scicomm, Twitter, 11/8/2020 10:09:52 PM, 239849


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scicomm_2020-11-08_12-45-01.xlsx
scicomm_2020-11-08_12-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 08, 2020
Short Description:
scicomm via NodeXL https://bit.ly/2IlIyGg
@scicommbot
@do_kinder
@mcmsharksxx
@braincures
@agu_scicomm
@femtech_
@vaccinologist
@scicomm_india
@deepgreendesign
@_atanas_

Top hashtags:
#scicomm
#science
#covid19
#openscience
#sciart
#stem
#podcast
#womeninstem

Description:
Description
The graph represents a network of 6,981 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, 08 November 2020 at 21:12 UTC.

The requested start date was Sunday, 08 November 2020 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 5-day, 1-hour, 24-minute period from Sunday, 01 November 2020 at 22:23 UTC to Friday, 06 November 2020 at 23:48 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 : 6981
Unique Edges : 5846
Edges With Duplicates : 13506
Total Edges : 19352
Number of Edge Types : 5
Retweet : 4975
MentionsInRetweet : 7851
Mentions : 4852
Tweet : 1301
Replies to : 373
Self-Loops : 1383
Reciprocated Vertex Pair Ratio : 0.0507021891780256
Reciprocated Edge Ratio : 0.0965110565110565
Connected Components : 673
Single-Vertex Connected Components : 294
Maximum Vertices in a Connected Component : 5340
Maximum Edges in a Connected Component : 16993
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.501231
Graph Density : 0.000208814838803153
Modularity : 0.470459
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,981 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, 08 November 2020 at 21:12 UTC.

The requested start date was Sunday, 08 November 2020 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 5-day, 1-hour, 24-minute period from Sunday, 01 November 2020 at 22:23 UTC to Friday, 06 November 2020 at 23:48 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:
[58] https://doi.org/10.1101/607390
[28] https://eos.org/articles/podcast-mythical-monsters-and-their-real-life-inspirations
[27] https://scicommjobs.wordpress.com/2020/11/01/open-letter-to-uk-government-sage-to-improve-those-powerpoint-presentations-scicomm/
[25] https://doi.org/10.3390/plants9040439
[25] https://www.youtube.com/watch?v=TMfMUhs99PI&feature=youtu.be

[18] https://spark.adobe.com/page/Via6yYqrAXrl1/
[16] https://twitter.com/JoBrodie/status/1323205865382563841
[15] https://docs.google.com/spreadsheets/d/1K5-iN51z3hnI_pWm_b5Snhwy1XbTJUn0IBMnSv4djp8/edit?usp=sharing
[12] https://www.youtube.com/watch?v=75evhLyEC9I&feature=youtu.be

[12] https://soundcloud.com/bridging-the-gaps

Top URLs in Tweet in G1:
[28] https://eos.org/articles/podcast-mythical-monsters-and-their-real-life-inspirations
[25] https://www.youtube.com/watch?v=TMfMUhs99PI&feature=youtu.be

[18] https://spark.adobe.com/page/Via6yYqrAXrl1/
[12] https://www.youtube.com/watch?v=75evhLyEC9I&feature=youtu.be

[9] https://falling-walls.com/event/women-in-science/
[8] https://chemforyourlife.transistor.fm/
[8] https://lifeology.io/suggested-tools-for-visual-science-communication/
[7] https://www.youtube.com/watch?v=K1qzBPnDyus&feature=emb_logo

[7] http://mikeyoungacademy.dk/apps-to-make-twitter-more-effective-for-scientists/
[7] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2019JE006091

Top URLs in Tweet in G2:
[4] https://www.linkedin.com/slink?code=grGD75g
[3] https://www.crowdjustice.com/case/tackling-bullying-and-harassment-at-workplace/
[3] https://www.nature.com/articles/d41586-018-07532-5?sf203275259=1
[2] https://docs.google.com/document/d/1Nqjhxxd9VoFFZiqrD0hRvyMo6DcZMyZVJjz9_2SzPZY/edit
[2] https://bit.ly/322SHyq
[1] https://www.sciencemag.org/news/2018/10/what-massive-database-retracted-papers-reveals-about-science-publishing-s-death-penalty
[1] https://www.linkedin.com/pulse/year-ahead-speech-wellcome-colleagues-march-update-jeremy-farrar
[1] https://forbetterscience.com/2018/09/06/fake-data-untouchable-men-and-guilty-women-at-icr-london/
[1] https://www.timeshighereducation.com/opinion/ten-rules-succeeding-academia-through-upward-toxicity
[1] https://twitter.com/do_kinder/status/1268148292392796165?s=20

