scicomm, Twitter, 2/19/2023 11:59:32 PM, 289903


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scicomm_2023-02-19_15-47-36.xlsx
scicomm_2023-02-19_15-47-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 19, 2023
Short Description:
scicomm via NodeXL https://bit.ly/3YJ4NYV
@comscicon
@workingbnb
@anu_cpas
@braincures
@nature
@_atanas_
@auscicomm
@scicomm_india
@scislamca
@advreproduction

Top hashtags:
#scicomm
#science
#medtwitter
#sciencetwitter
#academictwitter
#research
#technology
#meded

Description:
Description
The graph represents a network of 5,028 Twitter users whose recent tweets contained "scicomm", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 February 2023 at 23:53 UTC.

The tweets in the network were tweeted over the 2767-day, 11-hour, 39-minute period from Thursday, 23 July 2015 at 13:16 UTC to Sunday, 19 February 2023 at 00:55 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 5028
Unique Edges : 4098
Edges With Duplicates : 9210
Total Edges : 13308
Number of Edge Types : 9
Retweet : 3378
MentionsInRetweet : 5234
Quote : 234
Tweet : 840
Mentions : 1460
MentionsInQuote : 415
MentionsInReplyTo : 1317
Replies to : 394
MentionsInQuoteReply : 36
Self-Loops : 1429
Reciprocated Vertex Pair Ratio : 0.0616170724376315
Reciprocated Edge Ratio : 0.116081540203851
Connected Components : 542
Single-Vertex Connected Components : 137
Maximum Vertices in a Connected Component : 2920
Maximum Edges in a Connected Component : 9104
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 7.157496
Graph Density : 0.000279477298324924
Modularity : 0.508403
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,028 Twitter users whose recent tweets contained "scicomm", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 February 2023 at 23:53 UTC.

The tweets in the network were tweeted over the 2767-day, 11-hour, 39-minute period from Thursday, 23 July 2015 at 13:16 UTC to Sunday, 19 February 2023 at 00:55 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[102] https://t.me/lux_bobweed
[16] https://blogs.lse.ac.uk/impactofsocialsciences/?p=46437
[13] https://www.etsy.com/listing/1417088403/ai-shirt-artificial-intelligence-shirt
[11] https://doi.org/10.1093/gbe/evad008
[10] https://www.etsy.com/listing/1415598727/prompt-engineer-shirt-ai-shirt
[10] https://blogs.agu.org/sciencecommunication/2023/02/13/how-young-and-early-career-scientists-communicate-science-on-international-level/
[9] https://twitter.com/ComSciCon/status/1626027778389803011
[9] https://direct.me/scislamca
[8] https://www.nfsa.gov.au/events/scienceartfilm-series
[8] https://www.etsy.com/listing/1402866586/machine-learning-shirt-ai-shirt

Top URLs in Tweet in G1:
[4] https://twitter.com/isciverse/status/1626035814311526400/photo/1
[4] https://twitter.com/NutrioSci/status/1619386765248450560/photo/1
[3] https://twitter.com/pascal_bornet/status/1577189316995981313/video/1
[2] https://twitter.com/AdvReproduction/status/1621185822337941506/photo/1
[2] https://www.ajo.com/article/S0002-9394(23)00064-8/fulltext?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[2] https://journals.urfu.ru/index.php/chimtech
[1] https://twitter.com/HowThingsWork_/status/1595728400030760960/video/1
[1] https://twitter.com/dw_scitech/status/1599984980356222976/video/1
[1] https://twitter.com/AvrahamCooperMD/status/1576418522535583744/video/1
[1] https://twitter.com/MedicalAdv/status/1600690498209218560/video/1

Top URLs in Tweet in G2:
[9] https://direct.me/scislamca
[8] https://twitter.com/ComSciCon/status/1626027778389803011
[4] https://twitter.com/somu1964/status/1625375169639247872/photo/1
[3] https://docs.google.com/forms/d/e/1FAIpQLSeWPl0lvRWHWOE_8QIk9nNbL89yDDqUURV4i3u_ceQjtFDjeQ/viewform
[2] https://twitter.com/mkjolly15/status/1626929803671781378/photo/1
[2] https://twitter.com/somu1964/status/1624792121185280000/photo/1
[2] https://www.apmas2023.in/
[2] https://twitter.com/comscicontri/status/1624436339159564291/photo/1
[2] https://vigyanprasar.gov.in/isw/New-research-program-launched-under-uk-india-university-collaboration-hindi.html
[2] https://vigyanprasar.gov.in/isw/New-partnership-for-research-and-development-on-semiconductors-hindi.html

