scicomm, Twitter, 9/16/2019 5:23:56 AM, 209887


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scicomm_2019-09-15_21-54-00.xlsx
scicomm_2019-09-15_21-54-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2019
Short Description:
scicomm via NodeXL http://bit.ly/303QP8W
@scicommbot
@_open_science_
@dna_rna_uni
@fromthelabbench
@scicomm_india
@charlie_sci
@s_baglot
@femtech_
@douglasmharley3
@scientia_social

Top hashtags:
#scicomm
#science
#sciart
#research
#wisskomm
#sciencetwitter

Description:
Description
The graph represents a network of 4,838 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 Monday, 16 September 2019 at 04:55 UTC.

The requested start date was Monday, 16 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 4-day, 23-hour, 12-minute period from Tuesday, 10 September 2019 at 16:58 UTC to Sunday, 15 September 2019 at 16:10 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 : 4838
Unique Edges : 7167
Edges With Duplicates : 2012
Total Edges : 9179
Number of Edge Types : 3
Mentions : 8086
Tweet : 905
Replies to : 188
Self-Loops : 905
Reciprocated Vertex Pair Ratio : 0.0446518305814788
Reciprocated Edge Ratio : 0.0854865310610225
Connected Components : 447
Single-Vertex Connected Components : 121
Maximum Vertices in a Connected Component : 3508
Maximum Edges in a Connected Component : 7680
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.768395
Graph Density : 0.00031092148907634
Modularity : 0.700078
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[57] https://royalsocietypublishing.org/doi/full/10.1098/rsbl.2019.0514
[14] https://jobs.lever.co/lifeomic/9208280d-fd07-4735-a189-5b48a7c91bf9
[9] https://twitter.com/zusnews/status/1171504906953342977
[8] https://thirdpodfromthesun.com/2019/09/03/e21-x-rays-of-the-earths-gooey-center/
[8] https://www.lindau-nobel.org/blog-8-tips-on-how-to-communicate-with-the-media/
[8] https://onlinelibrary.wiley.com/doi/full/10.1002/ange.201907740?casa_token=LKqOLuVnotAAAAAA%3ADViiOMyhiLgMwd3XCKYD4GliojJZzXFJVk6yU4GUA6xyDlEbjUxrFdpCTSSclwkfum3I7u4IrwJbjIM&cookieSet=1
[8] https://twitter.com/Astro_Comms/status/1171714984272941056
[8] https://protocols.io/
[8] https://blogs.scientificamerican.com/artful-amoeba/did-the-dinosaur-killing-asteroid-inadvertently-help-lichens/
[7] https://chemix.org

Top URLs in Tweet in G1:
[5] https://medium.com/@emilypknight/the-last-abalone-89441597b13a
[4] https://twitter.com/climategal84/status/1172614732664266755
[4] https://twitter.com/EGranger90/status/1172900896587558912
[4] https://twitter.com/DrMarwa_Hassan/status/1171469200994398213
[3] https://dinomuseum.ca/2019/09/10/turbulent-taxonomy/
[3] https://twitter.com/ryomasahiro/status/1142844309965811713
[3] https://www.youtube.com/watch?v=t4VrCSHocmw&feature=youtu.be

[3] https://www.nytimes.com/interactive/2019/09/11/us/midwest-flooding.html
[3] https://www.kevinmd.com/blog/2019/09/the-language-of-medicine-can-be-complicated-does-it-need-to-be-this-way.html
[3] https://www.azom.com/article.aspx?ArticleID=18331

Top URLs in Tweet in G2:
[6] https://onlinelibrary.wiley.com/doi/full/10.1002/ange.201907740?casa_token=LKqOLuVnotAAAAAA%3ADViiOMyhiLgMwd3XCKYD4GliojJZzXFJVk6yU4GUA6xyDlEbjUxrFdpCTSSclwkfum3I7u4IrwJbjIM&cookieSet=1
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209426
[3] https://podcasts.apple.com/us/podcast/episode06-tunnels-are-cool-and-other-revelations/id1475866450?i=1000449373602
[2] https://www.youtube.com/watch?v=FzrKdj-7hzU