Top URLs in Tweet in G3:
[5] http://scc.sa.utoronto.ca
[3] https://www.scivit.de/lang/presentations/science-graphics/workshop-science-graphics
[2] https://www.twitch.tv/vasshu131
[2] https://twitter.com/latifnasser/status/1323333293467525126
[2] https://twitter.com/nature/status/1323819508533022726
[2] https://twitter.com/ESEImperial/status/1323923505814130688
[2] https://drhauss.training/en/newsletter-ebook
[1] https://www.nytimes.com/2020/07/31/opinion/coronavirus-antibodies-immunity.html
[1] https://iesresearch.solutions/asthma-its-modifiable-factors-vulnerable-time-windows/
[1] https://twitter.com/ARC_ASTRO3D/status/1323102751736303617

Top URLs in Tweet in G4:
[2] https://twitter.com/mcmsharksxx/status/1323839176316342272
[1] https://twitter.com/mcmsharksxx/status/1324168922975801345
[1] https://twitter.com/scinetworkers/status/1322326991962451974
[1] https://twitter.com/drama_science/status/1324247337380814848
[1] https://twitter.com/CommOceanConf/status/1324018548327522309
[1] https://commocean.org/conference-programme

Top URLs in Tweet in G5:
[7] https://thefederal.com/the-eighth-column/water-on-the-moon-why-the-indian-discovery-is-sidelined/
[4] https://www.hopkinsbiotechpodcast.com/podcasts
[4] https://www.eventbrite.com.au/e/trust-me-im-a-scientist-covid19-and-public-attitudes-to-science-tickets-125817105349
[3] https://cen.acs.org/content/cen/articles/98/i43/re-science-communicators-s-better.html
[2] http://prabhass.gov.in
[2] https://spoti.fi/2Ia2UlO
[1] https://www.natureinfocus.in/save-every-drop/the-answer-to-india-s-water-crisis
[1] https://www.sciencemag.org/news/2020/10/indias-covid-19-cases-have-declined-rapidly-herd-immunity-still-far-away-scientists-say
[1] https://www.bbc.com/news/world-asia-india-54730290
[1] https://www.newspointapp.com/english-news/publisher-timesnownews/top-news/man-stands-beside-godavari-to-prevent-people-from-dumping-garbage-in-the-river,-netizens-laud-him/articleshow/14504820bf13e9f22bab223b925c7138f809a327

Top URLs in Tweet in G6:
[27] https://scicommjobs.wordpress.com/2020/11/01/open-letter-to-uk-government-sage-to-improve-those-powerpoint-presentations-scicomm/
[14] https://twitter.com/JoBrodie/status/1323205865382563841
[3] https://info.uwe.ac.uk/events/event.aspx?id=25308
[2] https://www.youtube.com/watch?v=dw_mRaIHb-M

[2] https://twitter.com/lindyorthia/status/1324548834085670912
[2] https://climatefringe.org/events/understanding-climate-complexity-science-through-art/
[1] https://www.wnycstudios.org/podcasts/radiolab/episodes/211119-colors
[1] https://docs.google.com/forms/d/e/1FAIpQLSdpNDq6r3SJb33aEmmaCQybjQ0thXr_fswTZ_qTX6qcQe6b2w/closedform
[1] https://twitter.com/SEQ_ASC/status/1324131764978135041
[1] https://twitter.com/PiFonline/status/1323962437507403776

