scicomm, Twitter, 7/16/2019 6:51:07 PM, 203307


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scicomm_2019-07-16_05-10-40.xlsx
scicomm_2019-07-16_05-10-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 16, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2kfY0aZ
@scicommbot
@_open_science_
@gregfoot
@constababble
@ztiredscientist
@permafrostee
@abgutman
@amoebasisters
@letterspresci
@dannyjamesward

Top hashtags:
#scicomm
#science
#comscicon19
#sciart
#sciencetwitter
#stem
#sipmanc

Description:
Description
The graph represents a network of 4,361 Twitter users whose tweets in the requested range contained "scicomm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 16 July 2019 at 12:11 UTC.

The requested start date was Tuesday, 16 July 2019 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 3-day, 19-hour, 51-minute period from Thursday, 11 July 2019 at 18:38 UTC to Monday, 15 July 2019 at 14:29 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 : 4361
Unique Edges : 6691
Edges With Duplicates : 1958
Total Edges : 8649
Number of Edge Types : 3
Mentions : 7644
Tweet : 811
Replies to : 194
Self-Loops : 811
Reciprocated Vertex Pair Ratio : 0.0494279176201373
Reciprocated Edge Ratio : 0.0941997383340602
Connected Components : 361
Single-Vertex Connected Components : 112
Maximum Vertices in a Connected Component : 3362
Maximum Edges in a Connected Component : 7551
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.430436
Graph Density : 0.000361786813478097
Modularity : 0.670817
NodeXL Version : 1.0.1.416

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[44] https://sciencepusheen.tumblr.com/#_=_
[25] https://www.youtube.com/playlist?list=PLD160RWuGai9oUnAVRq-GD2njEo1XHadF

[21] https://medicalxpress.com/news/2019-07-flu-fact-sheet-parents-vaccination.html
[18] https://uwaterloo.ca/arts/news/understanding-new-ways-communicate-science-online
[16] https://www.crowdcast.io/e/necss2019/register
[16] https://www.nytimes.com/2019/07/11/style/selfies-instagram.html
[15] https://www.journal-of-hepatology.eu/article/S0168-8278(19)30114-X/fulltext
[14] https://www.signalsblog.ca/got-sciart/
[13] https://www.cs-eu.net/blog/rethink-communication-citizen-science
[11] http://jem.rupress.org/content/early/2019/06/24/jem.20190344

Top URLs in Tweet in G1:
[16] https://www.crowdcast.io/e/necss2019/register
[15] https://www.nytimes.com/2019/07/11/style/selfies-instagram.html
[14] https://www.signalsblog.ca/got-sciart/
[8] https://twitter.com/JacquelynGill/status/1148770899065266176
[6] https://reyhanehmaktoufi.wordpress.com/2019/07/13/cultural-considerations-in-science-communication/
[4] https://essnetwork.net/content-guest-request-form/
[4] https://www.thedailyba.com/tce-episodes/03172019/003-narrative-in-science-self-management-the-controversial-exchange
[4] https://necss.org/
[3] https://twitter.com/SSMVANDY/status/1149377164455772160
[3] https://twitter.com/jenheemstra/status/1150060749521326087

Top URLs in Tweet in G2:
[21] https://medicalxpress.com/news/2019-07-flu-fact-sheet-parents-vaccination.html
[4] http://thesciencebreaker.org/breaks/health-physiology/genetic-determinants-of-thinness-and-obesity-cards-of-the-same-deck
[4] https://twitter.com/hood_naturalist/status/1149319377545760768
[3] http://sciteum.com/2019/07/titanium-022
[3] http://sciteum.com/2019/07/scandium-021
[3] https://twitter.com/zonephysics/status/1149360118145912837
[3] https://www.lunapresspublishing.com/product-page/the-ozone-diary
[3] https://cmajnews.com/2019/07/10/recruiting-clincians-to-combat-pseudoscience-on-social-media/
[2] http://thesciencebreaker.org/breaks/neurobiology/the-happiness-chemical-that-sits-on-top-of-our-dna
[2] https://thewest.com.au/news/australia/british-tourists-slammed-online-after-video-of-blue-ringed-octopus-stunt-goes-viral-ng-b881259672z?utm_campaign=share-icons&utm_source=twitter&utm_medium=social&tid=1563118470903

