/connect/blog#Blog29
[1] https://twitter.com/i/web/status/1256263023611838465
[1] https://citsci.geog.mcgill.ca/en/about/more
[1] https://twitter.com/DrKerryane/status/1256706130543329280
[1] https://twitter.com/drkerryane/status/1257099621635108864

Top Domains
Top Domains in Tweet in Entire Graph:
[445] twitter.com
[119] scistarter.org
[58] ac.uk
[45] ow.ly
[43] nodexlgraphgallery.org
[42] youtube.com
[29] ted.com
[29] videohall.com
[27] globe.gov
[26] google.com

Top Domains in Tweet in G1:
[111] twitter.com
[43] nodexlgraphgallery.org
[19] spotteron.net
[14] rri-tools.eu
[13] eu-citizen.science
[12] earthobservations.org
[10] pewresearch.org
[10] scistarter.org
[10] citizen-science.at
[9] member365.com

Top Domains in Tweet in G2:
[105] scistarter.org
[83] twitter.com
[29] videohall.com
[27] ted.com
[9] youtube.com
[9] net.au
[7] scistarter.com
[6] earthday.org
[5] earthobservations.org
[5] citizenscience.org

Top Domains in Tweet in G3:
[28] ac.uk
[20] twitter.com
[11] amazon.com
[7] org.uk
[6] co.uk
[5] youtube.com
[3] inaturalist.org
[2] naturalhistorymuseum.blog
[2] bit.ly
[2] hp.com

Top Domains in Tweet in G4:
[13] twitter.com
[11] youtube.com
[5] medium.com
[4] sierraclub.org
[3] folio.ca
[3] wired.com
[2] wilsoncenter.org
[2] allaboutbirds.org
[2] zooniverse.org
[1] springer.com

Top Domains in Tweet in G5:
[22] twitter.com
[4] wixsite.com
[2] australiascience.tv
[2] instagram.com
[2] cosmosmagazine.com
[2] csiro.au
[1] google.com
[1] com.au
[1] questagame.com
[1] ecologyisnotadirtyword.com

Top Domains in Tweet in G6:
[29] twitter.com
[26] globe.gov
[8] nasa.gov
[6] youtube.com
[2] openaire.eu
[2] naaee.org
[1] airnow.gov
[1] facebook.com
[1] usa.gov
[1] google.com

Top Domains in Tweet in G7:
[38] ow.ly
[23] usa.gov
[17] twitter.com
[9] usgs.gov
[2] amazon.com
[1] geospatial-solutions.com

Top Domains in Tweet in G8:
[6] twitter.com
[3] biodiversitylibrary.org
[1] savvytime.com

Top Domains in Tweet in G9:
[8] zooniverse.org
[7] twitter.com
[3] org.uk
[2] bto.org

Top Domains in Tweet in G10:
[24] mcgill.ca
[15] twitter.com
[2] archives.gov
[1] theglobeandmail.com
[1] uchicago.edu
[1] ctvnews.ca
[1] yaleclimateconnections.org
[1] reuters.com
[1] cbc.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1488] citsci
[1418] citizenscience
[118] earthschool
[104] sdgs
[103] tnmcorps
[98] mapping
[88] gis
[83] usgs
[78] newsera
[74] citynaturechallenge



Top Hashtags in Tweet in G1:
[555] citizenscience
[340] citsci
[94] sdgs
[74] newsera
[34] survey
[28] openscience
[26] scicomm
[25] participation
[23] rri
[22] learning

Top Hashtags in Tweet in G2:
[472] citizenscience
[427] citsci
[97] earthschool
[28] stemvideohall
[28] collection
[19] communityscience
[15] educatorexplorer
[14] science
[12] worldbeeday2020
[11] worldbeeday

Top Hashtags in Tweet in G3:
[58] citynaturechallenge
[26] citizenscience
[22] citsci
[8] bioblitz
[7] nearbynature
[7] niw2020
[7] sealife
[7] seashore
[7] swiftmapper
[6] tech4good

Top Hashtags in Tweet in G4:
[40] citsci
[38] citizenscience
[33] covid19
[31] opensource
[26] biohackers
[19] openscience
[15] wearables
[13] quantifiedflu
[6] coronavirus
[5] sdgs

Top Hashtags in Tweet in G5:
[60] citsci
[41] citizenscience
[19] ififitsisits2020
[13] ififitsisits
[11] guinessworldrecord
[8] frogfriday
[7] biodiversity
[7] scicomm
[6] downunder
[5] openaccess