Top URLs in Tweet in G3:
[8] https://www.nfsa.gov.au/events/scienceartfilm-series
[4] https://twitter.com/CitSci_Geek/status/1625671061139521536/photo/1
[4] https://twitter.com/auscicomm/status/1626072676170342402/photo/1
[4] https://twitter.com/auscicomm/status/1626373629268135939/photo/1
[4] https://twitter.com/auscicomm/status/1626374970409463808/photo/1
[4] https://jobs.anu.edu.au/cw/en/job/549182/research-fellowlecturer-senior-lecturer-associate-professor
[3] https://twitter.com/CitSci_Geek/status/1625636477496627200/video/1
[3] https://twitter.com/CitSci_Geek/status/1626074827193995264/photo/1
[3] https://twitter.com/auscicomm/status/1625706477989269506/photo/1
[3] https://twitter.com/auscicomm/status/1625710744603086853/photo/1

Top URLs in Tweet in G4:
[7] https://scitechdaily.com/music-is-universal-infusing-social-life-in-similar-ways-all-around-the-world/
[7] https://www.linkedin.com/pulse/social-media-atanas-g-atanasov/
[4] https://twitter.com/sciences_UNIGE/status/1626528467364855808/photo/1
[4] https://twitter.com/sciences_UNIGE/status/1625160460461830145/photo/1
[3] https://mastodon.social/@philipncohen
[2] https://www.theguardian.com/science/2023/feb/10/a-growing-threat-to-human-health-we-are-ill-equipped-for-the-dangers-of-fungal-infections
[2] https://www.digital-science.com/blog/2023/02/tome-sheds-light-on-sustainable-open-access-book-publishing?utm_source=twitter&utm_medium=hootsuite&utm_campaign=b7d6d36c-9fec-41c2-aebe-d24fdb6e7115&utm_term=digitalsci
[2] https://twitter.com/FromCanada_org/status/1625953127575785503/photo/1
[2] https://twitter.com/eresearchnz/status/1625647998805086209/photo/1
[1] https://info.africarxiv.org/contribute/

Top URLs in Tweet in G5:
[2] https://youtube.com/shorts/Wl8x-7MPkWU?feature=share

[2] https://www.scibeh.org/events/workshop2023/
[1] https://thefemalescientist.com/guide/contactthefemalescientist-com/318/how-to-get-involved/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#849666375920603137-tw#1515330504636#849666375920603137-tw#1520181206964#849666375920603137-tw#1520486737804
[1] https://thefemalescientist.com/portrait/emma-strand/2178/meet-emma-strand-a-phd-student-studying-acclimatization-of-coral-and-passionate-about-science-outreach/
[1] https://thefemalescientist.com/portrait/elizabeth-bernays/2241/meet-dr-elizabeth-bernays-entomologist-naturalist-and-author-of-six-legs-walking-notes-from-an-entomological-life/
[1] https://thefemalescientist.com/guide/susan-rapley/1626/help-i-have-to-do-a-statistics-course/?utm_campaign=crowdfire&utm_content=crowdfire&utm_medium=social&utm_source=social#849666375920603137-tw#1507019827822#710292192484068-fp#1509947304576#849666375920603137-tw#1513499276898#710292192484068-fp#1517156937136#849666375920603137-tw#1519489617122#849666375920603137-tw#1522588342608
[1] https://twitter.com/DaphneJacksonTr/status/1616036443729661960
[1] https://daphnejackson.org/fellowships/kidney-research-uk/
[1] https://twitter.com/DaphneJacksonTr/status/1616036443729661960/video/1
[1] https://twitter.com/livescientists/status/1620713568961191937/photo/1