Top URLs in Tweet in G3:
[2] https://twitter.com/Constababble/status/1096664046063935488
[1] https://twitter.com/ri_science/status/1150395405336817666
[1] https://www.nationalgeographic.com/animals/2019/07/scientist-discovered-new-frog-species-sylvias-leaf-frog/
[1] https://video.nationalgeographic.com/video/short-film-showcase/0000016b-dcb6-d83c-affb-fcb7b4ca0000
[1] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0089660
[1] https://www.youtube.com/watch?v=ePvPs8ebhLI&feature=youtu.be

[1] https://equityandeverydayscience.wordpress.com/
[1] https://twitter.com/RoHendricks/status/1149650295795830785
[1] https://www.youtube.com/channel/UCf1gP3ca2Ieybcr8azqQOwQ
[1] https://twitter.com/annakell95/status/1149594652082724865

Top URLs in Tweet in G4:
[22] https://www.youtube.com/playlist?list=PLD160RWuGai9oUnAVRq-GD2njEo1XHadF

[6] https://twitter.com/gregfoot/status/1149568729472102401
[3] https://twitter.com/Constababble/status/1096664046063935488
[2] https://www.youtube.com/watch?v=8ckgD40CJ6I&feature=youtu.be

[2] https://www.fimfiction.net/blog/864097/rainbow-arc-welders-and-radioactivity
[1] https://twitter.com/LettersPreSci/status/1148925201830297600
[1] https://www.youtube.com/watch?v=3DbWPUglYXo&feature=youtu.be

[1] https://www.youtube.com/watch?v=7VM9YxmULuo&feature=youtu.be

[1] https://www.AmoebaSisters.com
[1] https://www.youtube.com/playlist?list=PLwL0Myd7Dk1F0iQPGrjehze3eDpco1eVz


Top URLs in Tweet in G5:
[17] https://uwaterloo.ca/arts/news/understanding-new-ways-communicate-science-online
[4] https://www.antybuddy.com/rewards/70
[4] https://priweb.org/index.php/events/summer-symposium
[3] https://www.scienceforprogress.eu/23-dont-sleep-faster-with-lars-dittrich/
[3] https://www.patreon.com/posts/23091473
[2] https://stfc.ukri.org/public-engagement/training-and-support/the-interact-symposium-2019/
[2] https://www.cs-eu.net/blog/rethink-communication-citizen-science
[1] https://www.antybuddy.com/rewards/48
[1] https://www.antybuddy.com/rewards
[1] https://www.eventbrite.co.uk/e/interact-2019-tickets-55904416615

Top URLs in Tweet in G6:
[10] https://blogs.agu.org/thirdpodfromthesun/2019/07/01/eavesdropping-on-the-ocean/
[4] https://journals.sagepub.com/doi/full/10.1177/1075547019847484
[3] https://eos.org/articles/podcast-apollo-moon-rocks
[2] https://canadianglycomics.ca/creating-a-professional-online-presence-on-twitter/
[2] https://jcom.sissa.it/archive/18/03/JCOM_1803_2019_A02
[2] https://jcom.sissa.it/archive/18/03/JCOM_1803_2019_A03
[2] https://jcom.sissa.it/archive/18/03/JCOM_1803_2019_A07
[2] https://jcom.sissa.it/archive/18/03/JCOM_1803_2019_Y02
[2] https://jcom.sissa.it/archive/18/03/JCOM_1803_2019_A05
[2] https://jcom.sissa.it/archive/18/03/JCOM_1803_2019_A04

