scicomm, Twitter, 4/9/2019 1:28:50 PM, 193115


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scicomm_2019-04-09_05-10-40.xlsx
scicomm_2019-04-09_05-10-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 09, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2KlyTjy
@scicommbot
@_open_science_
@sarahmackattack
@sciforprogress
@sciencetalkorg
@briles_34
@_inpst
@tomozaurus
@sci_comm_
@matteofarinella

Top hashtags:
#scicomm
#science
#scitalk19
#sciart
#womeninstem
#research
#ff

Description:
Description
The graph represents a network of 4,519 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, 09 April 2019 at 12:12 UTC.

The requested start date was Tuesday, 09 April 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 3-day, 2-hour, 29-minute period from Friday, 05 April 2019 at 12:03 UTC to Monday, 08 April 2019 at 14:32 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 : 4519
Unique Edges : 6880
Edges With Duplicates : 1614
Total Edges : 8494
Number of Edge Types : 3
Mentions : 7445
Replies to : 246
Tweet : 803
Self-Loops : 803
Reciprocated Vertex Pair Ratio : 0.0518496058217101
Reciprocated Edge Ratio : 0.0985874891899683
Connected Components : 413
Single-Vertex Connected Components : 124
Maximum Vertices in a Connected Component : 3297
Maximum Edges in a Connected Component : 7175
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.435054
Graph Density : 0.000339817489893883
Modularity : 0.695138
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[31] https://blogs.scientificamerican.com/artful-amoeba/for-some-reason-new-world-flying-squirrels-fluoresce-pink/
[25] https://inpst.net/the-berries-on-the-top/
[23] https://smile.amazon.com/gp/charity/homepage.html
[12] https://twitter.com/ocaptmycapt/status/1113898481691836416
[12] https://pintofscience.co.uk/events/norwich
[9] http://sciteum.com/iypt
[9] 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/
[9] https://thirdpodfromthesun.com/2019/04/01/e16-gunslingers-of-the-sea/
[7] https://www.scepticisme-scientifique.com/episode-433-la-psychologie-scientifique-jacques-van-rillaer/
[7] http://III.VI

Top URLs in Tweet in G1:
[4] http://stephanieschuttler.com/13-reasons-to-use-citizen-science-in-your-k-12-classroom/?utm_content=buffere6c22&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://twitter.com/mcMariaSea/status/1114307674072600576
[3] https://twitter.com/comscicontri/status/1114645767317282827
[2] https://www.sciencetalk.org/science-talk-19.html
[2] https://gaiusjaugustus.com/you-should-hire-an-artist/?utm_content=buffer590d0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://scientiapotentiaest.blog/2019/04/01/pandemics-and-epidemics/?utm_content=buffer80ad8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://sciworthy.com/an-electric-tongue-helps-researchers-study-fish-flavors/?utm_content=bufferc8921&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://comscicon.com/comscicon-triangle-2019-panels-and-speakers
[2] https://www.scienceforprogress.eu/category/twitter-rocur-announcement/
[2] https://twitter.com/SfNtweets/status/1113605357442609152

Top URLs in Tweet in G2:
[7] https://www.scepticisme-scientifique.com/episode-433-la-psychologie-scientifique-jacques-van-rillaer/
[5] https://sciblogs.co.nz/genomics-aotearoa/2019/04/05/a-long-read-and-a-tricky-jigsaw-puzzle/
[5] https://jeroencarelse.com/about/young-talent-new-talent-or-simply-talent/
[4] https://www.spr.ac.uk/news/smoke-and-mirrors-psychology-magic
[4] https://theethicalskeptic.com/2019/04/06/the-roger-principle/
[3] https://www.youtube.com/watch?v=RxNzUSt8E5M

[3] http://soapboxscience.org/soapbox-science-2019-sydney/
[3] https://www.bibliotecabozzanodeboni.com/2019/4-maggio-2019-33-giornata-di-studio-sul-tema-esperimenti-in-parapsicologia/
[3] https://www.scienceandnonduality.com/?post_type=post&p=135339
[3] http://consciousnessunbound.blogspot.com/2019/04/our-worst-enemy-can-be-ourselves.html

