bioinformatics, Twitter, 11/27/2021 11:42:59 PM, 267061


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bioinformatics_2021-11-27_15-18-01.xlsx
bioinformatics_2021-11-27_15-18-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 27, 2021
Short Description:
bioinformatics via NodeXL https://bit.ly/3FNGQpe
@binfotrends
@compchembiobot
@dnaed_tech
@brandewulff
@thequadram
@drhammed
@itaiyanai
@lbioinformatics
@afrahbawazeer
@mpiib_berlin

Top hashtags:
#bioinformatics
#essay
#assignments
#homework
#python
#genomics
#bioit

Description:
Description
The graph represents a network of 4,190 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, 27 November 2021 at 23:31 UTC.

The requested start date was Saturday, 27 November 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, 15-hour, 9-minute period from Friday, 19 November 2021 at 09:49 UTC to Saturday, 27 November 2021 at 00:58 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 : 4190
Unique Edges : 3472
Edges With Duplicates : 13728
Total Edges : 17200
Number of Edge Types : 5
Retweet : 5624
MentionsInRetweet : 8485
Tweet : 1489
Mentions : 1438
Replies to : 164
Self-Loops : 1553
Reciprocated Vertex Pair Ratio : 0.0262682418346074
Reciprocated Edge Ratio : 0.0511917659804984
Connected Components : 452
Single-Vertex Connected Components : 232
Maximum Vertices in a Connected Component : 3202
Maximum Edges in a Connected Component : 15829
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.640959
Graph Density : 0.000420694955705675
Modularity : 0.372568
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,190 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, 27 November 2021 at 23:31 UTC.

The requested start date was Saturday, 27 November 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, 15-hour, 9-minute period from Friday, 19 November 2021 at 09:49 UTC to Saturday, 27 November 2021 at 00:58 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:
[167] https://app.ref.finance/farms
[36] https://www.gotruvay.com
[36] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.mayoclinicproceedings.org%2Farticle%2FS0025-6196%2820%2931379-3%2Ffulltext&rc=0
[29] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab790/6432031
[25] https://ucdavis-bioinformatics-training.github.io/2021-June-RNA-Seq-Analysis/
[24] https://nviewscareer.com/job/phd-scholarships-in-molecular-biology-bioinformatics-enzymology-dtu-denmark-2022/
[23] https://doi.org/10.1515/jib-2019-0005
[18] https://neurodivergentprogrammer.blogspot.com/
[18] https://www.coronasha.co.jp/bioinformatics/
[17] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-021-02527-4

Top URLs in Tweet in G1:
[167] https://app.ref.finance/farms
[36] https://www.gotruvay.com
[12] https://neurodivergentprogrammer.blogspot.com/2021/11/is-autism-disability.html
[11] https://github.com/dabble-of-devops-bioanalyze
[11] https://www.bdglifesciences.com/workshops-online
[10] https://hgserver1.amc.nl:443/
[10] https://peerj.com/articles/12446/
[10] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-021-02514-9
[9] https://cagt.pratt.duke.edu/employment-opportunities
[9] https://neurodivergentprogrammer.blogspot.com/

Top URLs in Tweet in G2:
[17] https://nviewscareer.com/job/phd-scholarships-in-molecular-biology-bioinformatics-enzymology-dtu-denmark-2022/
[5] https://nviewscareer.com/job/project-coordinator-job-at-ngi-molecular-biology-bioinformatics-kth-sweden-2022/
[5] https://benevolent.reallinks.io/e/r/01FM72W9H4EKKEDBGDHDQZPGKY/O5EqS3wA
[4] https://www2.daad.de/deutschland/promotion/phd/en/13306-phdgermany-datenbank/?detail=6403
[3] https://www2.daad.de/deutschland/promotion/phd/en/13306-phdgermany-datenbank/?detail=6404
[3] https://nviewscareer.com/job/postdoc-position-in-bioinformatics-cancer-biology-functional-genetics-nki-netherlands/
[3] https://jobrxiv.org/job/national-institutes-of-health-nih-27778-postdoc-computational-biology/
[2] https://www2.daad.de/deutschland/promotion/phd/en/13306-phdgermany-datenbank/?detail=6393
[2] https://nviewscareer.com/job/postdoctoral-position-in-medical-bioinformatics-university-of-gothenburg-sweden-dec-2021/
[2] https://nviewscareer.com/job/postdoc-job-in-metagenomics-microbial-communities-in-aquaculture-chalmers-sweden/

