bioinformatics, Twitter, 2/4/2023 11:50:41 PM, 288553


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bioinformatics_2023-02-04_15-40-49.xlsx
bioinformatics_2023-02-04_15-40-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 04, 2023
Short Description:
bioinformatics via NodeXL https://bit.ly/3ledGuM
@compchembiobot
@apothera
@binfotrends
@razoralign
@strnr
@motherofphage
@ashvip2
@seqcomplete
@raman_jaishree
@eventswcs

Top hashtags:
#bioinformatics
#meded
#medtwitter
#usmle
#icu
#internalmedicine
#cardiotwitter

Description:
Description
The graph represents a network of 3,442 Twitter users whose recent tweets contained "bioinformatics", 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 23:45 UTC.

The tweets in the network were tweeted over the 481-day, 10-hour, 10-minute period from Sunday, 10 October 2021 at 14:45 UTC to Saturday, 04 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 : 3442
Unique Edges : 1828
Edges With Duplicates : 9152
Total Edges : 10980
Number of Edge Types : 9
Tweet : 781
Replies to : 193
Retweet : 4033
MentionsInRetweet : 4962
Mentions : 658
MentionsInReplyTo : 235
Quote : 62
MentionsInQuote : 51
MentionsInQuoteReply : 5
Self-Loops : 978
Reciprocated Vertex Pair Ratio : 0.0203527815468114
Reciprocated Edge Ratio : 0.0398936170212766
Connected Components : 305
Single-Vertex Connected Components : 123
Maximum Vertices in a Connected Component : 2680
Maximum Edges in a Connected Component : 9716
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.516341
Graph Density : 0.000380954889773843
Modularity : 0.383636
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,442 Twitter users whose recent tweets contained "bioinformatics", 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 23:45 UTC.

The tweets in the network were tweeted over the 481-day, 10-hour, 10-minute period from Sunday, 10 October 2021 at 14:45 UTC to Saturday, 04 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 : bioinformatics
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:
[127] https://twitter.com/razoralign/status/1620430881675673601/photo/1
[118] https://onlinelibrary.wiley.com/doi/10.1002/ejhf.1369
[112] https://twitter.com/MotherOfPhage/status/1620492935031828480/photo/1
[112] https://twitter.com/ashvip2/status/1620286607789297665/photo/1
[89] https://bmjopen.bmj.com/content/bmjopen/10/8/e038002.full.pdf
[88] https://onlinelibrary.wiley.com/doi/10.1111/dme.14788
[84] https://apps.apple.com/us/app/apothera/id526613282
[80] https://www.bmj.com/content/351/bmj.h4240
[66] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btad050/6998203
[61] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2fadvance-article%2fdoi%2f10.1093%2fbioinformatics%2fbtad050%2f6998203

Top URLs in Tweet in G1:
[115] https://onlinelibrary.wiley.com/doi/10.1002/ejhf.1369
[88] https://bmjopen.bmj.com/content/bmjopen/10/8/e038002.full.pdf
[88] https://onlinelibrary.wiley.com/doi/10.1111/dme.14788
[82] https://apps.apple.com/us/app/apothera/id526613282
[78] https://www.bmj.com/content/351/bmj.h4240
[61] https://annalsofintensivecare.springeropen.com/articles/10.1186/s13613-022-01072-y
[53] https://academic.oup.com/eurheartj/advance-article/doi/10.1093/eurheartj/ehac395/6808663
[50] https://www.bmj.com/lookup/doi/10.1136/bmj.m4760
[49] http://www.nice.org.uk/guidance/ng136
[47] https://www.archivesofmedicalscience.com/Metabolic-syndrome-a-new-definition-and-management-guidelines-nA-joint-position-paper,152921,0,2.html

