scicomm, Twitter, 2/23/2020 5:39:18 AM, 221785


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scicomm_2020-02-22_18-40-00.xlsx
scicomm_2020-02-22_18-40-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 23, 2020
Short Description:
scicomm via NodeXL http://bit.ly/2T5EdIJ
@scicommbot
@_open_science_
@physicsj
@femtech_
@gaiusdivifilius
@shiplives
@academicchatter
@ca_astrocomm
@_atanas_
@akshoo23

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

Description:
Description
The graph represents a network of 5,156 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 Sunday, 23 February 2020 at 02:41 UTC.

The requested start date was Sunday, 23 February 2020 at 01:01 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 2-day, 8-hour, 37-minute period from Thursday, 20 February 2020 at 01:13 UTC to Saturday, 22 February 2020 at 09:50 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 : 5156
Unique Edges : 7911
Edges With Duplicates : 2121
Total Edges : 10032
Number of Edge Types : 4
MentionsInRetweet : 5933
Replies to : 357
Mentions : 2975
Tweet : 767
Self-Loops : 767
Reciprocated Vertex Pair Ratio : 0.053060696259868
Reciprocated Edge Ratio : 0.100774241120806
Connected Components : 445
Single-Vertex Connected Components : 140
Maximum Vertices in a Connected Component : 3903
Maximum Edges in a Connected Component : 8617
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.842391
Graph Density : 0.000306141874956263
Modularity : 0.707875
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 5,156 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 Sunday, 23 February 2020 at 02:41 UTC.

The requested start date was Sunday, 23 February 2020 at 01:01 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 2-day, 8-hour, 37-minute period from Thursday, 20 February 2020 at 01:13 UTC to Saturday, 22 February 2020 at 09:50 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 : scicomm
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:
[13] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00452-3
[12] https://www.thinkable.org/submission_entries/j8ZjVg8l
[12] https://www.youtube.com/watch?v=zK7Ckmxxqds

[11] https://chemix.org
[10] http://soapboxscience.org/apply-to-speak-at-soapbox-science-2020/
[10] https://www.spr.ac.uk/news/american-society-psychical-research-recent-developments
[9] https://www.spr.ac.uk/news/mary-rose-barrington-19262020
[8] https://watershednotes.ca/2020/02/12/climate-change-art/
[8] https://www.rri-tools.eu/-/exploring-science-communication-a-science-and-technology-studies-approach
[7] https://www.aldacenter.org/explore/power-connection?fbclid=IwAR2U4QqQTPdEa94xC2RDELGNPxvIYx2S6FGUhDVxxFKDWpSYRCJFfDxexIE

Top URLs in Tweet in G1:
[12] https://www.youtube.com/watch?v=zK7Ckmxxqds

[6] https://watershednotes.ca/2020/02/12/climate-change-art/
[5] https://globalplantcouncil.org/communicating-science-can-benefit-from-scientists-being-human/
[5] https://blogs.agu.org/sciencecommunication/2020/02/12/the-geology-project-bilingual-geoscience-communication-by-bilingual-geoscientists/
[5] https://eos.org/articles/podcast-exhuming-a-buried-piece-of-american-history
[4] https://globalplantcouncil.org/making-your-plant-science-communication-understandable/
[4] https://www.washingtonpost.com/lifestyle/on-parenting/how-climate-experts-think-about-raising-children-who-will-inherit-a-planet-in-crisis/2020/02/14/b4f3405a-4e69-11ea-b721-9f4cdc90bc1c_story.html
[4] https://www.npr.org/sections/health-shots/2020/02/12/805202513/scientists-their-emojis-but-its-complicated
[4] http://journalism.nyu.edu/graduate/programs/science-health-and-environmental-reporting/kavli-conversations-on-science-communication/?ref=shortlink
[4] https://info.abmgood.com/blog/-eye-daisy-shu?hs_preview=sFOkFSBd-26007076333

