bioinformatics, Twitter, 4/16/2022 10:43:32 PM, 274895


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bioinformatics_2022-04-16_15-18-01.xlsx
bioinformatics_2022-04-16_15-18-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 16, 2022
Short Description:
bioinformatics via NodeXL https://bit.ly/37VAbxU
@binfotrends
@compchembiobot
@dnaed_tech
@bacterialchem
@chrost_hugo
@jsantoyo
@rpetit3
@primary_immune
@hausmj
@biodecoded

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

Description:
Description
The graph represents a network of 4,472 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, 16 April 2022 at 22:29 UTC.

The requested start date was Saturday, 16 April 2022 at 00:01 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, 22-minute period from Friday, 08 April 2022 at 03:38 UTC to Saturday, 16 April 2022 at 00:00 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 : 4472
Unique Edges : 3216
Edges With Duplicates : 12578
Total Edges : 15794
Number of Edge Types : 5
Tweet : 1426
Retweet : 5696
MentionsInRetweet : 7473
Replies to : 198
Mentions : 1001
Self-Loops : 1504
Reciprocated Vertex Pair Ratio : 0.0193704600484262
Reciprocated Edge Ratio : 0.0380047505938242
Connected Components : 464
Single-Vertex Connected Components : 232
Maximum Vertices in a Connected Component : 3383
Maximum Edges in a Connected Component : 14157
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.214751
Graph Density : 0.000357951801492344
Modularity : 0.381879
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,472 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, 16 April 2022 at 22:29 UTC.

The requested start date was Saturday, 16 April 2022 at 00:01 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, 22-minute period from Friday, 08 April 2022 at 03:38 UTC to Saturday, 16 April 2022 at 00:00 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:
[62] https://dx.plos.org/10.1371/journal.pone.0239275
[56] https://www.mdpi.com/2073-4425/11/3/274/htm
[27] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-022-08452-5
[26] https://www.biomedcentral.com/epdf/10.1186/s12864-018-5360-z?sharing_token=fG6K8Nx-datNtjXKEejUAG_BpE1tBhCbnbw3BuzI2RMd8Vgn6jQqR3ejWe2d3M8HYdCAn3e2rbELen_J40OqVRpUzESTds55STWJhvW-UzyvV1quzQjYV_cMJDU1Rzijo5ioRifQxyDAaFgWC0Cc4LyAgADz3O1MPx2Z43JSR-g%3D
[24] https://tweetedtimes.com/search/%23bioinformatics%20OR%20%23bioit
[23] https://www.daad.de/deutschland/promotion/phd/en/13306-phdgermany-database/?detail=6839
[22] https://doi.org/10.1515/jib-2019-0005
[22] https://mhh.hr4you.org/job/view/1292/bioinformatician-data-scientist-f-d-m?page_lang=en
[18] https://www.frontiersin.org/article/10.3389/fmolb.2018.00062/full
[18] https://www.biomedcentral.com/epdf/10.1186/s12864-021-07877-8?sharing_token=5te7a7jIYuaiqsz5HGsf-W_BpE1tBhCbnbw3BuzI2RPtuT10r8eles1yUXB7nDu6rUoW3zzdKXjuLBeWRlYgjmQcWlAWYjwhtieWtIpPS4fhSeMAJb6tdDVSl0haHhryRGjaV8F4TjyuORRNN4iP6WGBVKCSIMTMRbirkw5hAEM%3D

Top URLs in Tweet in G1:
[12] https://www.nextcfd.com
[11] https://www.physalia-courses.org/courses-workshops/
[10] https://www.pnas.org/doi/10.1073/pnas.2118210119
[10] https://dx.plos.org/10.1371/journal.pone.0239275
[9] https://hgserver1.amc.nl:443/
[8] https://paystack.com/pay/bioinformatics-intro-training-2022
[8] https://www.bdglifesciences.com/workshops-online
[8] https://tweetedtimes.com/search/%23bioinformatics%20OR%20%23bioit
[7] https://doi.org/10.1098/rsbl.2020.0003
[7] https://www.thieme-connect.com/products/ejournals/abstract/10.1055/s-0041-1731784

