scicomm, Twitter, 9/22/2019 1:07:38 AM, 210506


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scicomm_2019-09-21_17-40-16.xlsx
scicomm_2019-09-21_17-40-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 22, 2019
Short Description:
scicomm via NodeXL http://bit.ly/30eIT4z
@scicommbot
@_open_science_
@alongsidewild
@gaiusdivifilius
@jenheemstra
@femtech_
@hovisci
@agu_scicomm
@academicchatter
@yara_haridy

Top hashtags:
#scicomm
#science
#wisskomm
#makesciencegreatagain
#wissenschaft

Description:
Description
The graph represents a network of 4,881 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, 22 September 2019 at 00:41 UTC.

The requested start date was Sunday, 22 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 2-day, 9-hour, 5-minute period from Wednesday, 18 September 2019 at 07:08 UTC to Friday, 20 September 2019 at 16:14 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 : 4881
Unique Edges : 7054
Edges With Duplicates : 1616
Total Edges : 8670
Number of Edge Types : 3
Mentions : 7565
Replies to : 229
Tweet : 876
Self-Loops : 876
Reciprocated Vertex Pair Ratio : 0.0518938264240978
Reciprocated Edge Ratio : 0.0986674227388716
Connected Components : 446
Single-Vertex Connected Components : 129
Maximum Vertices in a Connected Component : 3463
Maximum Edges in a Connected Component : 6922
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.838615
Graph Density : 0.000296146650948307
Modularity : 0.719607
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[37] https://patreon.com/MyFrogCroaked
[23] https://www.sciencedaily.com/releases/2019/06/190604131137.htm
[19] https://pierre-markuse.net/2019/09/17/looking-at-wildfires-and-more-an-introduction/
[15] https://www.gofundme.com/f/help-me-save-frogs-from-extinction
[14] https://openlab.cern/about-us
[13] https://twitter.com/PBSDS/status/1174067016585687041
[10] https://www.stonybrook.edu/commcms/faculty-jobs/positions/faculty-librarian/current-year/Assistant-Professor-F-10067-19-08
[9] https://chemix.org/
[8] https://twitter.com/independent/status/1174367982107189248
[7] https://twitter.com/jenheemstra/status/1173935004029792256

Top URLs in Tweet in G1:
[5] https://www.eventbrite.com/e/state-level-policy-fellowships-opportunities-progress-and-ongoing-efforts-tickets-71548875613
[5] https://sciencewriters.ca/peopleschoice
[4] https://twitter.com/ScienceSucksPod/status/1174418297653202950
[4] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2019GL083719
[4] https://blogs.agu.org/sciencecommunication/2019/09/19/storytelling-basics-the-story-arc/
[3] https://twitter.com/jenheemstra/status/1173935004029792256
[3] https://twitter.com/YaleE360/status/1174424138615873538
[3] https://www.insidehighered.com/views/2019/09/12/academe-must-develop-greater-sense-ethical-responsibility-dealing-authorship-abuse
[3] https://eos.org/agu-news/so-you-want-to-write-an-abstract
[3] https://gulfresearchinitiative.org/grad-student-deng-investigates-how-marine-microbes-move-when-oil-is-present/

Top URLs in Tweet in G2:
[4] https://sasqua.co.za/erc-page/
[4] https://twitter.com/nopanaden/status/1175008743383293952
[4] https://thirdpodfromthesun.com/2019/09/03/e21-x-rays-of-the-earths-gooey-center/
[4] https://www.rri-tools.eu/-/engaging-in-the-science-policy-dialogue-workbooks
[3] https://sciteum.com/2019/09/iodine-53
[3] https://www.instagram.com/p/B2oJ1qPBlSo/?igshid=11wy11hjh61ax
[3] https://sites.google.com/a/ncsu.edu/dynamic-ecosystems-landscape-lab/research/ecosystem-model-comparison
[3] https://www.facebook.com/events/442582909669587/?event_time_id=442582923002919
[3] https://www.sciencegeekmel.com/post/simple-language-complex-concepts
[2] https://twitter.com/bad_samm/status/1175028614787686400

