scicomm, Twitter, 7/18/2019 3:28:24 AM, 203463


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scicomm_2019-07-17_05-10-41.xlsx
scicomm_2019-07-17_05-10-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 18, 2019
Short Description:
scicomm via NodeXL http://bit.ly/32x7mQW
@scicommbot
@_open_science_
@gaiusdivifilius
@constababble
@abgutman
@amoebasisters
@gregfoot
@ztiredscientist
@afs_scicomm
@agu_scicomm

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

Description:
Description
The graph represents a network of 4,343 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 Wednesday, 17 July 2019 at 12:12 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, 13-hour, 8-minute period from Friday, 12 July 2019 at 10:51 UTC to Tuesday, 16 July 2019 at 00:00 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 : 4343
Unique Edges : 6689
Edges With Duplicates : 1793
Total Edges : 8482
Number of Edge Types : 3
Mentions : 7417
Tweet : 853
Replies to : 212
Self-Loops : 853
Reciprocated Vertex Pair Ratio : 0.0509000620732464
Reciprocated Edge Ratio : 0.0968694624926167
Connected Components : 382
Single-Vertex Connected Components : 124
Maximum Vertices in a Connected Component : 3317
Maximum Edges in a Connected Component : 7368
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.451679
Graph Density : 0.000359118105205484
Modularity : 0.674471
NodeXL Version : 1.0.1.416

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[49] https://sciencepusheen.tumblr.com/#_=_
[21] https://medicalxpress.com/news/2019-07-flu-fact-sheet-parents-vaccination.html
[21] https://uwaterloo.ca/arts/news/understanding-new-ways-communicate-science-online
[16] https://www.crowdcast.io/e/necss2019/register
[16] https://www.cs-eu.net/blog/rethink-communication-citizen-science
[14] https://www.journal-of-hepatology.eu/article/S0168-8278(19)30114-X/fulltext
[14] https://www.signalsblog.ca/got-sciart/
[13] https://twitter.com/royalsociety/status/1150676476896927744
[10] https://www.pbs.org/newshour/health/this-genetic-brain-disorder-turned-woody-guthries-life-from-songs-to-suffering
[10] https://twitter.com/gregfoot/status/1149568729472102401

Top URLs in Tweet in G1:
[16] https://www.crowdcast.io/e/necss2019/register
[14] https://www.signalsblog.ca/got-sciart/
[5] https://seekingsciblog.wordpress.com/2019/07/11/laughter-is-the-best-medicine-in-conversation-with-sophie-scott/
[4] https://essnetwork.net/content-guest-request-form/
[4] https://twitter.com/hood_naturalist/status/1149319377545760768
[4] https://www.thedailyba.com/tce-episodes/03172019/003-narrative-in-science-self-management-the-controversial-exchange
[4] https://www.scigrads.com/job/257/science-correspondent
[3] https://twitter.com/SSMVANDY/status/1149377164455772160
[3] https://twitter.com/jenheemstra/status/1150060749521326087
[3] https://twitter.com/zonephysics/status/1149360118145912837

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
[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/
[3] https://www.visualcapitalist.com/data-visualization-cholera/
[3] https://www.donateblood.com.au/research
[2] https://www.mdsg.umd.edu/news/maryland-sea-grant-welcomes-lisa-d-tossey-assistant-director-communications-and-engagement
[2] http://thesciencebreaker.org/breaks/neurobiology/the-happiness-chemical-that-sits-on-top-of-our-dna
[2] https://twitter.com/Constababble/status/1096664046063935488
[2] https://twitter.com/talksciwme/status/1149748092134023168

Top URLs in Tweet in G3:
[6] https://www.antybuddy.com/rewards/70
[6] https://reyhanehmaktoufi.wordpress.com/2019/07/13/cultural-considerations-in-science-communication/
[5] https://journals.sagepub.com/doi/10.1177/0963662519862481
[3] https://twitter.com/katie_at_sea/status/1150014606238265344
[3] https://medium.com/a-scientist-made-simple/business-leaders-are-more-receptive-to-climate-solutions-ef8d07b31806?sk=2a1995190cb0fc8536eb0b3254fa832a
[3] https://priweb.org/index.php/events/summer-symposium
[3] https://twitter.com/alanalda/status/1149431276258123776
[3] http://frameworksinstitute.org/assets/files/Employment/job-description_researcher_june-2019.pdf
[2] https://twitter.com/susannakohler/status/1150121151781171200
[2] https://gaiusjaugustus.com/community

