CRISPR, Twitter, 8/11/2021 12:28:59 AM, 259952
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CRISPR_2021-08-10_04-16-01.xlsx
CRISPR_2021-08-10_04-16-01.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
August 11, 2021
Short Description:
CRISPR via NodeXL https://bit.ly/3iyyYPI
@doudna_lab
@lluismontoliu
@time
@jkeithjoung
@naturebiotech
@scienceadvances
@sciencemagazine
@benishii_
@binmohammed07
@urnovfyodor

Top hashtags:
#crispr
#covid19
#phd
#ngs
#plasmodium
#biotech
#geneediting
#biotechnology

Description:
Description
The graph represents a network of 7,593 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, 10 August 2021 at 11:36 UTC.

The requested start date was Tuesday, 10 August 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 9-day, 14-hour, 34-minute period from Saturday, 31 July 2021 at 09:21 UTC to Monday, 09 August 2021 at 23:56 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 : 7593
Unique Edges : 5571
Edges With Duplicates : 9814
Total Edges : 15385
Number of Edge Types : 5
Replies to : 1069
Mentions : 2576
Retweet : 3979
MentionsInRetweet : 5579
Tweet : 2182
Self-Loops : 2274
Reciprocated Vertex Pair Ratio : 0.028532775796335
Reciprocated Edge Ratio : 0.0554824823627885
Connected Components : 1757
Single-Vertex Connected Components : 910
Maximum Vertices in a Connected Component : 3062
Maximum Edges in a Connected Component : 8930
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.120352
Graph Density : 0.000145074972691974
Modularity : 0.550179
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,593 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, 10 August 2021 at 11:36 UTC.

The requested start date was Tuesday, 10 August 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 9-day, 14-hour, 34-minute period from Saturday, 31 July 2021 at 09:21 UTC to Monday, 09 August 2021 at 23:56 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:
[42] https://phys.org/news/2021-08-crispr-enzymes-covid-diagnostic-minutes.html
[34] https://pubmed.ncbi.nlm.nih.gov/34354262/?utm_source=curl&utm_medium=rss&utm_campaign=None&utm_content=1dwOEnJFpGXm0QHHVL_qpIKyt8gwRjUzYxNMj8-1PBGyeC-kLC&fc=None&ff=20210806135123&v=2.14.5
[33] https://time.com/6080127/crispr-mrna/
[32] https://www.biorxiv.org/cgi/content/short/2021.08.03.454883v1
[28] https://medicalxpress.com/news/2021-08-scientists-crispr-cas9-fuchs-corneal-dystrophy.html
[21] https://news.berkeley.edu/2021/08/05/using-two-crispr-enzymes-a-covid-diagnostic-in-only-20-minutes/
[21] https://www.cell.com/trends/plant-science/fulltext/S1360-1385(21)00157-6?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[21] https://www.sciencefriday.com/segments/crispr-rare-genetic-disease/
[20] https://www.mmrrc.org/catalog/sds.php?mmrrc_id=68090
[19] https://www.nejm.org/doi/full/10.1056/NEJMoa2107454?cookieSet=1

Top URLs in Tweet in G1:
[20] https://phys.org/news/2021-08-crispr-enzymes-covid-diagnostic-minutes.html
[17] https://www.amazon.com/Agricultural-Industry-2020-Comprehensive-agriculture-ebook/dp/B07Y7JJCGH?dchild=1&qid=1624801571&sr=8-1&linkCode=sl1&tag=nickdancriddr-20&linkId=95b7855242765ddc1c0b93298bd9ea53&language=en_US&ref_=as_li_ss_tl
[14] https://www.sciencefriday.com/segments/crispr-rare-genetic-disease/
[13] https://www.biospace.com/article/a-pivotal-moment-for-crispr-in-the-gene-editing-journey-/
[9] https://www.nejm.org/doi/full/10.1056/NEJMoa2107454?cookieSet=1
[9] https://agfundernews.com/hudson-river-biotech-raises-5-9m-for-crop-crispr-nanotech-inputs.html
[8] https://time.com/6080127/crispr-mrna/
[8] https://twinybots.ch/
[7] https://www.sciencemag.org/news/2021/06/crispr-injected-blood-treats-genetic-disease-first-time
[7] https://ift.tt/2WLhHdP

