scicomm, Twitter, 10/25/2020 8:52:13 PM, 238774


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scicomm_2020-10-25_12-45-01.xlsx
scicomm_2020-10-25_12-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2020
Short Description:
scicomm via NodeXL https://bit.ly/35BI72x
@scicommbot
@bendyscientist
@physicsj
@do_kinder
@femtech_
@braincures
@cellpressnews
@scarlett_jazmin
@agu_scicomm
@sarah_cosgriff

Top hashtags:
#scicomm
#science
#covid19
#sciart
#sciwri20
#womeninstem
#stem

Description:
Description
The graph represents a network of 7,252 Twitter users whose tweets in the requested range contained "scicomm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 25 October 2020 at 19:56 UTC.

The requested start date was Sunday, 25 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 6-hour, 46-minute period from Tuesday, 20 October 2020 at 17:14 UTC to Sunday, 25 October 2020 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 : 7252
Unique Edges : 6274
Edges With Duplicates : 14245
Total Edges : 20519
Number of Edge Types : 5
Mentions : 4836
Retweet : 5184
MentionsInRetweet : 8916
Tweet : 1165
Replies to : 418
Self-Loops : 1259
Reciprocated Vertex Pair Ratio : 0.0509973654497554
Reciprocated Edge Ratio : 0.0970456580125336
Connected Components : 605
Single-Vertex Connected Components : 213
Maximum Vertices in a Connected Component : 5601
Maximum Edges in a Connected Component : 18204
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.617805
Graph Density : 0.000212421011522613
Modularity : 0.490396
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 7,252 Twitter users whose tweets in the requested range contained "scicomm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 25 October 2020 at 19:56 UTC.

The requested start date was Sunday, 25 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 6-hour, 46-minute period from Tuesday, 20 October 2020 at 17:14 UTC to Sunday, 25 October 2020 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : scicomm
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[82] https://doi.org/10.1101/607390
[46] http://celebratescience.blogspot.com/2020/10/10-fave-blpocinstem-picture-book.html
[41] https://doi.org/10.3390/plants9040439
[38] https://docs.google.com/spreadsheets/d/1K5-iN51z3hnI_pWm_b5Snhwy1XbTJUn0IBMnSv4djp8/edit?usp=sharing
[20] https://www.fens.org/News-Activities/News/2020/10/Communication-internship/
[20] https://www.theglobeandmail.com/canada/article-evolving-science-a-reason-for-inconsistent-messaging-on-covid-19-dr/?utm_medium=Referrer:+Social+Network+/+Media&utm_campaign=Shared+Web+Article+Links
[19] https://sciencemug.com/2020/10/the-true-reason-why-dingoes-flee-from.html
[13] https://www.discovertheuniverse.ca/
[11] https://sciencewriters.ca/peopleschoice2020
[10] https://www.cbc.ca/news/health/covid-19-public-health-messages-1.5761859

Top URLs in Tweet in G1:
[5] https://www.aldacenter.org/aklc/sbu-science-on-stage
[4] https://najanewsroom.com/
[3] https://twitter.com/IMPAKTsci/status/1317833371440087041
[3] https://www.anoleannals.org/?p=34227
[3] https://scicommjobs.wordpress.com/2020/10/24/free-places-where-you-can-advertise-jobs-in-science-communication-uk-focus-scicomm/
[3] https://magazine.scienceconnected.org/2019/02/germination-bacteria-make-seeds-think/
[3] https://twitter.com/AnandWrites/status/1319002160089235466
[3] https://scipolsymposium.org/registration/
[3] https://magazine.ucdavis.edu/communicating-science/
[3] https://www.researchamerica.org/civic-engagement-2021-microgrant-initiative

Top URLs in Tweet in G2:
[44] http://celebratescience.blogspot.com/2020/10/10-fave-blpocinstem-picture-book.html
[9] https://doi.org/10.1101/607390
[9] https://solveitforkids.com/podcast/episode-23-what-do-you-do-if-you-lose-your-dolphin
[8] https://www.youtube.com/watch?v=VdDneccWs9o&feature=youtu.be

[6] https://tmos.org.au/building-technology-by-building-confidence/
[4] https://www.youtube.com/watch?v=jMnSjvyiWzg

