scicomm, Twitter, 5/24/2021 11:33:14 PM, 255482


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scicomm_2021-05-23_15-36-37.xlsx
scicomm_2021-05-23_15-36-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 24, 2021
Short Description:
scicomm via NodeXL https://bit.ly/3fideGh
@b0tsci
@scicommbot
@braincures
@do_kinder
@xiaofei_lin
@ravenscimaven
@joschuaknuppe
@physicsj
@frkearns
@deepgreendesign

Top hashtags:
#scicomm
#science
#sciart
#sciencetwitter
#stem
#covid19
#research
#paleoart

Description:
Description
The graph represents a network of 7,965 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, 23 May 2021 at 22:48 UTC.

The requested start date was Sunday, 23 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 11-day, 3-hour, 32-minute period from Tuesday, 11 May 2021 at 20:22 UTC to Saturday, 22 May 2021 at 23:55 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 : 7965
Unique Edges : 7534
Edges With Duplicates : 21400
Total Edges : 28934
Number of Edge Types : 5
Retweet : 5530
MentionsInRetweet : 12036
Mentions : 9874
Tweet : 1083
Replies to : 411
Self-Loops : 1342
Reciprocated Vertex Pair Ratio : 0.0414691943127962
Reciprocated Edge Ratio : 0.0796359499431172
Connected Components : 444
Single-Vertex Connected Components : 154
Maximum Vertices in a Connected Component : 6777
Maximum Edges in a Connected Component : 27327
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.010361
Graph Density : 0.000207856257111805
Modularity : 0.387402
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,965 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, 23 May 2021 at 22:48 UTC.

The requested start date was Sunday, 23 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 11-day, 3-hour, 32-minute period from Tuesday, 11 May 2021 at 20:22 UTC to Saturday, 22 May 2021 at 23:55 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:
[18] https://www.youtube.com/watch?v=74_Fk3fGDjg&t=74s

[13] https://www.instagram.com/accounts/login/
[13] https://www.elsevier.com/connect/demystifying-the-covid-19-vaccines-6-things-you-need-to-know
[12] https://www.teachingbooks.net/
[10] https://www.crowdjustice.com/case/tackling-bullying-and-harassment-at-workplace/
[10] https://twitter.com/ravenscimaven/status/1392156769225482246
[10] https://www.eventbrite.com/e/introduction-to-networks-and-nodexl-pro-social-networks-in-a-click-tickets-153031193419?aff=eand
[10] https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2020JE006688
[10] https://www.the-scientist.com/news-opinion/opinion-include-public-outreach-plans-in-grant-requirements-68723
[10] https://www.cast-science.org/sarah-evanega-announced-as-2021-borlaug-cast-communication-award-winner/

Top URLs in Tweet in G1:
[10] 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
[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/slink?code=dfYkSjJ
[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://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-00219-4
[2] https://www.linkedin.com/slink?code=dA3egXT

Top URLs in Tweet in G2:
[9] https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2020JE006688
[9] https://blog.cabells.com/2021/05/12/no-laughing-matter/
[9] https://www.eventbrite.com/e/introduction-to-networks-and-nodexl-pro-social-networks-in-a-click-tickets-153031193419?aff=eand
[8] https://www.the-scientist.com/news-opinion/opinion-include-public-outreach-plans-in-grant-requirements-68723
[6] https://blogs.agu.org/sciencecommunication/2021/05/12/antarcticlog-permafrost-isnt-so-frosty/
[6] https://agu.zoom.us/webinar/register/WN_BFeCuj22SiqzUTfifUUC7Q
[5] https://sciandtell.org/episode/karen-st-germain/
[5] https://connect.agu.org/sharingscience/virtual-learning-modules/story-arc
[5] https://twitch.tv/sciencestreams
[5] https://pintofscience.ie/events-2021/