Top URLs in Tweet in G3:
[2] https://www.stocktitan.net/news/UNH/united-health-foundation-partners-with-harris-stowe-state-university-etb81fbdlgpo.html
[2] https://blueequity.io/r/246700/mo-united-health
[2] https://www.jdsupra.com/legalnews/examining-art-units-to-avoid-subject-1431035/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.news-medical.net/
[2] https://www.natlawreview.com/article/examining-art-units-to-avoid-subject-matter-eligibility-challenges-bioinformatics
[2] https://www.kinginfolife.com/2021/11/23/the-implementation-of-extreme-programming-xp-in-a-bioinformatics-class/
[2] https://www.zintellect.com/Opportunity/Details/FDA-CBER-2021-0012
[2] https://www.zintellect.com/Opportunity/Details/FDA-CBER-2021-0013
[1] https://www.frontiersin.org/articles/10.3389/fonc.2021.766947/full?utm_source=S-TWT&utm_medium=SNET&utm_campaign=ECO_FONC_XXXXXXXX_auto-dlvrit
[1] https://www.um.edu.mt/newspoint/news/2021/11/students-visit-european-molecular-biology-laboratory-and-european-bioinformatics-institute

Top URLs in Tweet in G4:
[34] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.mayoclinicproceedings.org%2Farticle%2FS0025-6196%2820%2931379-3%2Ffulltext&rc=0
[19] https://doi.org/10.1515/jib-2019-0005
[7] https://neurodivergentprogrammer.blogspot.com/
[5] https://www.frontiersin.org/articles/10.3389/fimmu.2021.788278/full
[3] https://github.com/algbio/themisto
[3] https://twitter.com/lantech_/status/1462442914378883072
[3] https://academic.oup.com/bioinformatics/advance-article-abstract/doi/10.1093/bioinformatics/btab441/6299382
[2] https://twitter.com/_atanas_/status/1462080818885582860
[2] https://neurodivergentprogrammer.blogspot.com/2021/11/is-autism-disability.html
[2] https://nanoporetech.com/ncm21?utm_campaign=K21015

Top URLs in Tweet in G5:
[4] https://www.icgeb.org/research-associate-vacancy-icgeb-tbg-nd/
[2] https://www.helpbiotech.co.in/2021/11/assam-university-bioinformatics-project.html
[1] https://apply.interfolio.com/99527
[1] https://www.helpbiotech.co.in/2021/11/vit-vellore-neurodegenerative.html
[1] https://www.helpbiotech.co.in/2021/11/nit-durgapur-structural.html
[1] https://epidiverse.gitbook.io/project/-MfxkdBDZggX_vc_sG5l/
[1] https://lenhardlab.wordpress.com/
[1] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-021-02527-4

Top URLs in Tweet in G6:
[23] https://ucdavis-bioinformatics-training.github.io/2021-June-RNA-Seq-Analysis/
[22] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab790/6432031
[8] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-021-02527-4
[4] http://www.biodecoded.com/2021/11/18/daily-digest-november-18-2021/
[3] https://academic.oup.com/bioinformatics/advance-article-abstract/doi/10.1093/bioinformatics/btab787/6432030?redirectedFrom=fulltext
[3] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-021-02514-9
[3] http://www.biodecoded.com/2021/11/20/daily-digest-november-20-2021/
[3] https://www.nature.com/articles/s41467-021-26938-w
[2] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab793/6433671?login=true
[2] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab759/6426069

