scicomm, Twitter, 5/19/2021 7:20:37 PM, 255171


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scicomm_2021-05-16_15-36-37.xlsx
scicomm_2021-05-16_15-36-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 19, 2021
Short Description:
scicomm via NodeXL https://bit.ly/3v80TKg
@b0tsci
@scicommbot
@braincures
@do_kinder
@xiaofei_lin
@spaceboffin
@animbehsociety
@frkearns
@deepgreendesign
@academicchatter

Top hashtags:
#scicomm
#science
#sciart
#stem
#covid19
#scipol
#medtwitter
#research

Description:
Description
The graph represents a network of 7,470 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, 16 May 2021 at 22:46 UTC.

The requested start date was Sunday, 16 May 2021 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, 0-hour, 2-minute period from Monday, 10 May 2021 at 17:19 UTC to Friday, 14 May 2021 at 17:22 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 : 7470
Unique Edges : 6936
Edges With Duplicates : 19987
Total Edges : 26923
Number of Edge Types : 5
Retweet : 5496
MentionsInRetweet : 11072
Mentions : 8896
Replies to : 425
Tweet : 1034
Self-Loops : 1245
Reciprocated Vertex Pair Ratio : 0.0438176781667086
Reciprocated Edge Ratio : 0.083956574185766
Connected Components : 448
Single-Vertex Connected Components : 157
Maximum Vertices in a Connected Component : 6250
Maximum Edges in a Connected Component : 25182
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.065466
Graph Density : 0.000222875704182374
Modularity : 0.392278
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,470 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, 16 May 2021 at 22:46 UTC.

The requested start date was Sunday, 16 May 2021 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, 0-hour, 2-minute period from Monday, 10 May 2021 at 17:19 UTC to Friday, 14 May 2021 at 17:22 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:
[36] https://newsroom.ucla.edu/releases/gene-therapy-for-children-born-without-immune-system
[23] https://www.mdpi.com/2223-7747/9/4/439/htm
[20] https://www.cast-science.org/sarah-evanega-announced-as-2021-borlaug-cast-communication-award-winner/
[19] https://twitter.com/ravenscimaven/status/1392156769225482246
[15] http://biorxiv.org/lookup/doi/10.1101/2019.12.29.890418
[13] http://biorxiv.org/lookup/doi/10.1101/2021.05.10.443368
[13] https://www.elsevier.com/connect/demystifying-the-covid-19-vaccines-6-things-you-need-to-know
[12] https://www.teachingbooks.net/
[11] https://www.crowdjustice.com/case/tackling-bullying-and-harassment-at-workplace/
[11] https://www.nature.com/articles/s41467-021-22727-7

Top URLs in Tweet in G1:
[11] https://www.crowdjustice.com/case/tackling-bullying-and-harassment-at-workplace/
[3] https://www.linkedin.com/slink?code=d5S8c7U
[3] https://docs.google.com/document/d/1Nqjhxxd9VoFFZiqrD0hRvyMo6DcZMyZVJjz9_2SzPZY/edit
[3] https://www.linkedin.com/slink?code=grGD75g
[2] https://www.linkedin.com/pulse/shitty-professors-list-krzysztof-potempa/
[2] https://www.linkedin.com/pulse/imperial-college-scandals-krzysztof-potempa/
[2] https://www.linkedin.com/pulse/whistleblowing-academia-krzysztof-potempa/
[2] https://jezebel.com/academias-shitty-men-list-has-around-2-000-entries-deta-1821991028
[2] https://wakeforest.qualtrics.com/jfe/form/SV_0uZSsSRmzJDVnb7
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fnews%2Funiversity-systems-allow-sexual-harassers-to-thrive-1.22928

Top URLs in Tweet in G2:
[10] https://www.teachingbooks.net/
[6] https://twitter.com/AldaCenter/status/1392519881703239683
[6] https://regions.regionalstudies.org/ezine/article/fostering-innovation-through-workplace-diversity/?print=print+
[6] https://www.the-scientist.com/news-opinion/opinion-include-public-outreach-plans-in-grant-requirements-68723
[5] https://twitter.com/ravenscimaven/status/1392156769225482246
[5] https://chemforyourlife.transistor.fm/
[5] https://pintofscience.de/
[4] https://twitter.com/quest_eu/status/1392421909577490434
[4] https://twitter.com/istemcare/status/1392098518484099075
[3] https://twitter.com/BerlinSchool_PE/status/1392379353581895680