Top URLs in Tweet in G2:
[52] https://dx.plos.org/10.1371/journal.pone.0239275
[48] https://www.mdpi.com/2073-4425/11/3/274/htm
[22] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-022-08452-5
[21] https://www.biomedcentral.com/epdf/10.1186/s12864-018-5360-z?sharing_token=fG6K8Nx-datNtjXKEejUAG_BpE1tBhCbnbw3BuzI2RMd8Vgn6jQqR3ejWe2d3M8HYdCAn3e2rbELen_J40OqVRpUzESTds55STWJhvW-UzyvV1quzQjYV_cMJDU1Rzijo5ioRifQxyDAaFgWC0Cc4LyAgADz3O1MPx2Z43JSR-g%3D
[17] https://www.daad.de/deutschland/promotion/phd/en/13306-phdgermany-database/?detail=6839
[17] https://mhh.hr4you.org/job/view/1292/bioinformatician-data-scientist-f-d-m?page_lang=en
[16] https://doi.org/10.1515/jib-2019-0005
[16] https://www.biomedcentral.com/epdf/10.1186/s12864-021-07877-8?sharing_token=5te7a7jIYuaiqsz5HGsf-W_BpE1tBhCbnbw3BuzI2RPtuT10r8eles1yUXB7nDu6rUoW3zzdKXjuLBeWRlYgjmQcWlAWYjwhtieWtIpPS4fhSeMAJb6tdDVSl0haHhryRGjaV8F4TjyuORRNN4iP6WGBVKCSIMTMRbirkw5hAEM%3D
[15] https://www.frontiersin.org/article/10.3389/fmolb.2018.00062/full
[11] https://pubmed.ncbi.nlm.nih.gov/35282622/

Top URLs in Tweet in G3:
[1] https://www.eresbiotech.com/2022/04/r-color-cheat-sheets-packages-for-research-results.html

Top URLs in Tweet in G4:
[16] https://tweetedtimes.com/search/%23bioinformatics%20OR%20%23bioit
[15] https://www.northeastern.edu/graduate/blog/computational-biology-vs-bioinformatics/
[8] https://www.ecseq.com/workshops/ngs-data-analysis-courses?utm_source=twitter&utm_medium=tweet&utm_campaign=Public%20Courses%20on%20Twitter
[7] 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
[6] https://www.youtube.com/watch?v=plVLRashaA8&list=PLtqF5YXg7GLlQJUv9XJ3RWdd5VYGwBHrP

[4] https://www.igs.umaryland.edu/careers/staff.php
[4] https://www.igs.umaryland.edu/careers/postdoc.php
[4] https://www.startus-insights.com/innovators-guide/enzyme-technology-startups/
[3] https://www.ebi.ac.uk/training/events/metagenomics-bioinformatics-2022/
[3] https://www.sciencedirect.com/science/article/pii/S2001037022001179

Top URLs in Tweet in G5:
[3] https://www.helpnetsecurity.com/2022/04/05/bioinformatics-phishing/
[2] https://bioinformatics.ca/workshops/2018-bioinformatics-for-cancer-genomics/
[2] https://www.it2051229.com/hashtableandbioinformatics.html
[2] https://www.buymeacoffee.com/it2051229
[2] https://www.ncbi.nlm.nih.gov/pubmed/35391504
[2] https://www.sciencedaily.com/releases/2022/04/220412141041.htm
[2] https://jobs.thermofisher.com/global/en?utm_source=SocialMedia&utm_medium=SocialMediaposts&utm_campaign=WomenofThermoFisherScientific
[2] https://ex.cndarine.com/campaign/url/forward/1cc503f6558a
[2] https://www.genengnews.com/topics/cancer/bioinformatics-platform-predicts-optimal-combination-cancer-therapy/
[1] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btac217/6564660

