citsci, Twitter, 8/8/2020 12:46:24 AM, 232132


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citsci_2020-08-07_17-17-28.xlsx
citsci_2020-08-07_17-17-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 08, 2020
Short Description:
citsci via NodeXL https://bit.ly/2PwubPF
@citsci
@scistarter
@citscioz
@inaturalist
@nhm_citsci
@jessieloliver
@citsciassoc
@eucitsciproject
@coopsciscoop
@globeprogram

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

Description:
Description
The graph represents a network of 2,785 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, 08 August 2020 at 00:24 UTC.

The requested start date was Saturday, 08 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 97-day, 12-hour, 59-minute period from Friday, 01 May 2020 at 02:28 UTC to Thursday, 06 August 2020 at 15:27 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 : 2785
Unique Edges : 3196
Edges With Duplicates : 7861
Total Edges : 11057
Number of Edge Types : 5
Retweet : 2841
MentionsInRetweet : 4758
Mentions : 2596
Replies to : 258
Tweet : 604
Self-Loops : 617
Reciprocated Vertex Pair Ratio : 0.0716563496529732
Reciprocated Edge Ratio : 0.133730089270086
Connected Components : 86
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 2476
Maximum Edges in a Connected Component : 10517
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.293165
Graph Density : 0.000736834230999402
Modularity : 0.388662
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 2,785 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, 08 August 2020 at 00:24 UTC.

The requested start date was Saturday, 08 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 97-day, 12-hour, 59-minute period from Friday, 01 May 2020 at 02:28 UTC to Thursday, 06 August 2020 at 15:27 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
[21] https://www.frontiersin.org/research-topics/13915/citizen-science-and-social-innovation-mutual-relations-barriers-needs-and-development-factors
[17] https://crowdsourced.micropasts.org/project/fitzAudioGuide/
[14] https://citsci.kmi.open.ac.uk/xpolli-butterfly/index.php
[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://scistarter.org/finder?phrase=Bee&topic=16
[12] https://ed.ted.com/on/eg7qdmRQ?theme_id=earth-school
[12] http://www.earthobservations.org/geo_blog_obs.php?id=451
[11] https://www.amazon.com/gp/aw/d/0520284798/ref=tmm_pap_title_0?ie=UTF8&qid=&sr=

Top URLs in Tweet in G1:
[11] https://www.spotteron.net/apps
[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] http://www.earthobservations.org/geo_blog_obs.php?id=451
[9] https://www.rri-tools.eu/-/community-citizen-science-from-promise-to-action
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=229865
[9] https://eu-citizen.science/
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231397
[6] https://landsense.eu/Challenge
[5] http://csl.nsta.org/2020/05/science-to-story-story-to-social/
[5] https://www.wired.com/story/citizen-science-projects-offer-a-model-for-coronavirus-apps/

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
[9] https://scistarter.org/finder?phrase=Bee&topic=16
[9] 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://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
[4] https://scistarter.org/how-to-select-a-citizen-science-project-for-use-wi

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
[5] https://www.nhm.ac.uk/take-part/citizen-science/big-seaweed-search.html
[4] https://www.nationalinsectweek.co.uk/record-insect-species
[4] https://www.nhm.ac.uk/take-part/citizen-science/bioblitz/plant-club-virtual-bioblitz.html
[4] https://sciencecommunicationsheffield.blogspot.com/2020/07/project-plumage-how-sexual-preferences.html
[3] https://www.youtube.com/watch?v=SdHqF38dGtY

[2] https://naturalhistorymuseum.blog/2020/07/29/discover-plants-near-you-with-the-plant-club-bioblitz/
[2] https://enable.hp.com/hp-speaker-series-highered
[1] https://www.mcsuk.org/news/volunteer-big-seaweed-search

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://www.youtube.com/watch?v=fqydCr4ZcDk&feature=youtu.be

[1] https://app.jogl.io/project/373
[1] https://www.youtube.com/watch?v=wCYpMjpgjIY&feature=youtu.be

