scicomm, Twitter, 12/20/2021 12:51:24 AM, 268592


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scicomm_2021-12-19_15-40-41.xlsx
scicomm_2021-12-19_15-40-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 20, 2021
Short Description:
scicomm via NodeXL https://bit.ly/3pcXwBq
@b0tsci
@jayaisales
@scicommbot
@drsotayo
@astrobites
@braincures
@do_kinder
@amoebasisters
@joschuaknuppe
@primary_immune

Top hashtags:
#scicomm
#academictwitter
#phdchat
#science
#sciart
#agu21
#covid19
#omicron

Description:
Description
The graph represents a network of 5,872 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, 19 December 2021 at 23:52 UTC.

The requested start date was Sunday, 19 December 2021 at 01:01 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, 43-minute period from Monday, 13 December 2021 at 10:36 UTC to Friday, 17 December 2021 at 17:19 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 : 5872
Unique Edges : 5415
Edges With Duplicates : 13224
Total Edges : 18639
Number of Edge Types : 5
Replies to : 296
Mentions : 2971
Retweet : 5573
MentionsInRetweet : 8779
Tweet : 1020
Self-Loops : 1109
Reciprocated Vertex Pair Ratio : 0.0422462648119526
Reciprocated Edge Ratio : 0.0810677212061295
Connected Components : 275
Single-Vertex Connected Components : 105
Maximum Vertices in a Connected Component : 5172
Maximum Edges in a Connected Component : 17704
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.908961
Graph Density : 0.000293405168432841
Modularity : 0.436116
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,872 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, 19 December 2021 at 23:52 UTC.

The requested start date was Sunday, 19 December 2021 at 01:01 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, 43-minute period from Monday, 13 December 2021 at 10:36 UTC to Friday, 17 December 2021 at 17:19 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:
[54] https://www.youtube.com/watch?v=WfzehZx3yWI&feature=youtu.be

[45] https://www.antarcticglaciers.org/
[31] https://www.mdpi.com/1660-4601/18/23/12789/htm
[16] http://HealthAvenues.com
[13] https://www.eventbrite.com/e/2022-winter-school-social-networks-nodexl-pro-a-few-clicks-to-insights-tickets-166183444155?aff=ebdsoporgprofile
[13] https://onlinelibrary.wiley.com/doi/10.1002/pbc.29487?cookieSet=1
[11] https://www.scielo.br/j/clin/a/qbZbMzvWJCVCQY5YG8R7Z5d/#
[11] https://www.nsta.org/beststem22
[11] https://twitter.com/MCQST_cluster/status/1471029360253714434
[11] https://usoceandiscovery.org/wp-content/uploads/2021/12/EXP391-Press-Release.pdf

Top URLs in Tweet in G1:
[5] https://www.youtube.com/watch?v=PZmUaVP39qU

[4] https://twitter.com/MCQST_cluster/status/1471029360253714434
[4] https://twitter.com/univAMU_Europe/status/1471065619009314820
[4] https://phys.org/news/2021-12-cell-line-capable-red-blood.html
[4] https://www.cbc.ca/news/health/omicron-variant-hong-kong-study-1.6287519?cmp=rss
[4] https://www.insidehighered.com/blogs/rethinking-research/making-your-research-applicable-mainstream-audiences?utm_source=Inside+Higher+Ed&utm_campaign=d84ef30d60-DNU_2021_COPY_02&utm_medium=email&utm_term=0_1fcbc04421-d84ef30d60-226681257&mc_cid=d84ef30d60&mc_eid=799a991bb7
[3] https://blog.cabells.com/2021/12/15/cabells-best-reads-and-listens-of-2021/
[3] https://scholarlykitchen.sspnet.org/2021/12/16/reading-about-libraries-and-librarians/
[3] https://clunl.fcsh.unl.pt/en/novo-projeto-de-comunicacao-em-parceria-com-a-pfizer/
[3] https://twitter.com/vandy_vox/status/1468979239647002625

