scicomm, Twitter, 6/21/2019 12:52:06 PM, 200692


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scicomm_2019-06-21_05-10-40.xlsx
scicomm_2019-06-21_05-10-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2Fmskbu
@scicommbot
@_open_science_
@basiliskosart
@drchriskellogg
@thelabartist
@martijnpeters_
@amoebasisters
@gaiusdivifilius
@glasgowscifest
@jenniferweeks83

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

Description:
Description
The graph represents a network of 4,795 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 Friday, 21 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, 2-hour, 14-minute period from Thursday, 13 June 2019 at 21:45 UTC to Tuesday, 18 June 2019 at 00:00 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 : 4795
Unique Edges : 6952
Edges With Duplicates : 1814
Total Edges : 8766
Number of Edge Types : 3
Mentions : 7695
Tweet : 859
Replies to : 212
Self-Loops : 859
Reciprocated Vertex Pair Ratio : 0.0446786403443669
Reciprocated Edge Ratio : 0.0855356635407786
Connected Components : 454
Single-Vertex Connected Components : 135
Maximum Vertices in a Connected Component : 3532
Maximum Edges in a Connected Component : 7353
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.563398
Graph Density : 0.000306169990903645
Modularity : 0.708222
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[24] https://thewalrus.ca/the-rise-of-junk-science/#.XQa5hoX-YWs.twitter
[16] https://www.scienceforprogress.eu/category/twitter-rocur-announcement/
[12] https://aspb.org/publications/aspb-news/
[12] https://www.axios.com/climate-change-earth-temperature-change-902e2958-451b-4044-a6a3-8dab46902da6.html
[12] https://www.ecsite.eu/activities-and-services/news-and-publications/digital-spokes/issue-53
[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
[9] https://twitter.com/martin_eve/status/1139440400832315392
[9] https://phys.org/news/2019-06-moon-years-giant-unknown.html
[9] https://www.thecatalystinme.com/post/mental-health-the-spectrum

Top URLs in Tweet in G1:
[5] https://climatechai.weebly.com/1/post/2019/06/new-beginnings.html
[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://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
[2] https://www.sciencemag.org/custom-publishing/webinars/selling-without-selling-out-how-communicate-your-science
[2] https://journals.ametsoc.org/doi/abs/10.1175/MWR-D-18-0338.1
[2] https://www.sciencemag.org/news/2019/06/university-california-crispr-researchers-form-drug-discovery-alliance-pharma-giant
[2] https://twitter.com/amosupdates/status/1139444191547650048
[2] https://blogs.iu.edu/sciu/write-with-us/

Top URLs in Tweet in G2:
[9] https://www.thecatalystinme.com/post/mental-health-the-spectrum
[8] 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/
[6] https://youtu.be/Q1G3ESp9pN0
[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
[3] https://www.sciencemag.org/news/2019/06/university-california-crispr-researchers-form-drug-discovery-alliance-pharma-giant
[3] https://pewcharitabletrusts.webex.com/mw3300/mywebex/default.do?nomenu=true&siteurl=pewcharitabletrusts&service=6&rnd=0.6615164257547258&main_url=https://pewcharitabletrusts.webex.com/ec3300/eventcenter/event/eventAction.do%3FtheAction%3Ddetail%26%26%26EMK%3D4832534b00000004dc30d53ccc5a16ca2cefa36dd2c471b9eb3cb6afe668b33d473dd08e62d2941a%26siteurl%3Dpewcharitabletrusts%26confViewID%3D129437414934492896%26encryptTicket%3DSDJTSwAAAARKdYiIPX0Zir1kN01UNrT3pQ-BWdBBrKzW3s33lnJcLw2%26
[3] https://xkcd.com/2163/
[3] https://twitter.com/system_sounds/status/1139265095941447682
[3] https://twitter.com/MassiBucchi/status/1139181468880687104
[3] https://www.scienceforprogress.eu/category/twitter-rocur-announcement/

