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scicomm_2023-01-15_15-47-36.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2023
Short Description:
scicomm via NodeXL https://bit.ly/3CRYcm2
@abioticstress
@nature
@isciverse
@munafomarzia
@chabis_ch
@this0499154500
@agu_scicomm
@scicommclub
@thera_bot
@_atanas_

Top hashtags:
#scicomm
#medtwitter
#meded
#science
#gitwitter
#gut
#gastroenterology
#robloxdev

Description:
Description
The graph represents a network of 4,879 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 23:53 UTC.

The tweets in the network were tweeted over the 2032-day, 10-hour, 36-minute period from Thursday, 22 June 2017 at 14:22 UTC to Sunday, 15 January 2023 at 00:59 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 : 4879
Unique Edges : 4475
Edges With Duplicates : 9758
Total Edges : 14233
Number of Edge Types : 9
Retweet : 3512
MentionsInRetweet : 6047
Replies to : 458
MentionsInReplyTo : 1236
Mentions : 1550
Quote : 213
MentionsInQuote : 415
Tweet : 773
MentionsInQuoteReply : 29
Self-Loops : 1376
Reciprocated Vertex Pair Ratio : 0.0534382767191384
Reciprocated Edge Ratio : 0.101454974439638
Connected Components : 483
Single-Vertex Connected Components : 123
Maximum Vertices in a Connected Component : 3003
Maximum Edges in a Connected Component : 10680
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 7.038915
Graph Density : 0.000320549423981635
Modularity : 0.501948
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,879 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 23:53 UTC.

The tweets in the network were tweeted over the 2032-day, 10-hour, 36-minute period from Thursday, 22 June 2017 at 14:22 UTC to Sunday, 15 January 2023 at 00:59 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:
[164] https://t.me/lux_bobweed
[104] https://twitter.com/MJasnauskaite/status/1613259084316430339/photo/1
[38] https://www.washingtonpost.com/science/2023/01/07/science-journal-for-kids/
[35] https://www.degruyter.com/document/doi/10.1515/jib-2019-0005/html
[31] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-022-08452-5
[27] https://twitter.com/VnVrinda/status/1612314946490011649/photo/1
[23] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article
[20] http://biorxiv.org/lookup/doi/10.1101/607390
[17] https://elxw.fa.em3.oraclecloud.com/hcmUI/CandidateExperience/en/sites/CX_1001/job/5878
[14] https://www.mdpi.com/2073-4425/11/3/274/htm

Top URLs in Tweet in G1:
[8] https://twitter.com/AdvReproduction/status/1584092506764910592/photo/1
[4] https://twitter.com/isciverse/status/1613723340316999680/photo/1
[4] https://twitter.com/imedverse/status/1576073910067470336/photo/1
[4] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-022-08452-5
[2] https://twitter.com/wowinteresting8/status/1577431871989882883/video/1
[2] https://twitter.com/isciverse/status/1613418562592600065/photo/1
[2] https://twitter.com/AdvReproduction/status/1590309592810287104/photo/1
[2] https://twitter.com/AdvReproduction/status/1596534128182431744/photo/1
[2] https://twitter.com/chrost_hugo/status/1591324916674174977/video/1
[2] https://twitter.com/NutrioSci/status/1591002458373120000/photo/1

Top URLs in Tweet in G2:
[11] https://www.nature.com/articles/s41576-021-00413-0
[6] https://twitter.com/Devkota_HP/status/1607936365379059712/photo/1
[5] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-022-08452-5
[4] https://www.npr.org/sections/health-shots/2022/12/22/1144864971/american-life-expectancy-is-now-at-its-lowest-in-nearly-two-decades
[4] https://phys.org/news/2023-01-immortal-jellyfish.html
[4] https://twitter.com/agingdoc1/status/1613989394548985883/photo/1
[3] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article
[3] https://www.linkedin.com/pulse/social-media-atanas-g-atanasov/
[2] https://twitter.com/HealthyFellow/status/1612587313200254977
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41576-021-00413-0

