scicomm, Twitter, 8/16/2021 12:19:07 AM, 260221


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scicomm_2021-08-15_15-40-41.xlsx
scicomm_2021-08-15_15-40-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 16, 2021
Short Description:
scicomm via NodeXL https://bit.ly/3CPu0WS
@scicommbot
@b0tsci
@braincures
@jayaisales
@do_kinder
@_atanas_
@pierre_markuse
@jamiebgall
@indiascipol
@fromthelabbench

Top hashtags:
#scicomm
#dhpsp
#science
#covid19
#openscience
#womeninstem
#saclation
#copernicus

Description:
Description
The graph represents a network of 6,623 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, 15 August 2021 at 22:51 UTC.

The requested start date was Sunday, 15 August 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, 2-hour, 34-minute period from Tuesday, 10 August 2021 at 21:05 UTC to Saturday, 14 August 2021 at 23:40 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 : 6623
Unique Edges : 7050
Edges With Duplicates : 18254
Total Edges : 25304
Number of Edge Types : 5
Retweet : 5836
MentionsInRetweet : 10759
Tweet : 948
Mentions : 7353
Replies to : 408
Self-Loops : 1099
Reciprocated Vertex Pair Ratio : 0.0324930910309019
Reciprocated Edge Ratio : 0.062941033336037
Connected Components : 276
Single-Vertex Connected Components : 82
Maximum Vertices in a Connected Component : 5896
Maximum Edges in a Connected Component : 24322
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.750465
Graph Density : 0.000281114936175349
Modularity : 0.399855
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,623 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, 15 August 2021 at 22:51 UTC.

The requested start date was Sunday, 15 August 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, 2-hour, 34-minute period from Tuesday, 10 August 2021 at 21:05 UTC to Saturday, 14 August 2021 at 23:40 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:
[84] https://www.mdpi.com/2073-4425/11/3/274/htm
[45] https://doi.org/10.1515/jib-2019-0005
[42] https://www.flickr.com/photo.gne?short=2mgULYD
[22] https://www.nature.com/articles/s41598-021-95565-8
[20] https://www.biomedcentral.com/epdf/10.1186/s12864-018-5360-z?sharing_token=fG6K8Nx-datNtjXKEejUAG_BpE1tBhCbnbw3BuzI2RMd8Vgn6jQqR3ejWe2d3M8HYdCAn3e2rbELen_J40OqVRpUzESTds55STWJhvW-UzyvV1quzQjYV_cMJDU1Rzijo5ioRifQxyDAaFgWC0Cc4LyAgADz3O1MPx2Z43JSR-g%3D
[18] https://www.forbes.com/sites/williamhaseltine/2021/08/10/the-delta-variant-a-guide-to-evaluating-personal-risk/?sh=c048d2561bb5
[14] http://biorxiv.org/lookup/doi/10.1101/2020.01.31.928630
[12] https://twitter.com/xkcd/status/1425534465258950661
[12] https://www.etsy.com/shop/Shenova
[11] https://www.mdpi.com/2073-4409/9/2/458/htm

Top URLs in Tweet in G1:
[4] https://www.crowdjustice.com/case/tackling-bullying-and-harassment-at-workplace/
[3] https://www.linkedin.com/slink?code=grGD75g
[2] https://docs.google.com/document/d/1Nqjhxxd9VoFFZiqrD0hRvyMo6DcZMyZVJjz9_2SzPZY/edit
[2] https://www.linkedin.com/pulse/shitty-professors-list-krzysztof-potempa/
[2] https://www.nature.com/articles/d41586-019-01728-z
[2] https://www.linkedin.com/pulse/imperial-college-scandals-krzysztof-potempa/
[2] 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://twitter.com/MicrobiomDigest/status/743141180716683266
[1] https://www.hepi.ac.uk/wp-content/uploads/2020/11/Mind-the-Graduate-Gender-Pay-Gap_HEPI-Report-135_FINAL.pdf
[1] https://twitter.com/theinsaneapp/status/1408516210099064833?s=21