Top URLs in Tweet in G4:
[3] https://medium.com/@emilypknight/putting-ourselves-in-each-others-shoes-shared-discovery-as-a-pathway-to-empathy-1f3c19f59f7
[2] https://twitter.com/lenfestocean/status/1150530314546102272
[2] https://twitter.com/Constababble/status/1096664046063935488
[1] https://twitter.com/kiyoun_k/status/1144017678513922050
[1] http://scicommjc.org/scicommjc-podcast/
[1] https://theconversation.com/au/search?q=Science+communication
[1] https://twitter.com/constababble/status/1096883805338521601
[1] https://twitter.com/Constababble/status/1096892240079638528
[1] https://twitter.com/constababble/status/1096894166724825088
[1] https://twitter.com/gabbzagorski/status/1150081585280147457

Top URLs in Tweet in G5:
[6] https://twitter.com/gregfoot/status/1149568729472102401
[4] https://www.youtube.com/playlist?list=PLD160RWuGai9oUnAVRq-GD2njEo1XHadF

[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://twitter.com/insectsaremetal/status/1146205104703442944
[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

Top URLs in Tweet in G6:
[9] https://blogs.agu.org/thirdpodfromthesun/2019/07/01/eavesdropping-on-the-ocean/
[5] https://eos.org/articles/podcast-apollo-moon-rocks
[4] https://journals.sagepub.com/doi/full/10.1177/1075547019847484
[2] https://canadianglycomics.ca/creating-a-professional-online-presence-on-twitter/
[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
[2] https://jcom.sissa.it/archive/18/03/JCOM_1803_2019_A06
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083588
[2] https://www2.agu.org/Share-and-Advocate/Share/Community/Plain-language-summary

Top URLs in Tweet in G7:
[2] https://twitter.com/gregfoot/status/1149568729472102401
[2] https://twitter.com/jenndsn/status/1149709949368274946
[2] https://twitter.com/royalsociety/status/1150676476896927744
[1] https://twitter.com/FridaUnito/status/1149634571266228224
[1] https://www.newscientist.com/article/2209766-rene-favaloro-heart-surgery-pioneer-celebrated-in-google-doodle/
[1] https://www.esa.org/communication-engagement/2019/07/12/resource-of-the-week-noaa-webinar-the-scientists-guide-to-effectively-communicating-results-using-graphs-and-other-visual-tools/
[1] https://www.youtube.com/watch?v=Ih_Vur4AytE&feature=youtu.be

[1] https://www.youtube.com/channel/UCdcROeRy5eVKUuRA3DZ5Mvg?view_as=subscriber
[1] https://journals.sagepub.com/doi/abs/10.1177/2515245919858072?journalCode=ampa&
[1] https://www.neb.com/podcasts/podcasts/podcast-16

Top URLs in Tweet in G8:
[7] 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://blogs.scientificamerican.com/tetrapod-zoology/the-splendid-and-remarkable-anatomy-of-hornbills/
[1] http://projects.thestar.com/climate-change-canada/nunavut/
[1] https://www.instagram.com/camilojulianc/
[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

Top URLs in Tweet in G9:
[1] https://twitter.com/archandanthpod/status/1149670990433128448
[1] https://evolution-outreach.biomedcentral.com/articles/10.1186/s12052-019-0109-y
[1] https://twitter.com/eonsshow/status/1150404752368459778

Top URLs in Tweet in G10:
[1] https://twitter.com/marlowordybird/status/1150771401923747841
[1] https://joidesresolution.org/activities/iceberg-of-antarctica-book/
[1] https://www.youtube.com/watch?v=EUWK4g7rt38

