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bioinformatics_2023-03-18_15-40-49.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 18, 2023
Short Description:
bioinformatics via NodeXL https://bit.ly/3yPDz7G
@binfotrends
@jeffinerca
@compchembiobot
@apothera
@sunshin21502307
@who
@mdc_martinus
@diakoem
@biorealism
@razoralign

Top hashtags:
#bioinformatics
#genomics
#bioit
#medtwitter
#ai
#meded
#biotech
#icu
#datascience

Description:
Description
The graph represents a network of 3,757 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 22:45 UTC.

The tweets in the network were tweeted over the 1586-day, 5-hour, 23-minute period from Monday, 12 November 2018 at 18:36 UTC to Friday, 17 March 2023 at 23:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

The graph is directed.

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

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


Author Description


Overall Graph Metrics
Vertices : 3757
Unique Edges : 2344
Edges With Duplicates : 9159
Total Edges : 11503
Number of Edge Types : 9
Retweet : 3573
MentionsInRetweet : 4829
Tweet : 1045
Mentions : 810
Replies to : 417
MentionsInReplyTo : 621
MentionsInQuote : 107
Quote : 84
MentionsInQuoteReply : 17
Self-Loops : 1402
Reciprocated Vertex Pair Ratio : 0.0303453783190258
Reciprocated Edge Ratio : 0.0589033133113738
Connected Components : 406
Single-Vertex Connected Components : 195
Maximum Vertices in a Connected Component : 2790
Maximum Edges in a Connected Component : 9774
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.158764
Graph Density : 0.000365735469154773
Modularity : 0.41536
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,757 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 22:45 UTC.

The tweets in the network were tweeted over the 1586-day, 5-hour, 23-minute period from Monday, 12 November 2018 at 18:36 UTC to Friday, 17 March 2023 at 23:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : 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:
[242] https://apps.apple.com/us/app/apothera/id526613282
[72] https://open.spotify.com/episode/7MIQ5epwqxHtklbpvYbvXj?si=-WntpEmoTUmJKNB4zczn5w
[64] https://open.spotify.com/episode/7Foa5UvRQoTo6UV3HAagk1?si=RwBmy60vSy2ZuQIo7-_C8A&utm_source=copy-link
[61] https://open.spotify.com/episode/57uEiVF0UhwNX6OLdfN91g?si=7Co-9eUiS1655UxiLT6Z9A&utm_source=copy-link
[61] https://open.spotify.com/episode/63KVvG80baEcQzXFQVSsaN?si=Sxk69x1DR6CLVgq08cHzmg&utm_source=copy-link
[47] https://www.bmj.com/content/bmj/suppl/2015/08/18/bmj.h4240.DC1/febrile_seizures_v19_web.pdf
[40] https://pubs.asahq.org/anesthesiology/article/132/4/908/108868/Perioperative-Point-of-Care-UltrasoundFrom-Concept
[39] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2farticle%2f38%2f10%2f2719%2f6553661
[32] https://www.degruyter.com/document/doi/10.1515/jib-2019-0005/html
[26] https://jamanetwork.com/crawlprevention/governor?content=%2fjournals%2fjama%2ffullarticle%2f2533510

Top URLs in Tweet in G1:
[16] https://www.nextcfd.com
[13] https://apps.apple.com/us/app/apothera/id526613282
[12] https://www.gsdiandadvocacy.co.uk/why-we-choose-to-focus-on-healthy
[9] https://twitter.com/BioDecoded/status/1635419727844745217/photo/1
[8] https://theglobalstructurenetwork.com/f/unlocking-consumers%E2%80%99-modern-selfcare-promise
[8] https://www.longdom.org/journal-research-development.html
[6] https://www.helpbiotech.co.in/2023/03/iitd-bioinformatics-project-opening.html
[6] https://twitter.com/helpBIOTECH/status/1635621756571635713/photo/1
[5] https://www.biostars.org/p/9557196/
[5] https://www.biostars.org/p/9557331/

Top URLs in Tweet in G2:
[1] https://www.llnl.gov/join-our-team/careers/find-your-job
[1] https://twitter.com/ARAllianceOrg/status/1635391403168784385/photo/1