Top URLs in Tweet in G3:
[7] https://chemix.org/
[6] https://www.ecsite.eu/conference/callTeam
[4] https://twitter.com/imascientist/status/1174284574790209541
[4] http://bsdb.org/advocacy/#SCDB
[3] https://byopd.org/events/2019-09-cern//
[3] https://www.constitutions.ch/
[3] https://www.senckenberg.de/de/pressemeldungen/senckenberg-for-future/
[2] https://artthescience.com/polyfield-gallery/research-2-art/
[2] https://twitter.com/DataSciFact/status/1174362479788474368
[2] https://twitter.com/reseauvision/status/1174047958280675328

Top URLs in Tweet in G4:
[35] https://patreon.com/MyFrogCroaked
[14] https://www.gofundme.com/f/help-me-save-frogs-from-extinction
[2] http://www.etsy.com/shop/conservationphotos
[1] https://www.youtube.com/watch?v=Z_gdqcCLonM&feature=youtu.be

[1] https://www.patreon.com/MyFrogCroaked
[1] https://twitter.com/alongsidewild/status/1174671195905646592
[1] https://www.amazon.com/Secrets-Snakes-Science-Natural-History/dp/1623497973/ref=as_li_ss_tl?_encoding=UTF8&pd_rd_i=1623497973&pd_rd_r=2961R06X3N1MXBDABXDW&pd_rd_w=WuC5r&pd_rd_wg=FVCNW&pf_rd_p=264026fd-0599-4d35-b3d9-a7cc5219bc6d&pf_rd_r=2961R06X3N1MXBDABXDW&psc=1&refRID=S3VB17XCEFBZYX84HX3A&linkCode=sl1&tag=livinga-20&linkId=1e717150d80620ce7c0a8a3a51302e7f&language=en_US

Top URLs in Tweet in G5:
[4] https://bloodwise.org.uk/charity/jobs/research-communications-manager
[3] https://twitter.com/jenheemstra/status/1173935004029792256
[2] https://www.youtube.com/watch?v=oz9I2YwmV8M

[2] https://twitter.com/FoodAgLiteracy/status/1174376286791319553
[2] https://twitter.com/herpetallogy/status/1174293098865856517
[1] https://twitter.com/torybruno/status/1175046216104779776
[1] https://twitter.com/usmankayaniphd/status/1174281895292604416
[1] https://twitter.com/CA_AstroComm/status/1174271626852126720
[1] https://twitter.com/mashable/status/1174137714586902533
[1] https://twitter.com/BioassayTech/status/1174223814458249216

Top URLs in Tweet in G6:
[2] https://www.womanandhome.com/health-and-wellbeing/diet-fitness/diet-exercise-bone-density-loss-332202/
[2] https://www.scienceslam.de/
[2] https://www.facebook.com/cdnsciencepub/photos/?tab=album&album_id=10157668722797048&ref=page_internal
[1] https://twitter.com/ccupf/status/1173996126279741445
[1] https://www.youtube.com/watch?v=rUaj7rj6MI8&feature=youtu.be

[1] https://authorservices.taylorandfrancis.com/tweet-your-research/?utm_source=twitter&utm_medium=social&utm_campaign=JOB08205&utm_term=post
[1] https://twitter.com/GeorgeShiber/status/1174061940970180608
[1] https://thepeoplestrial.ie/
[1] https://twitter.com/scholarcy/status/1174261918741274624
[1] https://www.sciencemag.org/news/2019/09/new-deals-could-help-scientific-societies-survive-open-access

Top URLs in Tweet in G7:
[7] https://abcbirds.org/
[2] https://twitter.com/alongsidewild/status/1174671195905646592
[1] https://www.youtube.com/watch?v=jijuG9tyoR0&feature=youtu.be

