CRISPR, Twitter, 1/26/2021 3:41:26 PM, 246556


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CRISPR_2021-01-26_02-51-21.xlsx
CRISPR_2021-01-26_02-51-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 26, 2021
Short Description:
CRISPR via NodeXL https://bit.ly/3a4Sj5M
@jaychance12
@igisci
@newscientist
@vectorgen
@danrather
@geneticliteracy
@genbio
@newyorker
@gaetanburgio
@lluismontoliu

Top hashtags:
#crispr
#humannaturefilm
#geneediting
#science
#makeableistsuncomfortable
#biotech

Description:
Description
The graph represents a network of 7,681 Twitter users whose tweets in the requested range contained "CRISPR", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 26 January 2021 at 11:05 UTC.

The requested start date was Tuesday, 26 January 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 7-day, 14-hour, 39-minute period from Friday, 15 January 2021 at 13:36 UTC to Saturday, 23 January 2021 at 04:15 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 : 7681
Unique Edges : 5180
Edges With Duplicates : 10791
Total Edges : 15971
Number of Edge Types : 5
Retweet : 4520
MentionsInRetweet : 6231
Tweet : 1725
Replies to : 923
Mentions : 2572
Self-Loops : 1791
Reciprocated Vertex Pair Ratio : 0.0320558315590253
Reciprocated Edge Ratio : 0.0621203438395415
Connected Components : 1541
Single-Vertex Connected Components : 781
Maximum Vertices in a Connected Component : 3857
Maximum Edges in a Connected Component : 9992
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.868655
Graph Density : 0.000147906224232956
Modularity : 0.547983
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,681 Twitter users whose tweets in the requested range contained "CRISPR", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 26 January 2021 at 11:05 UTC.

The requested start date was Tuesday, 26 January 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 7-day, 14-hour, 39-minute period from Friday, 15 January 2021 at 13:36 UTC to Saturday, 23 January 2021 at 04:15 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 : CRISPR
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:
[101] https://www.genengnews.com/news/darpa-to-fund-crispr-diagnostics-using-mammoth-idbydna-technologies/
[66] https://www.newscientist.com/article/2264383-crispr-gene-editing-used-to-store-data-in-dna-inside-living-cells/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1610794487
[52] https://www.newscientist.com/article/2264383-crispr-gene-editing-used-to-store-data-in-dna-inside-living-cells/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1610875543
[44] https://www.smithsonianmag.com/smart-news/scientists-write-hello-world-bacterial-dna-electricity-and-crispr-180976763/
[44] https://www.newyorker.com/magazine/2021/01/18/crispr-and-the-splice-to-survive
[41] https://www.newscientist.com/article/2264383-crispr-gene-editing-used-to-store-data-in-dna-inside-living-cells/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1610668852
[40] https://www.newscientist.com/article/2264383-crispr-gene-editing-used-to-store-data-in-dna-inside-living-cells/
[25] https://cen.acs.org/biological-chemistry/synthetic-biology/Digital-information-written-directly-cells-genomes-using-CRISPR/99/web/2021/01
[23] https://www.newscientist.com/article/mg24933170-800-crispr-gene-editing-urgently-needs-an-off-switch-now-we-have-one/
[21] https://www.nature.com/articles/doi:10.1038/s41598-021-81239-y.epdf?sharing_token=f3YKPj3nLte9_wic0QROk9RgN0jAjWel9jnR3ZoTv0N1_8px9FavbSciLoh0JmtxjnETTDiCgRm5POFpf82w1MmQGVzVdLeH7iFEht3syQKupxMSjx63nK2r3FK03jW7_-hryAxUdNB0vQgbWL2G-cIGQUOrTr0cqsFpqfRO-cY%3D

Top URLs in Tweet in G1:
[30] https://www.smithsonianmag.com/smart-news/scientists-write-hello-world-bacterial-dna-electricity-and-crispr-180976763/
[23] https://www.newyorker.com/magazine/2021/01/18/crispr-and-the-splice-to-survive
[17] https://www.newscientist.com/article/2264383-crispr-gene-editing-used-to-store-data-in-dna-inside-living-cells/
[17] https://www.newscientist.com/article/mg24933170-800-crispr-gene-editing-urgently-needs-an-off-switch-now-we-have-one/
[11] https://www.nationalgeographic.com.es/ciencia/hemos-pillado-cancer-infraganti_16252?utm_source=dlvr.it&utm_medium=twitter
[9] https://tweetedtimes.com/media/newscientist/all?s=tnp
[7] https://medicalxpress.com/news/2021-01-crispr-technology-team-tracks-lineage.html
[6] https://www.sciencedaily.com/releases/2021/01/210121131904.htm
[4] https://www.genengnews.com/news/darpa-to-fund-crispr-diagnostics-using-mammoth-idbydna-technologies/
[4] https://www.nationalgeographic.com.es/ciencia/hemos-pillado-cancer-infraganti_16252