Top URLs in Tweet in G2:
[7] https://seekingscience.org/life-sciences-job-interviews-101-scicomm-and-science-writing-roles-part-two/
[6] https://www.eventbrite.com/e/defending-science-managing-rhetoric-in-scicomm-tickets-94699963139
[4] http://blog.theaga.org/where-did-you-come-from-where-did-you-go-where-did-you-come-from-helianthus-annuus-l/
[3] https://www.tidningencurie.se/nyheter/2020/02/19/ny-tolkning-av-rokstenen-vackte-globalt-intresse/
[3] https://twitter.com/nikiwoitowich/status/1215701990761795591
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00452-3
[3] https://seekingscience.org/life-sciences-job-interviews-101-scicomm-roles-part-one/
[2] https://twitter.com/YorkSciComm/status/1230111369401446401
[2] https://twitter.com/scicommucr/status/1231007678131867649
[2] https://twitter.com/cecilegirardin/status/1230438469895380993

Top URLs in Tweet in G3:
[3] https://www.sigmaxi.org/news/article/2020/02/11/new-competition-will-support-scientists-and-artists-in-communicating-research
[2] https://www.volkswagenstiftung.de/unsere-foerderung/unser-foerderangebot-im-ueberblick/wissenschaftskommunikation-hoch-drei-zentren-fuer-wissenschaftskommunikationsforschung
[2] https://www.sciencetalk.org/science-talk-20.html
[2] https://aejmc.us/comsher/2019/12/28/call-for-submissions-for-the-comsher-teaching-award-2/
[2] https://nasw.submittable.com/submit/157292/nasw-diversity-summer-fellowship-2020
[2] https://imgur.com/a/BBgkQ
[1] https://twitter.com/JoLatimore/status/1220391555862679555
[1] http://www.sciencetalk.org/science-talk-20.html
[1] https://twitter.com/eleanor_lutz/status/1230544082256031744
[1] https://mailchi.mp/lifeomic/lifeologysignup

Top URLs in Tweet in G4:
[10] https://www.thinkable.org/submission_entries/j8ZjVg8l
[3] https://www.youtube.com/watch?v=6ETXyW22J6M&feature=youtu.be

[3] https://twitter.com/EM_RESUS/status/1230213030685954053
[2] https://jugasankha.in/india-ranks-5th-in-the-climate-risk-index-in-germanwatch/
[2] https://www.aldacenter.org/explore/power-connection?fbclid=IwAR2U4QqQTPdEa94xC2RDELGNPxvIYx2S6FGUhDVxxFKDWpSYRCJFfDxexIE
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221666
[2] https://chemforyourlife.transistor.fm/
[1] https://twitter.com/IOPWales/status/1230540175505227778
[1] https://twitter.com/SamNScience/status/1227018711099301889
[1] https://2scientists.org/podcast/oxytocin

Top URLs in Tweet in G5:
[4] http://soapboxscience.org/apply-to-speak-at-soapbox-science-2020/
[3] https://www.youtube.com/watch?v=ABgIA0k6Hms&feature=youtu.be

[2] https://twitter.com/robinmarwick/status/1230958544612188160
[2] https://twitter.com/AmandaOVeri/status/1230916095420370946
[1] https://twitter.com/nomencultured/status/1230607496773066768
[1] https://twitter.com/luscicomm/status/1230913286247473157
[1] https://twitter.com/sjamesbautista/status/1230900998392156164
[1] https://twitter.com/TomHoltzPaleo/status/1230838150806802432
[1] https://doi.org/10.1093/zoolinnean/zlz170
[1] https://bryangee.weebly.com/blog/new-publication-size-matters-the-effects-of-ontogenetic-disparity-on-the-phylogeny-of-trematopidae-amphibia-temnospondyli-gee-zoological-journal-of-the-linnean-society

Top URLs in Tweet in G6:
[8] https://www.rri-tools.eu/-/exploring-science-communication-a-science-and-technology-studies-approach
[3] https://thefederal.com/the-eighth-column/artificial-intelligence-algorithms-unbiased-humans-biased/
[2] https://www.youtube.com/watch?v=bZxx8YiNGp0&feature=youtu.be