[4] https://doi.org/10.3390/plants9040439
[3] https://www.2020sacnas.org/
[3] https://hwcdn.libsyn.com/p/c/a/4/ca465b8694b22756/dr_justine_dolphins.mp3?c_id=86335259&cs_id=86335259&expiration=1603657356&hwt=388ba60f3bbaff7eb08eeee6b6068c9b
[3] https://lifeology.io/women-in-steam-who-inspire-october-2020-2-2/

Top URLs in Tweet in G3:
[8] https://blogs.agu.org/sciencecommunication/2020/10/19/making-science-accessible-for-all/
[8] https://eos.org/opinions/raising-our-voices-for-diversity-in-the-geosciences
[5] https://medium.com/nightingale/data-storytelling-with-maps-5e7845967c9d
[2] https://blogs.agu.org/sciencecommunication/2020/10/07/sharing-science-scicomm-workshops-are-now-virtual/
[2] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2020JE006394
[2] https://storymaps.arcgis.com/stories/429bc4eed5f145109e603c9711a33407
[2] https://connect.agu.org/sharingscience/virtual-learning-modules/virtual-learning-modules-oped-ltenew-page
[2] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2020JG005838
[2] https://eos.org/articles/final-frontier-the-evolution-of-planetary-science-missions
[1] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2019EA001066

Top URLs in Tweet in G4:
[2] https://www.linkedin.com/slink?code=dy4zCNF
[2] https://www.linkedin.com/slink?code=gmSWk5A
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-02944-3
[1] https://www.abc.net.au/religion/universities-in-crises-and-what-to-do-about-it/12714252
[1] https://www.palgrave.com/gp/book/9781349958337#aboutAuthors
[1] https://www.theguardian.com/society/2020/jan/15/researchers-facing-shocking-levels-of-stress-survey-reveals
[1] https://www.dailymail.co.uk/news/article-5963913/Leading-cancer-genetics-professor-quits-staff-accuse-bullying.html
[1] https://www.thetimes.co.uk/article/calls-for-bully-cancer-scientist-nazneen-rahman-to-lose-astrazeneca-directorship-7bbmp3jn2
[1] https://www.timeshighereducation.com/news/ottoline-leyser-how-will-new-ukri-chief-change-uk-science
[1] https://www.crowdjustice.com/case/tackling-bullying-and-harassment-at-workplace/

Top URLs in Tweet in G6:
[7] https://falling-walls.com/remote2020/finalists/breaking-the-wall-to-enable-science-for-development/
[4] https://info.uwe.ac.uk/events/event.aspx?id=25308
[3] https://www.esf.org/careers/current-vacancies/1-junior-science-officer-space-sciences-and-communication/
[2] https://twitter.com/iamscicomm/status/1318050519210881025
[2] https://twitter.com/iamscicomm/status/1319002894738223104
[2] https://twitter.com/ScotSciEd/status/1313871272066125825
[2] http://www.fetfx.eu/event/signals-future-emerging-technologies-science-journalism/
[2] https://twitter.com/SydneyNano/status/1319525130804940800
[2] https://docs.google.com/forms/d/e/1FAIpQLScYlMsAnzBjyOT1dTVcxsHQ-d4aI_ZrK5f0UV7d2iKuPM1eUw/viewform
[2] https://twitter.com/GlobalSciShow/status/1318508230574804995

Top URLs in Tweet in G7:
[2] https://twitter.com/valeriejhorsley/status/1318532122601283584
[2] https://www.linkedin.com/slink?code=deyNwSv
[2] https://alz.org/neurosciencenext/overview.asp
[1] https://twitter.com/dsquintana/status/1319257045640663040
[1] https://www.goodreads.com/book/show/5080297-discovery-atlas-of-planets-and-stars
[1] https://www.youtube.com/c/RyansScience
[1] https://twitter.com/DBTIndia/status/1318575944169189377
[1] https://biancazapatka.com/en/lemon-blueberry-cake/
[1] https://www.bbc.co.uk/food/recipes/marys_victoria_sandwich_58140/amp
[1] https://www.tasteofhome.com/recipes/german-chocolate-cake/