Top URLs in Tweet in G7:
[3] https://ncse.ngo/kitzmiller-v-dover-last-gasp-balancing-evolution
[3] https://www.sciencenews.org/article/ocean-warming-deepest-coldest-temperature?fbclid=IwAR0JeLSNkpPGIP4fkltxVAhAf63F0bnTCTKJSqllDhszORKSjznVxTHTVpU
[3] https://ncse.ngo/climate-change-summit-online-exercise-problem-solving
[3] http://tct.teriin.org
[3] https://twitter.com/thezooscientist/status/1324415606641352704
[3] https://www.forbes.com/sites/grrlscientist/2020/10/31/can-parrots-that-speak-different-dialects-understand-each-other/
[2] https://www.cbc.ca/documentaries/the-nature-of-things/you-don-t-have-to-be-an-environmentalist-to-talk-about-climate-change-with-doubters-1.5786512
[2] https://www.sciencenews.org/article/octopus-taste-touch-arm-suckers
[2] https://www.justcremationservice.com/obituaries/carl-bajema/
[2] https://leakeyfoundation.org/originstories/

Top URLs in Tweet in G8:
[2] https://www.forbes.com/sites/brucelee/2020/10/26/how-to-vote-safely-with-the-covid-19-coronavirus-pandemic/
[1] https://twitter.com/WHOAFRO/status/1324339416001859584
[1] https://twitter.com/AllysonVarley/status/1323339670743355392
[1] https://twitter.com/mugecevik/status/1324779495195291648
[1] https://www.facebook.com/melvin.sanicas/posts/10158653570484184
[1] https://phys.org/news/2020-10-scientists-key-pathway-lysosomes-coronaviruses.html
[1] https://www.forbes.com/sites/brucelee/2020/10/26/how-to-vote-safely-with-the-covid-19-coronavirus-pandemic/?sh=74884c441173
[1] https://www.forbes.com/sites/brucelee/2020/10/28/white-house-touts-trumps-5-science-accomplishments-including-ending-the-pandemic/
[1] https://www.forbes.com/sites/brucelee/2020/11/01/study-trump-rallies-linked-to-over-700-covid-19-coronavirus-deaths-here-are-the-caveats/
[1] https://twitter.com/bruce_y_lee/status/1324754033496756225

Top URLs in Tweet in G9:
[1] https://twitter.com/agingdoc1/status/1323699188157304835
[1] https://twitter.com/NutritionDanny/status/1196530100109484033
[1] https://twitter.com/agingdoc1/status/1322321876593610754
[1] https://twitter.com/_atanas_/status/1324547101699809280
[1] https://twitter.com/i/lists/1227241186118729728?s=20
[1] https://www.youtube.com/watch?v=p88rgHt1NZs&feature=youtu.be

[1] https://www.youtube.com/watch?v=7vZrAtFFpsY&feature=youtu.be

[1] https://twitter.com/me4ped/status/1323678406593171456
[1] https://www.youtube.com/watch?v=pDHomZ8FEoU&feature=youtu.be


Top URLs in Tweet in G10:
[3] https://www.advancedsciencenews.com/scientists-discover-that-the-platypus-glows-in-the-dark/
[3] https://www.linkedin.com/company/in-and-vertebrates
[2] https://cfjctoday.com/2020/10/29/charbonneau-i-was-wrong-about-the-site-c-dam/
[2] https://www.thejakartapost.com/amp/news/2020/11/05/blue-economy-not-as-sustainable-as-previously-promoted-researchers.html
[1] https://twitter.com/wabkinew/status/1323350770490646528
[1] https://www.youtube.com/watch?v=MvbOMHNbjDk

[1] https://twitter.com/RobynWins111/status/1324241969925693442
[1] https://twitter.com/DrEricDing/status/1324258526303297537
[1] https://twitter.com/CentristAllWay/status/1324392023814713346
[1] https://twitter.com/brianlilley/status/1322995279491190797

Top Domains
Top Domains in Tweet in Entire Graph:
[728] twitter.com
[183] youtube.com
[95] doi.org
[59] bit.ly
[44] wordpress.com
[36] buff.ly
[34] google.com
[30] eos.org
[26] nature.com
[25] libsyn.com

Top Domains in Tweet in G1:
[171] twitter.com
[94] youtube.com
[28] eos.org
[23] libsyn.com
[21] wiley.com
[18] adobe.com
[14] lifeology.io
[13] falling-walls.com
[11] agu.org
[11] fal.cn

Top Domains in Tweet in G2:
[9] linkedin.com
[5] twitter.com
[5] nature.com
[3] crowdjustice.com
[2] forbetterscience.com
[2] google.com
[2] bit.ly
[2] co.uk
[1] sciencemag.org
[1] timeshighereducation.com