Top URLs in Tweet in G2:
[10] https://scisoup.org/article/2021/newer-insights-into-an-age-old-bacteria.html
[9] https://iu.zoom.us/meeting/register/tZUsf-GsqTwpH9OU6ck4U2cI5GlaZUi_qNIr
[9] https://lee-phillips.org/articleAccess/
[8] https://illinoisnewstoday.com/tips-for-science-communication-from-panel-show-scientists/331137/
[7] https://theconversation.com/communicating-climate-change-has-never-been-so-important-and-this-ipcc-report-pulls-no-punches-165252
[7] https://twitter.com/xkcd/status/1425534465258950661
[7] https://www.nature.com/articles/d41586-021-02152-y
[6] https://www.mdpi.com/2073-4425/11/3/274/htm
[6] https://today.cofc.edu/2021/08/02/summer-research-program-reaches-young-audience-with-science-art/
[5] https://news.yahoo.com/researchers-closest-thing-real-life-222916769.html

Top URLs in Tweet in G3:
[77] https://www.mdpi.com/2073-4425/11/3/274/htm
[43] https://doi.org/10.1515/jib-2019-0005
[19] https://www.nature.com/articles/s41598-021-95565-8
[18] https://www.biomedcentral.com/epdf/10.1186/s12864-018-5360-z?sharing_token=fG6K8Nx-datNtjXKEejUAG_BpE1tBhCbnbw3BuzI2RMd8Vgn6jQqR3ejWe2d3M8HYdCAn3e2rbELen_J40OqVRpUzESTds55STWJhvW-UzyvV1quzQjYV_cMJDU1Rzijo5ioRifQxyDAaFgWC0Cc4LyAgADz3O1MPx2Z43JSR-g%3D
[15] https://www.forbes.com/sites/williamhaseltine/2021/08/10/the-delta-variant-a-guide-to-evaluating-personal-risk/?sh=c048d2561bb5
[12] http://biorxiv.org/lookup/doi/10.1101/2020.01.31.928630
[11] https://www.etsy.com/shop/Shenova
[10] https://www.forbes.com/sites/williamhaseltine/2021/08/10/it-is-time-to-pay-close-attention-to-the-lambda-variant-now-devastating-south-america/?sh=68ddfc294348
[10] https://www.mdpi.com/2073-4409/9/2/458/htm
[9] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-02122-4

Top URLs in Tweet in G4:
[6] https://www.minoritypostdoc.org/conference/2021-lee
[5] https://lsc.wisc.edu/2021/08/11/national-academies-civic-science-fellowship/
[4] https://jobs.lever.co/lifeomic/533dde13-e50d-4e2a-a892-464dfdbd84ec
[3] https://twitter.com/uw_lsc/status/1425831114556551168
[3] https://www.linkedin.com/pulse/new-pan-african-science-communication-platform-prof-alexander-gerber
[3] https://publichealthmaps.org/map-of-the-week
[3] https://palaeopoems.com/scicomm/
[2] https://twitter.com/inclusivesci/status/1425821523823276032
[2] https://www.youtube.com/watch?app=desktop&v=o5pX2qR0GSg&list=PLtiOgIRVt404_A_Hjay8icdjvrvC26W0g
[2] https://twitter.com/FromTheLabBench/status/1425947803428212738

Top URLs in Tweet in G5:
[7] https://www.scirio.in/storytelling-strategies-science-communication/
[2] https://www.scientifictalk.com/2021/08/indias-first-nasal-covid-19-vaccine.html
[2] https://www.pnas.org/content/118/33/e2101833118
[1] https://twitter.com/SciCommClub/status/1426133090330685447
[1] https://twitter.com/ScienceWriters/status/1425470249365688320
[1] https://twitter.com/Sci_Rio/status/1415310445397778433
[1] https://www.youtube.com/channel/UCDKOsDMypnavJnRI-Htjw8Q
[1] https://www.linkedin.com/company/scirio/
[1] https://papaphd.com/marier-science-art-et-entrepreneuriat-avec-emilie-l-dubois/
[1] https://www.scientifictalk.com/2021/08/world-biofuel-day-2021-world-biofuel.html