Top URLs in Tweet in G2:
[12] https://www.longdom.org/current-synthetic-and-systems-biology.html
[10] https://www.nextcfd.com
[9] https://twitter.com/BioDecoded/status/1620683004904615937/photo/1
[8] https://www.rcsb.org/structure/7T9P
[7] https://www.linkedin.com/events/wgsdataanalysis-5daysonlinecert7026873623269306368/
[7] https://tweetedtimes.com/search/%23bioinformatics%20OR%20%23bioit
[6] https://github.com/KwatMDPhD/GSEA.jl/releases/tag/0.14.0-rc
[6] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article
[6] https://github.com/ahmadali-jamali/SOM
[6] https://www.longdom.org/journal-research-development.html

Top URLs in Tweet in G3:
[117] https://twitter.com/razoralign/status/1620430881675673601/photo/1
[60] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btad050/6998203
[57] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2fadvance-article%2fdoi%2f10.1093%2fbioinformatics%2fbtad050%2f6998203
[53] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btac409/6617821
[38] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2fadvance-article%2fdoi%2f10.1093%2fbioinformatics%2fbtac409%2f6617821
[21] https://maayanlab.cloud/Enrichr/
[9] https://twitter.com/BioDecoded/status/1619161867569737729/photo/1
[6] https://twitter.com/BioDecoded/status/1620683004904615937/photo/1
[4] https://twitter.com/BioDecoded/status/1620679358385115139/photo/1
[4] https://twitter.com/BioDecoded/status/1619578739201019905/photo/1

Top URLs in Tweet in G4:
[7] https://onlinelibrary.wiley.com/doi/full/10.1002/cia2.12296
[4] https://twitter.com/H3ABioNet/status/1619980088799547393/photo/1
[3] https://www.physalia-courses.org/courses-workshops/course60/
[2] https://www.foldercase.com/
[2] https://www.physalia-courses.org/courses-workshops/course49b/
[2] https://twitter.com/jessenleon/status/1620505933360275456/photo/1
[2] https://RTutor.ai
[2] https://twitter.com/StevenXGe/status/1617594295422156814/photo/1
[2] https://datascience.cancer.gov/news-events/news/2023-informatics-technology-cancer-research-itcr-funding-opportunities-announced
[2] http://biorxiv.org/lookup/doi/10.1101/200170

Top URLs in Tweet in G5:
[4] https://twitter.com/dr_tissue_eng/status/1621351369075474433/photo/1
[4] https://twitter.com/dijitalsagliktr/status/1621539821209505795/photo/1
[3] https://twitter.com/SShahtareen/status/1620972410190299136/photo/1
[3] https://twitter.com/SShahtareen/status/1621051747870429184/photo/1
[2] https://www.computer.org/publications/tech-news/build-your-career/software-engineering-for-bioinformatics/
[2] https://content-app.com/?action=leadgen&id=Njc2IyMjI2h0dHBzOi8vbmV3cy5nb29nbGUuY29tL19faS9yc3MvcmQvYXJ0aWNsZXMvQ0JNaWNtaDBkSEJ6T2k4dmQzZDNMbUpzYjI5dFltVnlaeTVqYjIwdmJtVjNjeTloY25ScFkyeGxjeTh5TURJekxUQXhMVEkzTDNGcFlXZGxiaTF6WVdsa0xYUnZMWGRsYVdkb0xYTjBZV3RsTFhOaGJHVXRhVzR0TVMxaWFXeHNhVzl1TFdKcGIybHVabTl5YldGMGFXTnpMV0Z5YmRJQkFBP29jPTUmdXRtX3NvdXJjZT1QYWlnZXImdXRtX21lZGl1bT1SZWZlcnJhbA&is_product=0
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-022-26277-w
[2] https://www.stoodnt.com/blog/masters-bioinformatics-in-uk/
[2] https://twitter.com/Galactic_Clergy/status/1620722551692619777/photo/1
[2] https://memgraph.com/docs/mage/use-cases/bioinformatics

Top URLs in Tweet in G6:
[108] https://twitter.com/MotherOfPhage/status/1620492935031828480/photo/1
[4] https://tweetedtimes.com/v/11354
[1] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2fadvance-article%2fdoi%2f10.1093%2fbioinformatics%2fbtac409%2f6617821
[1] https://app.groupize.com/e/tmic-conference-2023
[1] https://twitter.com/TMIC_Canada/status/1620522853140697088/photo/1