Top URLs in Tweet in G6:
[6] https://www.frontiersin.org/articles/10.3389/fbinf.2022.842964/full?utm_source=S-TWT&utm_medium=SNET&utm_campaign=ECO_FBINF_XXXXXXXX_auto-dlvrit
[3] https://www.frontiersin.org/articles/10.3389/fbinf.2022.873478/full?utm_source=S-TWT&utm_medium=SNET&utm_campaign=ECO_FBINF_XXXXXXXX_auto-dlvrit
[3] https://www.frontiersin.org/articles/10.3389/fbinf.2022.866850/full?utm_source=S-TWT&utm_medium=SNET&utm_campaign=ECO_FBINF_XXXXXXXX_auto-dlvrit
[2] https://mailchi.mp/b2e681d3135a/nysbdg-winter-2021-meeting-cancelled-6069145
[1] https://www.frontiersin.org/articles/10.3389/fbinf.2022.889755/full?utm_source=S-TWT&utm_medium=SNET&utm_campaign=ECO_FBINF_XXXXXXXX_auto-dlvrit
[1] https://www.frontiersin.org/articles/10.3389/fbinf.2022.836526/full?utm_source=S-TWT&utm_medium=SNET&utm_campaign=ECO_FBINF_XXXXXXXX_auto-dlvrit
[1] https://www.frontiersin.org/articles/10.3389/fbinf.2022.836981/full?utm_source=S-TWT&utm_medium=SNET&utm_campaign=ECO_FBINF_XXXXXXXX_auto-dlvrit
[1] https://www.frontiersin.org/articles/10.3389/fbinf.2022.859828/full?utm_source=S-TWT&utm_medium=SNET&utm_campaign=ECO_FBINF_XXXXXXXX_auto-dlvrit
[1] https://research.pasteur.fr/en/job/research-engieneer-in-bioinformaticvs-applied-to-paleogenomics-data/
[1] https://twitter.com/COG_Train/status/1506360068811415556

Top URLs in Tweet in G7:
[2] https://www.softwareradius.com/how-to-develop-bioinformatics-software/#STAGE_3_Finalization_Validation_and_Marketing
[2] https://bactopia.github.io/
[1] https://www.youtube.com/watch?v=rzpL1ksWqtk&feature=youtu.be

[1] https://www.youtube.com/watch?v=CAa1g6-3Szc&feature=youtu.be

[1] https://bactopia.github.io/bactopia-tools/
[1] https://doi.org/10.1515/jib-2019-0005
[1] https://gist.github.com/tbrittoborges/929ced78855945f3e296
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41592-022-01441-2
[1] https://www.genomeweb.com/informatics/atcc-qiagen-ink-bioinformatics-partnership?utm_content=buffer69910&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#.Yk3uf-hKiUl
[1] https://twitter.com/i/communities/1506791236987879425

Top URLs in Tweet in G8:
[4] https://academic.oup.com/bioinformatics/advance-article-abstract/doi/10.1093/bioinformatics/btac060/6520804?redirectedFrom=fulltext
[4] https://github.com/ZRChao/fastANCOM
[2] https://www.careerarc.com/job-listing/kelly-services-jobs-bioinformatics-42762691?campaign_id=15205&src=102&tx=1EsBCa20QzELTg&utm_campaign=TW102&utm_medium=TW&utm_source=JC
[1] https://www.biorxiv.org/content/10.1101/2022.04.08.487607v1
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41592-022-01419-0
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41592-022-01475-6
[1] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btac274/6569078
[1] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btac235/6565314
[1] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btac199/6565313
[1] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btac204/6564219

Top URLs in Tweet in G9:
[12] https://academic.oup.com/bioinformatics/advance-article-abstract/doi/10.1093/bioinformatics/btac060/6520804?redirectedFrom=fulltext
[12] https://github.com/ZRChao/fastANCOM
[9] https://xinmingtu.cn/blog/2022/CCA_dual_PCA/
[4] https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btac208/6564223#.YlmdHqVX0no.twitter
[2] https://bioinformatics.stackexchange.com/users/login?ssrc=beta&returnurl=/
[1] https://academic.oup.com/bioinformatics/advance-article-abstract/doi/10.1093/bioinformatics/btac050/6520802?redirectedFrom=fulltext
[1] https://github.com/DaehwanKimLab/seqwho
[1] https://twitter.com/guertinlab/status/1514023826262274049
[1] https://www.bioinformatics.babraham.ac.uk/projects/fastqc/Help/3%20Analysis%20Modules/8%20Duplicate%20Sequences.html
[1] https://www.bioinformatics.babraham.ac.uk/projects/fastqc/Help/3%20Analysis%20Modules/5%20Per%20Sequence%20GC%20Content.html

Top URLs in Tweet in G10:
[11] https://tweetedtimes.com/v/11354
[4] https://jobrxiv.org/job/heidelberg-university-institute-for-computational-biomedicine-saez-lab-27778-postdoc-phd-in-medical-bioinformatics-machine-learning-saez-lab-heidelberg/
[4] https://norbioinfo.no/
[2] https://brainblog.nih.gov/brain-blog/office-brain-director-hiring-apply-lead-bioinformatics-and-data-integration-position
[1] https://www.youtube.com/watch?v=klm8JzQgiWg&feature=youtu.be