Top URLs in Tweet in G3:
[6] https://www.kickstarter.com/projects/1950391618/inking-science?ref=project_link
[4] https://www.comedyfestival.com.au/2019/shows/nikola
[4] https://www.instagram.com/p/Bv49TfOBReW/?utm_source=ig_share_sheet&igshid=1mlu878d7spqx
[4] http://www.cimaza.be
[4] https://twitter.com/KonigWilhelm/status/1110666709302693888
[3] https://www.fimfiction.net/blog/852454/rainbow-lasers
[3] https://twitter.com/ResearchSEA/status/1114456364917624832
[3] https://arstechnica.com/science/2019/04/ftc-hits-predatory-scientific-publisher-with-a-50-million-fine/
[3] https://twitter.com/sravnik/status/1114923710962720770
[2] http://sciteum.com/iypt

Top URLs in Tweet in G4:
[19] https://smile.amazon.com/gp/charity/homepage.html
[4] https://smile.amazon.com/gp/chpf/change/ref=smi_se_rspo_change_cycsc
[1] http://smile.amazon.com/
[1] https://twitter.com/SarahMackAttack/status/1114936120733777920
[1] https://www.pscp.tv/w/b3tOOjFWR2p2b0FxTnl4RU98MU1ZeE5kcnJvWlpHdzAB12d3xV-3rDQtx8wAYEUAvV0kYWDsJypl1Tl9VEOE?t=7m46s
[1] https://www.pscp.tv/w/b3tNATQ5ODkzMTl8MU1ZeE5kcnJvWlpHdzomXe8pGIBUzpDc37KQv0BfHmZ9YGXJDW3VRfTTo1oh
[1] https://www.youtube.com/watch?v=VAF87jAjAqQ&feature=youtu.be

[1] https://twitter.com/caveatnyc/status/1114307230382329858
[1] https://www.youtube.com/watch?v=PHeMORGQCT8&feature=youtu.be

[1] https://twitter.com/caveatnyc/status/1114565179713388544

Top URLs in Tweet in G5:
[6] https://ameliashevenell.wordpress.com/2019/04/03/iodp-exp-382-week-2-our-first-cores-and-the-chaos-that-ensued/
[3] http://life.in
[3] https://arxiv.org/abs/1401.2122
[3] http://sites.nationalacademies.org/DBASSE/Sci_Comm_Partnership_Award/index.htm
[2] https://twitter.com/sci_comm_/status/1114760852845019136
[2] https://mdpi.com/1099-4300/19/10/535
[2] http://stacks.iop.org/1742-6596/1071/i=1/a=012010?key=crossref.a0e639ab09fa55d33c876c3d89776d99
[2] https://twitter.com/Sci_Comm_/status/1114446323238014976
[2] https://www.youtube.com/user/SacklerColloquia
[2] https://twitter.com/johnbesley/status/1115201686480523265

Top URLs in Tweet in G6:
[11] https://pintofscience.co.uk/events/norwich
[9] https://thirdpodfromthesun.com/2019/04/01/e16-gunslingers-of-the-sea/
[3] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018JC014383
[3] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018MS001477
[2] https://twitter.com/deepseadawn/status/1114564137261129728
[2] https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2018JD028922
[2] https://www.americangeosciences.org/workforce/webinars/telling-your-geoscience-story-story-maps
[2] https://blogs.agu.org/sciencecommunication/2019/03/27/science-communication-needs-mentorship-you-can-help/
[2] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2018GH000164
[2] https://blogs.agu.org/sciencecommunication/2019/04/01/embedding-science-within-the-art-world/

Top URLs in Tweet in G7:
[4] https://twitter.com/hm_palmer/status/1114280835643891712
[2] https://twitter.com/WhySharksMatter/status/1113848836642836486
[2] http://www.southernfriedscience.com/30-earth-month-heroes/
[2] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=0097f8b0-d7fc-4ca4-a65d-8e1424c01e16&ccId=19000101_000001&jobId=159512&lang=en_US&source=TW
[1] https://openexplorer.nationalgeographic.com/expedition/dnlee5
[1] https://www.outsideonline.com/2329711/surviving-crocodile-bite-shark-week-Melissa-Cristina-M%C3%A1rquez
[1] https://twitter.com/mcmsharksxx/status/1114184928344846336
[1] https://twitter.com/EngageClimate/status/1113549420023418882
[1] https://www.aaas.org/page/ifthen-ambassadors
[1] https://twitter.com/SiobhanLeachman/status/1114384804080836608