Top URLs in Tweet in G7:
[3] https://twitter.com/LettersPreSci/status/1148925201830297600
[2] https://okt.to/LDxulY
[2] https://okt.to/AF2UST
[2] https://okt.to/nI2z1E
[2] https://twitter.com/AAASmember/status/1149362750436597761
[1] https://twitter.com/montclarelabs/status/1149759568697798656
[1] https://okt.to/Ze4rSd
[1] https://okt.to/5spn4u
[1] https://okt.to/RUWIQL
[1] https://okt.to/QTfC0R

Top URLs in Tweet in G8:
[2] https://twitter.com/gregfoot/status/1149571809135566848
[2] https://twitter.com/gregfoot/status/1149568729472102401
[2] https://twitter.com/jenndsn/status/1149709949368274946
[1] http://www.portlandpresspublishing.com/sites/default/files/biochemist/Synthetic
[1] Biology
[1] June
[1] 2019/BioJUNE19_All(LifelongLearning_AromAtom).pdf
[1] https://twitter.com/thecrick/status/1148935074487910400
[1] https://science.ubc.ca/news/dna-analysis-reveals-cryptic-underwater-ecosystem-engineers
[1] https://twitter.com/JacquelynGill/status/1148770899065266176

Top URLs in Tweet in G9:
[5] http://frameworksinstitute.org/assets/files/Employment/job-description_researcher_june-2019.pdf
[3] https://twitter.com/ProfMuldoon/status/1149102540748967937
[3] https://twitter.com/alanalda/status/1149431276258123776
[1] https://twitter.com/isu_labs/status/1149438610137071617
[1] https://jcom.sissa.it/archive/18/03/JCOM_1803_2019_Y01
[1] https://www.aldacenter.org/about/our-team
[1] https://twitter.com/ISU_LABS/status/1149500531007610880
[1] https://twitter.com/OrganJM/status/1148902054695489536
[1] https://twitter.com/jenheemstra/status/1146443493667037184
[1] http://www.innovateli.com/discovery-channel-joins-aldas-clearvivid-cast/

Top URLs in Tweet in G10:
[4] http://ilsi.org.ar/institucional/304-iii-foro-de-comunicacion-responsable-en-ciencia-y-salud#.XSjUV1_js_A.twitter
[2] https://unbound.com/books/who-owns-an-asteroid/?utm_medium=Social&utm_source=Twitter&utm_campaign=who-owns-an-asteroid
[1] https://twitter.com/commondescentpc/status/1150390488790384640
[1] http://projects.thestar.com/climate-change-canada/nunavut/
[1] https://sciencepusheen.tumblr.com/#_=_
[1] https://shadowandact.com/black-girl-magic-heres-how-a-black-ariel-can-help-us-save-the-ocean
[1] http://projects.thestar.com/climate-change-canada/what-you-can-do/#chapter-4
[1] https://thebulletin.org/2019/07/cover-the-climate-crisis-like-it-is-one/
[1] https://podcasts.apple.com/se/podcast/the-overstory/id1440198905?l=en
[1] https://twitter.com/DrMRFrancis/status/1149691579558453248

Top Domains
Top Domains in Tweet in Entire Graph:
[425] twitter.com
[95] youtube.com
[44] tumblr.com
[26] okt.to
[21] wordpress.com
[21] sissa.it
[21] medicalxpress.com
[19] nytimes.com
[18] uwaterloo.ca
[16] nationalgeographic.com

Top Domains in Tweet in G1:
[112] twitter.com
[18] youtube.com
[16] nytimes.com
[16] crowdcast.io
[14] signalsblog.ca
[13] wordpress.com
[11] sciencing.com
[11] nationalgeographic.com
[6] ac.uk
[5] com.au

Top Domains in Tweet in G2:
[40] twitter.com
[21] medicalxpress.com
[7] thesciencebreaker.org
[6] sciteum.com
[5] ac.uk
[4] faseb.org
[4] youtube.com
[3] umd.edu
[3] com.au
[3] lunapresspublishing.com

Top Domains in Tweet in G3:
[18] twitter.com
[2] nationalgeographic.com
[2] youtube.com
[2] instagram.com
[1] plos.org
[1] wordpress.com
[1] eventbrite.com
[1] scicommjc.org
[1] theconversation.com
[1] biomedcentral.com