[2] https://www.nytimes.com/2019/09/05/science/a-creative-force-in-understanding-genes.html?smid=nytcore-ios-share
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209312
[2] http://www.scienceseeker.org/2019/09/has-ai-really-developed-drug-by-itself.html
[2] https://twitter.com/thebobgrant/status/1169983544871067648
[2] https://www.ebi.ac.uk/pdbe/emdb/EMD-20522
[2] https://pdbe.org/6pxv

Top URLs in Tweet in G3:
[5] https://twitter.com/pictureasportal/status/1171504203899920391
[5] https://twitter.com/QUeST_LC/status/1172535696860385281
[4] https://www.ft.com/content/dcc26620-d352-11e9-a0bd-ab8ec6435630
[3] https://twitter.com/IPCC_CH/status/1171453615912865792
[3] https://www.health.harvard.edu/mind-and-mood/foods-linked-to-better-brainpower?utm_content=bufferf1eca&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[3] https://academic.oup.com/jnci/article-abstract/110/1/djx145/4064136/Use-of-Alternative-Medicine-for-Cancer-and-Its?redirectedFrom=fulltext
[3] https://www.natureindex.com/news-blog/five-features-highly-cited-scientific-article?utm_content=buffer57fd9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://twitter.com/KelseyAdkisson/status/1171503299670855681
[2] https://twitter.com/GenReyn/status/1171145551384993793
[2] https://www.lindau-nobel.org/blog-8-tips-on-how-to-communicate-with-the-media/

Top URLs in Tweet in G4:
[55] https://royalsocietypublishing.org/doi/full/10.1098/rsbl.2019.0514
[4] https://www.youtube.com/watch?v=sMzszZFFxjw

[4] https://twitter.com/canopyrobin/status/1171376318040219649
[2] https://afstws2019.org/sessions/beyond-the-publication-science-communication-strategies-to-increase-the-impact-of-your-research/
[1] http://employment.ku.edu/scientific-illustrator/15150br
[1] https://link.medium.com/WBaydfy6XZ
[1] https://confirm.skypeascientist.com/search
[1] https://www.sigmaxi.org/meetings-events/annual-meeting-and-student-research-conference
[1] https://attendify.com/app/lm38p9/
[1] https://museum.wales/cardiff/whatson/10867/Talk-No-I-Dont-Make-it-Up-How-to-Build-Dinosaurs-from-the-Inside-Out/

Top URLs in Tweet in G5:
[13] https://jobs.lever.co/lifeomic/9208280d-fd07-4735-a189-5b48a7c91bf9
[5] https://twitter.com/NirOksenberg/status/1171185476000083968
[3] https://www.eventbrite.com/e/connecting-with-your-audience-a-scicomm-workshop-with-ben-young-landis-registration-71668242643?aff=twitter2
[3] https://twitter.com/KSUExArchLab/status/1171563484657717248
[2] https://davissciencesays.ucdavis.edu/blog/how-gmo-labeling-affects-your-wallet
[2] https://www.eventbrite.com/e/connecting-with-your-audience-a-scicomm-workshop-with-ben-young-landis-registration-71668242643?aff=capscicomm1
[2] https://www.sciencetalk.org/submissions-open.html
[1] https://twitter.com/savebutterflies/status/1172442572565798912
[1] https://www.eventbrite.com/e/science-says-barbecue-tickets-70827016513
[1] https://twitter.com/SciSays/status/1172200700991823873

Top URLs in Tweet in G6:
[7] https://blogs.scientificamerican.com/artful-amoeba/did-the-dinosaur-killing-asteroid-inadvertently-help-lichens/
[4] https://twitter.com/jbloom_lab/status/1139297571510161408
[1] https://www.bbc.co.uk/news/av/world-49681813/malaria-vaccine-in-kenya-a-potential-game-changer
[1] https://twitter.com/NipgrSocial/status/1172829218125697025
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209312
[1] https://twitter.com/CSIR_IND/status/1171654218727514112
[1] https://www.downtoearth.org.in/news/science-technology/aerosols-increase-drought-severity-over-the-indian-subcontinent-66633
[1] https://hindi.news18.com/news/career/government-of-india-promote-science-writing-initiative-by-starting-awsar-2410642.html?utm_source=social_share_article
[1] http://bit.ly/32HTYIX
[1] https://globalyoungacademy.net/gya-members-contribute-to-united-nations-global-sustainable-development-report-2019/

