scicomm, Twitter, 1/30/2019 1:29:47 PM, 183684


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scicomm_2019-01-30_05-00-32.xlsx
scicomm_2019-01-30_05-00-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 30, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2DICK4K
@scicommbot
@gaiusdivifilius
@_open_science_
@_inpst
@drummerboy2112
@anneamadden
@drsherrypagoto
@aldersci
@theheathernaut
@amandacoletti5

Top hashtags:
#scicomm
#science
#sciart
#womeninstem
#snrtg
#inpst
#stem
#research

Description:
Description
The graph represents a network of 4,404 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, 30 January 2019 at 13:01 UTC.

The requested start date was Tuesday, 29 January 2019 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 3-day, 8-hour, 13-minute period from Friday, 25 January 2019 at 16:47 UTC to Tuesday, 29 January 2019 at 01:00 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 : 4404
Unique Edges : 6677
Edges With Duplicates : 1418
Total Edges : 8095
Number of Edge Types : 3
Mentions : 7034
Tweet : 902
Replies to : 159
Self-Loops : 902
Reciprocated Vertex Pair Ratio : 0.0384494169555626
Reciprocated Edge Ratio : 0.074051593323217
Connected Components : 336
Single-Vertex Connected Components : 99
Maximum Vertices in a Connected Component : 3295
Maximum Edges in a Connected Component : 6839
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.344507
Graph Density : 0.000339851678207184
Modularity : 0.695151
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[23] https://inpst.net/blog/exploring-the-plant-kingdom-for-the-development-of-novel-sunscreen-formulations/
[16] https://inpst.net/the-micrornas-regulating-vascular-smooth-muscle-cell-proliferation-a-minireview/
[16] http://subscriber.korotkov.tv/bioelectrography-news-2019/
[14] https://inpst.net/blog/no-more-drugs-st-johns-wort-and-ginseng-are-there/
[14] https://www.openscapes.org/blog/2019/01/15/personify-code/
[11] https://www.youtube.com/watch?v=YLKT5UsKoqM&feature=youtu.be

[10] https://www.briefbrainfacts.com/articles/psychopathy
[8] https://www.sciencealert.com/researchers-say-they-ve-figured-out-why-people-reject-science-and-it-s-not-ignorance
[8] https://www.npr.org/2019/01/11/684435633/how-science-spreads-smallpox-stomach-ulcers-and-the-vegetable-lamb-of-tartary
[8] https://www.scienceandnonduality.com/?post_type=post&p=133118

Top URLs in Tweet in G1:
[6] https://conscienhealth.org/2019/01/when-an-impact-does-not-cause-an-effect/
[5] https://twitter.com/scientistamaggs/status/1089230846794579969
[5] https://www.worldpdcoalition.org/page/Glossary
[4] https://twitter.com/Kristin_Hook/status/1088833209687777280
[3] https://twitter.com/MartijnPeters_/status/1088805669812297728
[3] https://www.fimfiction.net/blog/267780/nuclear-power-in-equestria-and-elsewhere
[3] https://www.youtube.com/watch?v=ANdt8LuPaEg&app=desktop

[3] https://twitter.com/jesswade/status/1088708566398238720
[2] https://twitter.com/niemanlab/status/1089604958327132166
[2] https://www.youtube.com/watch?v=YLKT5UsKoqM&feature=youtu.be


Top URLs in Tweet in G2:
[7] https://inquisitivebiologist.wordpress.com/2019/01/19/book-review-dont-be-such-a-scientist-talking-substance-in-an-age-of-style-second-edition/
[5] https://scientiapotentiaest.blog/2019/01/07/what-does-science-say-about-reading/?utm_content=buffer56258&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://twitter.com/drmichellelarue/status/1088866592543424512
[3] https://illuminatedbrain.wordpress.com/2019/01/20/public-speaking-live-qa-sessions-scicommsunday-1-20-19/
[3] https://heleo.com/facts-dont-change-peoples-minds-heres/16242/
[3] http://theconversation.com/live-cargo-how-scientists-pack-butterflies-frogs-and-sea-turtles-for-safe-travels-108145?utm_source=twitter&utm_medium=twitterbutton
[3] https://twitter.com/nguyentruongmsu/status/1089515849508114433
[3] https://paularowinska.wordpress.com/2019/01/01/statistical-resolutions/?utm_content=buffer4cfce&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://goo.gl/alerts/PSv4s
[2] https://bold.expert/can-songs-help-students-learn/