Top URLs in Tweet in G2:
[11] https://www.newyorker.com/magazine/2021/01/18/crispr-and-the-splice-to-survive?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=the-new-yorker&utm_social-type=earned
[6] https://daily.jstor.org/can-crispr-save-tufty-fluffytail/?utm_campaign=generalmarketing&utm_content=twitter&utm_medium=social&utm_source=twitter
[6] https://www.newscientist.com/article/2264383-crispr-gene-editing-used-to-store-data-in-dna-inside-living-cells/
[5] https://www.newyorker.com/magazine/2021/01/18/crispr-and-the-splice-to-survive
[4] https://www.statnews.com/2021/01/06/crispr-cures-progeria-in-mice/
[4] https://www.barrons.com/articles/with-rare-speed-gene-editing-emerges-as-biotechs-new-cutting-edge-51610655079
[4] http://patft.uspto.gov/netacgi/nph-Parser?Sect1=PTO2&Sect2=HITOFF&p=1&u=/netahtml/PTO/search-bool.html&r=1&f=G&l=50&co1=AND&d=PTXT&s1=sangamo&OS=sangamo&RS=sangamo
[4] https://singularityhub.com/2020/07/21/a-newly-discovered-tiny-crispr-protein-packs-a-giant-punch-for-human-gene-editing/
[3] https://thespoon.tech/crisprd-cows-proposed-rule-change-by-usda-could-accelerate-gene-edited-animal-production/
[2] https://ark-funds.com/arkg

Top URLs in Tweet in G3:
[24] https://www.genengnews.com/news/darpa-to-fund-crispr-diagnostics-using-mammoth-idbydna-technologies/
[8] https://www.genengnews.com/news/natural-crisprs-safety-feature-could-become-genetic-dimmer-switch/
[6] https://www.genengnews.com/news/crispr-based-cancer-cell-lineage-tracing-offers-insights-into-drivers-of-metastasis/
[3] https://wi.mit.edu/news/catching-cancer-act
[3] https://www.clinicalomics.com/topics/molecular-dx-topic/mammoth-idbydna-get-darpa-funds-for-crispr-diagnostics-development/
[2] https://mammoth.bio/2021/01/12/building-sars-cov-2-testing-capacity-with-detectr-boost/
[2] https://twitter.com/emilyfavreau/status/1350615347590619136
[2] https://www.telegraph.co.uk/global-health/science-and-disease/calls-new-names-covid-variants-avoid-country-stigma/
[1] https://www.genomeweb.com/gene-silencinggene-editing/mammoth-biosciences-taking-lead-role-darpa-funded-development-pathogen#.YAHahpNKi-o
[1] https://mammoth.bio/2020/03/16/the-many-applications-of-genome-editing/

Top URLs in Tweet in G4:
[19] https://www.nature.com/articles/doi:10.1038/s41598-021-81239-y.epdf?sharing_token=f3YKPj3nLte9_wic0QROk9RgN0jAjWel9jnR3ZoTv0N1_8px9FavbSciLoh0JmtxjnETTDiCgRm5POFpf82w1MmQGVzVdLeH7iFEht3syQKupxMSjx63nK2r3FK03jW7_-hryAxUdNB0vQgbWL2G-cIGQUOrTr0cqsFpqfRO-cY%3D
[1] https://www.wehi.edu.au/research-officer-malaria-crispr-screens
[1] https://twitter.com/KennethNiall/status/1336754145487958017
[1] https://www.kleinstiverlab.org/
[1] https://www.biorxiv.org/content/10.1101/2021.01.14.426696v1
[1] https://portlandpress.com/biochemsoctrans/article/doi/10.1042/BST20200550/227608/CRISPR-base-editing-applications-for-identifying
[1] https://twitter.com/DrBoddey/status/1351469748148551680
[1] https://journals.plos.org/plosone/doi?id=10.1371/journal.pbio.3001061