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

Top URLs in Tweet in G5:
[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://observer.globe.gov/
[2] https://www.openaire.eu/item/citizen-science-openaire-activities-in-education
[1] https://naaee.org/eepro/blog/representation-matters-addressing-lack
[1] https://www.globe.gov/web/marile.colonrobles/home/blog/-/blogs/67710587
[1] http://naaee.org/eepro/blog
[1] https://twitter.com/i/web/status/1255965148310798336

Top URLs in Tweet in G6:
[4] https://catillusions2020.wixsite.com/ififitsisits
[2] https://twitter.com/anne_mayre/status/1282508668496482311
[2] https://twitter.com/kllycttn/status/1282704600718553093
[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 G7:
[8] https://seabirdwatch.org/
[3] https://earthwatch.org.uk/news/blogs/364-citsci-covid
[2] https://www.bto.org/bbs-report
[1] https://twitter.com/i/web/status/1288428951979859971
[1] https://www.natural-apptitude.co.uk/swift-mapper/
[1] https://twitter.com/BBCSpringwatch/status/1271849819665887232
[1] https://twitter.com/surreywt/status/1279777106126348289
[1] https://twitter.com/i/web/status/1288128992432680963
[1] https://twitter.com/ClaireNarraway/status/1276079474132619264
[1] https://twitter.com/i/web/status/1275818132582674432

Top URLs in Tweet in G8:
[6] https://www.usgs.gov/core-science-systems/ngp/tnm-corps
[1] https://go.usa.gov/xnhrq?utm_source=twitter&utm_medium=social&utm_term=b9b72424-58c5-4356-8e9e-66cb1f70b07b&utm_content=&utm_campaign=usgstnm
[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 G9:
[3] http://blog.biodiversitylibrary.org/2011/08/bhl-on-flickr.html
[1] https://twitter.com/silibraries/status/1276503727822823424
[1] https://twitter.com/i/web/status/1283875438582919169
[1] https://twitter.com/i/web/status/1273066765413572609
[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 G10:
[5] https://www.museumswellington.org.nz/look-after-our-night-sky/
[3] https://www.sciencelearn.org.nz/events/1421-refillnz-litterati-rubbish-challenge
[2] https://www.sciencelearn.org.nz/citizen_science
[2] https://www.pinterest.co.uk/nzsciencelearn/citizen-science/
[2] https://www.sciencelearn.org.nz/events/1341-garden-bird-survey-2020
[2] https://www.sciencelearn.org.nz/events/1423-connecting-citizens-through-science-contexts
[1] https://twitter.com/i/web/status/1275589852885442560
[1] https://register.gotowebinar.com/register/5191787661328794638
[1] https://www.sciencelearn.org.nz/events/1461-litter-intelligence-education
[1] https://twitter.com/i/web/status/1275203412041142272

Top Domains
Top Domains in Tweet in Entire Graph:
[459] twitter.com
[121] scistarter.org
[67] ac.uk
[47] ow.ly
[43] youtube.com
[43] nodexlgraphgallery.org
[29] globe.gov
[29] ted.com
[29] videohall.com
[28] mcgill.ca

Top Domains in Tweet in G1:
[109] twitter.com
[43] nodexlgraphgallery.org
[23] spotteron.net
[15] scistarter.org
[14] rri-tools.eu
[12] eu-citizen.science
[11] citizen-science.at
[11] earthobservations.org
[10] pewresearch.org
[8] citsci.org

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

Top Domains in Tweet in G3:
[31] ac.uk
[19] twitter.com
[11] amazon.com
[7] org.uk
[6] co.uk
[6] zooniverse.org
[6] youtube.com
[4] blogspot.com
[3] inaturalist.org
[3] naturalhistorymuseum.blog

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

Top Domains in Tweet in G5:
[29] twitter.com
[28] globe.gov
[8] nasa.gov
[6] youtube.com
[2] naaee.org
[2] openaire.eu
[1] airnow.gov
[1] facebook.com
[1] usa.gov
[1] google.com