[1] https://www.youtube.com/watch?v=JtUAAXe_0VI&feature=youtu.be

[1] https://www.physics.wisc.edu/twap/?id=5194
[1] https://twitter.com/COMPASSscicomm/status/1174410608722108416
[1] https://twitter.com/climategal84/status/1172614732664266755
[1] https://www.sigmaxi.org/meetings-events/annual-meeting-and-student-research-conference/communication-coaching-program
[1] https://twitter.com/Sternarchella/status/1174389276768907264
[1] https://twitter.com/alyb_batgirl/status/1174334760057004035

Top URLs in Tweet in G8:
[4] https://royalsocietypublishing.org/doi/full/10.1098/rsbl.2019.0514
[2] https://www.etsy.com/uk/listing/736158479/radioactive-animals?ref=shop_home_active_1&crt=1
[1] https://news.feinberg.northwestern.edu
[1] https://www.feinberg.northwestern.edu
[1] https://www.etsy.com/uk/listing/650333772/who-lives-in-the-woods?ref=shop_home_active_3
[1] http://prehistoricbeastoftheweek.blogspot.com/2019/09/interview-with-paleontologist-melanie.html?m=1
[1] http://prehistoricbeastoftheweek.blogspot.com/2019/09/qianzhousaurus-beast-of-week.html?m=1
[1] https://atlantabg.org/calendar/science-cafe/2019-10-17/
[1] https://twitter.com/Yara_Haridy/status/1171757049199452160?s=19
[1] http://bit.ly/2mbMTk9

Top URLs in Tweet in G9:
[1] https://www.newscientist.com/article/2058123-giraffes-spend-their-evenings-humming-to-each-other/

Top URLs in Tweet in G10:
[2] https://www.mdpi.com/2227-9059/7/3/63
[1] https://www.cell.com/cell/fulltext/S0092-8674(17)30634-7?_returnURL=http%3A%2F%2Flinkinghub.elsevier.com%2Fretrieve%2Fpii%2FS0092867417306347%3Fshowall%3Dtrue
[1] https://www.youtube.com/watch?v=FHKoYXNOmj4

[1] https://www.dk.com/uk/book/9780241339923-trees-leaves-flowers-and-seeds/

Top Domains
Top Domains in Tweet in Entire Graph:
[496] twitter.com
[64] youtube.com
[40] patreon.com
[24] sciencedaily.com
[22] okt.to
[21] wiley.com
[19] facebook.com
[19] pierre-markuse.net
[15] gofundme.com
[14] openlab.cern

Top Domains in Tweet in G1:
[50] twitter.com
[13] wiley.com
[9] agu.org
[5] eventbrite.com
[5] sciencewriters.ca
[4] gulfresearchinitiative.org
[3] insidehighered.com
[3] eos.org
[2] sched.com
[2] whitehouse.gov

Top Domains in Tweet in G2:
[54] twitter.com
[5] thirdpodfromthesun.com
[5] rri-tools.eu
[4] co.za
[4] facebook.com
[4] thesciencebreaker.org
[4] ow.ly
[3] sciteum.com
[3] instagram.com
[3] scientificamerican.com

Top Domains in Tweet in G3:
[127] twitter.com
[13] youtube.com
[7] sagepub.com
[7] chemix.org
[7] ecsite.eu
[6] artthescience.com
[5] medium.com
[4] bsdb.org
[3] byopd.org
[3] sspnet.org

Top Domains in Tweet in G4:
[36] patreon.com
[14] gofundme.com
[2] etsy.com
[1] youtube.com
[1] twitter.com
[1] amazon.com

Top Domains in Tweet in G5:
[22] twitter.com
[4] org.uk
[2] youtube.com
[1] eventbrite.com
[1] npr.org
[1] ucdavis.edu

