scicomm, Twitter, 2/5/2023 11:59:20 PM, 288668


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scicomm_2023-02-05_15-47-37.xlsx
scicomm_2023-02-05_15-47-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 05, 2023
Short Description:
scicomm via NodeXL https://bit.ly/3X7VOyS
@workingbnb
@cordis_eu
@isciverse
@_atanas_
@chabis_ch
@sciencecommuni2
@djweduwen
@psychosophcomic
@agu_scicomm
@bigchats

Top hashtags:
#scicomm
#science
#medtwitter
#meded
#news
#academictwitter
#tech
#technology
#health

Description:
Description
The graph represents a network of 4,989 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 February 2023 at 23:53 UTC.

The tweets in the network were tweeted over the 2143-day, 5-hour, 36-minute period from Friday, 24 March 2017 at 19:23 UTC to Sunday, 05 February 2023 at 01:00 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 : 4989
Unique Edges : 4085
Edges With Duplicates : 9707
Total Edges : 13792
Number of Edge Types : 9
Retweet : 3560
MentionsInRetweet : 5835
Mentions : 1465
Quote : 211
Replies to : 392
MentionsInReplyTo : 1107
Tweet : 749
MentionsInQuote : 395
MentionsInQuoteReply : 78
Self-Loops : 1381
Reciprocated Vertex Pair Ratio : 0.0501964207769533
Reciprocated Edge Ratio : 0.0955943474646717
Connected Components : 497
Single-Vertex Connected Components : 116
Maximum Vertices in a Connected Component : 2945
Maximum Edges in a Connected Component : 9722
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 7.334606
Graph Density : 0.00029005271099225
Modularity : 0.50105
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,989 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 February 2023 at 23:53 UTC.

The tweets in the network were tweeted over the 2143-day, 5-hour, 36-minute period from Friday, 24 March 2017 at 19:23 UTC to Sunday, 05 February 2023 at 01:00 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:
[119] https://t.me/lux_bobweed
[59] https://www.degruyter.com/document/doi/10.1515/jib-2019-0005/html
[23] https://www.mdpi.com/2073-4425/11/3/274/htm
[21] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article
[13] http://biorxiv.org/lookup/doi/10.1101/2022.06.30.498365
[13] https://www.mdpi.com/2223-7747/9/9/1103
[10] https://t.me/max_deliv
[10] https://w.wiki/_wkXe
[10] https://whatsnewinpublishing.com/communicating-complex-data-with-infographics/
[10] https://www.instagram.com/uic_bvis/

Top URLs in Tweet in G1:
[9] https://twitter.com/jmalvpal/status/1518333960794697729/video/1
[4] https://twitter.com/isciverse/status/1620943556855869441/photo/1
[4] https://twitter.com/isciverse/status/1621063634939162624/photo/1
[4] https://twitter.com/imedverse/status/1620393570481090560/photo/1
[3] https://twitter.com/pascal_bornet/status/1577189316995981313/video/1
[2] https://twitter.com/verge/status/850581810136395777/video/1
[2] https://twitter.com/Medical_MD1/status/1556332090832166919/video/1
[2] https://twitter.com/AdvReproduction/status/1621185822337941506/photo/1
[2] https://www.degruyter.com/document/doi/10.1515/jib-2019-0005/html
[1] https://twitter.com/NoemiePaillon/status/1621445815121199104/video/1

Top URLs in Tweet in G2:
[7] https://www.marinemumbles.com/work-with-me/
[3] https://www.youtube.com/channel/UCRDsYk5kU1mHCksjedQQ1mA
[2] https://www.marinemumbles.com/science-comm/
[2] https://www.egu.eu/1790RB/
[1] https://twitter.com/marinemumbles/status/1621119266945892352/photo/1
[1] https://twitter.com/marinemumbles/status/1621124479626903552/photo/1
[1] https://twitter.com/marinemumbles/status/1621119286294245378/photo/1
[1] https://twitter.com/marinemumbles/status/1621124488866971650/photo/1
[1] https://twitter.com/marinemumbles/status/1621124484626530304/photo/1
[1] https://twitter.com/marinemumbles/status/1621124453970374656/photo/1