Top Domains in Tweet in G6:
[22] twitter.com
[4] wixsite.com
[2] australiascience.tv
[2] instagram.com
[2] cosmosmagazine.com
[2] csiro.au
[1] com.au
[1] questagame.com
[1] google.com
[1] ecologyisnotadirtyword.com

Top Domains in Tweet in G7:
[10] twitter.com
[8] seabirdwatch.org
[3] org.uk
[2] bto.org
[1] co.uk

Top Domains in Tweet in G8:
[40] ow.ly
[25] usa.gov
[17] twitter.com
[9] usgs.gov
[2] amazon.com
[1] geospatial-solutions.com

Top Domains in Tweet in G9:
[6] twitter.com
[3] biodiversitylibrary.org
[1] savvytime.com

Top Domains in Tweet in G10:
[21] org.nz
[17] twitter.com
[2] co.uk
[1] gotowebinar.com
[1] anecdata.org
[1] thinkific.com
[1] scistarter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1577] citsci
[1508] citizenscience
[118] earthschool
[107] tnmcorps
[105] sdgs
[102] mapping
[92] gis
[85] usgs
[78] newsera
[74] citynaturechallenge



Top Hashtags in Tweet in G1:
[568] citizenscience
[326] citsci
[90] sdgs
[72] newsera
[34] survey
[32] scicomm
[29] openscience
[23] rri
[22] participation
[21] citsciwebinar

Top Hashtags in Tweet in G2:
[480] citizenscience
[419] citsci
[93] earthschool
[28] stemvideohall
[28] collection
[20] communityscience
[13] science
[12] highered
[11] worldbeeday
[9] worldbeeday2020

Top Hashtags in Tweet in G3:
[60] citynaturechallenge
[31] citizenscience
[26] citsci
[15] sealife
[15] seashore
[11] bioblitz
[7] nearbynature
[7] niw2020
[6] bigseaweedsearch
[6] nhmpukka

Top Hashtags in Tweet in G4:
[44] citsci
[43] citizenscience
[38] covid19
[33] opensource
[26] biohackers
[21] openscience
[15] wearables
[13] quantifiedflu
[6] coronavirus
[6] diybio

Top Hashtags in Tweet in G5:
[57] citsci
[54] nasago
[37] cloudchallenge
[37] citizenscience
[33] clouds
[25] globecommunity
[24] nasaathome
[24] globeathome
[20] nasa
[15] gettingsciencedone

Top Hashtags in Tweet in G6:
[63] citsci
[45] citizenscience
[21] ififitsisits2020
[13] ififitsisits
[11] guinessworldrecord
[8] frogfriday
[7] biodiversity
[7] scicomm
[6] downunder
[5] openaccess

Top Hashtags in Tweet in G7:
[27] citsci
[23] wstc6
[22] digsesh1
[13] ornithology
[11] citizenscience
[10] seabirds
[10] globalpandemic
[8] volunteers
[7] swiftmapper
[7] seabird

Top Hashtags in Tweet in G8:
[83] tnmcorps
[81] mapping
[78] citsci
[78] gis
[76] citizenscience
[70] usgs
[16] learnathome
[8] crowdsourcing
[1] nationalwaterqualitymonth
[1] communityscience

Top Hashtags in Tweet in G9:
[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 G10:
[41] citsci
[14] stemeducation
[6] plasticfreejuly
[5] science
[5] citizenscience
[4] nzgbs
[4] plastic
[4] enviroschools
[3] sustainability
[3] pūtatara

Top Words
Top Words in Tweet in Entire Graph:
[1558] #citsci
[1507] #citizenscience
[575] project
[489] science
[440] help
[414] citizen
[377] more
[332] scistarter
[325] projects
[298] citsci

Top Words in Tweet in G1:
[568] #citizenscience
[325] #citsci
[170] project
[135] projects
[131] science
[130] citsci
[130] eucitsciproject
[113] citizen
[93] citscioz
[90] #sdgs

Top Words in Tweet in G2:
[479] #citizenscience
[407] #citsci
[224] scistarter
[150] project
[131] science
[120] check
[112] learn
[89] help
[88] #earthschool
[87] looking