Top URLs in Tweet in G3:
[7] https://login.spie.org/account/checktoken?returnURL=https%3a%2f%2fwww.spiedigitallibrary.org%2febooks%2fPM%2fDiscovering-Light-Fun-Experiments-with-Optics%2feISBN-9781510639362%2f10.1117%2f3.2579764%3futm_id%3dsjrnlsmw
[6] https://twitter.com/AldaCenter/status/1392519881703239683
[6] https://www.stemupnetwork.org/programs/success-in-stem-womens-leadership-summit/
[5] https://chemforyourlife.transistor.fm/
[4] https://myemail.constantcontact.com/subject.html?soid=1128115220783&aid=-NhnbLQNDI8
[4] https://zoom.us/meeting/register/tJwvc-muqjMsHdNhfgxwbwM_-566phhwVpaO
[4] https://myemail.constantcontact.com/subject.html?soid=1128115220783&aid=FTRHos9JbJk
[4] https://us02web.zoom.us/webinar/register/8216161692851/WN_xWqx978DREiJL1-ywXVwiw
[3] https://twitter.com/m_vineyards/status/1392493728183451661
[3] https://asippathways.com/2021/05/07/announcing-the-2022-asip-meritorious-awards/

Top URLs in Tweet in G4:
[3] https://twitter.com/damonrunyon/status/1395901230761795590
[1] https://open.spotify.com/episode/1i8Jg8XCgz65fZ7b77rilr?si=VG02-55xTdCWu9uFf1XwsA
[1] https://twitter.com/FCBarcelona/status/1393185314957561858
[1] https://twitter.com/SpotlightThePod/status/1392962448899125250
[1] https://twitter.com/HabitAware/status/1392549494844055552

Top URLs in Tweet in G5:
[7] https://www.medicalnewstoday.com/articles/dementia-parkinsons-do-gut-bacteria-trigger-protein-clumping#Good-bacteria
[4] https://www.nature.com/articles/s41467-021-22727-7
[4] https://www.mdpi.com/2223-7747/9/4/439/htm
[2] https://twitter.com/_atanas_/status/1391753142136709121
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41575-021-00440-6
[2] https://twitter.com/_atanas_/status/1392517177853501441
[1] https://www.wnycstudios.org/podcasts/radiolab/articles/dirty-drug-and-ice-cream-tub
[1] https://www.hsph.harvard.edu/news/features/aging-matters/
[1] https://www.ilfoglio.it/scienza/2021/05/21/news/il-senato-a-favore-del-cornoletame-povera-scienza-e-poveri-noi-2423979/
[1] https://www.wsj.com/articles/brazilian-towns-mass-vaccination-creates-oasis-of-well-being-11620392401?reflink=share_mobilewebshare

Top URLs in Tweet in G6:
[2] https://twitter.com/ravenscimaven/status/1392221339029811204
[2] https://twitter.com/sandyeix/status/1392606690894237697
[2] http://www.etsy.com/shop/conservationphotos/
[1] https://twitter.com/ravenscimaven/status/1395720588459712513
[1] https://complexly.com/jobs
[1] https://twitter.com/_nancymd/status/1394277070461706242
[1] https://twitter.com/ucimath/status/1392231061703303175
[1] https://twitter.com/amermathsoc/status/1392286527590486017
[1] https://twitter.com/ravenscimaven/status/1392156769225482246

Top URLs in Tweet in G7:
[6] https://www.theguardian.com/world/2021/may/18/galapagos-rock-formation-darwins-arch-collapses-from-erosion
[4] https://medium.com/open-science-indonesia/ulang-tahun-rinarxiv-yang-ke-1-b808fab40fa6
[4] https://twitter.com/cstrackproject/status/1392010746138173441
[3] https://www.mediamatters.org/alex-jones/alex-jones-calls-bill-gates-and-anthony-fauci-be-tried-and-put-death-over-pandemic
[3] https://www.nature.com/articles/d41586-021-01250-1
[3] https://time.com/6048162/exxonmobil-climate-change/
[3] https://www.crowdfunder.co.uk/cornwalls-climate-stories
[2] https://rinarxiv.lipi.go.id/lipi/preprint/view/181
[2] https://rinarxiv.lipi.go.id/lipi/preprint/view/178
[2] https://laurapeckcom.wordpress.com/2021/05/22/cera-una-volta-un-ricercatore-giordano/

