scicomm, Twitter, 1/15/2019 1:52:52 PM, 182014


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scicomm_2019-01-15_05-00-32.xlsx
scicomm_2019-01-15_05-00-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2TUd8Ht
@scicommbot
@_open_science_
@gaiusdivifilius
@amoebasisters
@_inpst
@pnasnews
@davidnbreslauer
@allison_coffin
@primary_immune
@alc_anthro

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

Description:
Description
The graph represents a network of 4,486 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 Tuesday, 15 January 2019 at 13:01 UTC.

The requested start date was Tuesday, 15 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, 4-hour, 28-minute period from Friday, 11 January 2019 at 20:32 UTC to Tuesday, 15 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 : 4486
Unique Edges : 6559
Edges With Duplicates : 1338
Total Edges : 7897
Number of Edge Types : 3
Mentions : 6800
Tweet : 921
Replies to : 176
Self-Loops : 921
Reciprocated Vertex Pair Ratio : 0.033370589174517
Reciprocated Edge Ratio : 0.0645859085290482
Connected Components : 332
Single-Vertex Connected Components : 101
Maximum Vertices in a Connected Component : 3470
Maximum Edges in a Connected Component : 6781
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.30061
Graph Density : 0.000321674616582446
Modularity : 0.709854
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[39] https://www.nature.com/articles/s41558-018-0368-6
[25] https://inpst.net/antioxidant-phytochemicals-takeover-scientific-attention-replacing-antioxidant-vitamins-and-minerals/
[23] https://iands.org/research/publications/vital-signs/79-vs22no1burton.html
[23] https://journals.sagepub.com/doi/10.1177/1075547018822081
[19] https://inpst.net/natural-modulators-of-the-hallmarks-of-immunogenic-cell-death/
[18] https://news.wisc.edu/gene-editing-tool-now-being-used-to-develop-better-antibiotics/
[14] https://twitter.com/maddie_sofia/status/1084163661025955845
[14] https://inpst.net/doesitworksummary-vitamin-d-to-counteract-chronic-inflammation-in-type-2-diabetes/
[13] https://www.statnews.com/2019/01/11/virtual-repurposing-speed-drug-development/
[12] https://www.cbc.ca/news/canada/thunder-bay/wolverine-tracking-red-lake-1.4973538

Top URLs in Tweet in G1:
[5] https://iands.org/research/publications/vital-signs/79-vs22no1burton.html
[5] https://twitter.com/maddie_sofia/status/1084163661025955845
[3] https://twitter.com/sbmpresident/status/1082735136570044429
[3] https://www.youtube.com/watch?v=DmczVhGq8cU&feature=youtu.be

[3] https://www.fimfiction.net/blog/476566/rainbow-rainbow-rainbow-rainbow
[3] https://twitter.com/allison_coffin/status/1083150323303075840
[3] https://www.worldpdcoalition.org/page/Glossary
[2] https://www.naturevolve.com/
[2] https://twitter.com/tiffanylohwater/status/1083833460509294594
[2] http://www.ejr-quartz.com/editor-at-esa-ecsat-uk/

Top URLs in Tweet in G2:
[3] https://sciteum.000webhostapp.com/2019/01/age-is-just-a-number-but-aging-is-real
[3] https://www3.beacon-center.org/blog/2019/01/13/constax-a-tool-to-simplify-and-improve-taxonomic-classification-of-community-sequences/
[3] https://twitter.com/pbiwan/status/1084259912283275265
[3] https://twitter.com/opoleigh/status/1084464362964877313
[3] https://www.youtube.com/watch?v=zV6FV6Sbz0c&list=PLww1dvjSoO4PO1a17d5VDea_VDhdCYhck&index=7&t=0s

[2] http://www.exposurehackathon.com/apply
[2] https://twitter.com/radioredlands/status/1083970192470814722
[2] https://twitter.com/RadioREDLANDS/status/1083973663433453568
[2] https://lifeapps.io/
[2] https://twitter.com/tiffanylohwater/status/1083833460509294594