Top URLs in Tweet in G2:
[11] https://usoceandiscovery.org/wp-content/uploads/2021/12/EXP391-Press-Release.pdf
[4] https://butlerscicomm.com/does-your-cover-letter-provide-an-overall-picture-or-a-jumble-of-puzzle-pieces/
[3] https://blogs.agu.org/sciencecommunication/2021/12/10/antarcticlog-introducing-i-was-a-kid/
[3] https://twitter.com/thecosmicrey/status/1471210588172955650
[3] https://www.youtube.com/watch?v=1yxSYXRgDP8&feature=youtu.be

[3] https://twitter.com/thedorsalcolumn/status/1469392665343148042
[3] https://www.eventbrite.com/e/2022-winter-school-social-networks-nodexl-pro-a-few-clicks-to-insights-tickets-166183444155?aff=ebdsoporgprofile
[2] https://jcom.sissa.it/archive/20/07/JCOM_2007_2021_A03
[2] https://www.iwasakid.com/
[2] https://twitter.com/agu_scicomm/status/1471540717940097026

Top URLs in Tweet in G3:
[11] https://zoom.us/webinar/register/WN_nKxMY97HRc2kqmxyiLYJtg
[5] https://laparcasismica.blogspot.com/2021/09/el-primer-terremoto-de-caracas.html
[4] https://www.fimfiction.net/blog/973053/starscouting
[4] https://www.youtube.com/watch?v=4E7WiiW8Olw&feature=youtu.be

[4] https://www.chemistryworld.com/june-lindsey-another-forgotten-woman-in-the-story-of-dna/4014892.article
[4] https://experimentation-animale.info/bogle/
[4] https://docs.google.com/forms/d/e/1FAIpQLSdj1yiylstB_XoqbfF60tVZ8asiDF4ICXVugjdfG3SZU3G1Vg/viewform
[3] https://www.simplebeginningsblog.com/post/the-child-of-the-snow-lessons-from-the-10-000-year-old-story-of-neve?fbclid=IwAR3Z_1yG3VhPFHTErTAnwQwzN-a4vkIfYsWJ_i-8SB6qrp6W62JPiaH1E2A
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-03603-2
[3] https://indoukworkshop.com

Top URLs in Tweet in G4:
[51] https://www.youtube.com/watch?v=WfzehZx3yWI&feature=youtu.be

[11] http://HealthAvenues.com
[4] https://ucalgary.ca/news/notes-field-day-and-night-life-bats-fish-and-researchers-kananaskis-country
[2] https://www.smithsonianmag.com/smart-news/new-studies-unveil-details-about-the-largest-flying-creature-to-ever-live-180979193/?utm_source=smithsoniandaily&utm_medium=email&utm_campaign=20211209-daily&spMailingID=46080523&spUserID=MTAxMDczNjAzMDE3NwS2&spJobID=2141075795&spReportId=MjE0MTA3NTc5NQS2
[2] https://www.scicommbites.org/post/can-humor-make-you-and-your-science-communication-more-effective?postId=a4c16158-70ac-40b5-8322-9e53ba604732
[2] https://twitter.com/RRITools/status/1471392351952285699
[2] https://twitter.com/MCQST_cluster/status/1471029360253714434
[2] https://www.youtube.com/watch?v=bl1uG4PbTOE&feature=youtu.be

[2] https://lifeology.io/scicomm-with-style-webinar-recap/
[1] https://www.youtube.com/watch?v=g0zIcNc3e3I


Top URLs in Tweet in G5:
[4] https://www.drsotayo.com/tools-and-software-for-diagrams-infographics-and-illustrations/
[3] https://www.animateyour.science/post/top-5-science-communication-blogs
[1] https://www.drsotayo.com/finding-a-suitable-journal-for-your-manuscript-using-journal-finders/
[1] https://pintofscience.com.au/eoi
[1] https://twitter.com/UCLEngage/status/1470343917023514629

Top URLs in Tweet in G6:
[1] https://www.youtube.com/watch?v=tn3OVt82upo&feature=youtu.be

[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41562-020-00937-1
[1] https://www.chronicle.com/article/AbusersEnablers-in/241648/#.XtDRF0V-sZw.twitter
[1] https://www.youtube.com/watch?v=5iyzqWgok_Q