Top URLs in Tweet in G3:
[5] https://www.linkedin.com/pulse/social-media-atanas-g-atanasov/
[3] https://www.foldercase.com/
[3] https://www.frontiersin.org/articles/10.3389/fpubh.2023.1100280/full
[2] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article
[2] https://twitter.com/agingdoc1/status/1620805291226038273/photo/1
[1] https://twitter.com/Devkota_HP/status/1618510364202926083
[1] https://www.theguardian.com/environment/2023/feb/02/air-pollution-causes-chess-players-to-make-bigger-mistakes-study-finds
[1] https://www.science.org/content/article/when-alpha-mice-are-trounced-weaklings-they-spiral-depression?cookieSet=1
[1] https://www.theguardian.com/science/2023/jan/31/gene-editing-company-hopes-to-bring-dodo-back-to-life
[1] https://www.mdpi.com/2072-6643/15/4/802

Top URLs in Tweet in G4:
[7] https://timesofindia.indiatimes.com/city/delhi/dbt-nipgr-scientist-dr-jagadis-gupta-kapuganti-wins-india-uk-achievers-honours/articleshow/97530688.cms
[3] https://twitter.com/somu1964/status/1620711260462645250/photo/1
[2] https://twitter.com/mkjolly15/status/1609936887489376259/photo/1
[2] https://us02web.zoom.us/meeting/register/tZApf-morTwoG9Xk3bQSx_XE-gq1TFYnM2_s
[2] https://www.youtube.com/watch?v=cLopALkFV0A&feature=youtu.be

[2] https://vigyanprasar.gov.in/isw/New-research-program-launched-under-uk-india-university-collaboration-hindi.html
[1] https://twitter.com/INYAS_INSA/status/1605164347403034624/photo/1
[1] https://docs.google.com/forms/d/e/1FAIpQLSfcinWZoDJHIR4rM_1G08LfE6lVYCqmO4tErQAEI_86QDDxGw/viewform?usp=send_form
[1] https://twitter.com/SiddhrthKnkaria/status/1621546200309837830/photo/1
[1] https://twitter.com/mkjolly15/status/1609936887489376259

Top URLs in Tweet in G5:
[4] https://twitter.com/StephCher1/status/1621455338934308864/photo/1
[3] https://twitter.com/WiscLimnology/status/1621927990081847296/photo/1
[3] https://twitter.com/PoortiKathpalia/status/1621064882975277056/photo/1
[3] https://docs.google.com/forms/d/e/1FAIpQLSd0PmhE5FuYOgb5cw5TAdaDd69UhLIfSqyS7F0orZNp3Zb0cQ/viewform
[3] https://twitter.com/Arushi_Batra28/status/1621045948460978176/photo/1
[3] https://wissenschaftkommuniziert.wordpress.com
[2] https://twitter.com/GlobalSCAPEeu/status/1617465694903488515
[2] https://twitter.com/JsciCOM/status/1620730040974737409
[2] https://twitter.com/CScharun/status/1621765499649490945
[2] http://ow.ly/s8C850MGA9H

Top URLs in Tweet in G6:
[10] http://namesnetwork.org/news/NewsDetail?type=SciComm&Find=10483
[10] https://www.instagram.com/uic_bvis/
[4] https://twitter.com/NAMESnetwork/status/1620768943668400130/photo/1
[4] https://twitter.com/NAMESnetwork/status/1620406677559300097/photo/1
[4] https://twitter.com/NAMESnetwork/status/1620708661248069632/photo/1
[4] https://twitter.com/NAMESnetwork/status/1620346272354910208/photo/1
[4] https://twitter.com/wsi_usa/status/1148160331379703808/photo/1
[3] https://twitter.com/NAMESnetwork/status/1621070925922795521/photo/1
[3] https://twitter.com/NAMESnetwork/status/1621131318846443521/photo/1
[3] http://namesnetwork.org/names2023/home/home.aspx