Top Hashtags in Tweet in G6:
[53] citsci
[50] nasago
[34] cloudchallenge
[34] citizenscience
[33] clouds
[25] globecommunity
[22] nasaathome
[22] globeathome
[20] nasa
[15] gettingsciencedone

Top Hashtags in Tweet in G7:
[79] tnmcorps
[77] mapping
[74] citsci
[74] gis
[71] citizenscience
[68] usgs
[16] learnathome
[8] crowdsourcing
[1] worldbeeday2020

Top Hashtags in Tweet in G8:
[29] citsci
[20] sciart
[11] volunpeer
[4] museums
[4] genealogy
[4] academic
[4] credit
[2] womeninscience
[2] citizenscience
[1] bhlib

Top Hashtags in Tweet in G9:
[23] wstc6
[22] citsci
[22] digsesh1
[13] ornithology
[10] seabirds
[10] globalpandemic
[8] volunteers
[7] seabird
[3] citizenscience
[1] cameratrap

Top Hashtags in Tweet in G10:
[45] citsci
[38] weatherdata
[31] drawmcgill
[27] throwbackthursday
[23] montreal
[18] datarescue
[18] citizenscience
[11] ontheblog
[11] canadatranscribes
[11] historicalclimatology

Top Words
Top Words in Tweet in Entire Graph:
[1469] #citsci
[1417] #citizenscience
[546] project
[460] science
[395] citizen
[372] help
[345] more
[319] scistarter
[292] projects
[283] learn

Top Words in Tweet in G1:
[555] #citizenscience
[339] #citsci
[170] project
[140] science
[135] eucitsciproject
[130] projects
[122] citsci
[121] citizen
[94] #sdgs
[85] eucitsci

Top Words in Tweet in G2:
[471] #citizenscience
[415] #citsci
[235] scistarter
[148] project
[120] science
[116] learn
[112] check
[91] #earthschool
[83] looking
[83] videos

Top Words in Tweet in G3:
[99] part
[98] take
[75] inaturalist
[59] use
[58] #citynaturechallenge
[47] regularly
[38] help
[37] more
[34] 19
[33] nhm_citsci

Top Words in Tweet in G4:
[58] justonegiantlab
[40] #citsci
[38] #citizenscience
[37] developing
[33] #covid19
[31] #opensource
[29] time
[26] project
[26] #biohackers
[26] 300

Top Words in Tweet in G5:
[60] #citsci
[41] #citizenscience
[32] projects
[19] #ififitsisits2020
[19] 21
[19] june
[19] join
[16] citizen
[16] csiropublishing
[15] manusaunders

Top Words in Tweet in G6:
[131] globeprogram
[68] learn
[53] #citsci
[51] more
[50] #nasago
[45] week
[43] nasa
[40] globe
[35] community
[34] #cloudchallenge

Top Words in Tweet in G7:
[114] usgs
[110] map
[94] national
[94] corps
[79] #tnmcorps
[77] points
[77] badge
[77] #mapping
[76] awards
[76] week

Top Words in Tweet in G8:
[40] help
[24] #citsci
[24] siobhan
[22] improve
[20] biodivlibrary
[20] #sciart
[20] species
[19] siobhanleachman
[16] bloodhoundtrack
[14] information

Top Words in Tweet in G9:
[23] #wstc6
[22] #citsci
[22] #digsesh1
[18] bto_nireland
[17] seabird_watch
[16] dedicated
[14] volunteers
[13] northern
[13] ireland
[13] #ornithology

Top Words in Tweet in G10:
[67] drawmcgill
[44] #citsci
[38] #weatherdata
[36] today
[34] project
[31] #drawmcgill
[31] mcgillu
[30] observatory
[30] 100
[30] years

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[271] citizen,science
[207] #citsci,#citizenscience
[131] take,part
[120] national,map
[120] map,corps
[114] #citizenscience,project
[106] learn,more
[95] #citsci,project
[95] #citsci,projects
[94] corps,virtual

Top Word Pairs in Tweet in G1:
[104] citizen,science
[58] #citizenscience,projects
[57] #citizenscience,practitioners
[50] #citizenscience,project
[43] #citsci,projects
[41] #newsera,project
[40] eucitsciproject,#citizenscience
[34] special,issue
[31] rritools,#citizenscience
[26] project,launched

Top Word Pairs in Tweet in G2:
[56] looking,#citizenscience
[56] #citizenscience,curriculum
[56] curriculum,ideas
[56] ideas,check
[56] check,nsf
[56] nsf,funded
[56] funded,project
[56] project,videos
[56] videos,link
[50] help,researchers