[1] https://figshare.com/s/74a5ea79d76ad66a8af8
[1] https://blogs.lse.ac.uk/impactofsocialsciences/?p=42245
[1] https://forbetterscience.com/2020/08/09/bethann-mclaughlin-affair-now-also-research-fraud/
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fcollections%2Fbjiacgiehd%2F
[1] https://www.science.org/content/article/how-i-learned-question-confidently-science-and-beyond?cookieSet=1
[1] https://twitter.com/awmackenzie/status/1453055994452496387

Top URLs in Tweet in G7:
[10] https://zoom.us/j/93667424763
[2] https://www.getrevue.co/profile/SciCommChat
[2] https://www.scicommcollective.com/events/2022/01/15/symposium
[2] https://www.youtube.com/watch?v=DHCvCAUKluo&feature=youtu.be

[2] https://www.consilience-journal.com/issue-7
[2] https://twitter.com/jvwilkening/status/1470942219032948736
[2] https://twitter.com/vigyanpratibha/status/1471768751338975232
[2] https://www.nature.com/naturecareers/job/communications-manager-fmdiv-100-max-planck-institute-for-intelligent-systems-mpiis-744753?fbclid=IwAR1vvbINhx6KYP-h1s83lT_VtohpeN8omVITS1CfnWkKM4nijUYit3zD6QU
[2] https://journals.sagepub.com/toc/pusa/31/1?cookieSet=1
[2] https://www.buzzsprout.com/1550734

Top URLs in Tweet in G8:
[9] https://twitter.com/alvinfoo/status/1470270612338003974
[8] https://twitter.com/DNA_RNA_Uni/status/1469790078335651841
[6] https://www.linkedin.com/pulse/social-media-atanas-g-atanasov/
[4] https://twitter.com/RipleyDrifter/status/1469676754994401293
[4] https://twitter.com/elonmusk/status/1437112222698909697
[3] https://www.aaspjournal.org/uploads/155/8313_pdf.pdf
[2] https://twitter.com/DelthiaRicks/status/1465649509330038784
[2] http://inpst.net/blog/possible-antiatherogenic-effects-of-the-commonly-used-spice-and-flavoring-agent-ginger/
[2] http://www.pharm.kumamoto-u.ac.jp/yakusodb/detail/003494.php
[2] https://twitter.com/ScienceCommuni2/status/1470020671619141640

Top URLs in Tweet in G9:
[1] https://edu.inaf.it/in-english/universe-world/anahi-caldu-primo-outreach/

Top URLs in Tweet in G10:
[3] https://phys.org/news/2021-12-mathematical-efficient-climate.html
[2] https://www.nature.com/articles/s41591-021-01630-0
[1] https://phys.org/science-news/mathematics/
[1] https://phys.org/news/2021-12-cell-line-capable-red-blood.html
[1] https://twitter.com/jordanbpeterson/status/1470283466277371909
[1] https://techxplore.com/news/2021-12-electric-vehicle-network-strategy.html
[1] https://phys.org/news/2021-12-einstein-greatest-theory-extreme-stars.html
[1] https://phys.org/news/2021-12-marathon-reveals-quirks-quarks.html
[1] https://phys.org/news/2021-12-size-doesnt-composition-deadly-meteorite.html
[1] https://techxplore.com/news/2021-12-portugal-europe-biggest-lithium-treatment.html

Top Domains
Top Domains in Tweet in Entire Graph:
[562] twitter.com
[185] youtube.com
[45] antarcticglaciers.org
[32] mdpi.com
[30] zoom.us
[29] 360onhistory.com
[26] phys.org
[22] nature.com
[21] wiley.com
[20] google.com

Top Domains in Tweet in G1:
[127] twitter.com
[27] youtube.com
[9] astronomicca.com
[7] sspnet.org
[7] phys.org
[5] canadiansciencecentres.ca
[5] eventbrite.com
[4] waterwired.org
[4] cbc.ca
[4] sociale.network

Top Domains in Tweet in G2:
[103] twitter.com
[25] youtube.com
[11] usoceandiscovery.org
[6] sissa.it
[4] agu.org
[4] confex.com
[4] lifeology.io
[4] butlerscicomm.com
[4] eventbrite.com
[2] iwasakid.com