Top URLs in Tweet in G3:
[27] https://twitter.com/VnVrinda/status/1612314946490011649/photo/1
[10] https://twitter.com/AGU_SciComm/status/1612465205899890689/photo/1
[6] https://fal.cn/3uUIs
[6] https://blogs.agu.org/geoedtrek/2023/01/02/newyears_scicommevent/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=287398
[4] https://phys.org/news/2023-01-guidelines-communicate-climate.html
[4] https://twitter.com/AGU_SciComm/status/1613581104216248330/photo/1
[4] https://eos.org/articles/our-favorite-science-stories-of-2022
[4] https://www.asbmb.org/asbmb-today/careers/010323/beyond-the-science-what-else-should-a-pi-teach-a-r
[4] https://blogs.agu.org/sciencecommunication/2023/01/06/antarcticlog-happy-new-year-3/

Top URLs in Tweet in G4:
[6] https://docs.google.com/forms/d/e/1FAIpQLSecCMtKEW9KkzOmFOIi07Uj1xy8z4iCH1KafJfJUlS-Q8vwVw/formResponse
[5] https://www.rukhmabai.com/applications-2023/
[4] https://twitter.com/SMC_IISERPune/status/1614286596634992640/photo/1
[4] https://twitter.com/SMC_IISERPune/status/1612477501829427201/photo/1
[4] https://twitter.com/Rukhmabai101/status/1611316725668249601/photo/1
[4] https://twitter.com/CSIR_NIScPR/status/1612714677703938055/photo/1
[3] https://twitter.com/PratikChandrani/status/1613975507741323264/photo/1
[2] https://twitter.com/mkjolly15/status/1609936887489376259/photo/1
[2] http://vigyanprasar.gov.in/isw/Science-20-will-start-with-indias-presidency-in-g20-hindi.html
[1] https://www.elsevier.com/en-in/solutions/scopus/scopus-awards-2022

Top URLs in Tweet in G5:
[4] https://twitter.com/DrWendyRocks/status/1576929247826178049/photo/1
[4] https://twitter.com/TheLabArtist/status/1614253195500609539/photo/1
[3] https://twitter.com/FromTheLabBench/status/1613579156314361867/photo/1
[2] https://twitter.com/tasturm1/status/1612583104237162504/photo/1
[2] https://thespacecasesarahshow.podbean.com/
[2] https://twitter.com/SciCommClub/status/1613244476088008704/photo/1
[2] https://twitter.com/SciCommClub/status/1613241961804095502/photo/1
[2] https://twitter.com/EdadventuresM/status/1613979260276060160/photo/1
[2] https://www.youtube.com/watch?v=dgKjksPROME&feature=youtu.be

[2] https://twitter.com/FromTheLabBench/status/1613581724558004241/photo/1

Top URLs in Tweet in G6:
[104] https://twitter.com/MJasnauskaite/status/1613259084316430339/photo/1
[4] https://twitter.com/Ryo_M_Graphics/status/1613197048840323072/photo/1
[4] https://twitter.com/MJasnauskaite/status/1455605093710106632/photo/1
[3] https://twitter.com/munafomarzia/status/1613066325546471424/photo/1
[1] https://www.munafomarzia.com/
[1] https://twitter.com/munafomarzia/status/1317386114714398721/photo/1
[1] https://twitter.com/kubiopostdoc/status/1613152732352847873/photo/1
[1] https://twitter.com/kubiopostdoc/status/1612435642012794881/photo/1
[1] https://www.ind.ku.dk/Nyheder/2023/sci-comm-workshop/
[1] https://twitter.com/Ryo_M_Graphics/status/1612466358297497600/photo/1

Top URLs in Tweet in G7:
[4] https://twitter.com/LumineScientia/status/1613467773371387904/photo/1
[4] https://twitter.com/CambrianbioIn/status/1613834158220120067/photo/1
[4] https://twitter.com/UnfilteredScie/status/1614021870914883607/photo/1
[4] https://twitter.com/Sci_Burst/status/1613799557321875456/photo/1
[3] https://twitter.com/WeedDelivery10/status/1613439021769793536/photo/1
[2] https://twitter.com/MetcalfURI/status/1613944264743948289/photo/1
[2] https://twitter.com/MetcalfURI/status/1613596780444123145/photo/1
[2] https://twitter.com/InfoCerveau/status/1613956744014700544/photo/1
[2] https://twitter.com/Callum127/status/1613110012687286272/photo/1
[1] https://open.spotify.com/track/5vGQId1zyitA4YUBAM3wpB?si=34c0473c17084006