Top URLs in Tweet in G8:
[2] https://justinedees.us19.list-manage.com/subscribe?u=c2ceb505574cbf9d3dfc77448&id=c54a16dbdf
[2] https://twitter.com/mocatoronto/status/1113819027024023552
[2] https://greenriters.com/key-terms-related-to-peer-reviewed-journals/
[2] http://api.streamscience.co/url/map?url_id=5cab4618e4b031253e7d06e8
[1] https://www.theguardian.com/commentisfree/2019/apr/05/why-people-believe-the-earth-is-flat-and-we-should-listen-to-anti-vaxxers?CMP=share_btn_tw
[1] https://twitter.com/TVVde/status/1114122031187021824
[1] https://twitter.com/rogdodgemcbodge/status/1114142871207149568
[1] https://twitter.com/hkeetz/status/1114161854169923585
[1] https://treibholz-podcast.de/023/
[1] https://twitter.com/drkrisg/status/1113918743204130817

Top URLs in Tweet in G9:
[5] https://www1.uwe.ac.uk/research/sciencecommunicationunit/coursesandtraining/postgraduatetaughtcourses/mscbursary.aspx
[2] https://www.eventbrite.co.uk/e/becky-alexis-martin-disarming-doomsday-tickets-59992242412
[2] http://rolfhut.nl/2019/04/06/waarom-ik-niet-meer-graag-een-workshop-over-mijn-onderzoek-geef/
[1] https://www.scienceopen.com/search#collection/6db2657e-c46d-497f-ba37-b0079802d907
[1] https://www.scienceopen.com/collection/scholcomms
[1] https://www1.uwe.ac.uk/research/sciencecommunicationunit/events/scicomsouthwestconference.aspx
[1] https://info.uwe.ac.uk/events/event.aspx?id=24150
[1] https://meetingorganizer.copernicus.org/EGU2019/session/30898
[1] https://meetingorganizer.copernicus.org/EGU2019/session/30891
[1] https://twitter.com/playisthething1/status/1114614715576090629

Top URLs in Tweet in G10:
[2] https://twitter.com/ocaptmycapt/status/1113898481691836416
[1] https://www.sophtalksscience.com/
[1] https://twitter.com/sophtalkssci/status/1113763568661479425
[1] https://www.braeunerd.com/guestpost-the-other-side-of-health/
[1] https://www.braeunerd.com/not-all-snakes-are-created-equal/
[1] https://pintofscience.fr/
[1] http://theskyisnotthelimit.org/sciart/chemistry-of-cooking-pancakes-zine
[1] https://www.nejm.org/doi/full/10.1056/NEJMp1616577

Top Domains
Top Domains in Tweet in Entire Graph:
[396] twitter.com
[66] youtube.com
[34] inpst.net
[32] scientificamerican.com
[31] amazon.com
[25] co.uk
[21] okt.to
[19] ac.uk
[19] wiley.com
[18] instagram.com

Top Domains in Tweet in G1:
[36] twitter.com
[8] stephanieschuttler.com
[4] scienceforprogress.eu
[4] medium.com
[3] foodsmartsphd.com
[3] amazon.com
[2] sciencetalk.org
[2] gaiusjaugustus.com
[2] scientiapotentiaest.blog
[2] sciworthy.com

Top Domains in Tweet in G2:
[37] twitter.com
[21] youtube.com
[8] nature.com
[7] scepticisme-scientifique.com
[6] ac.uk
[5] co.nz
[5] jeroencarelse.com
[5] blogspot.com
[4] soapboxscience.org
[4] theethicalskeptic.com

Top Domains in Tweet in G3:
[54] twitter.com
[9] instagram.com
[8] youtube.com
[6] kickstarter.com
[5] com.au
[4] cimaza.be
[3] fimfiction.net
[3] ucpress.edu
[3] npr.org
[3] arstechnica.com