Top URLs in Tweet in G5:
[64] https://www.newscientist.com/article/2264383-crispr-gene-editing-used-to-store-data-in-dna-inside-living-cells/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1610794487
[46] https://www.newscientist.com/article/2264383-crispr-gene-editing-used-to-store-data-in-dna-inside-living-cells/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1610875543
[39] https://www.newscientist.com/article/2264383-crispr-gene-editing-used-to-store-data-in-dna-inside-living-cells/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1610668852
[12] https://www.newscientist.com/article/mg24933170-800-crispr-gene-editing-urgently-needs-an-off-switch-now-we-have-one/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1610674677
[7] https://trib.al/1lfm49J
[4] https://www.newscientist.com/article/mg24933170-800-crispr-gene-editing-urgently-needs-an-off-switch-now-we-have-one/?utm_medium=social&utm_campaign=echobox&utm_source=Twitter#Echobox=1610626321
[2] https://www.newscientist.com/article/2264383-crispr-gene-editing-used-to-store-data-in-dna-inside-living-cells/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1610435960
[2] https://www.newscientist.com/article/2257655-crispr-turns-normal-body-fat-into-a-type-that-burns-energy/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1603531741
[1] https://www.newscientist.com/article/mg24933170-800-crispr-gene-editing-urgently-needs-an-off-switch-now-we-have-one/?utm_medium=social&utm_campaign=echobox&utm_source=Twitter#Echobox=1611055686
[1] https://www.newscientist.com/article/2264168-crispr-doubles-lifespan-of-mice-with-rapid-ageing-disease-progeria/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1610409792

Top URLs in Tweet in G6:
[3] https://pubmed.ncbi.nlm.nih.gov/31980625/
[3] https://www.nature.com/articles/s41587-020-00781-8
[3] https://twitter.com/jakob_tr/status/1351215342228529155
[3] https://www.newscientist.com/article/mg24933170-800-crispr-gene-editing-urgently-needs-an-off-switch-now-we-have-one/
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-021-03206-x
[2] https://pubmed.ncbi.nlm.nih.gov/32735657/
[2] https://advances.sciencemag.org/content/6/47/eabc9450
[2] https://www.nature.com/articles/s41586-021-03206-x#disqus_thread
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41592-020-00980-w
[1] https://aprecruit.ucsf.edu/Shibboleth.sso/Login?target=https%3A%2F%2Faprecruit.ucsf.edu%2Fanalyst%2Frecruitments%2FJPF03215%2Fdetails

Top URLs in Tweet in G7:
[19] https://cen.acs.org/biological-chemistry/synthetic-biology/Digital-information-written-directly-cells-genomes-using-CRISPR/99/web/2021/01
[16] https://phys.org/news/2021-01-crispr-technology-shown-dial-gene.html
[10] https://medicalxpress.com/news/2021-01-crispr-technology-sickle-cell-disease.html
[3] https://www.nature.com/articles/doi:10.1038/s41477-020-00827-4.epdf?sharing_token=cYeLOpD_U7Lv-WbxCHydvNRgN0jAjWel9jnR3ZoTv0MBCovQtowZ8Dzbqsn7WuaaQekzfOIfrA5kpexzrUyRqCuixh7zetqtLEHAXx_oMaOlMRoJKhUXRelyJgGmlynf8x9fAPKGYtS-4G7g1d-PceIdZkXv1u0aonkzKiF7Lfo%3D
[3] https://medicalxpress.com/news/2021-01-crispr-technology-team-tracks-lineage.html
[3] https://sustainablepulse.com/2020/12/24/crispr-gene-editing-unintentionally-causes-changes-in-gene-regulation/
[3] https://sustainablepulse.com/2020/12/24/crispr-gene-editing-unintentionally-causes-changes-in-gene-regulation/#.YAsIzGFa9bc.twitter
[3] http://www.iclonecrispr.com/
[3] https://www.docwirenews.com/urban-health-today/conference-coverage-urban-health-today/best_ash_cc/crispr-gene-editing-patients-treated-for-sickle-cell-disease-still-going-strong-a-year-later/
[2] https://www.nature.com/articles/doi:10.1038/s41556-020-00620-7.epdf?sharing_token=a_x5LJUjxS9v-LvI0-0D3tRgN0jAjWel9jnR3ZoTv0N4uUZHmjx64H6MIrLx2nQeGqlAZrZnxRh5Da-dISOcLQNwKqLtc6Gs7c4SSc0vKaXP69n370MXFhZ8XqoUPTjgdQe3DyJ-Kqr3n3VQ8ReneBJtJSSyr4iX2D6dfTi4eTc%3D