[1] https://twitter.com/AGUSciPolicy/status/1149329575102562304
[1] https://theconversation.com/long-before-armstrong-and-aldrin-artists-were-stoking-dreams-of-space-travel-119584
[1] https://twitter.com/brainybassil/status/1149441017357189120
[1] https://www.youtube.com/watch?v=hC3VTgIPoGU&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[450] twitter.com
[76] youtube.com
[49] tumblr.com
[27] wordpress.com
[24] okt.to
[21] medicalxpress.com
[21] uwaterloo.ca
[18] instagram.com
[17] sagepub.com
[16] crowdcast.io

Top Domains in Tweet in G1:
[73] twitter.com
[16] crowdcast.io
[14] signalsblog.ca
[14] youtube.com
[13] nationalgeographic.com
[6] blogspot.com
[6] trib.al
[5] com.au
[5] lynnemctaggart.com
[5] wordpress.com

Top Domains in Tweet in G2:
[37] twitter.com
[21] medicalxpress.com
[7] thesciencebreaker.org
[4] com.au
[3] umd.edu
[3] lunapresspublishing.com
[3] cmajnews.com
[3] youtube.com
[3] blogspot.com
[3] wordpress.com

Top Domains in Tweet in G3:
[52] twitter.com
[12] wordpress.com
[8] antybuddy.com
[6] sagepub.com
[4] youtube.com
[4] priweb.org
[3] gaiusjaugustus.com
[3] medium.com
[3] clubkaur.com
[3] frameworksinstitute.org

Top Domains in Tweet in G4:
[10] twitter.com
[3] medium.com
[1] scicommjc.org
[1] theconversation.com
[1] crastina.se

Top Domains in Tweet in G5:
[15] twitter.com
[13] youtube.com
[2] fimfiction.net
[1] amoebasisters.com
[1] youtu.be
[1] brightcove.net

Top Domains in Tweet in G6:
[12] sissa.it
[11] agu.org
[9] twitter.com
[8] eos.org
[8] sagepub.com
[4] artthescience.com
[2] ow.ly
[2] canadianglycomics.ca
[2] wiley.com
[2] opb.org

Top Domains in Tweet in G7:
[41] twitter.com
[3] youtube.com
[2] instagram.com
[2] medium.com
[1] newscientist.com
[1] esa.org
[1] sagepub.com
[1] neb.com
[1] scicomm.space
[1] amwa.org

Top Domains in Tweet in G8:
[7] org.ar
[2] unbound.com
[2] thestar.com
[2] twitter.com
[1] scientificamerican.com
[1] instagram.com
[1] tumblr.com
[1] shadowandact.com
[1] thebulletin.org
[1] apple.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] biomedcentral.com

Top Domains in Tweet in G10:
[3] twitter.com
[2] youtube.com
[1] joidesresolution.org
[1] theconversation.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2884] scicomm
[319] science
[226] comscicon19
[190] sciart
[123] sciencetwitter
[89] stem
[76] womeninstem
[67] gmo
[59] bigdata
[57] phdchat



Top Hashtags in Tweet in G1:
[388] scicomm
[73] science
[32] necss
[28] sciart
[20] itrtg
[19] stem
[18] sciencetwitter
[16] comscicon19
[16] openscience
[16] sciencematters

Top Hashtags in Tweet in G2:
[301] scicomm
[34] science
[14] sciart
[13] comscicon19
[12] stem
[10] sciencecomedy
[9] sciengage
[9] primateplaytime
[8] sciencetwitter
[8] journalism

Top Hashtags in Tweet in G3:
[451] scicomm
[190] comscicon19
[37] science
[15] sciart
[12] socialmedia
[11] philofscicomm
[11] ishpssb19
[9] sciencetwitter
[9] stem
[9] phd

Top Hashtags in Tweet in G4:
[51] scicomm
[2] sciencetwitter
[2] scipol
[2] scicommevidence
[1] healthpromotion
[1] sciencepolicy
[1] climatechange
[1] sciengage
[1] outreach
[1] sipmanc