Top Word Pairs in Tweet in G3:
[89] take,part
[47] part,#citynaturechallenge
[47] regularly,use
[47] use,inaturalist
[24] #citynaturechallenge,children
[24] inaturalist,together
[23] 19,younger
[23] younger,take
[23] #citynaturechallenge,regularly
[23] inaturalist,take

Top Word Pairs in Tweet in G4:
[26] #biohackers,developing
[26] developing,#opensource
[26] #opensource,300
[26] 300,ninja
[26] ninja,qpcr
[26] qpcr,time
[26] time,#covid19
[26] #covid19,testing
[25] justonegiantlab,#biohackers
[14] recently,celebrated

Top Word Pairs in Tweet in G5:
[19] 21,june
[13] #citsci,#citizenscience
[12] #citsci,projects
[11] join,darkskyalliance
[11] darkskyalliance,saturday
[11] saturday,21
[11] june,attempt
[11] attempt,break
[11] break,#guinessworldrecord
[11] #guinessworldrecord,whilst

Top Word Pairs in Tweet in G6:
[45] learn,more
[29] week,learn
[20] #citsci,#nasago
[20] hey,#globecommunity
[20] globeprogram,week
[19] 2020,community
[19] community,#cloudchallenge
[18] #nasaathome,#globeathome
[15] #globecommunity,check
[15] globeprogram,hey

Top Word Pairs in Tweet in G7:
[94] national,map
[94] map,corps
[74] corps,virtual
[74] awards,explained
[74] explained,week
[73] fedcitsci,#citsci
[71] virtual,awards
[71] #mapping,#gis
[69] #citsci,#citizenscience
[67] badge,submit

Top Word Pairs in Tweet in G8:
[15] help,improve
[12] improve,discoverability
[12] learn,help
[11] discoverability,#sciart
[11] #sciart,learn
[11] help,tag
[11] tag,images
[11] images,species
[11] species,names
[10] biodivlibrary,help

Top Word Pairs in Tweet in G9:
[13] northern,ireland
[12] #wstc6,#digsesh1
[12] #ornithology,#citsci
[11] #digsesh1,hereâ
[11] hereâ,collect
[11] collect,analyse
[11] analyse,digital
[11] digital,images
[11] images,puffins
[11] puffins,carrying

Top Word Pairs in Tweet in G10:
[30] 100,years
[30] years,ago
[30] ago,today
[27] #throwbackthursday,#weatherdata
[26] #weatherdata,mcgillu
[26] mcgillu,observatory
[23] observatory,#montreal
[23] #montreal,100
[22] today,july
[20] drawmcgill,#throwbackthursday

Top Replied-To
Top Replied-To in Entire Graph:
@viviana_tes
@tundra_citsci
@nhm_citsci
@citsci
@suaguagua
@hood_naturalist
@misslesleywolf
@citsci_edu
@drkerryane
@amypanikowski

Top Replied-To in G1:
@citsci
@citsciassoc
@drmayaangelou
@nhm_citsci
@drkerryane
@claire_csg
@chnickerson
@esipfed
@sugarpinefndn
@sleepotsophie

Top Replied-To in G2:
@citsci_edu
@hood_naturalist
@citsci
@chnickerson
@scistarter
@westgatecology
@saverygo
@harkinworld
@nsf
@spaceyliz

Top Replied-To in G3:
@nhm_citsci
@rebafay
@ecoentogeek
@mrscat9
@sebhaggett
@nhm_science
@drkerryane
@natgeoeducation
@ukladybirds
@hood_naturalist

Top Replied-To in G4:
@redrivercroft
@the_zooniverse

Top Replied-To in G5:
@ultimatemegs
@paper_indy
@glennsumi
@ramskelet0n
@questagame

Top Replied-To in G6:
@globeprogram

Top Replied-To in G7:
@karen_toman
@ldallman66

Top Replied-To in G8:
@rdmpage
@openglam
@bloodhoundtrack
@theshortlab
@cataranea
@siobhanleachman

Top Replied-To in G9:
@seabird_watch
@connie_tremlett
@animal__alice

Top Replied-To in G10:
@carrieantoniazz
@ellengute
@sophiacol

Top Mentioned
Top Mentioned in Entire Graph:
@scistarter
@citsci
@globeprogram
@eucitsciproject
@inaturalist
@citscioz
@jessieloliver
@citsciassoc
@fedcitsci
@eucitsci

