scicomm, Twitter, 9/11/2019 1:15:30 PM, 209426


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scicomm_2019-09-11_05-23-22.xlsx
scicomm_2019-09-11_05-23-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 11, 2019
Short Description:
scicomm via NodeXL http://bit.ly/31h9CL6
@scicommbot
@_open_science_
@academicchatter
@vanessapirotta
@lisavipes
@sarahmackattack
@scicomm_india
@agu_scicomm
@_atanas_
@femtech_

Top hashtags:
#scicomm
#science
#scifi
#academictwitter
#sciart
#threatenedspeciesday

Description:
Description
The graph represents a network of 4,572 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, 11 September 2019 at 12:25 UTC.

The requested start date was Tuesday, 10 September 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, 7-hour, 57-minute period from Friday, 06 September 2019 at 16:02 UTC to Tuesday, 10 September 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 : 4572
Unique Edges : 6711
Edges With Duplicates : 1901
Total Edges : 8612
Number of Edge Types : 3
Mentions : 7475
Tweet : 952
Replies to : 185
Self-Loops : 952
Reciprocated Vertex Pair Ratio : 0.0395000771485882
Reciprocated Edge Ratio : 0.0759982187917471
Connected Components : 399
Single-Vertex Connected Components : 134
Maximum Vertices in a Connected Component : 3488
Maximum Edges in a Connected Component : 7419
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.638325
Graph Density : 0.00032236590640565
Modularity : 0.702638
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[42] https://www.youtube.com/watch?v=sMzszZFFxjw

[19] https://www.amoebasisters.com/gifs.html
[13] https://thirdpodfromthesun.com/2019/09/03/e21-x-rays-of-the-earths-gooey-center/
[11] https://www.youtube.com/watch?v=Xojww6_a9Oc

[10] http://www.asbmb.org/commcourse/
[10] https://attendee.gotowebinar.com/register/194745900689589516
[9] https://okt.to/ZBdkQi
[9] https://okt.to/As1qoh
[9] https://storiesinscience.org/2019/09/07/paying-it-forward-matters/
[8] https://caseagrant.ucsd.edu/fellowships/california-sea-grant-science-communication-fellowship-2020?utm_source=twitter&utm_medium=social

Top URLs in Tweet in G1:
[5] https://chemforyourlife.transistor.fm/
[4] https://sciencehook.com/technology/social-media-users-happy-for-their-data-to-be-used-3846?utm_content=buffer98652&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.pnas.org/content/early/2019/08/20/1900712116
[4] https://www.stitcher.com/podcast/aaron-lockman/astronomy-brothers
[4] https://www.acs.org/voty
[3] https://www.livescience.com/11317-top-10-useless-limbs-vestigial-organs.html
[3] https://arturozinga.com/
[3] https://twitter.com/archaeothoughts/status/1170722130100535297
[3] https://twitter.com/drcchambers/status/1170814293853515776
[3] https://britishsciencefestival.org/whats-on/

Top URLs in Tweet in G2:
[8] https://storiesinscience.org/2019/09/07/paying-it-forward-matters/
[4] https://jobs.lever.co/lifeomic/9208280d-fd07-4735-a189-5b48a7c91bf9
[4] http://patreon.com/SkypeAScientist
[4] https://twitter.com/womensart1/status/1102836023938158592
[4] https://www.ices.dk/news-and-events/asc/asc2019/Pages/Science-communications-session.aspx
[3] https://twitter.com/FabianWadsworth/status/1169724854150586369
[3] https://bellisario.psu.edu/page-center/article/research-in-progress-the-effects-of-consuming-science-narratives-via-social?platform=hootsuite
[3] https://twitter.com/ComSciConChi/status/1170003885718683648
[2] https://twitter.com/CWHuang_sci/status/1169999726852419586
[2] https://twitter.com/desabsurdites/status/1170899478397751296