[2] https://www.bbc.com/tamil/science-51569775
[2] https://twitter.com/iihsin/status/1230809147911766016
[2] https://us.sagepub.com/en-us/nam/exploring-science-communication/book263529
[1] https://twitter.com/nandita_j/status/1229724670951186432
[1] https://youtu.be/ZZZAJB8xa-k
[1] https://twitter.com/kollegala/status/1230661003261566976
[1] https://www.indiatimes.com/technology/news/on-world-radio-day-we-remember-sir-jc-bose-forgotten-genius-who-invented-radio-communication-506305.html

Top URLs in Tweet in G7:
[1] https://youtube.com/jayphys85/videos
[1] https://www.youtube.com/watch?v=RmvqMkVZKxw&feature=youtu.be

[1] https://twitter.com/JoelShackleton/status/1175927710918402048
[1] https://twitter.com/physicsj/status/1230836441384542209

Top URLs in Tweet in G8:
[2] https://twitter.com/ca_astrocomm/status/1230186996456394753
[2] https://twitter.com/PAYOLETTER/status/1230564894711279616
[1] https://twitter.com/SarahMackAttack/status/1230151311380897793
[1] https://twitter.com/nirushika/status/1229757202694639618
[1] https://www.sciencemag.org/news/2020/02/scientists-strongly-condemn-rumors-and-conspiracy-theories-about-origin-coronavirus
[1] https://www.powderguide.com/magazin/news/artikel/welt-der-wissenschaft-rueckschau-issw2018-lawinenunfaelle.html
[1] https://twitter.com/unitrieste/status/1230459062413910017
[1] http://forsk.dk/indbakke/facts-to-shake-up-what-you-know-about-parkinsons-disease
[1] https://twitter.com/ramencult/status/1230493566952099840
[1] https://twitter.com/BillyArmagh/status/1230213160537247746

Top URLs in Tweet in G9:
[4] https://www.aldacenter.org/explore/power-connection?fbclid=IwAR2U4QqQTPdEa94xC2RDELGNPxvIYx2S6FGUhDVxxFKDWpSYRCJFfDxexIE
[2] https://twitter.com/jennbfields/status/1230372350547247104
[1] https://recruit.ap.ucsb.edu/JPF01754
[1] https://twitter.com/kerinalthoff/status/1230497169372667904
[1] https://bit.ly/2vxOJQX
[1] https://twitter.com/JohnsHopkinsCCP/status/1230535800011546624
[1] https://www.youtube.com/watch?v=We7Jxv3HKxc

[1] https://www.mcb.harvard.edu/uncategorized/fanuel-muindi-publishes-paper-role-personal-storytelling-science-communication-mco/
[1] https://www.compassscicomm.org/post/leadership-for-a-sea-change
[1] https://www.instagram.com/tv/B8eOukPHbQU/?igshid=1cmjsielsrcla

Top URLs in Tweet in G10:
[1] https://www.ebi.ac.uk/pdbe/emdb/EMD-21050
[1] https://pdbe.org/6v4x
[1] https://doi.org/10.1126/science.aaz7758
[1] https://twitter.com/joseph_fridman/status/1229204964406218752

Top Domains
Top Domains in Tweet in Entire Graph:
[378] twitter.com
[75] youtube.com
[36] ac.uk
[35] nature.com
[18] globalplantcouncil.org
[17] instagram.com
[12] thinkable.org
[12] phys.org
[11] washingtonpost.com
[11] chemix.org

Top Domains in Tweet in G1:
[59] twitter.com
[20] youtube.com
[17] globalplantcouncil.org
[9] agu.org
[7] washingtonpost.com
[6] watershednotes.ca
[6] eos.org
[5] nature.com
[5] abmgood.com
[4] npr.org

Top Domains in Tweet in G2:
[42] twitter.com
[10] youtube.com
[10] seekingscience.org
[6] eventbrite.com
[4] theaga.org
[3] tidningencurie.se
[3] nature.com
[2] msu.edu
[2] msuscicomm.org
[2] sisterstem.org

Top Domains in Tweet in G3:
[22] twitter.com
[3] sciencetalk.org
[3] sigmaxi.org
[2] volkswagenstiftung.de
[2] wordpress.com
[2] aejmc.us
[2] submittable.com
[2] imgur.com
[1] mailchi.mp
[1] blackflowerscience.co