Top URLs in Tweet in G8:
[17] https://www.youtube.com/watch?v=74_Fk3fGDjg&t=74s

[2] https://twitch.tv/paleontologizing
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DBKCEEJOLAdA&q=EgS4SO-bGMqzq4UGIhAM46J5Kaa3jpmaoQDdKVWKMgFy
[1] https://twitter.com/bradthecurator/status/1392675373079568384
[1] https://royalsocietypublishing.org/doi/10.1098/rsbl.2020.0843?cookieSet=1
[1] https://www.mdpi.com/1424-2818/13/5/219
[1] https://extinct-and-extant.blogspot.com/2021/05/aublysodon-mirandis-what-is-it.html
[1] https://www.frontiersin.org/articles/10.3389/feart.2021.604520/full
[1] https://twitter.com/organjm/status/1396102885520330753
[1] https://twitter.com/m_valkanas/status/1384254992907866118

Top URLs in Tweet in G9:
[2] https://twitter.com/ravenscimaven/status/1392156769225482246
[2] https://scicomm.tamu.edu/
[1] https://twitter.com/AimHiLive/status/1389889504392122368
[1] https://twitter.com/london_lab/status/1391978176281255936
[1] https://www.conceptavision.com/contact?utm_source=Twitter&utm_medium=social&utm_campaign=Conceptavision&utm_content=WellnessWednesday
[1] https://twitter.com/alex_abads/status/1391755867138105344
[1] https://support.google.com/youtube/thread/108706620/introducing-a-new-way-to-create-shorts-with-audio-from-across-youtube?hl=en
[1] https://aliyahweinstein.com/professional-resources/science-communication-resources/
[1] https://www.youtube.com/watch?v=MJqWOOtZRSc&feature=youtu.be

[1] https://twitter.com/ImpactSci/status/1392329750761271298

Top URLs in Tweet in G10:
[1] https://www.bostonglobe.com/2021/05/21/lifestyle/life-is-almost-back-normal-except-parents-kids-under-12/
[1] https://slate.com/technology/2021/04/covid-vaccine-side-effect-shooting-pain-normal.html
[1] https://twitter.com/lucidagent/status/1396037049048702979
[1] https://twitter.com/indian_hydra/status/1392739176806633474
[1] https://twitter.com/erictopol/status/1392601601970368514
[1] https://twitter.com/alastairmca30/status/1395988677055029248
[1] https://www.bioviz-studio.com/?utm_source=socialpilot&utm_medium=social&utm_campaign=v100
[1] https://twitter.com/abraarkaran/status/1394774481894260737
[1] https://inclusivescicomm.org/
[1] https://www.astc.org/astc-virtual-2021/call-for-proposals/?utm_content=bufferbbd96&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top Domains
Top Domains in Tweet in Entire Graph:
[645] twitter.com
[127] youtube.com
[68] google.com
[54] nature.com
[37] linkedin.com
[33] wiley.com
[29] zoom.us
[27] agu.org
[25] instagram.com
[25] welackdiscipline.com

Top Domains in Tweet in G1:
[26] twitter.com
[25] nature.com
[25] linkedin.com
[13] theguardian.com
[10] crowdjustice.com
[8] timeshighereducation.com
[5] google.com
[4] co.uk
[3] youtube.com
[3] academic-sexual-misconduct-database.org

Top Domains in Tweet in G2:
[103] twitter.com
[27] youtube.com
[26] agu.org
[21] wiley.com
[14] zoom.us
[12] ac.uk
[9] eos.org
[9] questproject.eu
[9] cabells.com
[9] youtu.be

Top Domains in Tweet in G3:
[107] twitter.com
[12] zoom.us
[11] constantcontact.com
[9] asippathways.com
[8] spie.org
[7] google.com
[7] spotify.com
[6] youtube.com
[6] stemupnetwork.org
[5] transistor.fm