Top URLs in Tweet in G3:
[7] https://okt.to/As1qoh
[6] https://okt.to/ZBdkQi
[5] https://okt.to/xCk6ua
[4] https://okt.to/zVtXAL
[2] https://twitter.com/ScienceTalkOrg/status/1163898572288360450
[2] https://okt.to/Yfjt18
[2] https://okt.to/cNPYBw
[2] https://www.etsy.com/listing/700316195/crocheted-cortical-neurons-crochet
[2] https://twitter.com/samfrowe/status/1170029124666236931
[1] https://twitter.com/FromTheLabBench/status/1171209351832514560

Top URLs in Tweet in G4:
[3] https://twitter.com/BlackPhysicists/status/1170660313550770177
[3] https://twitter.com/wobster/lists/scieenceee
[2] https://www.etsy.com/shop/scienceonapostcard
[2] https://www.youtube.com/watch?v=yJp3msuwYM4&feature=youtu.be

[1] https://twitter.com/NuclearPuentes/status/1164996522452422656
[1] https://twitter.com/phalpern/status/1049038986633785344
[1] http://scipolnetwork.org/microgrant-application-2/
[1] https://twitter.com/MOSTSciPol/status/1170320889268731909
[1] https://www.etsy.com/uk/listing/621922492/i-support-diversity-in-science-enamel?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1567849863000&utm_term=so.slt
[1] https://www.ted.com/talks/barbara_j_king_grief_and_love_in_the_animal_kingdom?utm_source=twitter.com&utm_medium=social&utm_campaign=tedspread

Top URLs in Tweet in G5:
[3] https://www.chronicle.com/article/Grad-School-Is-Hard-on-Mental/240626/
[2] https://www.swissnexsanfrancisco.org/event/scicomm-studio-017-the-sky-is-not-the-limit/
[2] https://twitter.com/NipgrSocial/status/1169841448222507009
[2] https://twitter.com/PrinSciAdvGoI/status/1170284286441750528
[2] https://www.downtoearth.org.in/hindistory/exhibition-to-create-public-awareness-on-anti-microbial-resistance-66584
[2] https://twitter.com/ANI/status/1170173735082610689
[2] https://sciteum.com/2019/09/a-bite-to-fright
[1] https://www.indiatoday.in/science/story/isro-loses-contact-chandrayaan-2-lander-full-statement-1596533-2019-09-07
[1] https://thetoxicminds.wordpress.com/2019/09/09/social-media-communication-training-program-2019-at-delhi-ncr/?preview=true
[1] https://twitter.com/Tan_ee_Ya/status/1170520395293896706

Top URLs in Tweet in G6:
[1] https://twitter.com/SarahMackAttack/status/1171104010029490177
[1] https://blogs.scientificamerican.com/observations/scientists-need-to-talk-to-the-public/?amp;text=Scientists
[1] https://twitter.com/erinjprosser/status/1169989746879356928?s=19
[1] https://twitter.com/NicRivers_/status/1170568919129587717
[1] https://twitter.com/MAG2ART/status/1170521134758027264
[1] https://twitter.com/prasha88/status/1169278664908902400
[1] https://drive.google.com/file/d/1pMLyScbt1R_xKPhezUpLCHUXaUd7SwmF/view?usp=sharing
[1] https://twitter.com/panemma/status/1171123843685130240
[1] https://www.youtube.com/watch?v=1NzErf-j0uA&feature=youtu.be

[1] https://twitter.com/westboundsigned/status/1170077052021530624

Top URLs in Tweet in G7:
[2] https://twitter.com/NomeDaBarbarian/status/1169598786777169921
[1] https://twitter.com/jenheemstra/status/1169970120271122433
[1] https://www.nytimes.com/2019/09/05/science/a-creative-force-in-understanding-genes.html
[1] https://twitter.com/MoNscience/status/1170022082547200000
[1] https://undark.org/article/diversify-peer-review-junior-scientists/
[1] http://stevenallain.co.uk/Blog/
[1] https://twitter.com/MicrobeLover/status/1170034821210546178
[1] https://www.mirror.co.uk/lifestyle/health/dr-miriam-stoppard-simple-blood-19571094
[1] https://soundcloud.com/taos-land-trust/what-is-so-interesting-about-birds-with-steve-knox-and-robert-tempelton
[1] https://twitter.com/LilNasX/status/1169720814507134976