Top Domains in Tweet in G4:
[24] amazon.com
[4] twitter.com
[3] youtube.com
[2] pscp.tv
[2] caveat.nyc
[1] skypeascientist.com
[1] pin.it
[1] qualtrics.com

Top Domains in Tweet in G5:
[39] twitter.com
[7] arxiv.org
[6] wordpress.com
[4] springer.com
[3] life.in
[3] nationalacademies.org
[3] bit.ly
[2] mdpi.com
[2] iop.org
[2] youtube.com

Top Domains in Tweet in G6:
[14] co.uk
[13] wiley.com
[9] thirdpodfromthesun.com
[8] agu.org
[5] twitter.com
[2] americangeosciences.org
[2] ravelry.com
[2] noaa.gov
[1] etsy.com
[1] medium.com

Top Domains in Tweet in G7:
[10] twitter.com
[2] southernfriedscience.com
[2] adp.com
[1] nationalgeographic.com
[1] outsideonline.com
[1] aaas.org
[1] ow.ly

Top Domains in Tweet in G8:
[33] twitter.com
[4] youtube.com
[2] theguardian.com
[2] list-manage.com
[2] cbc.ca
[2] linkedin.com
[2] greenriters.com
[2] streamscience.co
[1] treibholz-podcast.de
[1] dy.si

Top Domains in Tweet in G9:
[7] ac.uk
[2] scienceopen.com
[2] copernicus.org
[2] co.uk
[2] rolfhut.nl
[2] egu.eu
[1] twitter.com
[1] invisiblegrail.com
[1] wordpress.com
[1] geosociety.org

Top Domains in Tweet in G10:
[3] twitter.com
[2] braeunerd.com
[1] sophtalksscience.com
[1] pintofscience.fr
[1] theskyisnotthelimit.org
[1] nejm.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2760] scicomm
[233] science
[205] scitalk19
[151] sciart
[102] womeninstem
[88] research
[74] ff
[59] followfriday
[57] egu19
[53] phdchat



Top Hashtags in Tweet in G1:
[359] scicomm
[143] scitalk19
[48] followfriday
[48] ff
[42] comscicontri
[20] sciart
[19] scipol
[13] citizenscience
[11] btcon19
[9] nascolloquia

Top Hashtags in Tweet in G2:
[313] scicomm
[29] womeninstem
[23] birdglamour
[21] science
[18] snrtg
[18] bloggerstribe
[18] unapologeticallyfeministscientist
[18] wetland
[18] phragmites
[16] streamersconnected

Top Hashtags in Tweet in G3:
[365] scicomm
[31] expbio
[31] science
[19] sciout
[19] eb2019
[15] scitalk19
[15] anatomyscicomm
[14] anatomy19
[10] climatechange
[10] sciencetwitter

Top Hashtags in Tweet in G4:
[71] scicomm
[9] ff
[8] ourplanet
[7] wildlife
[7] naturalist
[5] comedy
[5] science
[4] stagefright
[4] academics
[4] singer

Top Hashtags in Tweet in G5:
[158] scicomm
[19] research
[19] phdchat
[17] science
[15] exp382
[14] misinformation
[14] nascolloquia
[13] sciart
[12] openaccess
[11] outreach

Top Hashtags in Tweet in G6:
[71] scicomm
[15] sciart
[9] sketchnotes
[8] agu18
[8] marchforsciencesa19
[7] norwich
[7] science
[7] pint19
[7] scitalk19
[6] scisummary

Top Hashtags in Tweet in G7:
[71] scicomm
[42] 30earthmonthheroes
[10] criticallyendangered
[10] gilbertspotoroo
[10] truffles
[5] seaturtle
[5] stem
[5] diversesharksalphabet
[5] sharks
[5] zooshowtell

Top Hashtags in Tweet in G8:
[125] scicomm
[11] scitalk19
[10] science
[7] sciart
[6] stem
[3] climateaware
[3] peerreview
[2] wisskomm
[2] biology
[2] unapologeticallyfeministscientist