Top Mentioned in G1:
@eucitsciproject
@eucitsci
@citsci
@citscioz
@scistarter
@csaustria
@citsciassoc
@spotteron
@rritools
@inaturalist

Top Mentioned in G2:
@scistarter
@nsf
@natgeoeducation
@coopsciscoop
@jessieloliver
@earthdaynetwork
@citsciassoc
@citsci
@jillfnugent
@unep

Top Mentioned in G3:
@inaturalist
@rebafay
@nhm_citsci
@mcsuk
@eucitsciproject
@nhm_ukbiodiv
@learn_citsci
@juliet_seaweeds
@alycrall
@heidilballard

Top Mentioned in G4:
@justonegiantlab
@opencovid19
@the_zooniverse
@cornellhawks
@birdcamslab
@newscience101
@futuristyb
@scistarter
@1alexa
@gedankenstuecke

Top Mentioned in G5:
@csiropublishing
@manusaunders
@cosmosmagazine
@doubelieveindog
@darkskyalliance
@riaus
@ultimatemegs
@famdogproject
@questagame
@jessieloliver

Top Mentioned in G6:
@globeprogram
@nasaearth
@nasa
@donasascience
@nasastem
@nasa_langley
@scistarter
@thenaaee
@seesaw
@airnow

Top Mentioned in G7:
@usgs
@fedcitsci
@usgstnm
@ldallman66
@herculamuffin
@strabo1767
@karen_toman
@pereriktorske
@gss_ncm
@amazon

Top Mentioned in G8:
@biodivlibrary
@siobhanleachman
@bloodhoundtrack
@radionz
@silverlakeshore
@bhlcommmgr
@spnhc
@gbif
@inaturalist
@disscoeu

Top Mentioned in G9:
@bto_nireland
@seabird_watch
@ellingbry
@bobmmop
@bbs_birds
@alexrissa
@seabirdcentre
@skomer_
@rspbscience
@earthwatch_eur

Top Mentioned in G10:
@drawmcgill
@mcgillu
@carlyziter
@globeandmail
@cmos_scmo
@maximlarrivee
@equiterre
@drewfbush
@criemcirm
@usnatarchives

Top Tweeters
Top Tweeters in Entire Graph:
@lindaleeking
@angelamortimer2
@lechatnoire4
@thehill
@alizardx
@astwisa
@femtech_
@ruisaldanha
@raivoonet
@miss_placed_

Top Tweeters in G1:
@thehill
@nytimes
@andinho4020111
@latimes
@mjoehlerich
@leafwarbler
@geokem7
@lcby
@penguingalaxy
@imagine_garden

Top Tweeters in G2:
@loyalfan1
@southerngemgal
@jamestown502
@timewalkproject
@whistlingwhist
@69sherred1313
@mapc
@jo_barnes
@loufreshwater
@smithsonianmag

Top Tweeters in G3:
@titis_erenoa
@dariosailor86
@uselaine
@dameladeedah
@xrisfg
@natures_voice
@mrscat9
@stormpetrel
@maureenbug
@titiktitikblank

Top Tweeters in G4:
@vievararosel
@naattuvarthakal
@alexandre_sgroi
@marianmme16513
@vrvalicento
@lightifyco1
@ellabellableu
@gedankenstuecke
@benlamara
@waysidewriter

Top Tweeters in G5:
@auspost
@amcell
@mrtallerjerry
@countrylawyer99
@vogels4
@granville4879
@hagsie
@outbackeco
@glennsumi
@dogcognitionse

Top Tweeters in G6:
@alizardx
@lalojimjuarez
@wadakashiho
@aibexint
@bar_zie
@stratocumulus
@pamanes64
@publichealthmap
@rhow62
@nasa

Top Tweeters in G7:
@lindaleeking
@ruisaldanha
@raivoonet
@tiniskwerl
@lltwing
@johannesdreijer
@justafandavid
@12bravogran
@rrossachacj
@zettie_geez

Top Tweeters in G8:
@komiska
@gadflymorse
@mtanichthys
@the_spiderwife
@drahmadbazzi
@paysagiste
@mtechman
@siobhanleachman
@hopescoffee
@radionz

Top Tweeters in G9:
@astwisa
@punkpuffin
@j_pineo
@riverm_hathaway
@steelyseabirder
@bengilchrist
@jenni_pro
@katharinekite
@debalmer
@quarkexpedition

Top Tweeters in G10:
@globeandmail
@andrewmorrisuk
@hubofml
@ctvmontreal
@niche_canada
@whsvaubs
@yconsor
@dr_hick
@usnatarchives
@freesandstorm