Top Domains in Tweet in G4:
[6] twitter.com
[1] spotify.com

Top Domains in Tweet in G5:
[27] twitter.com
[7] medicalnewstoday.com
[6] nature.com
[4] mdpi.com
[1] wnycstudios.org
[1] harvard.edu
[1] ilfoglio.it
[1] wsj.com
[1] umich.edu
[1] nih.gov

Top Domains in Tweet in G6:
[9] twitter.com
[2] etsy.com
[1] complexly.com

Top Domains in Tweet in G7:
[14] twitter.com
[9] go.id
[8] theguardian.com
[5] thesciencebreaker.org
[4] medium.com
[4] nature.com
[4] buff.ly
[3] mediamatters.org
[3] time.com
[3] co.uk

Top Domains in Tweet in G8:
[17] youtube.com
[4] twitter.com
[2] twitch.tv
[1] google.com
[1] royalsocietypublishing.org
[1] mdpi.com
[1] blogspot.com
[1] frontiersin.org

Top Domains in Tweet in G9:
[58] twitter.com
[5] youtube.com
[3] google.com
[3] co.uk
[3] instagram.com
[2] medium.com
[2] wordpress.com
[2] tamu.edu
[1] conceptavision.com
[1] aliyahweinstein.com

Top Domains in Tweet in G10:
[8] twitter.com
[2] astc.org
[1] bostonglobe.com
[1] slate.com
[1] bioviz-studio.com
[1] inclusivescicomm.org
[1] fems-microbiology.org
[1] cventevents.com
[1] fortune.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3770] scicomm
[264] science
[207] sciart
[188] sciencetwitter
[149] stem
[147] covid19
[108] research
[107] paleoart
[106] academictwitter
[105] scipol



Top Hashtags in Tweet in G1:
[185] scicomm
[65] scipol
[59] researchculture
[40] stemtoo
[36] reimagineresearch
[34] rri
[27] womeninstem
[26] phdchat
[23] bullying
[23] metoo

Top Hashtags in Tweet in G2:
[694] scicomm
[89] science
[84] sciart
[53] scientists
[46] socialmedia
[41] climatechange
[38] storytelling
[35] journalists
[32] academicchatter
[32] academictwitter

Top Hashtags in Tweet in G3:
[547] scicomm
[52] scicommchat
[36] womeninstem
[33] covid19
[29] stem
[29] podcast
[28] science
[27] womeninscience
[26] sciart
[24] womeninpathology

Top Hashtags in Tweet in G4:
[27] elecup21
[23] scicomm
[6] group6
[6] lanthanide
[6] teamcerium
[6] group16
[6] chalcogen
[5] scicom
[3] teamcarbon
[3] scicommchat

Top Hashtags in Tweet in G5:
[125] scicomm
[70] gratitude
[67] dhpsp
[43] inpst
[16] npmnd
[11] gut
[7] machinelearning
[7] microbes
[7] dementia
[7] parkinson

Top Hashtags in Tweet in G6:
[153] scicomm
[127] sciencetwitter
[4] blackinstemed
[4] blackinstemedweek
[2] smallbusiness
[2] sciart
[2] artistontwitter
[1] fractions
[1] beammeupscotty
[1] bapedi

Top Hashtags in Tweet in G7:
[137] scicomm
[57] openscience
[23] climatechange
[20] scichat
[9] academictwitter
[9] academicchatter
[9] sdgs
[8] opendata
[6] stem
[5] disinformation

Top Hashtags in Tweet in G8:
[97] paleoart
[91] dinosaurs
[83] paleostream
[54] scicomm
[27] sciart
[17] sauropods
[15] illustration
[11] evolution
[10] paleontology
[8] sciviz

Top Hashtags in Tweet in G9:
[148] scicomm
[16] science
[10] sciart
[7] research
[6] academictwitter
[5] sciencecommunication
[4] stem
[3] podcast
[3] astronomy
[3] art

