scicomm, Twitter, 6/18/2019 1:00:21 PM, 200353


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scicomm_2019-06-18_05-10-48.xlsx
scicomm_2019-06-18_05-10-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 18, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2Ind1kA
@scicommbot
@_open_science_
@basiliskosart
@martijnpeters_
@amoebasisters
@glasgowscifest
@jenniferweeks83
@erinfhering
@drkatfish
@agu_scicomm

Top hashtags:
#scicomm
#science
#sciart
#sciencetwitter
#womeninstem
#research

Description:
Description
The graph represents a network of 4,870 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, 18 June 2019 at 12:12 UTC.

The requested start date was Tuesday, 18 June 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 4-day, 1-hour, 36-minute period from Thursday, 13 June 2019 at 13:01 UTC to Monday, 17 June 2019 at 14:37 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 : 4870
Unique Edges : 6949
Edges With Duplicates : 1824
Total Edges : 8773
Number of Edge Types : 3
Tweet : 882
Mentions : 7669
Replies to : 222
Self-Loops : 882
Reciprocated Vertex Pair Ratio : 0.0442661913250149
Reciprocated Edge Ratio : 0.0847795163584637
Connected Components : 467
Single-Vertex Connected Components : 132
Maximum Vertices in a Connected Component : 3540
Maximum Edges in a Connected Component : 7307
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.570116
Graph Density : 0.000296473983880756
Modularity : 0.712958
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[23] https://thewalrus.ca/the-rise-of-junk-science/#.XQa5hoX-YWs.twitter
[17] https://www.scienceforprogress.eu/category/twitter-rocur-announcement/
[12] https://aspb.org/publications/aspb-news/
[12] https://www.ecsite.eu/activities-and-services/news-and-publications/digital-spokes/issue-53
[12] https://blogs.agu.org/thirdpodfromthesun/2019/05/31/e18-riders-of-the-storm/
[11] https://www.sciencemag.org/news/2019/06/university-california-crispr-researchers-form-drug-discovery-alliance-pharma-giant
[11] https://www.nytimes.com/2019/06/12/health/collins-male-science-panels.html
[10] http://med.stanford.edu/news/all-news/2019/06/antibody-treatment-allows-transplant-of-mismatched-stem-cells.html
[9] https://twitter.com/martin_eve/status/1139440400832315392
[9] https://phys.org/news/2019-06-moon-years-giant-unknown.html

Top URLs in Tweet in G1:
[7] https://twitter.com/SarahMurphy39/status/1136461924592492544
[6] https://twitter.com/chemchicken/status/1139518040985522176
[5] https://climatechai.weebly.com/1/post/2019/06/new-beginnings.html
[5] https://twitter.com/xkcdComic/status/1139570367616319488
[5] https://www.deutschlandfunk.de/schnelle-evolution-neue-groppen-im-rhein.676.de.html?dram:article_id=451411
[4] https://www.instagram.com/p/BysFEFgC-BO/?igshid=5nxjirzjogi7
[3] https://xkcd.com/2163/
[3] https://www.nature.com/articles/d41586-019-01753-y?utm_source=twitter&utm_medium=social&utm_campaign=crs-&utm_content=170619v1&fbclid=IwAR2RvEOSsHwjqoV8KRNDKyhzYqOHjukDkvlP_O0t-xEBGd5mV0uY_i8dHBQ
[3] https://twitter.com/scifri/status/1139598628337512448
[3] https://connect.acspubs.org/ACSStyleGuide

Top URLs in Tweet in G2:
[8] https://www.thecatalystinme.com/post/mental-health-the-spectrum
[4] https://abouturolithina.com/pressrelease-humanclinicaltrial-antiaging-urolithina/
[4] https://www.synthego.com/blog/best-biotech-podcasts?utm_campaign=Blog&utm_content=93787145&utm_medium=social&utm_source=twitter&hss_channel=tw-760529971
[4] https://featherposter.com/
[3] https://youtu.be/w5Cy2mjBxQw
[3] https://twitter.com/MassiBucchi/status/1139181468880687104
[3] https://www.scienceforprogress.eu/category/twitter-rocur-announcement/
[3] https://twitter.com/malwareunicorn/status/1140009543314731008
[3] https://www.vox.com/science-and-health/2019/6/11/18652225/hype-science-press-releases?fbclid=IwAR0586lQ9gIrXAPe3iPa_VJA9jMPqUWVV1WZqfcqrx_LHGLNWbMDtzbLXCE
[3] https://twitter.com/SciCommSocBRS/status/1137661930691317760