Top URLs in Tweet in G3:
[5] https://www.storiesinscience.org/science-storyville
[2] http://patreon.com/SkypeAScientist
[2] https://twitter.com/500queersci/status/1140610954637373440
[1] https://smile.amazon.com/ch/82-5292497
[1] https://www.skypeascientist.com/merch.html
[1] https://www.paypal.me/skypeascientist
[1] https://nadiacdm.com/2019/06/12/day-357/
[1] https://twitter.com/mariam_s_aly/status/1139168451803734017
[1] https://twitter.com/500queersci/status/1140434545474338817
[1] https://twitter.com/500queersci/status/1140339392935895040

Top URLs in Tweet in G4:
[11] https://www.axios.com/climate-change-earth-temperature-change-902e2958-451b-4044-a6a3-8dab46902da6.html
[9] https://blogs.agu.org/thirdpodfromthesun/2019/05/31/e18-riders-of-the-storm/
[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/
[3] https://blogs.scientificamerican.com/artful-amoeba/these-bizarre-parasites-garden-their-insect-hosts/
[2] https://journals.sagepub.com/doi/full/10.1177/1075547019847484
[2] https://twitter.com/KHayhoe/status/1140643900178255873
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018EF001063
[2] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2018GL081243
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018JB016757

Top URLs in Tweet in G5:
[3] https://www.amazon.co.uk/dp/0241301831/ref=cm_sw_r_tw_dp_U_x_8QgYCbRPA0FHJ
[1] https://twitter.com/RyanDHarp/status/1138822237811646465
[1] https://twitter.com/merz/status/1138614559474774021
[1] https://twitter.com/HermabessiereL/status/1139310942645358592
[1] https://www.etsy.com/OctoNation/listing/712923819/escape-octopus-tee-by-octonation?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1560475509000
[1] https://twitter.com/rajvarshney/status/1139350119071928320
[1] https://fcld.ly/6i6m28z
[1] https://twitter.com/womennasa/status/1139262535943806976
[1] https://twitter.com/BritishAcademy_/status/1138415740510515200
[1] http://scicomm.uni-koeln.de/schnupperpraktikum/index.html

Top URLs in Tweet in G6:
[4] https://medium.com/@jackiemoliner/the-hottest-exoplanet-4a52063fe9f9?source=rss-85a9657f7a16------2&utm_content=bufferac30a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://dbojar.com/2019/06/14/you-are-literally-your-own-brand/?utm_content=bufferd55ef&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.peoplebehindthescience.com/dr-denise-montell/
[2] https://twitter.com/dnunan79/status/1139476123853762565
[2] https://xkcd.com/2163/
[2] https://m.xkcd.com/2163/
[1] https://twitter.com/imrankhan/status/1140645372827750402
[1] https://twitter.com/saraewhit/status/1140717884009791488
[1] https://blogs.scientificamerican.com/observations/in-the-world-of-supplements-should-we-really-follow-elite-athletes/
[1] https://comscicon.com/

Top URLs in Tweet in G7:
[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
[2] https://www.youtube.com/watch?v=sFxL5zaXdPQ

[1] https://www.vox.com/future-perfect/2019/6/15/18679138/nutrition-health-science-mice-news
[1] https://twitter.com/aaas/status/1139955841308798977
[1] https://twitter.com/lauracmccaughey/status/1139346636184834048
[1] https://twitter.com/People_Of_Space/status/1139376151070040067
[1] https://davidgozzard.com/
[1] https://www.youtube.com/watch?v=eV7ekfVgVKI&

[1] https://australiascience.tv/the-rocket-competition-launching-australias-future/

Top URLs in Tweet in G8:
[1] https://framavox.org/g/ytwSgPzM/lire-la-science
[1] https://www.crowdcast.io/e/interview-with-cynde/register
[1] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018JB016757

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

[2] https://twitter.com/ErinFHering/lists/scicomm-tf-2019
[1] https://www.youtube.com/watch?v=1RwJbhkCA58&app=desktop

[1] https://twitter.com/jenheemstra/status/1139560220739416064
[1] https://twitter.com/mikemorrison/status/1138576226241695745
[1] https://twitter.com/cecilejanssens/status/1140537082680684544
[1] https://www.echorivera.com/blog/alternatives-to-process-smartart
[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