Top URLs in Tweet in G6:
[4] https://www.mpib-berlin.mpg.de/1318923/2021-07-26-pr-head-of-public-relations?c=219557
[3] https://anchor.fm/scicomx
[2] https://twitter.com/ellietheelement/status/1425498261780054017
[1] https://unsplash.com/
[1] https://twitter.com/jamiebgall/status/1315623686347554816
[1] https://twitter.com/JuliusWesche/status/1425963219500376065
[1] https://twitter.com/_PetraRitter/status/1425737564074479623
[1] https://twitter.com/ClioAwards/status/1412956115101536257
[1] https://www.youtube.com/watch?v=2iYyRZYOEFM

[1] https://www.youtube.com/watch?v=oP9fAwCCKbc


Top URLs in Tweet in G7:
[40] https://www.flickr.com/photo.gne?short=2mgULYD
[1] https://public.wmo.int/en/media/news/mediterranean-gripped-extreme-heat-new-reported-temperature-record
[1] https://www.flickr.com/photo.gne?short=2mgtEVn
[1] https://www.flickr.com/photo.gne?short=2mg9RLr
[1] https://www.flickr.com/photo.gne?short=2mfJbvT
[1] https://www.flickr.com/photo.gne?short=2mg75Jq
[1] https://www.flickr.com/photo.gne?short=2mcas8C
[1] https://www.flickr.com/short_urls.gne?photoset=aHsmVjGLeQ
[1] https://www.flickr.com/photo.gne?short=2mc1PNA
[1] https://www.flickr.com/photo.gne?short=2mbecnZ

Top URLs in Tweet in G8:
[5] https://twitter.com/simonpierce/status/1424464541308448772
[4] https://twitter.com/SarahMackAttack/status/1425833470530658304
[1] https://www.youtube.com/watch?app=desktop&v=OzTYWxur3Y4&feature=youtu.be
[1] https://offers.the-scientist.com/whats-mine-is-yours-the-immunogenetics-of-mating-in-anglerfish-poster
[1] https://www.nsf.gov/publications/pub_summ.jsp?ods_key=nsf21605
[1] https://www.canr.msu.edu/news/new-national-science-foundation-grant-will-integrate-research-and-science-outreach
[1] https://www.finsunited.co.nz/bite-blog/frilled-shark
[1] https://www.forbes.com/sites/melissacristinamarquez/2021/08/09/fishers-solutions-for-hammerhead-shark-conservation-in-peru/?sh=288fe57a2778
[1] https://www.forbes.com/sites/melissacristinamarquez/2021/08/11/how-efficient-were-shark-teeth-as-tools-or-weapons/?sh=70fd36465b9d
[1] https://twitter.com/mcmsharksxx/status/1424689182165852176

Top URLs in Tweet in G9:
[2] https://twitter.com/HeatherBuschman/status/1426235595056041988
[2] https://employment.ucsd.edu/110727-media-communications-specialist-4/job/17409996
[2] https://sciencewriters2021.org/session
[1] https://twitter.com/UCSDMedSchool/status/1425558917128486917
[1] https://twitter.com/sandswa2/status/1425109339082162177
[1] https://twitter.com/sarahmackattack/status/1425833470530658304
[1] https://twitter.com/ucsdmedschool/status/1425558917128486917
[1] https://twitter.com/pureangel40/status/1424973368743321600
[1] https://www.thedailybeast.com/team-biden-somehow-failed-to-hire-someone-to-fight-vaxx-disinfo
[1] https://twitter.com/drtomfrieden/status/1426210401289740289