Top URLs in Tweet in G3:
[4] https://twitter.com/abankersjourney/status/1636062585404497923/photo/1
[4] https://twitter.com/social_biome/status/1636442207019253764/photo/1
[4] https://twitter.com/CedricBardyLab/status/1623548740299812867/photo/1
[4] https://combine-lab.github.io/blog/2022/11/25/rust-for-bioinformatics-part-1.html
[3] https://twitter.com/nirinepal/status/1635195872035364865/photo/1
[3] https://twitter.com/slabkoff/status/1635846483873509378/photo/1
[3] https://airccse.org/journal/ijcseit/ijcseit.html
[3] https://coneco2009.com/submissions/imagination/home.html
[3] https://twitter.com/Kouttachiga/status/1634982232392871936/photo/1
[3] https://twitter.com/SKatafai/status/1635746000659677187/photo/1

Top URLs in Tweet in G4:
[30] https://www.degruyter.com/document/doi/10.1515/jib-2019-0005/html
[15] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2fadvance-article%2fdoi%2f10.1093%2fbioinformatics%2fbtad119%2f7070503
[15] https://twitter.com/razoralign/status/1635267060984061952/photo/1
[12] https://peerj.com/articles/9954
[10] https://dx.plos.org/10.1371/journal.pone.0239275
[9] https://www.youtube.com/playlist?list=PLRbOsyrFi8C4ZKSPRuL9DnCw-xuQlyVXz

[8] https://www.youtube.com/playlist?list=PLRbOsyrFi8C4DOxEzjVLGmlzZ8iOugylv

[4] http://biorxiv.org/lookup/doi/10.1101/2023.03.13.532455
[4] https://www.youtube.com/watch?v=62ShF-Wp5F4&feature=youtu.be

[4] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article

Top URLs in Tweet in G5:
[217] https://apps.apple.com/us/app/apothera/id526613282
[45] https://www.bmj.com/content/bmj/suppl/2015/08/18/bmj.h4240.DC1/febrile_seizures_v19_web.pdf
[38] https://pubs.asahq.org/anesthesiology/article/132/4/908/108868/Perioperative-Point-of-Care-UltrasoundFrom-Concept
[24] https://jamanetwork.com/crawlprevention/governor?content=%2fjournals%2fjama%2ffullarticle%2f2533510
[16] https://jamanetwork.com/crawlprevention/governor?content=%2fjournals%2fjama%2ffullarticle%2f2785943
[14] https://www.chestnet.org/-/media/chesnetorg/Guidelines-and-Resources/Documents/AKI_Infographic.ashx?_ga=2.40472482.1083768911.1672637186-1036189105.1672637184
[7] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41582-019-0250-9.pdf
[3] https://www.acc.org/latest-in-cardiology/articles/2021/07/12/12/31/universal-definition-and-classification-of-heart-failure?utm_medium=social&utm_source=twitter_post&utm_campaign=twitter_post#.Y0ztzhuu9cI.twitter
[3] https://gut.bmj.com/content/gutjnl/68/Suppl_3/s1.full.pdf
[3] https://evidence.nejm.org/doi/full/10.1056/EVIDra2200053

Top URLs in Tweet in G6:
[39] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2farticle%2f38%2f10%2f2719%2f6553661
[4] https://twitter.com/JumpDudeTslaQ/status/1636747639361265667/photo/1
[2] https://twitter.com/JumpDudeTslaQ/status/1636747639361265667?t=VtwOnjJBS2wOhJ3QBlKdlA&s=19
[2] https://zenodo.org/record/7016124
[2] https://twitter.com/figgityfigs/status/1636688751853223938/photo/1
[1] https://twitter.com/JumpDudeTslaQ/status/1636742038170349569/photo/1
[1] https://twitter.com/JumpDudeTslaQ/status/1636741801506734081/photo/1
[1] https://twitter.com/JumpDudeTslaQ/status/1636739721278676992/photo/1
[1] https://academic.oup.com/bioinformatics/article/38/10/2719/6553661?login=false
[1] https://twitter.com/messages/media/1633746893955014660