Top URLs in Tweet in G3:
[9] https://sciandtell.org/episode/karen-st-germain/
[8] https://agu.zoom.us/webinar/register/WN_BFeCuj22SiqzUTfifUUC7Q
[8] https://blog.cabells.com/2021/05/12/no-laughing-matter/
[7] https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2020JE006688
[5] https://connect.agu.org/sharingscience/virtual-learning-modules/story-arc
[5] https://scholarlykitchen.sspnet.org/2021/05/13/global-trends-in-open-access-africa-asia-and-latin-america/
[5] https://www.wissenschaft-im-dialog.de/fileadmin/user_upload/Ueber_uns/Stellenangebote/Dokumente/210423_Ausschreibung_Wissenschaftliche_Mitarbeit_Citizen_Science.pdf
[5] https://twitch.tv/sciencestreams
[4] https://blogs.agu.org/sciencecommunication/2021/05/06/antarcticlog-antarctic-artists/
[4] https://www.the-scientist.com/news-opinion/opinion-include-public-outreach-plans-in-grant-requirements-68723

Top URLs in Tweet in G4:
[31] https://newsroom.ucla.edu/releases/gene-therapy-for-children-born-without-immune-system
[20] https://www.mdpi.com/2223-7747/9/4/439/htm
[13] http://biorxiv.org/lookup/doi/10.1101/2019.12.29.890418
[12] http://biorxiv.org/lookup/doi/10.1101/2021.05.10.443368
[10] https://www.nature.com/articles/s41467-021-22727-7
[9] http://biorxiv.org/lookup/doi/10.1101/2021.05.07.443205
[7] https://www.medicalnewstoday.com/articles/dementia-parkinsons-do-gut-bacteria-trigger-protein-clumping#Good-bacteria
[2] https://www.elsevier.com/connect/using-graphical-abstracts-to-enrich-and-expand-the-reach-of-your-research
[2] https://twitter.com/_atanas_/status/1391753142136709121
[2] https://twitter.com/_atanas_/status/1392517177853501441

Top URLs in Tweet in G5:
[4] https://twitter.com/heysciencesam/status/1391787609404358659
[3] http://www.eventbrite.com/e/virtual-science-slam-science-odyssey-2021-tickets-150852673407
[3] https://www.eventbrite.ca/e/the-covid-19-vaccine-looking-for-answers-tickets-153922665837
[2] https://www.eventbrite.com/e/virtual-science-slam-science-odyssey-2021-tickets-150852673407
[2] https://www.youtube.com/watch?v=CVPy25wQ07k&feature=youtu.be

[2] https://twitter.com/kirstyduncanmp/status/1392118457861386241
[2] https://twitter.com/sciencewithive/status/1392870368675868672
[2] https://www.linkedin.com/company/fancycomma
[2] https://discord.com/invite/qsQSru3e5F
[1] https://twitter.com/beatymuseum/status/1393227101805887490

Top URLs in Tweet in G6:
[1] https://twitter.com/SpotlightThePod/status/1392962448899125250
[1] https://twitter.com/FCBarcelona/status/1393185314957561858
[1] https://twitter.com/thackfish/status/1391878779501375488
[1] https://twitter.com/HabitAware/status/1392549494844055552
[1] https://twitter.com/EmuLarge/status/1391088673882624002

Top URLs in Tweet in G7:
[3] https://twitter.com/ravenscimaven/status/1392156769225482246
[1] https://twitter.com/ChooseWiselyCA/status/1391767002272788487
[1] https://twitter.com/IzzieClarke/status/1391738591165001731
[1] https://n.neurology.org/content/early/2021/05/04/WNL.0000000000012067
[1] https://www.youtube.com/watch?v=J1J6AaslQGI&feature=youtu.be