Top Domains in Tweet in G6:
[35] twitter.com
[4] youtube.com
[3] facebook.com
[2] womanandhome.com
[2] sciencemag.org
[2] instagram.com
[2] omny.fm
[2] thefemalescientist.com
[2] scienceslam.de
[1] taylorandfrancis.com

Top Domains in Tweet in G7:
[8] twitter.com
[7] abcbirds.org
[2] youtube.com
[2] org.uk
[2] conceptavision.com
[1] wisc.edu
[1] sigmaxi.org
[1] sci-news.com

Top Domains in Tweet in G8:
[4] royalsocietypublishing.org
[3] etsy.com
[2] northwestern.edu
[2] blogspot.com
[1] atlantabg.org
[1] twitter.com
[1] bit.ly

Top Domains in Tweet in G9:
[1] newscientist.com

Top Domains in Tweet in G10:
[2] mdpi.com
[1] cell.com
[1] youtube.com
[1] dk.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2469] scicomm
[367] science
[139] wisskomm
[124] makesciencegreatagain
[117] wissenschaft
[116] sciencereclaimsthewww
[116] fightfakescience
[114] sciencetwitter
[87] sciart
[86] phdchat



Top Hashtags in Tweet in G1:
[326] scicomm
[40] womeninstem
[39] sciencetwitter
[39] medschools
[29] phdchat
[28] medstudent
[27] tweetorials
[27] twitterverse
[25] medlearn
[24] scitwitter

Top Hashtags in Tweet in G2:
[322] scicomm
[47] scifi
[46] vss365
[40] science
[39] bravewrite
[38] poem
[30] amwriting
[29] writers
[25] bloggerstribe
[22] writerslife

Top Hashtags in Tweet in G3:
[358] scicomm
[153] science
[130] wisskomm
[114] sciencereclaimsthewww
[114] fightfakescience
[112] makesciencegreatagain
[112] wissenschaft
[22] sciencecomm19
[16] scicommschool2019
[15] pint19

Top Hashtags in Tweet in G4:
[35] whale
[35] sydney
[33] humpback
[25] scicomm
[14] globalwarming
[14] animals
[10] chytrid
[8] rainforest
[6] rome
[5] bycatch

Top Hashtags in Tweet in G5:
[66] scicomm
[22] scg
[22] internationalscicommunity
[20] thescientificreporters
[20] science
[18] sciencejournalism
[16] scientificreporters
[14] phd
[13] biology
[13] womeninstem

Top Hashtags in Tweet in G6:
[133] scicomm
[14] science
[7] sciencetwitter
[4] climatechange
[4] climatestrike
[3] research
[3] stem
[3] sciencecommunication
[3] biodiversity
[3] health

Top Hashtags in Tweet in G7:
[50] scicomm
[10] art
[9] lovevirology
[9] womeninscience
[9] conservation
[9] nature
[7] sciart
[5] scicom
[4] sigmaximtg
[4] science

Top Hashtags in Tweet in G8:
[67] guesstheskull
[29] scicomm
[17] nuclear
[17] disaster
[17] chernobyl
[9] trickybirdid
[4] fossil
[4] sciart
[2] etsy
[2] thinsectionthursday

Top Hashtags in Tweet in G9:
[4] scicomm
[1] phdchat
[1] sciencetwitter
[1] wildlifeconservation
[1] fieldwork
[1] academictwitter
[1] academicchatter

Top Hashtags in Tweet in G10:
[32] ff
[10] scicomm
[6] inpst
[3] womeninstem
[2] biology
[1] technologynews
[1] crispr
[1] dna
[1] biotechnology
[1] lifesciences

Top Words
Top Words in Tweet in Entire Graph:
[4399] Words in Sentiment List#1: Positive
[1512] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[118124] Non-categorized Words
[124036] Total Words
[2467] #scicomm
[788] science
[503] out
[373] new
[371] #science