Top URLs in Tweet in G8:
[13] https://geneticliteracyproject.org/2021/01/21/success-of-crispr-tomato-may-determine-if-gene-edited-foods-take-root-in-japan/
[7] https://geneticliteracyproject.org/2021/01/19/viewpoint-promoting-crispr-crops-at-the-expense-of-gmos-to-appease-activists-undermines-both-technologies/
[7] https://www.talkingbiotechpodcast.com/275-targeting-cancers-with-gene-editing/
[6] https://cen.acs.org/biological-chemistry/synthetic-biology/Digital-information-written-directly-cells-genomes-using-CRISPR/99/web/2021/01
[5] https://geneticliteracyproject.org/2021/01/18/we-may-have-a-crispr-cure-for-red-blood-diseases-sickle-cell-anemia-and-beta-thalassemia/
[4] https://geneticliteracyproject.org/2021/01/19/crispr-crops-arent-gmos-france-says-challenging-eus-strict-gene-editing-regulations/
[4] https://agroalimentando.com/nota/11846
[3] https://geneticliteracyproject.org/2021/01/22/indias-scientists-urge-government-to-approve-gene-edited-crops-to-help-battle-yield-losses/
[3] https://geneticliteracyproject.org/2021/01/11/18-months-later-first-sickle-cell-patient-treated-with-crispr-is-still-pain-free/
[2] https://geneticliteracyproject.org/2021/01/22/gattaca-or-life-saving-can-we-should-we-use-crispr-to-edit-human-embryos-sperm-or-eggs-to-cure-diseases/

Top URLs in Tweet in G9:
[3] https://www.jic.ac.uk/news/a-crispr-picture-emerges-on-european-union-gmo-directive/?utm_content=151231059&utm_medium=social&utm_source=twitter&hss_channel=tw-980719387
[1] https://okt.to/ZvI96u
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DSXkAYabMRAk%26feature%3Dyoutu.be&q=EgS4SO-bGJvuv4AGIhkA8aeDS5nLE5mEhymFKQ_Vq8mnQgDvS8dNMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DSXkAYabMRAk%26feature%3Dyoutu.be&q=EgS4SO-bGNDqv4AGIhkA8aeDS3VWhl65-Pl9nUKca7830W23D1rVMgFy
[1] https://www.biorxiv.org/content/10.1101/2020.03.31.018671v2
[1] https://www.cambridge.org/core/journals/quantitative-plant-biology/article/crisprfinder-a-high-throughput-and-costeffective-method-to-identify-successfully-edited-arabidopsis-thaliana-individuals/47277DE29C86370619B0A3842C70666D
[1] https://www.springer.com/gp/book/9781071610671
[1] https://twitter.com/irenedelse/status/1351610959803129857
[1] https://www.cobank.com/-/media/files/ked/specialty-crops/gene-editing-feb2019.pdf?la=en&hash=29DEC61187B3DECFCB9428E4EDF931C308A0F20B
[1] https://geneticliteracyproject.org/2021/01/19/viewpoint-promoting-crispr-crops-at-the-expense-of-gmos-to-appease-activists-undermines-both-technologies/

Top URLs in Tweet in G10:
[5] https://www.genderavenger.com/blog/avengers-of-the-week-emmanuelle-charpentier-jennifer-doudna
[3] https://gladstone.org/news/convergence-crispr-and-human-stem-cells
[3] https://www.youtube.com/watch?v=dy4hfJR55W4&feature=youtu.be

[2] https://www.newyorker.com/magazine/2021/01/18/crispr-and-the-splice-to-survive
[2] https://www.smithsonianmag.com/smart-news/scientists-write-hello-world-bacterial-dna-electricity-and-crispr-180976763/
[2] https://www.eventbrite.com/e/human-nature-talk-with-jennifer-doudna-adam-bolt-and-walter-isaacson-tickets-135436392897
[2] https://abc7news.com/cellphone-covid-testing-crispr-test-smartphone-detects-phone-camera/9568999/
[2] https://crisprtx.gcs-web.com/news-releases/news-release-details/crispr-therapeutics-and-vertex-present-new-data-investigational
[2] https://crisprtx.gcs-web.com/news-releases/news-release-details/crispr-therapeutics-provides-business-update-and-reports-third-1
[2] https://endpts.com/an-ambitious-gv-backed-gene-editing-upstart-re-emerges-as-a-one-drug-kidney-company/