Top URLs in Tweet in G7:
[57] https://www.degruyter.com/document/doi/10.1515/jib-2019-0005/html
[23] https://www.mdpi.com/2073-4425/11/3/274/htm
[17] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article
[11] http://biorxiv.org/lookup/doi/10.1101/2022.06.30.498365
[10] https://www.mdpi.com/2223-7747/9/9/1103
[10] https://w.wiki/_wkXe
[9] https://www.mdpi.com/2223-7747/11/7/963/htm
[8] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-021-07877-8
[7] https://www.rcsb.org/structure/7T9P
[6] https://dx.plos.org/10.1371/journal.pone.0239275

Top URLs in Tweet in G8:
[7] https://whatsnewinpublishing.com/communicating-complex-data-with-infographics/
[4] https://www.frontiersin.org/articles/10.3389/feart.2022.1002648/full
[4] https://thirdpodfromthesun.com/2023/01/27/e35-spaceship-earth-the-visual-beauty-of-science/
[4] https://twitter.com/ellenbirdman/status/1621526243106504705/photo/1
[3] https://www.nature.com/articles/d41586-023-00084-3
[3] https://blogs.agu.org/sciencecommunication/2023/01/27/antarcticlog-fridaysforfuture/
[3] https://twitter.com/AGU_SciComm/status/1620248011052912640/photo/1
[3] https://www.science.org/doi/10.1126/science.adg5427#.Y9rA7z35sfo.twitter
[2] https://thirdpodfromthesun.com/2023/02/03/36-spaceship-earth-overseeing-space-earth/
[2] https://blogs.agu.org/sciencecommunication/2023/02/03/antarcticlog-getting-there/

Top URLs in Tweet in G9:
[3] https://docs.google.com/forms/d/e/1FAIpQLSf7Tz4fvR6dHFwlmiDPeI0QnfB0f5XopuynzYm-JFewKSEBPg/viewform
[2] https://fancycomma.com/2023/02/04/improving-policymaking-science-communication/
[2] https://twitter.com/imaginativesci/status/1620881789979078656/photo/1
[1] https://docs.google.com/spreadsheets/d/1BujJgjNJlkYyJsP-If2eIP3E6_Yxmzr3ryf8ox7UjsU/view
[1] https://www.theopennotebook.com/2023/01/31/choosing-unconventional-main-characters/
[1] https://twitter.com/LizahvdAart/status/1621859266930917376/photo/1
[1] https://network.febs.org/posts/illustrations-for-covers-and-beyond
[1] https://twitter.com/fancycomma/status/1620464737883676672
[1] https://twitter.com/patriciabondia/status/1620336749615665158/photo/1
[1] https://febs.onlinelibrary.wiley.com/hub/journal/18780261/2023-wcd-writing-competition

Top URLs in Tweet in G10:
[3] https://voices.agu.org:443/
[3] https://twitter.com/BzGEO/status/1620867809348825091/photo/1
[2] https://prezi.com/view/uB9ehIZzqMTNecz6Tayj/
[1] https://twitter.com/AGUSciPolicy/status/1621946712104345608/photo/1
[1] https://twitter.com/AGUSciPolicy/status/1621539174816923652/photo/1
[1] https://twitter.com/AGUSciPolicy/status/1621244582099927040/photo/1
[1] https://climatecommunication.yale.edu/about/employment/
[1] https://twitter.com/JMarlonPhD/status/1620906866514739200/photo/1
[1] https://dawn.umd.edu/
[1] https://twitter.com/DawnProj/status/1620820301515988992

Top Domains
Top Domains in Tweet in Entire Graph:
[1543] twitter.com
[137] t.me
[79] youtube.com
[59] degruyter.com
[55] acs.org
[51] mdpi.com
[29] doi.org
[28] biorxiv.org
[28] nature.com
[25] google.com

Top Domains in Tweet in G1:
[129] twitter.com
[55] acs.org
[12] science.org
[7] nature.com
[2] degruyter.com
[1] nejm.org
[1] qutech.nl
[1] rcsb.org
[1] t.me
[1] biorxiv.org

Top Domains in Tweet in G2:
[19] twitter.com
[9] marinemumbles.com
[3] youtube.com
[3] egu.eu
[1] cdc.gov

Top Domains in Tweet in G3:
[28] twitter.com
[6] linkedin.com
[4] theguardian.com
[4] mdpi.com
[3] foldercase.com
[3] frontiersin.org
[2] cambridge.org
[2] nature.com
[1] science.org
[1] sciencebasedmedicine.org

