bioinformatics, Twitter, 12/4/2021 11:43:55 PM, 267559


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bioinformatics_2021-12-04_15-18-01.xlsx
bioinformatics_2021-12-04_15-18-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 04, 2021
Short Description:
bioinformatics via NodeXL https://bit.ly/3dndPod
@binfotrends
@compchembiobot
@dnaed_tech
@thequadram
@brandewulff
@simon_hammann
@ensembl
@alexander_eiler
@biodecoded
@physacourses

Top hashtags:
#bioinformatics
#genomics
#openscience
#datascience
#bioit
#covid19

Description:
Description
The graph represents a network of 4,409 Twitter users whose tweets in the requested range contained "bioinformatics", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 04 December 2021 at 23:32 UTC.

The requested start date was Saturday, 04 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 7-day, 20-hour, 52-minute period from Friday, 26 November 2021 at 03:46 UTC to Saturday, 04 December 2021 at 00:38 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4409
Unique Edges : 3549
Edges With Duplicates : 12723
Total Edges : 16272
Number of Edge Types : 5
Retweet : 5617
MentionsInRetweet : 7762
Tweet : 1547
Mentions : 1146
Replies to : 200
Self-Loops : 1640
Reciprocated Vertex Pair Ratio : 0.0284495021337127
Reciprocated Edge Ratio : 0.0553250345781466
Connected Components : 530
Single-Vertex Connected Components : 256
Maximum Vertices in a Connected Component : 3053
Maximum Edges in a Connected Component : 14184
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.413129
Graph Density : 0.000372011711731366
Modularity : 0.385441
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,409 Twitter users whose tweets in the requested range contained "bioinformatics", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 04 December 2021 at 23:32 UTC.

The requested start date was Saturday, 04 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 7-day, 20-hour, 52-minute period from Friday, 26 November 2021 at 03:46 UTC to Saturday, 04 December 2021 at 00:38 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : 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:
[134] https://doi.org/10.1515/jib-2019-0005
[49] https://www.mdpi.com/2073-4425/11/3/274/htm
[44] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab806/6448211#.YalFGsDRsDQ.twitter
[41] https://cran.r-project.org/web/packages/spiralize/index.html
[41] https://academic.oup.com/.../bioinformatics/btab778/6443069
[35] https://www.mdpi.com/2223-7747/9/4/439/htm
[32] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab778/6443069
[32] https://hhmi.wd1.myworkdayjobs.com/en-US/External/job/University-of-California-Berkeley/Bioinformatics-Specialist---Doudna-Lab_R-795-1
[30] https://dx.plos.org/10.1371/journal.pone.0239275
[29] https://www.gotruvay.com

Top URLs in Tweet in G1:
[29] https://www.gotruvay.com
[18] https://doi.org/10.1515/jib-2019-0005
[17] https://www.seek.com.au/job/55123416
[15] http://genomespot.blogspot.com/2013/08/a-selection-of-useful-bash-one-liners.html
[14] https://hgserver1.amc.nl:443/
[14] https://www.mdpi.com/2073-4425/11/3/274/htm
[12] https://www.bdglifesciences.com/workshops-online
[11] https://dx.plos.org/10.1371/journal.pone.0239275
[10] https://www.ecseq.com/workshops/ngs-data-analysis-courses?utm_source=twitter&utm_medium=tweet&utm_campaign=Public%20Courses%20on%20Twitter
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267061

Top URLs in Tweet in G2:
[109] https://doi.org/10.1515/jib-2019-0005
[35] https://www.mdpi.com/2073-4425/11/3/274/htm
[30] https://www.mdpi.com/2223-7747/9/4/439/htm
[19] https://dx.plos.org/10.1371/journal.pone.0239275
[18] https://www.pwc.com/gx/en/industries/healthcare/publications/ai-robotics-new-health/transforming-healthcare.html
[15] http://biorxiv.org/lookup/doi/10.1101/607390
[13] http://biorxiv.org/lookup/doi/10.1101/2021.11.23.469703
[10] https://www.biomedcentral.com/epdf/10.1186/s12864-018-5360-z?sharing_token=fG6K8Nx-datNtjXKEejUAG_BpE1tBhCbnbw3BuzI2RMd8Vgn6jQqR3ejWe2d3M8HYdCAn3e2rbELen_J40OqVRpUzESTds55STWJhvW-UzyvV1quzQjYV_cMJDU1Rzijo5ioRifQxyDAaFgWC0Cc4LyAgADz3O1MPx2Z43JSR-g%3D
[10] https://github.com/btcz/bitcoinz
[9] http://biorxiv.org/lookup/doi/10.1101/2021.11.12.466787