Top Domains in Tweet in G4:
[16] twitter.com
[10] thinkable.org
[4] youtube.com
[3] jugasankha.in
[2] 2scientists.org
[2] theguardian.com
[2] cnn.com
[2] boldedscience.com
[2] aldacenter.org
[2] nodexlgraphgallery.org

Top Domains in Tweet in G5:
[27] twitter.com
[4] soapboxscience.org
[4] sagepub.com
[3] youtube.com
[1] doi.org
[1] weebly.com
[1] rciscience.ca
[1] sciencemag.org
[1] canadiansciencecentres.ca
[1] sciencenorth.ca

Top Domains in Tweet in G6:
[11] twitter.com
[8] rri-tools.eu
[4] youtube.com
[3] thefederal.com
[2] bbc.com
[2] acs.org
[2] ac.in
[2] sagepub.com
[1] youtu.be
[1] indiatimes.com

Top Domains in Tweet in G7:
[2] youtube.com
[2] twitter.com

Top Domains in Tweet in G8:
[52] twitter.com
[4] instagram.com
[4] nature.com
[2] sciencemag.org
[2] youtube.com
[2] agu.org
[2] linkedin.com
[2] bigbangediting.com
[2] noaa.gov
[1] powderguide.com

Top Domains in Tweet in G9:
[5] twitter.com
[4] aldacenter.org
[3] youtube.com
[1] ucsb.edu
[1] bit.ly
[1] harvard.edu
[1] compassscicomm.org
[1] instagram.com
[1] google.com
[1] swhr.org

Top Domains in Tweet in G10:
[1] ac.uk
[1] pdbe.org
[1] doi.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2658] scicomm
[325] science
[176] sciart
[118] stem
[106] womeninstem
[77] sciencetwitter
[59] climatechange
[51] academictwitter
[49] research
[47] scicommto



Top Hashtags in Tweet in G1:
[387] scicomm
[77] sciart
[53] science
[19] climatechange
[16] osm20
[15] scipol
[14] womeninstem
[14] podcast
[12] fungifriday
[12] fungi

Top Hashtags in Tweet in G2:
[284] scicomm
[25] science
[17] academictwitter
[15] wisskomm
[14] sciart
[12] pint20at
[11] womeninstem
[11] phdchat
[11] comscicon20
[11] sciencetwitter

Top Hashtags in Tweet in G3:
[156] scicomm
[17] art
[17] sciart
[9] scicommmake
[7] scitalk20
[7] scientist
[7] aaasmtg
[7] sciengage
[6] scicommer
[5] warf

Top Hashtags in Tweet in G4:
[104] scicomm
[63] stem
[41] womeninstem
[36] science
[30] scifi
[28] vss365
[24] bravewrite
[15] bloggerstribe
[14] amwriting
[14] writingcommunity

Top Hashtags in Tweet in G5:
[191] scicomm
[45] scicommto
[19] fossilfriday
[15] science
[14] phylogenetics
[14] temnospondyls
[8] womeninstem
[7] sciart
[6] toronto
[6] steam

Top Hashtags in Tweet in G6:
[83] scicomm
[27] science
[18] sciencetwitter
[13] cityscripts2020
[10] sciencecommunication
[9] socialmedia
[8] isoe11
[8] rri
[6] bengaluru
[6] antarctica

Top Hashtags in Tweet in G7:
[50] scicomm
[1] stem
[1] mooreslaw
[1] computing

Top Hashtags in Tweet in G8:
[135] scicomm
[27] science
[10] sciencetwitter
[5] chemistry
[5] stem
[4] research
[4] academicchatter
[4] academictwitter
[4] sciart
[4] phdchat

Top Hashtags in Tweet in G9:
[51] scicomm
[8] scibar
[6] osm20
[6] sciencetwitter
[5] sciencematters
[4] science
[4] improvisation
[4] technique
[3] sciengage
[3] research

Top Hashtags in Tweet in G10:
[16] scicomm
[10] gratitude
[2] science
[2] aaasmtg
[2] sustcomm
[1] ff
[1] structuralbiology
[1] mrna
[1] endonuclease
[1] biology