Top Domains in Tweet in G4:
[22] twitter.com
[7] indiatimes.com
[3] gov.in
[2] res.in
[2] zoom.us
[2] youtube.com
[1] google.com
[1] apmas2023.in
[1] biomedcentral.com
[1] mssrf.org

Top Domains in Tweet in G5:
[54] twitter.com
[3] sissa.it
[3] ow.ly
[3] google.com
[3] wordpress.com
[2] global-scape.eu
[1] ac.uk
[1] youtube.com
[1] publicengagement.berlin
[1] co.za

Top Domains in Tweet in G6:
[155] twitter.com
[18] youtube.com
[15] namesnetwork.org
[10] instagram.com
[9] bilibilicomics.com
[6] iesresearch.solutions
[4] linkedin.com
[4] t.me
[3] ajo.com
[3] scicomm.xyz

Top Domains in Tweet in G7:
[57] degruyter.com
[42] mdpi.com
[38] twitter.com
[25] biorxiv.org
[17] cambridge.org
[13] biomedcentral.com
[12] cbirt.net
[10] w.wiki
[7] rcsb.org
[6] plos.org

Top Domains in Tweet in G8:
[72] twitter.com
[12] youtube.com
[7] agu.org
[7] whatsnewinpublishing.com
[6] thirdpodfromthesun.com
[5] nature.com
[4] frontiersin.org
[3] science.org
[2] nautil.us
[2] asbmb.org

Top Domains in Tweet in G9:
[15] twitter.com
[4] google.com
[2] fancycomma.com
[1] theopennotebook.com
[1] febs.org
[1] wiley.com
[1] linktr.ee
[1] notion.so
[1] tiffanyduong.com
[1] podbean.com

Top Domains in Tweet in G10:
[20] twitter.com
[3] agu.org
[2] prezi.com
[1] yale.edu
[1] umd.edu
[1] podbean.com
[1] youtu.be
[1] earthengine.app
[1] conservewaterforfood.org
[1] usajobs.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2764] scicomm
[425] science
[393] medtwitter
[350] meded
[318] news
[315] academictwitter
[250] tech
[232] technology
[213] health
[196] chemistry



Top Hashtags in Tweet in G1:
[703] scicomm
[344] medtwitter
[336] meded
[302] news
[268] academictwitter
[228] technology
[194] tech
[191] chemistry
[170] newsbreak
[163] trending

Top Hashtags in Tweet in G2:
[24] scicomm
[8] outreach
[5] spaceweather
[5] egublogs
[3] sciart
[3] publicengagement
[2] freelance
[1] ttrpgs
[1] careerchange
[1] byeacademia

Top Hashtags in Tweet in G3:
[92] scicomm
[63] gratitude
[56] inpst
[34] health
[22] hospitalstalktolovedones
[20] research
[20] medtwitter
[18] globalhealth
[18] science
[17] stem

Top Hashtags in Tweet in G4:
[14] scicomm
[3] research
[2] learnwithttas
[2] microbeexpress
[2] scienceforkids
[2] scienceoutreach
[2] biofilms
[2] positions
[1] apmas2023
[1] science

Top Hashtags in Tweet in G5:
[101] scicomm
[25] wisskomm
[20] researchers
[20] practitioners
[10] sciencecommunication
[8] limnology
[8] timeisup
[8] science
[7] academicchatter
[6] imidibanisobc

Top Hashtags in Tweet in G6:
[165] scicomm
[20] science
[12] sciencecommunication
[11] sciencetwitter
[10] research
[10] edutwitter
[10] facesofbvis
[9] namesnetwork
[7] sdgs
[7] womeninscience

Top Hashtags in Tweet in G7:
[141] bioinformatics
[98] openscience
[71] scicomm
[69] genomics
[67] 100daysofcode
[63] datascience
[48] openaccess
[42] python
[37] womenwhocode
[34] retweet

Top Hashtags in Tweet in G8:
[102] scicomm
[30] scicommchat
[22] sciart
[19] science
[15] antarcticlog
[11] art
[10] scipol
[9] dataviz
[8] worldwetlandsday
[6] scisharsci