Top URLs in Tweet in G8:
[163] https://t.me/lux_bobweed
[28] https://www.degruyter.com/document/doi/10.1515/jib-2019-0005/html
[22] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-022-08452-5
[17] http://biorxiv.org/lookup/doi/10.1101/607390
[15] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article
[11] https://www.mdpi.com/2073-4425/11/3/274/htm
[8] https://cbirt.net/revolutionizing-cancer-detection-a-new-database-maps-proteins-that-could-predict-cancer-types/
[8] http://biorxiv.org/lookup/doi/10.1101/2022.02.16.480750
[8] http://biorxiv.org/lookup/doi/10.1101/2020.03.10.986059
[7] https://www.mdpi.com/2223-7747/9/9/1103

Top URLs in Tweet in G9:
[2] https://www.academia.edu/72625672/_FEDERAL_QUESTIONS_APPENDIX_A_15_pg_SUPPLEMENTAL_BRIEF_RULE_15_8_HOMELESSNESS_A_HAZARDOUS_THREAT_TO_LIFE_JUDICIAL_REVIEW_OF_EXPERIMENTAL_NANO_BIOTECHNOLOGY_and_NANO_ROBOTICS_IN_SITU_DRUG_DELIVERY_A_PUBLIC_CONCERN_Williams_19_5405_U_S_S_CT_
[2] https://twitter.com/frankendodo/status/1614216375261601793/photo/1
[1] https://www.youtube.com/watch?v=UjaV3wRcAUg

[1] https://www.youtube.com/watch?v=3_DrEl2KY2g

[1] https://www.scipolnetwork.org/event-details?recordId=rec0fwzT5FVpVio6m&utm_source=social2301&utm_medium=social-media&utm_campaign=twitter
[1] https://twitter.com/SciPolNetwork/status/1612872602434813954/photo/1
[1] https://www.theguardian.com/environment/2023/jan/06/us-kids-asthma-gas-stove-pollution
[1] https://twitter.com/WKCosmo/status/1612739310612283395/photo/1
[1] https://www.academia.edu/92234053/U_S_Sup_Ct_Ignores_Nano_Robotics_and_Estoppel_REOPEN_MY_CASES_Promissory_Estoppel_Steven_T_Williams_Pro_Se_
[1] https://www.academia.edu/76842415/Appellate_Statement_of_the_Case_HIDDEN_Williams_20_451_2nd_Cir_Ct_

Top URLs in Tweet in G10:
[2] https://www.nasw.org/advertise
[2] https://sciencewriting.substack.com/p/science-writing-news-roundup-131
[2] https://twitter.com/GeoffreySupran/status/1613611667254046721
[2] https://skepticalscience.com/graphics.php?g=47
[2] https://twitter.com/A_Siegel/status/1614286964336852992/photo/1
[2] https://twitter.com/A_Siegel/status/1614287672398290944/photo/1
[1] https://www.bmj.com/company/newsroom/study-finds-increased-risk-of-serious-blood-clots-up-to-six-months-after-covid-19/
[1] https://twitter.com/nature/status/1613536714747793409
[1] https://twitter.com/Nature/status/1614026233821515783
[1] https://twitter.com/lloydalter/status/1613667442370256896

Top Domains
Top Domains in Tweet in Entire Graph:
[1646] twitter.com
[172] t.me
[92] youtube.com
[56] biorxiv.org
[41] washingtonpost.com
[35] degruyter.com
[33] nature.com
[33] biomedcentral.com
[28] mdpi.com
[23] cambridge.org

Top Domains in Tweet in G1:
[87] twitter.com
[16] acs.org
[4] youtube.com
[4] biomedcentral.com
[2] science.org
[2] cambridge.org
[2] cbirt.net
[1] nature.com
[1] fertilitybreakthrough.com
[1] clinicalproblemsolving.com

Top Domains in Tweet in G2:
[62] twitter.com
[20] nature.com
[7] mdpi.com
[6] frontiersin.org
[5] phys.org
[5] biomedcentral.com
[4] npr.org
[3] theguardian.com
[3] cambridge.org
[3] linkedin.com

Top Domains in Tweet in G3:
[150] twitter.com
[18] agu.org
[13] youtube.com
[9] fal.cn
[8] edgeforscholars.org
[5] asbmb.org
[5] thirdpodfromthesun.com
[5] nodexlgraphgallery.org
[4] forbes.com
[4] phys.org