Top URLs in Tweet in G2:
[7] https://www.who.int/publications-detail-redirect/9789240030381
[6] https://www.agenciasinc.es/Noticias/Desarrollan-un-test-basado-en-CRISPR-que-detecta-el-virus-de-la-COVID-19-en-saliva
[4] https://www.genengnews.com/news/crispr-enzyme-duo-enables-20-minute-covid-19-test/
[4] https://www.genengnews.com/news/facemask-detects-sars-cov-2-using-crispr-based-sherlock-technology/
[4] https://www.cell.com/cell-chemical-biology/fulltext/S2451-9456(21)00351-2?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[3] https://www.genengnews.com/news/modified-rna-guides-improve-rna-targeting-ability-of-crispr-cas13/
[3] https://bit.ly/37q92zG
[3] https://pubmed.ncbi.nlm.nih.gov/34354262/?utm_source=curl&utm_medium=rss&utm_campaign=None&utm_content=1dwOEnJFpGXm0QHHVL_qpIKyt8gwRjUzYxNMj8-1PBGyeC-kLC&fc=None&ff=20210806135123&v=2.14.5
[2] https://www.genengnews.com/virology/coronavirus/covid-19-test-detects-emerging-variants-using-sherlock-and-saliva/
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41592-021-01224-1

Top URLs in Tweet in G3:
[28] https://pubmed.ncbi.nlm.nih.gov/34354262/?utm_source=curl&utm_medium=rss&utm_campaign=None&utm_content=1dwOEnJFpGXm0QHHVL_qpIKyt8gwRjUzYxNMj8-1PBGyeC-kLC&fc=None&ff=20210806135123&v=2.14.5
[15] https://news.berkeley.edu/2021/08/05/using-two-crispr-enzymes-a-covid-diagnostic-in-only-20-minutes/
[6] https://pubmed.ncbi.nlm.nih.gov/34294706/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=None&utm_content=14a2MZa9gZvaIYpuKMGRaHSk2Y8ZtyEVUJR7eXJdAWXeik7g7S&fc=None&ff=20210803212705&v=2.14.5
[5] https://www.nature.com/articles/s41467-021-24707-3
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41589-021-00842-2
[3] https://www.youtube.com/watch?v=1Ls1i4lx2XE

[3] https://pubmed.ncbi.nlm.nih.gov/34077734/?utm_source=curl&utm_medium=rss&utm_campaign=None&utm_content=1dwOEnJFpGXm0QHHVL_qpIKyt8gwRjUzYxNMj8-1PBGyeC-kLC&fc=None&ff=20210603065501&v=2.14.4
[3] https://stemcellres.biomedcentral.com/articles/10.1186/s13287-021-02510-7
[3] https://sicklecellanemianews.com/2021/07/27/ucsf-awarded-8m-plus-scd-trial-testing-crispr-scd001/
[3] https://twitter.com/tinaliu_phd/status/1423350453706711043

Top URLs in Tweet in G4:
[6] https://www.youtube.com/watch?v=_U7tbNZkxWg&feature=youtu.be

[4] https://www.youtube.com/watch?v=rlNma2EQfSI&feature=youtu.be

[3] https://www.fiercebiotech.com/biotech/moderna-ready-to-spend-covid-19-cash-and-famed-biotech-looking-for-a-gene-editor
[3] https://www.youtube.com/watch?v=buXt-yyZEss&feature=youtu.be

[3] https://www.youtube.com/watch?v=5pmRQE8pf6M&feature=youtu.be

[3] https://www.youtube.com/watch?v=cRvzrg02gmc&feature=youtu.be

[3] https://www.youtube.com/watch?v=jAhjPd4uNFY&feature=youtu.be

[3] https://www.youtube.com/watch?v=UaxrYWCyLdY&feature=youtu.be

[2] https://www.freepatentsonline.com/y2020/0063114.html
[2] https://www.drugtargetreview.com/news/95424/crispr-cas9-used-to-prevent-fuchs-corneal-dystrophy-in-mice/

Top URLs in Tweet in G5:
[7] https://time.com/6080127/crispr-mrna/
[3] https://www.genomeweb.com/scan/crispr-and-mrna-together
[2] https://clemenssuter.com/
[1] https://ti.me/3A9kps6
[1] https://ti.me/3juqRDl
[1] https://ti.me/3A40VoE
[1] https://ti.me/3lpPnYA
[1] https://scitechdaily.com/a-covid-diagnostic-in-only-20-minutes-using-two-crispr-enzymes/
[1] https://phys.org/
[1] https://phys.org/news/2021-08-crispr-enzymes-covid-diagnostic-minutes.html