Top URLs in Tweet in G7:
[8] https://thirdpodfromthesun.com/2019/09/03/e21-x-rays-of-the-earths-gooey-center/
[5] https://www.lindau-nobel.org/blog-8-tips-on-how-to-communicate-with-the-media/
[5] https://thirdpodfromthesun.com/2019/09/09/e21-bonus-clip-field-mishaps-in-remote-chile/
[4] http://ow.ly/BAiV50vV1Lb
[4] https://blogs.agu.org/sciencecommunication/2019/09/09/getting-outside-the-comfort-of-the-journalism-classroom-to-encourage-science/
[4] https://eos.org/agu-news/so-you-want-to-write-an-abstract
[3] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083908?af=R
[3] https://attendee.gotowebinar.com/register/8732986953509720844
[3] https://carnegiescience.edu/news/new-nsf-grant-awarded-study-earths-flat-slabs
[3] https://egu.eu/8GEUD5

Top URLs in Tweet in G8:
[3] https://twitter.com/ScienceWithIve/status/1172514694378209280
[2] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=167586&lang=en_US&source=CC4
[2] https://thepoetryofscience.scienceblog.com/964/suffocating-salamanders/
[2] http://ls.wisc.edu/news/at-the-crossroads-of-scicomm
[1] https://twitter.com/science_comm/status/1172506151256305671
[1] http://thebumblingbiochemist.com/365-days-of-science/strep-tag-purification-biotin-avidin-streptavidin/
[1] http://bit.ly/kinases
[1] http://thebumblingbiochemist.com/365-days-of-science/stereochemistry-chirality-menthol-more/
[1] http://thebumblingbiochemist.com/365-days-of-science/bacterial-growth-media/
[1] https://twitter.com/biochem_bri/status/972563250750590976

Top URLs in Tweet in G9:
[3] https://twitter.com/GenReyn/status/1171145551384993793
[3] https://twitter.com/detly/status/1172292736008876033
[1] https://twitter.com/NOAAClimate/status/1171468461882503168
[1] https://mailchi.mp/f7157141eb14/softbites-newsletter-12
[1] https://twitter.com/colmpkelleher/status/1171464059033505792
[1] https://twitter.com/_DaniBeck/status/1169229653246173184
[1] https://twitter.com/CASeaGrant/status/1169640582173511681
[1] https://www.youtube.com/watch?v=VHqmlIcM0IM

[1] http://sitn.hms.harvard.edu/flash/2019/breaking-brexit-potential-impacts-science-uk/
[1] https://twitter.com/juliustroeger/status/1171131452102258688

Top Domains
Top Domains in Tweet in Entire Graph:
[532] twitter.com
[74] youtube.com
[57] royalsocietypublishing.org
[52] okt.to
[25] wiley.com
[18] instagram.com
[17] ajo.com
[14] nationalgeographic.com
[14] lever.co
[13] facebook.com

Top Domains in Tweet in G1:
[150] twitter.com
[24] youtube.com
[17] ajo.com
[7] medium.com
[5] planeta.com
[5] okt.to
[4] sciteum.com
[4] wordpress.com
[4] britishsciencefestival.org
[3] dinomuseum.ca

Top Domains in Tweet in G2:
[14] twitter.com
[8] nodexlgraphgallery.org
[6] wiley.com
[4] youtube.com
[3] apple.com
[2] elsevier.com
[2] nytimes.com
[2] scienceseeker.org
[2] signalprocessingsociety.org
[2] ac.uk

Top Domains in Tweet in G3:
[60] twitter.com
[7] youtube.com
[4] okt.to
[4] instagram.com
[4] ft.com
[3] harvard.edu
[3] oup.com
[3] natureindex.com
[3] massivesci.com
[2] lindau-nobel.org