Top URLs in Tweet in G3:
[12] https://blogs.agu.org/thirdpodfromthesun/2019/05/31/e18-riders-of-the-storm/
[8] https://www.axios.com/climate-change-earth-temperature-change-902e2958-451b-4044-a6a3-8dab46902da6.html
[3] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2018EF000989
[3] https://blogs.agu.org/sciencecommunication/2019/06/07/community-and-communication-dont-happen-naturally/
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018JC014042
[2] https://www.npr.org/2019/05/21/724994967/to-safely-study-volcanoes-scientists-bring-the-blast-to-them
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018EF001063
[2] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2018GL081243
[2] https://blogs.scientificamerican.com/observations/as-alaska-warms-wildfires-pose-a-growing-threat/?amp
[2] https://www.washingtonpost.com/weather/2019/05/21/mobs-are-ruining-storm-chasing/?utm_term=.8aaaad0bb3dc

Top URLs in Tweet in G4:
[5] https://youtu.be/Q1G3ESp9pN0
[4] https://thefemalescientist.com/portrait/viki-male/1670/meet-viki-male-an-immunologist-working-out-what-nk-cells-do-in-the-liver/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#849666375920603137-tw#1510551741097#849666375920603137-tw#1510595420173#849666375920603137-tw#1510595420610#710292192484068-fp#1514129613201#710292192484068-fp#1514129876810#849666375920603137-tw#1520769746871
[2] https://twitter.com/soapboxsydney/status/1138632832715091968
[1] https://www.vox.com/future-perfect/2019/6/15/18679138/nutrition-health-science-mice-news
[1] https://twitter.com/500queersci/status/1140434545474338817
[1] https://twitter.com/500queersci/status/1140610954637373440
[1] https://twitter.com/500queersci/status/1140339392935895040
[1] https://twitter.com/aaas/status/1139955841308798977
[1] https://twitter.com/lauracmccaughey/status/1139346636184834048
[1] https://undark.org/calling-audio-journalists-podcast-pitches/?fbclid=IwAR14BfVuwkCfE1LAyOG-bQxkshAjGgPqtYsd5LMMh-PuJlqcFDpNNO2YbWM

Top URLs in Tweet in G5:
[4] https://www.amazon.co.uk/dp/0241301831/ref=cm_sw_r_tw_dp_U_x_8QgYCbRPA0FHJ
[2] https://www.npr.org/2019/06/04/729314248/the-wasteland-that-is-the-scientific-poster-sessio?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[2] https://www.npr.org/sections/health-shots/2019/06/11/729314248/to-save-the-science-poster-researchers-want-to-kill-it-and-start-over
[1] https://www.reading.am/p/5cPu
[1] https://www.pipabraham.com/
[1] https://twitter.com/maitec_sec/status/1139031031250505729
[1] https://www.esof.eu/en/news-reader/the-greta-thunberg-effect-some-reflections-on-communication-427.html
[1] https://viaproductions.org/events/alberta_aug_20_learning/
[1] https://twitter.com/kinga_ostanska/status/1139193062582882304
[1] https://twitter.com/sarahfank/status/1139196980448714753

Top URLs in Tweet in G6:
[1] https://twitter.com/cousinamygdala/status/1138933091299258369
[1] https://framavox.org/g/ytwSgPzM/lire-la-science
[1] https://www.crowdcast.io/e/interview-with-cynde/register
[1] https://twitter.com/thedailybeast/status/1138937351336615936