Top URLs in Tweet in G3:
[5] https://www.pr.com/press-release/850327
[3] https://www.coronasha.co.jp/bioinformatics/
[3] https://hbcubuzz.com/2021/11/new-2m-bioinformatics-program-established-at-harris-stowe-state-university/?utm_source=dlvr.it&utm_medium=twitter
[3] https://ai-scholar.tech/articles/bioinformatics/dnabert
[2] https://bioinformaticsworkbook.org/#gsc.tab=0
[2] https://www.clocate.com/72754/
[2] https://www.biorxiv.org/content/10.1101/2021.11.30.470527v1?rss=1
[2] https://twinybots.ch/
[2] https://compbiozurich.org/events/2021/12/02/zh-seminars-in-bioinformatics.html
[2] http://dmnfarrell.github.io/general/epidemic-mass-testing

Top URLs in Tweet in G4:
[7] https://www.coronasha.co.jp/bioinformatics/
[4] https://bioinformaticsreview.com/20211201/this-month-in-bioinformatics-research-updates-of-november-2021/
[3] https://nordic-compbio.iscbsc.org/get-involved/
[2] https://www.ebi.ac.uk/training/online/courses/calendar/todays-windows/
[2] https://nordic-compbio.iscbsc.org/resources/
[2] https://nordic-compbio.iscbsc.org/contact/
[2] https://www.ebi.ac.uk/training/events/cabana-workshop-bioinformatics-approaches-viruses-and-genomic-surveillance-2022/
[2] https://www.eventbrite.com/e/bioinformatics-careers-outside-academia-tickets-215234491157
[1] https://arizona.csod.com/ux/ats/careersite/4/home/requisition/7554?c=arizona
[1] https://twitter.com/EBItraining/status/1466000623581597696

Top URLs in Tweet in G5:
[38] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab806/6448211#.YalFGsDRsDQ.twitter
[22] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab778/6443069
[9] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab778/6443069?login=true
[8] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-021-02514-9
[5] http://www.biodecoded.com/2021/11/20/daily-digest-november-20-2021/
[5] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab790/6432031
[5] http://www.biodecoded.com/2021/11/21/daily-digest-november-21-2021/
[5] http://www.biodecoded.com/2021/11/22/daily-digest-november-22-2021/
[5] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab688/6380547
[5] http://www.biodecoded.com/2021/11/23/daily-digest-november-23-2021/

Top URLs in Tweet in G6:
[3] https://www.uea.ac.uk/course/phd-doctorate/bacteriophages-as-precision-medicine-in-the-ageing-gut-adriaenssens-q22mmb/2022
[3] https://www.uea.ac.uk/course/phd-doctorate/how-do-bacteria-contribute-to-aggressive-prostate-cancer-a-joint-lab-bioinformatics-phd-studentship-brewer-u22mmb/2022
[3] https://www.uea.ac.uk/course/phd-doctorate/finding-the-source-and-tracking-transmission-of-an-antibiotic-resistant-superbug-acinetobacter-baumannii-evans-u22mmb/2022
[3] https://www.uea.ac.uk/course/phd-doctorate/paratyphoid-mary-salmonella-paratyphi-a-transmission-and-characterisation-of-carrier-states-langridge-q22mmb/2022
[2] https://www.uea.ac.uk/course/phd-doctorate/finding-new-antibiotics-in-the-soil-microbiota-malone-j22mmb/2022
[2] https://www.uea.ac.uk/course/phd-doctorate/genomic-epidemiology-of-sars-cov-2-in-east-anglia-page-q22mmb/2022
[2] https://zobjobs.com/job/bioinformatics-software-developer-job-in-uk-zj600hln3sah
[1] https://www.uea.ac.uk/web/research/research-with-us/postgraduate-research/latest-phds-and-research-studentships/partnerships-in-doctoral-training/mmb
[1] https://www.jobs.ac.uk/job/CKV637/bioinformatician-single-cell-analysis
[1] https://vimeo.com/648670024?ref=tw-share