Top URLs in Tweet in G7:
[2] https://www.neuroimmunology-munich.de/open-positions/4eebea3ce75dec99
[2] https://coursesandconferences.wellcomeconnectingscience.org/event/genomic-practice-for-genetic-counsellors-virtual-20220131/?utm_source=twitter&utm_medium=Twitter_Virtual&utm_campaign=GPGC2022&utm_content=organic_social
[2] https://www.futurelearn.com/courses/train-the-trainer-design-genomics-training?utm_campaign=wels_bau&utm_medium=organic_social&utm_source=twitter
[2] https://jobs.unimelb.edu.au/caw/en/job/907049/bioinformatics-application-specialist-ables-program-australian-biocommons
[2] https://nviewscareer.com/job/phd-scholarships-in-molecular-biology-bioinformatics-enzymology-dtu-denmark-2022/
[1] https://www.youtube.com/watch?v=mjnG9g9SgQg&t=1s

[1] https://www.denbi.de/jobs/1327-phd-position-in-comparative-genomics
[1] https://www.denbi.de/jobs/1326-postdoc-positions-in-comparative-genomics
[1] https://www.denbi.de/jobs/1324-postdoctoral-position-to-explore-multidimensional-integration-of-high-throughput-sequencing-data
[1] https://www.denbi.de/jobs/1330-technical-coordinator-genome-data-infrastructure

Top URLs in Tweet in G8:
[10] https://www.aplitrak.com/?adid=ZS5iYXJ0b24uMjc3OTUudHdpQG5hbm9wb3JldGVjaC5hcGxpdHJhay5jb20
[8] https://bis.amsi.org.au/public-lecture/
[3] https://www.combine.org.au/symp/combine-symposium-2021/
[2] https://www.adelaide.edu.au/newsroom/news/list/2021/11/12/ironing-out-the-cause-of-alzheimers-disease
[2] https://www.abacbs.org/jobs-detailed/2019/9/2/phd-scholarship-systems-biologybioinformatics-cairns-australia
[2] https://en.wikipedia.org/wiki/Benjamin_Franklin_Award_(Bioinformatics)
[1] http://www.iqtree.org/doc/AliSim
[1] https://drive.google.com/file/d/180WIpaDjulzGqo5PJoutYoJSdfqrDoG5/view?usp=sharing
[1] https://twitter.com/methylnick/status/1463004828993343490
[1] https://github.com/lh3/seqtk/

Top URLs in Tweet in G9:
[1] https://twitter.com/WURanimal/status/1460925384371941376
[1] https://www.wur.nl/en/vacancy/Postdoc-in-the-area-of-bioinformatics-genomics.htm
[1] https://twitter.com/bitterwaterblue/status/1463891960888889348
[1] http://go.plotly.com/bioinformatics
[1] https://plotlygraphs.medium.com/dash-apps-that-analyze-rna-sequencing-data-for-drug-vaccine-development-1a0ea9763d5

Top URLs in Tweet in G10:
[8] https://www.google.com/search?q=ecSeq%20Bioinformatics%20GmbH%20Sternwartenstra%C3%9Fe%2C%20Mitte%2C%20Leipzig%2C%20Sachsen&ludocid=10656608962590188334&=&utm_source=Twitter&utm_medium=Tweet&utm_campaign=Google%20Reviews%20Twitter#lrd=0x47a6f9d3ec230c4b:0x93e3e163ed6ea32e,1
[8] https://www.ecseq.com/workshops/ngs-data-analysis-courses?utm_source=twitter&utm_medium=tweet&utm_campaign=Public%20Courses%20on%20Twitter
[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
[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://www.uea.ac.uk/course/phd-doctorate/paratyphoid-mary-salmonella-paratyphi-a-transmission-and-characterisation-of-carrier-states-langridge-q22mmb/2022
[1] https://soundcloud.com/microbinfie/61-non-fungible-tokens-you-too-can-own-brca1
[1] https://www.uea.ac.uk/web/research/research-with-us/postgraduate-research/latest-phds-and-research-studentships/partnerships-in-doctoral-training/mmb

Top Domains
Top Domains in Tweet in Entire Graph:
[169] ref.finance
[133] oup.com
[122] biostars.org
[118] twitter.com
[87] biomedcentral.com
[84] biodecoded.com
[76] biorxiv.org
[73] nviewscareer.com
[70] nature.com
[59] frontiersin.org