Top URLs in Tweet in G10:
[7] https://phys.org/news/2019-06-moon-years-giant-unknown.html
[6] https://www.sciencemag.org/news/2019/06/university-california-crispr-researchers-form-drug-discovery-alliance-pharma-giant
[5] http://med.stanford.edu/news/all-news/2019/06/antibody-treatment-allows-transplant-of-mismatched-stem-cells.html
[5] http://noetic.org/conference/
[5] http://mossdreams.blogspot.com/2019/06/on-three-broad-bands-of-dreaming.html
[4] https://genomemedicine.biomedcentral.com/articles/10.1186/s13073-019-0649-3
[4] http://mossdreams.blogspot.com/2019/06/dreaming-with-einstein.html
[3] http://stanmed.stanford.edu/2019spring/young-brothers-ipex-syndrome-beat-transplant-odds.html
[3] https://www.genengnews.com/news/genetic-makeup-influences-immunity-to-childhood-vaccines/
[3] http://celiagreen.blogspot.fi/

Top Domains
Top Domains in Tweet in Entire Graph:
[423] twitter.com
[63] youtube.com
[28] blogspot.com
[24] thewalrus.ca
[21] co.uk
[20] wiley.com
[20] transhumanity.net
[20] wordpress.com
[19] scienceforprogress.eu
[17] sciencemag.org

Top Domains in Tweet in G1:
[57] twitter.com
[7] instagram.com
[6] sspnet.org
[5] weebly.com
[5] nature.com
[5] deutschlandfunk.de
[4] sciencemag.org
[4] iu.edu
[4] google.com
[3] ametsoc.org

Top Domains in Tweet in G2:
[37] twitter.com
[11] youtube.com
[9] thecatalystinme.com
[8] plos.org
[8] youtu.be
[4] vox.com
[4] synthego.com
[4] instagram.com
[4] blogspot.com
[3] sciencemag.org

Top Domains in Tweet in G3:
[13] twitter.com
[5] storiesinscience.org
[2] patreon.com
[2] podbean.com
[1] amazon.com
[1] skypeascientist.com
[1] paypal.me
[1] nadiacdm.com
[1] usajobs.gov
[1] strikingly.com

Top Domains in Tweet in G4:
[13] wiley.com
[12] twitter.com
[12] scientificamerican.com
[12] agu.org
[11] axios.com
[4] acs.org
[3] ametsoc.org
[2] eos.org
[2] sagepub.com
[1] theconversation.com

Top Domains in Tweet in G5:
[56] twitter.com
[6] youtube.com
[3] co.uk
[2] theguardian.com
[2] com.au
[2] medium.com
[1] etsy.com
[1] fcld.ly
[1] uni-koeln.de
[1] sciencedaily.com

Top Domains in Tweet in G6:
[10] twitter.com
[4] gaiusjaugustus.com
[4] medium.com
[4] xkcd.com
[3] dbojar.com
[3] peoplebehindthescience.com
[2] wordpress.com
[2] nature.com
[1] scientificamerican.com
[1] comscicon.com

Top Domains in Tweet in G7:
[9] twitter.com
[4] thefemalescientist.com
[3] youtube.com
[1] vox.com
[1] davidgozzard.com
[1] australiascience.tv
[1] com.au
[1] net.au
[1] trybooking.com

Top Domains in Tweet in G8:
[1] framavox.org
[1] crowdcast.io
[1] wiley.com

Top Domains in Tweet in G9:
[5] twitter.com
[4] youtube.com
[1] echorivera.com
[1] npr.org

Top Domains in Tweet in G10:
[21] blogspot.com
[13] transhumanity.net
[11] youtube.com
[8] stanford.edu
[8] sciencemag.org
[8] phys.org
[5] biomedcentral.com
[5] noetic.org
[5] trib.al
[4] avaruus.fi

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2738] scicomm
[231] science
[181] sciart
[110] sciencetwitter
[95] womeninstem
[85] research
[78] stem
[74] phdlife
[73] phdchat
[55] openscience



Top Hashtags in Tweet in G1:
[343] scicomm
[42] science
[20] stem
[17] research
[16] sciart
[14] sciencetwitter
[14] openaccess
[13] fishsci
[13] sundayfishsketch
[11] phd

Top Hashtags in Tweet in G2:
[277] scicomm
[24] sciku
[21] science
[11] sciart
[8] climatechange
[8] womeninstem
[7] genomics
[7] snrtg
[6] futureoceans2
[6] seaturtleweek