Top URLs in Tweet in G3:
[4] https://www.nature.com/articles/s41558-018-0368-6
[4] https://phys.org/news/2019-01-small-trees-oldest-congolese-rainforest.html
[4] https://sophtalksscience.com/2019/01/27/why-am-i-learning-sign-language-for-scicomm/
[3] https://twitter.com/MedicaITerms/status/969420993558122496
[3] https://twitter.com/Evidently_Sci/status/1089193342217437184
[3] https://kids.frontiersin.org/article/10.3389/frym.2017.00055
[3] https://gf.me/u/m7q9ps
[3] https://www.youtube.com/watch?v=cdphJJcR-Og&feature=youtu.be

[3] https://www.skypeascientist.com/skype-a-scientist-live.html
[2] https://twitter.com/C_Kruszynski/status/1089824437866774528

Top URLs in Tweet in G4:
[4] https://twitter.com/davidevans_rom/status/1088840097372557312
[3] https://sjobs.brassring.com/TGnewUI/Search/home/HomeWithPreLoad?PageType=JobDetails&jobid=1327497&partnerid=25017&siteid=5172&type=mail#jobDetails=1327497_5172
[2] https://www.kickstarter.com/projects/scienceriot/stand-up-for-science-real-experts-real-funny?ref=project_link
[2] https://twitter.com/exo_cast/status/1088910140399509504
[2] https://imgur.com/gallery/IkFWomQ
[1] https://twitter.com/Mammals_Suck/status/1090025861741309952
[1] https://twitter.com/squamatespod/status/1088904620884275200
[1] https://twitter.com/squamatespod/status/1088889312769441792
[1] https://atlantasciencefestival.org/events-2019/communicating-the-science-of-the-georgia-coast/
[1] https://www.youtube.com/watch?v=C_Zebr5swvg&list=PL2vV9BqKn2zcpYK_s7n72lOk3Ehzxut1g


Top URLs in Tweet in G5:
[3] http://sciteum.com/2019/01/3-d-printers-now-100-times-faster
[1] https://twitter.com/MuseumGenerator/status/1089779512928337920
[1] https://www.youtube.com/watch?v=mq9jQBMtu3s&feature=youtu.be

[1] https://twitter.com/OxfordGradStudy/status/1065938261858762753
[1] https://www.bbc.co.uk/news/world-europe-46999381
[1] https://www.youtube.com/watch?v=rENyyRwxpHo&feature=youtu.be

[1] https://twitter.com/NASAEarth/status/1089930180439740416
[1] https://www.youtube.com/watch?v=B08V-G9YYe0

[1] https://twitter.com/JulieAMcDowall/status/1089682683230371841
[1] https://twitter.com/JulieAMcDowall/status/1089682683230371841?s=19

Top URLs in Tweet in G6:
[3] https://journals.sagepub.com/doi/full/10.1177/1075547018822081
[3] https://blogs.agu.org/sciencecommunication/2019/01/21/how-to-make-glaciers-fun-to-learn-about/
[3] https://sharingscience.agu.org/voices-for-science/
[2] http://ow.ly/zN5d50k9IRu
[2] https://thirdpodfromthesun.com/2019/01/02/e13-waiting-for-poop/
[2] https://thirdpodfromthesun.com/2019/01/15/centennial-e2-uncovering-the-ozone-hole/
[2] https://www.politico.com/magazine/story/2019/01/27/climate-change-politics-224295
[1] https://www.storycollider.org/stories/2018/8/24/science-saved-my-life-stories-about-life-saving-passion
[1] https://twitter.com/DirtySci/status/1088988080789278721
[1] http://ow.ly/iQMs50keted