Top URLs in Tweet in G7:
[2] https://twitter.com/ania_karnkowska/status/1621255614134472704/photo/1
[1] https://ibe.biol.uw.edu.pl/en/projects/microdiver/
[1] https://www.sastra.edu/running-news/3713-applications-are-invited-for-the-post-of-project-scientist-position-dbt-bic.html

Top URLs in Tweet in G8:
[3] https://twitter.com/ASAP_Research/status/1621222301730750464/photo/1
[3] https://twitter.com/LinaVillegasT/status/1620796402627641344/photo/1
[2] https://twitter.com/sumitdey94/status/1620461050276757504/photo/1
[2] https://twitter.com/eventsWCS/status/1602598627125379072
[1] https://coursesandconferences.wellcomeconnectingscience.org/event/single-cell-genomics-latin-america-and-the-caribbean-20230728/
[1] https://twitter.com/belamalta10/status/1621097770462625792/photo/1
[1] https://www.ucl.ac.uk/work-at-ucl/search-ucl-jobs/details?nPostingId=3032&nPostingTargetId=5054&id=Q1KFK026203F3VBQBLO8M8M07&LG=UK&mask=ext
[1] https://coursesandconferences.wellcomeconnectingscience.org/
[1] https://twitter.com/LinaVillegasT/status/1620796402627641344
[1] https://coursesandconferences.wellcomeconnectingscience.org/event/fungal-pathogen-genomics-20230509/

Top URLs in Tweet in G9:
[104] https://twitter.com/ashvip2/status/1620286607789297665/photo/1
[36] https://twitter.com/ashvip2/status/1620323364136189958/photo/1
[18] https://www.youtube.com/playlist?list=PLRbOsyrFi8C6p6txwl57Gjr5_ZBKzO-qh

[10] https://github.com/adriaaula/info-notes-other/blob/master/kickoff.md
[10] http://bioinformatics.ca/
[4] https://twitter.com/ashvip2/status/1621452565690085376/photo/1
[4] https://twitter.com/ashvip2/status/1620746514099507203/photo/1
[2] https://www.youtube.com/playlist?app=desktop&list=PLRbOsyrFi8C4ZKSPRuL9DnCw-xuQlyVXz
[2] https://twitter.com/ashvip2/status/1620625897840848898/photo/1
[2] https://www.youtube.com/playlist?list=PLRbOsyrFi8C4ZKSPRuL9DnCw-xuQlyVXz


Top URLs in Tweet in G10:
[4] https://twitter.com/iMetaScience/status/1612718485322211328/photo/1
[4] https://twitter.com/iMetaScience/status/1618961706016997377/photo/1
[4] https://twitter.com/iMetaScience/status/1613463040531501057/photo/1
[4] https://twitter.com/iMetaScience/status/1615647547661615104/photo/1
[4] https://twitter.com/iMetaScience/status/1618171506693111810/photo/1
[4] https://twitter.com/iMetaScience/status/1619965273578291201/photo/1
[4] https://twitter.com/iMetaScience/status/1611287233566281728/photo/1
[4] https://twitter.com/iMetaScience/status/1620713893248245760/photo/1
[4] https://twitter.com/iMetaScience/status/1621082929836470272/photo/1
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41576-022-00532-2

Top Domains
Top Domains in Tweet in Entire Graph:
[1243] twitter.com
[336] oup.com
[264] bmj.com
[255] wiley.com
[147] org.uk
[136] elsevier.com
[101] nature.com
[98] paper.li
[86] springeropen.com
[84] apple.com

Top Domains in Tweet in G1:
[258] bmj.com
[215] wiley.com
[129] org.uk
[125] elsevier.com
[84] springeropen.com
[83] twitter.com
[82] apple.com
[72] nature.com
[63] oup.com
[47] archivesofmedicalscience.com

Top Domains in Tweet in G2:
[206] twitter.com
[94] paper.li
[59] biostars.org
[37] reddit.com
[35] careerarc.com
[23] biorxiv.org
[19] github.com
[18] longdom.org
[14] org.uk
[14] oup.com