Top Hashtags in Tweet in G10:
[57] scicomm
[7] epitwitter
[6] publichealth
[5] covid19
[3] biovizstudio
[3] astc2021
[3] sciencecenters
[3] brownuniversity
[2] covidvaccine
[2] youtube

Top Words
Top Words in Tweet in Entire Graph:
[3763] #scicomm
[1117] science
[585] research
[497] more
[403] help
[400] braincures
[367] join
[363] looking
[309] video
[297] today

Top Words in Tweet in G1:
[352] braincures
[194] proftimnoakes
[192] ukri_ceo
[191] do_kinder
[184] #scicomm
[177] jeremyfarrar
[144] academicparity
[141] drumeshprabhu
[131] suzanne_garrett
[125] marikasboros

Top Words in Tweet in G2:
[691] #scicomm
[181] science
[122] more
[106] research
[95] learn
[89] #science
[83] #sciart
[75] communication
[74] agu_scicomm
[68] join

Top Words in Tweet in G3:
[544] #scicomm
[163] science
[87] join
[86] more
[72] scicomm
[71] today
[68] research
[64] talk
[57] episode
[53] check

Top Words in Tweet in G4:
[172] science
[172] research
[171] xiaofei_lin
[170] being
[169] knowing
[169] everything
[169] looking
[169] smart
[169] 'better'
[169] others

Top Words in Tweet in G5:
[125] #scicomm
[70] #gratitude
[67] #dhpsp
[43] #inpst
[28] dhpsp
[23] holistic_hlth
[22] _atanas_
[17] jj_angelus
[17] _inpst
[16] #npmnd

Top Words in Tweet in G6:
[153] #scicomm
[137] ravenscimaven
[130] challenge
[127] hey
[127] #sciencetwitter
[127] participate
[127] quote
[127] retweet
[127] video
[127] platform

Top Words in Tweet in G7:
[137] #scicomm
[57] #openscience
[52] ncse
[31] climate
[25] rinarxiv
[23] #climatechange
[21] science
[21] cstrackproject
[20] #scichat
[19] year

Top Words in Tweet in G8:
[97] #paleoart
[91] #dinosaurs
[91] joschuaknuppe
[83] #paleostream
[81] results
[67] abyssosaurus
[67] dimorphodon
[67] palaeophis
[67] tlatolophis
[66] #pterosaur

Top Words in Tweet in G9:
[148] #scicomm
[21] science
[17] scicomm
[16] #science
[16] research
[13] work
[12] more
[11] know
[10] #sciart
[10] see

Top Words in Tweet in G10:
[57] #scicomm
[38] scicomm
[36] final
[36] made
[35] carla_alumine
[33] infographic
[33] spanish
[33] vaccines
[33] hope
[33] distribute

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

Top Word Pairs in Tweet in G1:
[72] michelle_cruk,ukri_ceo
[68] jeremyfarrar,michelle_cruk
[53] reneebleau,suzanne_garrett
[52] braincures,do_kinder
[51] psychmh,tracyboylin
[50] braincures,jeremyfarrar
[49] thepeopleshubuk,delusionalacad1
[49] jeremyfarrar,ukri_ceo
[46] suzanne_garrett,marikasboros
[45] morimahmoudi,academicparity

Top Word Pairs in Tweet in G2:
[52] science,communication
[37] #scicomm,#storytelling
[33] #scientists,#journalists
[29] #museums,#socialmedia
[26] big,news
[26] toolkits,available
[26] #journalists,#museums
[25] learn,use
[25] use,#sciart
[25] #sciart,specifically

Top Word Pairs in Tweet in G3:
[28] science,communication
[26] trying,make
[26] make,list
[26] list,women
[26] women,journalists
[26] journalists,cover
[26] cover,science
[26] science,beat
[26] beat,indian
[26] indian,regional