Top URLs in Tweet in G10:
[5] https://www.theguardian.com/science/2021/aug/09/it-wasnt-built-to-eat-broccoli-australias-largest-dragon-unveiled
[2] https://www.npr.org/2021/08/12/1026385429/the-lorax-dr-seuss
[2] https://www.nature.com/articles/d41586-021-02152-y
[2] https://attendee.gototraining.com/r/2360238463551864322
[1] https://cleanet.org/index.html
[1] https://time.com/6088531/ipcc-climate-report-hockey-stick-curve/
[1] https://www.theguardian.com/commentisfree/2021/aug/09/ipcc-report-transforming-society-avert-catastrophe-net-zero?utm_term=61638ad507f0b8c226dac5c67b7256a6&utm_campaign=GuardianTodayUS&utm_source=esp&utm_medium=Email&CMP=GTUS_email
[1] https://gizmodo.com/facebook-is-awash-in-oil-money-1847424514
[1] https://www.nytimes.com/2021/08/06/science/daddy-long-legs-genes.html
[1] https://www.the-scientist.com/news-opinion/the-extinct-species-within-69061

Top Domains
Top Domains in Tweet in Entire Graph:
[519] twitter.com
[147] youtube.com
[104] mdpi.com
[96] nature.com
[65] biorxiv.org
[60] flickr.com
[46] doi.org
[41] forbes.com
[36] nih.gov
[29] linkedin.com

Top Domains in Tweet in G1:
[16] nature.com
[16] linkedin.com
[8] theguardian.com
[7] twitter.com
[5] timeshighereducation.com
[5] co.uk
[4] sciencemag.org
[4] crowdjustice.com
[3] google.com
[3] academic-sexual-misconduct-database.org

Top Domains in Tweet in G2:
[209] twitter.com
[79] youtube.com
[30] nih.gov
[27] nature.com
[18] zoom.us
[17] yahoo.com
[14] agu.org
[12] lee-phillips.org
[11] scisoup.org
[11] forbes.com

Top Domains in Tweet in G3:
[95] mdpi.com
[60] twitter.com
[56] biorxiv.org
[44] nature.com
[43] doi.org
[26] forbes.com
[19] biomedcentral.com
[11] youtube.com
[11] etsy.com
[10] stemcognito.org

Top Domains in Tweet in G4:
[38] twitter.com
[7] minoritypostdoc.org
[5] wisc.edu
[4] youtube.com
[4] lever.co
[4] publichealthmaps.org
[3] lifeology.io
[3] linkedin.com
[3] palaeopoems.com
[2] pcst.co

Top Domains in Tweet in G5:
[13] scientifictalk.com
[11] twitter.com
[7] scirio.in
[4] youtube.com
[2] linkedin.com
[2] pnas.org
[1] papaphd.com
[1] res.in
[1] istemcare.org
[1] wiley.com

Top Domains in Tweet in G6:
[11] twitter.com
[6] youtube.com
[5] mpg.de
[3] anchor.fm
[2] ecologyforthemasses.com
[1] unsplash.com
[1] scientificamerican.com
[1] spotify.com
[1] google.com
[1] twitch.tv

Top Domains in Tweet in G7:
[58] flickr.com
[1] wmo.int

Top Domains in Tweet in G8:
[11] twitter.com
[3] forbes.com
[2] youtube.com
[1] the-scientist.com
[1] nsf.gov
[1] msu.edu
[1] co.nz
[1] illinoisnewstoday.com
[1] chasmosaurs.com
[1] paleoportals.com

Top Domains in Tweet in G9:
[8] twitter.com
[2] ucsd.edu
[2] sciencewriters2021.org
[1] thedailybeast.com

