CRISPR, Twitter, 4/6/2021 10:54:35 PM, 252147


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CRISPR_2021-04-06_02-51-21.xlsx
CRISPR_2021-04-06_02-51-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 06, 2021
Short Description:
CRISPR via NodeXL https://bit.ly/3dGQKfX
@ezraklein
@_whitneywebb
@igisci
@crisprjournal
@docteurgonzo4
@ucberkeley
@gmwatch
@josmirek
@walterisaacson
@crispr_papers

Top hashtags:
#crispr
#thread
#sicklecell
#gmo
#geneediting
#newgmo
#nouveauxogm
#berkeleyresearch

Description:
Description
The graph represents a network of 7,341 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, 06 April 2021 at 10:04 UTC.

The requested start date was Tuesday, 06 April 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 6-day, 12-hour, 15-minute period from Tuesday, 30 March 2021 at 11:45 UTC to Tuesday, 06 April 2021 at 00:01 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 : 7341
Unique Edges : 4512
Edges With Duplicates : 10864
Total Edges : 15376
Number of Edge Types : 5
Replies to : 812
Retweet : 4729
MentionsInRetweet : 6058
Tweet : 1668
Mentions : 2109
Self-Loops : 1765
Reciprocated Vertex Pair Ratio : 0.0243153314563604
Reciprocated Edge Ratio : 0.0474762618690655
Connected Components : 1399
Single-Vertex Connected Components : 733
Maximum Vertices in a Connected Component : 3970
Maximum Edges in a Connected Component : 10609
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.3392
Graph Density : 0.000148544233109775
Modularity : 0.519415
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 7,341 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, 06 April 2021 at 10:04 UTC.

The requested start date was Tuesday, 06 April 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 6-day, 12-hour, 15-minute period from Tuesday, 30 March 2021 at 11:45 UTC to Tuesday, 06 April 2021 at 00:01 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:
[213] https://news.berkeley.edu/2021/03/30/fda-approves-first-test-of-crispr-to-correct-genetic-defect-causing-sickle-cell-disease/
[43] https://directorsblog.nih.gov/2021/04/01/could-crispr-gene-editing-technology-be-an-answer-to-chronic-pain/
[34] https://www.gmwatch.org/en/news/latest-news/19732-new-analytical-tool-reveals-massive-dna-damage-caused-by-crispr-cas9-gene-editing
[24] https://www.blacklistednews.com/article/79609/new-analytical-tool-reveals-massive-dna-damage-caused-by-crisprcas9-gene.html?utm_source=dlvr.it&utm_medium=twitter
[20] https://itmodel4dnadamagerepair.blogspot.com/
[19] https://www.statnews.com/2021/03/30/a-crispr-2-0-pioneer-expecting-credit-on-its-own-invention-is-ruffled-by-a-competitor/
[17] https://agroalimentando.com/nota/13754
[16] https://id.handelsblatt.com/login?service=https%3A%2F%2Fwww.handelsblatt.com%2F26999552.html%3Fshare%3Dtwitter&gateway=true
[15] https://endpts.com/exclusive-after-four-decades-one-researchers-radical-hiv-cure-finally-gets-its-shot/
[14] https://www.jove.com/t/62299/production-of-human-crispr-engineered-car-t-cells

Top URLs in Tweet in G1:
[30] https://news.berkeley.edu/2021/03/30/fda-approves-first-test-of-crispr-to-correct-genetic-defect-causing-sickle-cell-disease/
[19] https://directorsblog.nih.gov/2021/04/01/could-crispr-gene-editing-technology-be-an-answer-to-chronic-pain/
[13] https://www.labroots.com/trending/clinical-and-molecular-dx/20151/covid-variants-can-t-hide-crispr-diagnostic
[11] https://www.gmwatch.org/en/news/latest-news/19732-new-analytical-tool-reveals-massive-dna-damage-caused-by-crispr-cas9-gene-editing
[7] https://www.nytimes.com/2021/04/02/opinion/ezra-klein-podcast-walter-isaacson.html
[5] https://www.biospace.com/article/caribou-biosciences-is-armoring-cells-to-fight-disease-through-crispr/
[5] https://phys.org/news/2021-03-variants-crispr-cas12a-genome.html
[5] https://www.freethink.com/articles/duplication-mutation
[5] https://www.medgadget.com/2021/03/quick-and-easy-crispr-covid-test-spots-mutations.html?utm_source=dlvr.it&utm_medium=twitter
[5] https://techcrunch.com/2021/03/08/new-clinical-trial-data-from-locus-biosciences-shows-promise-in-crispr-cas3-technology/