Top URLs in Tweet in G6:
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41587-021-00975-8
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41551-021-00760-7
[2] https://www.meneame.net/m/eMnm/video-muestra-crispr-cortando-adn-tiempo-real-eng/related
[1] https://montoliu.naukas.com/2020/05/30/human-nature/
[1] https://montoliu.naukas.com/2021/07/26/zarigueyas-editadas-y-albinas/
[1] https://pubmed.ncbi.nlm.nih.gov/34354262/?utm_source=curl&utm_medium=rss&utm_campaign=None&utm_content=1dwOEnJFpGXm0QHHVL_qpIKyt8gwRjUzYxNMj8-1PBGyeC-kLC&fc=None&ff=20210806135123&v=2.14.5
[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://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41551-021-00759-0
[1] https://www.infosalus.com/salud-investigacion/noticia-trastorno-poco-frecuente-abre-puerta-entender-enfermedades-inflamatorias-20210802071433.html
[1] https://www.netflix.com/title/80208910

Top URLs in Tweet in G7:
[7] https://gmwatch.org/en/news/latest-news/19429
[5] https://twitter.com/norionakatsuji/status/1424631979639656448
[4] https://medicalxpress.com/news/2021-08-scientists-crispr-cas9-fuchs-corneal-dystrophy.html
[3] https://www.gmwatch.org/en/news/latest-news/19854
[2] https://advances.sciencemag.org/lookup/doi/10.1126/sciadv.abh2944?utm_campaign=SciMag&utm_source=Social&utm_medium=Twitter
[1] https://advances.sciencemag.org/lookup/doi/10.1126/sciadv.abh2944?utm_campaign=SciAdv&utm_source=Social&utm_medium=Twitter
[1] https://www.gmwatch.org/en/19499
[1] https://twitter.com/GMWatch/status/1270349985096372224
[1] https://twitter.com/GMWatch/status/1371481157267771393
[1] https://www.bbc.co.uk/programmes/m000ycvv

Top URLs in Tweet in G8:
[8] https://research.pasteur.fr/en/job/post-doctoral-research-position-developing-crispr-based-diagnostics-for-trypanosomatids/
[1] https://a-rna.org
[1] https://eclipsebio.com/technology/fli-seq-library-prep-crispr/
[1] https://en.calameo.com/read/006113385ca3f0870fdca?page=8
[1] https://a-rna.org/
[1] https://twitter.com/cathcoste/status/1421051405390041088
[1] https://twitter.com/Glover_Tryplab/status/1422897096617828358
[1] https://twitter.com/tinaliu_phd/status/1423350453706711043
[1] https://phenomicsaustralia.org.au/functional-genomics-high-throughput-screening/
[1] https://phenomicsaustralia.org.au/in-vitro-genome-engineering-disease-modelling/

Top URLs in Tweet in G9:
[5] https://buff.ly/3BNZBYy
[4] https://www.agwest.sk.ca/events/details/abic-speaker-series--jennifer-doudna.html
[4] https://agroalimentando.com/nota/12110
[4] https://interestingengineering.com/new-low-cost-3d-printed-device-can-now-detect-covid-19-variants-in-your-spit?utm_source=Twitter&utm_medium=Article&utm_campaign=organic&utm_content=Aug08
[3] https://allianceforscience.cornell.edu/blog/2021/07/new-research-suggests-crispr-can-destroy-virus-that-causes-covid-19/
[2] https://twitter.com/agwestbio/status/1420077451863015430
[2] https://geneticliteracyproject.org/2021/07/30/biryani-boost-raft-of-gene-editing-innovations-can-improve-rice-quality-and-flavors/?utm_medium=Social&utm_source=Twitter#Echobox=1627628157
[2] https://geneticliteracyproject.org/2021/07/30/biryani-boost-raft-of-gene-editing-innovations-can-improve-rice-quality-and-flavors/?utm_medium=Social&utm_source=Twitter#Echobox=1627628175
[2] https://geneticliteracyproject.org/2021/07/02/heres-an-update-on-the-quixotic-crispr-gene-editing-project-to-revive-the-defunct-woolly-mammoth/?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1627878545
[2] https://www.isaaa.org/kc/cropbiotechupdate/article/default.asp?ID=18938#.YQqFeUyUJC0.twitter