[1] https://www.cnbc.com/2021/05/10/who-classifies-triple-mutant-covid-variant-from-india-as-global-health-risk-.html
[1] https://twitter.com/PramodhYapa/status/1391815519976579075
[1] https://twitter.com/SPBombaci/status/1391822454276780033
[1] https://www.youtube.com/watch?v=MTEaakWLcDE

[1] https://twitter.com/safestates/status/1391767502133342213

Top URLs in Tweet in G8:
[5] https://docs.google.com/forms/d/e/1FAIpQLSdxiEdOARr6FSvpP2Wni-Pb0KnwzvJbSNPWvLMcupcUL1T4-Q/viewform?usp=send_form
[3] https://scienceforgeorgia.org/20000-leagues-thru-georgia/?utm_content=buffer892ef&utm_medium=social&utm_source=facebook.com&utm_campaign=buffer
[2] https://twitter.com/AAASmeetings/status/1392197937132806145
[2] https://twitter.com/JSomarelli/status/1393216553412333570
[2] http://www.scienceseeker.org/2021/05/what-do-cats-love-of-boxes-tell-us.html
[1] https://comscicon.com/comsciconcepts-combatting-covid-black-community-2021?admin_panel=1#
[1] https://twitter.com/ComSciCon/status/1389694030926151681
[1] https://comscicon.com/news/mimicking-photosynthesis-nature-using-metal-nanoparticles
[1] https://twitter.com/thexylom/status/1376917785624903682
[1] https://twitter.com/joesbigidea/status/1204133723681234944?s=20

Top URLs in Tweet in G9:
[4] https://islandpress.org/books/getting-heart-science-communication
[2] https://biomedia-lab.org/artbiomethods-exhibition
[2] https://scienceplusstory.com/podcasts/faith-kearns-getting-to-the-heart-of-science-communication/
[1] https://twitter.com/rlalasz/status/1392528745576140803
[1] https://twitter.com/ucanr/status/1392291887587889152
[1] https://ucanr.edu/News/?routeName=newsstory&postnum=46574
[1] https://twitter.com/NewScientistPod/status/1393083658274152449
[1] https://medium.com/@snowhydro/science-blogging-101-c4f232f6f99a
[1] https://scicomm.plos.org/2021/03/16/bright-club/
[1] https://twitter.com/AGU_SciComm/status/1391819190840041474

Top URLs in Tweet in G10:
[3] https://twitter.com/ravenscimaven/status/1392156769225482246
[2] https://www.youtube.com/watch?v=D8H1RNtka6s&feature=youtu.be

[2] https://twitter.com/sandyeix/status/1392606690894237697
[2] https://twitter.com/ravenscimaven/status/1392221339029811204
[1] https://www.flickr.com/photo.gne?short=2kSxTU4
[1] https://www.flickr.com/photo.gne?short=2kXeV6Q
[1] https://www.flickr.com/photo.gne?short=2kXNCXp
[1] https://www.flickr.com/photo.gne?short=2kY7932
[1] https://www.flickr.com/photo.gne?short=2kQNEWY
[1] https://www.flickr.com/short_urls.gne?photoset=aHsmB6US6x

Top Domains
Top Domains in Tweet in Entire Graph:
[635] twitter.com
[107] youtube.com
[50] nature.com
[41] biorxiv.org
[37] ucla.edu
[35] google.com
[34] linkedin.com
[29] zoom.us
[27] agu.org
[27] elsevier.com

Top Domains in Tweet in G1:
[22] linkedin.com
[18] nature.com
[15] theguardian.com
[11] crowdjustice.com
[8] twitter.com
[6] timeshighereducation.com
[4] google.com
[4] co.uk
[3] youtube.com
[3] sciencemag.org

Top Domains in Tweet in G2:
[124] twitter.com
[11] teachingbooks.net
[8] questproject.eu
[7] youtube.com
[6] lifeology.io
[6] pintofscience.de
[6] ac.uk
[6] regionalstudies.org
[6] the-scientist.com
[5] transistor.fm

Top Domains in Tweet in G3:
[99] twitter.com
[31] youtube.com
[26] agu.org
[14] wiley.com
[10] eos.org
[9] sciandtell.org
[9] zoom.us
[9] cabells.com
[8] spotify.com
[7] scientia.global