Top URLs in Tweet in G8:
[1] https://www.abc.net.au/radionational/programs/breakfast/report-barwon-darling-system-sparks-row-with-nsw-water-minister/11490894
[1] https://www.youtube.com/watch?v=dqRQevdnpUc&feature=youtu.be


Top URLs in Tweet in G9:
[3] http://www.peoplebehindthescience.com/dr-jennifer-wilcox/
[3] https://gulfresearchinitiative.org/study-ids-oil-degrading-and-mucus-producing-microbes-linked-to-marine-oil-snow-formation/
[3] https://twitter.com/ArtBioCollab/status/1170092138941571072
[2] http://montclare.poly.edu/?p=3405
[2] https://twitter.com/dcgeophys/status/1171010519500640256
[2] https://twitter.com/aaas/status/1171049422668619776
[1] https://twitter.com/DrWendyRocks/status/1171116366864224256
[1] https://twitter.com/jkmontclare/status/1170130693374054400
[1] https://podcasts.apple.com/us/podcast/3-jocelyn-bosley-the-scitalkers-journey/id1471423633?i=1000443557601
[1] https://twitter.com/allison_coffin/status/1171075993563521030

Top URLs in Tweet in G10:
[13] https://thirdpodfromthesun.com/2019/09/03/e21-x-rays-of-the-earths-gooey-center/
[10] https://attendee.gotowebinar.com/register/194745900689589516
[6] https://www.smithsonianmag.com/science-nature/journey-to-the-center-of-earth/
[4] https://journals.sagepub.com/doi/abs/10.1177/0146167219853845?journalCode=pspc
[4] https://theoryandpractice.citizenscienceassociation.org/article/10.5334/cstp.226/
[4] https://thirdpodfromthesun.com/2019/09/09/e21-bonus-clip-field-mishaps-in-remote-chile/
[3] https://www.nature.com/articles/s41562-019-0632-4
[3] https://twitter.com/AGU_SciComm/status/1171106415139794944
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018JB016719
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018JG004788

Top Domains
Top Domains in Tweet in Entire Graph:
[502] twitter.com
[122] youtube.com
[61] okt.to
[28] nature.com
[26] blogspot.com
[21] wiley.com
[19] amoebasisters.com
[17] instagram.com
[17] thirdpodfromthesun.com
[12] nationalgeographic.com

Top Domains in Tweet in G1:
[51] twitter.com
[9] sciencehook.com
[8] nature.com
[8] youtube.com
[5] transistor.fm
[5] blogspot.com
[5] facebook.com
[4] pnas.org
[4] stitcher.com
[4] acs.org

Top Domains in Tweet in G2:
[52] twitter.com
[9] storiesinscience.org
[5] youtube.com
[4] lever.co
[4] patreon.com
[4] wiley.com
[4] wordpress.com
[4] ices.dk
[3] psu.edu
[3] okt.to

Top Domains in Tweet in G3:
[54] okt.to
[18] twitter.com
[2] youtube.com
[2] etsy.com
[1] twis.org
[1] jbc.org
[1] sciencetalk.org
[1] pipetteprincesa.com
[1] theacademicdesigner.com
[1] squidtoons.com

Top Domains in Tweet in G4:
[14] twitter.com
[3] etsy.com
[3] youtube.com
[3] scienceforprogress.eu
[1] scipolnetwork.org
[1] ted.com
[1] asbmb.org
[1] bit.ly
[1] ac.uk
[1] spaceupclose.com

Top Domains in Tweet in G5:
[15] twitter.com
[6] sciteum.com
[3] chronicle.com
[2] swissnexsanfrancisco.org
[2] org.in
[1] indiatoday.in
[1] wordpress.com
[1] thehindu.com
[1] sciencemag.org
[1] toi.in