Top Domains in Tweet in G1:
[169] ref.finance
[122] biostars.org
[52] biorxiv.org
[48] biodecoded.com
[48] medrxiv.org
[46] frontiersin.org
[45] biomedcentral.com
[40] nature.com
[39] twitter.com
[36] gotruvay.com

Top Domains in Tweet in G2:
[44] nviewscareer.com
[9] daad.de
[7] jobrxiv.org
[5] reallinks.io
[4] twitter.com
[1] cnrs.fr
[1] ac.uk
[1] mpg.de
[1] uni-freiburg.de
[1] co.in

Top Domains in Tweet in G3:
[14] careerarc.com
[11] twitter.com
[7] oup.com
[5] co.uk
[5] feedblitz.com
[4] nih.gov
[4] news-medical.net
[4] neurons.ai
[4] zintellect.com
[3] jdsupra.com

Top Domains in Tweet in G4:
[34] elsevierhealth.com
[19] doi.org
[9] blogspot.com
[8] twitter.com
[7] frontiersin.org
[6] nature.com
[5] physalia-courses.org
[5] wiley.com
[5] github.com
[4] oup.com

Top Domains in Tweet in G5:
[4] co.in
[4] icgeb.org
[1] interfolio.com
[1] gitbook.io
[1] wordpress.com
[1] biomedcentral.com

Top Domains in Tweet in G6:
[55] oup.com
[35] biodecoded.com
[24] github.io
[20] nature.com
[19] biomedcentral.com
[13] plos.org
[11] biorxiv.org
[6] github.com
[2] cshlp.org
[2] sdstate.edu

Top Domains in Tweet in G7:
[4] denbi.de
[4] wellcomeconnectingscience.org
[4] twitter.com
[2] neuroimmunology-munich.de
[2] futurelearn.com
[2] edu.au
[2] org.au
[2] meetup.com
[2] nviewscareer.com
[2] jobrxiv.org

Top Domains in Tweet in G8:
[11] org.au
[10] aplitrak.com
[5] twitter.com
[4] github.com
[2] edu.au
[2] abacbs.org
[2] linkedin.com
[2] wikipedia.org
[1] iqtree.org
[1] google.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] wur.nl
[1] plotly.com
[1] medium.com

Top Domains in Tweet in G10:
[18] ac.uk
[9] ecseq.com
[8] google.com
[2] github.com
[1] soundcloud.com
[1] figshare.com
[1] oup.com
[1] vimeo.com
[1] zenodo.org
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2693] bioinformatics
[540] essay
[540] assignments
[540] homework
[319] python
[303] genomics
[242] bioit
[241] research
[226] microbiology
[211] programming



Top Hashtags in Tweet in G1:
[1553] bioinformatics
[242] bioit
[195] essay
[195] assignments
[195] homework
[171] covid19
[130] debio
[112] genomics
[78] meta
[77] metaverse

Top Hashtags in Tweet in G2:
[146] bioinformatics
[89] phd
[54] immunology
[53] infectionbiology
[34] postdoc
[16] academicjobs
[13] uleth
[12] machinelearning
[9] phdgermany
[9] biochemistry

Top Hashtags in Tweet in G3:
[21] scientist
[11] bioinformatics
[11] remote
[11] generalscience
[7] nurs565
[7] santaclara
[7] jobs
[6] internship
[5] southsanfrancisco
[5] la

Top Hashtags in Tweet in G4:
[344] essay
[344] assignments
[344] homework
[328] bioinformatics
[268] python
[196] javascript
[191] programming
[190] research
[190] english
[190] psychology

Top Hashtags in Tweet in G5:
[8] bioinformatics
[2] genomics
[2] postdoc
[1] dna
[1] genetics
[1] bigdata
[1] nature
[1] ngs
[1] popgen
[1] biochemistry

Top Hashtags in Tweet in G6:
[145] bioinformatics
[19] genomics
[16] neoantigen
[11] deeplearning
[7] dataanalysis
[7] novo
[7] assembly
[6] rnaseq
[5] snakemakeworkflow
[5] scrnaseq

Top Hashtags in Tweet in G7:
[89] bioinformatics
[49] genomics
[23] data
[21] fltttgenomics
[18] postdoc
[12] sequencing
[10] medical
[10] rmarkdown
[8] hiringnow
[8] specialist