Top Hashtags in Tweet in G9:
[58] scicomm
[9] dna
[6] worldcancerday
[5] describethatmicrobe
[5] bacillus
[4] medcomm
[3] science
[3] microbiology
[2] scipol
[2] erccog

Top Hashtags in Tweet in G10:
[13] scicomm
[9] naturalhazards
[5] scipol
[3] carbonnegative
[3] openscience
[2] eochat
[2] gischat
[2] opendata
[1] maps
[1] surveys

Top Words
Top Words in Tweet in Entire Graph:
[2763] #scicomm
[730] isciverse
[679] science
[425] #science
[393] #medtwitter
[350] #meded
[318] #news
[315] #academictwitter
[308] more
[262] join

Top Words in Tweet in G1:
[726] isciverse
[703] #scicomm
[344] #medtwitter
[336] #meded
[302] #news
[268] #academictwitter
[228] #technology
[194] #tech
[191] #chemistry
[181] #

Top Words in Tweet in G2:
[156] science
[151] please
[147] recruiting
[147] ttrpg
[146] calling
[146] enthuisiasts
[146] study
[146] communicators
[146] participants
[145] effica

Top Words in Tweet in G3:
[92] #scicomm
[72] _atanas_
[63] #gratitude
[59] thread
[56] #inpst
[37] _inpst
[34] #health
[33] mice
[24] effect
[24] devkota_hp

Top Words in Tweet in G4:
[22] scicomm_india
[20] nipgrsocial
[16] india
[15] drjagadisnipgr
[15] dbtindia
[14] #scicomm
[14] indiadst
[12] pib_india
[12] क
[11] birac_2012

Top Words in Tweet in G5:
[101] #scicomm
[52] research
[34] science
[33] special
[32] issue
[31] communication
[30] connecting
[29] jscicom
[28] marinajoubert
[25] #wisskomm

Top Words in Tweet in G6:
[165] #scicomm
[25] science
[20] #science
[17] more
[15] students
[15] meet
[15] see
[15] year
[14] link
[13] full

Top Words in Tweet in G7:
[141] #bioinformatics
[98] #openscience
[71] #scicomm
[69] #genomics
[67] #100daysofcode
[63] #datascience
[55] andgenomics
[53] researchgenome
[50] molecular
[48] #openaccess

Top Words in Tweet in G8:
[102] #scicomm
[39] science
[30] #scicommchat
[29] scicommclub
[23] agu_scicomm
[22] #sciart
[21] time
[19] #science
[18] means
[18] climate

Top Words in Tweet in G9:
[58] #scicomm
[23] science
[21] fancycomma
[16] scicomm
[15] list
[13] read
[13] research
[12] asked
[12] top
[12] projects

Top Words in Tweet in G10:
[119] data
[64] come
[64] scientist
[62] join
[59] two
[59] job
[59] climate
[58] analyst
[58] program
[58] openings

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[302] #scicomm,#news
[294] #meded,#medtwitter
[200] #news,#technology
[197] #technology,#tech
[177] isciverse,#chemistry
[173] #tech,#newsbreak
[173] science,communicators
[171] #scicomm,#academictwitter
[165] #newsbreak,#trending
[158] calling,science

Top Word Pairs in Tweet in G1:
[298] #scicomm,#news
[290] #meded,#medtwitter
[197] #news,#technology
[194] #technology,#tech
[177] isciverse,#chemistry
[170] #tech,#newsbreak
[163] #newsbreak,#trending
[158] #chemistry,#chemtwitter
[157] #scicomm,#academictwitter
[136] #chemtwitter,#chemed

Top Word Pairs in Tweet in G2:
[146] science,communicators
[146] participants,study
[146] recruiting,participants
[146] ttrpg,enthuisiasts
[146] please,calling
[146] calling,science
[146] enthuisiasts,recruiting
[146] communicators,ttrpg
[145] djweduwen,please
[145] study,effica

Top Word Pairs in Tweet in G3:
[46] _atanas_,thread
[42] #gratitude,#inpst
[42] #inpst,#scicomm
[23] tea,powder
[23] mice,dependent
[23] powder,antidepressant
[23] matcha,tea
[23] antidepressant,effect
[23] effect,activation
[23] system,mice