Top Domains in Tweet in G6:
[12] twitter.com
[2] scientificamerican.com
[2] google.com
[1] youtube.com
[1] sisterstem.org
[1] innovation.ca

Top Domains in Tweet in G7:
[39] twitter.com
[5] youtube.com
[2] co.uk
[2] theguardian.com
[2] instagram.com
[2] chronicle.com
[2] nature.com
[2] elsevier.com
[2] omny.fm
[1] nytimes.com

Top Domains in Tweet in G8:
[1] net.au
[1] youtube.com

Top Domains in Tweet in G9:
[16] twitter.com
[5] peoplebehindthescience.com
[4] thebumblingbiochemist.com
[3] instagram.com
[3] gulfresearchinitiative.org
[2] poly.edu
[1] apple.com
[1] youtube.com
[1] nytimes.com
[1] pnas.org

Top Domains in Tweet in G10:
[17] thirdpodfromthesun.com
[10] gotowebinar.com
[10] wiley.com
[9] twitter.com
[6] smithsonianmag.com
[5] agu.org
[5] sagepub.com
[4] citizenscienceassociation.org
[4] nature.com
[2] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2682] scicomm
[356] science
[122] scifi
[121] academictwitter
[120] sciart
[119] threatenedspeciesday
[115] whale
[114] wisskomm
[101] bloggerstribe
[100] birdglamour



Top Hashtags in Tweet in G1:
[283] scicomm
[29] science
[20] sciart
[18] shark
[18] 60secondsharkscience
[10] leavingacademia
[9] raredisease
[8] cuscistory
[8] chemed
[8] edtech

Top Hashtags in Tweet in G2:
[326] scicomm
[28] science
[22] icesasc19
[21] sciart
[11] sciencetwitter
[11] phdchat
[9] arselectronica19
[9] quantumlogos
[8] sewing
[7] scipol

Top Hashtags in Tweet in G3:
[124] scicomm
[37] academictwitter
[21] genomics
[11] bioinformatics
[11] wheat
[10] phdchat
[10] science
[9] biology
[9] eilearning
[8] phdlife

Top Hashtags in Tweet in G4:
[120] scicomm
[95] birdglamour
[36] nationalhummingbirdday
[16] guessthecrest
[7] science
[5] stemcellsundays
[5] scipol
[4] wikipedia
[4] math
[4] physics

Top Hashtags in Tweet in G5:
[27] scicomm
[16] science
[11] chandrayaan2
[10] freelance
[10] jobadvert
[10] designer
[6] socialmediacommunication
[6] nipgrteachertraining2019
[4] isro
[4] vikramlander

Top Hashtags in Tweet in G6:
[104] scicomm
[27] rswest19
[6] scipol
[5] inclusion
[5] diversity
[5] academictwitter
[5] fomo
[3] phdchat
[3] ar
[3] buildabrandworkshop

Top Hashtags in Tweet in G7:
[139] scicomm
[13] science
[9] sciart
[5] phdchat
[5] research
[5] academicchatter
[3] wildlife
[3] openscience
[3] physics
[3] isro

Top Hashtags in Tweet in G8:
[112] threatenedspeciesday
[112] whale
[12] scicomm
[4] fluorescencefriday
[4] ant
[4] fluorescence
[4] friyay
[4] ants
[4] antman
[4] postdoc

Top Hashtags in Tweet in G9:
[75] scicomm
[27] womeninstem
[13] biochemistry
[12] sciengage
[12] phd
[10] stem
[10] somedocs
[9] sciencetwitter
[9] cardioed
[9] elearning

Top Hashtags in Tweet in G10:
[87] scicomm
[11] scisummary
[11] storytelling
[10] podcast
[10] science
[9] story
[7] scisharsci
[5] nonprofit
[4] agupubs
[4] fieldwork