Top URLs in Tweet in G7:
[3] https://twitter.com/heydebigale/status/1088841469803167744
[1] https://twitter.com/AdvArchSci/status/1073559820987437056
[1] https://twitter.com/TheAlexKnapp/status/1088840563162574854
[1] https://twitter.com/DrunkSafariPod/status/1088856812374286336
[1] https://www.instagram.com/cosmokitty44/p/BtER4dMHtdT/?utm_source=ig_twitter_share&igshid=1bbtgobm13cnf
[1] https://web.uri.edu/cels/cels-communications-fellowship/
[1] https://twitter.com/symmetrymag/status/1088813936584130563
[1] https://twi.li/CCTVD2
[1] https://www.facebook.com/ScienceMattersShreveport/videos/2065889063708646/
[1] https://twitter.com/ciencias_chile/status/1088876720223064065

Top URLs in Tweet in G8:
[6] https://www.azooptics.com/Article.aspx?ArticleID=1497
[1] https://www.instagram.com/p/BtCVMLkBBoR/?utm_source=ig_share_sheet&igshid=10ugs8wc0lhax
[1] https://www.instagram.com/p/BtEvZtfhsaG/?utm_source=ig_share_sheet&igshid=123o62lz94uhn
[1] https://www.instagram.com/p/BtHRRwRB1XM/?utm_source=ig_share_sheet&igshid=nugcj7q3vqbi
[1] https://www.instagram.com/p/BtJ2pwpB1BF/?utm_source=ig_share_sheet&igshid=e9y5ihuc0f8k
[1] https://www.instagram.com/p/BtMfXvZB8v7/?utm_source=ig_share_sheet&igshid=1csua2glzd62w
[1] https://www.bioc.cam.ac.uk/about-us/history/biographies-of-sir-william-dunn-professors-of-biochemistry/professor-a-c-chibnall-frs/view
[1] https://twitter.com/GigaBecquerel/status/1089651226541735938
[1] https://www.azooptics.com/Article.aspx?ArticleID=1498
[1] https://inpst.net/blog/exploring-the-plant-kingdom-for-the-development-of-novel-sunscreen-formulations/

Top URLs in Tweet in G9:
[2] https://twitter.com/scicomPT/status/1089846224654684161
[1] https://blogs.plos.org/thestudentblog/2019/01/22/science-of-science-communication-with-bruce-lewenstein/
[1] https://twitter.com/scicomPT/status/1088832606966288389
[1] https://crastina.se/tcc-a-training-center-which-teaches-effective-communication-skills-to-scientists/
[1] https://observador.pt/2019/01/24/medicos-ibericos-querem-as-pseudoterapias-fora-dos-consultorios/
[1] https://dererummundi.blogspot.com/2019/01/sera-que-os-jornalistas-sabem-falar-de.html?m=1
[1] https://twitter.com/DrSherryPagoto/status/1089214090323599360

Top URLs in Tweet in G10:
[3] https://okt.to/1J5XBH
[2] http://www.vib.be/en/news/Pages/Identical-twins-light-the-way-for-new-genetic-cause-of-arthritis.aspx
[1] https://jugglingdoctor.blogspot.com/2019/01/super-ape.html
[1] https://okt.to/l546JC
[1] https://okt.to/mqMAJg
[1] https://okt.to/IPlC73
[1] https://okt.to/cGrhab
[1] https://okt.to/ShADYW
[1] https://okt.to/YB5mqT
[1] https://okt.to/TDEFWN

Top Domains
Top Domains in Tweet in Entire Graph:
[390] twitter.com
[72] inpst.net
[60] youtube.com
[31] blogspot.com
[31] wordpress.com
[28] instagram.com
[23] okt.to
[16] npr.org
[16] korotkov.tv
[14] openscapes.org

Top Domains in Tweet in G1:
[87] twitter.com
[9] youtube.com
[7] instagram.com
[6] conscienhealth.org
[6] fimfiction.net
[5] blogspot.com
[5] worldpdcoalition.org
[4] tylerjford.com
[4] facebook.com
[4] harvard.edu