Top URLs in Tweet in G7:
[19] https://www.youtube.com/watch?v=B5l-2TJwREs&feature=youtu.be

[3] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2fadvance-article%2fdoi%2f10.1093%2fbioinformatics%2fbtad119%2f7070503
[3] https://twitter.com/razoralign/status/1635267060984061952/photo/1
[2] https://courses.basepairtech.com/courses/introduction-to-rna-seq-analysis?utm_source=LinkedIn&utm_medium=Post&utm_campaign=RNA+Seq+Course&utm_id=RNA+Seq+Course
[2] https://www.youtube.com/watch?v=kOlMcZujHHA&feature=youtu.be

[2] https://www.youtube.com/playlist?list=PLRbOsyrFi8C4DOxEzjVLGmlzZ8iOugylv

[1] https://www.basepairtech.com/knowledge-center/
[1] https://twitter.com/BasepairTech/status/1349031645974769664/photo/1
[1] https://www.basepairtech.com/blog/variant-calling-in-genomics/
[1] https://twitter.com/BasepairTech/status/1635755443292348416/photo/1

Top URLs in Tweet in G8:
[10] https://twitter.com/dafemlions/status/1636480162735767561/photo/1
[7] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2fadvance-article%2fdoi%2f10.1093%2fbioinformatics%2fbtac709%2f6782956
[7] https://github.com/SFGLab/ConsensuSV-pipeline
[4] https://twitter.com/dafemlions/status/1635345312679075867/photo/1
[2] https://jobrxiv.org/job/university-of-montreal-27778-postdoctoral-fellow-integrative-genetics-in-hematologic/?feed_id=40374
[2] https://jobrxiv.org/job/university-of-antwerp-27778-phd-position-in-artificial-intelligence-for-bioinformatics/?feed_id=40740
[2] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2fadvance-article%2fdoi%2f10.1093%2fbioinformatics%2fbtaa171%2f5803071
[1] https://agristok.net/?p=21662
[1] https://twitter.com/agristok/status/1634607056194875396/photo/1
[1] https://agristok.net/?p=21742

Top URLs in Tweet in G9:
[3] https://twitter.com/loglab_bcn/status/1635939608339927042/photo/1
[3] https://twitter.com/delvent_/status/1636012061946675200/photo/1
[3] https://mailchi.mp/c9b8d62937a5/bioinformatics-education-summit-1517-may-2023-wellcome-genome-campus-uk-and-virtual
[2] https://www.ebi.ac.uk/training/events/applying-mathematical-modelling-biological-problems-plant-science/
[2] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2fadvance-article%2fdoi%2f10.1093%2fbioinformatics%2fbtad097%2f7067744
[1] https://glittr.org
[1] https://www.ebi.ac.uk/training/events/discover-drug-targets-europe-pmc-machine-learning-dataset-and-open-targets/
[1] https://twitter.com/EBItraining/status/1634110146140938240/photo/1
[1] https://www.ebi.ac.uk/training/events/bioinformatics-principal-investigators-1/
[1] https://twitter.com/EBItraining/status/1635958708944486401/photo/1

Top URLs in Tweet in G10:
[15] https://twitter.com/BioDecoded/status/1633524965474697216/photo/1
[7] https://academic.oup.com/crawlprevention/governor?content=%2fbioinformatics%2farticle%2f39%2f3%2fbtad097%2f7067744%3flogin%3dfalse
[7] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41587-023-01690-2
[6] https://twitter.com/BioDecoded/status/1634420310220115970/photo/1
[6] https://twitter.com/BioDecoded/status/1635419727844745217/photo/1
[5] http://www.biodecoded.com/2023/02/25/daily-digest-february-25-2023/
[4] https://twitter.com/BioDecoded/status/1634417530877132801/photo/1
[4] https://twitter.com/BioDecoded/status/1634415868921905152/photo/1
[4] https://twitter.com/BioDecoded/status/1634419927313690625/photo/1
[4] https://twitter.com/BioDecoded/status/1632868142715375616/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1088] twitter.com
[258] spotify.com
[242] apple.com
[138] oup.com
[122] paper.li
[108] biostars.org
[83] youtube.com
[82] nature.com
[59] biorxiv.org
[57] careerarc.com