Top URLs in Tweet in G7:
[8] https://phys.org/news/2019-06-moon-years-giant-unknown.html
[8] https://www.sciencemag.org/news/2019/06/university-california-crispr-researchers-form-drug-discovery-alliance-pharma-giant
[7] http://med.stanford.edu/news/all-news/2019/06/antibody-treatment-allows-transplant-of-mismatched-stem-cells.html
[6] https://aciste.org/breakout-session-janice-miner-holden-edd-lpc-s-ncc-acmhp/
[5] http://stanmed.stanford.edu/2019spring/young-brothers-ipex-syndrome-beat-transplant-odds.html
[5] http://noetic.org/conference/
[5] http://mossdreams.blogspot.com/2019/06/on-three-broad-bands-of-dreaming.html
[4] https://www.genengnews.com/news/genetic-makeup-influences-immunity-to-childhood-vaccines/
[4] http://transhumanity.net/how-robots-are-displacing-humans-on-wall-street/
[4] http://transhumanity.net/episode-111-android-jones-on-analog-digital-painting-the-sutras-being-an-artist-dad/

Top URLs in Tweet in G8:
[2] https://twitter.com/scicomm_jc/status/1140306259301691392
[1] https://twitter.com/corvidresearch/status/1138877300882100225
[1] https://twitter.com/JuGrill/status/1139568656667594753
[1] https://www.genome.gov/about-genomics/fact-sheets/Y-Chromosome-facts
[1] https://twitter.com/katebradfordsci/status/1140624919178272768
[1] https://anchor.fm/scicommjc/episodes/Ep-9-Predatory-Scientific-Journals---How-to-spot-and-avoid-them-e4bju5
[1] https://www.sciencedirect.com/science/article/pii/S0010027717301324
[1] https://twitter.com/cathmckenna/status/1140254074278989830
[1] https://thehill.com/policy/healthcare/448152-nih-director-will-no-longer-participate-in-all-male-panels?fbclid=IwAR2QJh1ZgRu8d9VBKWfZs7q39TPj8eeOw1I7LwKJfiWCrEtEJSivHPXsCqM
[1] https://blogs.plos.org/scicomm/2019/03/01/the-climate-is-changing-why-does-that-matter-to-me-and-why-should-it-matter-to-you/

Top URLs in Tweet in G9:
[3] https://www.youtube.com/watch?v=1RwJbhkCA58

[1] https://twitter.com/jenheemstra/status/1139560220739416064
[1] http://writing.rochester.edu/graduate/employment/writing-consultant.html
[1] https://derekcrowe.net/butterposter
[1] https://twitter.com/ErinFHering/lists/scicomm-tf-2019
[1] https://twitter.com/mikemorrison/status/1138576226241695745
[1] https://www.thermofisher.com/us/en/home/references/gibco-cell-culture-basics/cell-culture-heroes/daisy-shu.html
[1] https://www.npr.org/2019/06/04/729314248/the-wasteland-that-is-the-scientific-poster-sessio?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[1] https://www.npr.org/sections/health-shots/2019/06/11/729314248/to-save-the-science-poster-researchers-want-to-kill-it-and-start-over?fbclid=IwAR38SRcFvQb3Z9rt8zQmP7EYmWCyrnR3PCbGGexlcmeRP-MUDn5WS3amIf0

Top URLs in Tweet in G10:
[1] https://neuronline.sfn.org/Articles/Outreach/2019/Scientific-Storytelling-How-to-Win-Hearts-and-Minds
[1] http://www.sfn.org/advocacy/advocacy-network/advocacy-best-practices
[1] https://www.sfn.org/Meetings/Meeting-Policies-and-Guidelines/Photography-Policy
[1] https://twitter.com/simona_giunta/status/1140108182087446528
[1] https://opportunities.columbia.edu/cw/en-us/job/500558
[1] https://twitter.com/vscooper/status/1139353827017220096
[1] https://lib.guides.umbc.edu/c.php?utm_source=membership&utm_medium=email&utm_campaign=CHOMA&g=836720&p=6543682#s-lg-box-wrapper-25244543

Top Domains
Top Domains in Tweet in Entire Graph:
[425] twitter.com
[60] youtube.com
[29] blogspot.com
[26] npr.org
[23] co.uk
[23] thewalrus.ca
[20] transhumanity.net
[19] wiley.com
[19] scienceforprogress.eu
[18] wordpress.com

Top Domains in Tweet in G1:
[78] twitter.com
[7] instagram.com
[7] nature.com
[6] youtube.com
[6] sspnet.org
[5] iu.edu
[5] weebly.com
[5] deutschlandfunk.de
[4] npr.org
[4] sciteum.com