Top Hashtags in Tweet in G3:
[135] scicomm
[12] sciart
[8] storiesinscience
[8] adayinthelife
[8] science
[8] wild
[5] nature
[5] naturephotography
[5] history
[5] microbiology

Top Hashtags in Tweet in G4:
[127] scicomm
[26] scipol
[21] womeninstem
[13] phdchat
[13] sciart
[12] phdlife
[12] scisummary
[12] agupubs
[11] phd
[9] podcast

Top Hashtags in Tweet in G5:
[128] scicomm
[12] science
[7] sciencetwitter
[6] climatechange
[5] research
[4] womeninstem
[3] outreach
[3] education
[3] biology
[3] art

Top Hashtags in Tweet in G6:
[81] scicomm
[11] research
[9] science
[6] sciart
[6] hiring
[6] womeninstem
[6] podcast
[5] disease
[5] microfibers
[4] nprscicommer

Top Hashtags in Tweet in G7:
[79] scicomm
[12] womeninscience
[8] space
[8] science
[8] scienceweek
[7] womeninstem
[7] edi
[5] publicengagement
[4] murderatlkcnhm
[4] genderequality

Top Hashtags in Tweet in G8:
[98] scicomm
[8] gsa2019
[8] gintochemistry
[8] forensic
[2] sciart
[2] goniobranchus
[2] chromodoris
[1] bookclub
[1] consmark
[1] anatomy

Top Hashtags in Tweet in G9:
[20] scicomm
[5] phdchat
[4] academictwitter
[3] phd
[3] scicommtf
[3] scientific
[3] openscience
[2] phdlife
[2] betterposter
[2] arvo

Top Hashtags in Tweet in G10:
[101] scicomm
[45] snrtg
[34] itrtg
[30] bigdata
[26] technology
[23] meded
[21] genomics
[20] openscience
[17] bblogrt
[16] raredisease

Top Words
Top Words in Tweet in Entire Graph:
[4383] Words in Sentiment List#1: Positive
[1549] Words in Sentiment List#2: Negative
[26] Words in Sentiment List#3: Angry/Violent
[118036] Non-categorized Words
[123970] Total Words
[2706] #scicomm
[675] science
[536] s
[467] out
[383] new

Top Words in Tweet in G1:
[342] #scicomm
[72] science
[66] out
[54] more
[52] here
[51] s
[43] #science
[32] first
[31] great
[26] way

Top Words in Tweet in G2:
[276] #scicomm
[89] science
[63] out
[59] research
[56] new
[50] great
[48] s
[46] talk
[42] more
[37] see

Top Words in Tweet in G3:
[134] #scicomm
[60] next
[56] looking
[52] 7
[52] days
[51] office
[51] person
[51] please
[51] applications
[51] accepted

Top Words in Tweet in G4:
[127] #scicomm
[38] sisterstem
[28] agu_scicomm
[26] #scipol
[25] scientists
[24] s
[24] tell
[24] t
[23] experiences
[21] postdoc

Top Words in Tweet in G5:
[128] #scicomm
[12] #science
[12] scicomm
[11] new
[11] s
[11] science
[11] out
[10] great
[9] people
[9] way

Top Words in Tweet in G6:
[81] #scicomm
[60] alda
[59] science
[34] now
[30] two
[30] nytimes
[29] art
[29] long
[29] lost
[29] lovers

Top Words in Tweet in G7:
[79] #scicomm
[43] soapboxscience
[42] soapboxsydney
[31] asthasingh
[25] training
[20] today
[19] workshop
[18] speakers
[17] meet
[17] lauracmccaughey

Top Words in Tweet in G8:
[98] #scicomm
[97] basiliskosart
[90] s
[87] posters
[87] think
[86] opinion
[86] really
[86] dislike
[86] proposed
[86] new

Top Words in Tweet in G9:
[20] #scicomm
[10] eyedaisyshu
[9] mikemorrison
[9] samleggs22
[9] great
[8] science
[8] sldecrausaz
[8] _mecameron
[8] paleoduchess
[8] drjaynewilkins

Top Words in Tweet in G10:
[101] #scicomm
[59] primary_immune
[48] g4mma
[45] #snrtg
[34] #itrtg
[30] #bigdata
[26] #technology
[24] genetic
[23] #meded
[23] new