Top Hashtags in Tweet in G8:
[53] bioinformatics
[30] combine21
[15] genomics
[15] rna
[10] job
[10] hiring
[8] proteins
[7] abacbs2021
[7] complexheatmap
[7] rstats

Top Hashtags in Tweet in G9:
[4] vacancy
[4] postdoc
[4] wur_abg
[3] bioinformatics
[1] epigenetics
[1] regulatoryelements
[1] geneticselection
[1] infectionbiology
[1] immunology
[1] covid19

Top Hashtags in Tweet in G10:
[26] bioinformatics
[18] ngs
[17] dna
[16] rna
[13] genomics
[12] faobmb2021
[8] sequencing
[8] rnaseq
[8] dnaseq
[3] academictwitter

Top Words
Top Words in Tweet in Entire Graph:
[2693] #bioinformatics
[1990] bioinformatics
[1092] work
[679] phd
[579] quality
[558] score
[558] excellent
[546] deliver
[540] data
[540] legit

Top Words in Tweet in G1:
[1553] #bioinformatics
[331] bioinformatics
[298] work
[253] data
[242] #bioit
[223] quality
[217] dbio
[202] score
[199] deliver
[199] excellent

Top Words in Tweet in G2:
[180] position
[162] students
[146] #bioinformatics
[127] phd
[126] funded
[123] looking
[121] fully
[115] background
[115] quantitative
[114] canada

Top Words in Tweet in G3:
[272] bioinformatics
[46] scientist
[41] job
[33] scientific
[32] thermo
[32] fisher
[32] link
[32] bio
[28] click
[27] data

Top Words in Tweet in G4:
[355] work
[350] quality
[344] deliver
[344] legit
[344] guarantee
[344] excellent
[344] score
[344] hmu
[344] #essay
[344] #assignments

Top Words in Tweet in G5:
[137] resistance
[136] openings
[136] phd
[136] postdoc
[136] level
[136] work
[136] structure
[136] function
[136] evolution
[136] mechanism

Top Words in Tweet in G6:
[145] #bioinformatics
[68] bioinformatics
[67] analysis
[64] biodecoded
[50] data
[49] cell
[45] read
[39] seq
[37] 2021
[36] daily

Top Words in Tweet in G7:
[89] #bioinformatics
[60] bioinformatics
[55] training
[55] eventswcs
[52] online
[50] course
[49] #genomics
[45] nov
[43] free
[43] design

Top Words in Tweet in G8:
[62] bioinformatics
[53] #bioinformatics
[30] #combine21
[29] talk
[22] work
[22] combine_au
[19] amazing
[19] nhihin
[17] next
[16] approach

Top Words in Tweet in G9:
[96] bioinformatics
[86] 20
[85] itaiyanai
[85] phd
[84] years
[84] biology
[84] charles
[83] called
[83] delisi
[83] advisor

Top Words in Tweet in G10:
[82] thequadram
[79] bioinformatics
[74] microbes
[52] doctoral
[52] training
[52] programme
[51] microbiomes
[50] launch
[50] the_mrc
[48] dtp

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[540] deliver,quality
[540] quality,legit
[540] legit,work
[540] work,guarantee
[540] guarantee,excellent
[540] excellent,score
[540] score,hmu
[540] hmu,#essay
[540] #essay,#assignments
[540] #assignments,#homework

Top Word Pairs in Tweet in G1:
[242] #bioit,#bioinformatics
[195] deliver,quality
[195] quality,legit
[195] legit,work
[195] work,guarantee
[195] guarantee,excellent
[195] excellent,score
[195] score,hmu
[195] hmu,#essay
[195] #essay,#assignments

Top Word Pairs in Tweet in G2:
[121] fully,funded
[114] suitable,students
[114] students,background
[114] background,interest
[114] interest,quantitative
[113] funded,msc
[113] msc,ph
[113] ph,position
[113] position,uqam
[113] uqam,canada