Top Hashtags in Tweet in G9:
[57] scicomm
[31] egu19
[5] pari2019
[5] msc
[4] scienceopen
[3] scholarly
[3] communication
[3] uksg2019
[3] tegendebakker
[2] journalism

Top Hashtags in Tweet in G10:
[72] scicomm
[43] womeninstem
[42] zine
[4] fastestpathtozero
[3] science
[2] dayinthelife
[2] scitalk19
[2] outreach
[1] phdlife
[1] worldhealthday

Top Words
Top Words in Tweet in Entire Graph:
[5115] Words in Sentiment List#1: Positive
[1244] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[118958] Non-categorized Words
[125318] Total Words
[2751] #scicomm
[757] science
[496] please
[412] great
[411] s

Top Words in Tweet in G1:
[359] #scicomm
[158] science
[143] #scitalk19
[117] sciforprogress
[67] sciencetalkorg
[56] community
[54] comscicontri
[53] hey
[52] active
[51] followers

Top Words in Tweet in G2:
[306] #scicomm
[93] tuckercarlson
[76] science
[74] m
[67] hi
[50] scientistfemale
[48] sisterstem
[47] rock
[45] out
[44] great

Top Words in Tweet in G3:
[365] #scicomm
[102] science
[55] asbmb
[49] new
[47] today
[43] s
[41] great
[38] here
[38] out
[36] talk

Top Words in Tweet in G4:
[340] please
[170] sarahmackattack
[138] scientist
[136] skype
[119] support
[119] amazon
[118] now
[114] smile
[113] omg
[113] everybody

Top Words in Tweet in G5:
[158] #scicomm
[56] ice
[48] science
[26] see
[26] job
[22] doing
[22] up
[22] next
[21] research
[21] thejr

Top Words in Tweet in G6:
[71] #scicomm
[57] science
[33] theagu
[31] agu_scicomm
[26] s
[23] matteofarinella
[22] tickets
[21] language
[20] out
[19] day

Top Words in Tweet in G7:
[71] #scicomm
[42] #30earthmonthheroes
[38] s
[20] april
[18] mcmsharksxx
[17] important
[16] well
[16] days
[16] thank
[16] katmhuang

Top Words in Tweet in G8:
[125] #scicomm
[14] science
[12] work
[11] more
[11] #scitalk19
[10] #science
[10] out
[9] scicomm
[9] great
[8] need

Top Words in Tweet in G9:
[57] #scicomm
[31] #egu19
[26] open
[25] science
[23] launching
[23] book
[23] disarming
[23] doomsday
[22] mysteriousdrbex
[21] first

Top Words in Tweet in G10:
[72] #scicomm
[43] working
[43] #womeninstem
[42] astro
[42] twitter
[42] need
[42] help
[42] #zine
[42] project
[42] looking

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[278] please,please
[181] skype,scientist
[159] support,skype
[153] amazon,smile
[145] now,support
[145] scientist,amazon
[140] please,register
[139] omg,everybody
[139] everybody,great
[139] great,news

Top Word Pairs in Tweet in G1:
[49] sciforprogress,hey
[49] science,progressive
[48] hey,#followfriday
[48] #followfriday,#ff
[48] #ff,active
[48] active,science
[48] progressive,community
[48] community,less
[48] less,2500
[48] 2500,followers

Top Word Pairs in Tweet in G2:
[37] tuckercarlson,m
[37] sisterstem,metoostem
[37] metoostem,scientistfemale
[35] hi,tuckercarlson
[34] 500womensci,tuckercarlson
[33] tuckercarlson,sisterstem
[23] re,looking
[22] rock,doves
[21] coo,coo
[21] coo,re

Top Word Pairs in Tweet in G3:
[16] check,out
[14] science,communication
[13] share,science
[13] asbmb,science
[13] science,outreach
[13] outreach,communication
[13] communication,committee
[11] #scicomm,#sciout
[10] don,t
[10] gt,gt

Top Word Pairs in Tweet in G4:
[226] please,please
[136] skype,scientist
[118] support,skype
[117] now,support
[117] scientist,amazon
[114] amazon,smile
[113] omg,everybody
[113] everybody,great
[113] great,news
[113] news,now