Top Domains in Tweet in G10:
[6] theguardian.com
[4] twitter.com
[2] nytimes.com
[2] npr.org
[2] youtube.com
[2] nature.com
[2] gototraining.com
[1] cleanet.org
[1] time.com
[1] gizmodo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3395] scicomm
[429] dhpsp
[350] science
[293] covid19
[245] openscience
[244] womeninstem
[239] saclation
[217] copernicus
[216] bioinformatics
[195] sciart



Top Hashtags in Tweet in G1:
[106] scicomm
[34] scipol
[32] researchculture
[22] phdchat
[22] rri
[21] reimagineresearch
[19] stemtoo
[11] researchintegrity
[11] bullying
[11] science

Top Hashtags in Tweet in G2:
[1327] scicomm
[154] science
[66] sciart
[57] covid19
[46] sciencetwitter
[37] dhpsp
[37] scienceweek
[36] stem
[36] scicommchat
[31] academictwitter

Top Hashtags in Tweet in G3:
[480] scicomm
[392] dhpsp
[215] saclation
[213] openscience
[202] bioinformatics
[198] womeninstem
[161] globalhealth
[150] covid19
[125] 100daysofcode
[121] inpst

Top Hashtags in Tweet in G4:
[199] scicomm
[31] civicscience
[23] scipol
[14] reclaimingstem2021
[11] sciengage
[9] sciart
[9] covid19
[7] fellowship
[7] publichealthmaps
[6] misinformation

Top Hashtags in Tweet in G5:
[26] scicomm
[25] azadikaamritmahotsav
[22] science
[22] webinar
[22] aroma
[9] covid19
[9] conference
[9] indian
[9] independence
[7] newresearch

Top Hashtags in Tweet in G6:
[70] scicomm
[18] zines
[9] wisskomm
[8] thereceivedwisdom
[5] publicengagement
[4] jobsinpr
[3] podcast
[3] cutpastezines
[3] academictwitter
[2] wissensstadtberlin

Top Hashtags in Tweet in G7:
[196] copernicus
[154] russia
[114] fire
[98] ambarchik
[98] arcticcircle
[98] chukotka
[63] sentinel
[60] fires
[48] sakharepublic
[40] bejaia

Top Hashtags in Tweet in G8:
[48] scicomm
[36] watercolor
[36] permian
[36] mastodonsaurus
[31] paleostream
[31] paleoart
[25] sciart
[20] wombat
[20] penguin
[19] shark

Top Hashtags in Tweet in G9:
[91] scicomm
[7] skypeascientist
[3] misinformation
[1] scicommjob
[1] scicommjobs
[1] cancer
[1] microbiome
[1] science
[1] politics
[1] covid

Top Hashtags in Tweet in G10:
[80] scicomm
[31] scichat
[26] evolution
[24] anthropology
[24] hominid
[24] biology
[23] paleoanthropology
[22] bible
[22] science
[22] academictwitter

Top Words
Top Words in Tweet in Entire Graph:
[3394] #scicomm
[882] science
[488] _atanas_
[471] more
[429] #dhpsp
[350] #science
[349] 2021
[342] scicomm
[293] research
[293] #covid19

Top Words in Tweet in G1:
[141] braincures
[117] proftimnoakes
[106] #scicomm
[102] ukri_ceo
[89] jeremyfarrar
[87] academicparity
[87] drumeshprabhu
[72] do_kinder
[69] marikasboros
[66] morimahmoudi

Top Words in Tweet in G2:
[1326] #scicomm
[308] science
[176] more
[154] #science
[129] know
[127] great
[126] learn
[123] time
[119] today
[116] join

Top Words in Tweet in G3:
[480] #scicomm
[392] #dhpsp
[375] _atanas_
[215] #saclation
[213] #openscience
[202] #bioinformatics
[198] #womeninstem
[182] andgenomics
[161] #globalhealth
[150] #covid19

Top Words in Tweet in G4:
[203] #scicomm
[92] science
[64] women
[59] scicomm
[40] thecosmicrey
[39] opportunity
[38] uw_lsc
[37] see
[36] fellowship
[36] thenasem