Top URLs in Tweet in G8:
[2] https://conprendo.com/nuclear-future/
[2] http://scc.sa.utoronto.ca
[2] https://www.altmetric.com/about-altmetrics/the-state-of-altmetrics/?utm_source=hootsuite&utm_medium=twitter&utm_campaign=reports&utm_term=altmetric
[1] https://popresearchcenters.org/tools-training/#gsc.tab=0
[1] https://twitter.com/i/lists/1130869750383370240
[1] https://twitter.com/wormmaps/status/1318598651124568064
[1] https://stm.sciencemag.org/content/early/2020/10/16/scitranslmed.abf2461.full
[1] https://www.youtube.com/watch?v=TdBAHexVYzc&ab_channel=TED

[1] https://www.etsy.com/listing/666315931/shoot-for-the-moon-if-you-miss-youll
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DA6K2dqCoin8%26feature%3Dyoutu.be&q=EgS4SO-bGM-YwPwFIhkA8aeDS3rjOU2dDFglDMI3jN3eDVKT6xw7MgFy

Top URLs in Tweet in G9:
[10] https://www.cbc.ca/news/health/covid-19-public-health-messages-1.5761859
[3] https://covid19resources.ca/explained/explained_reg.html
[2] https://twitter.com/impaktsci/status/1317833371440087041
[2] http://www.scienceseeker.org/2020/10/how-is-high-fat-diet-bad-for-your-brain.html
[1] https://twitter.com/SciTelShow/status/1319770473685610496
[1] https://twitter.com/DachsEst/status/1319644834479722496
[1] https://twitter.com/KylePoetry/status/1318652384705310721
[1] https://twitter.com/TurnbullSarah/status/1318691528580235266
[1] https://twitter.com/scottishscicomm/status/1318866002285895680
[1] https://twitter.com/EllevateTOR/status/1317861781382090759

Top URLs in Tweet in G10:
[19] https://www.theglobeandmail.com/canada/article-evolving-science-a-reason-for-inconsistent-messaging-on-covid-19-dr/?utm_medium=Referrer:+Social+Network+/+Media&utm_campaign=Shared+Web+Article+Links
[13] https://www.discovertheuniverse.ca/
[10] https://sciencewriters.ca/peopleschoice2020
[2] https://www.grad.ubc.ca/about-us/events/19761-translating-research-policy-panel-scholars-who-hope-make-difference-through
[1] https://link.medium.com/2rTuNDyAGab
[1] https://www.lib.sfu.ca/about/branches-depts/rc/share/km/unlock-your-research-impact-blogging-your-research-online
[1] https://mcgill.zoom.us/meeting/register/tJIkcOGppzwtHdU8WKbo6ocVfy-oQye0ci9x
[1] https://docs.google.com/forms/d/e/1FAIpQLSdzjc2Q8fa6kxkRZHLg-7j9clnTPYwXdtNmj2iWn1boyAEfdw/viewform
[1] https://www.eventbrite.com/e/science-grand-slam-2020-tickets-122099830881
[1] https://twitter.com/H2OAlliance/status/1317858296821354499

Top Domains
Top Domains in Tweet in Entire Graph:
[648] twitter.com
[136] doi.org
[135] youtube.com
[72] google.com
[57] blogspot.com
[27] instagram.com
[24] ajo.com
[24] theglobeandmail.com
[21] co.uk
[20] zoom.us

Top Domains in Tweet in G1:
[125] twitter.com
[24] ajo.com
[17] youtube.com
[11] aaas.org
[6] scienceconnected.org
[5] instagram.com
[5] aldacenter.org
[4] google.com
[4] anoleannals.org
[4] wordpress.com

Top Domains in Tweet in G2:
[44] blogspot.com
[43] twitter.com
[25] youtube.com
[15] libsyn.com
[14] solveitforkids.com
[13] doi.org
[7] org.au
[5] google.com
[4] lifeology.io
[4] wordpress.com

Top Domains in Tweet in G3:
[12] agu.org
[11] eos.org
[11] twitter.com
[9] wiley.com
[5] medium.com
[2] arcgis.com
[2] zoom.us
[1] lifeology.io
[1] plos.org
[1] instagram.com