Top Domains
Top Domains in Tweet in Entire Graph:
[260] newscientist.com
[249] twitter.com
[125] genengnews.com
[103] nature.com
[76] youtube.com
[75] geneticliteracyproject.org
[59] newyorker.com
[58] nih.gov
[54] smithsonianmag.com
[38] google.com

Top Domains in Tweet in G1:
[68] twitter.com
[43] newscientist.com
[31] smithsonianmag.com
[30] nih.gov
[24] newyorker.com
[19] nature.com
[17] linkedin.com
[16] biorxiv.org
[15] com.es
[12] sciencedaily.com

Top Domains in Tweet in G2:
[17] newyorker.com
[11] twitter.com
[8] statnews.com
[8] newscientist.com
[7] google.com
[6] uspto.gov
[6] jstor.org
[5] endpts.com
[5] investorvillage.com
[4] ark-funds.com

Top Domains in Tweet in G3:
[38] genengnews.com
[15] twitter.com
[4] netflix.com
[3] mammoth.bio
[3] mit.edu
[3] nasonline.org
[3] eventbrite.com
[3] clinicalomics.com
[2] genomeweb.com
[2] medicalxpress.com

Top Domains in Tweet in G4:
[19] nature.com
[2] twitter.com
[1] edu.au
[1] kleinstiverlab.org
[1] biorxiv.org
[1] portlandpress.com
[1] plos.org

Top Domains in Tweet in G5:
[172] newscientist.com
[7] trib.al
[1] sciencedaily.com
[1] ac.uk

Top Domains in Tweet in G6:
[10] nature.com
[7] nih.gov
[7] twitter.com
[3] synthego.com
[3] newscientist.com
[2] berkeley.edu
[2] elsevierhealth.com
[2] sciencedirect.com
[2] sciencemag.org
[1] ucsf.edu

Top Domains in Tweet in G7:
[22] acs.org
[18] phys.org
[14] medicalxpress.com
[8] nature.com
[8] geneticliteracyproject.org
[8] sustainablepulse.com
[5] smithsonianmag.com
[4] newscientist.com
[4] crisprmedicinenews.com
[4] scientificamerican.com

Top Domains in Tweet in G8:
[48] geneticliteracyproject.org
[7] talkingbiotechpodcast.com
[6] acs.org
[6] twitter.com
[6] agroalimentando.com
[4] chilebio.cl
[2] technologynetworks.com
[1] google.com
[1] over-blog.com
[1] hopkinsmedicine.org

Top Domains in Tweet in G9:
[5] twitter.com
[3] google.com
[3] ac.uk
[1] okt.to
[1] biorxiv.org
[1] cambridge.org
[1] springer.com
[1] cobank.com
[1] geneticliteracyproject.org
[1] successfactors.eu

Top Domains in Tweet in G10:
[7] twitter.com
[7] gcs-web.com
[5] genderavenger.com
[4] gladstone.org
[4] youtube.com
[3] nih.gov
[2] newyorker.com
[2] smithsonianmag.com
[2] nature.com
[2] eventbrite.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1195] crispr
[82] humannaturefilm
[69] geneediting
[69] science
[63] makeableistsuncomfortable
[55] biotech
[54] genomeediting
[47] cancer
[39] covid19
[39] ajstarthere



Top Hashtags in Tweet in G1:
[117] crispr
[12] science
[11] dna
[11] biotech
[10] genetics
[9] geneediting
[9] thegooddoctor
[7] genetherapy
[7] covid19
[7] research

Top Hashtags in Tweet in G2:
[48] crispr
[7] genetic
[7] talen
[7] geneediting
[6] engineering
[6] injunctions
[6] bgi
[6] squirrelappreciationday
[5] chemotherapy
[5] sepsis

Top Hashtags in Tweet in G3:
[153] crispr
[82] humannaturefilm
[13] covid19
[10] cancer
[9] genomeediting
[8] nasmember
[5] geneediting
[5] testing
[5] scientevent
[4] sarscov2