[1] https://www3.unicentro.br
[1] https://scienceforukraine.netlify.app/#/positions/U1530
[1] https://www.muni.cz/en
[1] https://scienceforukraine.netlify.app/#/positions/U1382
[1] https://www.lih.lu/en/research-support/bioinformatics-platform/

Top Domains
Top Domains in Tweet in Entire Graph:
[150] twitter.com
[122] biostars.org
[111] plos.org
[107] oup.com
[105] biomedcentral.com
[87] careerarc.com
[69] mdpi.com
[62] nature.com
[55] biorxiv.org
[54] frontiersin.org

Top Domains in Tweet in G1:
[74] careerarc.com
[50] biostars.org
[49] twitter.com
[35] biomedcentral.com
[23] biorxiv.org
[22] oup.com
[20] plos.org
[15] github.com
[15] google.com
[13] eresbiotech.com

Top Domains in Tweet in G2:
[59] biomedcentral.com
[55] plos.org
[52] mdpi.com
[23] twitter.com
[20] daad.de
[19] hr4you.org
[18] frontiersin.org
[16] doi.org
[16] sciencedirect.com
[11] cbirt.net

Top Domains in Tweet in G3:
[1] eresbiotech.com

Top Domains in Tweet in G4:
[71] biostars.org
[22] biorxiv.org
[21] tweetedtimes.com
[16] reddit.com
[16] feedblitz.com
[15] northeastern.edu
[12] youtube.com
[10] twitter.com
[10] ecseq.com
[8] umaryland.edu

Top Domains in Tweet in G5:
[13] nih.gov
[10] twitter.com
[9] oup.com
[8] feedblitz.com
[7] youtube.com
[7] linkedin.com
[4] nature.com
[3] helpnetsecurity.com
[3] pharmiweb.jobs
[3] sciencedaily.com

Top Domains in Tweet in G6:
[21] frontiersin.org
[3] twitter.com
[2] pasteur.fr
[2] mailchi.mp
[2] plos.org
[2] biomedcentral.com
[2] oup.com
[1] nature.com
[1] acs.org
[1] sib.swiss

Top Domains in Tweet in G7:
[3] github.io
[2] youtube.com
[2] softwareradius.com
[2] twitter.com
[1] doi.org
[1] github.com
[1] nature.com
[1] genomeweb.com
[1] albany.edu
[1] oup.com

Top Domains in Tweet in G8:
[13] oup.com
[5] biorxiv.org
[4] github.com
[3] nature.com
[2] greenlightbiosciences.com
[2] careerarc.com
[1] mdibl.org
[1] eresbiotech.com
[1] go.jp
[1] twitter.com

Top Domains in Tweet in G9:
[17] oup.com
[13] github.com
[9] xinmingtu.cn
[2] stackexchange.com
[2] ac.uk
[1] twitter.com
[1] grnh.se

Top Domains in Tweet in G10:
[11] tweetedtimes.com
[4] jobrxiv.org
[4] norbioinfo.no
[3] nih.gov
[2] netlify.app
[1] youtube.com
[1] unicentro.br
[1] muni.cz
[1] lih.lu
[1] scienceforukraine.eu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2664] bioinformatics
[390] genomics
[299] bioit
[281] python
[271] essay
[258] homework
[254] assignments
[221] research
[203] datascience
[146] openscience



Top Hashtags in Tweet in G1:
[1091] bioinformatics
[137] bioit
[124] essay
[120] homework
[119] assignments
[108] genomics
[62] cancer
[58] datascience
[45] research
[44] fnlproud

Top Hashtags in Tweet in G2:
[624] bioinformatics
[227] python
[157] genomics
[144] research
[132] essay
[132] assignments
[132] homework
[122] microbiology
[120] datascience
[120] javascript

Top Hashtags in Tweet in G3:
[18] neuroscience
[17] neurotwitter
[16] bioinformatics
[15] science
[6] brain
[6] biology
[1] medicine

Top Hashtags in Tweet in G4:
[296] bioinformatics
[155] bioit
[34] biotech
[32] dna
[23] alphafolddb
[21] ngs
[18] genomics
[18] rna
[16] datascience
[13] microbiome

Top Hashtags in Tweet in G5:
[25] bioinformatics
[13] biotech
[12] jobs
[12] essay
[6] biotechnology
[6] paper
[6] someone
[6] case
[6] math
[5] lifesciences