Top Domains in Tweet in G2:
[55] twitter.com
[16] wordpress.com
[6] youtube.com
[5] scientiapotentiaest.blog
[5] instagram.com
[5] bit.ly
[4] goo.gl
[3] gaiusjaugustus.com
[3] heleo.com
[3] theconversation.com

Top Domains in Tweet in G3:
[43] twitter.com
[12] youtube.com
[7] sophtalksscience.com
[5] nature.com
[4] phys.org
[4] inpst.net
[4] facebook.com
[4] popl.ink
[3] frontiersin.org
[3] gf.me

Top Domains in Tweet in G4:
[10] twitter.com
[3] brassring.com
[2] kickstarter.com
[2] saganet.org
[2] imgur.com
[1] atlantasciencefestival.org
[1] youtube.com
[1] hokeilenart.com
[1] on.ca
[1] inprnt.com

Top Domains in Tweet in G5:
[6] twitter.com
[3] youtube.com
[3] sciteum.com
[2] co.uk
[1] tandfonline.com

Top Domains in Tweet in G6:
[7] ow.ly
[7] agu.org
[6] twitter.com
[4] thirdpodfromthesun.com
[3] sagepub.com
[3] comscicon.com
[2] politico.com
[2] undark.org
[1] storycollider.org
[1] nytimes.com

Top Domains in Tweet in G7:
[29] twitter.com
[6] abclonal.com
[2] instagram.com
[2] facebook.com
[2] blogspot.com
[1] uri.edu
[1] twi.li
[1] org.au
[1] ledsandchips.com
[1] youtube.com

Top Domains in Tweet in G8:
[7] azooptics.com
[5] instagram.com
[2] twitter.com
[2] inpst.net
[2] caltech.edu
[1] ac.uk
[1] res.in

Top Domains in Tweet in G9:
[4] twitter.com
[1] plos.org
[1] crastina.se
[1] observador.pt
[1] blogspot.com

Top Domains in Tweet in G10:
[22] okt.to
[2] pnas.org
[2] vib.be
[2] twitter.com
[2] selectminds.com
[1] blogspot.com
[1] genomeweb.com
[1] cell.com
[1] mutationwatch.com
[1] chicagotribune.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2708] scicomm
[405] science
[229] sciart
[94] womeninstem
[81] snrtg
[78] inpst
[68] stem
[66] research
[65] scipol
[63] phdchat



Top Hashtags in Tweet in G1:
[383] scicomm
[53] science
[18] sciart
[13] stem
[10] biology
[10] scipol
[9] epitwitter
[9] outreach
[9] research
[8] health

Top Hashtags in Tweet in G2:
[431] scicomm
[41] science
[40] sciencecommunication
[38] physics
[28] phdchat
[24] sciart
[17] academictwitter
[10] phdlife
[10] lmme2019
[9] phd

Top Hashtags in Tweet in G3:
[317] scicomm
[39] sciart
[35] science
[17] womeninstem
[14] scichat
[12] sciencetwitter
[12] stem
[11] realtimechem
[11] scitwitter
[10] biology

Top Hashtags in Tweet in G4:
[52] scicomm
[29] neutronct
[15] thinsectionthursday
[12] fossilfriday
[9] dinosaurart
[9] drawing
[7] 2019mmm
[7] science
[6] dinozuul
[5] herpetology

Top Hashtags in Tweet in G5:
[24] scicomm
[8] science
[8] onthisday
[8] aliceinwonderland
[3] womeninstem
[3] stemed
[3] astronomy
[3] scientists
[3] technology
[2] sciencetwitter

Top Hashtags in Tweet in G6:
[57] scicomm
[16] scipol
[14] sciart
[7] comscicontri
[6] climatechange
[6] scisharsci
[6] voicesforscience
[5] sciengage
[5] science
[5] climate

Top Hashtags in Tweet in G7:
[94] scicomm
[14] science
[4] research
[3] chemtwitter
[3] iypt2019
[3] phdchat
[3] blog
[2] openscience
[2] writing
[2] scienceeducation