Top Words in Tweet in G3:
[107] part
[106] take
[77] inaturalist
[73] help
[61] use
[60] mcsuk
[60] #citynaturechallenge
[49] regularly
[44] nhm_citsci
[43] know

Top Words in Tweet in G4:
[61] justonegiantlab
[44] #citsci
[43] #citizenscience
[38] #covid19
[37] developing
[33] #opensource
[30] project
[29] time
[26] data
[26] #biohackers

Top Words in Tweet in G5:
[144] globeprogram
[68] learn
[57] #citsci
[54] #nasago
[52] more
[45] globe
[45] week
[43] nasa
[37] #cloudchallenge
[37] #citizenscience

Top Words in Tweet in G6:
[63] #citsci
[45] #citizenscience
[31] projects
[21] #ififitsisits2020
[19] 21
[19] june
[19] join
[16] csiropublishing
[15] citizen
[15] manusaunders

Top Words in Tweet in G7:
[27] #citsci
[23] #wstc6
[22] #digsesh1
[18] bto_nireland
[17] seabird_watch
[16] dedicated
[14] volunteers
[13] northern
[13] ireland
[13] #ornithology

Top Words in Tweet in G8:
[116] usgs
[110] map
[94] national
[94] corps
[83] #tnmcorps
[81] #mapping
[79] points
[78] fedcitsci
[78] #citsci
[78] #gis

Top Words in Tweet in G9:
[40] help
[24] #citsci
[24] siobhan
[22] improve
[20] species
[20] #sciart
[20] biodivlibrary
[19] siobhanleachman
[16] bloodhoundtrack
[14] information

Top Words in Tweet in G10:
[41] #citsci
[39] nzsciencelearn
[36] project
[24] nz
[23] survey
[22] citizen
[22] science
[20] garden
[17] online
[16] bird

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[289] citizen,science
[217] #citsci,#citizenscience
[131] take,part
[120] national,map
[120] map,corps
[119] #citizenscience,project
[112] learn,more
[100] #citsci,project
[97] fedcitsci,#citsci
[97] #citsci,projects

Top Word Pairs in Tweet in G1:
[96] citizen,science
[55] #citizenscience,practitioners
[54] #citizenscience,projects
[49] #citizenscience,project
[44] #citsci,projects
[41] #newsera,project
[38] eucitsciproject,#citizenscience
[37] special,issue
[31] rritools,#citizenscience
[30] sustainable,development

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] citizen,science

Top Word Pairs in Tweet in G3:
[92] take,part
[49] part,#citynaturechallenge
[49] regularly,use
[49] use,inaturalist
[25] #citynaturechallenge,children
[25] inaturalist,together
[24] looking,something
[24] something,month
[24] month,need
[24] need,volunteers

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:
[45] learn,more
[29] week,learn
[22] #citsci,#nasago
[20] #nasaathome,#globeathome
[20] hey,#globecommunity
[20] globeprogram,week
[19] 2020,community
[19] community,#cloudchallenge
[15] #globecommunity,check
[15] globeprogram,hey

Top Word Pairs in Tweet in G6:
[19] 21,june
[13] #citsci,#citizenscience
[11] #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 G7:
[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 G8:
[94] national,map
[94] map,corps
[77] fedcitsci,#citsci
[74] #mapping,#gis
[74] corps,virtual
[74] awards,explained
[74] explained,week
[73] #citsci,#citizenscience
[71] virtual,awards
[68] #citizenscience,#usgs

Top Word Pairs in Tweet in G9:
[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 G10:
[19] citizen,science
[16] nz,garden
[16] garden,bird
[16] bird,survey
[12] starter,project
[11] join,online
[11] online,community
[8] great,kiwi
[8] science,project
[8] survey,nearly

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

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

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

Top Replied-To in G3:
@nhm_citsci
@mcsuk
@rebafay
@ecoentogeek
@mrscat9
@sebhaggett
@davidnotton
@carlyziter
@lindsaysgrant
@nhm_science