Top Domains in Tweet in G4:
[31] youtube.com
[15] twitter.com
[2] fimfiction.net
[2] pbs.org
[1] amoebasisters.com
[1] curiousminds.nz
[1] youtu.be
[1] nationalgeographic.com
[1] brightcove.net

Top Domains in Tweet in G5:
[17] uwaterloo.ca
[9] twitter.com
[7] antybuddy.com
[5] priweb.org
[4] scienceforprogress.eu
[3] patreon.com
[3] nature.com
[2] ukri.org
[2] sciencemag.org
[2] cs-eu.net

Top Domains in Tweet in G6:
[15] sissa.it
[10] agu.org
[8] twitter.com
[5] eos.org
[5] sagepub.com
[2] youtube.com
[2] canadianglycomics.ca
[2] gallup.com
[2] wiley.com
[2] opb.org

Top Domains in Tweet in G7:
[24] okt.to
[11] twitter.com
[4] instagram.com
[1] prescientist.org
[1] antybuddy.com
[1] tumblr.com
[1] cshlwise.org

Top Domains in Tweet in G8:
[41] twitter.com
[5] youtube.com
[2] medium.com
[2] instagram.com
[1] portlandpresspublishing.com
[1] ubc.ca
[1] haplesspigeon.com
[1] anchor.fm
[1] scienceblog.com
[1] adriftlab.org

Top Domains in Tweet in G9:
[16] twitter.com
[5] frameworksinstitute.org
[2] sissa.it
[2] aldacenter.org
[1] innovateli.com
[1] sisterstem.org
[1] justinedees.com
[1] sciencecounts.org

Top Domains in Tweet in G10:
[4] org.ar
[3] twitter.com
[2] unbound.com
[2] thestar.com
[1] tumblr.com
[1] shadowandact.com
[1] thebulletin.org
[1] apple.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2835] scicomm
[332] science
[258] comscicon19
[173] sciart
[110] sciencetwitter
[83] stem
[80] sipmanc
[76] permafrost
[75] womeninstem
[69] gmo



Top Hashtags in Tweet in G1:
[690] scicomm
[228] comscicon19
[96] science
[41] sciart
[36] necss
[32] stem
[21] itrtg
[19] edtech
[18] sciencematters
[17] health

Top Hashtags in Tweet in G2:
[305] scicomm
[40] science
[14] comscicon19
[11] sciart
[10] openscience
[10] sciencecomedy
[10] stem
[8] space
[8] journalism
[7] sciencetwitter

Top Hashtags in Tweet in G3:
[163] scicomm
[75] sipmanc
[17] scienceisadrag
[14] wildlife
[14] conservation
[12] museum
[5] outreach
[4] mmsparksjoy
[4] physics
[4] pe

Top Hashtags in Tweet in G4:
[86] scicomm
[42] science
[30] sciencetwitter
[28] sciart
[8] youtubelearning
[7] pdrd2019
[5] stem
[5] sciencecommunication
[5] wecreateedu
[3] microbiology

Top Hashtags in Tweet in G5:
[125] scicomm
[17] science
[11] fossilfriday
[10] phdlife
[10] philofscicomm
[10] ishpssb19
[10] comunicadorcientífic
[8] phd
[8] phdchat
[8] citizenscience

Top Hashtags in Tweet in G6:
[70] scicomm
[16] scisharsci
[14] scipol
[13] podcast
[8] antarctica
[8] stpperspectives
[6] sciart
[6] stem
[5] showmeyourscience
[5] hcs

Top Hashtags in Tweet in G7:
[79] scicomm
[19] outreach
[18] mentoring
[13] science
[11] bioinformatics
[9] biology
[9] eilearning
[8] biochemistry
[8] scienceed
[6] sciengage

Top Hashtags in Tweet in G8:
[113] scicomm
[13] science
[6] wisskomm
[5] sciencetwitter
[5] phdchat
[4] womeninstem
[3] outreach
[3] rri
[3] stem
[3] research