Top Words in Tweet in G1:
[326] #scicomm
[63] samfrowe
[61] science
[56] research
[53] out
[46] academicchatter
[45] s
[40] #womeninstem
[39] #sciencetwitter
[39] #medschools

Top Words in Tweet in G2:
[322] #scicomm
[79] science
[47] s
[47] #scifi
[46] #vss365
[41] #science
[40] out
[39] #bravewrite
[39] great
[38] new

Top Words in Tweet in G3:
[356] #scicomm
[153] #science
[130] #wisskomm
[114] #sciencereclaimsthewww
[114] #fightfakescience
[112] #makesciencegreatagain
[112] #wissenschaft
[68] science
[42] research
[37] new

Top Words in Tweet in G4:
[141] book
[141] out
[140] snakes
[140] first
[140] alongsidewild
[139] finally
[139] secrets
[139] 29
[139] chapters
[139] common

Top Words in Tweet in G5:
[145] science
[126] public
[125] jenheemstra
[124] work
[123] make
[123] fun
[122] hard
[122] engaging
[122] talking
[122] think

Top Words in Tweet in G6:
[133] #scicomm
[24] science
[15] time
[14] #science
[13] s
[12] out
[12] more
[11] research
[11] great
[9] work

Top Words in Tweet in G7:
[57] research
[52] sarahmackattack
[50] #scicomm
[50] uconnmcb
[46] signed
[46] paperwork
[46] assistant
[46] professor
[46] lab
[46] teach

Top Words in Tweet in G8:
[77] show
[76] game
[73] more
[70] yara_haridy
[67] #guesstheskull
[67] fossil
[67] edition
[67] guess
[67] animal
[67] hints

Top Words in Tweet in G9:
[106] government
[106] biologist
[106] father
[106] ask
[106] pdfs
[106] papers
[106] through
[106] paywall
[106] one
[106] those

Top Words in Tweet in G10:
[40] dna_rna_uni
[32] #ff
[31] cycle
[28] first
[28] _atanas_
[19] replication
[18] dna
[18] filmed
[18] time
[18] expected

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[157] first,book
[156] book,finally
[156] finally,out
[156] out,secrets
[156] secrets,snakes
[156] snakes,29
[156] 29,chapters
[156] chapters,common
[156] common,snake
[156] snake,myths

Top Word Pairs in Tweet in G1:
[34] academicchatter,phdforum
[28] samfrowe,academicchatter
[28] #sciencetwitter,#medstudent
[27] #medstudent,#tweetorials
[26] 2000,followers
[25] #tweetorials,#medschools
[25] #medschools,#twitterverse
[25] #twitterverse,#medlearn
[24] celebrate,reaching
[24] reaching,2000

Top Word Pairs in Tweet in G2:
[47] #scifi,#scicomm
[44] #scicomm,#vss365
[35] #vss365,#poem
[32] #poem,#bravewrite
[25] science,communication
[19] #bravewrite,#writers
[19] #amwriting,#bloggerstribe
[18] high,school
[16] #writers,#writerslife
[15] interested,career

Top Word Pairs in Tweet in G3:
[114] #sciencereclaimsthewww,#fightfakescience
[112] #fightfakescience,#makesciencegreatagain
[112] #makesciencegreatagain,#science
[112] #science,#wissenschaft
[76] #scicomm,#wisskomm
[67] #wissenschaft,#scicomm
[53] #wisskomm,#scicomm
[45] #wissenschaft,#wisskomm
[20] chabis_ch,#sciencereclaimsthewww
[15] special,issue

Top Word Pairs in Tweet in G4:
[139] first,book
[139] book,finally
[139] finally,out
[139] out,secrets
[139] secrets,snakes
[139] snakes,29
[139] 29,chapters
[139] chapters,common
[139] common,snake
[139] snake,myths

Top Word Pairs in Tweet in G5:
[121] work,hard
[121] hard,make
[121] make,science
[121] science,engaging
[121] engaging,fun
[121] fun,talking
[121] talking,public
[121] public,think
[121] think,serious
[120] jenheemstra,work