Top Domains in Tweet in G2:
[29] twitter.com
[10] youtube.com
[8] thecatalystinme.com
[6] omny.fm
[4] medium.com
[4] abouturolithina.com
[4] synthego.com
[4] featherposter.com
[4] youtu.be
[4] instagram.com

Top Domains in Tweet in G3:
[15] agu.org
[13] twitter.com
[13] wiley.com
[8] axios.com
[3] ametsoc.org
[3] scientificamerican.com
[2] silbersalz-festival.com
[2] npr.org
[2] washingtonpost.com
[1] falling-walls.com

Top Domains in Tweet in G4:
[10] twitter.com
[5] youtu.be
[4] thefemalescientist.com
[1] vox.com
[1] undark.org
[1] net.au
[1] trybooking.com
[1] scipod.global
[1] scientia.global
[1] youtube.com

Top Domains in Tweet in G5:
[48] twitter.com
[6] youtube.com
[5] npr.org
[4] co.uk
[3] medium.com
[2] theguardian.com
[2] com.au
[1] reading.am
[1] pipabraham.com
[1] esof.eu

Top Domains in Tweet in G6:
[2] twitter.com
[1] framavox.org
[1] crowdcast.io

Top Domains in Tweet in G7:
[23] blogspot.com
[15] transhumanity.net
[12] stanford.edu
[11] youtube.com
[10] sciencemag.org
[8] phys.org
[6] aciste.org
[5] noetic.org
[5] trib.al
[5] twitter.com

Top Domains in Tweet in G8:
[7] twitter.com
[1] genome.gov
[1] anchor.fm
[1] sciencedirect.com
[1] thehill.com
[1] plos.org
[1] billmoyers.com
[1] google.com
[1] blubrry.net

Top Domains in Tweet in G9:
[3] twitter.com
[3] youtube.com
[2] npr.org
[1] rochester.edu
[1] derekcrowe.net
[1] thermofisher.com

Top Domains in Tweet in G10:
[3] sfn.org
[2] twitter.com
[1] columbia.edu
[1] umbc.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2768] scicomm
[253] science
[194] sciart
[119] sciencetwitter
[87] womeninstem
[79] research
[75] stem
[70] phdlife
[67] phdchat
[53] academictwitter



Top Hashtags in Tweet in G1:
[381] scicomm
[47] science
[19] stem
[16] research
[14] openaccess
[14] sundayfishsketch
[14] phdchat
[13] sciencetwitter
[13] phd
[13] fishsci

Top Hashtags in Tweet in G2:
[269] scicomm
[37] science
[12] sciencetwitter
[12] sciart
[12] space
[9] physics
[9] womeninstem
[7] podcast
[7] art
[7] illustration

Top Hashtags in Tweet in G3:
[102] scicomm
[12] sciart
[12] scisummary
[12] agupubs
[12] podcast
[7] gradschool
[6] science
[6] phdchat
[6] phd
[5] silbersalzconference

Top Hashtags in Tweet in G4:
[120] scicomm
[16] sciart
[12] science
[12] womeninscience
[6] horseshoecrab
[6] scienceweek
[5] adayinthelife
[5] nature
[5] naturephotography
[5] publicengagement

Top Hashtags in Tweet in G5:
[130] scicomm
[11] science
[7] research
[5] phdlife
[5] phdchat
[5] sciencetwitter
[4] sciart
[4] biology
[4] womeninstem
[4] climatechange

Top Hashtags in Tweet in G6:
[104] scicomm
[8] gintochemistry
[8] forensic
[5] sciart
[3] science
[3] animals
[2] betterposter
[2] goniobranchus
[2] chromodoris
[2] mollusk

Top Hashtags in Tweet in G7:
[128] scicomm
[43] snrtg
[41] bigdata
[35] itrtg
[31] technology
[31] genomics
[30] meded
[20] openscience
[19] raredisease
[18] psychat

Top Hashtags in Tweet in G8:
[45] diversity
[14] scicomm
[3] scicommjc
[2] podcast
[2] radio
[2] croworno
[2] science
[2] womeninstem
[2] climatecrisis
[1] listen