Top URLs in Tweet in G3:
[19] https://journals.sagepub.com/doi/10.1177/1075547018822081
[8] https://www.pnas.org/content/116/2/341
[6] https://scholar.google.com.au/citations?user=Hke8LxUAAAAJ&hl=en
[5] http://theconversation.com/calling-it-a-war-on-science-has-consequences-108302?utm_source=twitter&utm_medium=twitterbutton
[5] https://www.american.edu/spa/scicomm/
[5] https://twitter.com/maddie_sofia/status/1084163661025955845
[3] https://www.aaas.org/fellowships/mass-media/about
[3] https://static-promote.weebly.com/share/0de82d87-8273-40a3-8969-0ec3ed4ac2ce
[3] https://rackham.umich.edu/event/rsg-relate-storytelling-for-stem/
[2] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=156970&lang=en_US&source=CC4

Top URLs in Tweet in G4:
[18] https://iands.org/research/publications/vital-signs/79-vs22no1burton.html
[8] http://www.alipsi.com.ar/e-boletin/E-BOLETIN%20PSI_Vol.14_No1_Enero_2019.html?fbclid=IwAR1hGcIedhYI_dWcMvkT5nRNueDuqys1qoUS7P2eGUylj8b58qDEGLqdSjk
[6] https://www.scienceandnonduality.com/?post_type=post&p=132534
[6] https://www.folio.ca/u-of-a-family-doctor-offers-evidence-based-mom-blog/
[6] https://www.youtube.com/watch?v=-24uJgjdvh4&feature=youtu.be&a

[5] https://www.telegraph.co.uk/science/2019/01/11/elephants-evolving-lose-tusks-following-decades-ivory-poaching/#
[4] https://www.eventbrite.com/e/stemprov-improv-for-science-and-tech-series-class-tickets-54151066297?ref=estw
[4] https://twitter.com/CORDIS_EU/status/1072864295929565186
[4] https://www.parapsikoloji.net/lusid-ruya-nedir-neden-deneyimlemeliyiz/
[4] https://www.youtube.com/watch?v=-24uJgjdvh4&feature=youtu.be


Top URLs in Tweet in G5:
[1] https://napc2019.ucr.edu/abstracts-submission
[1] https://twitter.com/paleoparadox/status/1084149021898199041
[1] https://www.dropbox.com/s/l0esivb3688tnwc/8planets_ODonoghue_Educators.mp4?dl=0
[1] https://twitter.com/jameststroud/status/1083840327293849600

Top URLs in Tweet in G6:
[6] https://www.wonkmagazine.co.uk
[6] https://www.wonkmagazine.co.uk/issues
[1] https://www.amoebasisters.com/gifs.html
[1] https://www.youtube.com/watch?v=-oVavgmveyY&feature=youtu.be

[1] https://www.wonkmagazine.co.uk/lilian-goodchild
[1] https://twitter.com/wonkscience/status/1084035955298836484
[1] https://sophtalksscience.com/2018/12/07/scicommers-to-watch-2019/
[1] https://www.lesswrong.com/posts/fysgqk4CjAwhBgNYT/fake-explanations
[1] https://en.wikipedia.org/wiki/Barbara_McClintock
[1] https://twitter.com/ScienceIsMetal/status/1083833913166815232

Top URLs in Tweet in G7:
[2] https://twitter.com/johnbesley/status/1083715548834340864
[2] https://twitter.com/jenheemstra/status/1083900115763503105
[2] https://twitter.com/profmarkreed/status/1084737693987295232
[2] https://lee-phillips.org/nye/
[2] https://link.springer.com/article/10.1007/s00701-018-3757-8
[1] https://twitter.com/comscicontri/status/1083743555816996867
[1] https://brainec.com/g/3KXXcmtnLrxC
[1] https://twitter.com/bbcarchive/status/1080501473543303169
[1] https://www.theguardian.com/science/2017/jun/27/profitable-business-scientific-publishing-bad-for-science
[1] https://twitter.com/SUEtheTrex/status/1083905140904595457