Top Word Pairs in Tweet in G6:
[8] #scicomm,#science
[6] check,out
[3] same,time
[3] few,days
[2] #academictwitter,#scicomm
[2] hey,twitter
[2] twitter,voilà
[2] voilà,parisienne
[2] parisienne,depuis
[2] depuis,une

Top Word Pairs in Tweet in G7:
[46] signed,paperwork
[46] paperwork,assistant
[46] assistant,research
[46] research,professor
[46] professor,uconnmcb
[46] uconnmcb,lab
[46] lab,teach
[45] sarahmackattack,signed
[17] check,out
[14] become,part

Top Word Pairs in Tweet in G8:
[67] #guesstheskull,fossil
[67] fossil,edition
[67] edition,game
[67] game,show
[67] show,guess
[67] guess,animal
[67] animal,hints
[67] hints,more
[66] yara_haridy,#guesstheskull
[66] more,picture

Top Word Pairs in Tweet in G9:
[106] government,biologist
[106] biologist,father
[106] father,ask
[106] ask,pdfs
[106] pdfs,papers
[106] papers,through
[106] through,paywall
[106] paywall,one
[106] one,those
[105] hovisci,government

Top Word Pairs in Tweet in G10:
[26] _atanas_,#ff
[18] dna,replication
[18] replication,filmed
[18] filmed,first
[18] first,time
[18] time,expected
[18] expected,coordination
[18] coordination,between
[17] dna_rna_uni,dna
[17] between,th

Top Replied-To
Top Replied-To in Entire Graph:
@samfrowe
@sarahmackattack
@imlipsa
@dave_hone
@stephhamy820
@gaiusdivifilius
@shubawrite
@msu_scicomm
@iubmb
@ehmee

Top Replied-To in G1:
@samfrowe
@academicchatter
@acgme
@drew_lab
@gaiusdivifilius
@whitehouse
@nikirust
@jayeperview
@signalsblogs
@sciencewithive

Top Replied-To in G2:
@vanderbiltu
@marinajoubert
@gaiusdivifilius
@authorsabarna
@jimhandman

Top Replied-To in G3:
@dave_hone
@pintofsciencede
@glo_myworld
@gabbspalomo
@bethlinas
@matthiasfi
@ryan_reisinger
@gosnerstage45
@organjm
@drhabones

Top Replied-To in G4:
@mike_falkowski
@miketreglia
@lfinnegal
@akelaa
@alongsidewild

Top Replied-To in G5:
@drclarefedele
@ca_astrocomm
@sydonahi
@birdsandbri
@herpetallogy
@niais
@rosemarymosco

Top Replied-To in G7:
@sarahmackattack
@stevedudley_
@badlandbison
@snailix_phl
@alyb_batgirl

Top Replied-To in G8:
@ehmee
@dave_hone
@afro_herper

Top Mentioned
Top Mentioned in Entire Graph:
@alongsidewild
@jenheemstra
@hovisci
@yara_haridy
@primary_immune
@sarahmackattack
@uconnmcb
@academicchatter
@samfrowe
@vanessapirotta

Top Mentioned in G1:
@samfrowe
@academicchatter
@phdforum
@afs_scicomm
@agu_scicomm
@prasannatadi
@somedocs
@travlinscientst
@judeisabella
@whysha

Top Mentioned in G2:
@tuhinsajjadsk1
@pedcritcaremed
@michaelemann
@lscdsuoft
@auscicomm
@tgtaphouse
@ks_sci
@astroontapdc
@sunsetzoo
@novonordiskfond

Top Mentioned in G3:
@chabis_ch
@artthescience
@samillingworth
@scipublic
@scicommschool
@pintofsciencede
@youtube
@poppi62
@els_cellbiology
@sabinegysi