Top Word Pairs in Tweet in G4:
[10] dbtindia,birac_2012
[10] indiadst,pibdst
[10] nipgrsocial,fitt_iitd
[10] birac_2012,ajaysoodiisc
[10] fitt_iitd,dbtindia
[10] pibdst,pib_india
[9] pib_india,scicomm_india
[9] drjagadisnipgr,nipgrsocial
[8] drjitendrasingh,rajesh_gokhale
[8] happy,share

Top Word Pairs in Tweet in G5:
[32] special,issue
[30] science,communication
[22] #scicomm,research
[22] jcom,special
[21] issue,focusing
[21] calling,#scicomm
[21] research,abstracts
[21] communication,research
[21] abstracts,jcom
[21] connecting,science

Top Word Pairs in Tweet in G6:
[10] faces,bvis
[10] students,meet
[10] bvis,feature
[10] full,art
[10] year,students
[10] link,see
[10] follow,link
[10] feature,spotlights
[10] art,#facesofbvis
[10] second,year

Top Word Pairs in Tweet in G7:
[45] #openscience,#datascience
[44] molecular,biology
[44] bioinformatics,education
[44] biology,bioinformatics
[44] integrating,molecular
[36] #bioinformatics,#openscience
[31] #100daysofcode,#womenwhocode
[30] #retweet,#openscience
[24] education,#retweet
[23] #bioinformatics,#python

Top Word Pairs in Tweet in G8:
[19] #scicomm,#sciart
[15] #antarcticlog,doodlebugkry
[9] #sciart,#dataviz
[8] time,share
[8] admiration,youth
[8] time,syclandtrust
[8] doodlebugkry,highlights
[8] writer's,artist's
[8] information,overload
[8] youth,climate

Top Word Pairs in Tweet in G9:
[11] behind,scenes
[11] bring,science
[11] journal,cover
[11] read,top
[11] science,life
[11] three,projects
[11] design,go
[11] scenes,three
[11] cover,design
[11] life,read

Top Word Pairs in Tweet in G10:
[58] come,join
[58] program,climate
[58] join,geospatial
[58] job,openings
[58] data,scientist
[58] climate,change
[58] analyst,yale
[58] yale,program
[58] geospatial,data
[58] openings,come

Top Replied-To
Top Replied-To in Entire Graph:
@dee_scicomm
@scicommclub
@tm9380
@drjagadisnipgr
@valmasdel
@edurafi
@ellie_scicomm
@scicomm_india
@amirlaylaz
@schticklord

Top Replied-To in G2:
@cantonwiner
@marinemumbles
@jamiebgall

Top Replied-To in G3:
@jeremyfarrar
@mayoclinic

Top Replied-To in G4:
@drjagadisnipgr
@scicomm_india
@siddhrthknkaria
@dbtindia
@avishek_pal
@kmftimm
@narottamsahoo
@dbt_nccs_pune
@nstomar
@csir_ind

Top Replied-To in G5:
@harryshirley16
@globalscapeeu
@samirdhurde
@oortkuiper
@aoiferosetaylor
@podcasthdd

Top Replied-To in G7:
@mininggenome

Top Replied-To in G8:
@scicommclub
@howardtayler
@benjaminsalles
@luxescipod
@paigeinabook94
@lireactivewater
@jacquelyngill

Top Replied-To in G9:
@wardofplants
@astro_jaz
@fancycomma
@sheevaazma
@scicommshardul
@goes_by_kim
@becroldan
@gomobel

Top Mentioned
Top Mentioned in Entire Graph:
@isciverse
@j_a_c_s
@djweduwen
@slava__bobrov
@medicaladv
@sciencemagazine
@imedverse
@advreproduction
@_atanas_
@pierre_markuse

Top Mentioned in G1:
@isciverse
@j_a_c_s
@slava__bobrov
@medicaladv
@sciencemagazine
@imedverse
@advreproduction
@verge
@nature
@acschemrev

Top Mentioned in G2:
@djweduwen
@marinemumbles
@drtalksalot
@eurogeosciences
@royalsocbio
@unprepcasters
@starlighttales_
@hogan698
@chaosbrainhuman
@kelpiesi