Top URLs in Tweet in G7:
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41576-020-0224-1
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41576-021-00434-9
[3] https://www.research-in-germany.org/news/2021/11/2021-11-30_Ancient_lineage_of_algae_found_to_include_five__cryptic__species.html
[3] https://www.phd-positions.dk/?p=216370
[3] https://www.phd-positions.dk/?p=216478
[2] https://www.stemcells.cam.ac.uk/news/congratulations-dr-mohorianu-awarded-turing-fellowship-computer-science-machine-learning
[2] https://agristok.net/2021/12/01/postdoc-fully-funded-in-bioinformatics-biology-biotechnology-biomedicine-nutrition-immunology-at-the-technical-university-of-munich-germany/
[2] https://scholar.google.com/scholar_share?url=https://www.nature.com/articles/s41576-021-00434-9&hl=es&sa=X&ei=MEamYZT4PIuNygT22YSICQ&scisig=AAGBfm0cw2uQHOiihUchYb9OXSGZBbrFpg
[2] https://www.abacbs.org/jobs-detailed
[1] https://www.thegravityapp.com/shared/job?clientId=8a7882525cf735a1015d1e0affa16ff0&id=8a7887a878f52449017961e2b27a1844&u=1634681953&v=9&token=eyJ1aWQiOjMzMDQ0LCJwcm92aWRlciI6ImJvdW5jZSIsInR5cGUiOiJlbWFpbCJ9.tkiUIP-M0EtiHBfAg07lTu4Hlwc

Top URLs in Tweet in G8:
[38] https://cran.r-project.org/web/packages/spiralize/index.html
[38] https://academic.oup.com/.../bioinformatics/btab778/6443069
[4] https://linkinghub.elsevier.com/retrieve/pii/S0168952521002572
[2] https://bmcbioinformatics.biomedcentral.com/articles/10.1186/s12859-021-04453-5
[2] https://doi.org/10.1515/jib-2019-0005
[1] https://arxiv.org/abs/2111.11832v1
[1] https://www.dtu.dk/english/About/JOB-and-CAREER/vacant-positions/job?id=ba6200fd-f1d8-40bf-9832-ed1fad80f543
[1] https://www.physalia-courses.org/courses-workshops/course34/
[1] https://www.physalia-courses.org/courses-workshops/course2/
[1] https://www.physalia-courses.org/courses-workshops/adna-popgen/

Top URLs in Tweet in G9:
[1] https://apply.interfolio.com/99527
[1] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab778/6443069
[1] https://www.helpbiotech.co.in/2021/12/vit-vellore-bioinformaticsbiochemistry.html

Top URLs in Tweet in G10:
[1] https://www.imprs-marburg.de/
[1] https://www.genzentrum.uni-muenchen.de/career/hornung-flow-cytometry-op1/index.html
[1] https://www.jobbnorge.no/en/available-jobs/job/216363/postdoctoral-research-fellow-in-microbiology-bioinformatics
[1] https://doi.org/10.1093/genetics/iyab118
[1] https://bit.ly/30s6BfM
[1] http://genomespot.blogspot.com/2013/08/a-selection-of-useful-bash-one-liners.html

Top Domains
Top Domains in Tweet in Entire Graph:
[260] oup.com
[150] biostars.org
[147] biorxiv.org
[142] doi.org
[131] biomedcentral.com
[126] twitter.com
[103] biodecoded.com
[102] mdpi.com
[91] nature.com
[69] plos.org

Top Domains in Tweet in G1:
[148] biostars.org
[59] medrxiv.org
[53] biorxiv.org
[46] nviewscareer.com
[44] nature.com
[42] frontiersin.org
[38] twitter.com
[33] alphagalileo.org
[32] biomedcentral.com
[29] gotruvay.com