Top Words in Tweet in G5:
[60] scicomm_india
[55] csir_ind
[43] dbtindia
[38] nipgrsocial
[31] pnasnews
[30] 2021
[29] manoj_lab
[29] manoj_prasad70
[28] serbonline
[28] congratulations

Top Words in Tweet in G6:
[70] #scicomm
[63] jamiebgall
[56] science
[49] love
[46] getting
[45] recommend
[44] festivals
[44] events
[43] searching
[43] scicommers

Top Words in Tweet in G7:
[201] pierre_markuse
[196] #copernicus
[193] 2021
[173] august
[150] #russia
[139] kilometers
[138] 12
[114] #fire
[98] 120
[98] #ambarchik

Top Words in Tweet in G8:
[48] #scicomm
[38] hey
[36] newest
[36] #watercolor
[36] giant
[36] #permian
[36] swamp
[36] beast
[36] #mastodonsaurus
[36] giganteus

Top Words in Tweet in G9:
[91] #scicomm
[39] friends
[37] panel
[37] lizneeley
[36] few
[36] years
[36] ago
[36] sitting
[36] asked
[36] convince

Top Words in Tweet in G10:
[80] #scicomm
[51] ncse
[31] #scichat
[26] #evolution
[24] #anthropology
[24] #hominid
[24] #biology
[24] wrldofpaleoanth
[23] #paleoanthropology
[22] #bible

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[239] #dhpsp,#saclation
[210] august,2021
[194] 2021,#copernicus
[144] 12,august
[137] systematic,review
[130] #bioinformatics,#openscience
[127] #science,#scicomm
[120] #openscience,#datascience
[112] #scicomm,#womeninstem
[111] covid,19

Top Word Pairs in Tweet in G1:
[34] jeremyfarrar,michelle_cruk
[34] michelle_cruk,ukri_ceo
[32] reneebleau,suzanne_garrett
[27] suzanne_garrett,marikasboros
[25] proftimnoakes,criminotweet
[25] bulliescampaign,thepeopleshubuk
[24] ukri_news,ukri_ceo
[24] ukri_ceo,britishacademy_
[24] britishacademy_,thebhf
[24] thebhf,crukresearch

Top Word Pairs in Tweet in G2:
[70] #science,#scicomm
[45] read,more
[36] science,communication
[35] #scicomm,read
[33] #scicomm,#science
[32] social,media
[29] learn,more
[29] #scicomm,#sciart
[24] #dhpsp,#saclation
[22] passion,#scicomm

Top Word Pairs in Tweet in G3:
[215] #dhpsp,#saclation
[121] #bioinformatics,#openscience
[116] systematic,review
[112] #openscience,#datascience
[98] #scicomm,#womeninstem
[89] genome,sequence
[89] sequence,assembly
[88] more,50
[88] 50,long
[88] long,term

Top Word Pairs in Tweet in G4:
[31] thenasem,uw_lsc
[29] #civicscience,fellowship
[26] very,cool
[26] cool,opportunity
[26] opportunity,biased
[26] biased,thenasem
[26] uw_lsc,#civicscience
[26] fellowship,nasem_dbasse
[26] nasem_dbasse,standing
[26] standing,committee

Top Word Pairs in Tweet in G5:
[26] manoj_lab,pnasnews
[26] pnasnews,dbtindia
[26] dbtindia,serbonline
[26] serbonline,nipgrsocial
[26] scicomm_india,mmuthamilarasan
[26] mmuthamilarasan,manoj_prasad70
[26] manoj_prasad70,ashish_nipgr
[25] nipgrsocial,namishasharma15
[25] namishasharma15,plantsciuoh
[25] plantsciuoh,scicomm_india

Top Word Pairs in Tweet in G6:
[43] searching,scicommers
[43] scicommers,always
[43] always,getting
[43] getting,asked
[43] asked,recommend
[43] recommend,speakers
[43] speakers,festivals
[43] festivals,conferences
[43] conferences,events
[43] events,love