Top Word Pairs in Tweet in G4:
[170] science,research
[169] research,knowing
[169] knowing,everything
[169] everything,looking
[169] looking,smart
[169] smart,being
[169] being,'better'
[169] 'better',others
[169] others,working
[169] working,help

Top Word Pairs in Tweet in G5:
[58] #dhpsp,#scicomm
[43] #gratitude,#dhpsp
[27] #inpst,#scicomm
[24] #gratitude,#inpst
[16] #scicomm,#npmnd
[16] _atanas_,#gratitude
[16] climate,change
[15] #scicomm,#scicomm
[13] #npmnd,#inpst
[12] dhpsp,#gratitude

Top Word Pairs in Tweet in G6:
[127] hey,#sciencetwitter
[127] #sciencetwitter,participate
[127] participate,#scicomm
[127] #scicomm,challenge
[127] challenge,quote
[127] quote,retweet
[127] retweet,video
[127] video,platform
[126] ravenscimaven,hey
[12] fortunate,phaka

Top Word Pairs in Tweet in G7:
[36] #scicomm,#openscience
[18] climate,change
[16] key,papers
[16] papers,creating
[16] creating,adequate
[16] adequate,figures
[16] figures,scientific
[16] scientific,publications
[16] publications,write4research
[16] write4research,#scicomm

Top Word Pairs in Tweet in G8:
[76] results,#paleostream
[74] joschuaknuppe,results
[70] #paleoart,#dinosaurs
[67] #paleostream,abyssosaurus
[67] abyssosaurus,dimorphodon
[67] dimorphodon,palaeophis
[67] palaeophis,tlatolophis
[67] tlatolophis,#paleoart
[66] #dinosaurs,#pterosaur
[30] project,animalia

Top Word Pairs in Tweet in G9:
[5] #science,#scicomm
[4] #scicomm,#sciart
[3] #scicomm,#science
[3] #presentations,#presentation
[3] #presentation,#scicomm
[3] #scicomm,#medwiss
[3] #medwiss,#medicalaffairs
[3] #medicalaffairs,#medicalmarketing
[3] #medicalmarketing,#medical
[3] #medical,#marketing

Top Word Pairs in Tweet in G10:
[33] scicomm,final
[33] final,made
[33] made,infographic
[33] infographic,spanish
[33] spanish,vaccines
[33] vaccines,hope
[33] hope,distribute
[32] carla_alumine,scicomm
[32] distribute,worker
[18] tragedy,#scicomm

Top Replied-To
Top Replied-To in Entire Graph:
@do_kinder
@braincures
@scicommclub
@jeremyfarrar
@nipgrsocial
@thecosmicrey
@morimahmoudi
@drnancyolivieri
@drumeshprabhu
@iamscicomm

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

Top Replied-To in G2:
@agu_scicomm
@theagu
@iamscicomm
@_scientistt
@openacademics
@stemcognito
@kylemorgenstein
@orogengt
@geosociety
@nasaearth

Top Replied-To in G3:
@scicommclub
@thecosmicrey
@nipgrsocial
@jewel_crush_axe
@infogujcost
@iamscicomm
@2footgiraffe
@ar_sh
@timmermansr
@marckissel

Top Replied-To in G4:
@fgillgrass
@katyong1

Top Replied-To in G5:
@dhpsp
@walterpang2
@elsevierbiotech
@_inpst

Top Replied-To in G6:
@ravenscimaven
@stanford_lands
@astropartigirl

Top Replied-To in G7:
@bhundey

Top Replied-To in G8:
@dsidhe
@caren_shin

Top Replied-To in G10:
@wiringthebrain
@scicommart

Top Mentioned
Top Mentioned in Entire Graph:
@braincures
@ukri_ceo
@do_kinder
@proftimnoakes
@jeremyfarrar
@xiaofei_lin
@academicparity
@drumeshprabhu
@ravenscimaven
@suzanne_garrett

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

Top Mentioned in G2:
@agu_scicomm
@theagu
@quest_eu
@braincures
@doodlebugkry
@scientia_social
@scicommsuwe
@academicchatter
@pintofscienceie
@do_kinder