Top Domains in Tweet in G3:
[229] oup.com
[219] twitter.com
[21] maayanlab.cloud
[11] biodecoded.com
[7] nature.com
[5] biomedcentral.com
[3] biorxiv.org
[3] wmds.net
[1] github.io
[1] readthedocs.io

Top Domains in Tweet in G4:
[46] twitter.com
[8] physalia-courses.org
[7] wiley.com
[6] cancer.gov
[4] researchgate.net
[3] biorxiv.org
[2] foldercase.com
[2] rtutor.ai
[2] scholarscentral.org
[1] cloudfront.net

Top Domains in Tweet in G5:
[52] twitter.com
[22] feedblitz.com
[15] nih.gov
[7] careerarc.com
[6] gobiglaw.com
[5] arxiv.org
[4] oup.com
[4] linkedin.com
[3] researchsquare.com
[3] computer.org

Top Domains in Tweet in G6:
[109] twitter.com
[4] tweetedtimes.com
[1] oup.com
[1] groupize.com

Top Domains in Tweet in G7:
[2] twitter.com
[1] edu.pl
[1] sastra.edu

Top Domains in Tweet in G8:
[17] twitter.com
[6] wellcomeconnectingscience.org
[1] ac.uk
[1] wpengine.com
[1] oup.com
[1] bmj.com
[1] nature.com
[1] org.uk
[1] elsevier.com

Top Domains in Tweet in G9:
[157] twitter.com
[23] youtube.com
[12] bioinformatics.ca
[11] github.com
[2] plos.org
[2] oup.com
[1] biorxiv.org
[1] google.ca
[1] asm.org
[1] journal-of-hepatology.eu

Top Domains in Tweet in G10:
[53] twitter.com
[12] wiley.com
[4] nature.com
[2] cell.com
[1] jmir.org
[1] columbia.edu
[1] tatonettilab.org
[1] ft.com
[1] oup.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1493] bioinformatics
[1102] meded
[1098] medtwitter
[304] usmle
[298] icu
[290] internalmedicine
[238] cardiotwitter
[231] pharmatwitter
[203] genomics
[198] neurotwitter



Top Hashtags in Tweet in G1:
[1062] meded
[1041] medtwitter
[291] usmle
[288] icu
[278] internalmedicine
[275] bioinformatics
[228] cardiotwitter
[223] pharmatwitter
[186] neurotwitter
[179] cardiology

Top Hashtags in Tweet in G2:
[726] bioinformatics
[161] bioit
[116] genomics
[38] medtwitter
[36] datascience
[33] ai
[31] paper
[30] meded
[23] phd
[22] genetics

Top Hashtags in Tweet in G3:
[39] bioinformatics
[22] enrichr
[21] enrichrkg
[8] methylation
[3] deeplearning
[3] r
[2] covid
[2] machinelearning
[2] genomics
[1] epigenetics

Top Hashtags in Tweet in G4:
[60] bioinformatics
[20] genomics
[17] rstats
[17] bioconductor
[14] openscience
[10] python
[10] nisoplus23
[9] raredisease
[9] cancerresearch
[8] immunology

Top Hashtags in Tweet in G5:
[16] jobs
[16] biotech
[11] bioinformatics
[5] dna
[4] la
[3] preprints
[3] genetics
[3] houston
[3] generalscience
[3] science

Top Hashtags in Tweet in G6:
[3] canmetcon
[3] exposomics
[1] metabolomics
[1] bioinformatics
[1] conference
[1] paper
[1] abstract
[1] oral
[1] poster
[1] presentation

Top Hashtags in Tweet in G7:
[83] opus
[1] fungal23
[1] bioinformatics

Top Hashtags in Tweet in G8:
[15] latam
[14] bioinformatics
[14] singlecellrio23
[6] fungal23
[4] microbiology
[4] abphm23
[4] medtwitter
[4] meded
[2] helminth
[2] neurotwitter