Top Domains in Tweet in G1:
[258] twitter.com
[110] paper.li
[108] biostars.org
[55] careerarc.com
[45] google.com
[30] nature.com
[23] reddit.com
[22] org.uk
[19] youtube.com
[17] biorxiv.org

Top Domains in Tweet in G2:
[1] llnl.gov
[1] twitter.com

Top Domains in Tweet in G3:
[68] twitter.com
[15] nih.gov
[11] feedblitz.com
[11] linkedin.com
[7] github.io
[7] oup.com
[5] airccse.org
[5] researchsquare.com
[4] appcast.io
[4] easybiologyclass.com

Top Domains in Tweet in G4:
[56] twitter.com
[32] biorxiv.org
[30] degruyter.com
[29] youtube.com
[24] oup.com
[12] peerj.com
[10] plos.org
[5] physalia-courses.org
[4] cambridge.org
[4] amc.nl

Top Domains in Tweet in G5:
[217] apple.com
[129] twitter.com
[49] bmj.com
[40] jamanetwork.com
[38] asahq.org
[14] chestnet.org
[7] nature.com
[3] acc.org
[3] nejm.org
[2] mcgill.ca

Top Domains in Tweet in G6:
[40] oup.com
[25] twitter.com
[2] trib.al
[2] zenodo.org
[2] researchsquare.com
[1] usrtk.org
[1] pnas.org
[1] com.tw
[1] latimes.com
[1] co.uk

Top Domains in Tweet in G7:
[24] youtube.com
[17] twitter.com
[4] basepairtech.com
[4] oup.com
[2] github.com
[2] thehackbio.com
[1] seqanswers.com
[1] thehackbioblog.com
[1] google.com
[1] co.in

Top Domains in Tweet in G8:
[22] twitter.com
[10] oup.com
[8] github.com
[5] agristok.net
[4] jobrxiv.org
[1] shorturl.at
[1] researchjobs.cz
[1] colossal.com
[1] formbio.com
[1] untalent.org

Top Domains in Tweet in G9:
[15] twitter.com
[5] ac.uk
[3] oup.com
[3] mailchi.mp
[1] glittr.org
[1] wellcomeconnectingscience.org
[1] nature.com
[1] mdpi.com
[1] lifescitrainers.org
[1] github.com

Top Domains in Tweet in G10:
[72] twitter.com
[19] oup.com
[18] nature.com
[11] biodecoded.com
[5] biomedcentral.com
[2] frontiersin.org
[2] insideprecisionmedicine.com
[1] github.io
[1] biorxiv.org
[1] hubbucket.xyz

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1633] bioinformatics
[230] genomics
[226] bioit
[222] medtwitter
[92] ai
[92] meded
[89] biotech
[88] icu
[82] datascience
[72] tunein



Top Hashtags in Tweet in G1:
[844] bioinformatics
[223] bioit
[94] genomics
[59] ai
[36] machinelearning
[28] chemistry
[28] paper
[27] wef
[26] computationalbiology
[25] lascs2023

Top Hashtags in Tweet in G2:
[1] gsb2023
[1] arbic2023

Top Hashtags in Tweet in G3:
[23] bioinformatics
[13] biotech
[10] jobs
[9] genomics
[8] datascience
[4] machinelearning
[4] python
[4] software
[4] preprints
[3] atomicstructuralbiology

Top Hashtags in Tweet in G4:
[109] bioinformatics
[60] genomics
[42] python
[41] datascience
[30] openscience
[27] dna
[22] edu
[19] compbioskills
[18] biotechnology
[17] linux

Top Hashtags in Tweet in G5:
[184] medtwitter
[140] bioinformatics
[85] meded
[81] icu
[66] internalmedicine
[63] idtwitter
[56] usmle
[54] seizures
[41] pharmatwitter
[40] pneumonia