Top Words
Top Words in Tweet in Entire Graph:
[4382] Words in Sentiment List#1: Positive
[1386] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[118044] Non-categorized Words
[123812] Total Words
[2649] #scicomm
[831] science
[325] #science
[301] more
[289] great

Top Words in Tweet in G1:
[387] #scicomm
[140] science
[77] #sciart
[56] great
[53] #science
[49] more
[39] research
[38] amoebasisters
[37] learn
[36] climate

Top Words in Tweet in G2:
[284] #scicomm
[106] openacademics
[104] akshoo23
[103] scicomm_hub
[82] science
[66] twitter
[58] people
[44] more
[42] business
[39] great

Top Words in Tweet in G3:
[156] #scicomm
[84] science
[49] scientists
[40] jargon
[40] terms
[33] fromthelabbench
[29] help
[27] drkiki
[26] jobs
[26] need

Top Words in Tweet in G4:
[104] #scicomm
[64] ca_astrocomm
[63] #stem
[61] still
[61] being
[57] inspiring
[56] happening
[56] thread
[55] believe
[55] girl

Top Words in Tweet in G5:
[182] #scicomm
[46] scicommto
[45] #scicommto
[37] scicomm
[34] panel
[33] conference
[31] science
[27] more
[25] succeed
[24] know

Top Words in Tweet in G6:
[83] #scicomm
[53] science
[39] scicomm_india
[27] #science
[22] hi
[21] nipgrsocial
[20] know
[19] work
[19] zeliecomics
[18] make

Top Words in Tweet in G7:
[175] physicsj
[114] 31
[114] 40
[114] gt
[114] still
[113] space
[113] sci
[113] animations
[113] seen
[113] 70m

Top Words in Tweet in G8:
[135] #scicomm
[27] #science
[27] science
[18] scicomm
[14] great
[13] more
[10] people
[10] #sciencetwitter
[8] know
[8] one

Top Words in Tweet in G9:
[51] #scicomm
[20] aldacenter
[17] compassscicomm
[13] science
[13] communication
[12] research
[11] more
[10] johnshopkinssph
[9] work
[9] janelubchenco

Top Words in Tweet in G10:
[66] sminaev2015
[62] _inpst
[62] erlesen
[62] healthyfellow
[62] grawoig
[62] holistic_hlth
[61] marcoalbuja
[61] castldalmunzie
[61] cosseaton
[60] irfan_ippank09

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[121] 31,40
[120] 40,space
[120] space,sci
[120] sci,animations
[120] animations,seen
[120] seen,gt
[120] gt,70m
[120] 70m,platforms
[120] platforms,in14
[120] in14,months

Top Word Pairs in Tweet in G1:
[58] #scicomm,#sciart
[26] #science,#scicomm
[22] glucose,hero
[22] hero,stars
[22] stars,eyes
[22] eyes,#science
[21] amoebasisters,glucose
[16] climate,change
[15] science,communication
[13] social,media

Top Word Pairs in Tweet in G2:
[98] openacademics,scicomm_hub
[75] akshoo23,openacademics
[28] twitter,handle
[26] business,card
[16] printed,business
[16] interested,#scicomm
[16] #scicomm,need
[16] need,read
[16] read,wonderful
[16] wonderful,piece

Top Word Pairs in Tweet in G3:
[24] jobs,deadline
[24] deadline,extended
[24] extended,29
[24] 29,ignore
[24] ignore,website
[24] website,17
[24] 17,need
[24] need,fixed
[23] jolatimore,jobs
[23] fixed,#summer

Top Word Pairs in Tweet in G4:
[55] still,believe
[55] believe,happening
[55] happening,thread
[55] thread,inspiring
[55] inspiring,girl
[55] girl,#stem
[55] #stem,being
[55] being,shared
[55] shared,around
[54] ca_astrocomm,still

Top Word Pairs in Tweet in G5:
[21] scicommto,conference
[15] panel,underway
[15] once,again
[14] succeed,scicomm
[14] #phylogenetics,paper
[14] paper,zooljlinnsoc
[14] zooljlinnsoc,myself
[14] myself,#fossilfriday
[14] #fossilfriday,once
[14] again,#temnospondyls