Top Hashtags in Tweet in G9:
[63] bioinformatics
[45] r
[14] biotech
[14] rprogramming
[13] biotechnology
[10] workshops
[2] hpi
[2] genomics
[1] datascience
[1] ngs

Top Hashtags in Tweet in G10:
[41] bioinformatics
[18] pathogen
[18] pipeline
[13] microbiome
[9] metagenomics
[6] machinelearning
[5] ecology
[5] ai
[5] ml
[4] deeplearning

Top Words
Top Words in Tweet in Entire Graph:
[1493] #bioinformatics
[1300] apothera
[1105] bioinformatics
[1102] #meded
[1098] #medtwitter
[363] genomics
[323] acute
[309] using
[304] #usmle
[298] #icu

Top Words in Tweet in G1:
[1239] apothera
[1062] #meded
[1041] #medtwitter
[310] acute
[291] #usmle
[288] #icu
[278] #internalmedicine
[275] #bioinformatics
[228] #cardiotwitter
[223] #pharmatwitter

Top Words in Tweet in G2:
[726] #bioinformatics
[161] #bioit
[147] bioinformatics
[118] data
[116] #genomics
[110] seqcomplete
[109] latest
[97] thanks
[95] more
[73] 2023

Top Words in Tweet in G3:
[208] visualization
[148] razoralign
[121] genomics
[120] python
[118] library
[117] gos
[117] interactive
[117] declarative
[107] using
[92] package

Top Words in Tweet in G4:
[60] #bioinformatics
[43] primary_immune
[40] 2023
[24] more
[24] novel
[24] bioconductor
[24] immunity
[24] inborn
[21] research
[20] #genomics

Top Words in Tweet in G5:
[159] bioinformatics
[30] scientist
[24] patent
[20] software
[18] analysis
[18] life
[16] sciences
[16] #biotech
[16] #jobs
[15] ca

Top Words in Tweet in G6:
[115] bioinformatics
[108] dabble
[107] motherofphage
[4] around
[3] people
[3] #canmetcon
[3] june
[3] big
[3] caroline_bartma
[3] coming

Top Words in Tweet in G7:
[87] project
[83] doc
[83] position
[83] hiring
[83] protist
[83] funded
[83] bioluw
[83] team
[83] ibe_warszawa
[83] ncn_pl

Top Words in Tweet in G8:
[54] open
[54] training
[50] applications
[47] genomics
[44] partnership
[44] cell
[44] single
[43] team
[33] bioinformatics
[31] instructors

Top Words in Tweet in G9:
[67] beginners
[63] #bioinformatics
[57] ashvip2
[49] bioinformaticians
[45] #r
[26] bioinformatics
[22] biologists
[14] #biotech
[14] #rprogramming
[13] #biotechnology

Top Words in Tweet in G10:
[75] imetascience
[41] #bioinformatics
[30] strategies
[28] planktonic
[28] lakes
[28] eukaryotes
[28] blooms
[28] bacteria
[28] differentiation
[28] response

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[463] #meded,#medtwitter
[452] #medtwitter,#meded
[151] #meded,#internalmedicine
[137] #bioit,#bioinformatics
[127] declarative,library
[127] genomics,visualization
[127] visualization,python
[127] library,interactive
[127] interactive,genomics
[127] gos,declarative

Top Word Pairs in Tweet in G1:
[449] #meded,#medtwitter
[431] #medtwitter,#meded
[145] #meded,#internalmedicine
[118] apothera,hypertension
[114] #medtwitter,#pharmatwitter
[112] apothera,acute
[109] apothera,iv
[108] fluid,therapy
[108] iv,fluid
[102] #neurotwitter,#medtwitter

Top Word Pairs in Tweet in G2:
[137] #bioit,#bioinformatics
[68] seqcomplete,#bioit
[59] national,laboratory
[50] frederick,national
[45] #genomics,#bioinformatics
[31] latest,rnomics
[29] #bioinformatics,#genomics
[25] #paper,thanks
[25] #bioinformatics,comment
[21] machine,learning