Top Words
Top Words in Tweet in Entire Graph:
[4497] Words in Sentiment List#1: Positive
[1433] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[118032] Non-categorized Words
[123966] Total Words
[2681] #scicomm
[721] science
[419] new
[418] s
[356] #science

Top Words in Tweet in G1:
[283] #scicomm
[84] science
[58] out
[50] new
[48] here
[42] more
[35] great
[35] good
[34] scicomm
[33] s

Top Words in Tweet in G2:
[326] #scicomm
[103] science
[56] s
[54] research
[50] out
[49] new
[47] great
[40] excited
[39] know
[37] today

Top Words in Tweet in G3:
[124] #scicomm
[57] one
[55] s
[47] earlhaminst
[37] #academictwitter
[35] woman
[34] pipetteprincesa
[34] ok
[34] counteract
[34] horror

Top Words in Tweet in G4:
[120] #scicomm
[95] #birdglamour
[94] lisavipes
[65] white
[65] black
[63] plumage
[60] w
[60] blue
[59] flash
[59] wing

Top Words in Tweet in G5:
[45] scicomm_india
[45] dbtindia
[33] vigyanprasar
[32] nipgrsocial
[27] #scicomm
[27] dr
[27] amarpal1981
[27] manojpr81980355
[26] india
[26] gilienv

Top Words in Tweet in G6:
[104] #scicomm
[54] sarahmackattack
[36] work
[34] many
[34] inclusive
[29] amazing
[29] science
[28] scicomm
[28] out
[27] doing

Top Words in Tweet in G7:
[139] #scicomm
[28] science
[17] out
[13] research
[13] #science
[12] new
[11] here
[10] best
[9] one
[9] people

Top Words in Tweet in G8:
[113] australia
[112] today
[112] #threatenedspeciesday
[112] know
[112] 5
[112] #whale
[112] species
[112] listed
[112] nationally
[112] threatened

Top Words in Tweet in G9:
[75] #scicomm
[27] #womeninstem
[24] s
[23] more
[20] protein
[18] join
[16] session
[16] geosociety
[16] biochem_bri
[15] aaas

Top Words in Tweet in G10:
[87] #scicomm
[54] science
[47] blog
[43] earth
[40] center
[39] start
[37] agu_scicomm
[32] theagu
[27] know
[26] t

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[129] science,communication
[119] check,out
[115] today,#threatenedspeciesday
[115] #threatenedspeciesday,know
[115] know,australia
[115] australia,5
[115] 5,#whale
[115] #whale,species
[115] species,listed
[115] listed,nationally

Top Word Pairs in Tweet in G1:
[26] science,communication
[23] check,out
[18] attention,#shark
[18] #shark,fans
[18] fans,another
[18] another,episode
[18] episode,#60secondsharkscience
[18] #60secondsharkscience,right
[18] right,here
[18] here,sadly

Top Word Pairs in Tweet in G2:
[17] social,media
[16] check,out
[16] science,communication
[12] lot,research
[11] here,s
[11] learn,more
[11] pen,pal
[10] #sciart,#scicomm
[10] looking,forward
[8] blog,post

Top Word Pairs in Tweet in G3:
[34] ok,#academictwitter
[34] #academictwitter,s
[34] s,counteract
[34] counteract,horror
[34] horror,show
[34] show,list
[34] list,100
[34] 100,one
[34] one,woman
[34] woman,bs

Top Word Pairs in Tweet in G4:
[59] flash,white
[59] white,wing
[59] wing,patches
[59] patches,mates
[59] mates,black
[59] black,billed
[59] billed,magpies
[59] magpies,#birdglamour
[59] #birdglamour,w
[59] w,long

Top Word Pairs in Tweet in G5:
[24] dbtindia,amarpal1981
[24] amarpal1981,gilienv
[24] gilienv,manojpr81980355
[24] manojpr81980355,scicomm_india
[23] scicomm_india,manoj_lab
[23] manoj_lab,thstifaridabad
[23] thstifaridabad,vigyanprasar
[23] vigyanprasar,architascifun
[15] nipgrsocial,dbtindia
[14] architascifun,r