Top Domains in Tweet in G4:
[8] linkedin.com
[6] nature.com
[3] theguardian.com
[3] co.uk
[2] timeshighereducation.com
[2] ac.uk
[2] qualtrics.com
[2] twitter.com
[1] net.au
[1] palgrave.com

Top Domains in Tweet in G6:
[48] twitter.com
[7] falling-walls.com
[5] ac.uk
[5] google.com
[4] co.uk
[3] fetfx.eu
[3] sagepub.com
[3] esf.org
[2] questproject.eu
[1] com.au

Top Domains in Tweet in G7:
[19] twitter.com
[5] youtube.com
[2] co.uk
[2] scicommforeveryone.com
[2] linkedin.com
[2] google.com
[2] marthastewart.com
[2] amindr.com
[2] alz.org
[1] goodreads.com

Top Domains in Tweet in G8:
[66] twitter.com
[5] youtube.com
[4] google.com
[3] instagram.com
[3] harvard.edu
[2] sciencemag.org
[2] frontiersin.org
[2] conprendo.com
[2] zoom.us
[2] wixsite.com

Top Domains in Tweet in G9:
[22] twitter.com
[10] cbc.ca
[4] covid19resources.ca
[2] scienceseeker.org
[2] massivesci.com
[1] fens.org
[1] sciencepolicyconference.ca
[1] springer.com
[1] youtube.com

Top Domains in Tweet in G10:
[20] theglobeandmail.com
[13] discovertheuniverse.ca
[10] sciencewriters.ca
[9] twitter.com
[2] ubc.ca
[1] medium.com
[1] sfu.ca
[1] zoom.us
[1] google.com
[1] eventbrite.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3819] scicomm
[358] science
[223] covid19
[214] sciart
[159] sciwri20
[152] womeninstem
[150] stem
[146] academictwitter
[138] phdchat
[119] openscience



Top Hashtags in Tweet in G1:
[685] scicomm
[150] sciwri20
[62] scipol
[57] sacnas2020
[30] astc2020
[29] science
[24] ophthalmology
[24] ophthotwitter
[23] dataforscicomm
[23] mentalhealth

Top Hashtags in Tweet in G2:
[308] scicomm
[117] womeninstem
[92] stem
[45] blackinstem
[44] blpoc
[37] science
[33] openscience
[22] wisskomm
[20] podcast
[17] womeninscience

Top Hashtags in Tweet in G3:
[90] scicomm
[12] outreach
[10] earthquakes
[8] sciart
[8] agublogs
[8] voicesforscience
[7] scisummary
[6] scipol
[5] dataviz
[5] storytelling

Top Hashtags in Tweet in G4:
[40] scicomm
[21] researchculture
[17] scipol
[11] reimagineresearch
[10] rri
[7] science
[6] phdchat
[5] research
[5] academictwitter
[5] stem

Top Hashtags in Tweet in G5:
[333] scicomm

Top Hashtags in Tweet in G6:
[166] scicomm
[16] science
[13] citizenscience
[12] sciart
[10] covid19
[7] steam
[7] publicengagement
[7] museums
[7] auspol
[7] wildoz

Top Hashtags in Tweet in G7:
[140] scicomm
[77] academictwitter
[60] phdchat
[43] phdlife
[33] sciencetwitter
[31] academicchatter
[27] medtwitter
[12] sciart
[11] past3amsquad
[11] phdforum

Top Hashtags in Tweet in G8:
[224] scicomm
[29] science
[12] sciencetwitter
[8] sciart
[8] covid19
[7] education
[7] presenting
[6] academictwitter
[6] speaking
[5] research

Top Hashtags in Tweet in G9:
[52] scicomm
[25] covid19
[12] regeneron
[11] science
[7] sacnas2020
[5] vaccines
[5] vaccineswork
[5] youth
[5] stemleaders
[4] disinformation

Top Hashtags in Tweet in G10:
[45] scicomm
[42] covid19
[17] journalism
[12] sciart
[12] cdnscifav2020
[5] swcc
[3] scipol
[2] physicaldistancing
[2] covid_19
[2] coronavirus