Top Domains in Tweet in G3:
[42] twitter.com
[29] 360onhistory.com
[23] youtube.com
[11] zoom.us
[8] blogspot.com
[4] fimfiction.net
[4] nature.com
[4] chemistryworld.com
[4] experimentation-animale.info
[4] google.com

Top Domains in Tweet in G4:
[58] youtube.com
[20] twitter.com
[11] healthavenues.com
[4] ucalgary.ca
[3] lifeology.io
[2] smithsonianmag.com
[2] theguardian.com
[2] the-scientist.com
[2] scicommbites.org
[2] plos.org

Top Domains in Tweet in G5:
[5] drsotayo.com
[3] animateyour.science
[1] com.au
[1] twitter.com

Top Domains in Tweet in G6:
[3] nature.com
[2] youtube.com
[1] chronicle.com
[1] figshare.com
[1] ac.uk
[1] forbetterscience.com
[1] science.org
[1] twitter.com
[1] researchsquare.com

Top Domains in Tweet in G7:
[27] twitter.com
[10] zoom.us
[4] youtube.com
[4] pcst.co
[2] getrevue.co
[2] google.com
[2] scicommcollective.com
[2] phys.org
[2] scienceblog.com
[2] consilience-journal.com

Top Domains in Tweet in G8:
[40] twitter.com
[6] linkedin.com
[3] inpst.net
[3] aaspjournal.org
[2] ac.jp
[2] google.com
[1] digitalpatientsafety.com
[1] nih.gov
[1] psychologytoday.com
[1] elsevier.com

Top Domains in Tweet in G9:
[1] inaf.it

Top Domains in Tweet in G10:
[16] phys.org
[16] twitter.com
[4] techxplore.com
[2] nature.com
[2] leibniz-postdoc.de
[1] michaelmann.net
[1] mcgill.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3290] scicomm
[398] academictwitter
[361] phdchat
[356] science
[291] sciart
[196] agu21
[184] covid19
[127] omicron
[119] sciencetwitter
[102] scicommhuddle



Top Hashtags in Tweet in G1:
[583] scicomm
[47] science
[24] research
[21] sciart
[19] academictwitter
[17] scholcomm
[17] podcast
[15] biology
[14] covid19
[13] sciencetwitter

Top Hashtags in Tweet in G2:
[559] scicomm
[165] agu21
[57] sciart
[43] science
[34] agu2021
[26] sketchyourscience
[21] scipol
[18] sixwordscience
[17] sciengage
[16] skillsforscience

Top Hashtags in Tweet in G3:
[285] scicomm
[44] science
[21] phd
[20] physics
[19] academictwitter
[16] phdchat
[14] sciart
[12] universe
[12] sun
[11] space

Top Hashtags in Tweet in G4:
[238] scicomm
[60] sciencetwitter
[49] academictwitter
[39] sciart
[31] phdchat
[25] scichat
[25] biology
[24] openscience
[23] phdlife
[15] dystonia

Top Hashtags in Tweet in G5:
[263] phdchat
[263] academictwitter
[24] scicomm
[13] academicchatter
[7] science
[6] communicator
[3] blogs
[3] writing
[2] publicengagement
[1] stem

Top Hashtags in Tweet in G6:
[19] scicomm
[6] womeninstem
[6] womeninscience
[6] vacation
[6] escaping
[6] bacteria
[6] floating
[6] water
[6] depth
[4] researchculture

Top Hashtags in Tweet in G7:
[208] scicomm
[83] scicommhuddle
[42] science
[39] isf2022
[33] scicommchat
[15] consilience
[15] poems
[11] covid19
[8] publicengagement
[7] samgroup_eu

Top Hashtags in Tweet in G8:
[98] scicomm
[46] gratitude
[35] dhpsp
[26] inpst
[20] hospitalstalktolovedones
[15] action
[13] crbiotech
[10] npmnd
[7] bhagavad
[7] gita

Top Hashtags in Tweet in G9:
[2] scicomm
[2] universeworld
[2] scienceteller
[1] astronomyforabetterworld
[1] outreach
[1] astronomy

Top Hashtags in Tweet in G10:
[115] scicomm
[72] cdnpoli
[50] covid19
[33] vaccine
[33] booster
[33] omicron
[18] climate
[16] science
[14] design
[11] cdnsci