Top Word Pairs in Tweet in G6:
[25] many,folks
[25] folks,twitter
[25] twitter,doing
[25] doing,amazing
[25] amazing,work
[25] work,educate
[25] educate,rest
[25] rest,being
[25] being,inclusive
[25] inclusive,possible

Top Word Pairs in Tweet in G7:
[6] check,out
[4] #scicomm,#science
[3] #scicomm,folks
[3] high,school
[3] #scicomm,#sciart
[3] science,journalism
[3] #sciart,#scicomm
[3] here,#scicomm
[3] #scicomm,#academicchatter
[3] #wisskomm,#scienceslam

Top Word Pairs in Tweet in G8:
[112] today,#threatenedspeciesday
[112] #threatenedspeciesday,know
[112] know,australia
[112] australia,5
[112] 5,#whale
[112] #whale,species
[112] species,listed
[112] listed,nationally
[112] nationally,threatened
[111] vanessapirotta,today

Top Word Pairs in Tweet in G9:
[10] please,join
[10] join,geosociety
[10] geosociety,exciting
[10] exciting,#scicomm
[10] #scicomm,session
[10] session,featuring
[10] featuring,khayhoe
[10] khayhoe,ronlin
[10] ronlin,profiainstewart
[9] drwendyrocks,please

Top Word Pairs in Tweet in G10:
[26] center,earth
[23] science,blog
[20] movie,journey
[20] journey,center
[18] start,science
[18] know,start
[18] start,blog
[18] blog,want
[18] want,more
[18] lara,wagner

Top Replied-To
Top Replied-To in Entire Graph:
@dbtindia
@synapse101
@lovettbr
@academicchatter
@wwfca_scicomm
@aaroncherniak
@iubmb
@sjasanoff
@electricarchaeo
@corribaker

Top Replied-To in G1:
@synapse101
@electricarchaeo
@iserrapilheira
@corribaker
@tsv_media
@neha_aks
@statnews
@floodskinner
@brendangodley
@paulomwerneck

Top Replied-To in G2:
@scicommleanna
@mulledscience
@m_valkanas
@heathermannix12
@mdpiopenaccess
@fromthelabbench

Top Replied-To in G3:
@academicchatter
@wildlifemag
@whaerty
@georgina_mayhew
@jlmittelmeier
@greymj
@ipol_info

Top Replied-To in G4:
@ca_astrocomm
@antiproton_com
@alexevans91
@scottishscicomm
@prancingpapio
@archaeoape
@christineliuart
@lisavipes
@ken_kremer
@amandalyngunn

Top Replied-To in G5:
@dbtindia
@ratnesh_thakur
@moeghosh
@nipgrsocial
@iupac
@usm_1984
@iiserpune

Top Replied-To in G6:
@sarahmackattack
@alie_astrocyte
@robertnulrich
@tpoi

Top Replied-To in G8:
@dr_krystal

Top Replied-To in G9:
@iubmb
@scitalker
@rachaelheuer
@allison_coffin

Top Replied-To in G10:
@projectdrawdown
@_danibeck
@sarahkaplan48
@bluemarblespace
@theagu
@agu_eos
@mettebendixen08

Top Mentioned
Top Mentioned in Entire Graph:
@vanessapirotta
@lisavipes
@tuhinsajjadsk1
@earlhaminst
@agu_scicomm
@sarahmackattack
@g4mma
@rhinoecologist
@skypescientist
@primary_immune

Top Mentioned in G1:
@kjparton
@aldacenter
@earlhaminst
@tuhinsajjadsk1
@spencersiddons
@coconell2
@sbujo
@g4mma
@deadsnails
@issaba93100

Top Mentioned in G2:
@skypescientist
@letterspresci
@heathermannix12
@fromthelabbench
@arselectronica
@agu_scicomm
@compassscicomm
@terhiminkkinen
@tuhinsajjadsk1
@berkeleylab