Top URLs in Tweet in G2:
[10] https://news.berkeley.edu/2021/03/30/fda-approves-first-test-of-crispr-to-correct-genetic-defect-causing-sickle-cell-disease/
[9] https://www.youtube.com/watch?v=rnUlyPaGVwQ&feature=youtu.be

[5] https://www.fiercebiotech.com/biotech/scribe-therapeutics-snags-100m-for-engineered-crispr-tech-pipeline
[4] https://twitter.com/ezraklein/status/1378039761898598404
[4] https://jobs.lever.co/mammothbiosci/0ef9e233-002c-438b-a403-a7738a81245d
[4] https://twitter.com/scribetx/status/1377273251726942212
[4] https://www.genengnews.com/gen-edge/doudnas-scribe-rewrites-crispr-drug-development-with-100-million-series-b/
[4] https://www.youtube.com/watch?v=4QQdz8dZvqI&feature=youtu.be

[3] https://www.joinclubhouse.com/event/PDvGjVo1
[3] https://www.ucsf.edu/news/2021/03/420137/uc-consortium-launches-first-clinical-trial-using-crispr-correct-gene-defect

Top URLs in Tweet in G3:
[33] https://news.berkeley.edu/2021/03/30/fda-approves-first-test-of-crispr-to-correct-genetic-defect-causing-sickle-cell-disease/
[12] https://montoliu.naukas.com/2021/03/31/editando-genes-3-0-actualizando-la-historia-de-las-crispr-tras-el-nobel-y-la-pandemia-covid-19/
[9] https://globalplantcouncil.org/new-crispr-systems-vector-to-achieve-more-nutritious-and-resistant-plants/
[7] https://www.uv.es/institute-integrative-systems-biology-i2sysbio/en/news-1285990801509/Novetat.html?id=1286185586815
[4] https://www.statnews.com/2021/03/30/a-crispr-2-0-pioneer-expecting-credit-on-its-own-invention-is-ruffled-by-a-competitor/
[3] https://fundacion-antama.org/francis-mojica-explica-como-fue-el-descubrimiento-del-sistema-crispr/
[3] https://www.uv.es/institut-biologia-integrativa-sistemes-i2sysbio/ca/novetats-1285990801509/Novetat.html?id=1286185586815
[3] https://www.uv.es/instituto-biologia-integrativa-sistemas-i2sysbio/es/novedades-1285990801509/Novetat.html?id=1286185586815
[2] https://www.medrxiv.org/content/10.1101/2021.03.19.21253328v1
[2] https://twitter.com/carlzimmer/status/1377289529552429060

Top URLs in Tweet in G4:
[6] https://www.gmwatch.org/en/news/latest-news/19732-new-analytical-tool-reveals-massive-dna-damage-caused-by-crispr-cas9-gene-editing
[1] http://web.archive.org/web/20171212215644/https://www.neb.com/tools-and-resources/feature-articles/crispr-cas9-and-targeted-genome-editing-a-new-era-in-molecular-biology
[1] https://www.biorxiv.org/content/10.1101/2021.02.15.431335v1
[1] https://www.biotech-gm-food.com/gruene-parteitag-grundsatzprogramm-gentechnik-biotechnologie-wende
[1] https://www.topagrar.com/management-und-politik/news/gruene-setzen-bei-gentechnik-auf-kompromiss-statt-ablehnung-12412064.html
[1] https://www.wochenblatt.com/landwirtschaft/agrarpolitik/die-gruenen-und-die-gruene-gentechnik-ein-klares-jein-12412726.html
[1] https://www.zeit.de/2019/44/gentechnik-die-gruenen-kontroverse
[1] https://www.sueddeutsche.de/wissen/klimawandel-landwirtschaft-gruene-gentechnik-crispr-1.4932845
[1] https://twitter.com/_whitneywebb/status/1377553077851598850
[1] https://twitter.com/invitrogen/status/1338999956183519232