Top Mentioned in G4:
@alongsidewild
@myfrogcroaked
@vanessapirotta
@hondurasarcc
@fao
@johnwturnbull
@iwc_int
@wwf
@inkefalkner
@un

Top Mentioned in G5:
@jenheemstra
@iscicommunity
@sjamesbautista
@ca_astrocomm
@drclarefedele
@iopwales
@scisays
@rosemarymosco
@bloodwise_uk
@lawiet3

Top Mentioned in G6:
@sophie_yvon
@sharpmelk
@laurasaurusrex
@matt_nurse
@futurumcareers
@scienceslam

Top Mentioned in G7:
@uconnmcb
@sarahmackattack
@amandaconssci
@bennubirdy
@ibis_journal
@abcbirds
@rrhonce
@alyb_batgirl
@drdarsci
@uwmadphysics

Top Mentioned in G8:
@yara_haridy
@bighippoart
@chrisdpiazza
@jasonwardny
@neciadelnorte
@ehmee
@alongsidewild
@melanieduring
@jenheemstra
@brianengh_art

Top Mentioned in G9:
@hovisci
@selbetts
@alongsidewild
@jenheemstra
@jaylombardi87
@amnh
@bronxzoo
@zoobooks

Top Mentioned in G10:
@dna_rna_uni
@_atanas_
@nutradvance
@shinhiroi
@healthyfellow
@pleasure_lab
@drseeboth
@drsmarkham
@bingbingxli
@toshiyukihorie

Top Tweeters
Top Tweeters in Entire Graph:
@alerttrade
@cowboyscifibot
@nosqldigest
@ericdemarylebon
@chidambara09
@gallimaufrey777
@wildwalkerwoman
@ryotahaga
@wwf
@guardian

Top Tweeters in G1:
@aspiemum
@alisonborealis
@mr_abu233
@cybersec_feeds
@whysharksmatter
@academicchatter
@thinkalot
@embracethecoda
@femtech_
@ftnbhrzlhnf

Top Tweeters in G2:
@cowboyscifibot
@wildwalkerwoman
@schwingcat
@icare4america16
@nytimes
@ktanimara
@forbes
@darksapiens
@drshahrul80
@theatlantic

Top Tweeters in G3:
@trekkiegemini
@nbcbayarea
@bar_zie
@vievararosel
@drmrfrancis
@threeuk
@jrwstormy
@cmorfakis
@egonwillighagen
@eschersand

Top Tweeters in G4:
@wwf
@lizditz
@beezknez
@slsandpet
@mr_spock
@sampleatl
@neolithicsheep
@18diannem
@dawnroseturner
@akelaa

Top Tweeters in G5:
@ericdemarylebon
@npr
@canageek
@drpetra
@bofh453
@celticfeminist
@adolfont
@baymath
@lizardschwartz
@macolon2

Top Tweeters in G6:
@arclight
@mtmdphd
@beebrookshire
@2footgiraffe
@davidmanly
@geotecniaonline
@huwmjames
@cochraneuk
@motheroftheses
@curiositydotcom

Top Tweeters in G7:
@girlyratfish
@miguelmcminn
@artcollisions
@emoontx
@war_kittens
@paleophile
@birder_katie
@flyingtrilobite
@markowenmartin
@hnturtledove

Top Tweeters in G8:
@ryotahaga
@reignofapril
@frecklesxx20
@get_away_trike
@grb090423
@mycotae
@stevendilauro
@l_ssar
@jasonwardny
@jaz10141

Top Tweeters in G9:
@lauraapollo
@danirabaiotti
@argillic
@lucydecker19
@cstampeen
@natecow
@wildlifebiogal
@jenniferwaller
@garek_maxwell
@unciakate

Top Tweeters in G10:
@gallimaufrey777
@tess_blue815
@19dolphin39
@nebadon1133
@shafoosky
@drferdowsi
@sminaev2015
@laahimsa
@av693
@paula_piccard


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