Top Word Pairs in Tweet in G7:
[177] 2021,#copernicus
[173] august,2021
[138] 12,august
[98] #fire,120
[98] 120,kilometers
[98] kilometers,#ambarchik
[98] #ambarchik,within
[98] within,#arcticcircle
[98] #arcticcircle,#chukotka
[98] #chukotka,#russia

Top Word Pairs in Tweet in G8:
[36] newest,#watercolor
[36] #watercolor,giant
[36] giant,#permian
[36] #permian,swamp
[36] swamp,beast
[36] beast,#mastodonsaurus
[36] #mastodonsaurus,giganteus
[36] giganteus,basically
[36] basically,mix
[35] chrisdpiazza,newest

Top Word Pairs in Tweet in G9:
[36] few,years
[36] years,ago
[36] ago,sitting
[36] sitting,#scicomm
[36] #scicomm,panel
[36] panel,asked
[36] asked,convince
[36] convince,friends
[36] friends,described
[35] lizneeley,few

Top Word Pairs in Tweet in G10:
[29] #scichat,#scicomm
[22] #paleoanthropology,#anthropology
[22] #anthropology,#hominid
[22] #hominid,#evolution
[22] #evolution,#bible
[22] #bible,#science
[22] #science,#scicomm
[22] #scicomm,#biology
[22] #biology,#academictwitter
[22] #academictwitter,#fossils

Top Replied-To
Top Replied-To in Entire Graph:
@scicommclub
@manoj_lab
@jamiebgall
@do_kinder
@braincures
@jeremyfarrar
@cb_scicomm
@dgurdasani1
@a_ottaway
@drumeshprabhu

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

Top Replied-To in G2:
@scicommclub
@susan_snowy
@tdm_goes_viral
@wan2b_scientist
@notsoscify
@jamiebgall
@agu_scicomm
@cabreramarie
@anthro_andrew
@sarahtreadwel19

Top Replied-To in G3:
@arthi_ramac
@priya_tamma
@reskilab
@espatriot2011
@hansrajgautam
@goodreadsronna
@samyakgeo

Top Replied-To in G4:
@500womensci
@pcstnetwork
@ravenscimaven
@inclusivesci
@queenanneboley3
@aldacenter
@sciencenight1
@cornell
@thecosmicrey

Top Replied-To in G5:
@manoj_lab
@nipgrsocial
@scicomm_india
@pratap_kr_pati
@indiabioscience
@fromphdtolife
@prithakundu91
@abhijit_mlab
@rohankhadilkarr
@kvs_hq

Top Replied-To in G6:
@jamiebgall
@procter_ro
@lambo
@scottishscicomm

Top Replied-To in G8:
@rickubis
@skypescientist

Top Replied-To in G9:
@heatherbuschman
@ggkuhnle
@matthewjdalby
@lizneeley
@jamiebgall
@laroc_ja
@gwepiontherun
@genes_pk
@angryhacademic

Top Replied-To in G10:
@aaas_lsen

Top Mentioned
Top Mentioned in Entire Graph:
@_atanas_
@pierre_markuse
@andgenomics
@braincures
@proftimnoakes
@ukri_ceo
@primary_immune
@drumeshprabhu
@academicparity
@jeremyfarrar

Top Mentioned in G1:
@braincures
@proftimnoakes
@ukri_ceo
@academicparity
@drumeshprabhu
@jeremyfarrar
@marikasboros
@suzanne_garrett
@morimahmoudi
@googleexpertuk

Top Mentioned in G2:
@agu_scicomm
@asipath
@scicommclub
@youtoobio
@_atanas_
@eyedaisyshu
@youtube
@pierre_markuse
@scicommbot
@talkingtoxics