Top URLs in Tweet in G5:
[4] https://twitter.com/foe_us/status/1278742755154563072
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-01906-4
[2] https://fr.sputniknews.com/sante/202103311045421734-ma-peau-sest-detachee-vaccine-avec-le-johnson--johnson-il-fait-une-severe-reaction-secondaire/
[2] https://www.infogm.org/7157-ogm-mutations-involontaires-embryons-humains
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-00388-2
[2] https://twitter.com/docteurgonzo4/status/1378061839167332360
[1] https://theconversation.com/crispr-et-les-effets-hors-cible-des-risques-encore-peu-controlables-108214
[1] https://twitter.com/DocteurGonzo4/status/1279013393488322560
[1] https://www.futura-sciences.com/sante/actualites/crispr-cas9-bebes-chinois-ogm-mutations-imprevues-sont-apparues-leur-genome-73919/
[1] https://twitter.com/GMWatch/status/1372936566038003712

Top URLs in Tweet in G6:
[14] https://www.jove.com/t/62299/production-of-human-crispr-engineered-car-t-cells
[13] https://endpts.com/exclusive-after-four-decades-one-researchers-radical-hiv-cure-finally-gets-its-shot/
[8] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Ftrends%2Fimmunology%2Ffulltext%2FS1471-4906%2821%2900051-X%3Frss%3Dyes%26utm_source%3Ddlvr.it%26utm_medium%3Dtwitter&rc=0
[6] https://www.addgene.org/browse/article/28211970/?utm_campaign=New%20Plasmids%20Released&utm_content=160191646&utm_medium=social&utm_source=twitter&hss_channel=tw-82411462
[4] https://ashpublications.org/blood/article/137/12/1565/475572/Modeling-acute-erythroid-leukemia-via-CRISPR
[2] https://www.genengnews.com/sponsored/functional-profiling-of-crispr-edited-cells-identifies-potent-and-durable-immune-therapies/
[1] https://www.addgene.org/kits/marillonnet-stuttmann-zcas9i-cloning/?utm_campaign=New%20Plasmids%20Released&utm_content=159834236&utm_medium=social&utm_source=twitter&hss_channel=tw-82411462
[1] https://www.biorxiv.org/cgi/content/short/2021.03.31.436695v1
[1] https://linkinghub.elsevier.com/retrieve/pii/S1096717621000537
[1] http://www.sciencedirect.com/science/authShare/S147149062100051X/20210331T041000Z/1?md5=631584440192e0121293718a98b6abe9&dgcid=coauthor

Top URLs in Tweet in G7:
[14] https://id.handelsblatt.com/login?service=https%3A%2F%2Fwww.handelsblatt.com%2F26999552.html%3Fshare%3Dtwitter&gateway=true
[4] https://www.chilebio.cl/2021/03/19/la-edicion-genetica-con-crispr-podria-controlar-la-gripe-aviar-y-prevenir-la-proxima-pandemia/
[3] https://www.chilebio.cl/2019/12/23/investigadores-chilenos-desarrolla-uva-editada-geneticamente-resistente-a-hongos/
[2] https://mundoagropecuario.net/edicion-genetica-con-crispr-para-desarrollar-un-maiz-hibrido-superior/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://mundoagropecuario.net/crispr-cas9-mejora-la-cebada-para-la-industria-cervecera/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.chilebio.cl/2021/03/20/japon-lanza-al-mercado-el-primer-tomate-editado-geneticamente-ayudaria-a-controlar-la-presion-arterial/
[2] https://www.chilebio.cl/2021/03/26/canada-exime-de-regulacion-a-los-cultivos-editados-geneticamente-sin-insercion-de-adn-externo/
[2] https://twitter.com/agritof80/status/1200717991148761088?s=19
[1] https://mundoagropecuario.net/cas12a-y-cpf1-mejorar-la-edicion-de-genes-en-el-arroz-a-traves-de-tecnicas-crispr/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://mundoagropecuario.net/uvas-editadas-geneticamente-por-crispr-podrian-reducir-el-uso-de-pesticidas-en-europa/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G8:
[13] https://omny.fm/shows/science-clear-and-vivid/crispr-versus-covid
[6] https://news.berkeley.edu/2021/03/30/fda-approves-first-test-of-crispr-to-correct-genetic-defect-causing-sickle-cell-disease/
[4] https://childrenshealthdefense.org/defender/countries-waive-safety-regulations-gene-edited-corn/
[3] https://omny.fm/shows/clear-vivid-with-alan-alda/from-davinci-to-crispr
[2] https://trib.al/eBJwfbC
[2] https://www.uni-stuttgart.de/forschung/forschung-leben/
[1] https://www.forbes.com/sites/katiejennings/2020/06/10/the-under-30-alums-racing-to-develop-at-home-coronavirus-tests-with-crispr/
[1] https://twitter.com/alda/status/1376927713525694466
[1] https://twitter.com/alda/status/1377663559916720128
[1] https://boxoffice.hotdocs.ca/websales/pages/info.aspx?evtinfo=139647~fff311b7-cdad-4e14-9ae4-a9905e1b9cb0&utm_source=Twitter&utm_medium=HDC&utm_campaign=HDHome&utm_content=AEWalterIsaacson