Top Hashtags in Tweet in G9:
[17] scicomm
[5] academictwitter
[4] phdchat
[3] scientific
[3] openscience
[2] phd
[2] phdlife
[2] phdtalk
[2] betterposter
[1] scientists

Top Hashtags in Tweet in G10:
[95] scicomm
[54] sciencetwitter
[54] sciart
[12] neuroscience
[11] job
[8] science
[7] wild
[5] history
[5] microbiology
[3] choma

Top Words
Top Words in Tweet in Entire Graph:
[4448] Words in Sentiment List#1: Positive
[1543] Words in Sentiment List#2: Negative
[47] Words in Sentiment List#3: Angry/Violent
[117718] Non-categorized Words
[123713] Total Words
[2736] #scicomm
[608] science
[523] s
[440] out
[421] new

Top Words in Tweet in G1:
[380] #scicomm
[87] science
[69] more
[66] out
[53] here
[50] new
[49] #science
[41] s
[34] great
[32] find

Top Words in Tweet in G2:
[268] #scicomm
[67] science
[63] new
[53] great
[52] out
[49] s
[44] more
[37] #science
[33] here
[30] today

Top Words in Tweet in G3:
[100] #scicomm
[39] s
[29] agu_scicomm
[19] science
[18] today
[15] jana
[15] houser
[15] plain
[15] language
[15] theagu

Top Words in Tweet in G4:
[119] #scicomm
[42] soapboxsydney
[41] soapboxscience
[30] asthasingh
[28] today
[25] iamscicomm
[24] training
[23] s
[20] science
[19] creative

Top Words in Tweet in G5:
[130] #scicomm
[15] science
[11] out
[11] #science
[11] new
[10] know
[10] people
[9] time
[9] poster
[9] s

Top Words in Tweet in G6:
[110] s
[104] #scicomm
[99] basiliskosart
[90] opinion
[89] posters
[89] think
[88] really
[88] dislike
[88] proposed
[88] new

Top Words in Tweet in G7:
[128] #scicomm
[70] primary_immune
[52] g4mma
[43] #snrtg
[41] #bigdata
[35] #itrtg
[31] #technology
[31] #genomics
[30] #meded
[29] science

Top Words in Tweet in G8:
[90] pledge
[45] yay
[45] #diversity
[45] panels
[45] male
[45] scientists
[45] take
[45] extend
[45] end
[44] coconell2

Top Words in Tweet in G9:
[17] #scicomm
[9] mikemorrison
[8] eyedaisyshu
[8] samleggs22
[7] sldecrausaz
[7] _mecameron
[7] paleoduchess
[7] drjaynewilkins
[7] starchaeologist
[7] amazing

Top Words in Tweet in G10:
[95] #scicomm
[54] #sciencetwitter
[54] #sciart
[50] amoebasisters
[47] tell
[46] tales
[46] courage
[46] larry
[46] ligand
[16] work

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[112] #scicomm,#sciart
[106] conference,posters
[104] think,s
[103] check,out
[100] opinion,really
[100] really,dislike
[100] dislike,proposed
[100] proposed,new
[100] new,conference
[100] posters,#scicomm

Top Word Pairs in Tweet in G1:
[23] find,out
[15] early,2020
[14] #scicomm,#science
[14] check,out
[13] new,acs
[13] acs,style
[13] style,guide
[13] guide,coming
[13] coming,early
[13] 2020,find

Top Word Pairs in Tweet in G2:
[13] looking,forward
[12] #scicomm,#science
[9] thrilled,see
[9] blog,post
[9] find,out
[8] orchid,mantis
[8] cmdr_hadfield,amyshirateitel
[8] new,blog
[8] post,inspired
[8] inspired,plasas_poyo

Top Word Pairs in Tweet in G3:
[15] jana,houser
[15] plain,language
[14] houser,ohiou
[12] language,summary
[12] #scicomm,#podcast
[10] #scicomm,#sciart
[9] meteorologist,jana
[9] #scicomm,#scisummary
[9] #scisummary,#agupubs
[8] today,s

Top Word Pairs in Tweet in G4:
[15] training,workshop
[15] asthasingh,soapboxscience
[11] soapboxsydney,soapboxscience
[10] dr,asthasingh
[10] here,s
[9] soapboxscience,training
[8] thrilled,dr
[8] workshop,today
[8] today,share
[8] share,#scicomm