Top Hashtags in Tweet in G6:
[73] bioinformatics
[36] nmr
[25] academictwitter
[23] metabolomics
[13] genomics
[7] phdlife
[6] chemtwitter
[6] compchem
[6] nmrchat
[6] spectroscopy

Top Hashtags in Tweet in G7:
[21] genes
[14] bioinformatics
[6] cancer
[3] python
[2] datascience
[2] rna
[2] amr
[2] bacterial
[1] machinelearning
[1] dna

Top Hashtags in Tweet in G8:
[74] bioinformatics
[50] metagenomics
[49] bestpractices
[39] rnaseq
[39] rawdata
[39] noisefiltering
[12] proteindnainteractions
[11] singlecell
[10] pca
[10] r

Top Hashtags in Tweet in G9:
[5] bioinformatics
[2] metagenomics
[2] bestpractices
[2] singlecell
[2] postdocs
[2] roots
[1] asmicrobe
[1] pca
[1] r
[1] euso

Top Hashtags in Tweet in G10:
[52] multiomics
[6] czechia
[5] bioinformatics
[4] brazil
[4] nbd22
[4] bioinformatikk
[3] scienceforukraine
[3] phd
[3] machinelearning
[2] irbbarcelona

Top Words
Top Words in Tweet in Entire Graph:
[2676] #bioinformatics
[2138] bioinformatics
[674] work
[613] data
[554] looking
[554] more
[522] research
[433] chrost_hugo
[402] neurons
[390] #genomics

Top Words in Tweet in G1:
[1101] #bioinformatics
[318] bioinformatics
[242] work
[174] data
[166] research
[138] seqcomplete
[137] #bioit
[133] analysis
[128] quality
[124] #essay

Top Words in Tweet in G2:
[625] #bioinformatics
[228] bioinformatics
[227] #python
[196] work
[159] dm
[158] more
[157] #genomics
[145] #research
[136] excellent
[132] deliver

Top Words in Tweet in G3:
[381] chrost_hugo
[359] neurons
[245] green
[245] red
[233] blue
[233] vessel
[232] astrocyte
[232] reaching
[232] blood
[232] yellow

Top Words in Tweet in G4:
[297] #bioinformatics
[217] bioinformatics
[155] #bioit
[72] data
[72] ensembl
[51] phd
[50] position
[48] more
[46] student
[45] analysis

Top Words in Tweet in G5:
[222] bioinformatics
[25] analysis
[25] #bioinformatics
[23] data
[21] scientist
[20] help
[18] cancer
[18] biology
[18] research
[18] job

Top Words in Tweet in G6:
[73] #bioinformatics
[59] bioinformatics
[45] research
[37] paper
[36] #nmr
[28] based
[27] vanessaporter
[25] #academictwitter
[24] developed
[23] #metabolomics

Top Words in Tweet in G7:
[198] bactopia
[104] tools
[101] more
[101] science
[99] here's
[99] fun
[99] overview
[99] additional
[99] workflows
[99] allow

Top Words in Tweet in G8:
[113] jsantoyo
[74] #bioinformatics
[65] single
[54] cell
[51] seq
[50] #metagenomics
[49] cami
[49] ii
[49] identifying
[49] best

Top Words in Tweet in G9:
[94] bioinformatics
[75] hi
[70] looking
[68] expert
[67] genomics
[66] position
[66] pivotbio
[66] alert
[66] bacterial
[66] continue

Top Words in Tweet in G10:
[115] bioinformatics
[60] machine
[60] learning
[56] medical
[52] looking
[52] postdosc
[52] phds
[52] uniklinik_hd
[52] uniheidelberg
[52] #multiomics

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[266] #bioit,#bioinformatics
[254] deliver,quality
[254] quality,legit
[254] legit,work
[254] work,guarantee
[254] guarantee,excellent
[254] excellent,score
[254] score,hmu
[254] hmu,#essay
[254] #essay,#assignments

Top Word Pairs in Tweet in G1:
[124] seqcomplete,#bioit
[124] #bioit,#bioinformatics
[119] deliver,quality
[119] quality,legit
[119] legit,work
[119] work,guarantee
[119] guarantee,excellent
[119] excellent,score
[119] score,hmu
[119] hmu,#essay