Top Word Pairs in Tweet in G6:
[15] national,science
[15] science,day
[12] hi,make
[12] make,illustrations
[12] illustrations,comics
[12] comics,science
[12] science,outreach
[12] outreach,know
[12] know,#scicomm
[12] #scicomm,projects

Top Word Pairs in Tweet in G7:
[114] 31,40
[113] 40,space
[113] space,sci
[113] sci,animations
[113] animations,seen
[113] seen,gt
[113] gt,70m
[113] 70m,platforms
[113] platforms,in14
[113] in14,months

Top Word Pairs in Tweet in G8:
[8] #science,#scicomm
[7] #scicomm,#science
[4] science,communication
[3] #scicomm,#phdchat
[3] #scicomm,#sciencetwitter
[3] #science,#stem
[3] #science,#sciencetwitter
[3] #scicomm,#sciencecommunication
[2] #science,#research
[2] well,known

Top Word Pairs in Tweet in G9:
[8] science,communication
[7] loriarguelles,heathermannix12
[7] communication,liaison
[7] #scibar,more
[7] more,funding
[7] funding,opportunity
[7] opportunity,johnshopkinssph
[7] johnshopkinssph,initiative
[7] initiative,providing
[7] providing,training

Top Word Pairs in Tweet in G10:
[61] _inpst,marcoalbuja
[61] marcoalbuja,erlesen
[61] erlesen,healthyfellow
[61] healthyfellow,grawoig
[61] grawoig,sminaev2015
[61] sminaev2015,castldalmunzie
[61] castldalmunzie,cosseaton
[61] cosseaton,holistic_hlth
[60] holistic_hlth,irfan_ippank09
[56] _atanas_,_inpst

Top Replied-To
Top Replied-To in Entire Graph:
@akshoo23
@meetascientist
@_inpst
@iamscicomm
@iubmb
@anoopsmahajan
@johnhawks
@gvrayasam
@afburialgrndnps
@afsoonazadi

Top Replied-To in G1:
@afburialgrndnps
@scicomm_sky
@ihavefauna
@adampricehydro
@usgs
@insituphile
@agu_scicomm
@envirochemuoft
@taijillian6
@microbiomolly

Top Replied-To in G2:
@akshoo23
@meetascientist
@afsoonazadi
@drepid
@ziadkhatib
@svenpamann
@sciencewithtyus
@alison_mrice
@accidental_sci
@heysciencesam

Top Replied-To in G3:
@iamscicomm
@alexwitze
@nuclearkatie
@brossardd
@whysharksmatter
@nigelhawtin
@fromthelabbench
@tiffanylohwater
@picardonhealth
@karenakerlof

Top Replied-To in G4:
@ca_astrocomm
@_astro_nerd_
@dracoetsee
@gotlegsmacro
@carmendemigue12
@starstrickensf
@astrophotosam
@flyyscience1
@aspiresscience
@embl

Top Replied-To in G5:
@johnhawks
@robinmarwick
@metaflexone
@alexgelle
@eugeniaduodu
@heysciencesam
@kiyoun_k
@davidmanly
@soapboxscience
@charlot31041072

Top Replied-To in G6:
@anoopsmahajan
@gvrayasam
@scisoup
@rawatsrajesh
@ncaor_goa
@seasonwatch_in
@nature
@csir_cdri
@timane
@scicomm_india

Top Replied-To in G7:
@physicsj

Top Replied-To in G9:
@tashianaosborne
@hood_naturalist
@gradfellowsgmu
@salty_serina
@publicheath

Top Replied-To in G10:
@_inpst
@dna_rna_uni
@_atanas_

Top Mentioned
Top Mentioned in Entire Graph:
@physicsj
@openacademics
@scicomm_hub
@sminaev2015
@ca_astrocomm
@marcoalbuja
@erlesen
@healthyfellow
@grawoig
@castldalmunzie

Top Mentioned in G1:
@amoebasisters
@agu_scicomm
@theagu
@letterspresci
@shobitap
@globalplantgpc
@readmorescience
@emily_p_knight
@lisavipes
@kirkwoodlab