Top URLs in Tweet in G8:
[3] https://www.scienceforprogress.eu/17-from-phd-to-scicomm-via-booktube-with-deboki-chakravarta/
[3] https://twitter.com/comscicontri/status/1083743555816996867
[2] https://scicomm.space/diary/2019/1/6/little-event-jan-24-2019
[2] https://itunes.apple.com/us/podcast/science-for-societal-progress/id1351041773
[1] https://twitter.com/OrinocoComms/status/1083775989572874240
[1] https://twitter.com/cvezzo/status/1083809549222641664
[1] https://www.youtube.com/watch?v=3KSTjXgs2qg&feature=youtu.be

[1] https://twitter.com/choo_ek/status/1084299219706335232
[1] https://twitter.com/rebeccakmccray/status/1084851653612879872
[1] https://twitter.com/bryandjames/status/1084963118122500096

Top URLs in Tweet in G9:
[15] https://news.wisc.edu/gene-editing-tool-now-being-used-to-develop-better-antibiotics/
[11] https://www.statnews.com/2019/01/11/virtual-repurposing-speed-drug-development/
[9] https://newsroom.au.dk/nyheder/vis/artikel/aarhusforskere-kortlaegger-hidtil-ukendt-sygdom-hos-boern/
[4] https://www.azosensors.com/article.aspx?ArticleID=1432
[3] https://www.chemistryviews.org/details/news/11122527/Perovskite_Optoelectronic_Devices_Produced_by_Orthogonal_Lithography.html#.XDXG_3Wvavk.twitter
[2] http://www.scienceseeker.org/2019/01/what-destroyed-worlds-first-empire-how.html
[2] https://www.chemistryviews.org/details/news/11123899/Ferroelectricity_and_Magnetism_Could_Coexist_in_VOCl2_Monolayers.html#.XDtrNj8FJYw.twitter
[2] https://the-gist.org/2019/01/nano-tweezers-pluck-single-molecules/
[1] http://www.scienceseeker.org/2019/01/whats-good-news-on-cancer-should-we.html
[1] https://www.smithsonianmag.com/innovation/how-jean-bennett-found-way-treat-hereditary-blindness-children-180971168/

Top URLs in Tweet in G10:
[23] https://inpst.net/antioxidant-phytochemicals-takeover-scientific-attention-replacing-antioxidant-vitamins-and-minerals/
[17] https://inpst.net/natural-modulators-of-the-hallmarks-of-immunogenic-cell-death/
[13] https://inpst.net/doesitworksummary-vitamin-d-to-counteract-chronic-inflammation-in-type-2-diabetes/
[7] https://inpst.net/effect-of-magnesium-supplements-on-serum-c-reactive-protein-a-systematic-review-and-meta-analysis/
[6] http://emeraldgrouppublishing.com/products/journals/call_for_papers.htm?id=8188&fbclid=IwAR3BVuCFOfre3_oqgz_zqj0YefJGSI0r2XfjB-g7xuo9_7aY1kfKHgiRSgE
[5] http://inpst.net/the-top-25-biotech-influencers-to-watch-on-twitter-ranking-by-disruptor-daily-lists-on-11th-position-atanas-g-atanasov-inpst-founder-and-executive-director/
[4] http://inpst.net/volatiles-from-the-hypoxylaceous-fungi-hypoxylon-griseobrunneum-and-hypoxylon-macrocarpum/
[3] https://inpst.net/blog/a-spicy-flavored-and-colorful-platter-to-support-healthy-brain-and-eyesight/
[3] https://inpst.net/doesitworksummary-probiotics-against-clostridium-difficile-infections/
[2] https://inpst.net/when-neuroscience-meets-pharmacology-a-neuropharmacology-literature-analysis/

Top Domains
Top Domains in Tweet in Entire Graph:
[433] twitter.com
[92] inpst.net
[87] youtube.com
[55] nature.com
[36] co.uk
[24] sagepub.com
[23] iands.org
[20] wisc.edu
[18] wordpress.com
[17] theconversation.com