Top Domains in Tweet in G2:
[110] doi.org
[78] biorxiv.org
[73] mdpi.com
[21] github.com
[19] plos.org
[18] pwc.com
[11] biomedcentral.com
[11] twitter.com
[10] frontiersin.org
[6] 3domics.eu

Top Domains in Tweet in G3:
[14] twitter.com
[14] careerarc.com
[8] oup.com
[7] biorxiv.org
[5] pr.com
[5] ai-scholar.tech
[4] blogspot.com
[4] linkedin.com
[4] dataemia.com
[3] businesswire.com

Top Domains in Tweet in G4:
[9] iscbsc.org
[7] twitter.com
[7] co.jp
[4] ac.uk
[4] bioinformaticsreview.com
[3] oup.com
[2] wellcomeconnectingscience.org
[2] eventbrite.com
[1] csod.com
[1] ensembl.org

Top Domains in Tweet in G5:
[128] oup.com
[94] biodecoded.com
[80] biomedcentral.com
[27] nature.com
[21] plos.org
[4] ac.uk
[4] biorxiv.org
[2] cshlp.org
[2] twitter.com
[2] t.co

Top Domains in Tweet in G6:
[22] ac.uk
[2] vimeo.com
[2] zobjobs.com
[1] myworkdayjobs.com
[1] twitter.com
[1] elifesciences.org
[1] charite.de
[1] peerj.com

Top Domains in Tweet in G7:
[11] phd-positions.dk
[7] nature.com
[4] twitter.com
[3] research-in-germany.org
[3] daad.de
[3] ac.uk
[2] oup.com
[2] agristok.net
[2] google.com
[2] abacbs.org

Top Domains in Tweet in G8:
[40] oup.com
[38] r-project.org
[4] physalia-courses.org
[4] elsevier.com
[3] twitter.com
[2] biomedcentral.com
[2] doi.org
[1] arxiv.org
[1] dtu.dk
[1] biorxiv.org

Top Domains in Tweet in G9:
[1] interfolio.com
[1] oup.com
[1] co.in

Top Domains in Tweet in G10:
[1] imprs-marburg.de
[1] uni-muenchen.de
[1] jobbnorge.no
[1] doi.org
[1] bit.ly
[1] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2716] bioinformatics
[348] genomics
[324] openscience
[289] datascience
[262] bioit
[234] covid19
[212] essay
[212] assignments
[212] homework
[174] 100daysofcode



Top Hashtags in Tweet in G1:
[1558] bioinformatics
[262] bioit
[201] essay
[201] assignments
[201] homework
[174] covid19
[118] research
[107] genomics
[106] python
[94] programming

Top Hashtags in Tweet in G2:
[332] bioinformatics
[260] openscience
[173] datascience
[143] 100daysofcode
[100] genomics
[75] bigdata
[57] python
[56] scicomm
[55] womenwhocode
[54] machinelearning

Top Hashtags in Tweet in G3:
[21] scientist
[20] bioinformatics
[13] biotech
[12] jobs
[10] generalscience
[9] remote
[9] biotechnology
[8] kellyjobs
[8] kellyservices
[6] genomics

Top Hashtags in Tweet in G4:
[37] bioinformatics
[16] genomics
[8] ensembl
[8] nordiccompbio
[7] conferenceopportunity
[6] aquaticsymbiosis
[5] treeoflife
[4] tweetorial
[4] amrisweden
[4] nordic

Top Hashtags in Tweet in G5:
[376] bioinformatics
[42] genomics
[22] deeplearning
[22] machinelearning
[22] ai
[19] transcriptomics
[12] oncology
[11] medicalimaging
[11] scrnaseq
[10] microbiology

Top Hashtags in Tweet in G6:
[7] singlecell
[3] bioinformatics
[2] infectionbiology
[2] immunology
[2] software
[2] hiring
[1] vimeo
[1] phd
[1] researchers
[1] microbiome

Top Hashtags in Tweet in G7:
[86] bioinformatics
[30] infectionbiology
[30] immunology
[28] phd
[6] genetics
[5] machinelearning
[5] gwas
[5] genomics
[4] datascience
[4] ehr