Top URLs in Tweet in G6:
[4] https://twitter.com/Sci_Burst/status/1626123361662427136/photo/1
[4] https://twitter.com/NAMESnetwork/status/1625479982079438850/photo/1
[4] https://twitter.com/NAMESnetwork/status/1626597357768015876/photo/1
[4] https://twitter.com/NAMESnetwork/status/1625842360876929024/photo/1
[4] https://twitter.com/NAMESnetwork/status/1626204755453173761/photo/1
[3] https://twitter.com/Thepurplelilac/status/1625223086470471691/photo/1
[3] https://twitter.com/NAMESnetwork/status/1626959726851268611/photo/1
[3] https://twitter.com/jczapatat97/status/1626368668019085314/photo/1
[2] https://etsy.me/3QO8JDf
[2] https://www.peeref.com/webinars/80d870a2-036c-4e99-b937-5f4f53d3adc3

Top URLs in Tweet in G7:
[2] https://twitter.com/Pierre_Markuse/status/1625776563730931713/photo/1
[1] https://www.flickr.com/photo.gne?short=2ogGd6N
[1] https://twitter.com/Pierre_Markuse/status/1625011271224463360/photo/1
[1] https://www.flickr.com/photo.gne?short=2oh3FGG
[1] https://www.flickr.com/photo.gne?short=2oh3FEY
[1] https://www.flickr.com/photo.gne?short=2nZctX8
[1] https://twitter.com/Pierre_Markuse/status/1592183850830270466/photo/1
[1] https://www.flickr.com/photo.gne?short=2ogp1t8
[1] https://twitter.com/Pierre_Markuse/status/1624474027963084802/photo/1
[1] https://www.flickr.com/photo.gne?short=2ohg7u2

Top URLs in Tweet in G8:
[4] https://twitter.com/ChampakSuchitha/status/1625481495774367744
[4] https://twitter.com/SarahHyder/status/1626524583095595008/photo/1
[4] https://twitter.com/FASTIndiaTrust/status/1626519575939682306/photo/1
[3] https://scirio.substack.com/p/communicating-science-for-social?utm_source=twitter&utm_campaign=auto_share&r=15fe0m
[3] https://scirio.openinapp.co/minicourses
[3] https://twitter.com/BethanyAstro/status/1626252293740920839/photo/1
[2] https://www.pcst.network/webinar-exploring-pcsts-deia/
[2] https://scirio.substack.com/p/communicating-science-for-social-0b5?utm_source=twitter&utm_campaign=auto_share&r=15fe0m
[1] https://twitter.com/priyam_suri/status/1626541480138403846
[1] https://twitter.com/ChampakSuchitha/status/1625481495774367744/photo/1

Top URLs in Tweet in G9:
[2] https://twitter.com/mcmsharksxx/status/1625857671550365701
[1] https://twitter.com/mcmsharksxx/status/1625494831803006976/photo/1
[1] https://twitter.com/mcmsharksxx/status/1625857671550365701/photo/1
[1] https://twitter.com/mcmsharksxx/status/1625494831803006976
[1] https://twitter.com/mcmsharksxx/status/1623687920560271360
[1] https://twitter.com/mcmsharksxx/status/1623687920560271360/photo/1
[1] https://twitter.com/mcmsharksxx/status/1626224648408150017/photo/1
[1] https://docs.google.com/forms/d/e/1FAIpQLScC8feWpFCSEqnTP6jilsMFlSpfi-WXcUdna8_qGuyAHyel3A/viewform?usp=send_form
[1] https://twitter.com/ESA_SciComm/status/1625876586527621123/photo/1
[1] https://twitter.com/AnimBehSociety/status/1625194444822614018/photo/1

Top URLs in Tweet in G10:
[2] https://twitter.com/edward_ross/status/1626675424938844171/photo/1
[1] https://www.idiv.de/en/about_idiv/career.html
[1] https://twitter.com/volkerhahn1/status/1626258295722762242/photo/1
[1] https://twitter.com/jeffbenca/status/1625944841619398656/photo/1
[1] https://twitter.com/DrBruceWebber/status/1625699776707842048/photo/1
[1] https://www.youtube.com/watch?v=NQdgRB-tEOQ

[1] https://twitter.com/CNZdenek/status/1605075138973962242/photo/1
[1] https://www.abc.net.au/news/2023-02-15/new-research-discovers-snakes-can-hear-and-react-to-sound/101975426
[1] https://twitter.com/CNZdenek/status/1625973952693813248/photo/1
[1] https://www.abc.net.au/news/2023-02-16/three-new-spiders-species-discovered-alpine-australia/101985382