Top Domains in Tweet in G4:
[60] twitter.com
[8] google.com
[6] rukhmabai.com
[3] youtube.com
[2] nature.com
[2] gov.in
[1] elsevier.com
[1] thebetterindia.com
[1] biopatrika.com
[1] myworkdayjobs.com

Top Domains in Tweet in G5:
[58] twitter.com
[6] youtube.com
[2] podbean.com
[2] google.com
[2] uk.com
[2] ac.uk
[2] erevnamedia.com
[1] drwendybohon.com
[1] agu.org
[1] fancycomma.com

Top Domains in Tweet in G6:
[129] twitter.com
[1] munafomarzia.com
[1] ku.dk
[1] patriciapecnerova.com
[1] anchor.fm
[1] activatetocaptivate.com

Top Domains in Tweet in G7:
[87] twitter.com
[11] youtube.com
[8] ajo.com
[8] scicomm.xyz
[4] spotify.com
[4] bilibilicomics.com
[4] iesresearch.solutions
[3] co.uk
[3] substack.com
[2] npr.org

Top Domains in Tweet in G8:
[169] t.me
[99] twitter.com
[47] biorxiv.org
[28] degruyter.com
[24] biomedcentral.com
[18] mdpi.com
[17] cbirt.net
[15] cambridge.org
[6] frontiersin.org
[6] peerj.com

Top Domains in Tweet in G9:
[9] twitter.com
[5] academia.edu
[3] theguardian.com
[2] youtube.com
[2] scipolnetwork.org
[1] edu.sg
[1] org.uk
[1] historyextra.com
[1] theconversation.com
[1] pensoft.net

Top Domains in Tweet in G10:
[40] twitter.com
[4] scientificamerican.com
[2] nasw.org
[2] substack.com
[2] skepticalscience.com
[1] bmj.com
[1] science.org
[1] nhcaw.org
[1] ucsusa.org
[1] ac.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2645] scicomm
[566] medtwitter
[561] meded
[355] science
[351] gitwitter
[350] gut
[332] gastroenterology
[208] robloxdev
[202] academictwitter
[193] psg



Top Hashtags in Tweet in G1:
[546] scicomm
[513] meded
[488] medtwitter
[343] gitwitter
[343] gut
[326] gastroenterology
[122] science
[112] technology
[111] academictwitter
[78] research

Top Hashtags in Tweet in G2:
[160] scicomm
[66] gratitude
[62] inpst
[52] dhpsp
[36] plantsci
[25] medtwitterai
[24] abiotic
[22] temperature
[21] zinc
[21] hormones

Top Hashtags in Tweet in G3:
[248] scicomm
[48] academictwitter
[44] medtwitter
[34] science
[30] meded
[21] voicesforscience
[17] cardioed
[17] cardiology
[17] cardiotwitter
[16] meded2022

Top Hashtags in Tweet in G4:
[42] scicomm
[9] indianlanguage
[8] iisf2022
[8] hiring
[6] iisfbhopal
[5] iacr
[4] g20
[4] applications
[4] grants
[3] amritkaal

Top Hashtags in Tweet in G5:
[165] scicomm
[45] scicommchat
[12] portfolioday
[9] science
[8] sciartchat
[8] sciencecommunication
[7] microscopy
[7] geography
[6] sciencetwitter
[6] funfriday

Top Hashtags in Tweet in G6:
[104] portfolioday
[49] scicomm
[36] sciart
[28] sciviz
[5] phd
[5] postdocs
[3] sciencetwitter
[3] pag30
[3] conservationgenomics
[2] inktober2020

Top Hashtags in Tweet in G7:
[123] scicomm
[10] science
[8] ophthalmology
[8] ophthotwitter
[7] sciencecommunication
[6] stem
[6] edutwitter
[6] sciencetwitter
[5] sciart
[5] academictwitter

Top Hashtags in Tweet in G8:
[203] robloxdev
[188] psg
[188] quebec
[174] scicomm
[155] 100daysofcode
[154] annecy_live
[143] programming
[141] datascience
[133] python
[129] dals12

Top Hashtags in Tweet in G9:
[16] scicomm
[5] scipol
[3] science
[2] advocacy
[2] aliceinwonderland
[2] histsci
[2] species
[2] sciencefiction
[1] video
[1] uzh_devpsy