Top Words
Top Words in Tweet in Entire Graph:
[3290] #scicomm
[941] science
[669] more
[398] #academictwitter
[397] one
[374] thread
[368] make
[361] #phdchat
[357] research
[356] #science

Top Words in Tweet in G1:
[583] #scicomm
[214] science
[70] research
[66] 2021
[64] great
[57] more
[51] today
[47] #science
[45] check
[44] one

Top Words in Tweet in G2:
[559] #scicomm
[261] science
[165] #agu21
[146] agu_scicomm
[99] theagu
[90] more
[74] great
[69] today
[67] one
[66] year

Top Words in Tweet in G3:
[285] #scicomm
[84] science
[53] research
[44] #science
[39] today
[38] found
[36] very
[35] 2021
[32] matter
[32] one

Top Words in Tweet in G4:
[238] #scicomm
[108] amoebasisters
[60] #sciencetwitter
[59] short
[56] find
[53] love
[53] bacteria
[52] recent
[52] youtube
[51] fascinating

Top Words in Tweet in G5:
[272] drsotayo
[265] more
[263] #phdchat
[263] #academictwitter
[255] make
[251] google
[251] search
[251] tricks
[251] techniques
[251] searches

Top Words in Tweet in G6:
[19] #scicomm
[14] braincures
[13] morimahmoudi
[11] evidencebase_im
[10] do_kinder
[10] suzanne_garrett
[9] dgurdasani1
[9] reneebleau
[8] 1752group
[8] proftimnoakes

Top Words in Tweet in G7:
[208] #scicomm
[83] #scicommhuddle
[79] indscifest
[67] science
[50] looking
[48] issue
[46] scicomm
[42] #science
[39] #isf2022
[38] scicommclub

Top Words in Tweet in G8:
[98] #scicomm
[58] sciencecommuni2
[47] _atanas_
[46] #gratitude
[41] thread
[35] #dhpsp
[26] #inpst
[25] _inpst
[25] dhpsp
[20] #hospitalstalktolovedones

Top Words in Tweet in G9:
[270] verified
[136] re
[136] news
[135] trying
[135] unfortunately
[135] one
[135] written
[135] articles
[135] anyone
[134] astrobites

Top Words in Tweet in G10:
[115] #scicomm
[72] #cdnpoli
[50] #covid19
[42] covid
[41] 19
[34] need
[34] vaccine
[33] booster
[33] #vaccine
[33] #booster

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[278] #phdchat,#academictwitter
[267] more,effective
[262] google,search
[262] search,tricks
[262] tricks,techniques
[262] techniques,make
[262] make,searches
[262] searches,more
[262] effective,thread
[262] thread,#phdchat

Top Word Pairs in Tweet in G1:
[26] science,communication
[17] apps,open
[17] open,next
[17] next,cohort
[17] cohort,stem
[17] stem,professionals
[17] professionals,interested
[17] interested,participating
[17] participating,women
[17] women,stem

Top Word Pairs in Tweet in G2:
[32] science,communication
[29] interviewed,theagu
[29] theagu,science
[29] science,means
[29] means,society
[29] society,earthquakes
[29] earthquakes,huge
[29] huge,hazards
[28] louisa_geo,interviewed
[28] hazards,pre

Top Word Pairs in Tweet in G3:
[28] dark,matter
[28] #scicomm,#science
[14] without,dark
[12] #universe,#scicomm
[12] research,innovation
[12] early,career
[12] dbtindia,rajesh_gokhale
[11] very,large
[11] large,telescope
[11] parkar,solar

Top Word Pairs in Tweet in G4:
[51] find,bacteria
[51] bacteria,fascinating
[51] fascinating,love
[51] love,recent
[51] recent,youtube
[51] youtube,short
[51] short,#scicomm
[50] amoebasisters,find
[50] #scicomm,#s
[36] #scicomm,#sciart

Top Word Pairs in Tweet in G5:
[262] #phdchat,#academictwitter
[251] google,search
[251] search,tricks
[251] tricks,techniques
[251] techniques,make
[251] make,searches
[251] searches,more
[251] more,effective
[251] effective,thread
[251] thread,#phdchat