Top URLs in Tweet in G9:
[103] https://news.berkeley.edu/2021/03/30/fda-approves-first-test-of-crispr-to-correct-genetic-defect-causing-sickle-cell-disease/
[4] https://directorsblog.nih.gov/2021/04/01/could-crispr-gene-editing-technology-be-an-answer-to-chronic-pain/
[1] https://id.handelsblatt.com/login?service=https%3A%2F%2Fwww.handelsblatt.com%2F26999552.html%3Fshare%3Dtwitter&gateway=true
[1] https://twitter.com/beaostermann/status/1379091599234306049
[1] https://id.handelsblatt.com/login?service=https%3A%2F%2Fwww.handelsblatt.com%2Fpolitik%2Fdeutschland%2Fcrispr-verpasst-deutschland-das-milliardengeschaeft-mit-der-genschere-%2F26999552.html%3Futm_term%3Dorganisch%26utm_campaign%3Dstandard%26utm_medium%3Dsocial%26utm_content%3Dne%26utm_source%3DTwitter&gateway=true
[1] https://id.handelsblatt.com/login?service=https%3A%2F%2Fwww.handelsblatt.com%2F26999552.html&gateway=true
[1] https://montoliu.naukas.com/2021/03/31/editando-genes-3-0-actualizando-la-historia-de-las-crispr-tras-el-nobel-y-la-pandemia-covid-19/
[1] https://twitter.com/vijaypande/status/1377290944869888000
[1] https://www.biorxiv.org/content/10.1101/2021.03.29.437450v1
[1] https://www.biorxiv.org/content/10.1101/2021.03.29.437595v1

Top URLs in Tweet in G10:
[8] https://nus-sg.zoom.us/meeting/register/tZcsce6vrj0jE9HsHi5KJ2ebbOEPlW7OZ-Ha
[1] http://www.yschaerli.com
[1] https://career5.successfactors.eu/career?career_ns=job_listing&company=universitdP&navBarLevel=JOB_SEARCH&rcm_site_locale=fr_FR&career_job_req_id=17265&selected_lang=en_US&jobAlertController_jobAlertId=&jobAlertController_jobAlertName=&_s.crb=4emOk%2BY2WO8xabBOVwnteQIWGnSGTLMgAq4vCTelQRI%3D
[1] https://twitter.com/SJSeekles/status/1377933455363817477
[1] https://www.embl.org/jobs/position/HD01949/
[1] https://fungalbiolbiotech.biomedcentral.com/articles/10.1186/s40694-021-00111-w
[1] https://www.eventinterface.com/pichia-2021/#programprogram

Top Domains
Top Domains in Tweet in Entire Graph:
[264] twitter.com
[218] berkeley.edu
[128] nih.gov
[85] youtube.com
[52] biorxiv.org
[44] nature.com
[37] gmwatch.org
[32] agroalimentando.com
[30] blogspot.com
[29] statnews.com

Top Domains in Tweet in G1:
[82] twitter.com
[42] nih.gov
[33] berkeley.edu
[14] nytimes.com
[13] forbes.com
[13] labroots.com
[12] phys.org
[11] nature.com
[11] medgadget.com
[11] gmwatch.org