Top Domains in Tweet in G4:
[55] royalsocietypublishing.org
[9] twitter.com
[4] youtube.com
[2] afstws2019.org
[1] ku.edu
[1] medium.com
[1] skypeascientist.com
[1] sigmaxi.org
[1] attendify.com
[1] museum.wales

Top Domains in Tweet in G5:
[19] twitter.com
[13] lever.co
[6] eventbrite.com
[3] ucdavis.edu
[2] sciencetalk.org
[2] ca.gov
[1] facebook.com
[1] quintly.com
[1] twis.org
[1] ucsd.edu

Top Domains in Tweet in G6:
[15] twitter.com
[7] scientificamerican.com
[2] co.uk
[1] nodexlgraphgallery.org
[1] org.in
[1] news18.com
[1] bit.ly
[1] globalyoungacademy.net
[1] amazon.in
[1] indiaalliance.org

Top Domains in Tweet in G7:
[16] wiley.com
[13] thirdpodfromthesun.com
[7] agu.org
[6] ow.ly
[6] twitter.com
[5] lindau-nobel.org
[5] eos.org
[3] thefemalescientist.com
[3] gotowebinar.com
[3] carnegiescience.edu

Top Domains in Tweet in G8:
[13] twitter.com
[4] thebumblingbiochemist.com
[3] instagram.com
[3] adp.com
[2] bit.ly
[2] climateoutreach.org
[2] scienceblog.com
[2] wisc.edu
[1] medium.com
[1] sissa.it

Top Domains in Tweet in G9:
[40] twitter.com
[5] youtube.com
[2] instagram.com
[2] omny.fm
[2] wwf.ca
[1] mailchi.mp
[1] harvard.edu
[1] scienceliteracy.ca
[1] struthpodcast.com
[1] org.au

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2971] scicomm
[422] science
[239] sciart
[135] research
[132] wisskomm
[129] sciencetwitter
[123] makesciencegreatagain
[114] sciencereclaimsthewww
[114] fightfakescience
[114] wissenschaft



Top Hashtags in Tweet in G1:
[471] scicomm
[152] science
[116] wisskomm
[110] sciencereclaimsthewww
[110] fightfakescience
[110] makesciencegreatagain
[110] wissenschaft
[26] stemeducation
[22] bsf19
[17] research

Top Hashtags in Tweet in G2:
[121] scicomm
[41] womeninstem
[35] birdglamour
[28] sciart
[20] biology
[16] crispr
[16] science
[11] ff
[10] sciencetwitter
[10] friyay

Top Hashtags in Tweet in G3:
[269] scicomm
[36] sciart
[36] science
[18] stem
[10] research
[8] sciencetwitter
[8] scifi
[7] scholcomm
[6] academictwitter
[6] turtle

Top Hashtags in Tweet in G4:
[93] scicomm
[57] fossil
[13] 4styles
[11] paleontology
[8] curator
[8] new
[8] research
[8] leptoceratops
[8] today
[7] squidsacrossamerica

Top Hashtags in Tweet in G5:
[227] scicomm
[62] sciart
[14] ucdavis
[14] grad
[14] postdocs
[14] free
[12] scicommjob
[9] outreach
[9] sacramento
[6] scientists

Top Hashtags in Tweet in G6:
[87] scicomm
[23] sciart
[18] sciencetwitter
[11] icpic2019
[8] science
[7] ants
[6] ant
[6] antman
[5] biology
[5] india

Top Hashtags in Tweet in G7:
[102] scicomm
[21] cryosphere
[20] cryospherewednesdays
[13] scisummary
[12] srocc
[11] ipcc
[10] story
[10] staycool
[9] cryosphereschool
[9] geoscience

Top Hashtags in Tweet in G8:
[113] scicomm
[13] biochemistry
[11] scom2019
[9] 365daysofscience
[8] realtimechem
[7] philsci
[5] stem
[4] sciengage
[4] womeninstem
[4] brooklyn