Top Hashtags in Tweet in G5:
[74] scicomm
[50] science
[37] sciencetwitter
[35] sciart
[5] stem
[5] wecreateedu
[4] wimbledon
[3] microbiology
[3] sciencecommunication
[3] presentation

Top Hashtags in Tweet in G6:
[75] scicomm
[17] scisharsci
[16] scipol
[13] podcast
[8] sciart
[6] voicesforsciences
[6] stem
[6] stpperspectives
[5] phdchat
[5] agu100

Top Hashtags in Tweet in G7:
[119] scicomm
[14] science
[6] womeninstem
[5] phdchat
[4] sciencetwitter
[4] citizenscience
[3] rri
[3] stem
[3] research
[3] podcast

Top Hashtags in Tweet in G8:
[55] scicomm
[42] permafrost
[24] sundayfishsketch
[15] sciart
[13] guessthecrest
[10] birdquiz
[8] caturday
[8] cave
[7] gymnotus
[7] salmon

Top Hashtags in Tweet in G9:
[85] scicomm
[60] gmo
[10] anthropology
[9] humanevolution
[8] openaccess
[5] palaeopathology
[5] anatomy
[4] adna
[2] archaeology
[2] womeninstemm

Top Hashtags in Tweet in G10:
[30] scicomm
[21] firn
[6] antarctica
[6] sciart
[5] sciencetwitter
[3] cryosphere
[3] glaciers
[3] climatechange
[3] oceans
[3] core

Top Words
Top Words in Tweet in Entire Graph:
[4464] Words in Sentiment List#1: Positive
[1390] Words in Sentiment List#2: Negative
[26] Words in Sentiment List#3: Angry/Violent
[116624] Non-categorized Words
[122479] Total Words
[2883] #scicomm
[896] science
[399] new
[388] more
[355] out

Top Words in Tweet in G1:
[388] #scicomm
[95] science
[73] #science
[57] necss
[45] out
[43] s
[41] new
[39] one
[34] today
[33] know

Top Words in Tweet in G2:
[301] #scicomm
[91] science
[61] new
[40] out
[40] one
[40] t
[34] #science
[33] week
[32] scicomm
[31] here

Top Words in Tweet in G3:
[451] #scicomm
[190] #comscicon19
[113] science
[57] people
[57] out
[56] s
[48] research
[48] comscicon
[48] here
[46] new

Top Words in Tweet in G4:
[145] scicomm
[135] constababble
[103] more
[89] telling
[89] scicommer
[86] people
[86] mind
[84] change
[83] fact
[82] think

Top Words in Tweet in G5:
[79] youtube
[74] #scicomm
[57] gregfoot
[53] course
[51] amoebasisters
[50] #science
[49] science
[49] excited
[49] ve
[48] project

Top Words in Tweet in G6:
[75] #scicomm
[55] agu_scicomm
[48] science
[38] theagu
[24] types
[22] up
[21] know
[20] scientists
[19] plain
[19] language

Top Words in Tweet in G7:
[119] #scicomm
[21] science
[14] #science
[13] now
[9] scicomm
[9] people
[9] out
[8] up
[8] more
[7] new

Top Words in Tweet in G8:
[55] #scicomm
[42] #permafrost
[40] two
[40] permafrostee
[39] ice
[39] rich
[39] core
[39] segments
[39] thawing
[39] lab

Top Words in Tweet in G9:
[85] #scicomm
[60] anti
[60] #gmo
[60] conversation
[60] generally
[60] goes
[60] very
[60] important
[59] ztiredscientist
[14] want

Top Words in Tweet in G10:
[30] #scicomm
[30] marlowordybird
[23] here
[23] book
[22] see
[21] thought
[21] never
[21] word
[21] #firn
[21] children's

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[193] science,communication
[106] check,out
[99] #scicomm,#sciart
[97] facts,change
[86] telling,people
[86] people,more
[84] scicomm,researcher
[84] researcher,fact
[84] fact,telling
[84] more,facts