Top Domains in Tweet in G2:
[42] twitter.com
[31] nih.gov
[20] youtube.com
[10] elsevier.com
[10] berkeley.edu
[9] biorxiv.org
[7] synthego.com
[6] mammoth.bio
[5] fiercebiotech.com
[5] nature.com

Top Domains in Tweet in G3:
[34] berkeley.edu
[15] naukas.com
[13] uv.es
[9] globalplantcouncil.org
[8] twitter.com
[4] innovativegenomics.org
[4] ucsf.edu
[4] fundacion-antama.org
[4] scienceboard.net
[4] statnews.com

Top Domains in Tweet in G4:
[6] gmwatch.org
[3] twitter.com
[1] archive.org
[1] biorxiv.org
[1] biotech-gm-food.com
[1] topagrar.com
[1] wochenblatt.com
[1] zeit.de
[1] sueddeutsche.de
[1] theaiorganization.com

Top Domains in Tweet in G5:
[17] twitter.com
[5] nature.com
[3] infogm.org
[2] futura-sciences.com
[2] sputniknews.com
[1] theconversation.com
[1] rtl.be
[1] numerama.com
[1] charliehebdo.fr

Top Domains in Tweet in G6:
[15] jove.com
[13] endpts.com
[10] elsevierhealth.com
[7] addgene.org
[4] ashpublications.org
[3] twitter.com
[2] genengnews.com
[2] biorxiv.org
[2] sciencedirect.com
[2] biospace.com

Top Domains in Tweet in G7:
[19] mundoagropecuario.net
[14] handelsblatt.com
[12] chilebio.cl
[6] twitter.com
[3] nature.com
[3] over-blog.com
[2] sciencenews.org
[1] scienceindustries.ch
[1] sciencenorway.no
[1] berkeley.edu

Top Domains in Tweet in G8:
[16] omny.fm
[7] twitter.com
[6] berkeley.edu
[4] childrenshealthdefense.org
[4] trib.al
[3] youtube.com
[2] forbes.com
[2] nytimes.com
[2] toka.today
[2] uni-stuttgart.de

Top Domains in Tweet in G9:
[103] berkeley.edu
[4] nih.gov
[3] handelsblatt.com
[3] twitter.com
[2] biorxiv.org
[1] naukas.com
[1] czbiohub.org

Top Domains in Tweet in G10:
[8] zoom.us
[1] yschaerli.com
[1] successfactors.eu
[1] twitter.com
[1] embl.org
[1] biomedcentral.com
[1] eventinterface.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1236] crispr
[167] thread
[92] sicklecell
[87] gmo
[72] geneediting
[55] newgmo
[48] nouveauxogm
[44] berkeleyresearch
[42] tubacex
[42] ezentis



Top Hashtags in Tweet in G1:
[135] crispr
[18] biotech
[14] covid
[12] covid19
[11] science
[10] coronavirus
[9] geneediting
[8] gene
[7] genetics
[6] gmo

Top Hashtags in Tweet in G2:
[195] crispr
[32] geneediting
[24] wsb
[16] wallstreetbets
[14] stonks
[13] genomicrevolution
[8] geneonline
[8] genetherapy
[8] ai
[7] agriculture

Top Hashtags in Tweet in G3:
[245] crispr
[66] sicklecell
[42] berkeleyresearch
[37] omg
[24] leigh
[18] tomate
[6] stemcell
[6] clinicaltrial
[6] geneediting
[4] sicklecelldisease

Top Hashtags in Tweet in G4:
[3] diegrünen
[3] gmo
[3] gentechnik
[3] genfleisch

Top Hashtags in Tweet in G5:
[165] thread
[48] nouveauxogm
[36] crispr
[3] ogm
[1] nbt
[1] editiondugénome
[1] gmo

Top Hashtags in Tweet in G6:
[58] crispr
[13] hivcure
[8] immunology
[7] cart
[7] bmtsm
[7] cartcell
[4] ael
[4] leusm
[2] sarscov2
[2] therapeutics

Top Hashtags in Tweet in G7:
[47] crispr
[10] transgénicas
[8] semillas
[8] canadá
[7] edicióngenética
[7] betterave
[7] uk
[6] covid19
[6] ogm
[4] biotecnologia