Top Domains in Tweet in G3:
[116] twitter.com
[7] co.uk
[5] buff.ly
[5] utoronto.ca
[4] scivit.de
[4] keyscience.org
[3] plos.org
[2] nytimes.com
[2] eventbrite.com
[2] instagram.com

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

Top Domains in Tweet in G5:
[7] twitter.com
[7] thefederal.com
[5] acs.org
[4] hopkinsbiotechpodcast.com
[4] com.au
[3] straitstimes.com
[3] google.com
[2] gov.in
[2] youtube.com
[2] spoti.fi

Top Domains in Tweet in G6:
[29] twitter.com
[27] wordpress.com
[4] ac.uk
[4] youtube.com
[2] pod.fo
[2] climatefringe.org
[1] wnycstudios.org
[1] google.com
[1] gov.uk
[1] phys.org

Top Domains in Tweet in G7:
[10] twitter.com
[7] ncse.ngo
[6] sciencenews.org
[4] forbes.com
[3] cbc.ca
[3] whalescientists.com
[3] teriin.org
[2] justcremationservice.com
[2] nature.com
[2] leakeyfoundation.org

Top Domains in Tweet in G8:
[7] twitter.com
[5] forbes.com
[1] facebook.com
[1] phys.org
[1] novel-science.com
[1] wsj.com
[1] stanford.edu
[1] mesaschumacher.com

Top Domains in Tweet in G9:
[6] twitter.com
[3] youtube.com

Top Domains in Tweet in G10:
[14] twitter.com
[5] thesciencebreaker.org
[4] youtube.com
[3] advancedsciencenews.com
[3] linkedin.com
[2] cfjctoday.com
[2] thejakartapost.com
[1] ted.com
[1] instagram.com
[1] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3554] scicomm
[421] science
[167] covid19
[158] openscience
[137] sciart
[127] stem
[126] podcast
[122] womeninstem
[121] academictwitter
[110] biology



Top Hashtags in Tweet in G1:
[854] scicomm
[97] womeninstem
[90] science
[77] wisskomm
[71] berlinscienceweek
[55] podcast
[50] openscience
[39] phdchat
[39] sciart
[37] stem

Top Hashtags in Tweet in G2:
[42] scicomm
[17] rri
[16] researchculture
[14] scipol
[10] reimagineresearch
[6] phdchat
[6] stemtoo
[6] stem
[4] science
[4] wellcometrust

Top Hashtags in Tweet in G3:
[281] scicomm
[30] science
[15] sciart
[10] research
[9] academictwitter
[8] covid19
[8] sciencecommunication
[7] sciencetwitter
[6] phd
[6] stem

Top Hashtags in Tweet in G4:
[18] scicomm
[4] commocean2020
[3] outreach
[3] ageofcorona
[3] flatsharks
[3] flatsharkfriday
[3] virtualconference
[2] cheer
[2] yas
[2] raysawareness

Top Hashtags in Tweet in G5:
[48] scicomm
[29] science
[13] sciencetwitter
[12] covid19
[10] typography
[9] a11y
[8] biology
[8] maths
[7] westernghats
[7] careers

Top Hashtags in Tweet in G6:
[95] scicomm
[8] equity
[8] thisstudyshows
[7] lion
[6] neccbiology
[5] msc
[4] publicengagement
[4] phdchat
[4] uwevirtualopen
[3] sciencecommunication

Top Hashtags in Tweet in G7:
[67] scicomm
[29] scichat
[20] climatechange
[14] endangeredspecies
[11] evolution
[9] conservation
[7] gradschool
[6] fridaysforfuture
[6] parisclimateagreement
[6] antarcticlog

Top Hashtags in Tweet in G8:
[31] scicomm
[27] covid19
[24] coronavirus
[21] reminder
[17] biology
[17] lifesciences
[17] lysosome
[15] science
[13] epitwitter
[8] medical

Top Hashtags in Tweet in G9:
[23] scicomm
[7] gratitude
[5] academictwitter
[3] some4surgery
[3] some4hpb
[3] some4
[3] some4pedsurg
[3] globalsurgery
[3] some4iqlatam
[3] sminaev