Top Replied-To in G4:
@martinjones78
@redrivercroft
@the_zooniverse

Top Replied-To in G5:
@globeprogram

Top Replied-To in G6:
@ultimatemegs
@paper_indy
@glennsumi
@ramskelet0n
@questagame

Top Replied-To in G7:
@seabird_watch
@connie_tremlett
@animal__alice

Top Replied-To in G8:
@karen_toman
@ldallman66

Top Replied-To in G9:
@rdmpage
@openglam
@bloodhoundtrack
@theshortlab
@cataranea
@siobhanleachman

Top Replied-To in G10:
@jgmussoi
@marinemetre2

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

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

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

Top Mentioned in G3:
@inaturalist
@mcsuk
@nhm_citsci
@rebafay
@nhm_london
@learn_citsci
@eucitsciproject
@tom_fairchild
@nhm_ukbiodiv
@scistarter

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

Top Mentioned in G5:
@globeprogram
@nasaearth
@nasa
@nasastem
@donasascience
@nasa_langley
@scistarter
@thenaaee
@seesaw
@7lakesscience

Top Mentioned in G6:
@csiropublishing
@manusaunders
@cosmosmagazine
@darkskyalliance
@doubelieveindog
@riaus
@questagame
@ultimatemegs
@explanimals
@famdogproject

Top Mentioned in G7:
@bto_nireland
@seabird_watch
@ellingbry
@bobmmop
@natures_voice
@bbs_birds
@alexrissa
@seabirdcentre
@natapp_uk
@rspbscience

Top Mentioned in G8:
@usgs
@fedcitsci
@usgstnm
@ldallman66
@strabo1767
@karen_toman
@herculamuffin
@pereriktorske
@gss_ncm
@citsci

Top Mentioned in G9:
@biodivlibrary
@siobhanleachman
@bloodhoundtrack
@radionz
@silverlakeshore
@bhlcommmgr
@spnhc
@gbif
@inaturalist
@disscoeu

Top Mentioned in G10:
@nzsciencelearn
@popscinz
@tlri_nz
@litterati
@monica_a_peters
@refillnz
@spaceplacenz
@mwlr_nz
@niwa_nz
@mluczak

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

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

Top Tweeters in G2:
@loyalfan1
@southerngemgal
@thepowerofmeow
@hl10pm
@jamestown502
@timewalkproject
@whistlingwhist
@69sherred1313
@mapc
@jo_barnes

Top Tweeters in G3:
@titis_erenoa
@dariosailor86
@nexgenuv
@uselaine
@zagrrl
@dameladeedah
@xrisfg
@mrscat9
@stormpetrel
@openscience

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

Top Tweeters in G5:
@alizardx
@lalojimjuarez
@wadakashiho
@aibexint
@bar_zie
@stratocumulus
@pamanes64
@publichealthmap
@jeffreyjdean
@rhow62

Top Tweeters in G6:
@auspost
@amcell
@mrtallerjerry
@countrylawyer99
@vogels4
@granville4879
@hagsie
@outbackeco
@glennsumi
@dogcognitionse

Top Tweeters in G7:
@astwisa
@punkpuffin
@j_pineo
@riverm_hathaway
@natures_voice
@steelyseabirder
@bengilchrist
@jenni_pro
@katharinekite
@debalmer

Top Tweeters in G8:
@lindaleeking
@ruisaldanha
@raivoonet
@tiniskwerl
@lltwing
@johannesdreijer
@justafandavid
@12bravogran
@rrossachacj
@zettie_geez

Top Tweeters in G9:
@komiska
@mtanichthys
@gadflymorse
@the_spiderwife
@drahmadbazzi
@paysagiste
@mtechman
@siobhanleachman
@hopescoffee
@radionz

Top Tweeters in G10:
@jetcitystar
@snugbucket
@zaichishka
@serenity22
@farmgeek
@newzealandbirds
@weatherwatchnz
@btripstheworld
@frawleymotat
@nzsciencelearn