Top Hashtags in Tweet in G8:
[32] crispr
[13] ai
[11] scienceclearandvivid
[9] clearandvivid
[8] genschere
[8] forschung
[6] healthcare
[4] thecodebreaker
[4] corn
[4] beyondmeat

Top Hashtags in Tweet in G9:
[14] genschere
[8] crispr
[2] pain
[1] erbkrankheiten
[1] gentechnik
[1] ethik
[1] efi
[1] genshintwt
[1] sicklecell
[1] forschung

Top Hashtags in Tweet in G10:
[4] crispr
[3] proudwifemoment
[2] geneediting
[2] multiplex
[2] pichia2021
[1] hiring
[1] diagnostics

Top Words
Top Words in Tweet in Entire Graph:
[5060] crispr
[1393] gene
[1233] #crispr
[1175] editing
[1085] cas9
[545] cell
[515] genetic
[497] future
[497] ezraklein
[488] docteurgonzo4

Top Words in Tweet in G1:
[706] crispr
[173] gene
[144] editing
[135] #crispr
[91] cas9
[76] technology
[70] genetic
[55] cell
[53] disease
[48] human

Top Words in Tweet in G2:
[712] crispr
[467] ezraklein
[358] everything
[356] cover
[272] history
[271] days
[271] wonder
[269] sweep
[269] sideshow
[269] historian

Top Words in Tweet in G3:
[242] #crispr
[180] crispr
[171] disease
[143] cell
[140] sickle
[139] first
[122] ucberkeley
[109] genetic
[107] igisci
[99] edición

Top Words in Tweet in G4:
[422] crispr
[409] gene
[407] editing
[400] cas9
[389] future
[388] wef
[388] medicine
[387] drive
[387] healthcare
[387] precision

Top Words in Tweet in G5:
[478] docteurgonzo4
[366] ogm
[266] johnson
[210] vaccin
[202] vaccins
[195] crispr
[165] #thread
[139] nouveaux
[136] avril
[133] partir

Top Words in Tweet in G6:
[112] crispr
[65] metabolic
[63] cas9
[58] #crispr
[56] cell
[46] expression
[46] vivo
[45] concerned
[45] long
[45] term

Top Words in Tweet in G7:
[113] crispr
[84] nbt
[74] plantes
[73] ogm
[71] emmanuelruimy
[71] débat
[71] autour
[71] nouvelles
[71] méthodes
[71] d'amélioration

Top Words in Tweet in G8:
[79] crispr
[54] walterisaacson
[54] young
[52] alanalda
[48] world
[47] clear
[47] vivid
[47] science
[46] guys
[45] meet

Top Words in Tweet in G9:
[122] crispr
[116] cell
[106] sickle
[105] genetic
[105] disease
[104] first
[104] correct
[104] defect
[103] fda
[103] approves

Top Words in Tweet in G10:
[176] synthetic
[127] crispr
[114] based
[90] biology
[88] bacterial
[87] interested
[87] circuits
[87] pattern
[87] formation
[87] engineered

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[927] gene,editing
[927] crispr,cas9
[404] future,healthcare
[401] precision,medicine
[398] wef,crispr
[398] cas9,drive
[398] drive,future
[398] healthcare,gene
[398] editing,precision
[398] medicine,becomes

Top Word Pairs in Tweet in G1:
[108] gene,editing
[83] crispr,cas9
[59] crispr,gene
[43] sickle,cell
[36] cell,disease
[26] editing,technology
[24] cas9,gene
[23] crispr,technology
[21] jennifer,doudna
[21] fda,approves

Top Word Pairs in Tweet in G2:
[356] everything,cover
[269] sweep,history
[268] days,wonder
[268] wonder,everything
[268] cover,sweep
[268] history,sideshow
[268] sideshow,crispr
[267] ezraklein,days
[267] crispr,historian
[88] haven't,dropped

Top Word Pairs in Tweet in G3:
[133] sickle,cell
[132] cell,disease
[96] genetic,defect
[91] correct,genetic
[77] defect,causing
[73] approves,first
[72] first,test
[72] causing,sickle
[70] fda,approves
[54] tercera,edición