Top Domains in Tweet in G1:
[74] twitter.com
[16] youtube.com
[6] fimfiction.net
[5] iands.org
[4] co.uk
[3] chembites.org
[3] ted.com
[3] thesciencebreaker.org
[3] cdnsciencepub.com
[3] worldpdcoalition.org

Top Domains in Tweet in G2:
[79] twitter.com
[17] youtube.com
[4] 000webhostapp.com
[4] cdc.gov
[3] wordpress.com
[3] beacon-center.org
[3] phys.org
[3] medium.com
[2] exposurehackathon.com
[2] facebook.com

Top Domains in Tweet in G3:
[22] twitter.com
[19] sagepub.com
[11] pnas.org
[6] theconversation.com
[6] com.au
[5] aaas.org
[5] american.edu
[4] adp.com
[3] nytimes.com
[3] weebly.com

Top Domains in Tweet in G4:
[41] twitter.com
[27] youtube.com
[18] iands.org
[11] co.uk
[10] antybuddy.com
[9] scienceandnonduality.com
[8] blogspot.com
[8] com.ar
[7] parapsikoloji.net
[7] wordpress.com

Top Domains in Tweet in G5:
[2] twitter.com
[1] ucr.edu
[1] dropbox.com

Top Domains in Tweet in G6:
[13] co.uk
[3] twitter.com
[1] amoebasisters.com
[1] youtube.com
[1] sophtalksscience.com
[1] lesswrong.com
[1] wikipedia.org

Top Domains in Tweet in G7:
[42] twitter.com
[3] youtube.com
[2] theguardian.com
[2] theconversation.com
[2] lee-phillips.org
[2] springer.com
[2] ac.uk
[1] brainec.com
[1] weebly.com
[1] businessinsider.com

Top Domains in Tweet in G8:
[10] twitter.com
[4] scienceforprogress.eu
[2] scicomm.space
[2] apple.com
[1] youtube.com
[1] whyy.org
[1] orinococomms.com
[1] scienceblog.com
[1] co.uk
[1] scientificamerican.com

Top Domains in Tweet in G9:
[15] wisc.edu
[12] statnews.com
[9] au.dk
[5] azosensors.com
[5] chemistryviews.org
[3] scienceseeker.org
[3] twitter.com
[3] the-gist.org
[1] smithsonianmag.com
[1] harvard.edu

Top Domains in Tweet in G10:
[87] inpst.net
[6] emeraldgrouppublishing.com
[2] twitter.com
[1] researchgate.net
[1] sfn.org
[1] columbiasurgery.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2798] scicomm
[473] science
[213] sciart
[110] stem
[98] biology
[86] womeninstem
[84] sciencetwitter
[71] phdchat
[71] research
[66] scipol



Top Hashtags in Tweet in G1:
[400] scicomm
[50] science
[16] scipol
[14] stem
[14] famelabaus
[13] phdchat
[11] sciencetwitter
[10] sciart
[10] namethatthing
[10] ecrchat

Top Hashtags in Tweet in G2:
[379] scicomm
[39] science
[34] sciencetwitter
[28] phdchat
[20] research
[16] scicommjc
[15] academictwitter
[13] sciart
[12] phdlife
[11] stem

Top Hashtags in Tweet in G3:
[238] scicomm
[43] sciengage
[34] jobalert
[17] stem
[15] scipol
[14] waronscience
[9] fakenews
[9] misinformation
[7] sciwri
[5] envcomm

Top Hashtags in Tweet in G4:
[389] scicomm
[56] snrtg
[54] wordpress
[40] psychat
[32] science
[29] parapsych
[26] malliardreport
[22] itrtg
[21] himachal
[20] bloggerstribe

Top Hashtags in Tweet in G5:
[40] scicomm
[25] fossilfriday
[25] crossstitch
[24] sundayfishsketch
[18] treefrogs
[17] herpinprogress
[14] snakes
[14] frogs
[14] lizards
[13] sciart

Top Hashtags in Tweet in G6:
[119] scicomm
[118] science
[59] biology
[31] sciart
[7] stem
[5] womeninstem
[4] magazine
[4] wonkmagazine
[1] namethatthing
[1] genetics