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

Top Word Pairs in Tweet in G1:
[17] check,out
[12] #fishsci,#scicomm
[12] #science,#scicomm
[11] find,out
[11] here,s
[10] looking,forward
[9] science,communication
[9] way,through
[9] #scicomm,#science
[9] don,t

Top Word Pairs in Tweet in G2:
[22] see,latest
[22] latest,research
[19] entoraph,#sciku
[18] third,remote
[18] remote,summer
[18] summer,series
[18] series,speaker
[18] speaker,dr
[18] dr,katharine
[18] katharine,hayhoe

Top Word Pairs in Tweet in G3:
[51] office,looking
[51] looking,#scicomm
[51] #scicomm,person
[51] person,please
[51] please,applications
[51] applications,accepted
[51] accepted,next
[51] next,7
[51] 7,days
[50] drchriskellogg,office

Top Word Pairs in Tweet in G4:
[22] #scicomm,#scipol
[21] wardofplants,linhanhcat
[20] lots,scholarships
[20] scholarships,travel
[20] travel,grants
[20] grants,postdoc
[20] postdoc,positions
[20] positions,week's
[20] week's,roundup
[20] roundup,happy

Top Word Pairs in Tweet in G5:
[4] #climatechange,#scicomm
[4] check,out
[4] great,way
[3] #science,#scicomm
[3] #scicomm,#science
[3] #fathersdaygifts,#fathersdaypresents
[3] #fathersdaypresents,#gastronaut
[3] #gastronaut,#fartology
[3] #fartology,#weird
[3] #weird,#ass

Top Word Pairs in Tweet in G6:
[29] science,art
[29] art,two
[29] two,long
[29] long,lost
[29] lost,lovers
[29] lovers,yearning
[29] yearning,reunited
[29] reunited,alda
[29] alda,told
[29] told,nytimes

Top Word Pairs in Tweet in G7:
[16] training,workshop
[15] asthasingh,soapboxscience
[12] soapboxsydney,soapboxscience
[10] dr,asthasingh
[9] soapboxscience,training
[8] cmdr_hadfield,amyshirateitel
[8] thrilled,dr
[8] workshop,today
[8] today,share
[8] share,#scicomm

Top Word Pairs in Tweet in G8:
[86] opinion,really
[86] really,dislike
[86] dislike,proposed
[86] proposed,new
[86] new,conference
[86] conference,posters
[86] posters,#scicomm
[86] #scicomm,view
[86] view,think
[86] think,s

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

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@marinemumbles
@soapboxsydney
@iamscicomm
@danawanzer
@sarah_mojarad
@cmdr_hadfield
@wildlifetrusts
@eyedaisyshu
@andres_lopez_c
@cjbellissimo

Top Replied-To in G1:
@jonkay
@sciencewithtyus
@fem11
@fourthflipper
@dasaptaerwin
@trevornace
@unilawyer
@anondumbooctopi
@j_timmer
@autism40565152

Top Replied-To in G2:
@andres_lopez_c
@wildlifetrusts
@cjbellissimo
@khayhoe
@adamhartscience
@alistairhobday
@jmiguelmena
@emilia_ts
@kathiedello
@dpoulson

Top Replied-To in G3:
@iamscicomm
@jayeperview
@matteofarinella
@pennnursing
@fintasticlily
@nasasocial
@drshannonmlynch
@caseyzakroff
@bbcspringwatch
@gcovernton

Top Replied-To in G4:
@marinemumbles
@mccullermi
@healthpsychtam
@annahenschel
@squidfan

Top Replied-To in G5:
@fuzzysynapse

Top Replied-To in G6:
@karinewrites
@jshurba
@bm_hamilton
@gaiusdivifilius
@katiedawson23
@rainmaker1973

Top Replied-To in G7:
@soapboxsydney
@cmdr_hadfield
@asthasingh
@ausyouthaero
@menz_mas
@vickyyyf

Top Replied-To in G8:
@seananmcguire
@emmasmanning

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

Top Mentioned
Top Mentioned in Entire Graph:
@basiliskosart
@primary_immune
@g4mma
@thelabartist
@drchriskellogg
@amoebasisters
@soapboxscience
@coconell2
@soapboxsydney
@sisterstem