Top Word Pairs in Tweet in G1:
[19] #sciart,#scicomm
[19] check,out
[18] #science,#scicomm
[14] #scicomm,#sciencematters
[14] #sciencematters,#edtech
[13] rise,#sciart
[13] short,film
[12] #necss,#science
[12] #edtech,#openscience
[12] #openscience,#itrtg

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:
[34] #scicomm,#comscicon19
[24] #comscicon19,#scicomm
[21] comscicon,#scicomm
[20] report,#scicomm
[19] #scicomm,engagement
[19] engagement,out
[19] out,collab
[19] collab,w
[19] w,aldacenter
[19] aldacenter,lauralindenfeld

Top Word Pairs in Tweet in G4:
[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 G5:
[51] youtube,course
[47] excited,announce
[47] announce,project
[47] project,ve
[47] ve,working
[47] working,year
[47] year,first
[47] first,youtube
[47] course,science
[47] science,communication

Top Word Pairs in Tweet in G6:
[19] plain,language
[19] language,summary
[18] wanted,write
[18] write,plain
[18] summary,know
[18] know,start
[18] start,worries
[16] started,looking
[16] looking,up
[16] up,images

Top Word Pairs in Tweet in G7:
[4] check,out
[3] #science,#scicomm
[3] social,media
[3] #womeninstem,#scicomm
[2] best,#scicomm
[2] well,done
[2] proud,announce
[2] science,communication
[2] #scicomm,#comunicaciencia
[2] 3,mins

Top Word Pairs in Tweet in G8:
[39] ice,rich
[39] rich,#permafrost
[39] #permafrost,core
[39] core,segments
[39] segments,thawing
[39] thawing,lab
[39] lab,left
[39] left,two
[39] two,imagine
[39] imagine,building

Top Word Pairs in Tweet in G9:
[60] anti,#gmo
[60] #gmo,conversation
[60] conversation,generally
[60] generally,goes
[60] goes,#scicomm
[60] #scicomm,very
[60] very,important
[59] ztiredscientist,anti
[12] usual,response
[12] response,#scicomm

Top Word Pairs in Tweet in G10:
[21] thought,never
[21] never,see
[21] see,word
[21] word,#firn
[21] #firn,children's
[21] children's,book
[21] book,iceberg
[21] iceberg,antarctica
[21] antarctica,here
[20] marlowordybird,thought

Top Replied-To
Top Replied-To in Entire Graph:
@abgutman
@des_papiers
@artologica
@iamscicomm
@adamhartscience
@healthy_phd
@scicomm_jc
@adambrabant1
@stylopidae
@wardofplants

Top Replied-To in G1:
@_open_science_
@realscientists
@wardofplants

Top Replied-To in G2:
@des_papiers
@adamhartscience
@adambrabant1
@olu_gh
@ztiredscientist
@bio_diverse
@montclarelabs
@matthutchings10
@isadorachristel
@worthingtonlab

Top Replied-To in G3:
@abgutman
@rohendricks
@sei_comm
@thecosmicrey
@gaiusdivifilius
@sorenwheeler
@sikramp
@fancyscientist
@briles_34
@drskyskull

Top Replied-To in G4:
@artologica
@kiyoun_k
@paleophile
@abgutman
@vexedmuddler

Top Replied-To in G5:
@skarrambo
@sallylepage
@gregfoot
@rt_lozelda

Top Replied-To in G6:
@climvari
@guertin
@zanahfrancis93
@janinekrippner
@agentredsquirrl
@larry79115
@naturevolve
@carrieabeez
@rachelniahager
@semarhyquinones

Top Replied-To in G10:
@brainybassil
@nresearchnews
@theagu

Top Mentioned
Top Mentioned in Entire Graph:
@constababble
@primary_immune
@agu_scicomm
@abgutman
@ztiredscientist
@gregfoot
@necss
@amoebasisters
@thelabartist
@comscicon

Top Mentioned in G1:
@necss
@g4mma
@gorskon
@sciencebasedmed
@myfrogcroaked
@aiptscience
@aiptcomics
@stevennovella
@girlsonice_ch
@primary_immune