Top Word Pairs in Tweet in G3:
[117] genomics,visualization
[117] declarative,library
[117] gos,declarative
[117] library,interactive
[117] visualization,python
[117] interactive,genomics
[116] razoralign,gos
[91] package,visualization
[91] visualization,interpretation
[91] transcript,isoforms

Top Word Pairs in Tweet in G4:
[17] 2023,more
[17] conference,ghent
[17] 22,september
[17] 21,22
[17] eurobioc,2023
[17] #bioconductor,eurobioc
[17] september,2023
[17] 20,21
[17] 2023,conference
[17] belgium,20

Top Word Pairs in Tweet in G5:
[16] life,sciences
[13] scientist,bioinformatics
[13] bioinformatics,analysis
[13] #biotech,#jobs
[12] patent,agent
[12] associate,patent
[12] sciences,prosecution
[12] patent,scientist
[12] chemistry,life
[12] bioinformatics,kilpatrick

Top Word Pairs in Tweet in G6:
[108] dabble,bioinformatics
[106] motherofphage,dabble
[3] #exposomics,theme
[3] reminded,working
[3] big,coming
[3] #canmetcon,sets
[3] working,around
[3] metabolomics,conference
[3] sets,#exposomics
[3] around,bioinformatics

Top Word Pairs in Tweet in G7:
[83] doc,position
[83] bioluw,funded
[83] #opus,project
[83] hiring,doc
[83] ibe_warszawa,bioluw
[83] position,team
[83] funded,ncn_pl
[83] ncn_pl,#opus
[83] project,protist
[83] team,ibe_warszawa

Top Word Pairs in Tweet in G8:
[50] applications,open
[44] training,single
[44] cell,genomics
[44] single,cell
[44] open,training
[30] instructors,partnership
[30] genomics,amazing
[30] team,instructors
[30] amazing,team
[29] partnership,nationa

Top Word Pairs in Tweet in G9:
[48] bioinformaticians,#bioinformatics
[45] ashvip2,beginners
[35] beginners,bioinformaticians
[35] #bioinformatics,#r
[22] beginners,biologists
[14] biologists,bioinformaticians
[13] #biotech,#rprogramming
[13] #bioinformatics,#biotechnology
[13] #biotechnology,#biotech
[10] line,ready

Top Word Pairs in Tweet in G10:
[28] bacteria,eukaryotes
[28] strategies,planktonic
[28] algal,blooms
[28] aggravated,algal
[28] planktonic,bacteria
[28] response,aggravated
[28] eukaryotes,response
[28] differentiation,strategies
[28] blooms,urban
[28] urban,lakes

Top Replied-To
Top Replied-To in Entire Graph:
@vdlorenzo_cnb
@tottechs
@biomickwatson
@arxiviir
@cd57227
@neurosgs
@generoom
@thephdplace
@legalizerats
@ashvip2

Top Replied-To in G2:
@thephdplace
@udivulga
@rjdlab
@genomicsengland
@immuno_inform
@greenstonebio
@melaxtech

Top Replied-To in G3:
@vdlorenzo_cnb
@biomickwatson
@pangenomics

Top Replied-To in G4:
@yemaachibio
@physacourses

Top Replied-To in G5:
@arxiviir
@alt_atlas_ai

Top Replied-To in G6:
@caroline_bartma
@aslightattitude
@melancholyfiles

Top Replied-To in G8:
@vflorelo

Top Replied-To in G9:
@ashvip2
@adriauladell

Top Replied-To in G10:
@coregenomics

Top Mentioned
Top Mentioned in Entire Graph:
@apothera
@razoralign
@motherofphage
@strnr
@seqcomplete
@ibe_warszawa
@bioluw
@ncn_pl
@imetascience
@ania_karnkowska

Top Mentioned in G1:
@apothera

Top Mentioned in G2:
@seqcomplete
@apothera
@biodecoded
@chemistry_net
@frednatlabjobs
@cbirtdirector
@ebitraining
@viblifesciences
@royalvoxpost
@rnomics