Top Domains in Tweet in G4:
[36] biorxiv.org
[32] ucla.edu
[20] mdpi.com
[18] twitter.com
[12] nature.com
[7] medicalnewstoday.com
[6] lifescivoice.com
[4] youtube.com
[3] wordpress.com
[2] elsevierhealth.com

Top Domains in Tweet in G5:
[42] twitter.com
[5] eventbrite.com
[3] eventbrite.ca
[2] youtube.com
[2] evidencefordemocracy.ca
[2] linkedin.com
[2] discord.com
[1] goodwork.ca
[1] taleo.net
[1] charityvillage.com

Top Domains in Tweet in G6:
[5] twitter.com

Top Domains in Tweet in G7:
[58] twitter.com
[6] youtube.com
[2] einsteinfoundation.de
[2] nytimes.com
[2] conceptavision.com
[2] co.uk
[2] wordpress.com
[2] instagram.com
[2] braintasticscience.com
[1] neurology.org

Top Domains in Tweet in G8:
[27] twitter.com
[5] google.com
[5] scienceforgeorgia.org
[3] youtube.com
[3] aaas.org
[2] comscicon.com
[2] scitation.org
[2] cdnsciencepub.com
[2] scienceseeker.org
[1] scientificamerican.com

Top Domains in Tweet in G9:
[9] twitter.com
[4] islandpress.org
[2] biomedia-lab.org
[2] scienceplusstory.com
[1] ucanr.edu
[1] medium.com
[1] plos.org
[1] capscicomm.org
[1] tiny.cc
[1] grist.org

Top Domains in Tweet in G10:
[13] twitter.com
[6] flickr.com
[2] youtube.com
[1] gofundme.com
[1] sentinel-hub.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3422] scicomm
[274] science
[208] sciart
[142] stem
[140] covid19
[110] scipol
[108] medtwitter
[103] research
[96] academictwitter
[94] podcast



Top Hashtags in Tweet in G1:
[136] scicomm
[51] scipol
[49] researchculture
[34] rri
[29] stemtoo
[28] reimagineresearch
[25] phdchat
[20] bullying
[17] researchintegrity
[17] metoo

Top Hashtags in Tweet in G2:
[646] scicomm
[55] scicommchat
[42] primatetrivia
[42] scientists
[40] guessthatprimate
[40] stem
[36] primatology
[36] socialmedia
[36] journalists
[36] darterts

Top Hashtags in Tweet in G3:
[660] scicomm
[100] sciart
[69] science
[58] storytelling
[49] climatechange
[40] openscience
[37] research
[36] academictwitter
[35] stem
[29] podcast

Top Hashtags in Tweet in G4:
[132] scicomm
[60] dhpsp
[42] gratitude
[31] inpst
[29] openscience
[29] covid19
[22] npmnd
[20] plants
[17] primaryimmunodeficiency
[17] gut

Top Hashtags in Tweet in G5:
[134] scicomm
[30] science
[29] scipol
[24] covidvaccine
[9] facebooklive
[9] covidvaccines
[8] covid19
[7] publicengagement
[6] allstar
[6] womeninscience

Top Hashtags in Tweet in G6:
[12] scicomm
[2] academictwitter
[2] aquilops
[2] dilophogaggle
[2] ornatops
[2] savageancientseas
[2] paleoart
[1] scipol
[1] phdchat
[1] sciencetwitter

Top Hashtags in Tweet in G7:
[154] scicomm
[21] science
[6] research
[6] sciencecommunication
[5] sciencetwitter
[5] sciart
[4] stem
[4] presentations
[4] presentation
[4] medwiss

Top Hashtags in Tweet in G8:
[98] scicomm
[18] writersprogram100
[18] sciencewriting
[17] aaasmtg
[4] covid19
[4] stem
[4] climatechange
[4] sci4ga
[3] scipol
[3] gawaterhunt2021

Top Hashtags in Tweet in G9:
[63] scicomm
[9] heartofscicomm
[5] ecr
[4] cactuswren
[4] barracuda
[3] blog
[3] science
[2] climatechange
[2] wx
[2] pandemic