Top Word Pairs in Tweet in G5:
[17] science,communication
[17] ice,facts
[17] series,young
[17] ice,observer
[12] #scicomm,job
[11] best,#scicomm
[11] #scicomm,#outreach
[11] #outreach,kind
[11] kind,even
[11] even,realize

Top Word Pairs in Tweet in G6:
[14] plain,language
[12] science,comics
[11] pint,science
[11] language,abstract
[10] scientifically,science
[10] comics,super
[10] super,powers
[10] powers,think
[10] think,jeff
[10] jeff,day

Top Word Pairs in Tweet in G7:
[15] well,response
[15] response,#30earthmonthheroes
[15] #30earthmonthheroes,first
[15] first,five
[15] five,days
[15] days,april
[15] april,overwhelming
[15] overwhelming,thank
[15] representation,#scicomm
[15] #scicomm,important

Top Word Pairs in Tweet in G8:
[5] check,out
[5] #sciart,#scicomm
[3] thanks,#scitalk19
[3] enthusiasm,#scicomm
[3] #scicomm,#scitalk19
[3] blog,post
[3] #stem,#scicomm
[2] science,communication
[2] super,cool
[2] much,more

Top Word Pairs in Tweet in G9:
[23] book,disarming
[23] disarming,doomsday
[19] doomsday,blackwellsmcr
[19] blackwellsmcr,23rd
[18] launching,first
[18] first,book
[18] 23rd,please
[18] please,keep
[18] keep,evening
[18] evening,free

Top Word Pairs in Tweet in G10:
[42] astro,twitter
[42] twitter,need
[42] need,help
[42] help,working
[42] working,#scicomm
[42] #scicomm,#zine
[42] #zine,#womeninstem
[42] #womeninstem,project
[42] project,looking
[42] looking,female

Top Replied-To
Top Replied-To in Entire Graph:
@sciforprogress
@sarahmackattack
@alicejanegray
@500womensci
@whysharksmatter
@letsfishsmarter
@katmhuang
@tbeckaa
@katharbourne
@pintofsciencees

Top Replied-To in G1:
@sciforprogress
@alicejanegray
@skypescientist
@sciencetalkorg
@sarahmackattack
@daniellightnin
@meredithschmehl
@katelynagreene
@realscientists
@sciencewithive

Top Replied-To in G2:
@500womensci
@sciforprogress
@castrocomm
@gsc1
@bmatb
@cole_burton
@wobster
@nzva_cvo
@pakayezu
@1crebeca

Top Replied-To in G3:
@sciforprogress
@lrramsay
@chapman_histo
@expbio
@kristalongtin
@anellesgardenin

Top Replied-To in G4:
@sarahmackattack
@1pckt
@adamhartscience
@thewildlifehost
@shishirbasant
@bones_canada

Top Replied-To in G5:
@embouchard5
@ucrisc
@sci_comm_
@mhendr61
@shark_fingirl

Top Replied-To in G6:
@tbeckaa
@agu_scicomm
@aot_satx
@astropartigirl

Top Replied-To in G7:
@whysharksmatter
@kevintconnor
@katmhuang
@mcmsharksxx
@drymanneldred
@fivemetrestop
@_scicomm
@ifthenshecan

Top Replied-To in G9:
@nwonieuws
@niederhuth
@chl0e_hill
@ryhertzberger

Top Replied-To in G10:
@sci_comm_
@castrocomm

Top Mentioned
Top Mentioned in Entire Graph:
@sarahmackattack
@sciforprogress
@tuckercarlson
@sciencetalkorg
@asbmb
@comscicontri
@scientistfemale
@sisterstem
@briles_34
@myfrogcroaked

Top Mentioned in G1:
@sciforprogress
@sciencetalkorg
@comscicontri
@kellyperil
@moefeliu
@jdhallphd
@sciencegoddess
@thephysicsgirl
@younglandis
@biotweeps

Top Mentioned in G2:
@tuckercarlson
@scientistfemale
@sisterstem
@metoostem
@g4mma
@500womensci
@lisavipes
@paleochick
@rachelniahager
@brittandbone