Top Hashtags in Tweet in G8:
[30] scicomm
[13] chemistry
[10] realtimechem
[8] science
[7] afm
[7] microscopy
[6] biochemistry
[6] force
[6] history
[5] 365daysofscience

Top Hashtags in Tweet in G9:
[93] scicomm
[27] sciart
[10] aacf19
[9] snailtale
[6] circleoflife
[6] scienceillustration
[6] nature
[4] impact
[4] durban
[4] scicompt

Top Hashtags in Tweet in G10:
[40] scicomm
[17] genomics
[12] bioinformatics
[11] eilearning
[11] scienceed
[11] itrtg
[11] bigdata
[10] meded
[9] evolution
[8] learning

Top Words
Top Words in Tweet in Entire Graph:
[4423] Words in Sentiment List#1: Positive
[1509] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[115825] Non-categorized Words
[121758] Total Words
[2825] scicomm
[1082] science
[383] out
[348] s
[335] research

Top Words in Tweet in G1:
[387] scicomm
[167] science
[60] more
[54] research
[49] here
[47] new
[40] one
[39] out
[37] today
[35] love

Top Words in Tweet in G2:
[440] scicomm
[213] science
[57] out
[55] s
[50] more
[47] people
[44] school
[44] theheathernaut
[44] following
[42] woman

Top Words in Tweet in G3:
[337] scicomm
[130] science
[58] here
[51] more
[46] out
[45] week
[42] sciart
[40] research
[36] great
[35] new

Top Words in Tweet in G4:
[68] first
[58] paper
[55] illustration
[54] late
[52] scicomm
[46] species
[46] used
[45] linguamyrmex
[45] vladi
[45] ant

Top Words in Tweet in G5:
[114] ve
[58] drbecky_
[58] oxfordphysics
[57] done
[57] something
[57] cool
[57] stargazing
[57] open
[57] day
[57] put

Top Words in Tweet in G6:
[60] scicomm
[33] science
[19] webmz_
[18] agu_scicomm
[17] theagu
[16] scipol
[15] great
[14] power
[14] sciart
[12] out

Top Words in Tweet in G7:
[101] scicomm
[26] science
[12] out
[10] see
[8] research
[7] today
[7] more
[7] here
[7] best
[7] know

Top Words in Tweet in G8:
[116] condenser
[67] aka
[62] uv
[60] drummerboy2112
[58] three
[58] different
[58] immiscible
[58] fluorescent
[58] solutions
[58] allihn

Top Words in Tweet in G9:
[93] scicomm
[91] don
[91] t
[45] five
[45] rules
[45] thumb
[45] 1
[45] assume
[45] facts
[45] issue

Top Words in Tweet in G10:
[40] scicomm
[31] earlhaminst
[26] out
[23] data
[19] primary_immune
[19] looking
[19] postdocs
[19] biologists
[19] software
[19] developers

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[156] don,t
[153] sciart,scicomm
[150] check,out
[115] really,really
[104] science,communication
[74] inpst,science
[63] t,assume
[63] assume,facts
[63] facts,issue
[63] three,different

Top Word Pairs in Tweet in G1:
[21] check,out
[20] blog,post
[17] science,communication
[15] scicomm,science
[11] 1960s,public
[11] public,understanding
[11] understanding,science
[10] need,boost
[10] boost,science
[10] science,vocabulary

Top Word Pairs in Tweet in G2:
[38] woman,graduate
[38] graduate,school
[38] school,following
[38] following,categories
[38] categories,physics
[38] physics,scicomm
[38] scicomm,sciencecommunication
[37] theheathernaut,woman
[37] sciencecommunication,engineering
[27] check,out

Top Word Pairs in Tweet in G3:
[27] sciart,scicomm
[25] don,t
[16] hey,twitter
[16] twitter,world
[16] world,love
[16] love,become
[16] become,more
[16] more,involved
[16] involved,sciart
[16] scicomm,communities