Top Mentioned in G3:
@razoralign
@strnr
@biomickwatson
@biodecoded
@maayanlab
@avimaayan
@chenxinli2
@nanopore
@chris_faulk_bio
@realjoeyarthur

Top Mentioned in G4:
@primary_immune
@bioconductor
@physacourses
@jessenleon
@calkibet
@nisoinfo
@nextflowio
@tcddublin
@tcddublinscss
@jokergoo_gu

Top Mentioned in G5:
@gobiglaw
@top_tutor_essay
@tartleofficial
@niacinglutamine
@agrilife24
@chicagoessays

Top Mentioned in G6:
@motherofphage
@robincoope
@caroline_bartma
@ontherock81
@tmic_canada
@strnr

Top Mentioned in G7:
@ibe_warszawa
@bioluw
@ncn_pl
@ania_karnkowska
@bicsastra
@eventswcs
@raman_jaishree
@ganeshbabumall1
@sumamohan9
@chenxinli2

Top Mentioned in G8:
@belamalta10
@eventswcs
@uclion
@sumitdey94
@proukakis
@asap_research
@apothera
@gmalavige
@alemedinarivera
@daniela_oaks

Top Mentioned in G9:
@ashvip2
@adriauladell
@bffo
@ucalgary
@jdwasmuth
@mblbop
@mblscience
@hpi_network
@bioinfodotca
@ucalgaryvetmed

Top Mentioned in G10:
@imetascience
@wileymicrobio
@wileybiomedical
@wileyhealth
@wileyinresearch
@columbiadbmi
@moorejh
@nicktatonetti
@illumina
@wileyecolevol

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@vonrosenchild
@frontendla
@life_sciences_
@rahul05ranjan
@ronaldclarke
@inforenique
@ricardo_ik_ahau
@mig30m6
@jobsviatweet

Top Tweeters in G1:
@chidambara09
@hragy
@mohammadala33
@skatiq3
@drnov123
@hscholtz
@nadahassib1
@watashi_nouso
@cryptovitas
@echoraljpangio

Top Tweeters in G2:
@vonrosenchild
@life_sciences_
@rahul05ranjan
@ricardo_ik_ahau
@mig30m6
@cesarebrogi1
@gual89
@gdprai
@telemaco31
@grhluna24

Top Tweeters in G3:
@ayirpelle
@pythonroboto
@justinkiness
@johnkenten
@biomickwatson
@daniellefong
@dolhani
@muktabh
@miguel_g_a
@toongo

Top Tweeters in G4:
@inforenique
@rstatstweet
@pythonbot_by_pm
@srb1970rita
@snrtg
@_open_science_
@openscitalk
@mattpt55
@itrtg
@rstats4ds

Top Tweeters in G5:
@frontendla
@careerage
@pharmiwebjobs
@myjournals
@davidcranmerun1
@stepik_reviews
@zobjobsca
@clocate
@chicagoessays
@rs_preprints

Top Tweeters in G6:
@dccc_phd
@je_mclaughlin
@notavailawble
@i_d_kay
@bujaj49
@argosbiotech
@spiderdaynight
@biologcomunista
@mister1smar
@mr_mc_quack

Top Tweeters in G7:
@guyleonard
@hschscclubb
@andyphilp_lab
@stephenmarek2
@liv4bacteria
@habeebrahmanap
@ppflrs
@dnthomas01
@ramki17071993
@janthealgaeman

Top Tweeters in G8:
@publichealthbot
@omlazo
@marewho
@martinrafco
@dervissalih1
@cartalop
@jay_salsa
@daforerog
@rgaiacs
@alemedinarivera

Top Tweeters in G9:
@emam_maleek
@grantsfacilitat
@bassa14
@ucalgary
@anggrysolihin
@jdwasmuth
@vitoriacatarin
@bffo
@genes4san
@mblscience

Top Tweeters in G10:
@financialtimes
@jayeshmthakur
@paradoxvuim
@moorejh
@wileyhealth
@coregenomics
@illumina
@phosphoria31
@wileyecolevol
@innov_medicine


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