Top Hashtags in Tweet in G7:
[97] scicomm
[9] science
[3] perspective
[2] stem
[2] academictwitter
[2] scied
[2] phdchat
[2] phd
[2] ecrchat
[2] neurosurgery

Top Hashtags in Tweet in G8:
[39] scicomm
[35] gre
[35] scam
[8] science
[7] phd
[6] publicengagement
[3] epitwitter
[3] epidemiologist
[3] booktube
[3] cancer

Top Hashtags in Tweet in G9:
[35] scicomm
[31] raredisease
[21] itrtg
[16] iot
[15] technology
[13] nanotechnology
[12] genetherapy
[11] blindness
[9] meded
[9] graphene

Top Hashtags in Tweet in G10:
[66] science
[61] inpst
[45] health
[32] scicomm
[22] nutrition
[19] medicine
[16] doesitworksummary
[14] diet
[14] biotech
[12] pharmacy

Top Words
Top Words in Tweet in Entire Graph:
[4320] Words in Sentiment List#1: Positive
[1567] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[114435] Non-categorized Words
[120322] Total Words
[2906] scicomm
[1200] science
[522] out
[497] new
[395] s

Top Words in Tweet in G1:
[402] scicomm
[153] science
[76] research
[53] s
[49] great
[43] here
[38] one
[37] out
[36] 2019
[36] new

Top Words in Tweet in G2:
[395] scicomm
[123] science
[58] week
[54] more
[54] out
[52] great
[51] 1
[46] 3
[46] phd
[43] research

Top Words in Tweet in G3:
[246] scicomm
[109] writing
[85] science
[70] pnasnews
[68] new
[63] co
[59] good
[56] t
[55] aaasmassmedia
[53] https

Top Words in Tweet in G4:
[401] scicomm
[112] science
[64] out
[64] g4mma
[56] snrtg
[54] wordpress
[44] new
[40] check
[40] psychat
[39] one

Top Words in Tweet in G5:
[51] scicomm
[50] trilobites
[41] out
[39] new
[33] s
[30] wildwildtwest
[30] basiliskosart
[29] m
[29] here
[27] trying

Top Words in Tweet in G6:
[153] science
[119] scicomm
[104] amoebasisters
[59] gene
[59] regulation
[59] kiiiind
[59] big
[59] deal
[59] biology
[46] wonkscience

Top Words in Tweet in G7:
[104] scicomm
[26] science
[10] s
[9] more
[8] work
[7] great
[7] communication
[7] people
[7] new
[6] one

Top Words in Tweet in G8:
[70] gre
[61] new
[47] scicomm
[36] ed
[36] 1
[35] higher
[35] scam
[35] watch
[35] part
[35] miniseries

Top Words in Tweet in G9:
[78] primary_immune
[35] scicomm
[35] new
[32] technology
[31] raredisease
[26] drug
[24] editing
[23] genetic
[23] disease
[23] approved

Top Words in Tweet in G10:
[78] _inpst
[72] science
[64] inpst
[47] health
[46] antioxidant
[37] scicomm
[26] phytochemicals
[25] vitamins
[24] minerals
[23] takeover

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[225] check,out
[178] science,scicomm
[96] science,communication
[70] big,deal
[69] scicomm,biology
[69] sciart,scicomm
[69] https,t
[69] t,co
[64] gene,regulation
[64] regulation,kiiiind

Top Word Pairs in Tweet in G1:
[25] old,woman
[25] woman,creek
[25] creek,national
[25] national,estuarine
[25] estuarine,research
[25] research,reserve
[25] reserve,hiring
[25] hiring,manager
[25] manager,lead
[25] lead,lake

Top Word Pairs in Tweet in G2:
[32] check,out
[25] hey,sciencetwitter
[21] students,ask
[20] teaching,scicomm
[19] sciencetwitter,teaching
[19] scicomm,class
[19] class,polled
[19] polled,students
[19] ask,favorite
[18] allison_coffin,hey

Top Word Pairs in Tweet in G3:
[51] https,t
[51] t,co
[47] good,writing
[40] analysis,journal
[40] journal,articles
[40] articles,focusing
[40] focusing,11
[40] 11,writing
[40] writing,style
[40] style,components