Top Mentioned in G3:
@asbmb
@susannagreer
@pbiwan
@expbio
@quirazeidan
@anatomymeeting
@organjm
@timbertweets
@xplorstation
@bio_prof

Top Mentioned in G4:
@sarahmackattack
@thewildlifehost
@natalia13reagan
@anjalikumar6
@kylemarian
@skypescientist
@isabetabug
@caveatnyc
@sciforprogress
@pj_saez

Top Mentioned in G5:
@thejr
@sci_comm_
@thenasciences
@marlowordybird
@arxiv
@integrablesys
@thenasem
@nasagoddard
@nsf_geo
@nstrappini

Top Mentioned in G6:
@theagu
@agu_scicomm
@matteofarinella
@storycollider
@deepseadawn
@webmz_
@amidotorg
@ron_nirenberg
@aot_satx
@mlkstreet

Top Mentioned in G7:
@mcmsharksxx
@taotaotasi
@scicomm
@katmhuang
@kevintconnor
@whysharksmatter
@aaas
@ucdavisgrad
@gilbertspotoroo
@_scicomm

Top Mentioned in G8:
@greenriters
@joyfulmicrobe
@elainetwsalt
@higheredpr

Top Mentioned in G9:
@mysteriousdrbex
@blackwellsmcr
@scicommsuwe
@samillingworth
@egu_g
@science_open
@protohedgehog
@cmplxtv_studies
@pcmasuzzo
@stfc_matters

Top Mentioned in G10:
@briles_34
@martijnpeters_
@mikamckinnon
@pintofsciencefr
@brossardd
@pariscience
@braeunerd
@shaka_lulu
@barackobama
@katmhuang

Top Tweeters
Top Tweeters in Entire Graph:
@edinburghwatch
@iartg
@gamergeeknews
@edgametec
@wildwalkerwoman
@chidambara09
@guardian
@el_pais
@vilinthril
@emccoy_writer

Top Tweeters in G1:
@upulie
@realscientists
@el1421
@leafwarbler
@philshapiro
@stephaniekays
@paleophile
@retiredtxteach
@deborahblum
@mskvarla36

Top Tweeters in G2:
@iartg
@chidambara09
@radioandpodcast
@iteration23
@soccermom1517
@inky_mark
@yamatho2
@iamjoetrudeau
@squizzradical
@midusamom

Top Tweeters in G3:
@pfanderson
@bronyretweets
@npr
@conversationuk
@_open_science_
@eye4msu
@eighttons
@subatomicdoc
@markowenmartin
@zanaines

Top Tweeters in G4:
@emccoy_writer
@neolithicsheep
@davidbflower
@rallidaerule
@astrokatie
@itativcs
@wildmoonsister
@biobabbler
@motelsiren
@sciencegurlz0

Top Tweeters in G5:
@tenneynaumer
@forbes
@academicchatter
@frackhazreveal
@bg_grace
@sphaleritemz
@whaaf
@artologica
@reddit
@exploringcreati

Top Tweeters in G6:
@vilinthril
@jrehnj
@citylab
@michaelemann
@aonek_wreg3
@noethematt
@theagu
@drshepherd2013
@dsfpspacefl1ght
@_allo

Top Tweeters in G7:
@edinburghwatch
@alikat747
@whysharksmatter
@seabiscuitaal
@ibjiyongi
@dnlee5
@craken_maccraic
@heydrwilson
@paganforge
@danirabaiotti

Top Tweeters in G8:
@garwboy
@orzelc
@kntsrgn
@choiceirregular
@wildlifebiogal
@publicchaffinch
@bioinfotools
@fizzicsed
@itjrzy
@marshgroup

Top Tweeters in G9:
@protohedgehog
@drbexl
@sarah_may1
@miekeroth
@mem_somerville
@oskaarcher
@zasursky
@eurogeosciences
@science_open
@keithwm

Top Tweeters in G10:
@torikh
@icm_lady
@wolven
@andrewr_physics
@moonwolf95
@ageekmom
@drstevenhobbs
@lacci
@cirquelar
@profabelmendez


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