Top Word Pairs in Tweet in G6:
[9] reneebleau,suzanne_garrett
[7] evidencebase_im,braincures
[6] morimahmoudi,reneebleau
[6] #vacation,#escaping
[6] #escaping,beach
[6] beach,wondered
[6] wondered,#bacteria
[6] #bacteria,float
[6] float,#floating
[6] #floating,#water

Top Word Pairs in Tweet in G7:
[25] #scicommhuddle,#isf2022
[24] looking,forward
[16] scicomm,events
[16] issue,consiliencejrnl
[15] day,#scicommhuddle
[15] electrifying,news
[15] news,#consilience
[15] #consilience,issue
[15] issue,energy
[15] energy,live

Top Word Pairs in Tweet in G8:
[36] sciencecommuni2,#scicomm
[35] thread,sciencecommuni2
[28] #dhpsp,#scicomm
[24] #gratitude,#dhpsp
[12] #gratitude,#hospitalstalktolovedones
[12] #hospitalstalktolovedones,#scicomm
[12] _inpst,#gratitude
[10] _atanas_,#gratitude
[9] sciencecommuni2,#gratitude
[9] 13,thread

Top Word Pairs in Tweet in G9:
[135] re,trying
[135] trying,verified
[135] verified,unfortunately
[135] unfortunately,one
[135] one,written
[135] written,news
[135] news,articles
[135] articles,anyone
[135] anyone,verified
[134] astrobites,re

Top Word Pairs in Tweet in G10:
[41] covid,19
[37] #covid19,#scicomm
[33] need,covid
[33] 19,vaccine
[33] vaccine,booster
[33] booster,#vaccine
[33] #vaccine,#booster
[33] #booster,#omicron
[33] #omicron,#covid19
[32] hotvickkrishna,need

Top Replied-To
Top Replied-To in Entire Graph:
@scicommclub
@agu_scicomm
@kristinapistone
@aguscisociety
@spaceyliz
@austinrspence
@fancycomma
@craken_maccraic
@1nativesoilnerd
@dee_scicomm

Top Replied-To in G1:
@gowildforbees
@kallmemeg
@all_isee
@filmlecturer
@myndwalk
@sentientpotato6
@eatthecrust
@independentsage
@ravenscimaven
@aldacenter

Top Replied-To in G2:
@agu_scicomm
@kristinapistone
@aguscisociety
@spaceyliz
@fancycomma
@craken_maccraic
@1nativesoilnerd
@lsgardiner
@berkeleylab
@thecosmicrey

Top Replied-To in G3:
@dbt_instem
@dymaxionme
@ellie_scicomm
@planttes
@nipgrsocial
@unibz
@jchidzvete
@jcbarret
@laurentedaldi
@daniellaafeltra

Top Replied-To in G4:
@johnfocook
@thestrugglings4
@actressnoir
@aimanbaloch1
@phdvoice

Top Replied-To in G6:
@runelinding
@morimahmoudi
@microbiomdigest
@jeremyfarrar
@sciencemagazine
@abpi_uk
@do_kinder
@ajackiehunter
@kidworldcitizen

Top Replied-To in G7:
@scicommclub
@indscifest
@namrata13
@fikayooyewale
@drnicolabrink
@venkramaswamy
@maria_scheel_
@audiotransducer
@turtonj1990
@mixotrophe

Top Replied-To in G10:
@geraldkutney
@opalsoap
@cathmckenna
@russdiabo
@nolore
@caulfieldtim
@packaginggirl99
@dianora_1
@piratesnatch
@pepperfire

Top Mentioned
Top Mentioned in Entire Graph:
@drsotayo
@primary_immune
@agu_scicomm
@astrobites
@amoebasisters
@indscifest
@theagu
@joschuaknuppe
@sciencecommuni2
@youtube

Top Mentioned in G1:
@nature
@aldacenter
@deepgreendesign
@sciencetynan
@karopoliakova
@cabellspublish
@cosmobiologist
@vinkelmule
@amycchambers
@bluemarblespace

Top Mentioned in G2:
@agu_scicomm
@theagu
@aguscipolicy
@1nativesoilnerd
@fancycomma
@louisa_geo
@nasa
@irenecrisologo
@aguscisociety
@amanda_frossard