Top Mentioned in G3:
@earlhaminst
@pipetteprincesa
@academicchatter
@norwichscifest
@gaiusdivifilius
@wildlifemag
@afonature
@voiceofyoungsci
@korcsmaroslab
@pythonfor

Top Mentioned in G4:
@lisavipes
@thewildlifehost
@alexevans91
@sciwithchelsie
@x3stephieex3
@scottishscicomm
@scienceona
@roslininstitute
@spacecentre
@tasia1409

Top Mentioned in G5:
@scicomm_india
@vigyanprasar
@nipgrsocial
@dbtindia
@manojpr81980355
@gilienv
@manoj_lab
@thstifaridabad
@architascifun

Top Mentioned in G6:
@sarahmackattack
@reclaiming_stem
@linhanhcat
@thebiotaproject
@skypescientist
@wardofplants
@uf
@hidrnic
@robertnulrich
@sciam

Top Mentioned in G7:
@snatch_adams
@goatsthatstare
@agentmajeur

Top Mentioned in G8:
@vanessapirotta
@griffithari
@griffith_env
@franshel65
@docslinky
@balintzkacsoh
@mveg001
@dr_krystal
@wildaboutwhales
@riaus

Top Mentioned in G9:
@geosociety
@biochem_bri
@montclarelabs
@aaas
@drwendyrocks
@khayhoe
@ronlin
@profiainstewart
@iubmb
@disastrou

Top Mentioned in G10:
@agu_scicomm
@theagu
@thirdpod
@guertin
@samillingworth
@ukri_news
@carnegiescience
@ecologyofshane
@sanjoymarcel
@bluemarblespace

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@kat4obama
@gamergeeknews
@complaymentdo
@john1966olsen
@chidambara09
@padakitty
@homegypsy
@mastaofmp3s

Top Tweeters in G1:
@gamergeeknews
@charminggrump
@latamfr
@neha_aks
@rinzoid
@jazzysid
@kellyyyllek
@cheshirelive
@asamhollywood1
@veggiemom3

Top Tweeters in G2:
@john1966olsen
@jot_au
@slate
@nytimes
@wismiss3
@the_hindu
@sms2sms
@phoenixgyaan
@minerwau
@megloops

Top Tweeters in G3:
@chidambara09
@nembotavy_0101
@adrienneleigh
@dnd_lich
@academicchatter
@ctrentham88
@wunpini_fm
@nyawiranjoroge
@dnaed_tech
@mollydot

Top Tweeters in G4:
@themakeda
@blueravefinn
@bbcworld
@myglobalpac
@ajalayemi
@girlyratfish
@docfreeride
@crawlieswithcri
@volkergoebbels
@temptoetiam

Top Tweeters in G5:
@timesofindia
@foodandwine
@rockinfreelance
@ibis_journal
@nasa
@drskrath
@pibhindi
@arielwaldman
@thejaggi
@ank357

Top Tweeters in G6:
@may_gun
@fmcqueen31
@needhibhalla
@beccabluesky
@itativcs
@celticfeminist
@smudgiesmom
@thealexknapp
@sciam
@rudetuesday

Top Tweeters in G7:
@pfanderson
@larsthewanderer
@astrotweeps
@anandstweets
@mpaynspeaker
@owenboswarva
@geotecniaonline
@huwmjames
@blazaruk
@datascientistsf

Top Tweeters in G8:
@abcnews
@sammysettanni
@dazza70smith
@timberghost7
@loretay
@johnsalmond
@bprophetable
@marxdeane
@thesismis
@goettergatte42

Top Tweeters in G9:
@padakitty
@juliomayol
@celestinogutirr
@femtech_
@martyt2016
@khayhoe
@ajacobson921
@everburningfire
@jenni_pro
@geosociety

Top Tweeters in G10:
@vievararosel
@paleophile
@theagu
@infomgmtexec
@natgeo
@carlzimmer
@helena_lb
@cangeographers
@oriolelm
@deepseadawn