Top Hashtags in Tweet in G10:
[49] scicomm
[32] cdnpoli
[27] climate
[22] science
[19] uspolitics
[7] goodtrouble
[6] design
[6] covid19
[6] exxonknew
[5] law

Top Words
Top Words in Tweet in Entire Graph:
[2641] #scicomm
[648] science
[566] #medtwitter
[561] #meded
[421] isciverse
[356] #science
[351] #gitwitter
[350] #gut
[348] food
[338] slava__bobrov

Top Words in Tweet in G1:
[546] #scicomm
[513] #meded
[488] #medtwitter
[411] isciverse
[343] #gitwitter
[343] #gut
[332] slava__bobrov
[326] #gastroenterology
[322] travels
[322] food

Top Words in Tweet in G2:
[160] #scicomm
[148] abioticstress
[134] thread
[130] _atanas_
[125] review
[66] #gratitude
[62] #inpst
[52] #dhpsp
[42] ale_raza6
[42] stress

Top Words in Tweet in G3:
[247] #scicomm
[97] science
[48] #academictwitter
[44] #medtwitter
[41] agu_scicomm
[37] writing
[36] openacademics
[35] scientific
[34] #science
[32] work

Top Words in Tweet in G4:
[70] scicomm_india
[52] nipgrsocial
[47] dbtindia
[42] #scicomm
[41] csir_niscpr
[40] congratulations
[40] pibdst
[40] rajesh_gokhale
[37] science
[34] dr

Top Words in Tweet in G5:
[162] #scicomm
[67] science
[51] scicommclub
[45] #scicommchat
[37] scicomm
[34] more
[33] create
[29] join
[24] share
[23] sophtalkssci

Top Words in Tweet in G6:
[104] #portfolioday
[82] year
[81] love
[80] biology
[80] drawing
[79] munafomarzia
[78] creative
[78] developmental
[78] postdoc
[78] epigenetics

Top Words in Tweet in G7:
[123] #scicomm
[31] science
[25] scicomm
[14] more
[13] people
[12] health
[10] #science
[10] know
[10] research
[9] scientific

Top Words in Tweet in G8:
[203] #robloxdev
[188] #quebec
[188] #psg
[174] #scicomm
[169] co
[155] #100daysofcode
[154] #annecy_live
[143] #programming
[141] #datascience
[133] #python

Top Words in Tweet in G9:
[16] #scicomm
[10] guardian
[9] favourite
[9] people
[8] frankendodo
[8] writing
[8] carroll's
[7] one
[7] historyextra
[7] bbc

Top Words in Tweet in G10:
[49] #scicomm
[32] #cdnpoli
[27] #climate
[26] deepgreendesign
[22] #science
[22] aoc
[19] #uspolitics
[14] book
[13] science
[13] democracy1ste

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[500] #meded,#medtwitter
[343] #gitwitter,#gut
[338] slava__bobrov,#meded
[332] #gastroenterology,#scicomm
[326] #gut,#gastroenterology
[326] travels,slava__bobrov
[326] #medtwitter,#gitwitter
[326] food,travels
[324] isciverse,food
[147] #annecy_live,#robloxdev

Top Word Pairs in Tweet in G1:
[470] #meded,#medtwitter
[338] #gitwitter,#gut
[332] slava__bobrov,#meded
[326] #gastroenterology,#scicomm
[322] #medtwitter,#gitwitter
[322] #gut,#gastroenterology
[322] food,travels
[322] travels,slava__bobrov
[320] isciverse,food
[50] #ivf,#sperm

Top Word Pairs in Tweet in G2:
[106] _atanas_,thread
[105] abioticstress,review
[43] #inpst,#scicomm
[43] #gratitude,#inpst
[37] review,ale_raza6
[26] #plantsci,#scicomm
[25] #dhpsp,#medtwitterai
[25] review,zhang
[24] #dhpsp,#scicomm
[24] ale_raza6,siddmalick

Top Word Pairs in Tweet in G3:
[33] #academictwitter,#scicomm
[28] openacademics,thephdplace
[27] science,scientific
[27] thephdplace,#academictwitter
[27] scientific,writing
[27] writing,openacademics
[26] vnvrinda,science
[24] #meded,#medtwitter
[18] #science,#scicomm
[16] #cardioed,#cardiology