Top Word Pairs in Tweet in G3:
[32] thermo,fisher
[31] fisher,scientific
[31] bioinformatics,scientist
[28] link,bio
[19] subject,matter
[19] click,link
[17] art,units
[17] matter,eligibility
[17] eligibility,challenges
[14] bioinformatics,ai

Top Word Pairs in Tweet in G4:
[344] deliver,quality
[344] quality,legit
[344] legit,work
[344] work,guarantee
[344] guarantee,excellent
[344] excellent,score
[344] score,hmu
[344] hmu,#essay
[344] #essay,#assignments
[344] #assignments,#homework

Top Word Pairs in Tweet in G5:
[136] openings,phd
[136] phd,postdoc
[136] postdoc,level
[136] level,work
[136] work,structure
[136] structure,function
[136] function,evolution
[136] evolution,mechanism
[136] mechanism,disease
[136] disease,resistance

Top Word Pairs in Tweet in G6:
[36] biodecoded,daily
[36] daily,digest
[34] single,cell
[34] digest,november
[31] rna,seq
[31] long,read
[25] biology,#bioinformatics
[24] seq,analysis
[23] detailed,latest
[23] latest,workshop

Top Word Pairs in Tweet in G7:
[47] #genomics,#bioinformatics
[42] design,#genomics
[42] online,course
[37] free,online
[37] #bioinformatics,training
[25] train,trainer
[25] trainer,design
[25] 22,nov
[21] starts,22
[20] course,train

Top Word Pairs in Tweet in G8:
[14] come,work
[14] work,department
[14] department,seeking
[14] seeking,tenure
[14] tenure,track
[14] track,faculty
[14] faculty,member
[14] member,#bioinformatics
[14] #bioinformatics,#genomics
[14] #genomics,#rna

Top Word Pairs in Tweet in G9:
[84] 20,years
[83] years,bioinformatics
[83] bioinformatics,called
[83] called,biology
[83] biology,charles
[83] charles,delisi
[83] delisi,phd
[83] phd,advisor
[83] advisor,quoted
[82] itaiyanai,20

Top Word Pairs in Tweet in G10:
[52] doctoral,training
[52] training,programme
[51] microbes,microbiomes
[51] microbiomes,bioinformatics
[48] bioinformatics,dtp
[32] recruiting,phd
[32] phd,student
[32] student,microbes
[32] dtp,thequadram
[32] thequadram,cardinglab

Top Replied-To
Top Replied-To in Entire Graph:
@itaiyanai
@amonsaifzozo
@debio_network
@jeroen_evo
@researchgermany
@chantalsimonato
@kevinblighe
@renbedre
@epigenohmics
@neilfws

Top Replied-To in G1:
@debio_network
@epigenohmics
@jermdemo
@renbedre
@kevinblighe
@pinebiotech
@bielleogy
@jineuroscience
@decentricity
@finance_ref

Top Replied-To in G2:
@researchgermany
@mayorkingz
@ouvrirlascience
@olumuyiwaayo

Top Replied-To in G4:
@chantalsimonato
@dereksarovich
@humanpangenome
@miles_benton

Top Replied-To in G5:
@jacquimonaghan

Top Replied-To in G6:
@itaiyanai
@sevenbridges
@biomickwatson
@jennybryan
@clementychow
@stevenxge

Top Replied-To in G7:
@hillermich

Top Replied-To in G8:
@neilfws
@nf_core
@robertoviola
@bioinformatics
@dgmacarthur
@wessidepraxis
@chrisamiller
@methylnick
@jollyjoelalli
@laninsky

Top Replied-To in G9:
@ruvinskyilya
@itaiyanai
@wvschaik
@teleonomic
@mattdsegal

Top Replied-To in G10:
@atinygreencell

Top Mentioned
Top Mentioned in Entire Graph:
@writershub92
@writershub_101
@decentricity
@debio_network
@biodecoded
@aaronting8
@oct_network
@brandewulff
@finance_ref
@primary_immune

Top Mentioned in G1:
@decentricity
@debio_network
@aaronting8
@oct_network
@finance_ref
@biodecoded
@seqcomplete
@writershub_101
@writershub92
@fludd_joseph