Top Word Pairs in Tweet in G2:
[132] deliver,quality
[132] quality,legit
[132] legit,work
[132] work,guarantee
[132] guarantee,excellent
[132] excellent,score
[132] score,hmu
[132] hmu,#essay
[132] #essay,#assignments
[132] #assignments,#homework

Top Word Pairs in Tweet in G3:
[232] astrocyte,green
[232] green,reaching
[232] reaching,blood
[232] blood,vessel
[232] vessel,yellow
[232] yellow,red
[231] chrost_hugo,astrocyte
[230] red,neurons
[230] neurons,blue
[230] blue,direct

Top Word Pairs in Tweet in G4:
[135] #bioit,#bioinformatics
[43] phd,student
[40] position,bioinformatics
[32] computational,biology
[31] #bioinformatics,comment
[30] funded,position
[27] agristok,phd
[27] student,funded
[27] bioinformatics,max
[27] max,planck

Top Word Pairs in Tweet in G5:
[15] director,bioinformatics
[14] bioinformatics,analysis
[9] bioinformatics,scientist
[8] online,class
[8] class,homework
[8] homework,assignment
[8] assignment,exam
[8] exam,expert
[8] expert,help
[8] steven,garan

Top Word Pairs in Tweet in G6:
[22] bioinformatics,paper
[21] find,bioinformatics
[21] paper,exactly
[21] exactly,thing
[21] thing,struggling
[21] struggling,go
[20] vanessaporter,find
[18] dear,#academictwitter
[18] #academictwitter,research
[18] research,group

Top Word Pairs in Tweet in G7:
[99] here's,fun
[99] fun,overview
[99] overview,bactopia
[99] bactopia,tools
[99] tools,additional
[99] additional,workflows
[99] workflows,allow
[99] allow,more
[99] more,science
[99] science,bactopia

Top Word Pairs in Tweet in G8:
[50] single,cell
[49] cami,ii
[49] ii,identifying
[49] identifying,best
[49] best,practices
[49] practices,issues
[49] issues,metagenomics
[49] metagenomics,software
[49] software,#metagenomics
[49] #metagenomics,#bestpractices

Top Word Pairs in Tweet in G9:
[66] hi,position
[66] position,pivotbio
[66] pivotbio,alert
[66] alert,looking
[66] looking,bacterial
[66] bacterial,genomics
[66] genomics,expert
[66] expert,continue
[66] continue,growing
[66] growing,bioinformatics

Top Word Pairs in Tweet in G10:
[59] machine,learning
[55] bioinformatics,machine
[54] medical,bioinformatics
[52] looking,postdosc
[52] postdosc,phds
[52] phds,medical
[52] learning,uniklinik_hd
[52] uniklinik_hd,uniheidelberg
[52] uniheidelberg,#multiomics
[51] saezlab,looking

Top Replied-To
Top Replied-To in Entire Graph:
@nomad421
@jasonwilliamsny
@watsonhaigh
@sa_genomics
@isabelpochet
@lizworthey
@phagesdb
@odedrechavi
@igene_sa
@trevorabranch

Top Replied-To in G1:
@nomad421
@gencove
@phagesdb
@drbostrom
@beengelhardt
@crgenomica
@baudotanais
@philippbayer
@ashtroid22
@wfbutton

Top Replied-To in G2:
@watsonhaigh
@sa_genomics
@kelofftheclock
@_sciencecafe
@denbioffice
@chinuasfa21
@flashton2003
@biomickwatson
@bickhartderek
@mbeisen

Top Replied-To in G4:
@lizworthey
@jjjvanderhooft
@daniedmundsdani
@darachm
@dvcotton
@yannponty
@vanshchenko
@kevnepeuxpas
@daniblumstein
@mitch_p

Top Replied-To in G6:
@rogermallol
@mylovanov
@bielleogy
@pdorrestein1
@alfons_valencia
@sa_diabetes
@gonzaparra_
@frontiersin
@vanessaporter

Top Replied-To in G7:
@bioinformant

Top Replied-To in G8:
@kasiamparfitt
@tangming2005

Top Replied-To in G9:
@weisbergaj
@tlowepower
@jasonwilliamsny
@aarit_ahuja
@drdrewsteen

Top Mentioned
Top Mentioned in Entire Graph:
@chrost_hugo
@jsantoyo
@seqcomplete
@primary_immune
@writershub92
@writershub_101
@rpetit3
@biodecoded
@andgenomics
@researchgenome