Top Hashtags in Tweet in G4:
[3] crispr
[2] wearehiring
[2] rt
[2] like
[2] malaria
[1] biochemsoctrans
[1] students
[1] genomics
[1] postdoc
[1] lab

Top Hashtags in Tweet in G5:
[1] cancer
[1] cells
[1] coding
[1] code
[1] ogm
[1] crispr

Top Hashtags in Tweet in G6:
[57] crispr
[12] students
[12] genomics
[7] openaccess
[4] biotech
[3] mikrobiom
[3] microbiome
[2] geneediting
[2] grd21
[2] epigenetics

Top Hashtags in Tweet in G7:
[80] crispr
[29] synbio
[27] science
[17] cancer
[16] bacteria
[15] cells
[13] sicklecelldisease
[11] biotech
[9] dna
[8] genome

Top Hashtags in Tweet in G8:
[41] crispr
[7] cancer
[4] geneediting
[3] biotecnologia
[3] cas9
[2] sequía
[2] biotecnología
[2] diagnostic
[2] covid19
[1] cambioclimatico

Top Hashtags in Tweet in G9:
[34] crispr
[13] postdoc
[10] cas9
[10] agrobacterium
[10] t4ss
[10] effector
[3] maize
[2] genomeediting
[2] phd
[1] crisprcas9

Top Hashtags in Tweet in G10:
[55] crispr
[13] avengeroftheweek
[5] geneediting
[5] genderavenger
[4] scge
[4] nobelprize
[3] fuckcancer
[3] homeroomwithsal
[2] genomicrevolution
[2] womeninstem

Top Words
Top Words in Tweet in Entire Graph:
[4820] crispr
[1728] gene
[1190] #crispr
[1084] editing
[736] cas9
[636] using
[561] dna
[407] technology
[405] cells
[362] more

Top Words in Tweet in G1:
[748] crispr
[153] gene
[150] editing
[117] #crispr
[116] cas9
[87] dna
[82] technology
[63] cell
[58] genome
[52] cells

Top Words in Tweet in G2:
[262] crispr
[222] gene
[116] newyorker
[107] editing
[103] early
[103] century
[103] america
[103] killed
[103] tree
[102] 20th

Top Words in Tweet in G3:
[348] crispr
[258] documentary
[153] #crispr
[140] hooked
[136] danrather
[133] nature
[132] human
[129] using
[110] gene
[97] netflix

Top Words in Tweet in G4:
[151] zebrafish
[147] gene
[146] project
[134] looking
[134] molecular
[131] rasgonlab
[131] geneticist
[131] biologist
[131] develop
[131] novel

Top Words in Tweet in G5:
[260] crispr
[247] gene
[247] editing
[239] newscientist
[153] used
[153] dna
[152] data
[152] cells
[151] inside
[150] store

Top Words in Tweet in G6:
[224] crispr
[97] joebondydenomy
[86] lab
[85] using
[76] recruiting
[76] technician
[76] igisci
[75] level
[75] specialist
[75] doc

Top Words in Tweet in G7:
[170] crispr
[77] #crispr
[61] using
[54] technology
[49] cas9
[47] cells
[47] gene
[39] editing
[37] study
[33] digital

Top Words in Tweet in G8:
[93] crispr
[50] gene
[45] editing
[39] chilebio_ag
[38] #crispr
[31] geneticliteracy
[28] edición
[27] genética
[27] podcast
[22] cultivos

Top Words in Tweet in G9:
[114] crispr
[52] plants
[48] annoyed
[48] pcr
[48] screening
[48] loads
[48] take
[48] look
[48] updated
[48] version

Top Words in Tweet in G10:
[55] #crispr
[51] crispr
[43] jennifer
[43] doudna
[36] crsp
[30] crisprtx
[20] gene
[19] doudna_lab
[19] editing
[18] shinya

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[764] gene,editing
[622] crispr,cas9
[347] using,crispr
[327] crispr,gene
[318] gene,therapy
[216] crispr,technology
[199] living,cells
[198] store,data
[193] data,dna
[193] inside,living

Top Word Pairs in Tweet in G1:
[108] crispr,cas9
[108] gene,editing
[50] crispr,gene
[48] crispr,technology
[36] crispr,therapeutics
[32] using,crispr
[29] genome,editing
[26] crispr,cas
[24] sickle,cell
[22] therapeutics,ag