Top Hashtags in Tweet in G7:
[59] bioinformatics
[19] variant
[11] hla
[6] genomics
[4] biotech
[3] rnaseq
[3] bioit
[3] linux
[3] career
[2] ngs

Top Hashtags in Tweet in G8:
[10] postdoc
[9] postdoctoral
[6] phd
[5] canada
[4] montreal
[4] humangenetics
[4] unjobs
[3] bioinformatics
[2] sciencejobs
[2] hiring

Top Hashtags in Tweet in G9:
[73] bioinformatics
[50] github
[5] pi
[4] computationalbiology
[4] webinar
[3] glittr
[3] multiomics
[3] plantscience
[3] plants_mdpi
[3] plant

Top Hashtags in Tweet in G10:
[37] bioinformatics
[14] genomeassembly
[13] metagenomics
[13] methodsbenchmarking
[5] deeplearning
[5] genomicquantification
[5] dataretrieval
[5] ga4gh
[3] genomics
[2] cardiovasculardisease

Top Words
Top Words in Tweet in Entire Graph:
[1633] #bioinformatics
[1331] bioinformatics
[485] hiring
[445] interactions
[434] finally
[433] postdocs
[430] soil
[427] approved
[422] biogeochem
[422] isotope

Top Words in Tweet in G1:
[844] #bioinformatics
[223] #bioit
[161] bioinformatics
[120] data
[112] seqcomplete
[97] research
[96] thanks
[94] #genomics
[87] latest
[81] join

Top Words in Tweet in G2:
[403] soil
[398] interactions
[396] mineral
[396] hiring
[396] microbe
[396] isotope
[396] jeffinerca
[396] finally
[396] ref4214o
[396] approved

Top Words in Tweet in G3:
[201] bioinformatics
[143] help
[120] assignment
[54] online
[50] data
[48] exam
[32] analysis
[31] homework
[31] class
[28] research

Top Words in Tweet in G4:
[109] #bioinformatics
[65] bioinformatics
[60] #genomics
[54] razoralign
[52] tool
[49] multiple
[44] use
[42] publication
[42] easy
[42] syntenic

Top Words in Tweet in G5:
[310] apothera
[184] #medtwitter
[140] #bioinformatics
[85] #meded
[81] #icu
[80] care
[66] #internalmedicine
[64] iv
[63] #idtwitter
[60] febrile

Top Words in Tweet in G6:
[72] market
[63] 2019
[48] early
[42] data
[34] bloom
[33] cases
[31] kumar's
[31] jesse
[31] sudhir
[31] case

Top Words in Tweet in G7:
[65] bioinformatics
[59] #bioinformatics
[42] file
[36] 2023
[33] training
[33] registration
[32] interested
[32] starting
[32] plz
[32] foundation

Top Words in Tweet in G8:
[125] bioinformatics
[56] phd
[49] agristok
[45] position
[43] university
[36] fully
[35] funded
[32] biology
[30] plant
[29] genome

Top Words in Tweet in G9:
[73] #bioinformatics
[52] bioinformatics
[50] #github
[50] p_palagi
[50] luck
[50] created
[50] courses
[50] looking
[50] choup
[50] isbsib

Top Words in Tweet in G10:
[50] biodecoded
[37] #bioinformatics
[34] jsantoyo
[26] data
[26] splicing
[26] nature
[26] bioinformatics
[22] analysis
[21] cell
[20] genome

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[422] finally,approved
[422] microbe,mineral
[422] approved,hiring
[422] soil,isotope
[422] isotope,biogeochem
[422] biogeochem,ref4214o
[422] postdocs,soil
[422] hiring,postdocs
[422] ref4214o,microbe
[422] mineral,interactions

Top Word Pairs in Tweet in G1:
[190] #bioit,#bioinformatics
[76] national,laboratory
[66] seqcomplete,#bioit
[62] frederick,national
[56] #bioinformatics,comment
[42] machine,learning
[39] #bioinformatics,#ai
[35] #genomics,#bioinformatics
[34] biocode,offering
[28] latest,rnomics