Top Word Pairs in Tweet in G4:
[45] illustration,linguamyrmex
[45] linguamyrmex,vladi
[45] vladi,ant
[45] ant,species
[45] species,late
[45] late,cretaceous
[45] cretaceous,used
[45] used,modified
[45] modified,enlarged
[44] aldersci,illustration

Top Word Pairs in Tweet in G5:
[57] ve,done
[57] done,something
[57] something,cool
[57] cool,oxfordphysics
[57] oxfordphysics,stargazing
[57] stargazing,open
[57] open,day
[57] day,ve
[57] ve,put
[57] put,3d

Top Word Pairs in Tweet in G6:
[9] scicomm,scipol
[7] webmz_,power
[6] guertin,theagu
[5] great,piece
[5] piece,friend
[5] friend,sharing
[5] sharing,science
[5] science,official
[5] official,title
[5] title,maybe

Top Word Pairs in Tweet in G7:
[6] science,scicomm
[5] check,out
[3] science,communication
[2] love,love
[2] today,scicomm
[2] please,please
[2] quantumchemistry,quantummechanics
[2] dont,want
[2] don,t
[2] thanks,climatechange

Top Word Pairs in Tweet in G8:
[58] three,different
[58] different,immiscible
[58] immiscible,fluorescent
[58] fluorescent,solutions
[58] solutions,allihn
[58] allihn,condenser
[58] condenser,aka
[58] aka,bulb
[58] bulb,condenser
[58] condenser,illuminated

Top Word Pairs in Tweet in G9:
[91] don,t
[45] five,scicomm
[45] scicomm,rules
[45] rules,thumb
[45] thumb,1
[45] 1,don
[45] t,assume
[45] assume,facts
[45] facts,issue
[45] issue,2

Top Word Pairs in Tweet in G10:
[19] looking,postdocs
[19] postdocs,biologists
[19] biologists,software
[19] software,developers
[19] developers,systems
[19] systems,engineers
[19] engineers,communicators
[19] communicators,data
[19] data,scientists
[19] scientists,check

Top Replied-To
Top Replied-To in Entire Graph:
@theheathernaut
@mahanilpapai
@guertin
@lorevial
@sanjoymarcel
@takousiis
@astro_limno
@anna_millender
@scicommleanna
@cosmobiologist

Top Replied-To in G1:
@epi_punk
@theheathernaut
@originoverwght
@christinagangem
@science_ari
@takousiis
@arwennugteren
@padminipillai

Top Replied-To in G2:
@theheathernaut
@lorevial
@scicommleanna
@amandacoletti5
@nedasoc
@themicrobio
@preaux_fish
@gorskon
@bioscicareer
@mkaylagrace

Top Replied-To in G3:
@astro_limno
@baxterlindsay
@sciencetalk
@skypescientist
@crawlieswithcri
@annascharnagl
@drcheryldraws
@science_comm
@theclique_uk
@hellobexa

Top Replied-To in G4:
@mahanilpapai
@sanjoymarcel
@cosmobiologist
@thersaorg
@drmichellelarue

Top Replied-To in G5:
@anna_millender
@defelicejanette
@spacenerd19
@scitalker
@drbecky_
@julieamcdowall
@ellie_scicomm

Top Replied-To in G6:
@guertin
@theheathernaut
@katieggarrett
@taghkanic
@rebeccarhelm
@allison_coffin
@castilhopierre
@indfnsofplnts
@sciencesortof

Top Replied-To in G8:
@csir_iitr
@biochem_bri

Top Mentioned
Top Mentioned in Entire Graph:
@g4mma
@anneamadden
@_inpst
@drummerboy2112
@oxfordphysics
@drbecky_
@theoctonation
@drsherrypagoto
@theheathernaut
@earlhaminst

Top Mentioned in G1:
@g4mma
@bethlinas
@iceberg_sci
@coe_palaeo
@bnerlich
@leerberger
@ksadtler
@worldpdcongress
@projbridgeco
@earlhaminst

Top Mentioned in G2:
@theheathernaut
@jaydelovell
@scidebate
@sci_bloggers
@gaiusdivifilius
@eco_illustrated
@nalininadkarni
@arwennugteren
@_scicomm
@bethlinas