Top Mentioned in G3:
@_atanas_
@andgenomics
@primary_immune
@_sivasai
@researchgenome
@steamteambooks
@mstewartscience
@devkota_hp
@sminaev2015
@urbanbestiary

Top Mentioned in G4:
@thecosmicrey
@thenasem
@fromthelabbench
@uw_lsc
@lifeologyapp
@500womensci
@nasem_dbasse
@inclusivesci
@scheufele
@novapbs

Top Mentioned in G5:
@scicomm_india
@dbtindia
@csir_ind
@nipgrsocial
@pnasnews
@serbonline
@manoj_prasad70
@namishasharma15
@mmuthamilarasan
@ashish_nipgr

Top Mentioned in G6:
@jamiebgall
@ellietheelement
@hanaayoob
@thelabartist
@solangerokia
@falling_walls
@eloscicomm
@juliuswesche
@shobitap
@mpib_berlin

Top Mentioned in G7:
@pierre_markuse
@wmo
@marques_et_al
@mpipz_cologne
@sentinel_hub
@frontyoungminds

Top Mentioned in G8:
@chrisdpiazza
@nsf
@expeditionlive
@joschuaknuppe
@mcmsharksxx
@skypescientist
@finsunited
@claramstein
@jurassic_coast

Top Mentioned in G9:
@lizneeley
@_emcosta
@heatherbuschman
@ucsdhealth
@accidental_sci
@nicolemlynaryk
@angryhacademic
@sciencewriters
@sandswa2
@epiellie

Top Mentioned in G10:
@ncse
@wrldofpaleoanth
@viditavaidya
@bsbeiitb
@relenski
@projectsimia
@stumathieson
@csei_org
@mafnoor
@climatelit

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@chidambara09
@s9tmt
@robre62
@femtech_
@xaelbot
@independent
@codedailybot
@cipherequality
@john1966olsen

Top Tweeters in G1:
@marshawright
@independent
@ligayaloyola
@thehill
@theresamax
@guardian
@artificialbra1n
@irishtimes
@marting8177
@ml_tweet_bot

Top Tweeters in G2:
@john1966olsen
@raivoonet
@lndontretweets
@pink1963dsw
@jfsebastian146
@publico
@straits_times
@clipanimal
@upulie
@kelios

Top Tweeters in G3:
@chidambara09
@s9tmt
@femtech_
@xaelbot
@codedailybot
@thedeveloperbot
@viralvideovlogs
@googleexpertuk
@cberrl
@morolswediu

Top Tweeters in G4:
@cipherequality
@dmellieon
@rmathematicus
@smolleadernim
@miamiherald
@pjcadams
@maricarjagger
@publichealthmap
@allthecdnpoli
@tetzoo

Top Tweeters in G5:
@httweets
@indianexpress
@dna
@economictimes
@deccanherald
@pib_india
@thetribunechd
@fromphdtolife
@theweek
@youthbjpdagar

Top Tweeters in G6:
@inpoco
@peteraf1
@zaranosaur
@scieducation1
@jamiebgall
@debbiebmoon
@tanadjoseph
@phoare1963
@kristinhenry
@q_suzy

Top Tweeters in G7:
@robre62
@iflck
@fernandocesar77
@markplackett1
@mrkalman
@kimpy123
@gabrielanthonyp
@mannumellow
@michael_kunz
@larossa05

Top Tweeters in G8:
@hautahbuhgee
@k810mt
@cartoonico
@cornubiageol
@miguelmcminn
@tinolqa
@mtanichthys
@molicioushat
@theloveguru619
@katfolland

Top Tweeters in G9:
@drugmonkeyblog
@dd9000
@needhibhalla
@ange_patricia
@diana_chumley
@kejames
@_a_muse
@wordsnflowers1
@co_pony
@_eleanorina

Top Tweeters in G10:
@time
@3pennymovies
@jchrispires
@michaelemann
@mprnews
@classroomtools
@americancousin1
@eswillwalker
@gohahwei1
@sloganmurugan


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