Top Word Pairs in Tweet in G5:
[5] check,out
[4] #fathersdaygifts,#fathersdaypresents
[4] #fathersdaypresents,#gastronaut
[4] #gastronaut,#fartology
[4] #fartology,#weird
[4] #weird,#ass
[4] #ass,#scicomm
[3] #research,#scicomm
[3] #science,#scicomm
[3] 2,0

Top Word Pairs in Tweet in G6:
[88] opinion,really
[88] really,dislike
[88] dislike,proposed
[88] proposed,new
[88] new,conference
[88] conference,posters
[88] posters,#scicomm
[88] #scicomm,view
[88] view,think
[88] think,s

Top Word Pairs in Tweet in G7:
[19] new,updates
[19] updates,added
[19] added,watch
[19] watch,glass
[19] glass,bench
[19] bench,matt
[19] matt,spotting
[19] spotting,tile
[19] tile,plastic
[19] plastic,pipette

Top Word Pairs in Tweet in G8:
[45] yay,#diversity
[45] #diversity,panels
[45] panels,pledge
[45] pledge,male
[45] male,scientists
[45] scientists,take
[45] take,extend
[45] extend,pledge
[45] pledge,end
[44] coconell2,yay

Top Word Pairs in Tweet in G9:
[7] samleggs22,sldecrausaz
[7] sldecrausaz,_mecameron
[7] _mecameron,paleoduchess
[7] paleoduchess,drjaynewilkins
[7] drjaynewilkins,starchaeologist
[6] indianabones_sk,samleggs22
[6] starchaeologist,superlamy
[4] eyedaisyshu,indianabones_sk
[4] superlamy,carriemongle
[4] #scicomm,#phdchat

Top Word Pairs in Tweet in G10:
[53] #scicomm,#sciart
[49] #sciart,#sciencetwitter
[46] tell,tales
[46] tales,courage
[46] courage,larry
[46] larry,ligand
[46] ligand,#scicomm
[45] amoebasisters,tell
[11] #scicomm,#job
[11] #job,posting

Top Replied-To
Top Replied-To in Entire Graph:
@marinemumbles
@nature
@iamscicomm
@soapboxsydney
@sarah_mojarad
@danawanzer
@cmdr_hadfield
@eyedaisyshu
@wildlifetrusts
@andres_lopez_c

Top Replied-To in G1:
@nature
@jonkay
@fem11
@dasaptaerwin
@trevornace
@unilawyer
@fourthflipper
@karlzelik
@eelsuitcase
@_danibeck

Top Replied-To in G2:
@cmdr_hadfield
@andres_lopez_c
@wildlifetrusts
@cjbellissimo
@adamhartscience
@biotweeps
@menz_mas
@vickyyyf
@alistairhobday
@jmiguelmena

Top Replied-To in G3:
@marinemumbles
@mccullermi
@annahenschel
@anondumbooctopi
@nrmnet
@lorises
@danirabaiotti
@squidfan

Top Replied-To in G4:
@iamscicomm
@soapboxsydney
@jayeperview
@drdomtanner
@asthasingh
@peterdedmonds
@drshannonmlynch
@caseyzakroff
@usfcms
@uqmedicine

Top Replied-To in G5:
@fuzzysynapse

Top Replied-To in G6:
@seananmcguire
@emmasmanning

Top Replied-To in G8:
@danawanzer
@louwoodley
@philofscicomm
@mcycee
@khayhoe
@acadamespodcast
@ciaracknight

Top Replied-To in G9:
@eyedaisyshu
@indianabones_sk
@drshanerrr
@samleggs22
@sarah_mojarad

Top Replied-To in G10:
@know_science
@markowenmartin

Top Mentioned
Top Mentioned in Entire Graph:
@basiliskosart
@primary_immune
@g4mma
@amoebasisters
@martijnpeters_
@soapboxscience
@soapboxsydney
@coconell2
@johninnescentre
@agu_scicomm

Top Mentioned in G1:
@the_mrc
@bighippoart
@acspublications
@euchems
@ubcpostdoc
@scimelb
@iupac
@sparksciencenow
@nerdniteyvr
@imascientist