Top Hashtags in Tweet in G8:
[65] bioinformatics
[42] rstats
[21] genomics
[10] sequencing
[7] machinelearning
[7] phylogenomics
[6] rna
[5] datascience
[5] bioinformatics_matters
[5] bioinformática

Top Hashtags in Tweet in G9:
[3] bioinformatics
[1] genomics
[1] ngs
[1] popgen
[1] biochemistry
[1] newsclips
[1] newspaperclippings
[1] cusb
[1] centraluniversityofsouthbihar
[1] infectionbiology

Top Hashtags in Tweet in G10:
[4] postdoc
[4] genomics
[4] bioinformatics
[1] genetics
[1] postdocjobs
[1] ensembl

Top Words
Top Words in Tweet in Entire Graph:
[2716] #bioinformatics
[2165] bioinformatics
[679] work
[597] data
[462] biology
[435] postdoc
[396] analysis
[391] research
[389] phd
[376] position

Top Words in Tweet in G1:
[1558] #bioinformatics
[330] bioinformatics
[289] work
[262] #bioit
[245] data
[208] quality
[206] excellent
[202] deliver
[201] #essay
[201] #assignments

Top Words in Tweet in G2:
[332] #bioinformatics
[260] #openscience
[173] #datascience
[148] bioinformatics
[143] #100daysofcode
[139] andgenomics
[139] researchgenome
[125] molecular
[122] biology
[119] integrating

Top Words in Tweet in G3:
[278] bioinformatics
[39] data
[38] scientist
[32] job
[25] research
[24] science
[23] scientific
[22] link
[22] biology
[21] #scientist

Top Words in Tweet in G4:
[141] ensembl
[86] favourite
[78] bioinformatics
[66] gene
[62] more
[60] promoter
[57] sequence
[56] answer
[56] complicated
[48] analysis

Top Words in Tweet in G5:
[376] #bioinformatics
[321] biodecoded
[201] bioinformatics
[106] data
[100] 2021
[95] daily
[95] digest
[86] november
[84] royalvoxpost
[73] biology

Top Words in Tweet in G6:
[149] bioinformatics
[123] microbes
[119] thequadram
[79] microbiomes
[78] phd
[77] doctoral
[72] dtp
[68] training
[64] the_mrc
[64] programme

Top Words in Tweet in G7:
[86] #bioinformatics
[72] bioinformatics
[56] phd
[50] looking
[45] imprs
[43] learning
[35] biology
[34] position
[33] mpiib_berlin
[31] part

Top Words in Tweet in G8:
[65] #bioinformatics
[48] physacourses
[46] data
[42] #rstats
[40] jeroen_evo
[38] spiralize
[38] package
[38] visualizing
[38] spirals
[37] #data

Top Words in Tweet in G9:
[111] phd
[111] level
[110] openings
[110] postdoc
[110] work
[110] structure
[110] function
[110] evolution
[110] mechanism
[110] disease

Top Words in Tweet in G10:
[66] position
[61] postdoc
[61] university
[61] background
[60] open
[60] 35
[60] month
[60] oslo
[60] candidates
[59] alexander_eiler

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[260] #bioit,#bioinformatics
[233] #bioinformatics,#openscience
[212] #essay,#assignments
[212] #assignments,#homework
[210] deliver,quality
[210] quality,legit
[210] legit,work
[210] work,guarantee
[210] guarantee,excellent
[210] excellent,score

Top Word Pairs in Tweet in G1:
[260] #bioit,#bioinformatics
[201] #essay,#assignments
[201] #assignments,#homework
[199] deliver,quality
[199] quality,legit
[199] legit,work
[199] work,guarantee
[199] guarantee,excellent
[199] excellent,score
[199] score,hmu

Top Word Pairs in Tweet in G2:
[182] #bioinformatics,#openscience
[119] integrating,molecular
[119] molecular,biology
[119] biology,bioinformatics
[119] bioinformatics,education
[115] #openscience,#datascience
[100] #datascience,#100daysofcode
[94] education,#bioinformatics
[76] andgenomics,integrating
[55] #openscience,#datascie