Top Words
Top Words in Tweet in Entire Graph:
[3818] #scicomm
[1000] science
[445] more
[440] students
[422] scicomm
[360] research
[358] #science
[356] light
[352] work
[347] slow

Top Words in Tweet in G1:
[685] #scicomm
[296] science
[150] #sciwri20
[92] more
[74] join
[73] research
[70] great
[69] brittanydfair
[62] #scipol
[61] sciencewriters

Top Words in Tweet in G2:
[308] #scicomm
[117] #womeninstem
[92] #stem
[88] know
[70] science
[52] dr
[51] see
[51] 10
[50] inside
[50] book

Top Words in Tweet in G3:
[313] students
[312] bendyscientist
[311] match
[310] earth
[307] uh
[307] mapped
[307] middle
[307] petrology
[307] thin
[307] sections

Top Words in Tweet in G4:
[82] do_kinder
[72] jeremyfarrar
[63] braincures
[49] ukri_ceo
[45] bullyingalberta
[45] bulliescampaign
[40] #scicomm
[37] thepeopleshubuk
[37] delusionalacad1
[37] tracyboylin

Top Words in Tweet in G5:
[333] light
[333] speed
[333] fast
[333] slow
[333] #scicomm
[332] physicsj

Top Words in Tweet in G6:
[166] #scicomm
[164] scicomm
[71] training
[70] science
[70] week
[69] interested
[69] running
[67] next
[60] sarah_cosgriff
[59] lgbtqia

Top Words in Tweet in G7:
[140] #scicomm
[77] #academictwitter
[63] academicchatter
[60] #phdchat
[46] scicomm_grad
[44] openacademics
[43] #phdlife
[38] scicomm_india
[37] phdvoice
[33] #sciencetwitter

Top Words in Tweet in G8:
[224] #scicomm
[31] science
[29] #science
[22] scicomm
[22] more
[22] research
[15] one
[13] scientists
[13] today
[12] #sciencetwitter

Top Words in Tweet in G9:
[52] #scicomm
[25] #covid19
[22] science
[15] scicomm
[13] more
[13] glenpyle
[12] great
[12] people
[12] take
[12] #regeneron

Top Words in Tweet in G10:
[54] picardonhealth
[45] #scicomm
[42] #covid19
[40] science
[40] cpho_canada
[28] swc_can
[22] research
[22] time
[22] globeandmail
[21] disinformation

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[334] light,speed
[334] speed,fast
[334] fast,slow
[334] slow,#scicomm
[333] physicsj,light
[314] uh,mapped
[314] mapped,middle
[314] middle,earth
[314] earth,petrology
[314] petrology,students

Top Word Pairs in Tweet in G1:
[44] #scicomm,#sciwri20
[35] #scipol,#scicomm
[31] science,communication
[31] #sciwri20,#scicomm
[29] #scicomm,skills
[28] ophthopedia,update
[27] interactive,workshop
[27] #scicomm,sciencewriters
[26] science,journalism
[24] #ophthalmology,#ophthotwitter

Top Word Pairs in Tweet in G2:
[55] #womeninstem,#scicomm
[47] phrases,strike
[47] strike,#scicomm
[47] #scicomm,vocabulary
[47] vocabulary,obviously
[47] obviously,see
[47] see,know
[46] scottishscicomm,phrases
[44] 10,fave
[44] fave,#blpoc

Top Word Pairs in Tweet in G3:
[307] uh,mapped
[307] mapped,middle
[307] middle,earth
[307] earth,petrology
[307] petrology,students
[307] students,match
[307] match,thin
[307] thin,sections
[307] sections,sam
[307] sam,frodo

Top Word Pairs in Tweet in G4:
[37] thepeopleshubuk,delusionalacad1
[34] jeremyfarrar,ukri_ceo
[32] do_kinder,bullyingalberta
[31] drumeshprabhu,talal_al_shamri
[30] bullyingalberta,jeremyfarrar
[30] jeremyfarrar,bulliescampaign
[30] laura_corbeth,matthijsseamy
[29] talal_al_shamri,jeremyfarrar
[29] delusionalacad1,psychmh
[29] psychmh,tracyboylin

Top Word Pairs in Tweet in G5:
[333] light,speed
[333] speed,fast
[333] fast,slow
[333] slow,#scicomm
[332] physicsj,light