Top Hashtags in Tweet in G9:
[114] scicomm
[21] science
[9] sciart
[8] sciencetwitter
[5] research
[4] climatechange
[4] stem
[4] phdchat
[3] newepisode
[3] podcast

Top Hashtags in Tweet in G10:
[1] bebrave
[1] scicomm
[1] stem

Top Words
Top Words in Tweet in Entire Graph:
[4562] Words in Sentiment List#1: Positive
[1523] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[117231] Non-categorized Words
[123319] Total Words
[2978] #scicomm
[677] science
[511] out
[469] new
[422] #science

Top Words in Tweet in G1:
[471] #scicomm
[152] #science
[116] #wisskomm
[110] #sciencereclaimsthewww
[110] #fightfakescience
[110] #makesciencegreatagain
[110] #wissenschaft
[80] science
[51] great
[41] today

Top Words in Tweet in G2:
[170] dna_rna_uni
[122] #scicomm
[70] yellow
[70] billed
[66] ants
[65] credit
[64] laser
[63] sugar
[63] recruitment
[63] neutrophils

Top Words in Tweet in G3:
[270] #scicomm
[115] science
[57] writing
[55] new
[50] great
[49] research
[48] s
[48] see
[44] out
[43] massivesci

Top Words in Tweet in G4:
[111] tooth
[93] #scicomm
[80] out
[69] new
[63] fish
[57] #fossil
[56] yara_haridy
[56] paper
[55] needs
[55] amphibians

Top Words in Tweet in G5:
[227] #scicomm
[88] fromthelabbench
[62] #sciart
[62] social
[57] involves
[57] scientists
[57] platform
[55] secret
[55] project
[55] gamified

Top Words in Tweet in G6:
[87] #scicomm
[56] क
[40] र
[38] न
[31] science
[30] द
[27] त
[23] #sciart
[21] amoebasisters
[21] य

Top Words in Tweet in G7:
[102] #scicomm
[44] agu_scicomm
[32] science
[29] theagu
[24] s
[21] earth
[21] #cryosphere
[20] out
[20] writing
[20] plain

Top Words in Tweet in G8:
[113] #scicomm
[50] research
[31] science
[30] work
[24] change
[21] climate
[19] communicating
[19] samillingworth
[17] know
[17] around

Top Words in Tweet in G9:
[114] #scicomm
[21] #science
[19] science
[14] scicomm
[14] more
[11] out
[10] great
[9] research
[9] #sciart
[9] day

Top Words in Tweet in G10:
[186] brain
[94] know
[93] scientists
[93] such
[93] thing
[93] boy
[93] girl
[93] born
[93] wrong
[93] one

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[157] #scicomm,#sciart
[114] check,out
[114] #sciencereclaimsthewww,#fightfakescience
[114] #fightfakescience,#makesciencegreatagain
[114] #makesciencegreatagain,#science
[114] #science,#wissenschaft
[98] such,thing
[94] scientists,know
[94] know,such
[94] thing,boy

Top Word Pairs in Tweet in G1:
[110] #sciencereclaimsthewww,#fightfakescience
[110] #fightfakescience,#makesciencegreatagain
[110] #makesciencegreatagain,#science
[110] #science,#wissenschaft
[80] #wisskomm,#scicomm
[79] #wissenschaft,#wisskomm
[36] #scicomm,#wisskomm
[31] #wissenschaft,#scicomm
[25] excellent,job
[25] job,going

Top Word Pairs in Tweet in G2:
[70] yellow,billed
[63] ants,sugar
[63] sugar,recruitment
[63] recruitment,neutrophils
[63] neutrophils,site
[63] site,laser
[63] laser,damage
[63] damage,mouse
[63] mouse,inguinal
[63] inguinal,lymph

Top Word Pairs in Tweet in G3:
[21] very,important
[20] excited,see
[20] see,massivesci
[20] massivesci,partnership
[20] partnership,christineliuart
[20] christineliuart,now
[20] now,articles
[20] articles,spanish
[20] spanish,science
[20] science,writing