Top Hashtags in Tweet in G10:
[40] scicomm
[24] wildfires
[12] russia
[9] oktomtsy
[9] yakutsk
[6] opendata
[5] remotesensing
[5] copernicus
[5] sentinel
[4] volcano

Top Words
Top Words in Tweet in Entire Graph:
[3415] #scicomm
[1157] science
[624] research
[511] more
[452] join
[433] looking
[404] help
[363] today
[351] scicomm
[300] one

Top Words in Tweet in G1:
[235] braincures
[159] proftimnoakes
[150] ukri_ceo
[144] jeremyfarrar
[143] do_kinder
[136] #scicomm
[128] suzanne_garrett
[124] evidencebase_im
[121] academicparity
[113] marikasboros

Top Words in Tweet in G2:
[643] #scicomm
[246] science
[128] scicomm
[117] join
[88] more
[86] today
[84] communication
[77] talk
[66] primatweeps
[65] research

Top Words in Tweet in G3:
[657] #scicomm
[138] science
[115] more
[106] learn
[99] #sciart
[96] research
[93] agu_scicomm
[93] join
[78] check
[69] use

Top Words in Tweet in G4:
[132] #scicomm
[62] primary_immune
[60] #dhpsp
[50] researchgenome
[46] data
[42] #gratitude
[33] gene
[32] very
[32] amazing
[32] bubble

Top Words in Tweet in G5:
[134] #scicomm
[92] science
[62] slam
[50] looking
[44] join
[41] team
[39] good
[38] canada
[37] research
[37] dr

Top Words in Tweet in G6:
[168] xiaofei_lin
[167] research
[165] help
[164] science
[164] being
[163] knowing
[163] everything
[163] looking
[163] smart
[163] 'better'

Top Words in Tweet in G7:
[154] #scicomm
[22] science
[21] #science
[16] scicomm
[16] more
[15] research
[12] time
[9] work
[8] see
[8] article

Top Words in Tweet in G8:
[98] #scicomm
[21] students
[20] grad
[19] opportunity
[19] join
[18] #writersprogram100
[18] held
[18] #sciencewriting
[18] canada
[17] 2022

Top Words in Tweet in G9:
[111] frkearns
[95] book
[95] science
[80] communication
[78] heart
[76] today
[74] day
[74] getting
[73] officially
[73] available

Top Words in Tweet in G10:
[40] #scicomm
[36] pierre_markuse
[25] looking
[24] times
[24] #wildfires
[24] false
[24] positives
[24] parts
[24] novoportovskoye
[24] field

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[200] science,communication
[186] science,research
[174] research,knowing
[174] knowing,everything
[174] everything,looking
[174] looking,smart
[174] smart,being
[174] being,'better'
[174] 'better',others
[174] others,working

Top Word Pairs in Tweet in G1:
[71] jeremyfarrar,michelle_cruk
[71] michelle_cruk,ukri_ceo
[58] reneebleau,suzanne_garrett
[49] psychmh,tracyboylin
[44] ukri_ceo,universitiesuk
[43] braincures,jeremyfarrar
[39] evidencebase_im,techscommit
[39] suzanne_garrett,marikasboros
[38] evidencebase_im,braincures
[37] ukri_ceo,evidencebase_im

Top Word Pairs in Tweet in G2:
[70] science,communication
[36] scicomm,final
[36] final,made
[36] made,infographic
[36] infographic,spanish
[36] spanish,vaccines
[36] vaccines,hope
[36] hope,distribute
[36] #scientists,#journalists
[35] carla_alumine,scicomm

Top Word Pairs in Tweet in G3:
[57] #scicomm,#storytelling
[42] learn,use
[42] use,#sciart
[42] #sciart,specifically
[42] specifically,illustrations
[42] illustrations,cartoon
[42] cartoon,animations
[42] animations,#scicomm
[28] agu_scicomm,learn
[25] #scicomm,#scicom

Top Word Pairs in Tweet in G4:
[52] #dhpsp,#scicomm
[32] gene,therapy
[31] brand,very
[31] very,amazing
[31] amazing,data
[31] data,50
[31] 50,bubble
[31] bubble,babies
[31] babies,rxd
[31] rxd,next