Top Word Pairs in Tweet in G4:
[406] gene,editing
[400] crispr,cas9
[388] wef,crispr
[387] cas9,drive
[387] drive,future
[387] future,healthcare
[387] healthcare,gene
[387] editing,precision
[387] precision,medicine
[387] medicine,becomes

Top Word Pairs in Tweet in G5:
[161] docteurgonzo4,#thread
[133] #thread,vaccins
[133] vaccins,nouveaux
[133] nouveaux,ogm
[133] ogm,vaccin
[133] vaccin,ogm
[133] ogm,johnson
[133] johnson,johnson
[133] johnson,partir
[133] partir,avril

Top Word Pairs in Tweet in G6:
[46] cas9,expression
[45] concerned,long
[45] long,term
[45] term,cas9
[45] expression,influence
[45] influence,metabolic
[45] metabolic,outcomes
[45] outcomes,vivo
[45] vivo,#crispr
[45] #crispr,show

Top Word Pairs in Tweet in G7:
[71] débat,autour
[71] autour,nouvelles
[71] nouvelles,méthodes
[71] méthodes,d'amélioration
[71] d'amélioration,plantes
[71] plantes,nbt
[71] nbt,crispr
[71] crispr,nouveaux
[71] nouveaux,ogm
[71] ogm,expliqué

Top Word Pairs in Tweet in G8:
[47] clear,vivid
[45] meet,two
[45] two,young
[45] young,guys
[45] guys,changing
[45] changing,world
[45] world,series
[45] series,called
[45] called,science
[45] science,clear

Top Word Pairs in Tweet in G9:
[106] sickle,cell
[105] cell,disease
[104] correct,genetic
[104] genetic,defect
[103] fda,approves
[103] approves,first
[103] first,test
[103] test,crispr
[103] crispr,correct
[103] defect,causing

Top Word Pairs in Tweet in G10:
[89] synthetic,biology
[87] interested,bacterial
[87] bacterial,synthetic
[87] biology,crispr
[87] crispr,based
[87] based,synthetic
[87] synthetic,circuits
[87] circuits,pattern
[87] pattern,formation
[87] formation,engineered

Top Replied-To
Top Replied-To in Entire Graph:
@ezraklein
@stevenmarkryan
@mileycyrus
@jgschraiber
@mg_go_2thepolls
@voiceofslums1
@hassanaesthetic
@natharooni
@q_crispr
@crispr_art

Top Replied-To in G2:
@ezraklein
@jgschraiber
@hassanaesthetic
@natharooni
@crispr_articles
@crsp_investor
@wanderingego
@matias_kaplan
@ghart1225
@iusewords

Top Replied-To in G3:
@lluismontoliu
@urnovfyodor
@awohlwill
@jidindinesh
@michaelretchin
@vicmyer
@aubreydegrey
@e__charpentier
@brionesci
@cariboubio

Top Replied-To in G4:
@stpetersshadow
@hausfrau4ever
@debraclaridge
@ombudsman4truth
@coachninah
@unprograms

Top Replied-To in G5:
@agritof80
@lecardonnelloic
@docteurgonzo4
@lili4247897429
@pasrodique
@aleaument

Top Replied-To in G6:
@johndoench
@hanjunlee_mit
@drdevangm

Top Replied-To in G7:
@agritof80
@keywanhp
@naturschuetzen
@hellwegbernhard
@b_rouille_idele
@libe
@hcomosa
@loch_lame
@prometheusgreen
@chilebio_ag

Top Replied-To in G8:
@just_sophi_
@walterisaacson
@terryglavin

Top Replied-To in G9:
@grenthblood
@asemhamdy55
@thomassigmundhb
@beaostermann
@byebyenwo

Top Mentioned
Top Mentioned in Entire Graph:
@docteurgonzo4
@ezraklein
@_whitneywebb
@ucberkeley
@igisci
@carlzimmer
@ucberk
@therickwilson
@gmwatch
@yschaerli

Top Mentioned in G1:
@retirefund
@jeanrossignol
@drrimmer
@biomedj
@thepostsynaptic
@_cyberpunks_
@jalozate
@georgementz
@lissandralj
@nwplayer123