Top Word Pairs in Tweet in G4:
[55] new,tooth
[55] tooth,paper
[55] paper,out
[55] out,#fossil
[55] #fossil,tooth
[55] tooth,needs
[55] needs,fish
[55] fish,amphibians
[55] amphibians,reptiles
[54] yara_haridy,new

Top Word Pairs in Tweet in G5:
[62] #scicomm,#sciart
[55] secret,#scicomm
[55] #scicomm,project
[55] project,involves
[55] involves,scientists
[55] scientists,#scicomm
[55] #sciart,social
[55] social,gamified
[55] gamified,mobile
[55] mobile,platform

Top Word Pairs in Tweet in G6:
[19] #scicomm,#sciart
[13] क,र
[12] communicate,science
[9] mitosis,problems
[9] problems,#scicomm
[9] य,ग
[9] एनआईप,ज
[9] ज,आर
[8] #sciencetwitter,#scicomm
[8] scicomm_india,dbtindia

Top Word Pairs in Tweet in G7:
[18] lara,wagner
[17] plain,language
[17] language,summary
[12] take,deep
[12] deep,breath
[12] breath,squidfan
[12] squidfan,agu_scicomm
[12] agu_scicomm,help
[12] help,guide
[12] guide,through

Top Word Pairs in Tweet in G8:
[19] climate,change
[16] know,anyone
[16] anyone,including
[16] including,doing
[16] doing,amazing
[16] amazing,research
[16] research,#scicomm
[16] #scicomm,around
[16] around,communicating
[16] communicating,climate

Top Word Pairs in Tweet in G9:
[9] #scicomm,#science
[4] #science,#sciencetwitter
[3] science,#scicomm
[3] science,communication
[3] check,out
[3] #scicomm,#sciart
[3] learn,more
[3] western,arctic
[2] announcing,first
[2] first,annual

Top Word Pairs in Tweet in G10:
[93] scientists,know
[93] know,such
[93] such,thing
[93] thing,boy
[93] boy,brain
[93] brain,girl
[93] girl,brain
[93] brain,born
[93] born,wrong
[93] wrong,one

Top Replied-To
Top Replied-To in Entire Graph:
@vigyanprasar
@ellie_scicomm
@scicomm_jc
@sarahmackattack
@barix10
@iubmb
@tomphilpott
@mem_somerville
@scienceshowoff
@heidimountains

Top Replied-To in G1:
@wkcosmo
@robingauff
@yorkperegrines
@bridgetmcgann
@luckytran
@creighton
@pauledawson
@britishscifest
@raeofsunshine79
@louisekinross

Top Replied-To in G2:
@vikkiacademy
@nodexl
@tscicommunity
@smr_foundation
@flinderssolar
@academicchatter
@leadersadam
@patentscientist

Top Replied-To in G3:
@maltejochum
@mcmsharksxx
@megandamico6
@stemcorps
@aaronecarroll
@promitac
@caver59
@untamedscience
@silvixenart
@justcennet

Top Replied-To in G4:
@sarahmackattack
@annagoldfield
@afs_scicomm
@skypescientist
@slziegler220
@science_ari

Top Replied-To in G5:
@fromthelabbench
@patronusbuyusu
@curiousdaffodil
@scistorytellers
@younglandis
@libsyn

Top Replied-To in G6:
@vigyanprasar
@pibhomeaffairs
@dbtindia
@jayasha83314263
@prashantmlsm
@blisc_india

Top Replied-To in G7:
@heidimountains
@agu_scicomm
@michaels_guerin
@geolsocwash

Top Replied-To in G8:
@iubmb
@sfprocur
@greetdiaz
@sciforprogress
@biochem_bri

Top Mentioned
Top Mentioned in Entire Graph:
@dna_rna_uni
@fromthelabbench
@charlie_sci
@scientia_social
@agu_scicomm
@yara_haridy
@g4mma
@earlhaminst
@tuhinsajjadsk1
@lisavipes

Top Mentioned in G1:
@britishscifest
@scimelb
@maddy_y
@youtube
@drmarwa_hassan
@warwickuni
@earlhaminst
@chabis_ch
@wmgwarwick
@pallavedasari