Top Word Pairs in Tweet in G2:
[396] biogeochem,ref4214o
[396] isotope,biogeochem
[396] ref4214o,microbe
[396] finally,approved
[396] postdocs,soil
[396] hiring,postdocs
[396] approved,hiring
[396] soil,isotope
[396] microbe,mineral
[396] mineral,interactions

Top Word Pairs in Tweet in G3:
[94] assignment,help
[27] online,class
[26] homework,assignment
[26] assignment,exam
[24] offer,online
[24] class,homework
[23] expert,help
[23] exam,expert
[22] exam,help
[19] help,online

Top Word Pairs in Tweet in G4:
[42] ready,visualization
[42] use,flexible
[42] easy,use
[42] flexible,tool
[42] publication,ready
[42] tool,publication
[42] relationships,multiple
[42] ngenomesyn,easy
[42] syntenic,relationships
[42] visualization,syntenic

Top Word Pairs in Tweet in G5:
[63] #medtwitter,#bioinformatics
[60] #medtwitter,#meded
[54] #seizures,#idtwitter
[51] dose,regimens
[48] #idtwitter,#medtwitter
[45] febrile,seizures
[45] apothera,febrile
[45] seizures,#seizures
[44] #bioinformatics,#medstudent
[43] iv,dose

Top Word Pairs in Tweet in G6:
[31] jesse,bloom
[31] sudhir,kumar's
[30] market,origin
[29] october,2019
[29] early,october
[29] kumar's,group
[26] taiwanese,cecc
[25] december,2019
[25] september,early
[21] single,point

Top Word Pairs in Tweet in G7:
[32] 1st,april
[32] bioinformatics,foundation
[32] foundation,training
[32] interested,plz
[32] registration,open
[32] 2023,registration
[32] beginners,starting
[32] training,beginners
[32] open,interested
[32] starting,1st

Top Word Pairs in Tweet in G8:
[35] fully,funded
[30] phd,position
[24] role,structural
[24] position,fully
[24] university,vienna
[24] structural,variation
[24] bioinformatics,role
[24] radiation,university
[24] adaptive,radiation
[24] funded,bioinformatics

Top Word Pairs in Tweet in G9:
[50] choup,p_palagi
[50] luck,choup
[50] courses,#github
[50] p_palagi,isbsib
[50] #github,luck
[50] #bioinformatics,courses
[50] isbsib,created
[50] looking,#bioinformatics
[49] created,#gli
[49] geertvangeest,looking

Top Word Pairs in Tweet in G10:
[13] assembly,methods
[13] alternative,splicing
[13] downstream,rna
[13] analysis,tools
[13] single,cell
[13] mechanisms,impact
[13] sequencing,data
[13] genome,assembly
[13] suite,downstream
[13] rna,splicing

Top Replied-To
Top Replied-To in Entire Graph:
@nytimes
@accountpalatine
@theatlantic
@elenaruiz_poet
@robertwrighter
@krymteddy
@bortkiewicz1982
@rdcopple
@stephanietara
@raellelogan1

Top Replied-To in G1:
@siancafferkey
@dbt_nccs_pune
@dtu_healthtech
@sama
@putrinolab
@imoame0801
@drjoscience
@ab_abecasis
@pengyiyang82
@chrost_hugo

Top Replied-To in G4:
@aaronquinlan
@jxchong
@dtubiosustain

Top Replied-To in G6:
@nytimes
@accountpalatine
@krymteddy
@robertwrighter
@theatlantic
@stevenemassey
@roper_lab
@hiltzikm
@mjnanostretch
@ptsteeps

Top Replied-To in G7:
@informatician3
@ncsupenglab

Top Replied-To in G10:
@sbme_ubc

Top Mentioned
Top Mentioned in Entire Graph:
@jeffinerca
@apothera
@seqcomplete
@chemistry_net
@razoralign
@primary_immune
@jsantoyo
@agristok
@diakoem
@choup

Top Mentioned in G1:
@seqcomplete
@chemistry_net
@biocodeltd
@iscbsc
@royalvoxpost
@iscblascs
@frednatlabjobs
@cbirtdirector
@iscb
@jsantoyo