Top Mentioned in G3:
@katieggarrett
@uoft
@iamscicomm
@gersteinlibrary
@peopleofcraft
@g4mma
@biologistimo
@science_comm
@wonkscience
@sarahmackattack

Top Mentioned in G4:
@aldersci
@ansto
@peerj
@koskinonodon
@squamatespod
@serpenillus
@sanjoymarcel
@polishpaleo

Top Mentioned in G5:
@oxfordphysics
@drbecky_
@frankendodo
@anna_millender
@emilyadawson
@thejuliadi
@uniofoxford
@sciencespreadhd
@sciteum
@umich

Top Mentioned in G6:
@webmz_
@agu_scicomm
@theagu
@comscicontri
@coloradostateu
@jenn_tribble
@guertin
@commondescentpc
@aguscipolicy
@planetdr

Top Mentioned in G7:
@wakehamamr
@sumbhg

Top Mentioned in G8:
@drummerboy2112
@biochem_bri
@amalscicomm
@lc_nanowriter
@lunarheritage
@csir_ind
@cambiochem
@theericvictor
@verbalizesci
@csir_niscair

Top Mentioned in G9:
@drsherrypagoto
@eco_illustrated
@shirona37
@miamalan
@witsuniversity
@vn0vais
@bhekisisa_mg
@astrosibs
@banya_kar
@tccafrica

Top Mentioned in G10:
@earlhaminst
@primary_immune
@jgi
@pnasnews
@johninnescentre
@lbnlbiosci
@berkeleylab
@surasys1
@edp24
@korcsmaroslab

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@cowboyscifibot
@kat4obama
@edinburghwatch
@ez4u2say_janis
@digestwordpress
@ericdemarylebon
@gamergeeknews
@crystal_fishy
@wildwalkerwoman

Top Tweeters in G1:
@globeandmail
@denovofarms
@rmathematicus
@ukbloggers1
@bronyretweets
@tristanbergh
@circlereader
@amiruljamil_
@bloggerbees
@wired

Top Tweeters in G2:
@omgchante
@outseide
@ellinjaa
@geokem7
@drjengunter
@academicchatter
@jgombita
@rocketman528
@feathersong
@grb090423

Top Tweeters in G3:
@edinburghwatch
@whysharksmatter
@alisonborealis
@crawlieswithcri
@may_gun
@drrubidium
@weathernetwork
@physorg_com
@dawnbazely
@j_silence

Top Tweeters in G4:
@kat4obama
@standbyforreset
@blackmudpuppy
@bg_grace
@tetzoo
@cornubiageol
@profabelmendez
@gio_time
@unclefuzzy296
@am_anatiala

Top Tweeters in G5:
@danielocl
@ayameyuuki
@rone
@embracethecoda
@alberttlunde
@asknbid
@doctoryasmin
@elsegundoluz
@casillic
@der_kalle

Top Tweeters in G6:
@washingtonpost
@trouw
@needhibhalla
@astrokatie
@phoenixgyaan
@stephevz43
@planetdr
@markberman
@theagu
@pressherejg

Top Tweeters in G7:
@tigershah26
@snarkylicious
@rebelspeducator
@eye4msu
@pinktroid
@eschersand
@enceladosaurus
@showoff_ebooks
@kat_arney
@riaus

Top Tweeters in G8:
@ericdemarylebon
@crystal_fishy
@xandaolp
@datsyuklover
@ashot_
@elizabethjsays
@whitequark
@ednaciurleo234
@dwade575
@metalsolter

Top Tweeters in G9:
@observadorpt
@rtaylor_libdem
@healthpolicygrp
@mrvaidya
@diraquel
@bhekisisa_mg
@hapsci
@duffy_ma
@drskrath
@metrofieldguide

Top Tweeters in G10:
@machinelearn_d
@edp24
@angelseti
@dnaed_tech
@thechrischua
@davidkm
@prof_gd_foster
@thomashilbig2
@trishaannete
@primary_immune