Top Mentioned in G2:
@dna_rna_uni
@lisavipes
@grawoig
@biolution_net
@academicchatter
@doudna_lab
@_atanas_
@vanessapirotta
@scicommbot
@_open_science_

Top Mentioned in G3:
@massivesci
@christineliuart
@analog_ashley
@fungi_lover
@500womensci
@khulick
@flyingtrilobite
@arselectronica
@artthescience
@earlhaminst

Top Mentioned in G4:
@yara_haridy
@paleocreations
@sarahmackattack
@skypescientist
@museum_cardiff
@therealmfj
@afs_scicomm
@batsforlife
@d_museumcenter
@amfisheriessoc

Top Mentioned in G5:
@fromthelabbench
@scisays
@caseagrant
@ucbclear
@foodagliteracy
@scistorytellers
@scripps_ocean
@ucsandiego
@matteofarinella
@jw_bme_7

Top Mentioned in G6:
@amoebasisters
@ncbs_bangalore
@dbtindia
@scicomm_india
@nipgrsocial
@narendramodi
@csir_ind
@sciam
@indiadst
@amitshah

Top Mentioned in G7:
@agu_scicomm
@theagu
@iccinet
@heidimountains
@squidfan
@agu_eos
@thirdpod
@scientistfemale
@drwendyrocks
@eurogeosciences

Top Mentioned in G8:
@samillingworth
@biochem_bri
@science_comm
@meaganphelan
@drlynnchiu
@iubmb
@brianlinworks
@aaas
@_scicomm
@lau

Top Mentioned in G9:
@pnbuconn

Top Mentioned in G10:
@charlie_sci

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@jurylady5
@nosqldigest
@edinburghwatch
@kat4obama
@_redfrog
@iartg
@thereal_rebel
@chidambara09
@crystal_fishy

Top Tweeters in G1:
@barcindia
@slate
@nytimes
@maheshc78848209
@deepgreendesign
@amcell
@maricarjagger
@foodmfguk
@prezcannady
@picardonhealth

Top Tweeters in G2:
@geeoharee
@tess_blue815
@safimaasai
@__stellaaaar
@uncjay1
@jj_angelus
@wolf_six
@pittsburghpg
@academicchatter
@realscientists

Top Tweeters in G3:
@globeandmail
@washingtonpost
@andrewmorrisuk
@trekonomicsbot
@nbcnews
@mj_palin
@spoonfayse
@girlyratfish
@gdautoart
@cbc

Top Tweeters in G4:
@standbyforreset
@myrmicajedi
@tetzoo
@_yakip
@drstevenhobbs
@mskvarla36
@thebiologistisn
@itooobserve
@tomholtzpaleo
@strayed_raptor

Top Tweeters in G5:
@jhamby
@vilinthril
@gabe55gabe
@leafwarbler
@artcollisions
@jossadosbichos
@phylogenomics
@mishalawless
@lowellroemer
@zephtx

Top Tweeters in G6:
@ap
@danitegon
@911well
@tvmohandaspai
@anantbhan
@sciam
@carinadslr
@who
@guardianscience
@jaci_wiley

Top Tweeters in G7:
@vievararosel
@grb090423
@cirquelar
@geographile
@theagu
@stefan_urbat
@lastquake
@mohariecopal
@eurogeosciences
@_lemoog_

Top Tweeters in G8:
@thebonnydoon
@docfreeride
@greengrumbler
@the_jannis
@pewresearch
@cictmar
@discovermag
@dailyrotation
@denniseckmeier
@dbastardo27

Top Tweeters in G9:
@isabelott
@cjmoose
@mveg001
@zmcadler
@mpaynspeaker
@showoff_ebooks
@workcabin
@christanyc
@sciencenotscary
@ozalba

Top Tweeters in G10:
@netminnow
@lesleygsmith3
@sovereignannie
@gracebrodie
@zeno001
@lauramarsh70
@hullfair
@gencritgreen
@westengland
@intjewcon


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