Top Mentioned in G3:
@timmermansr
@thecosmicrey
@scicomm_india
@novapbs
@scicomm_ana
@ar_sh
@behindourscienc
@dbtindia
@asipath
@aldacenter

Top Mentioned in G4:
@xiaofei_lin
@elementcup
@crkyitschrstian
@dannyjamesward
@katyong1
@mineralcup
@ripe_podcast
@spotforcenu
@carinacrucho
@thecosmicrey

Top Mentioned in G5:
@dhpsp
@holistic_hlth
@_atanas_
@jj_angelus
@_inpst
@sciencecommuni2
@eddierdmd
@agingdoc1
@alee7095
@nutradvance

Top Mentioned in G6:
@ravenscimaven
@green_darkie
@scisuperheroes
@cloreally
@alenaesphoto
@scienceworldca
@drjeanita
@ucirvine
@lukepersaud
@complexlymedia

Top Mentioned in G7:
@ncse
@cstrackproject
@rinarxiv
@khayhoe
@write4research
@plosbiology
@daforerog
@p
@sciencebreaker
@rosimarwx

Top Mentioned in G8:
@joschuaknuppe
@mesabree
@paleochick
@paleontologizin
@bradthecurator
@anatomyorg
@palaeokieran
@m_valkanas
@strimpelthomas
@jaymerrill10

Top Mentioned in G9:
@conceptavision

Top Mentioned in G10:
@carla_alumine
@dearpandemic
@wiringthebrain
@epiellie
@jessicamalaty
@saskiapopescu
@drsherrypagoto
@lindsleininger
@nejm
@femsmicro

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@filafresh
@marshawright
@dichristine
@cybersec_feeds
@s9tmt
@chidambara09
@robre62
@femtech_
@roblwilson

Top Tweeters in G1:
@marshawright
@s9tmt
@independent
@ligayaloyola
@theresamax
@kimvie
@guardian
@googleexpertuk
@irishtimes
@marting8177

Top Tweeters in G2:
@roblwilson
@cipherequality
@jfsebastian146
@mjoehlerich
@academicchatter
@oneminutebriefs
@fmfrancoise
@npr
@metoffice
@sumidatomohisa

Top Tweeters in G3:
@femtech_
@rosenchild
@ndtv
@iflck
@katelaity
@johnjonny1
@whysharksmatter
@ti_enjoli
@pkmonaghan
@pib_india

Top Tweeters in G4:
@frecklesxx20
@aurora_umezawa
@____roar____
@needhibhalla
@xobekim
@soycarlosytu
@akr3_
@dilophosaur13
@rachelphlegm
@mostlymammoths

Top Tweeters in G5:
@wsj
@djangobot_
@jj_angelus
@umbrios
@vicentelozadab
@drferdowsi
@pdeppisch
@sminaev2015
@cosseaton
@denutrients

Top Tweeters in G6:
@dichristine
@taritac
@kpheaney
@julietkego
@eegarim
@biobaby19
@scottzpinkrose
@astridbears
@epidatageek
@ashleerenayy

Top Tweeters in G7:
@cybersec_feeds
@padakitty
@pash22
@3pennymovies
@basuashis
@sustaintrends
@_open_science_
@unpaintedmelody
@catreonot
@geographile

Top Tweeters in G8:
@shitake_reverse
@cageyratfish
@standbyforreset
@mkultraman2525
@yurei79
@jazzysid
@cornubiageol
@killiakill
@b47197246
@joshuaacnewman

Top Tweeters in G9:
@jimmyroybloom
@circlereader
@gurdur
@bartandrews
@stephaniekays
@acuity_design
@lizziewriter
@drricky
@inquisitivegyn
@shawpsych

Top Tweeters in G10:
@ayirpelle
@fortunemagazine
@maricarjagger
@petermbenglish
@coopesdetat
@k_sarah_sera
@chemicaleyeguy
@margot__pi
@blackstemusa
@kmfcounseling


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