Top Word Pairs in Tweet in G3:
[33] bioinformatics,scientist
[21] thermo,fisher
[19] link,bio
[18] fisher,scientific
[14] abt,104
[13] data,science
[12] science,bioinformatics
[11] click,link
[9] bioinformatics,computational
[9] pine,biotech

Top Word Pairs in Tweet in G4:
[66] favourite,gene
[56] promoter,sequence
[56] sequence,favourite
[56] gene,ensembl
[56] ensembl,answer
[56] answer,more
[56] more,complicated
[55] ensembl,promoter
[24] regístrate,taller
[24] taller,'enfoques

Top Word Pairs in Tweet in G5:
[95] biodecoded,daily
[95] daily,digest
[86] digest,november
[60] 2021,#bioinformatics
[60] biodecoded,biodecoded
[50] bioinformatics,#bioinformatics
[47] published,bioinformatics
[41] single,cell
[39] #bioinformatics,researchers
[38] interactivecomplexheatmap,paper

Top Word Pairs in Tweet in G6:
[79] microbes,microbiomes
[79] microbiomes,bioinformatics
[72] bioinformatics,dtp
[66] doctoral,training
[64] training,programme
[57] phd,student
[55] recruiting,phd
[55] student,microbes
[55] dtp,thequadram
[55] thequadram,cardinglab

Top Word Pairs in Tweet in G7:
[32] looking,phd
[30] phd,#infectionbiology
[30] #infectionbiology,#immunology
[30] #immunology,#bioinformatics
[30] #bioinformatics,part
[30] part,vibrant
[29] machine,learning
[29] mpiib_berlin,looking
[29] vibrant,res
[20] look,imprs

Top Word Pairs in Tweet in G8:
[38] spiralize,package
[38] package,visualizing
[38] visualizing,data
[38] data,spirals
[38] spirals,#rstats
[37] physacourses,spiralize
[37] #rstats,#data
[32] paulien,hogeweg
[32] hogeweg,ben
[32] ben,hesper

Top Word Pairs in Tweet in G9:
[110] openings,phd
[110] phd,postdoc
[110] postdoc,level
[110] level,work
[110] work,structure
[110] structure,function
[110] function,evolution
[110] evolution,mechanism
[110] mechanism,disease
[110] disease,resistance

Top Word Pairs in Tweet in G10:
[61] postdoc,position
[60] open,35
[60] 35,month
[60] month,postdoc
[60] position,university
[60] university,oslo
[60] oslo,candidates
[60] candidates,background
[59] alexander_eiler,open
[59] background,bioinforma

Top Replied-To
Top Replied-To in Entire Graph:
@andgenomics
@researchgenome
@kkajderowicz
@eric_fauman
@jeroen_evo
@lceelen
@macroliter
@libkot
@chamisageorge
@generegulation

Top Replied-To in G1:
@mlconradlab
@shahida_moosa
@monbug_
@jumpcodeg
@iit__mandi
@mededchat
@biswapriyamisra
@karynotype
@sbotgwa
@davidkipsang97

Top Replied-To in G2:
@andgenomics
@researchgenome
@coiledhq
@psolymos
@wywywa

Top Replied-To in G4:
@shashi2mku

Top Replied-To in G5:
@bioconductor
@womeninstat
@nanoporeconf
@wangshxiang
@kaathss_
@viettun27898097

Top Replied-To in G8:
@eric_fauman
@jeroen_evo
@neilfws
@loewe_tbg
@escolizzi
@nanopore
@keygeneinfo

Top Mentioned
Top Mentioned in Entire Graph:
@biodecoded
@andgenomics
@researchgenome
@primary_immune
@thequadram
@writershub92
@seqcomplete
@brandewulff
@ensembl
@royalvoxpost

Top Mentioned in G1:
@seqcomplete
@writershub92
@fludd_joseph
@writershub_101
@gotruvay
@andgenomics
@biodecoded
@researchgenome
@primary_immune
@newscience101

Top Mentioned in G2:
@andgenomics
@researchgenome
@primary_immune
@3d_omics
@gnuhealth
@mininggenome
@pwcentre
@imagealttext
@jillianerowe
@xoceqep