Top Mentioned in G3:
@360onhistory
@scicomm_india
@nipgrsocial
@dbtindia
@rajesh_gokhale
@iisf2021
@dbt_instem
@rtandon_pria
@agu_scicomm
@pria_india

Top Mentioned in G4:
@amoebasisters
@youtube
@theneurolander
@ncse
@academicchatter
@phdvoice
@gsconfessional
@thestrugglings4
@ope
@openacademics

Top Mentioned in G5:
@drsotayo
@acade
@animate_science
@pintofscienceau
@academicchatter
@openacademics
@memicroscope
@butlerkaycie
@einterview
@sagepublishers

Top Mentioned in G6:
@braincures
@morimahmoudi
@evidencebase_im
@suzanne_garrett
@do_kinder
@dgurdasani1
@reneebleau
@1752group
@proftimnoakes
@marikasboros

Top Mentioned in G7:
@indscifest
@fikayooyewale
@consiliencejrnl
@scicommclub
@siddhrthknkaria
@jennimet
@marinajoubert
@sarahhyder
@samillingworth
@banya_kar

Top Mentioned in G8:
@sciencecommuni2
@_atanas_
@_inpst
@dhpsp
@hospitalstalkto
@holistic_hlth
@alvinfoo
@dna_rna_uni
@shrabonighosal
@ralzahrani2020

Top Mentioned in G9:
@astrobites
@claudiascosmos
@uranustopos
@edu_inaf

Top Mentioned in G10:
@hotvickkrishna
@deepgreendesign
@leibnizpostdocs
@gkalinkat
@cathmckenna
@nature
@michaelemann
@sarah_d_ayash
@globeandmail
@liz_churchill_

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@xaelbot
@robre62
@codedailybot
@gojira007x
@viralvideovlogs
@john1966olsen
@mharvey816
@lizditz
@lehimesa

Top Tweeters in G1:
@coder_487
@harvest57688777
@mactavish
@starr1035fm
@botfemale
@melodycrickett
@theeconomist
@circlereader
@navyplatypus
@geokem7

Top Tweeters in G2:
@lndontretweets
@reveal_house
@whysharksmatter
@needhibhalla
@mmmukalla
@temi_talks
@chabis_ch
@b0tsci
@mpweirdopodcast
@geographile

Top Tweeters in G3:
@upulie
@bronyretweets
@nadeemansary
@eco1start
@realscientists
@peterofallon1
@noodlemaz
@dawnbazely
@scicommbot
@pewresearch

Top Tweeters in G4:
@xaelbot
@codedailybot
@morolswediu
@jfsebastian146
@coderretweet
@_l17r_
@ml_tweet_bot
@_funbot
@fluttbot
@aprogrammerbot

Top Tweeters in G5:
@iohjay
@cashyjay
@olujokotade
@ms_ada_oku
@caitriona_mac
@babajid3
@olawale_dimeji
@gbilo
@alaaga_01
@culanth

Top Tweeters in G6:
@googleexpertuk
@fabriciosx
@gordontredgold
@ignaciovalle3
@nicochan33
@lollydaskal
@drumeshprabhu
@tristramwyatt
@laserhaas01
@npr

Top Tweeters in G7:
@pfanderson
@calamur
@euronews
@physorg_com
@cmorfakis
@pradx
@dr_rodgonza
@iamscicomm
@jenniferyuen1
@dkjhaunc

Top Tweeters in G8:
@lehimesa
@jj_angelus
@discriminantbot
@vicentelozadab
@drferdowsi
@peteraf1
@sminaev2015
@denutrients
@cosseaton
@fabriziobustama

Top Tweeters in G9:
@igorcarron
@misosusanowa
@tweetledee2b
@jeffhavig
@wordsnflowers1
@jjmukit
@mrfarty
@planetdr
@elakdawalla
@fredzannarbor

Top Tweeters in G10:
@viralvideovlogs
@artificialbra1n
@allan_crawshaw
@globeandmail
@chuckw12
@gadflyquebec
@charlierichmond
@mentalhealthbo5
@pepperfire
@deepgreendesign


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