Top Mentioned in G3:
@_atanas_
@_inpst
@devkota_hp
@sciencecommuni2
@dhpsp
@yachts111xenon
@chocolatierep
@johnypaul12
@chrissylvain
@scientistbiomed

Top Mentioned in G4:
@nipgrsocial
@scicomm_india
@indiadst
@dbtindia
@pib_india
@birac_2012
@fitt_iitd
@ajaysoodiisc
@pibdst
@arora_sanam

Top Mentioned in G5:
@marinajoubert
@jscicom
@globalscapeeu
@cscharun
@cityofmadison
@liliann_f
@wisclimnology
@arushi_batra28
@juliuswesche
@feldtfos

Top Mentioned in G6:
@nutrreviews
@raamana_
@caliw33d_420
@butlerkaycie
@daniedmundsdani

Top Mentioned in G7:
@andgenomics
@researchgenome
@mininggenome
@digitalsci
@cbirtdirector
@euromathsoc
@academath
@figshare
@sciencebreaker
@symplectic

Top Mentioned in G8:
@agu_scicomm
@scicommclub
@doodlebugkry
@youtube
@syclandtrust
@science_irl
@ellenbirdman
@blambot
@howardtayler
@thirdpod

Top Mentioned in G9:
@fancycomma
@moronkeharris
@falconieriv
@cenmag
@bradyajohnston
@imaginativesci
@patriciabondia
@lizahvdaart
@becroldan

Top Mentioned in G10:
@jmarlonphd
@eoscenefrom
@rafaelatiengo_
@melissakenney
@gfoi_forest
@berkeleylab
@saramaulo
@fao
@mjeada
@usgs

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@paoloigna1
@cybersecurityn8
@rodolfoxoliz
@yarosisnancy
@_redfrog
@mhall55nine
@lizditz
@b1e56df9ce6549f
@ronaldclarke

Top Tweeters in G1:
@sectest9
@cybersecurityn8
@lizardogramcko
@yutakama
@sharma14828
@1atsuhimerose2
@digitaldecoded1
@bestpaulsays
@scieducation1
@taxidiwtis

Top Tweeters in G2:
@morganchevitage
@alisonborealis
@anonomouse1981
@birder_katie
@skunkbomb123
@imasithduh
@rockinfreelance
@tattoosandbones
@dorklordcanada
@shmermel

Top Tweeters in G3:
@marting8177
@googleexpertuk
@terpsichore_los
@steventeaster
@nicochan33
@natricer
@drumeshprabhu
@tristramwyatt
@jj_angelus
@drferdowsi

Top Tweeters in G4:
@pib_india
@infogujarat
@nstomar
@agrigoi
@narottamsahoo
@biotecnika
@drjitendrasingh
@kailashbaytu
@indianscinews
@bishowparajuli

Top Tweeters in G5:
@thomaskuenzli
@cmorfakis
@neo_baepi
@monrodriguez
@klages_uwe
@lykos_phi
@dlfkultur
@quaterelle
@aya_jokazi
@m_hundhausen

Top Tweeters in G6:
@gurdur
@mbalter
@leclercfl
@wsi_usa
@aj_raccoon
@sara_hjelm
@fnambiental
@nickypenttila
@raamana_
@glitterysoylent

Top Tweeters in G7:
@calcaware
@pythonroboto
@psgrelay
@jayeshmthakur
@markred17
@biasandvariance
@_open_science_
@compchembiobot
@openscitalk
@binfotrends

Top Tweeters in G8:
@lewieb99test
@chabis_ch
@m_older
@pearlriverflow
@pmc2009pmc
@jacquelyngill
@joshrosenau
@howardtayler
@lucydecker19
@theagu

Top Tweeters in G9:
@edgar_a_bitch
@monosynth
@markowenmartin
@edyong209
@gomobel
@emily_m_arndt
@carlzimmer
@annfinkbeiner
@egaluemozo
@j30607610

Top Tweeters in G10:
@wwf
@jobsviatweet
@publichealthmap
@baffavbaffa
@treebiology
@bzgeo
@worldbank
@gischatbot
@fao
@forestservice


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