Top Mentioned in G3:
@academics_com
@fahad_almsned
@radioblackon
@hbcucareercntr
@babylili_ruth
@unc_bcbp
@ghayda_basfar

Top Mentioned in G4:
@ensembl
@ebitraining
@cabanagcrf
@drlindskog
@emblebi
@nordiccompbio
@daweonline
@iscbsc
@nikolayoskolkov
@rsg_sweden

Top Mentioned in G5:
@biodecoded
@royalvoxpost
@bmcbioinfo
@jokergoo_gu
@aedinculhane
@jsantoyo
@upenndbei
@kelleydior
@chelysheva_i
@alcriproject

Top Mentioned in G6:
@thequadram
@the_mrc
@evelienadri
@cardinglab
@falk_
@mjpallen
@uniofeastanglia
@ueamed
@aphagovuk
@ukhsa

Top Mentioned in G7:
@mpiib_berlin
@researchgermany
@moorejh
@mpi_molgen
@maxpla
@garmiregroup
@cedarssinaimed
@jobrxiv
@agristok
@scicambridge

Top Mentioned in G8:
@physacourses
@jeroen_evo
@nanopore
@dtutweet
@jessenleon
@roblavigne1
@noort_zuit
@mcolebrook
@rowenachill
@pkapli

Top Mentioned in G9:
@brandewulff
@ugc_india
@bio_iisertvm
@csir_ind
@dbtin
@kaust
@kaustcda
@pmoindia
@dpradhanbjp
@rashtrapatibhvn

Top Mentioned in G10:
@alexander_eiler
@imprs_mic
@geneticsgsa
@genecenter_lmu
@stefancanzar
@glennpeter
@melissah_rowe
@biovitenskap
@mark_ravinet
@jeroen_evo

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@edinburghwatch
@xaelbot
@codedailybot
@thedeveloperbot
@cybersecurityn8
@viralvideovlogs
@animesh1977

Top Tweeters in G1:
@viralvideovlogs
@animesh1977
@ipythonistabot
@hubofml
@fabriciosx
@mrproverbe
@humanre41270855
@form_bot
@caring_mobile
@miragenewscom

Top Tweeters in G2:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@thedeveloperbot
@cybersecurityn8
@discovertech3
@morolswediu
@coder_487

Top Tweeters in G3:
@frontendla
@searchresume
@biconnections
@radioblackon
@newsfrombw
@iweller_health
@morioka
@rehownet2
@eagerbeavertech
@dataemia

Top Tweeters in G4:
@calzole
@ma31stm
@helengavaghan
@suimye
@gawbul
@dynamicssiam
@uct_bmhsl
@pastelbio
@poljiology
@yuifu

Top Tweeters in G5:
@edinburghwatch
@rosenchild
@ricardo_ik_ahau
@hubbucket
@blkhwk0ps
@sesiegler
@szetoinsitu
@familytreetips2
@mscranky2
@yoshidamasaaki

Top Tweeters in G6:
@hiringcare
@science_george
@pathogenomenick
@alanmcn1
@dutchscientist
@zobjobsgb
@uniofeastanglia
@ancestralstate
@plantevolution
@earlhaminst

Top Tweeters in G7:
@ml_tweet_bot
@ayirpelle
@scieducation1
@selvarajguru
@olumuyiwaayo
@itzquasi
@researchgermany
@moorejh
@rfrsarmiento
@lawrendozi

Top Tweeters in G8:
@botsecx
@dccc_phd
@iotcybersec24
@simacoder
@johnkenten
@bsletten
@rstats4ds
@kamounlab
@miskaknapek
@ameliacervera

Top Tweeters in G9:
@dpradhanbjp
@morontafelix
@583original
@jemeadomi
@pmoindia
@icmrdelhi
@sefitopatologia
@jude_quarshie
@kmtengai
@benhwhite

Top Tweeters in G10:
@bukola_beckley
@msmjetten
@marshgroup
@geneticsgsa
@winstanley_c
@biolumbee
@ilnam_kang
@virologica
@putxinelli
@royerht


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