Top Domains
Top Domains in Tweet in Entire Graph:
[1663] twitter.com
[106] t.me
[97] youtube.com
[41] acs.org
[33] ac.uk
[31] doi.org
[31] etsy.com
[26] nature.com
[25] agu.org
[18] science.org

Top Domains in Tweet in G1:
[118] twitter.com
[36] acs.org
[13] science.org
[6] ajo.com
[3] nature.com
[3] sciencedirect.com
[2] nejm.org
[2] urfu.ru
[1] thelancet.com
[1] fertstert.org

Top Domains in Tweet in G2:
[62] twitter.com
[9] direct.me
[4] google.com
[4] gov.in
[2] youtube.com
[2] apmas2023.in
[2] frontiersin.org
[1] adp.com
[1] nih.gov
[1] cambridge.org

Top Domains in Tweet in G3:
[143] twitter.com
[9] gov.au
[5] campaign-archive.com
[5] nature.com
[5] fancycomma.com
[4] edu.au
[4] mobimag.co
[3] asn.au
[3] home.blog
[3] arxiv.org

Top Domains in Tweet in G4:
[48] twitter.com
[8] theguardian.com
[7] scitechdaily.com
[7] linkedin.com
[4] mdpi.com
[4] digital-science.com
[4] thesciencebreaker.org
[3] mastodon.social
[3] etsy.com
[1] africarxiv.org

Top Domains in Tweet in G5:
[17] twitter.com
[6] wikipedia.org
[4] thefemalescientist.com
[4] youtube.com
[2] theguardian.com
[2] scibeh.org
[1] daphnejackson.org
[1] livewithscientists.com
[1] nature.com
[1] linkedin.com

Top Domains in Tweet in G6:
[122] twitter.com
[12] youtube.com
[10] make.com
[10] bilibilicomics.com
[7] scicomm.xyz
[7] namesnetwork.org
[6] iesresearch.solutions
[5] t.me
[5] ac.uk
[4] medium.com

Top Domains in Tweet in G7:
[14] twitter.com
[9] flickr.com
[4] ibb.co
[1] wiley.com

Top Domains in Tweet in G8:
[36] twitter.com
[10] substack.com
[5] youtube.com
[3] pcst.network
[3] openinapp.co
[2] universiteitleiden.nl
[2] esawebb.org
[1] oncehub.com
[1] org.uk
[1] pcst2023.nl

Top Domains in Tweet in G9:
[12] twitter.com
[1] google.com

Top Domains in Tweet in G10:
[10] twitter.com
[2] youtube.com
[2] net.au
[1] idiv.de
[1] doi.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2524] scicomm
[336] science
[250] medtwitter
[246] sciencetwitter
[234] academictwitter
[229] research
[182] technology
[177] meded
[154] tech
[148] copernicus



Top Hashtags in Tweet in G1:
[357] scicomm
[231] medtwitter
[179] technology
[175] meded
[174] research
[173] sciencetwitter
[167] academictwitter
[110] news
[107] chemistry
[83] science

Top Hashtags in Tweet in G2:
[83] scicomm
[20] scicommchat
[8] science
[4] sciencetwitter
[3] bioblitz
[3] research
[3] academictwitter
[3] sciencefun
[3] community
[3] stem

Top Hashtags in Tweet in G3:
[177] scicomm
[101] asc2023
[20] citizenscience
[19] dementia
[9] covid19
[7] chatgpt
[5] climatechange
[5] science
[4] hiringnow
[4] jobs

Top Hashtags in Tweet in G4:
[120] scicomm
[69] dhpsp
[61] gratitude
[45] inpst
[37] ai
[26] health
[25] stem
[23] digitalhealth
[22] globalhealth
[20] google

Top Hashtags in Tweet in G5:
[35] scicomm
[9] researchreturner
[7] womeninscience
[7] academictwitter
[6] academicchatter
[6] darwinday
[4] mentalhealth
[4] phdchat
[3] scientists
[3] paper

Top Hashtags in Tweet in G6:
[172] scicomm
[24] science
[16] sciencetwitter
[12] namesnetwork
[11] sciencecommunication
[9] academictwitter
[9] names2023
[7] sciart
[7] commsci
[7] edutwitter

Top Hashtags in Tweet in G7:
[147] copernicus
[98] sentinel
[34] argentina
[29] antarctica
[23] usa
[23] volcano
[23] solomonislands
[22] greece
[16] gabrielle
[16] napier