Top Word Pairs in Tweet in G4:
[39] scicomm_india,pibdst
[37] dbtindia,rajesh_gokhale
[35] nipgrsocial,dbtindia
[31] rajesh_gokhale,ncbishtnipgr
[31] ncbishtnipgr,scicomm_india
[26] pibdst,congratulations
[21] brainstorming,meeting
[19] scicomm_india,biopatrika
[19] science,communication
[18] voicesofindacad,scicomm_india

Top Word Pairs in Tweet in G5:
[21] science,communication
[16] illustrated,over
[16] create,free
[16] past,few
[16] weeks,planning
[16] few,weeks
[16] planning,using
[16] using,create
[16] over,past
[16] beetles,illustrated

Top Word Pairs in Tweet in G6:
[78] developmental,biology
[78] love,drawing
[78] epigenetics,developmental
[78] drawing,creative
[78] postdoc,epigenetics
[78] year,#portfolioday
[78] #portfolioday,postdoc
[78] biology,love
[77] creative,colour
[77] munafomarzia,year

Top Word Pairs in Tweet in G7:
[8] #ophthalmology,#ophthotwitter
[8] #ophthotwitter,#scicomm
[8] scicomm,xyz
[8] ophthopedia,update
[4] #sciencetwitter,#edutwitter
[3] #研究,#scicomm
[3] #scicomm,#sciencecommunication
[3] 000,years
[3] biomedical,visual
[3] science,writers

Top Word Pairs in Tweet in G8:
[142] #quebec,#annecy_live
[142] #annecy_live,#robloxdev
[140] #robloxdev,#scicomm
[129] #dals12,#psg
[97] #scicomm,#programming
[93] #psg,#quebec
[83] télégram,co
[83] #psg,#losc
[83] #losc,#quebec
[83] psginmyblood,#dals12

Top Word Pairs in Tweet in G9:
[7] historyextra,exploring
[7] exploring,influence
[7] one,favourite
[7] influence,young
[7] favourite,details
[7] writing,carroll's
[7] life,bbc
[7] bbc,historyextra
[7] carroll's,life
[7] details,writing

Top Word Pairs in Tweet in G10:
[15] #uspolitics,#cdnpoli
[11] #cdnpoli,#scicomm
[10] #science,denial
[10] deepgreendesign,democracy1ste
[9] scottadamssays,giving
[9] giving,sounding
[9] aoc,repeating
[9] knew,already
[9] sounding,board
[9] charge,against

Top Replied-To
Top Replied-To in Entire Graph:
@nipgrsocial
@scicommclub
@dee_scicomm
@scicomm_uvic
@rohankhadilkarr
@rmisla
@sophtalkssci
@mitcommlab
@drbommel
@democracy1ste

Top Replied-To in G2:
@aribidopsis

Top Replied-To in G3:
@rmisla
@phdvoice
@agu_scicomm
@matthewrodell
@jamieacarter
@nswa
@csteffeltweets
@nobelprize
@gelarehdarabi
@sanjanacurtis

Top Replied-To in G4:
@nipgrsocial
@rohankhadilkarr
@profanilkumart1
@mayank_mchugh
@aditishasmd
@rahulk_phd
@cspramesh
@parijatsenapati
@dhiraj_d_bhatia
@poonam_thakur6

Top Replied-To in G5:
@scicommclub
@sophtalkssci
@rmisla
@drbommel
@catalystinme_
@fromthelabbench
@podcastmovement
@mervetepephd
@aimencreates
@justineldees

Top Replied-To in G6:
@trumanlab

Top Replied-To in G8:
@quebecretweet

Top Replied-To in G9:
@stwermelinger
@steventalbertw1
@nusingapore
@ofir_arzi
@pimenteles1987

Top Replied-To in G10:
@democracy1ste
@scottadamssays
@elonmusk
@deepgreendesign
@m5art
@ninaturner
@va_shiva
@mrahmednurali
@weinbergrrrrr

Top Mentioned
Top Mentioned in Entire Graph:
@isciverse
@slava__bobrov
@abioticstress
@_atanas_
@advreproduction
@munafomarzia
@psginmyblood
@researchgenome
@medicaladv
@scicomm_india

Top Mentioned in G1:
@isciverse
@slava__bobrov
@advreproduction
@medicaladv
@acschemrev
@bmj_latest
@j_a_c_s
@glogliiita
@sciencemagazine
@innov_medicine