Top Hashtags in Tweet in G10:
[86] scicomm
[56] cdnpoli
[42] science
[26] openscience
[19] covid19
[17] senca
[11] ableg
[11] cspc2020
[9] tcot
[9] onpoli

Top Words
Top Words in Tweet in Entire Graph:
[3540] #scicomm
[1093] science
[578] more
[410] #science
[410] research
[351] one
[349] join
[344] scicomm
[326] week
[315] work

Top Words in Tweet in G1:
[850] #scicomm
[318] science
[199] more
[111] research
[102] berlinsciweek
[100] youtube
[100] talk
[100] check
[98] week
[97] #womeninstem

Top Words in Tweet in G2:
[52] do_kinder
[45] jeremyfarrar
[42] #scicomm
[41] braincures
[35] proftimnoakes
[34] ukri_ceo
[28] morimahmoudi
[26] suzanne_garrett
[26] bulliescampaign
[25] drumeshprabhu

Top Words in Tweet in G3:
[276] #scicomm
[50] science
[30] #science
[27] scicomm
[25] more
[22] know
[21] great
[17] one
[17] today
[15] communication

Top Words in Tweet in G4:
[175] celebrities
[175] impersonating
[174] something
[174] break
[174] doom
[174] scrolling
[174] sharks
[173] mcmsharksxx
[158] introducing
[157] cause

Top Words in Tweet in G5:
[48] #scicomm
[45] scicomm_india
[29] #science
[26] teamfoldscope
[25] µà
[25] edurafi
[24] dr
[23] science
[23] seasonwatch_in
[23] gubbilabs

Top Words in Tweet in G6:
[95] #scicomm
[63] sage
[62] science
[58] slides
[52] gov't
[42] letter
[40] open
[39] asking
[38] employ
[35] jobrodie

Top Words in Tweet in G7:
[67] #scicomm
[29] ncse
[28] #scichat
[28] level
[25] climate
[25] synthetic
[25] aperture
[25] radar
[25] sar
[25] vital

Top Words in Tweet in G8:
[72] vaccinologist
[48] many
[39] before
[37] end
[37] 2020
[37] vaccine
[37] one
[36] less
[36] 60
[36] days

Top Words in Tweet in G9:
[60] _atanas_
[59] dhpsp
[59] abdulqadeery
[58] el_ronan
[58] holistic_hlth
[58] chriss20x
[58] dronita_de
[58] annamarialoukaa
[58] nawazfaisal_ai
[58] gonzaparra_

Top Words in Tweet in G10:
[86] #scicomm
[56] #cdnpoli
[42] #science
[27] science
[25] #openscience
[23] deepgreendesign
[19] #covid19
[19] people
[17] #senca
[16] sciencebreaker

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[188] doom,scrolling
[187] break,doom
[183] celebrities,impersonating
[182] something,break
[182] impersonating,sharks
[180] mcmsharksxx,something
[164] introducing,celebrities
[163] scrolling,introducing
[163] sharks,cause
[163] cause,kind

Top Word Pairs in Tweet in G1:
[68] science,communication
[61] #scicomm,#wisskomm
[57] open,science
[55] science,cafã
[43] youtube,channel
[33] episode,#scicomm
[33] find,more
[31] #womeninstem,#scicomm
[28] learn,more
[28] special,#halloween

Top Word Pairs in Tweet in G2:
[23] jeremyfarrar,ukri_ceo
[22] dgurdasani1,dbetteracademia
[19] braincures,marikasboros
[18] ukri_ceo,universitiesuk
[13] drumeshprabhu,talal_al_shamri
[13] talal_al_shamri,jeremyfarrar
[13] laura_corbeth,matthijsseamy
[12] reneebleau,dgurdasani1
[12] dbetteracademia,suzanne_garrett
[12] suzanne_garrett,braincures

Top Word Pairs in Tweet in G3:
[10] science,communication
[8] #science,#scicomm
[8] #scicomm,#science
[6] #scicomm,#sciencecommunication
[6] learn,more
[5] #time4chemâ,#scienceiscoolâ
[5] #scienceiscoolâ,#scicommâ
[5] #scicommâ,#sciartâ
[5] #sciartâ,#scienceisfunâ
[5] #chemieâ,#åœ