Top Word Pairs in Tweet in G5:
[54] science,slam
[34] social,media
[29] slam,canada
[26] looking,role
[26] role,involving
[26] involving,#scipol
[26] #scipol,research
[26] research,#scicomm
[26] #scicomm,come
[26] come,join

Top Word Pairs in Tweet in G6:
[164] science,research
[163] research,knowing
[163] knowing,everything
[163] everything,looking
[163] looking,smart
[163] smart,being
[163] being,'better'
[163] 'better',others
[163] others,working
[163] working,help

Top Word Pairs in Tweet in G7:
[8] #science,#scicomm
[4] science,communication
[4] #presentations,#presentation
[4] #presentation,#scicomm
[4] #scicomm,#medwiss
[4] #medwiss,#medicalaffairs
[4] #medicalaffairs,#medicalmarketing
[4] #medicalmarketing,#medical
[4] #medical,#marketing
[4] #marketing,#msl

Top Word Pairs in Tweet in G8:
[19] grad,students
[17] #scicomm,#writersprogram100
[17] held,hybrid
[17] hybrid,format
[17] #scicomm,#sciencewriting
[17] #sciencewriting,opportunity
[17] opportunity,grad
[17] students,pdf
[17] pdf,canada
[17] canada,join

Top Word Pairs in Tweet in G9:
[75] heart,science
[74] getting,heart
[74] science,communication
[73] today,day
[73] day,book
[73] book,getting
[73] communication,officially
[73] officially,available
[73] available,islandpress
[72] frkearns,today

Top Word Pairs in Tweet in G10:
[24] times,looking
[24] looking,#wildfires
[24] #wildfires,false
[24] false,positives
[24] positives,parts
[24] parts,novoportovskoye
[24] novoportovskoye,field
[23] pierre_markuse,times
[23] field,gazpro
[12] wanted,know

Top Replied-To
Top Replied-To in Entire Graph:
@braincures
@do_kinder
@jeremyfarrar
@scicomm_jc
@scicommclub
@thecosmicrey
@jacoates91
@nipgrsocial
@dgurdasani1
@iamscicomm

Top Replied-To in G1:
@braincures
@do_kinder
@jeremyfarrar
@dgurdasani1
@morimahmoudi
@a_ottaway
@nonprofit_phd
@ukri_news
@bullyingalberta
@drnancyolivieri

Top Replied-To in G2:
@scicommclub
@thecosmicrey
@iamscicomm
@jewel_crush_axe
@2footgiraffe
@timmermansr
@fromthelabbench
@sunshinemenezes
@siddhrthknkaria
@_scicomm

Top Replied-To in G3:
@agu_scicomm
@theagu
@nasaearth
@kylemorgenstein
@mzchemj
@susannegeu
@stemcognito
@scicommsadie
@mabelzurstadt
@orogengt

Top Replied-To in G4:
@_inpst
@elsevierbiotech
@dhpsp
@walterpang2
@healthyfellow

Top Replied-To in G5:
@scicomm_jc
@jacoates91
@fleerackersa
@alexgelle
@khanaziz84
@heysciencesam
@s1excitedstate
@suyoungfaculty
@hc_conklin
@this_is_farah

Top Replied-To in G6:
@fgillgrass
@emularge

Top Replied-To in G7:
@fuzzysynapse

Top Replied-To in G8:
@alliecanales1
@natortolano
@joesbigidea
@csz_scz
@sebiology
@jilltxt

Top Replied-To in G9:
@frkearns
@k_r_gonz
@romana_yanez
@sciencewithtyus
@echoechor
@al_r_wallace

Top Replied-To in G10:
@ravenscimaven
@astropartigirl
@marckissel
@susannalharris
@scicommdaniel

Top Mentioned
Top Mentioned in Entire Graph:
@braincures
@xiaofei_lin
@proftimnoakes
@ukri_ceo
@do_kinder
@jeremyfarrar
@evidencebase_im
@suzanne_garrett
@academicparity
@frkearns

Top Mentioned in G1:
@braincures
@proftimnoakes
@ukri_ceo
@jeremyfarrar
@suzanne_garrett
@do_kinder
@evidencebase_im
@academicparity
@marikasboros
@morimahmoudi