Top Mentioned in G2:
@abioticstress
@_atanas_
@ale_raza6
@frontplantsci
@_inpst
@sciencecommuni2
@siddmalick
@atikurbt
@agingdoc1
@springerplants

Top Mentioned in G3:
@agu_scicomm
@openacademics
@thirdpod
@innov_medicine
@thephdplace
@vnvrinda
@nasagoddard
@theagu
@medicaladv
@ecologyofshane

Top Mentioned in G4:
@scicomm_india
@dbtindia
@pibdst
@rajesh_gokhale
@csir_niscpr
@ncbishtnipgr
@biopatrika
@actrec_tmc
@nipgrsocial
@voicesofindacad

Top Mentioned in G5:
@scicommclub
@drbommel
@justineldees
@sophtalkssci
@thelabartist
@rmisla
@fancycomma
@vicky_bowskill
@scicomm_society
@bigchats

Top Mentioned in G6:
@munafomarzia
@mjasnauskaite
@ryo_m_graphics
@patriciachrzan
@kubiopostdoc
@bio_ucph
@vidpeter
@dustanja
@peterstanners
@kplottrup

Top Mentioned in G7:
@ycliao7
@visualmedics
@helenbranswell
@easternblot
@braintasticsci

Top Mentioned in G8:
@psginmyblood
@researchgenome
@andgenomics
@animertweeters
@mininggenome
@cbirtdirector
@22chanvremenbon
@livraison7j7
@franceverteliv2

Top Mentioned in G9:
@guardian
@frankendodo
@historyextra
@wkcosmo
@commapress
@scipolnetwork
@connie_potter1
@uzh_ch
@pensoft
@conversationuk

Top Mentioned in G10:
@deepgreendesign
@michaelemann
@democracy1ste
@scottadamssays
@a_siegel
@elonmusk
@sciencewriters
@christiansenjen
@oreillymk
@aoc

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@jurylady5
@cybersecurityn8
@wwwanpaus
@blazedrts
@_redfrog
@chrisbrey1
@baarahk
@dataaugmented

Top Tweeters in G1:
@sectest9
@cybersecurityn8
@sgaparwezi
@khunnaroarkor
@scieducation1
@leejnice
@letmebeurmoonn
@hernangraffe
@mgmglobal
@alvarezp1973

Top Tweeters in G2:
@baarahk
@deepvard
@terpsichore_los
@caring_mobile
@miyiva
@preciso_com
@truthtotweet
@jj_angelus
@cabbidges
@vicentelozadab

Top Tweeters in G3:
@periscopeislit
@googleexpertuk
@markplackett1
@xandaolp
@forbes
@msep0003
@davidbflower
@iramey
@academicchatter
@thomashall17

Top Tweeters in G4:
@jobsviatweet
@indpoliticsbot
@pib_india
@naveenahegde
@gupta_bihar
@mygovindia
@pmoindia
@karth_im
@cspramesh
@drjitendrasingh

Top Tweeters in G5:
@bisexualoki
@amongstwits
@zanaines
@nicoler56426190
@brooklyncentre
@m_of_starlight
@nikkifirewall
@pearraider
@flyingtrilobite
@tanadjoseph

Top Tweeters in G6:
@dccc_phd
@aborifi
@je_mclaughlin
@uki_gra
@szetoinsitu
@toongo
@kamounlab
@neilgerardo
@imranfirdaus95
@feldstej

Top Tweeters in G7:
@alizardx
@die_primel
@showoff_ebooks
@langurlover
@r_sole1
@anlomedad
@sellathechemist
@brembs
@alexgamela
@defrisselle

Top Tweeters in G8:
@dataaugmented
@botstreamer
@psginmyblood
@laveilletechno
@rbxretweetbot
@pythonroboto
@greentechdon
@pythonbot_by_pm
@psgrelay
@jayeshmthakur

Top Tweeters in G9:
@guardian
@tri26
@trtworld
@thievesbook
@conversationuk
@smm_news_feed
@donalde
@artefr
@commapress
@alexcerne

Top Tweeters in G10:
@lorettabower3
@debeauxos1
@gadflyquebec
@pashawas
@deepgreendesign
@nothankyou01
@carlala_74
@michaelemann
@asfried
@heatherdcoleman