Top Word Pairs in Tweet in G2:
[102] early,20th
[102] 20th,century
[102] century,fungal
[102] fungal,pathogen
[102] pathogen,introduced
[102] introduced,north
[102] north,america
[102] america,killed
[102] killed,nearly
[102] nearly,chestnut

Top Word Pairs in Tweet in G3:
[131] human,nature
[85] crispr,technology
[82] watched,documentary
[82] documentary,human
[82] nature,crispr
[82] technology,one
[82] one,weapons
[82] weapons,using
[82] using,battle
[82] battle,metastatic

Top Word Pairs in Tweet in G4:
[131] rasgonlab,looking
[131] looking,zebrafish
[131] zebrafish,geneticist
[131] geneticist,molecular
[131] molecular,biologist
[131] biologist,project
[131] project,develop
[131] develop,novel
[131] novel,methods
[131] methods,fish

Top Word Pairs in Tweet in G5:
[247] gene,editing
[169] crispr,gene
[162] newscientist,crispr
[151] dna,inside
[150] editing,used
[150] used,store
[150] store,data
[150] data,dna
[150] inside,living
[150] living,cells

Top Word Pairs in Tweet in G6:
[76] using,crispr
[75] lab,recruiting
[75] recruiting,level
[75] level,technician
[75] technician,specialist
[75] specialist,doc
[75] doc,igisci
[75] igisci,funded
[75] funded,projects
[75] projects,using

Top Word Pairs in Tweet in G7:
[46] crispr,technology
[43] using,crispr
[26] cells,genomes
[26] genomes,using
[24] first,article
[24] article,sciam
[24] sciam,study
[24] study,characterized
[24] characterized,79
[24] 79,cas9

Top Word Pairs in Tweet in G8:
[35] gene,editing
[27] edición,genética
[21] brasil,avanza
[21] avanza,transgenia
[21] transgenia,edición
[21] genética,injertos
[21] injertos,generar
[21] generar,resistencia
[21] resistencia,problemático
[21] problemático,enverdecimiento

Top Word Pairs in Tweet in G9:
[48] annoyed,pcr
[48] pcr,screening
[48] screening,loads
[48] loads,plants
[48] plants,crispr
[48] crispr,take
[48] take,look
[48] look,updated
[48] updated,version
[48] version,previous

Top Word Pairs in Tweet in G10:
[43] jennifer,doudna
[18] shinya,yamanaka
[17] crsp,#crispr
[16] gene,editing
[15] president,deepak
[15] deepak,srivastava
[15] srivastava,moderated
[15] moderated,conversation
[15] conversation,jennifer
[15] doudna,shinya

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@inferno_islive
@jasuchris
@crispr_mote
@rohmontgomery
@sxbegle
@cab2626
@sawyermerritt
@nhawk45
@pfizer_soze

Top Replied-To in G2:
@nhawk45
@stevenmarkryan
@sxbegle
@hiddensmallcaps
@luoshengpeng
@jessiechimni
@biotech2050
@7innovator
@adamsinger
@newyorker

Top Replied-To in G3:
@rebweicht
@daveywavy11
@danrather
@darpa
@whiteheadinst
@srqstockpicker
@mangusolab
@paweljonca
@aturnermoffitt
@geoffrbennett

Top Replied-To in G4:
@scekker
@drboddey

Top Replied-To in G5:
@newscientist

Top Replied-To in G6:
@sxbegle
@susannalharris
@science_baller
@mondouxlab
@eligobio

Top Replied-To in G7:
@nejm
@nature
@cirmnews
@davidkurten
@globalresearchn
@mu_mupa
@kateadamala
@markwbudde
@duttonjonathan
@medical_xpress

Top Replied-To in G8:
@digbijaymahat
@dahaltbd
@kevinfolta

Top Replied-To in G9:
@jdschoolmeester
@dpdaaf

Top Replied-To in G10:
@invest_thoughts
@pedroreimao42
@sawyermerritt
@vijaypande
@lexfridman
@ej23ny
@natatoouuille
@swirlgirl31415
@cathiedwood
@crisprjournal

Top Mentioned
Top Mentioned in Entire Graph:
@newscientist
@vectorgen
@danrather
@ajenglish
@newyorker
@joebondydenomy
@foundmyfitness
@sangheeflee
@michiokaku
@daveywavy11