Top Mentioned in G2:
@g4mma
@people_of_space
@sydney_physics
@dawnbazely
@biorender
@aminart
@scienceona
@cern
@primary_immune
@emily_p_knight

Top Mentioned in G3:
@agu_scicomm
@theagu
@ohiou
@falling_walls
@euraxess_japan
@senseaboutsci
@firelabtweets
@lizzierdaly
@lycaonpictus93
@willperrymefgl

Top Mentioned in G4:
@soapboxscience
@soapboxsydney
@asthasingh
@iamscicomm
@lauracmccaughey
@vanessapirotta
@uniofnewcastle
@riddhisw
@yana_wade
@drdomtanner

Top Mentioned in G5:

Top Mentioned in G6:
@basiliskosart
@foodscibabe
@natstephen
@plymuni
@biobeef
@eveninghawk
@chemplymuni
@scbconsmark
@brooke2cents
@whalemobile

Top Mentioned in G7:
@primary_immune
@g4mma
@chemixlab
@jamesbsumner
@doecsgf
@paratutkimus
@unibirmingham
@yaldajamshidi
@rhinepsience
@green_gambit

Top Mentioned in G8:
@coconell2
@wcsreu
@scicomm_jc
@ria_podcast
@evalcafe
@everydayeval
@bonni208
@blackgoatpod
@hertzpodcast
@fourbeerspod

Top Mentioned in G9:
@mikemorrison
@sldecrausaz
@_mecameron
@paleoduchess
@drjaynewilkins
@starchaeologist
@samleggs22
@superlamy
@eyedaisyshu
@indianabones_sk

Top Mentioned in G10:
@amoebasisters
@paulacroxson
@sfntweets
@petripicasso
@vscooper
@know_science
@kreyplants
@umichmichele
@aot_bcs
@sirius_stargaze

Top Tweeters
Top Tweeters in Entire Graph:
@alerttrade
@cowboyscifibot
@edinburghwatch
@isthisab0t
@digestwordpress
@chidambara09
@asher_wolf
@andysugs
@sincerelyessie
@femalebloggerrt

Top Tweeters in G1:
@edinburghwatch
@asher_wolf
@washingtonpost
@deepgreendesign
@wikisteff
@madebygoogle
@dnlee5
@protohedgehog
@conversationuk
@cometsmum

Top Tweeters in G2:
@abcnews
@didiermisson
@artcollisions
@amcell
@ruimtevaart
@coda_robo
@dawnbazely
@greengrumbler
@airminded
@drspacejunk

Top Tweeters in G3:
@realscientists
@leafwarbler
@academicchatter
@bg_grace
@kejames
@artologica
@astrokatie
@vexedmuddler
@jacquelyngill
@profabelmendez

Top Tweeters in G4:
@smh
@thooleramawn
@dolphinseeker30
@rant86
@copd_research
@uwmadison
@womensciaust
@gfajdi
@qldambulance
@iamscicomm

Top Tweeters in G5:
@andysugs
@pfanderson
@heckphilly
@snarkylicious
@thestackscat
@war_kittens
@erreuvedos
@showoff_ebooks
@colinjcarlson
@workcabin

Top Tweeters in G6:
@julie_b92
@seananmcguire
@drrachaelf
@craken_maccraic
@michaelhoffman
@habrazeau
@enting3
@realefood
@plymuni
@jimmyc42

Top Tweeters in G7:
@digestwordpress
@chidambara09
@calcaware
@machinelearn_d
@nembotavy_0101
@yvesmulkers
@rmathematicus
@snrtg
@bblogrt
@g4mma

Top Tweeters in G8:
@gregbjenkins
@paulhanley12
@janecaro
@sunnydays180
@physicistlisa
@ninetyniners
@kate_eviva
@davidroxdad
@epidatageek
@drfrances

Top Tweeters in G9:
@lov3jonez
@anastasiasmihai
@mveg001
@openscience
@microbiomdigest
@womencodersbot
@chiefdisrupter
@garand_f
@jamesian
@lissbee_cpsp

Top Tweeters in G10:
@markowenmartin
@animeminafans
@kittenwithawhip
@phanta312
@alqomarizmi
@92y
@fabio_tumnus
@cruznapoles
@minirmorgan
@vgquintanaa