Top Word Pairs in Tweet in G4:
[40] check,out
[36] scicomm,wordpress
[26] wordpress,parapsych
[26] parapsych,psychat
[21] malliardreport,scicomm
[19] scicomm,snrtg
[18] anthony,peake
[18] psychotherapy,near
[18] near,death
[18] death,perspective

Top Word Pairs in Tweet in G5:
[25] fossilfriday,crafty
[25] crafty,edition
[25] edition,m
[25] m,trying
[25] trying,out
[25] out,new
[25] new,hobbies
[25] hobbies,2019
[25] 2019,here
[25] here,crossstitch

Top Word Pairs in Tweet in G6:
[61] science,scicomm
[59] gene,regulation
[59] regulation,kiiiind
[59] kiiiind,big
[59] big,deal
[59] deal,science
[59] scicomm,biology
[58] amoebasisters,gene
[37] issue,1
[32] 1,wonk

Top Word Pairs in Tweet in G7:
[4] climate,change
[3] science,communication
[3] find,out
[2] thoughtful,article
[2] article,avoiding
[2] avoiding,combative
[2] combative,language
[2] language,scicomm
[2] more,science
[2] dans,les

Top Word Pairs in Tweet in G8:
[35] gre,higher
[35] higher,ed
[35] ed,scam
[35] scam,watch
[35] watch,part
[35] part,1
[35] 1,new
[35] new,miniseries
[35] miniseries,gre
[35] gre,useless

Top Word Pairs in Tweet in G9:
[16] shared,genetic
[16] genetic,pathway
[16] pathway,discovered
[16] discovered,possible
[16] possible,treat
[16] treat,one
[16] one,disease
[16] disease,drug
[16] drug,approved
[16] approved,another

Top Word Pairs in Tweet in G10:
[58] inpst,science
[45] science,health
[24] vitamins,minerals
[23] antioxidant,phytochemicals
[23] phytochemicals,takeover
[23] takeover,scientific
[23] scientific,attention
[23] attention,replacing
[23] replacing,antioxidant
[23] antioxidant,vitamins

Top Replied-To
Top Replied-To in Entire Graph:
@thestemsquad
@allison_coffin
@snailix_phl
@drjoehanson
@ehmee
@vgwschutte
@buddepiept
@drclarefedele
@tpoi
@repealist_

Top Replied-To in G1:
@charlotte_fr5
@alexanderhaslam
@sciencepetr
@myfrogcroaked
@aldacenter

Top Replied-To in G2:
@thestemsquad
@snailix_phl
@allison_coffin
@buddepiept
@allisonhutchiso
@learnloudly
@scicarly
@rheemor
@sophtalkssci
@jenheemstra

Top Replied-To in G3:
@drjoehanson
@scheufele
@lisavipes
@lady_beaker
@mramosdc
@alomshaha
@mckelmer
@constababble
@sciencewithtyus

Top Replied-To in G4:
@snailix_phl
@vgwschutte
@allison_coffin
@abeeslife
@thetinybirdgirl
@evolutionistrue
@_vadjina_
@johncarlosbaez
@eatsleepbiosci
@minoritystem

Top Replied-To in G5:
@scicomm_jc
@allison_coffin

Top Replied-To in G6:
@sophtalkssci

Top Replied-To in G8:
@thelabandfield
@alfredomorabia
@bethlinas
@maddie_sofia
@snailix_phl

Top Mentioned
Top Mentioned in Entire Graph:
@amoebasisters
@primary_immune
@g4mma
@_inpst
@pnasnews
@wonkscience
@aaasmassmedia
@johninnescentre
@davidnbreslauer
@theoctonation

Top Mentioned in G1:
@kkarend
@g4mma
@alanalda
@alda
@aldacenter
@aubritish
@johnbesley
@scipolguy
@astroduff
@cvisb

Top Mentioned in G2:
@iamscicomm
@allison_coffin
@scicomm_jc
@sarahmackattack
@thestemsquad
@anobre1
@ci
@scicommjc
@snailix_phl
@skypeascientist