Top Mentioned in G2:
@caulfieldtim
@medical_xpress
@t
@montclarelabs
@aaas
@agu_scicomm
@mdseagrant
@scigallerydet
@asbmb
@aaas_doser

Top Mentioned in G3:
@comscicon
@sorenwheeler
@enceladosaurus
@thecosmicrey
@aldacenter
@johnbesley
@tpn1818
@moefeliu
@sciencecounts
@lauralindenfeld

Top Mentioned in G4:
@constababble
@rocza
@carlyziter
@crosh_crsst
@laurentianu
@artologica
@csironews
@artthescience
@eger24
@sci

Top Mentioned in G5:
@gregfoot
@amoebasisters
@youtube
@cbbc
@d_yellowlees
@thephdpost
@socraticakids
@derekshirlaw
@sallylepage
@simonoxfphys

Top Mentioned in G6:
@agu_scicomm
@theagu
@semarhyquinones
@artthescience
@science_council
@jwporterjohn
@zlabe
@antarcticacl
@joongwu
@kevpluck

Top Mentioned in G7:
@patternology
@rritools

Top Mentioned in G8:
@permafrostee
@sciencecomic
@drmrfrancis
@alexevans91
@samanthashauser
@bighippoart
@camilo_julianc
@ilsiargentina
@bufotwist
@unbounders

Top Mentioned in G9:
@ztiredscientist
@agbioworld
@darcy_shapiro
@hollydunsworth
@archandanthpod
@indianabones_sk
@riveramichael
@amandacoletti5
@amoebasisters

Top Mentioned in G10:
@marlowordybird
@drsianproctor
@docr0cket
@goastromo
@thejr
@roomcmoo
@daverothery
@profbriancox
@openuniversity
@bbcearth

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@jurylady5
@nosqldigest
@edinburghwatch
@chidambara09
@alizardx
@ottlegalrebels
@asher_wolf
@gallimaufrey777

Top Tweeters in G1:
@cowboyscifibot
@alizardx
@httweets
@bbcnews
@nembotavy_0101
@snrtg
@perylenebleu
@g4mma
@itrtg
@gedi

Top Tweeters in G2:
@lianabrooks
@jhcpw
@realscientists
@drjengunter
@kausikdatta22
@hannu_harjunmaa
@kath2cats
@korstraw
@ddale8
@privatecarfree

Top Tweeters in G3:
@homegypsy
@nytimes
@nuclear94
@docfreeride
@academicchatter
@v2aggie2
@gurdur
@catherineq
@summer_ash
@cheesepickles

Top Tweeters in G4:
@iteration23
@ebbi_onelove
@formerlyhuroggi
@darksapiens
@daurmith
@drjudystone
@rocza
@justinyost
@kejames
@artologica

Top Tweeters in G5:
@bbcsport
@bronyretweets
@renanrodri
@bmatb
@stressed_local
@solomonrdavid
@belola
@rt_lozelda
@biodataganache
@diocyni

Top Tweeters in G6:
@inpoco
@washingtonpost
@windvondervenus
@volcanowatching
@joongwu
@umbrios
@stephaniekays
@alomshaha
@thir
@johnrmoffitt

Top Tweeters in G7:
@bcrlivestream
@llewelly
@showoff_ebooks
@nycuratrix
@tweetingnn
@lykprs
@sciencesarah
@jeremyabramson
@lilytroia
@effortfuleduktr

Top Tweeters in G8:
@pecunium
@torontostar
@drmrfrancis
@girlyratfish
@sierraclub
@arcticlass
@tetzoo
@drstevenhobbs
@jasonwardny
@mtanichthys

Top Tweeters in G9:
@carlosezuniga
@ragusmg
@cainheleverok
@alexiskienlen
@surskitty
@chapagir
@douce2franclieu
@foxgrrl
@mausson_
@tamiknudsen

Top Tweeters in G10:
@physorg_com
@physorg_space
@joonschin
@jeffhavig
@naturenews
@pureshakti
@stevenjgibbons
@oriolelm
@herrenloserhund
@openuniversity


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