Top Mentioned in G1:
@the_mrc
@ubcpostdoc
@scimelb
@bighippoart
@laurentianu
@nerdniteyvr
@peakpilot
@chaiandwhy
@g4mma
@tobiasmankis

Top Mentioned in G2:
@entoraph
@primary_immune
@wcsreu
@g4mma
@insectdiversity
@samillingworth
@sydney_physics
@biorender
@aminart
@khayhoe

Top Mentioned in G3:
@drchriskellogg
@skypescientist
@iamscicomm
@stories_insci
@marionleary
@tasturm1
@500queersci
@petripicasso
@cestemer
@uwmadison

Top Mentioned in G4:
@sisterstem
@agu_scicomm
@wardofplants
@linhanhcat
@theagu
@lhemming123
@loveisland
@ohiou
@sciam
@senseaboutsci

Top Mentioned in G6:
@nytimes
@alda
@aldacenter
@sustainablesam_
@sciencequiche
@gbayforever
@dnunan79
@seismosue
@bradweilerdives
@fredhutch

Top Mentioned in G7:
@soapboxscience
@soapboxsydney
@asthasingh
@lauracmccaughey
@vanessapirotta
@uniofnewcastle
@riddhisw
@yana_wade
@drspacejunk
@amyshirateitel

Top Mentioned in G8:
@basiliskosart
@natstephen
@paleoparadox
@plymuni
@chemplymuni
@brooke2cents
@whalemobile
@agu_scicomm
@scbconsmark
@eveninghawk

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

Top Mentioned in G10:
@primary_immune
@g4mma
@chemixlab
@jamesbsumner
@paratutkimus
@rhinepsience
@dimentoid
@quantamagazine
@genomemedicine
@dryesimdem

Top Tweeters
Top Tweeters in Entire Graph:
@alerttrade
@cowboyscifibot
@nosqldigest
@edinburghwatch
@isthisab0t
@digestwordpress
@chidambara09
@asher_wolf
@andysugs
@monalisazelf

Top Tweeters in G1:
@edinburghwatch
@deepgreendesign
@leafwarbler
@kejames
@protohedgehog
@artologica
@astrokatie
@avensarah
@womened
@_open_science_

Top Tweeters in G2:
@asher_wolf
@ochreblue
@abcnews
@paulhanley12
@sunnydays180
@wikisteff
@coda_robo
@greengrumbler
@conversationuk
@epidatageek

Top Tweeters in G3:
@monalisazelf
@whysharksmatter
@drmrfrancis
@smh
@markowenmartin
@kittenwithawhip
@myanc
@uwmadison
@gfajdi
@ec_kosters

Top Tweeters in G4:
@3pennymovies
@realscientists
@academicchatter
@bg_grace
@capitalweather
@pmagshib
@zanaines
@danirabaiotti
@theagu
@sciam

Top Tweeters in G5:
@andysugs
@pfanderson
@heckphilly
@war_kittens
@a_siegel
@solomonrdavid
@erreuvedos
@showoff_ebooks
@colinjcarlson
@sciencenotscary

Top Tweeters in G6:
@thr
@nytimes
@cnbc
@volcanowatching
@rainmaker1973
@katiedawson23
@paleophile
@miekeroth
@miniver
@uofuhealth

Top Tweeters in G7:
@artcollisions
@amcell
@ruimtevaart
@dawnbazely
@airminded
@thooleramawn
@drspacejunk
@rant86
@vickyyyf
@sta

Top Tweeters in G8:
@julie_b92
@seananmcguire
@drrachaelf
@craken_maccraic
@michaelhoffman
@habrazeau
@enting3
@plymuni
@jimmyc42
@mhultstrom

Top Tweeters in G9:
@lov3jonez
@anastasiasmihai
@mveg001
@openscience
@shaun7559
@microbiomdigest
@womencodersbot
@chiefdisrupter
@garand_f
@echoechor

Top Tweeters in G10:
@nosqldigest
@digestwordpress
@chidambara09
@nembotavy_0101
@machinelearn_d
@yvesmulkers
@snrtg
@bblogrt
@g4mma
@itrtg