Top Mentioned in G2:
@jeffinerca
@mrillig
@arallianceorg
@diakoem

Top Mentioned in G3:
@chicagoessays
@ycliao7
@hernangraffe
@cedricbardylab
@hwexpert
@mirandamckenni1

Top Mentioned in G4:
@razoralign
@researchgenome
@andgenomics
@ashvip2
@prof_danthomas
@roslininstitute
@compassbioinf
@jgdprendergast
@genomicsedi
@youtube

Top Mentioned in G5:
@apothera

Top Mentioned in G6:
@natesilver538
@biorealism
@katherinejwu
@nytimes
@theatlantic
@monarahalkar
@joshtpm
@davidbahry
@michaelworobey
@ggronvall

Top Mentioned in G7:
@drjyotibala369
@basepairtech
@informatician3
@tangming2005
@lifedecode
@slowkow
@razoralign
@thehackbio
@ncsupenglab
@ashvip2

Top Mentioned in G8:
@agristok
@dianembeckles
@dafemlions
@strnr
@biologycentre
@jobrxiv
@researchjobs_cz
@jeffinerca
@uantwerpen
@form_bio

Top Mentioned in G9:
@choup
@p_palagi
@isbsib
@geertvangeest
@ebitraining
@mbishop_uk
@marionkoopmans
@emblebi
@realantkour
@johnfoz

Top Mentioned in G10:
@biodecoded
@jsantoyo
@hubbucket
@bmcbioinfo
@sicb_dee
@nar_open
@yatishturakhia
@razoralign
@sicb_
@briefingbioinfo

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@stigmabaseo
@toicitiesnews
@vonrosenchild
@life_sciences_
@davepperlmutter
@marylschmidt
@jgmacleodauthor
@tzdiscovery
@calcaware

Top Tweeters in G1:
@life_sciences_
@bbcnews
@surfiniae
@nbcnews
@telemaco31
@deepgreendesign
@physorg_health
@seqcomplete
@myjournals
@np_grwl

Top Tweeters in G2:
@eatwithnia
@nyfarmer
@andresrguez
@aabdulface
@drmel_t
@_duck_tweeting
@jeffhavig
@mr__mado
@okeeffelynn
@surt_lab

Top Tweeters in G3:
@stigmabaseo
@suriyasubraman
@careerage
@eprnetwork
@parkyon02
@hernangraffe
@zobjobsus
@otunbabrickz
@chicagoessays
@lucian2drei

Top Tweeters in G4:
@fullnam35087976
@rstatstweet
@pythonroboto
@pythonbot_by_pm
@jayeshmthakur
@mtanichthys
@edinburgh_forum
@openscitalk
@nparmalee
@rstats4ds

Top Tweeters in G5:
@chidambara09
@caring_mobile
@drshahrul80
@mohammadala33
@flo_rox
@lance_fogan
@epstrong
@cimesalvador
@iamhanifhanafi
@medicopediatra

Top Tweeters in G6:
@nytimes
@latimes
@mumbly_joe
@neilyoungsaveus
@joshtpm
@paulbensonsucks
@chrislancashir3
@mrjoncryer
@theatlantic
@lorac22allen

Top Tweeters in G7:
@dccc_phd
@_jakashi
@szetoinsitu
@tangming2005
@tao_bio
@miguelsieck
@genequan
@iskander
@ebennesta394
@el_dryosa

Top Tweeters in G8:
@jfa_unijuntos
@ctitusbrown
@who
@untalentjobs
@ismaila_saf
@_uzor
@husenpeerzade
@dafemlions
@gabbie_yebbs
@yggdrasil13751

Top Tweeters in G9:
@ecology_tweets
@jasonwilliamsny
@agroinsights
@marionkoopmans
@delvent_
@campbell_jd_phd
@cesarsierran
@vic_bioinfo
@vitoriacatarin
@hedurubiano

Top Tweeters in G10:
@vonrosenchild
@hubbucket
@voxel_pacman
@mohammeali69
@saubashyasur
@bentersm
@drkykeqro
@blacksamrat
@frontiersin
@neuro_david