Top URLs in Tweet in G10:
[19] https://www.cell.com/trends/plant-science/fulltext/S1360-1385(21)00157-6?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[7] https://www.sciencedirect.com/science/article/pii/S1360138521001576
[6] https://www.mdpi.com/1422-0067/22/14/7456
[4] https://nph.onlinelibrary.wiley.com/share/486V2HHA9AEBXVCJRNGT?target=10.1111/nph.17525
[2] http://www.gubbanews.com/crispr-enables-one-step-hybrid-seed-production-in-crops/
[2] https://www.nature.com/articles/s43016-020-0051-8.epdf?shared_access_token=sj8COq_dMbWoS79z-4zfndRgN0jAjWel9jnR3ZoTv0OYRaK5vQa3jG2bmVDpcllzql4JBNkys6RJUMDY66aLwBOiT7IPs9_CHqrOOLH2EWoQ0Im0MvsvCAH_7ae8kVKXYQM8rOk3t56Beh3AL-_v5g%3D%3D
[1] https://onlinelibrary.wiley.com/doi/full/10.1111/pbi.13673?campaign=wolearlyview
[1] https://www.springer.com/gp/book/9781071616567
[1] https://phys.org/news/2021-08-crisprcas9-technique-cystic-fibrosis-cultured.html
[1] http://biorxiv.org/lookup/doi/10.1101/2021.07.29.454295

Top Domains
Top Domains in Tweet in Entire Graph:
[255] twitter.com
[172] youtube.com
[121] nih.gov
[99] nature.com
[88] phys.org
[79] biorxiv.org
[60] sciencemag.org
[46] time.com
[42] genengnews.com
[37] singularityhub.com

Top Domains in Tweet in G1:
[66] twitter.com
[48] youtube.com
[33] phys.org
[31] nih.gov
[27] sciencedaily.com
[20] nature.com
[19] sciencemag.org
[18] amazon.com
[17] biospace.com
[17] fastcompany.com

Top Domains in Tweet in G2:
[19] genengnews.com
[15] nature.com
[13] twitter.com
[7] bit.ly
[7] cell.com
[7] nih.gov
[7] who.int
[6] synthego.com
[6] agenciasinc.es
[4] sciencemag.org

Top Domains in Tweet in G3:
[41] nih.gov
[15] nature.com
[15] berkeley.edu
[15] twitter.com
[7] dy.si
[5] innovativegenomics.org
[4] sciencefriday.com
[4] substack.com
[4] molecularcloud.org
[3] youtube.com

Top Domains in Tweet in G4:
[60] youtube.com
[16] twitter.com
[13] npr.org
[11] nih.gov
[5] biorxiv.org
[5] nature.com
[4] labiotech.eu
[3] fiercebiotech.com
[3] fool.com
[3] sciencemag.org

Top Domains in Tweet in G5:
[7] time.com
[4] ti.me
[4] genomeweb.com
[2] phys.org
[2] clemenssuter.com
[1] scitechdaily.com
[1] bit.ly
[1] nejm.org
[1] sciencedaily.com

Top Domains in Tweet in G6:
[7] nature.com
[4] naukas.com
[2] meneame.net
[1] nih.gov
[1] infosalus.com
[1] netflix.com
[1] twitter.com
[1] goo.gl

Top Domains in Tweet in G7:
[12] gmwatch.org
[8] twitter.com
[5] sciencemag.org
[4] medicalxpress.com
[2] bit.ly
[2] nih.gov
[1] co.uk
[1] phys.org
[1] soundcloud.com
[1] ophthalmologytimes.com

Top Domains in Tweet in G8:
[8] pasteur.fr
[3] twitter.com
[2] a-rna.org
[2] org.au
[1] eclipsebio.com
[1] calameo.com

Top Domains in Tweet in G9:
[14] geneticliteracyproject.org
[12] twitter.com
[5] buff.ly
[4] cornell.edu
[4] sk.ca
[4] agroalimentando.com
[4] interestingengineering.com
[3] isaaa.org
[3] wiley.com
[3] undark.org