Top Mentioned in G2:
@drhammed
@mpiib_berlin
@researchgermany
@mpi_molgen
@rtg_meinbio
@nviewscareer
@max
@maxplanckpress
@zibiberlin
@mide_james

Top Mentioned in G3:
@fahad_almsned
@myasthenie_amis
@natlawhealthlaw

Top Mentioned in G4:
@writershub92
@writershub_101
@primary_immune
@_atanas_
@sminaev2015
@mayoclinic
@_sivasai
@frisesally
@angelicagallegs
@yukarikingdom18

Top Mentioned in G5:
@brandewulff
@epidiverse
@plant_pathogens
@theccdm
@nikolaiadamski
@helpbiotech
@icgebnewdelhi
@icgebcapetown
@kaust
@kaustcda

Top Mentioned in G6:
@jsantoyo
@biodecoded
@stevenxge
@razoralign
@francesca_fin_
@ou
@biomickwatson
@mcolebrook
@rshermanjhu
@leviadamsphd

Top Mentioned in G7:
@eventswcs
@sasbi_students
@h3abionet
@aasciences
@denbioffice
@ausbiocommons
@qcifltd
@melbioinf
@pawseycentre
@sydney_sih

Top Mentioned in G8:
@combine_au
@nhihin
@martinalexsmith
@nanoporejobs
@bioinfosummer
@drkatholt
@seqeralabs
@philippbayer
@ebitraining
@pietro_delfino

Top Mentioned in G9:
@itaiyanai
@wuranimal
@mflderks
@marta_godia
@alyssakmorrow
@igvteam
@naomibot
@milja001
@plotlygraphs
@mpiib_berlin

Top Mentioned in G10:
@thequadram
@the_mrc
@mjpallen
@evelienadri
@cardinglab
@falk_
@uniofeastanglia
@ueamed
@aphagovuk
@ukhsa

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@edinburghwatch
@ejlazar
@monicasloves
@huskorkut
@xaelbot
@codedailybot
@crweworld

Top Tweeters in G1:
@chidambara09
@rosenchild
@fabriciosx
@ml_tweet_bot
@helperstream
@cnbc
@humanre41270855
@azuerbot
@xzpwedvhhh37i3c
@thecuriousluke

Top Tweeters in G2:
@scieducation1
@danielvalantine
@mr_muize
@bukola_beckley
@lowarre_akins
@chrisishiguzo
@_omolola_gold
@iraadat_
@ser_bart
@mayorkingz

Top Tweeters in G3:
@crweworld
@newsfilterio
@flashalert_me
@biconnections
@otcdynamics
@patesalo_e
@careerage
@eprnetwork
@newsfrombw
@iweller_health

Top Tweeters in G4:
@sectest9
@cybersec_feeds
@ejlazar
@monicasloves
@huskorkut
@xaelbot
@codedailybot
@mhall55nine
@cybersecurityn8
@nieuwemarlean

Top Tweeters in G5:
@selvarajguru
@morontafelix
@583original
@beepuluv
@pmgilmartin
@schwessinger
@purtyofficial
@danielbolnick
@czemborjerzyh
@eleniangel3

Top Tweeters in G6:
@edinburghwatch
@ayirpelle
@stanleyepstein
@biomickwatson
@clementychow
@tonyburnetti
@szetoinsitu
@pawansomanchi
@manueltard
@hackingdom_io

Top Tweeters in G7:
@fchasteland
@etym_dub
@helengavaghan
@_oliviabot
@chatwithchauke
@unimelb
@anakrousism
@muellerwhh
@tanmoyray01
@h3abionet

Top Tweeters in G8:
@jasonwilliamsny
@abrunelll
@ewanbirney
@awscloud
@philippbayer
@uniofadelaide
@jwbelmon
@dgmacarthur
@neilfws
@methylnick

Top Tweeters in G9:
@johnnydee62
@jchrispires
@jccordero28
@kijomba1
@emoontx
@brythax
@palmarine128
@sennekuyl
@wvschaik
@mads100tist

Top Tweeters in G10:
@_open_science_
@pathogenomenick
@dutchscientist
@alanmcn1
@uniofeastanglia
@ancestralstate
@plantevolution
@aistronach
@talbotlabtsl
@nnuh


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