Top Word Pairs in Tweet in G6:
[62] next,week
[59] scicomm,training
[49] lgbtqia,interested
[49] interested,scicomm
[49] running,intro
[49] intro,scicomm
[47] sarah_cosgriff,lgbtqia
[45] training,next
[45] two,live
[41] scicomm,running

Top Word Pairs in Tweet in G7:
[24] openacademics,academicchatter
[22] academicchatter,#scicomm
[21] #phdchat,phdvoice
[20] phdvoice,openacademics
[19] cazembekennedy,#academictwitter
[19] #academictwitter,#phdchat
[19] #scicomm,#medtwitter
[19] #medtwitter,#sciencetwitter
[19] #sciencetwitter,#phdlife
[19] #academicchatter,#academictwitter

Top Word Pairs in Tweet in G8:
[10] #science,#scicomm
[7] #scicomm,#science
[6] ways,speaking
[5] science,communication
[4] #sciencetwitter,#scicomm
[4] learn,more
[4] #scicomm,#speaking
[4] #scicomm,#presenting
[4] #animals,#wildlife
[3] covid,19

Top Word Pairs in Tweet in G9:
[11] monoclonal,antibody
[10] dissecting,superspreading
[10] superspreading,events
[10] events,help
[10] help,people
[10] people,take
[10] take,#covid19
[10] #covid19,measures
[10] measures,seriously
[9] caulfieldtim,dissecting

Top Word Pairs in Tweet in G10:
[21] disinformation,creating
[21] creating,problems
[21] problems,battling
[21] battling,pandemic
[21] pandemic,cpho_canada
[21] cpho_canada,mrabson
[21] mrabson,globeandmail
[21] globeandmail,#covid19
[20] picardonhealth,disinformation
[19] evolving,science

Top Replied-To
Top Replied-To in Entire Graph:
@scicomm_grad
@iamscicomm
@dhpsp
@nipgrsocial
@bullyingalberta
@do_kinder
@plantophagy
@dbetteracademia
@morimahmoudi
@science_sav

Top Replied-To in G1:
@thetracysimone
@thepurplelilac
@henningmc_
@halletjulie
@moefeliu
@mercifull
@sarah_gibbens
@neurosarcastic
@mk2000
@algopind

Top Replied-To in G2:
@helenes_world_
@ghunisht
@cathylmurphy
@mackayim
@spiderdaynight
@wisskommkaffee

Top Replied-To in G3:
@_scientistt
@lablesbian
@geoedgsa
@drannafunk
@ecologyofshane
@kennelly_school
@kaznatcheev
@mediocre_jake
@utulsa
@geologiststephy

Top Replied-To in G4:
@bullyingalberta
@do_kinder
@dbetteracademia
@morimahmoudi
@braincures
@keith_jebb
@utafrith
@fit4duty_ethics
@dgurdasani1
@wb_uk

Top Replied-To in G6:
@iamscicomm
@constababble
@johmatrix
@abbybartlett_
@zsahcekaerriyn
@osmosisreads
@jehankanga
@gabrielmariya
@lseimpactblog
@melaniesmallman

Top Replied-To in G7:
@scicomm_grad
@nipgrsocial
@science_sav
@zjayres
@priyankasacheti
@edurafi
@geo_jitu
@professor_gene
@mfcavallo
@kamelpullin

Top Replied-To in G9:
@alie_astrocyte
@krishanasankar
@scitelshow
@anna_lignum
@shiplives
@drbrignall
@denovo_fatima
@chantalonwatin
@heysciencesam

Top Replied-To in G10:
@carlyziter
@alexgelle
@alexiaostrolenk
@melaniesmallman
@tage_rai
@impaktsci

Top Mentioned
Top Mentioned in Entire Graph:
@physicsj
@bendyscientist
@researchgenome
@academicchatter
@pierre_markuse
@do_kinder
@jeremyfarrar
@brittanydfair
@theastroshake
@braincures

Top Mentioned in G1:
@brittanydfair
@sciencewriters
@scipolnetwork
@mnlimas
@open_notebook
@sacnas
@apoorva_nyc
@aaasmassmedia
@msu_scicomm
@sarakyeo