Top Hashtags in Tweet in G9:
[63] scicomm
[15] anatomyscicomm
[13] microbes
[9] clearandvivid
[7] scipol
[6] aldaworkshops
[5] socialsciences
[5] comscicon19
[4] womeninstem
[3] improv

Top Hashtags in Tweet in G10:
[71] permafrost
[28] scicomm
[17] sundayfishsketch
[7] gymnotus
[7] caturday
[7] cave
[4] sciart
[4] climatechange
[4] ciencia
[2] sciencefriday

Top Words
Top Words in Tweet in Entire Graph:
[4604] Words in Sentiment List#1: Positive
[1443] Words in Sentiment List#2: Negative
[24] Words in Sentiment List#3: Angry/Violent
[116228] Non-categorized Words
[122274] Total Words
[2834] #scicomm
[890] science
[395] more
[348] new
[335] out

Top Words in Tweet in G1:
[690] #scicomm
[228] #comscicon19
[157] science
[96] #science
[78] s
[70] people
[67] out
[65] one
[60] comscicon
[60] work

Top Words in Tweet in G2:
[305] #scicomm
[87] science
[62] new
[49] out
[41] t
[40] #science
[38] one
[38] week
[38] scicomm
[34] great

Top Words in Tweet in G3:
[169] scicomm
[163] #scicomm
[138] constababble
[131] more
[107] t
[97] people
[88] scicommer
[87] telling
[86] mind
[86] think

Top Words in Tweet in G4:
[146] youtube
[116] gregfoot
[113] course
[108] science
[108] first
[107] communication
[96] excited
[90] ve
[88] announce
[88] project

Top Words in Tweet in G5:
[125] #scicomm
[74] science
[39] here
[31] iamscicomm
[28] one
[26] new
[21] research
[21] more
[21] philofscicomm
[21] article

Top Words in Tweet in G6:
[70] #scicomm
[46] science
[36] agu_scicomm
[30] theagu
[16] marlowordybird
[16] #scisharsci
[15] w
[14] here
[14] policy
[14] public

Top Words in Tweet in G7:
[79] #scicomm
[57] letterspresci
[41] one
[41] year
[41] pen
[40] pal
[38] next
[38] thinking
[37] well
[35] school

Top Words in Tweet in G8:
[113] #scicomm
[13] #science
[12] science
[11] now
[9] work
[8] people
[7] out
[7] love
[6] here
[6] know

Top Words in Tweet in G9:
[63] #scicomm
[28] t
[23] aldacenter
[19] science
[15] #anatomyscicomm
[15] diversity
[15] please
[14] share
[13] putting
[13] together

Top Words in Tweet in G10:
[71] #permafrost
[69] two
[69] permafrostee
[68] ice
[68] rich
[68] core
[68] segments
[68] thawing
[68] lab
[68] left

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[233] science,communication
[141] youtube,course
[139] first,youtube
[124] course,science
[108] check,out
[106] facts,change
[104] excited,announce
[102] announce,project
[102] project,ve
[102] ve,working

Top Word Pairs in Tweet in G1:
[45] #scicomm,#comscicon19
[32] don,t
[27] #science,#scicomm
[25] #comscicon19,#scicomm
[25] comscicon,#scicomm
[23] science,communication
[21] #sciart,#scicomm
[17] facts,change
[17] nathan,dappen
[16] #scicomm,#sciencematters

Top Word Pairs in Tweet in G2:
[21] study,flu
[21] flu,fact
[21] fact,sheet
[21] sheet,parents
[21] parents,increases
[21] increases,vaccination
[21] vaccination,rate
[21] rate,children
[21] children,medical_xpress
[20] caulfieldtim,study

Top Word Pairs in Tweet in G3:
[80] scicomm,researcher
[80] researcher,fact
[80] fact,telling
[80] telling,people
[80] people,more
[80] more,facts
[80] facts,change
[80] change,mind
[80] mind,scicommer
[80] scicommer,ok

Top Word Pairs in Tweet in G4:
[110] youtube,course
[106] course,science
[106] science,communication
[105] first,youtube
[88] excited,announce
[88] announce,project
[88] project,ve
[88] ve,working
[88] working,year
[88] year,first