Top Mentioned in G1:
@locusbio
@astrozaire
@artkatla
@mundelasalud
@empleo_idi
@thomasngmorris
@hamzajamil164
@thepostsynaptic

Top Mentioned in G2:
@newyorker
@luoshengpeng
@stockmktnewz
@urnovfyodor
@_b_i_o_t_e_c_h_
@sxbegle
@arkinvest
@arkkdaily
@enigma3916
@kevinadavies

Top Mentioned in G3:
@danrather
@daveywavy11
@rebweicht
@humannaturedoc
@genbio
@frazierarchive
@mammothbiosci
@leodepisa
@netfli
@darpa

Top Mentioned in G4:
@vectorgen
@drboddey
@maura_mcgrail
@alpheylab
@kennethniall
@martpal
@bkleinstiver
@plasmobees
@gene_writers
@wehi_research

Top Mentioned in G5:
@newscientist
@cnet
@medical_xpress
@newsneus

Top Mentioned in G6:
@joebondydenomy
@igisci
@jakob_tr
@cellhostmicrobe
@liyuping927
@francoisrousset
@epcrocha
@dbikard
@manuelkaulich

Top Mentioned in G7:
@nikomccarty
@medical_xpress
@physorg_com
@sciam
@johnshopkins
@cellcellpress
@nejm
@synbiobeta
@natureplants
@kateadamala

Top Mentioned in G8:
@chilebio_ag
@geneticliteracy
@peer_lab
@telavivuni
@talkingbiotech
@jonentine
@iuisventura
@kevinfolta
@teselagen
@idtdna

Top Mentioned in G9:
@jstuttmann
@qpb_journal
@johninnescentre
@laurenspauwels
@erhminlai
@ltranslat3d
@goehensel
@hildenelissen
@vbioev
@pnasnews

Top Mentioned in G10:
@crisprtx
@doudna_lab
@gladstoneinst
@e__charpentier
@vertexpharma
@crsp_investor
@genderavenger
@sawyermerritt
@nobelprize
@sahakris

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@dichristine
@threadreaderapp
@phildecarolis
@edinburghwatch
@huskorkut
@rankingko
@ejlazar
@monicasloves
@mhall55nine

Top Tweeters in G1:
@rankingko
@andyvermaut
@klinewscom
@newsfilterio
@heatherpeno
@skowtura_ini
@patesalo_e
@jdignum
@fintel_io
@shehzadyounis

Top Tweeters in G2:
@edinburghwatch
@gambiste1
@politicalbee
@fact
@ansisegle
@melissasweetdr
@jillsey11
@joshdacat
@barrienj
@lupemohawk

Top Tweeters in G3:
@dichristine
@russelltim151
@enrico056
@lorisums
@janesepmeier
@metrofla
@annfinster
@aliadair22
@wandainparis
@heysyd

Top Tweeters in G4:
@epidatageek
@chusgc
@mskvarla36
@drbhiyi
@jmcin9
@_ornellar
@olu_gh
@dr_krystal
@fribone
@mads100tist

Top Tweeters in G5:
@lillylyle
@mrpshropshire
@techjunkiejh
@cnet
@vagan
@tt85207533
@7tariqm
@tay_loup
@masterguy141
@newsneus

Top Tweeters in G6:
@kellyclelland1
@ayirpelle
@cathcoste
@drng
@calzole
@surt_lab
@yanirisma__
@diocyni
@jsteward2930
@alanmcn1

Top Tweeters in G7:
@_redfrog
@sciseekfeed
@mymom776
@youranonriots
@kheatherbrown
@physorg_health
@pet031960
@scitechmachine
@enerphyschem
@physorg_com

Top Tweeters in G8:
@eloycam2012
@elnocturno
@businessline
@salami
@alain_co
@shesholastra
@shauncoffey
@sristee44
@prometheusgreen
@cherrymontaguth

Top Tweeters in G9:
@kamounlab
@agbioworld
@583original
@terrydaynard
@plantevolution
@bcheppdepthead
@jonathandgjones
@botanyone
@researchugent
@johninnescentre

Top Tweeters in G10:
@femtech_
@tarundsnaol
@kate_eviva
@jdiannedotson
@kcarruthers
@agsciencewriter
@arstechnica
@markowenmartin
@godfree_kd
@yogeshbang


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