Top Word Pairs in Tweet in G4:
[175] celebrities,impersonating
[174] something,break
[174] break,doom
[174] doom,scrolling
[174] impersonating,sharks
[172] mcmsharksxx,something
[158] introducing,celebrities
[157] scrolling,introducing
[157] sharks,cause
[157] cause,kind

Top Word Pairs in Tweet in G5:
[23] seasonwatch_in,gubbilabs
[17] scicomm_india,scicommsci
[14] #scicomm,#science
[13] scicommsci,sciencepicss
[13] sciencepicss,westernghat
[11] edurafi,teamfoldscope
[9] dr,gitanjali
[9] gitanjali,yadav
[9] phd,students
[9] #science,#sciencetwitter

Top Word Pairs in Tweet in G6:
[40] gov't,sage
[34] open,letter
[26] science,communicator
[25] employ,science
[23] uk,gov't
[20] sage,step
[20] step,away
[20] away,powerpoint
[20] powerpoint,slides
[20] slides,employ

Top Word Pairs in Tweet in G7:
[25] synthetic,aperture
[25] aperture,radar
[25] radar,sar
[25] sar,vital
[25] vital,observing
[25] observing,land
[25] land,deformation
[25] deformation,itself
[25] itself,key
[25] key,component

Top Word Pairs in Tweet in G8:
[36] less,60
[36] 60,days
[36] days,before
[36] before,2020
[36] 2020,comes
[36] comes,end
[36] end,vaccine
[36] vaccine,hold
[36] hold,breath
[36] breath,one

Top Word Pairs in Tweet in G9:
[58] dhpsp,el_ronan
[58] el_ronan,holistic_hlth
[58] holistic_hlth,chriss20x
[58] chriss20x,dronita_de
[58] dronita_de,annamarialoukaa
[58] annamarialoukaa,abdulqadeery
[58] abdulqadeery,nawazfaisal_ai
[58] nawazfaisal_ai,gonzaparra_
[51] _atanas_,dhpsp
[51] gonzaparra_,devkota_hâ

Top Word Pairs in Tweet in G10:
[10] #cdnpoli,#scicomm
[10] covid,19
[9] #science,#scicomm
[8] #scicomm,#openscience
[8] deepgreendesign,yukongale
[7] #scicomm,#cdnpoli
[7] open,science
[7] âœ,importance
[6] covid,recovery
[6] join,#cspc2020

Top Replied-To
Top Replied-To in Entire Graph:
@seis_matters
@gorskon
@edurafi
@this_is_farah
@dhpsp
@ellie_scicomm
@do_kinder
@jeremyfarrar
@venadavenu
@agu_scicomm

Top Replied-To in G1:
@this_is_farah
@agu_scicomm
@greatlakescisco
@geschept
@academicchatter
@maithi_nk
@wildlifebiogal
@fromthelabbench
@theagu
@lindyorthia

Top Replied-To in G2:
@do_kinder
@jeremyfarrar
@braincures
@bullyingalberta
@runelinding
@proftimnoakes
@dgurdasani1
@microbiomdigest
@academicparity
@medicinedean

Top Replied-To in G4:
@bethbethbeth01

Top Replied-To in G5:
@edurafi
@venadavenu
@monavsane
@imlipsa
@jenheemstra
@anoopajohn
@gvrayasam
@iamscicomm
@pmoindia

Top Replied-To in G6:
@seis_matters
@scijem
@davidgarnold
@drsimoncook1
@adamhartscience
@cmo_england
@comeflywithjo
@girafeproject

Top Replied-To in G8:
@bethlinas
@gorskon
@g_woodhouse

Top Replied-To in G9:
@dhpsp
@mike_lustgarten
@lifespanio

Top Replied-To in G10:
@yukongale
@motionpix
@thefutureecoflo
@stankutcher
@sapphiresdust
@dave__whiteside
@canadianglen
@denisrancourt
@drkwilkinson
@lefty_mind

Top Mentioned
Top Mentioned in Entire Graph:
@mcmsharksxx
@berlinsciweek
@pierre_markuse
@researchgenome
@agu_scicomm
@youtube
@orion_opensci
@primary_immune
@vaccinologist
@_atanas_

Top Mentioned in G1:
@berlinsciweek
@youtube
@orion_opensci
@agu_scicomm
@fetfx_eu
@mdc_berlin
@soapboxscience
@quest_eu
@berlin_soapbox
@crdemystified