Top Mentioned in G2:
@scottishscicomm
@mstewartscience
@steamt
@berlinsciweek
@samnscience
@kidssolve
@carinacrucho
@berlin_soapbox
@venomslab
@techfestnews

Top Mentioned in G3:
@bendyscientist
@agu_scicomm
@iris_epo
@drwendyrocks
@rtisciwrites
@theagu
@scicommucr
@tedxucr
@ucriverside
@squidfan

Top Mentioned in G4:
@do_kinder
@jeremyfarrar
@braincures
@ukri_ceo
@bulliescampaign
@bullyingalberta
@thepeopleshubuk
@delusionalacad1
@tracyboylin
@drumeshprabhu

Top Mentioned in G5:
@physicsj

Top Mentioned in G6:
@sarah_cosgriff
@iamscicomm
@samillingworth
@constababble
@scarlett_jazmin
@falling_walls
@quest_eu
@egu_gc
@citscioz
@pcstnetwork

Top Mentioned in G7:
@academicchatter
@openacademics
@phdvoice
@scicomm_india
@cazembekennedy
@scicommsci
@scicomm_grad
@dbtindia
@renuswarup
@seasonwatch_in

Top Mentioned in G8:
@thepiercy
@hoxinsocks
@entomomogist
@georgiamelodie
@rosmariekatrin
@fuzzysynapse
@conornolan05
@kasia_hp

Top Mentioned in G9:
@glenpyle
@gairdnerawards
@caulfieldtim
@sbacon
@uvic
@broadinstitute
@this_is_farah
@krishanasankar
@gserratomarks
@this_is_brit

Top Mentioned in G10:
@picardonhealth
@cpho_canada
@swc_can
@globeandmail
@mrabson
@edyong209
@sarahevert
@du_astronomy
@watercomm

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@dichristine
@cowboyscifibot
@edinburghwatch
@bella623
@chidambara09
@kat4obama
@malliardreport
@femtech_

Top Tweeters in G1:
@nerdyflow
@slsandpet
@nytimes
@ecuabot
@nayasala
@ti_enjoli
@drmrfrancis
@gurdur
@brianhwaters
@bonkers_bee

Top Tweeters in G2:
@bella623
@femtech_
@andrewmorrisuk
@stcom
@cocacola
@nigeblue
@yolandavdzee
@crawlieswithcri
@monitor_ph
@proudwinglives

Top Tweeters in G3:
@marthalynneowe1
@pink1963dsw
@dmellieon
@unsnuk
@volcanowatching
@selenehikari
@dexxe
@bcwildfirewkly
@misosusanowa
@euronews

Top Tweeters in G4:
@marshawright
@googleexpertuk
@nicochan33
@telegraph
@drumeshprabhu
@rednationrising
@funder
@cope
@thetimes
@realscientists

Top Tweeters in G5:
@ccanoy_
@ajandradea
@tavittoo
@starveyourego
@angelinialfredo
@faisalaslams
@solarstorm777
@nurayzatjoe
@raja_natarajan
@moe_viper

Top Tweeters in G6:
@edinburghwatch
@lizditz
@inpoco
@docfreeride
@troutish
@ashwin_baindur
@paloma_zl
@ivacheung
@bmatb
@oskaarcher

Top Tweeters in G7:
@peta
@academicchatter
@victor_asal
@embracethecoda
@eclecticmommaz
@nytscience
@bgiddu
@drtatianaporto5
@storytellershaw
@who

Top Tweeters in G8:
@heckphiiiy
@klausriede
@neorenfield
@alc_anthro
@rosasxoso
@2footgiraffe
@showoff_ebooks
@nicgaston
@bgirlgadget
@princesangelsky

Top Tweeters in G9:
@forgerat
@thesciencevort1
@jenlucpiquant
@vickyyyf
@ryanmarino
@shiplives
@caulfieldtim
@infectiousdz
@davidflsts
@rexannakeats

Top Tweeters in G10:
@globeandmail
@viralvideovlogs
@geoffypjohnston
@l82be
@picardonhealth
@edyong209
@okilloran
@allendavidov
@denniskendel
@blastnost


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