Top Mentioned in G1:
@seqcomplete
@writershub_101
@writershub92
@frednatlabjobs
@nanopore
@jsantoyo
@physacourses
@chrost_hugo
@sedlazeck
@biodecoded

Top Mentioned in G2:
@primary_immune
@researchgenome
@andgenomics
@writershub92
@writershub_101
@sa_genomics
@watsonhaigh
@mininggenome
@_atanas_
@magdoll

Top Mentioned in G3:
@chrost_hugo
@mit
@sciencemagazine
@drkevinfleming
@eresbiotech

Top Mentioned in G4:
@agristok
@ensembl
@ecseq
@lizworthey
@ebitraining
@synbioafrica
@genomescience
@thedataprof
@streamlit
@wileymicrobio

Top Mentioned in G5:
@fahad_almsned
@oliverexams
@gobiglaw
@curiogenomics
@chicagoessays
@hwexpert
@zeroplagiarism
@nishadhama3

Top Mentioned in G6:
@vanessaporter
@naturemethods
@serghei_mangul
@rogermallol
@mangullab
@frontbioinf
@nysbdgrp
@aktaguy
@cog_train
@pioneercampus

Top Mentioned in G7:
@rpetit3
@informatician3
@brokenstringbio
@bioinformant
@ghruamr
@nainrs
@damiakpan
@jpcourneya
@it_federica
@cas9bandit

Top Mentioned in G8:
@jsantoyo
@biorxivpreprint
@strnr
@chrost_hugo
@rpetit3
@mdibl
@nanopore
@upendra_35
@rechgab
@kawajihideya

Top Mentioned in G9:
@pivotbio
@ryanmelnyk
@strnr
@vedantabio
@awatsontxt
@tuxinming
@jcamthrash
@jsantoyo
@thenasem
@hausmj

Top Mentioned in G10:
@uniklinik_hd
@uniheidelberg
@saezlab
@digitaltliv
@sci_for_ukraine
@nindsnews
@ceitec_brno
@masarykuni
@unicentropr
@norbisnorway

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@threadreaderapp
@edinburghwatch
@xaelbot
@codedailybot
@collegemenfess
@cybersecurityn8
@glasgow_watch
@prpnews
@jfsebastian146

Top Tweeters in G1:
@threadreaderapp
@glasgow_watch
@hubofml
@pixcelerator
@bbcnews
@ricardo_ik_ahau
@rstatstweet
@monibhachu
@ayirpelle
@pythonroboto

Top Tweeters in G2:
@xaelbot
@codedailybot
@jfsebastian146
@animesh1977
@100xcode
@fabriciosx
@redboybroken
@botsecx
@robotproud
@calcaware

Top Tweeters in G3:
@freeandclear1
@frisesally
@lukasdiver57
@rajuvegesena
@dlhampton
@interaubis
@rabotoko
@koburouze845
@aliaena
@soprano_rouge

Top Tweeters in G4:
@opensource_orgs
@seqcomplete
@dataemia
@myjournals
@calzole
@brainroaring
@_open_science_
@in_stemm
@phylogenomics
@skatiq3

Top Tweeters in G5:
@prpnews
@123trabajo
@thearticletrunk
@tian_a1
@nwjs_jobs
@jt120651
@eprnetwork
@shinin_five
@eagerbeavertech
@diezeit_jobs

Top Tweeters in G6:
@jccordero28
@piyota0
@kuramaxs
@omicsomicsblog
@biswapriyamisra
@endofthepier
@nmr900
@lasoupy
@alfons_valencia
@malakabed

Top Tweeters in G7:
@py_data_sci
@jssciencefocus
@ezeonufo
@zeroone33408052
@flahault
@dgermain21
@sir_oluwasegun
@cjblondel
@miss_salmonella
@bhatiarohit10

Top Tweeters in G8:
@edinburghwatch
@adeyemoadekunl2
@tangming2005
@michaelburatovi
@joat2020jan
@lilithelina
@jobs3j
@llewellyngreen
@onesa092
@howardjunca

Top Tweeters in G9:
@needhibhalla
@dccc_phd
@sciliz
@ctitusbrown
@suimye
@msmjetten
@nesper94
@wvschaik
@yamagu09
@jcamthrash

Top Tweeters in G10:
@ml_tweet_bot
@candidate7153
@stokesc_cs
@argosbiotech
@saqibali_ca
@blackwidow284
@dana_fdn
@stevenverhaege1
@_naijajobs
@institut_curie


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