Top Mentioned in G2:
@do_kinder
@jeremyfarrar
@braincures
@ukri_ceo
@proftimnoakes
@morimahmoudi
@suzanne_garrett
@dbetteracademia
@bulliescampaign
@drumeshprabhu

Top Mentioned in G3:
@hornesupremacy

Top Mentioned in G4:
@mcmsharksxx
@gretakcomt
@bennubirdy
@orlapeach
@ecostructure_
@awholelotofcroc
@motherofrays
@mikamckinnon
@mareicentre
@commoceanconf

Top Mentioned in G5:
@scicomm_india
@teamfoldscope
@seasonwatch_in
@gubbilabs
@scicommsci
@edurafi
@westernghat
@nipgrsocial
@sciencepicss
@openscience

Top Mentioned in G6:
@jobrodie
@aardman
@comeflywithjo
@andyridgway1
@the_mrc
@scicommsuwe
@engineerdg
@uksciencechief
@wileyinresearch

Top Mentioned in G7:
@ncse
@jscarto
@uw_lsc
@grrrlscientist
@uwmadgsed
@whalescientists
@scheufele
@kendrawrites
@teraholtzwagner
@khayhoe

Top Mentioned in G8:
@vaccinologist
@bruce_y_lee
@stanford
@mesabree
@mackayim
@bethlinas
@mattharvey168
@berthahidalgo
@pash22
@harryrutter

Top Mentioned in G9:
@_atanas_
@el_ronan
@holistic_hlth
@chriss20x
@dronita_de
@abdulqadeery
@nawazfaisal_ai
@gonzaparra_
@dhpsp

Top Mentioned in G10:
@deepgreendesign
@sciencebreaker
@fordnation
@yukongale
@ontariopcparty
@chiefscican
@drpanch
@sudipsparikh
@pilaricocastro
@sciencepolicy

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@jurylady5
@cowboyscifibot
@s9tmt
@chidambara09
@kat4obama
@limportant_fr
@john1966olsen
@malliardreport
@femtech_

Top Tweeters in G1:
@cowboyscifibot
@kat4obama
@john1966olsen
@femtech_
@washingtonpost
@nigeblue
@academicchatter
@frikiquark
@bg_grace
@3ty3

Top Tweeters in G2:
@marshawright
@s9tmt
@kimvie
@guardian
@googleexpertuk
@bbcnews
@princessandmain
@drumeshprabhu
@barretoj32
@lollardfish

Top Tweeters in G3:
@itativcs
@pa
@persona
@elprofe_ivan
@bardicvoice
@alc_anthro
@2footgiraffe
@hornesupremacy
@swilua
@pha

Top Tweeters in G4:
@fieryreddragon
@basicbaka
@teadrivendev
@redcrew
@demiurgicfeline
@mbluetyphoon
@perylenebleu
@_gampr
@tinolqa
@brewsternorth

Top Tweeters in G5:
@pinkvilla
@betterjobsearch
@bgiddu
@bhekisisa_mg
@conversationedu
@openscience
@artificialbra1n
@anujkant1302
@prem_k
@cenmag

Top Tweeters in G6:
@drpetra
@jobrodie
@radegund
@matthewcobb
@epuujee
@danirabaiotti
@rosewind2007
@timandraharknes
@seis_matters
@campbellclaret

Top Tweeters in G7:
@sydnets
@zebrafinch
@zerojuls
@rmathematicus
@forbes
@ourfuturebot
@patriotindiana
@kaimatai
@jimprall
@geographerdc

Top Tweeters in G8:
@2amongsfrippies
@francodespecho
@pash22
@bbddpp
@mackayim
@citizenkays
@_idzham_
@amainsight
@laconic_doc
@aynrandpaulryan

Top Tweeters in G9:
@caring_mobile
@jj_angelus
@vicentelozadab
@drferdowsi
@sminaev2015
@grawoig
@cosseaton
@katelovesneuro
@denutrients
@fabriziobustama

Top Tweeters in G10:
@uncleree1
@takethatgods
@gadflyquebec
@merlinofcanada
@nationalpost
@deepgreendesign
@theslimdude
@imagine_garden
@dianneathome
@thatericalper


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