Top Domains in Tweet in G10:
[20] cell.com
[11] wiley.com
[11] elsevier.com
[7] mdpi.com
[7] sciencedirect.com
[7] nature.com
[4] biorxiv.org
[4] oup.com
[3] asm.org
[3] els-cdn.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1305] crispr
[95] covid19
[85] phd
[82] ngs
[81] plasmodium
[76] biotech
[67] geneediting
[57] biotechnology
[55] diagnostics
[46] dna



Top Hashtags in Tweet in G1:
[142] crispr
[30] biotechnology
[26] biotech
[19] ravivisvesvarayasharadaprasad
[17] agribusiness
[17] gmo
[17] nongmo
[17] corn
[16] agriculture
[16] foodlabeling

Top Hashtags in Tweet in G2:
[137] crispr
[17] rna
[16] sarscov2
[14] covid19
[13] nbtinthenews
[11] geneediting
[10] agbiotech
[9] cdmos
[6] rice
[4] weekendreading

Top Hashtags in Tweet in G3:
[135] crispr
[9] covid19
[6] screening
[6] rit1
[6] oncogene
[6] lungcancer
[6] geneediting
[6] covid
[5] rna
[5] sars_cov_2

Top Hashtags in Tweet in G4:
[51] crispr
[8] stocks
[6] stockguru
[6] tesla
[6] nio
[6] palantir
[5] gene
[5] editing
[4] tregs
[3] bitcoin

Top Hashtags in Tweet in G5:
[2] crispr
[1] gene_editing
[1] mrna
[1] krystalklear
[1] pulmonaryapps
[1] humancells
[1] apocalypse
[1] dystopic
[1] endofworld
[1] reading

Top Hashtags in Tweet in G6:
[33] eii
[33] crohn
[16] naturebiomedicalengineering
[12] crispr
[4] naturebiotechnology
[1] editandogenes
[1] nobel
[1] covid19
[1] dex
[1] enfermedadhuntington

Top Hashtags in Tweet in G7:
[122] crispr
[18] newgmo
[14] covid19
[7] newgm
[4] gmo
[4] ophthalmology
[3] eyes
[2] ipcc
[2] optometry
[2] variants

Top Hashtags in Tweet in G8:
[81] phd
[81] plasmodium
[81] ngs
[45] crispr
[37] diagnostics
[13] rna
[9] biology
[8] letsgo
[8] australian
[8] biotechnology

Top Hashtags in Tweet in G9:
[83] crispr
[12] farmers
[12] rice
[11] banana
[11] africa
[10] chicory
[10] cropbiotechupdate
[10] dna
[10] sustainable
[10] italy

Top Hashtags in Tweet in G10:
[7] crispr_cas_methods_volume_i
[7] volume_2
[6] crispr
[4] methods
[3] plantscience
[2] plantsci
[2] hybrids
[1] 24_protocols
[1] konck_out
[1] prime_editing

Top Words
Top Words in Tweet in Entire Graph:
[4663] crispr
[2716] ø
[2071] ù
[1300] #crispr
[1160] gene
[941] editing
[845] ãƒ
[827] cas9
[802] based
[623] using

Top Words in Tweet in G1:
[797] crispr
[279] ãƒ
[174] gene
[168] editing
[142] ç
[141] #crispr
[124] cas9
[109] æ
[100] covid
[83] using

Top Words in Tweet in G2:
[2509] ø
[1913] ù
[259] ùšø
[257] crispr
[166] ùšù
[136] #crispr
[124] ùš
[116] ùˆø
[115] øªø
[105] human

Top Words in Tweet in G3:
[255] crispr
[135] #crispr
[106] doudna_lab
[92] nchembio
[91] paper
[82] tandem
[82] nucleases
[80] rna
[79] two
[75] using

Top Words in Tweet in G4:
[426] crispr
[96] editing
[84] gene
[78] biotech2k1
[68] companies
[68] crsp
[66] crbu
[57] mrna
[52] edit
[51] ntla

Top Words in Tweet in G5:
[479] vaccines
[244] mrna
[241] time
[240] covid
[239] use
[238] 19
[236] tremendous
[236] efficacy
[236] based
[236] generated

Top Words in Tweet in G6:
[125] lluismontoliu
[114] ua_universidad
[110] 30
[110] francis
[110] mojica
[110] empezó
[110] investigar
[110] arqueas
[110] unas
[110] salinas

Top Words in Tweet in G7:
[122] scientists
[122] #crispr
[111] based
[106] low
[106] cost
[106] platform
[106] uses
[106] saliva
[106] samples
[105] scienceadvances