Top Mentioned in G2:
@ezraklein
@scribetx
@crisprtx
@crisprsam
@benjaminloakes
@kellyhalpern62
@da
@gaetanburgio
@crsp_investor
@jgschraiber

Top Mentioned in G3:
@ucberkeley
@igisci
@lluismontoliu
@ucsf
@doudna_lab
@bioamara
@ibmcp
@ucla
@ucsfbenioffoak
@jcornlab

Top Mentioned in G4:
@_whitneywebb
@cyrusaparsa1
@codem369
@nacktaffe
@ich2es
@2dedostesta
@rubic3n
@hausfrau4ever
@jessematchey
@aprilwaltons

Top Mentioned in G5:
@docteurgonzo4
@thecrick
@infogm
@flobga
@lili4247897429
@_whitneywebb
@jjoueux
@pasrodique
@libe

Top Mentioned in G6:
@briandrew101
@sarah_e_pierce
@buquicchioli
@nathan_e_lewis
@defeathiv
@trendsimmuno
@addgene
@carttherapy
@jeffreygranja
@iannisaifantis1

Top Mentioned in G7:
@emmanuelruimy
@chilebio_ag
@munagropecuario
@agritof80
@prometheusgreen
@ludgerwess
@foodevo_lefilm
@libe
@progagrarwende
@iniachile

Top Mentioned in G8:
@walterisaacson
@alanalda
@nytopinion
@nytscience
@alda
@ezraklein
@omarabudayyeh
@jgooten
@tokatoday
@uni_stuttgart

Top Mentioned in G9:
@carlzimmer
@ucberk
@handelsblatt
@genome_gov
@thomassigmundhb
@alexis_verger
@maxplanckpress
@ucberkeley
@igisci

Top Mentioned in G10:
@yschaerli
@larsmsteinmetz
@magnesslab
@yunnhwen
@geneonlinenews
@hadiastri_k
@swaine_chen
@figlegend
@jchenlab
@kiminsingapore

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@zyiteblog
@mlnangalama
@zyitegadgets
@cybersec_feeds
@freiewelteu
@huskorkut
@ejlazar
@monicasloves
@languillem

Top Tweeters in G1:
@freiewelteu
@prpnews
@stigmabase
@eurekamag
@lucas_wyrsch
@thedextazlab
@into_ai
@mackabiviper42
@cancercurenow
@jimmyroybloom

Top Tweeters in G2:
@gambiste1
@4tchat
@maryalicebisho2
@deepvard
@brendahazelhur1
@nanteos620
@trendsinai
@jjdebenedictis
@armanwalker
@kindlee55

Top Tweeters in G3:
@alllwftopic
@411emilio
@jesusromero2_7
@kaluapiscis
@laura78703
@eclecticbrotha
@rogue_corq
@scopedbylarry
@notgeauxgabby
@omi_082

Top Tweeters in G4:
@makedni
@djsiri
@rosenthalellery
@macjuanma
@dihoppy
@evolvequickly
@realmajordan
@andyhammers
@loulan_777
@annika1021

Top Tweeters in G5:
@languillem
@m2bliquis
@thalassa2008
@madrynha2012
@chani_bayle
@radiolondres6
@manouchkya
@clobala2
@diabolo741
@canaloblik

Top Tweeters in G6:
@kellyclelland1
@drng
@bioturbonick
@mihulkas
@erikmaronde
@jsteward2930
@dgermain21
@addgene
@aemonten
@agct_team

Top Tweeters in G7:
@meruemgi
@littlewisehen
@alain_co
@libe
@latourygermain
@earlchamignon
@barrakiaxonn
@geographerdc
@hdjebar
@claudiogianni

Top Tweeters in G8:
@marthalynneowe1
@upuouo
@nytimes
@fareedaasf
@kpheaney
@pjlacasse22
@forbes
@clandersen
@debbienester1
@jozpina

Top Tweeters in G9:
@frecklesxx20
@brontyman
@cwharlow
@drlindashelton
@komonews
@raimundraimund
@handelsblatt
@craykain
@lancelotlinksc
@lepetittoc

Top Tweeters in G10:
@epin7
@llewellyngreen
@bodobrueckner
@birloque
@proftomellis
@theosysbio
@mittmita
@embl
@nasser_alq12
@s_wuyts


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