Top Mentioned in G2:
@openacademics
@scicomm_hub
@akshoo23
@academicchatter
@sydonahi
@comscicon
@reclaiming_stem
@pintofscienceat
@sedgewickf
@scicomm_jc

Top Mentioned in G3:
@fromthelabbench
@drkiki
@jolatimore
@sigmaxisociety
@uw_lsc
@marynmck
@iamscicomm
@shiplives
@scheufele
@sciencewriters

Top Mentioned in G4:
@ca_astrocomm
@tuhinsajjadsk1
@samnscience
@cdfsciencefest
@_astro_nerd_
@wsfbrisbane
@anastasiasmihai
@brianherrin24
@gotlegsmacro
@embl

Top Mentioned in G5:
@scicommto
@heysciencesam
@rciscience
@luscicomm
@soapboxscience
@koskinonodon
@codepoet127
@zooljlinnsoc
@profagard
@lumieres_show

Top Mentioned in G6:
@scicomm_india
@zeliecomics
@nipgrsocial
@csir_ind
@edurafi
@prinsciadvgoi
@iihsin
@moesgoi
@bmatb
@ncaor_goa

Top Mentioned in G7:
@physicsj
@darthpatel
@ca_astrocomm
@ynhallak

Top Mentioned in G9:
@aldacenter
@compassscicomm
@johnshopkinssph
@janelubchenco
@loriarguelles
@heathermannix12
@nceas
@karenakerlof
@kerinalthoff
@deepseada

Top Mentioned in G10:
@sminaev2015
@marcoalbuja
@erlesen
@healthyfellow
@grawoig
@castldalmunzie
@cosseaton
@holistic_hlth
@irfan_ippank09
@_atanas_

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@sgh_rts
@edinburghwatch
@chidambara09
@fredkiesche
@ericdemarylebon
@chuddles11
@aaroncuddeback
@wildwalkerwoman

Top Tweeters in G1:
@wildwalkerwoman
@washingtonpost
@scopedbylarry
@myco_radical
@horzaedeo
@naphisoc
@jchrispires
@impeachbdevos
@tristanbergh
@trollcolors

Top Tweeters in G2:
@nuclear94
@andrewmorrisuk
@ti_enjoli
@academicchatter
@verge
@grhluna24
@drpetra
@aerospacetoya
@dampscribbler
@mveg001

Top Tweeters in G3:
@guardian
@globeandmail
@nytimes
@spider_gina
@whysharksmatter
@rocza
@drjengunter
@natnewswatch
@globalhalifax
@drrubidium

Top Tweeters in G4:
@cowboyscifibot
@fredkiesche
@ericdemarylebon
@cnbsnana
@cipherequality
@femtech_
@ambeautifulshow
@kskm3
@skletch
@dmellieon

Top Tweeters in G5:
@frecklesxx20
@titis_erenoa
@bg_grace
@ceobillionaire
@angelseti
@cornubiageol
@blackmudpuppy
@darkgabi
@dawnbazely
@espn

Top Tweeters in G6:
@viralvm69
@pib_india
@realscientists
@sandygrains
@dogtired1
@techreview
@bmatb
@seis_matters
@scifri
@johon_gutierrez

Top Tweeters in G7:
@barin_moon
@ronaldclarke
@ynhallak
@vagan
@benishii_
@fortune_ukyou
@igorcarron
@saszy_
@sachi_bbsr
@stweet69

Top Tweeters in G8:
@penguingalaxy
@chemjobber
@artologica
@stemsteph
@showoff_ebooks
@blackgull
@echoechor
@curiositydotcom
@thomasrohrer216
@cypher_text

Top Tweeters in G9:
@saludhealthinfo
@sejorg
@ndeuxt
@sjogrensforum
@conservcareers
@harvard
@deepseadawn
@lctta
@johnshopkins
@joshuaevanbrown

Top Tweeters in G10:
@drferdowsi
@sminaev2015
@katelovesneuro
@grawoig
@cosseaton
@marcoalbuja
@laahimsa
@paula_piccard
@jongoofel
@dra_teraizamesa


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