Top Hashtags in Tweet in G8:
[57] scicomm
[16] astrobiology
[11] jobs
[11] opportunityalert
[10] announcement
[10] pcst2023
[6] postdoc
[5] openscience
[5] academictwitter
[5] diversity

Top Hashtags in Tweet in G9:
[36] shark
[33] namethatshark
[24] idthatoceancritter
[15] scicomm
[12] sharktoothtuesday
[12] blackhistorymonth
[12] blackecologists
[2] fish
[1] policymaking
[1] womanandgirlsinscience

Top Hashtags in Tweet in G10:
[13] scicomm
[8] feralcats
[8] infographic
[2] biodiversity
[2] stem
[1] leipzig
[1] botany
[1] paleobotany
[1] waferalcat23
[1] scifi

Top Words
Top Words in Tweet in Entire Graph:
[2514] #scicomm
[656] science
[452] 2023
[336] #science
[328] more
[290] research
[254] isciverse
[250] #medtwitter
[246] #sciencetwitter
[234] #academictwitter

Top Words in Tweet in G1:
[357] #scicomm
[254] isciverse
[231] #medtwitter
[179] #technology
[175] #meded
[174] #research
[173] #sciencetwitter
[167] #academictwitter
[141] advreproduction
[117] medicaladv

Top Words in Tweet in G2:
[139] comscicon
[137] 2023
[80] workshop
[79] #scicomm
[64] flagship
[63] 19
[59] held
[59] july
[59] college
[59] 22

Top Words in Tweet in G3:
[177] #scicomm
[101] #asc2023
[86] science
[61] auscicomm
[42] citsci_geek
[33] more
[33] talk
[32] work
[28] scicomm
[26] online

Top Words in Tweet in G4:
[120] #scicomm
[96] _atanas_
[78] thread
[69] #dhpsp
[61] #gratitude
[45] #inpst
[37] #ai
[33] research
[26] dhpsp
[26] _inpst

Top Words in Tweet in G5:
[35] #scicomm
[21] day
[21] mansell
[19] more
[15] know
[14] mental
[14] live
[14] research
[13] scientists
[13] excited

Top Words in Tweet in G6:
[171] #scicomm
[24] #science
[23] more
[16] #sciencetwitter
[16] scicomm
[15] research
[14] science
[13] check
[13] names
[12] #namesnetwork

Top Words in Tweet in G7:
[145] 2023
[131] #copernicus
[121] february
[98] #sentinel
[98] pierre_markuse
[84] full
[66] size
[41] near
[40] sentinel_hub
[39] 14

Top Words in Tweet in G8:
[57] #scicomm
[26] science
[16] research
[16] #astrobiology
[16] looking
[14] workshop
[14] make
[14] scicomm
[12] beginner's
[12] devanshigup

Top Words in Tweet in G9:
[63] mcmsharksxx
[56] day
[55] happy
[44] shark
[41] squid
[41] guess
[36] #shark
[33] #namethatshark
[30] leucas
[30] bull

Top Words in Tweet in G10:
[28] great
[22] iridescent
[22] selaginella
[22] mesozoic
[22] properties
[22] science
[22] epidermis
[22] cuticle
[22] mesmerizing
[22] illusion

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[160] science,communication
[143] #meded,#medtwitter
[133] february,2023
[111] #quebec,#annecy_live
[110] #psg,#quebec
[110] #robloxdev,#scicomm
[106] #scicomm,#news
[105] #annecy_live,#robloxdev
[104] 2023,#copernicus
[101] #dals12,#psg

Top Word Pairs in Tweet in G1:
[142] #meded,#medtwitter
[105] #scicomm,#news
[93] isciverse,#chemistry
[92] #news,#technology
[90] j_a_c_s,isciverse
[83] #scicomm,#research
[83] #technology,#tech
[83] #sperm,#scicomm
[82] #ivf,#sperm
[82] #research,#sciencetwitter

Top Word Pairs in Tweet in G2:
[64] flagship,workshop
[59] workshop,held
[59] 2023,flagship
[59] 22,2023
[59] comscicon,2023
[59] emerson,college
[59] 2023,emerson
[59] july,19
[59] 19,22
[53] announce,comscicon