Top Mentioned in G2:
@primatweeps
@quest_eu
@timmermansr
@carla_alumine
@lifeologyapp
@lauriewallmark
@chiarascicomm
@aldacenter
@thecosmicrey
@scicomm_ana

Top Mentioned in G3:
@agu_scicomm
@theagu
@ncse
@braincures
@do_kinder
@doodlebugkry
@cstrackproject
@scientia_social
@irenecrisologo
@mzchemj

Top Mentioned in G4:
@primary_immune
@researchgenome
@holistic_hlth
@dhpsp
@jj_angelus
@_atanas_
@_sivasai
@bertrandfaurie1
@g4mma
@_inpst

Top Mentioned in G5:
@watercomm
@scislamca
@this_is_farah
@krishanasankar
@e4dca
@fleerackersa
@denovo_fatima
@khanaziz84
@heysciencesam

Top Mentioned in G6:
@xiaofei_lin
@sketchy_raptor
@spotforcenu
@sophtalkssci
@thecosmicrey
@carla_alumine
@motherofrays
@habitaware
@paleoartologist
@brianengh_art

Top Mentioned in G7:
@conceptavision
@vanessainstem

Top Mentioned in G8:
@this_is_brit
@aemcdonaldwlu
@aaasmeetings
@comscicon
@combatingcovid
@gserratomarks
@starstrickensf
@caitvw
@thebsci
@massivesci

Top Mentioned in G9:
@frkearns
@islandpress
@scitechdiplohub
@sunshinemenezes
@rlalasz
@snowhydro
@biomedia_lab
@capscicomm
@ellendymit
@ucdavis_kerlin

Top Mentioned in G10:
@pierre_markuse
@jadasdata
@ravenscimaven
@virusesimmunity
@keene
@keeneroz
@alexkeysjackson
@susannalharris
@sarah_mojarad
@ucirvine

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@marshawright
@s9tmt
@cybersec_feeds
@chidambara09
@robre62
@femtech_
@roblwilson
@independent
@serendipitysays

Top Tweeters in G1:
@marshawright
@s9tmt
@independent
@theresamax
@guardian
@googleexpertuk
@marting8177
@ignaciovalle3
@gordontredgold
@marionste

Top Tweeters in G2:
@frecklesxx20
@iflck
@barbiewithatude
@johnjonny1
@abcnews
@whysharksmatter
@crawlieswithcri
@wolf_six
@drskyskull
@pkmonaghan

Top Tweeters in G3:
@pink1963dsw
@nicochan33
@nytimes
@fabriciosx
@drumeshprabhu
@jfsebastian146
@3pennymovies
@godfrey_g_
@humanre41270855
@academicchatter

Top Tweeters in G4:
@chidambara09
@xaelbot
@codedailybot
@codernotesbot
@thedeveloperbot
@trendsinai
@heatherpeno
@morolswediu
@serverlessfan
@ipythonistabot

Top Tweeters in G5:
@viralvideovlogs
@hopealdridge
@torontostar
@threader_app
@freiherrkvk
@caronaupdates
@ctvmontreal
@bowman_beverly
@nightshiftmd
@shiplives

Top Tweeters in G6:
@aurora_umezawa
@xobekim
@soycarlosytu
@akr3_
@loh
@ni075
@dilophosaur13
@lunatic_moth
@rachelphlegm
@mostlymammoths

Top Tweeters in G7:
@jimmyroybloom
@circlereader
@stephaniekays
@drricky
@artologica
@inquisitivegyn
@shawpsych
@b_hollebeke
@lottas_sociala
@voixdemichele

Top Tweeters in G8:
@ti_enjoli
@latinorebels
@wired
@jenlucpiquant
@arstechnica
@conversationuk
@telescoper
@newscientist
@ichnologist
@sciencecareers

Top Tweeters in G9:
@audiblevideo
@askgerbil
@ericholthaus
@greennewsreport
@solomonrdavid
@snowhydro
@elevatedmn
@robinmlstanton
@mikerdot
@aasebruun

Top Tweeters in G10:
@robre62
@markplackett1
@masterprogram1
@mattlabor
@juan_ll1
@bewickwren
@emergenza24
@usmankhansos
@ecowarriorss
@dccc_phd


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