Top Word Pairs in Tweet in G5:
[17] interesting,article
[17] article,understanding
[17] understanding,new
[17] new,ways
[17] ways,communicate
[17] communicate,science
[17] science,online
[17] online,cc
[17] cc,eucitsciproject
[16] citieshealtheu,interesting

Top Word Pairs in Tweet in G6:
[13] #scicomm,#podcast
[12] #scicomm,#scipol
[11] scientists,engineers
[11] public,engagement
[10] w,bob
[10] bob,dziak
[10] dziak,noaa
[9] robin,bell
[9] bell,need
[9] need,more

Top Word Pairs in Tweet in G7:
[40] pen,pal
[35] one,school
[35] school,year
[35] year,ended
[35] ended,we've
[35] we've,thinking
[35] thinking,ahead
[35] ahead,next
[35] next,hope
[35] hope,ready

Top Word Pairs in Tweet in G8:
[3] #scicomm,#science
[3] #wisskomm,#scienceslam
[3] #scienceslam,#scicomm
[2] #scicomm,#sciencetwitter
[2] #scicomm,#sciart
[2] sam,illingworth
[2] illingworth,wrote
[2] wrote,poem
[2] poem,inspired
[2] inspired,recent

Top Word Pairs in Tweet in G9:
[13] latest,piece
[13] piece,shouldn
[13] shouldn,t
[13] t,use
[13] use,word
[13] word,germs
[13] germs,please
[13] please,enjoy
[13] enjoy,share
[13] share,#microbes

Top Word Pairs in Tweet in G10:
[68] ice,rich
[68] rich,#permafrost
[68] #permafrost,core
[68] core,segments
[68] segments,thawing
[68] thawing,lab
[68] lab,left
[68] left,two
[68] two,imagine
[68] imagine,building

Top Replied-To
Top Replied-To in Entire Graph:
@abgutman
@des_papiers
@iamscicomm
@artologica
@healthy_phd
@adambrabant1
@wardofplants
@thecrispress
@ztiredscientist
@shubawrite

Top Replied-To in G1:
@artologica
@abgutman
@wardofplants
@thecosmicrey
@sorenwheeler
@sikramp
@fancyscientist
@_open_science_
@rohendricks
@briles_34

Top Replied-To in G2:
@des_papiers
@adambrabant1
@olu_gh
@ztiredscientist
@bio_diverse
@isadorachristel
@worthingtonlab
@yalepostdocasso
@theaandpguy
@ca_astrocomm

Top Replied-To in G3:
@poppi62
@alice_in_scied
@abgutman
@realscientists
@vexedmuddler
@finokoye
@annakell95
@bellastarling
@sophiacol
@jamesbsumner

Top Replied-To in G4:
@gregfoot
@skarrambo
@sallylepage
@rt_lozelda

Top Replied-To in G5:
@iamscicomm
@drpetra
@ca_astrocomm
@gaiusdivifilius
@sikramp
@academicchatter

Top Replied-To in G6:
@larry79115
@climvari
@agu_scicomm
@zlabe
@naturevolve
@carrieabeez
@zanahfrancis93
@nresearchnews
@theagu
@hydrolejo

Top Replied-To in G7:
@des_papiers
@biochem_bri

Top Replied-To in G9:
@sei_comm
@dr_stofer
@baym
@wardofplants

Top Mentioned
Top Mentioned in Entire Graph:
@constababble
@gregfoot
@primary_immune
@permafrostee
@ztiredscientist
@necss
@letterspresci
@comscicon
@amoebasisters
@agu_scicomm

Top Mentioned in G1:
@necss
@comscicon
@enceladosaurus
@sorenwheeler
@thecosmicrey
@moefeliu
@stephhamy820
@g4mma
@gorskon
@sciencebasedmed

Top Mentioned in G2:
@caulfieldtim
@medical_xpress
@t
@quest_eu
@cafoscari
@mdseagrant
@scigallerydet
@asbmb
@g4mma
@agu_scicomm