Top Word Pairs in Tweet in G3:
[32] #asc2023,#scicomm
[19] risk,#dementia
[19] feels,surreal
[19] tedx,talk
[19] reduce,risk
[19] #dementia,tedx
[19] still,feels
[19] talk,still
[19] wondered,reduce
[18] dranitagoh,wondered

Top Word Pairs in Tweet in G4:
[65] _atanas_,thread
[33] #dhpsp,#scicomm
[26] #gratitude,#dhpsp
[24] #inpst,#scicomm
[22] #gratitude,#inpst
[20] #dhpsp,#medtwitterai
[18] #healthtech,#digitalhealth
[17] #medtwitterai,#healthtech
[17] harvard,study
[17] year,harvard

Top Word Pairs in Tweet in G5:
[13] mental,health
[11] warren,mansell
[11] live,talk
[11] mansell,monday
[10] excited,hear
[10] day,2023
[10] mansell,excited
[10] talk,mental
[10] learn,more
[10] bscs,darwin

Top Word Pairs in Tweet in G6:
[11] #scicomm,#science
[8] #namesnetwork,#scicomm
[6] #scicomm,#sciencetwitter
[6] jour,fait
[6] automation,template
[6] scicomm,xyz
[6] session,proposal
[6] template,co
[6] #sciencecommunication,#commsci
[6] #science,#sciencecommunication

Top Word Pairs in Tweet in G7:
[119] february,2023
[104] 2023,#copernicus
[81] #copernicus,#sentinel
[81] #sentinel,full
[66] full,size
[39] 14,february
[34] pierre_markuse,fires
[34] #argentina,17
[34] 17,february
[34] wetlands,corrientes

Top Word Pairs in Tweet in G8:
[12] beginner's,guide
[11] research,experience
[11] looking,make
[11] #astrobiology,looking
[11] #opportunityalert,enthusiastic
[11] experience,#astrobiology
[11] enthusiastic,candidate
[11] space,telescope
[11] #jobs,#opportunityalert
[11] candidate,research

Top Word Pairs in Tweet in G9:
[51] mcmsharksxx,happy
[33] #namethatshark,day
[33] happy,#namethatshark
[30] shark,carcharhinus
[30] leucas,shortfin
[30] carcharhinus,leucas
[30] day,guess
[30] #shark,bull
[30] bull,shark
[30] guess,#shark

Top Word Pairs in Tweet in G10:
[22] understory,refractive
[22] iridescent,mesozoic
[22] epidermis,cuticle
[22] refractive,properties
[22] properties,selaginella
[22] cuticle,mesmerizing
[22] selaginella,epidermis
[22] mesozoic,understory
[22] mesmerizing,illusion
[21] jeffbenca,iridescent

Top Replied-To
Top Replied-To in Entire Graph:
@dee_scicomm
@deepgreendesign
@kellybainbridg6
@scicommclub
@manoj_lab
@paul_derry
@heatherbray6
@scicomm_uvic
@stevesleigh1
@95shriya

Top Replied-To in G2:
@scicommclub
@manoj_lab
@csir_ind
@howardtayler
@infogujcost
@narottamsahoo
@scicommtrainers
@comsciconcanatl
@dbtindia
@svetakotak

Top Replied-To in G3:
@heatherbray6
@tossgas
@adelsalison
@scienceinpublic
@thomcalma
@j_stokesparish
@claireharrisoz
@rachael_vorwerk
@science_academy
@sciencecrux

Top Replied-To in G5:
@stworg
@braincures
@gelarehdarabi
@do_kinder
@suzanne_garrett
@sunitasriv
@mbalter

Top Replied-To in G6:

Top Replied-To in G8:
@95shriya
@pcstnetwork
@champaksuchitha
@kaju_nut
@architascifun
@devanshigup

Top Replied-To in G9:
@mcmsharksxx

Top Replied-To in G10:
@pegasaurus_42
@wrycritic
@melkmack

Top Mentioned
Top Mentioned in Entire Graph:
@isciverse
@advreproduction
@medicaladv
@j_a_c_s
@_atanas_
@pierre_markuse
@comscicon
@mcmsharksxx
@auscicomm
@coni777

Top Mentioned in G1:
@isciverse
@advreproduction
@medicaladv
@j_a_c_s
@dw_scitech
@avrahamcoopermd
@sciencemagazine
@imedverse
@justinkrantz
@_anesthesiology