Top Mentioned in G3:
@pnasnews
@aaasmassmedia
@aaas
@engageclimate
@scheufele
@maddie_sofia
@tiffanylohwater
@conversationus
@johnbesley
@amandagrennell

Top Mentioned in G4:
@g4mma
@paratutkimus
@primary_immune
@lisavipes
@anty_buddy
@nondualscience
@sdbn
@afro_herper
@flygirlnhm
@dlf_forschung

Top Mentioned in G5:
@wildwildtwest
@basiliskosart
@yara_haridy
@physicsj
@cosplay4science
@paleoparadox
@herpetallogy
@mirellaorsi
@ludmillascience
@amoebasisters

Top Mentioned in G6:
@amoebasisters
@wonkscience
@ashortscientist
@acapellascience
@qmul
@myfrogcroaked
@juxxtaposition
@foramfriday
@_hannahneedham_
@drtatianaporto5

Top Mentioned in G7:
@lovettbr
@realbrainbook
@alexiswrites

Top Mentioned in G8:
@wokestem
@samillingworth
@drrichardberks
@hanaayoob
@sciforprogress
@sciam
@bethlinas
@okidoki_boki
@publichealth
@amjpublichealth

Top Mentioned in G9:
@primary_immune
@lc_nanowriter
@glasgowgist
@fieldsinstitute
@elainetwsalt
@statnews
@caitlind65
@scidansscidan
@artsci_salon

Top Mentioned in G10:
@_inpst
@_atanas_
@hjkhan
@lead_coalition
@fgrazz
@nutradvance
@smootsienna
@kannan9900
@phdilkersaygili
@iambhutia

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@sectest9
@nosqldigest
@edinburghwatch
@digestwordpress
@_redfrog
@chuddles11
@edgametec
@gamergeeknews
@asher_wolf

Top Tweeters in G1:
@bronyretweets
@starbucks
@may_gun
@rocketman528
@petloverhermine
@braggingdragon1
@mmmukalla
@leifthetank
@capitalweather
@_open_science_

Top Tweeters in G2:
@edinburghwatch
@lianabrooks
@danielocl
@zebrafinch
@whysharksmatter
@smh
@skippybkroo
@academicchatter
@physicistlisa
@ashqui_ventures

Top Tweeters in G3:
@blackphysicists
@nytimes
@kellierosewick
@latimes
@jchrispires
@spooky_girl
@paleophile
@alomshaha
@butterflyseis
@jobourne

Top Tweeters in G4:
@cowboyscifibot
@nosqldigest
@digestwordpress
@rt_himachal
@__stellaaaar
@snrtg
@bblogrt
@crawlieswithcri
@drjengunter
@ctvnews

Top Tweeters in G5:
@thepowerofmeow
@temptoetiam
@emoontx
@ursidea
@pepecastellano
@adolwyn
@am_anatiala
@europa_charon
@surskitty
@tomholtzpaleo

Top Tweeters in G6:
@temi_talks
@ahmedhassan1434
@aliceleung
@sneakyriki
@dannynic
@pitakakariki
@phanta312
@kasunyanne
@rsamantha725
@gringene_bio

Top Tweeters in G7:
@rocza
@sarklor
@jatetro
@mrterborg
@eschersand
@bucksci
@dantact
@rwsmolensjr
@phi48
@colinjcarlson

Top Tweeters in G8:
@myownpetard
@dom_conlon
@needhibhalla
@nbni_books
@thelabandfield
@sciam
@_astro_nerd_
@kathleenkanavos
@typograph
@amazon

Top Tweeters in G9:
@sectest9
@gamergeeknews
@chidambara09
@7wdata
@ham_gretsky
@machinelearn_d
@ashot_
@big_data_flow
@arstechnica
@jenlucpiquant

Top Tweeters in G10:
@adriansysnet
@vicentelozadab
@craigjo80374965
@califquail1969
@mary_b_68
@enrirosasdiaz
@serpentina66
@cpa61
@laahimsa
@av693


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