Top Mentioned in G3:
@constababble
@fiddlebrain
@sip2019
@rhiansalmon
@heysciencesam
@jamesbsumner
@myfrogcroaked
@siddhrthknkaria
@hanaayoob
@jo_bailey

Top Mentioned in G4:
@gregfoot
@amoebasisters
@youtube
@wellcometrust
@thecrick
@ri
@alainaglevine
@denverpostdocs
@projbridgeco
@novapbs

Top Mentioned in G5:
@iamscicomm
@philofscicomm
@eucitsciproject
@gsc1
@citieshealtheu
@eduscopi
@accc_
@nih
@nature
@museumofnature

Top Mentioned in G6:
@agu_scicomm
@theagu
@marlowordybird
@zlabe
@jwporterjohn
@antarcticacl
@joongwu
@kevpluck
@greatwhitecon
@umbrios

Top Mentioned in G7:
@letterspresci
@earlhaminst
@starstuffwilson
@aaas
@biochem_bri
@aaas_doser
@montclarelabs
@rob_o_malley
@taraustralis
@libbyjackson__

Top Mentioned in G8:
@franz_krah
@patternology
@rritools

Top Mentioned in G9:
@aldacenter
@anatomymeeting
@joyfulmicrobe
@insectsaremetal
@iumedschool
@jenheemstra
@discovery
@stonybrooku
@sisterstem
@organjm

Top Mentioned in G10:
@permafrostee
@drmrfrancis
@sciencecomic
@camilo_julianc
@bufotwist
@unbounders
@fmri_guy
@ilsiargentina
@torontostar
@maithi_nk

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@sectest9
@cowboyscifibot
@jurylady5
@nosqldigest
@edinburghwatch
@chidambara09
@alizardx
@ottlegalrebels
@asher_wolf

Top Tweeters in G1:
@americanair
@cowboyscifibot
@alizardx
@homegypsy
@bbcnews
@nytimes
@nuclear94
@snrtg
@drskyskull
@docfreeride

Top Tweeters in G2:
@lianabrooks
@jhcpw
@motherjones
@realscientists
@drjengunter
@kausikdatta22
@hannu_harjunmaa
@sackvillerivers
@kath2cats
@korstraw

Top Tweeters in G3:
@com1cbooks
@iteration23
@ebbi_onelove
@formerlyhuroggi
@darksapiens
@daurmith
@justinyost
@paleophile
@spacepootler
@vexedmuddler

Top Tweeters in G4:
@bbcsport
@bronyretweets
@scalarhumanity
@gomobel
@sivarocks
@renanrodri
@bmatb
@stressed_local
@solomonrdavid
@louwoodley

Top Tweeters in G5:
@edinburghwatch
@count_01
@machinelearn_d
@academicchatter
@gurdur
@bg_grace
@embracethecoda
@rkymtnnaturals
@drpetra
@biotweeps

Top Tweeters in G6:
@inpoco
@wsscherk
@windvondervenus
@joongwu
@umbrios
@physorg_com
@thir
@physorg_space
@theagu
@greene_thoughts

Top Tweeters in G7:
@kenikewahine78
@_elizabeth_k
@queenoliviastr
@isabelott
@astronautabby
@doctor_david
@ronschuck1
@taraustralis
@cathi_bea
@adrimarqueze

Top Tweeters in G8:
@bcrlivestream
@leahmcgrathrd
@bucksci
@showoff_ebooks
@nycuratrix
@tweetingnn
@lykprs
@laurie_winkless
@jeremyabramson
@wakehamamr

Top Tweeters in G9:
@v2aggie2
@zanaines
@womeninmarketin
@philipbaglowe
@lynnsosnoskie
@annetibbets
@clearpreso
@bug_gwen
@discovery
@stonybrooku

Top Tweeters in G10:
@justsikko
@torontostar
@drmrfrancis
@girlyratfish
@sierraclub
@arcticlass
@lancelotlinksc
@mtanichthys
@robot_insect
@funranium


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