Top Mentioned in G2:
@comscicon
@scicomm_india
@valerie_benti
@scicommclub
@indiadst
@comscicontri
@westboundsigned
@nipgrsocial
@dbtindia
@tayloredsci

Top Mentioned in G3:
@auscicomm
@citsci_geek
@tedx
@dranitagoh
@scidocmartin
@tossgas
@crabbbrendan
@nature
@heatherbray6
@letstalkscicomm

Top Mentioned in G4:
@_atanas_
@_inpst
@dhpsp
@sciencecommuni2
@sciencebreaker
@dronita_de
@sciences_unige
@science_george
@onesa092
@el_ronan

Top Mentioned in G5:
@livescientists
@daphnejacksontr
@openacademics
@jesswade
@scientistfemale
@proftimnoakes
@marikasboros
@thephdplace
@suzanne_garrett

Top Mentioned in G6:
@nerdibranchstud
@struhet
@timoroettger
@kkvermaup

Top Mentioned in G7:
@pierre_markuse
@sentinel_hub
@i_ameztoy
@eric__bullock
@bzgeo
@copernicuseu
@j_p_olofsson
@nodo20chile

Top Mentioned in G8:
@devanshigup
@bethanyastro
@astro4society
@champaksuchitha
@sci_rio
@unileidennews
@lolacometa
@siddhrthknkaria
@pcstconference
@95shriya

Top Mentioned in G9:
@mcmsharksxx
@esa_scicomm
@emilyrosech
@scienceleeds
@asab_tweets
@comscicon
@animbehsociety
@aibsbiology
@nsalbuquerq

Top Mentioned in G10:
@jeffbenca
@idiv
@volkerhahn1
@drbrucewebber
@abcnews
@cnzdenek
@breakfastnews
@arachno_joe
@bushblitz2
@scinate

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@rk70534
@matiere
@cybersecurityn8
@ginniasa
@s_total_s2
@rahul05ranjan
@reuters
@b1e56df9ce6549f

Top Tweeters in G1:
@sectest9
@cybersecurityn8
@1atsuhimerose2
@yuggiio
@scieducation1
@maureenmmmm
@taxidiwtis
@famartinez2001
@tinasmi43212544
@mohammadala33

Top Tweeters in G2:
@samsungindia
@gujratsamachar
@timethief
@howardtayler
@kathrinlc
@womankansas
@infogujarat
@timmermansr
@mygovindia
@gupta_bihar

Top Tweeters in G3:
@b1e56df9ce6549f
@ucloudify
@andrewmorrisuk
@mariecolemanao
@melissasweetdr
@usatoday
@janis_cottee
@craigthomler
@qantas
@mara52041010

Top Tweeters in G4:
@chidambara09
@rahul05ranjan
@southerngemgal
@calcaware
@leftnotright
@natricer
@kate_eviva
@dr_anniem13
@jj_angelus
@drferdowsi

Top Tweeters in G5:
@theresamax
@googleexpertuk
@nicochan33
@drumeshprabhu
@imagine_garden
@laserhaas01
@academicchatter
@suzannah_baron
@mbalter
@braincures

Top Tweeters in G6:
@danirabaiotti
@createdbyrcw
@magdalenaday
@miquelduran
@marlowordybird
@thepurplelilac
@ainissaramirez
@meteomara
@aza_yuuki1021
@goaskascientist

Top Tweeters in G7:
@matiere
@s_total_s2
@markplackett1
@chisp7
@sim010101
@steph80335
@pinchecopito
@taximanf100
@ajem_mx
@valeriafgl

Top Tweeters in G8:
@msep0003
@profabelmendez
@giopagliari
@mariekebaan
@nasobot
@hapsci
@bryson_m
@roymeijer
@parsec44
@astrobiology

Top Tweeters in G9:
@whysharksmatter
@teadrivendev
@molicioushat
@amcell
@6thdoctorfan
@theloveguru619
@itooobserve
@sremos3
@mymo386
@erikmaronde

Top Tweeters in G10:
@abcnews
@sinequalis
@ecology_tweets
@mtanichthys
@_duck_tweeting
@outbackeco
@rxttenfish
@barrowmember
@crowelizabeth
@deusericusl


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