Top Words in Tweet in G8:
[86] exciting
[84] using
[81] official_ibab
[81] several
[81] #phd
[81] positions
[81] work
[81] qns
[81] #plasmodium
[81] gene

Top Words in Tweet in G9:
[91] crispr
[83] #crispr
[28] cas9
[26] statt
[26] wissenschaftler
[25] kartoffeln
[25] bald
[25] gepflanzt
[25] chinesische
[25] mittels

Top Words in Tweet in G10:
[170] crispr
[81] editing
[71] cas9
[52] gene
[48] based
[41] genome
[38] plants
[38] using
[37] 2021
[35] yield

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1107] ø,ù
[1009] ù,ø
[963] ø,ø
[669] crispr,cas9
[566] gene,editing
[556] ù,ù
[477] ãƒ,ãƒ
[437] covid,19
[297] 19,vaccines
[269] crispr,gene

Top Word Pairs in Tweet in G1:
[170] ãƒ,ãƒ
[117] gene,editing
[111] crispr,cas9
[47] covid,19
[43] crispr,gene
[43] crispr,enzymes
[38] two,crispr
[37] using,two
[37] 20,minutes
[32] powerful,technologies

Top Word Pairs in Tweet in G2:
[1031] ø,ù
[938] ù,ø
[888] ø,ø
[511] ù,ù
[144] ø,ùšø
[126] ø,ùšù
[106] ùšø,ø
[85] øªø,ø
[77] ù,ùš
[76] ùš,ø

Top Word Pairs in Tweet in G3:
[77] crispr,nucleases
[65] 20,minutes
[60] doudna_lab,savagecatsonly
[60] savagecatsonly,pdhsu
[48] two,unrelated
[48] unrelated,crispr
[48] nucleases,tandem
[47] covid,19
[46] paper,live
[46] live,nchembio

Top Word Pairs in Tweet in G4:
[54] gene,editing
[33] crispr,companies
[27] crispr,cas9
[21] protein,degraders
[19] gene,therapy
[17] crispr,ipsc
[17] crispr,stocks
[17] jennifer,doudna
[16] ipsc,delivery
[16] pathways,protein

Top Word Pairs in Tweet in G5:
[238] covid,19
[238] 19,vaccines
[236] tremendous,efficacy
[236] efficacy,mrna
[236] mrna,based
[236] based,covid
[236] vaccines,generated
[236] generated,plenty
[236] plenty,excitement
[236] excitement,potential

Top Word Pairs in Tweet in G6:
[110] 30,francis
[110] francis,mojica
[110] mojica,ua_universidad
[110] ua_universidad,empezó
[110] empezó,investigar
[110] investigar,arqueas
[110] arqueas,unas
[110] unas,salinas
[110] salinas,descubrió
[110] descubrió,tenían

Top Word Pairs in Tweet in G7:
[106] low,cost
[106] cost,#crispr
[106] #crispr,based
[106] based,platform
[106] platform,uses
[106] uses,saliva
[106] saliva,samples
[97] scientists,report
[97] report,scienceadvances
[97] scienceadvances,development

Top Word Pairs in Tweet in G8:
[81] official_ibab,several
[81] several,#phd
[81] #phd,positions
[81] positions,work
[81] work,exciting
[81] exciting,qns
[81] qns,#plasmodium
[81] #plasmodium,gene
[81] gene,regulation
[81] regulation,using

Top Word Pairs in Tweet in G9:
[25] kartoffeln,bald
[25] statt,gepflanzt
[25] gepflanzt,chinesische
[25] chinesische,wissenschaftler
[25] wissenschaftler,mittels
[25] mittels,#crispr
[25] #crispr,fertile
[25] fertile,inzuchtlinien
[24] flaemingslord,kartoffeln
[22] bald,gesã

Top Word Pairs in Tweet in G10:
[70] crispr,cas9
[41] gene,editing
[37] genome,editing
[33] another,impressive
[33] impressive,example
[33] example,crispr
[33] cas9,gene
[33] editing,increases
[33] increases,seed
[33] seed,yield

Top Replied-To
Top Replied-To in Entire Graph:
@biotech2k1
@natharooni
@antalya_tom
@100thieves
@crsp_investor
@unseenvalue
@big_foxxii
@maxpowerngs
@mariannmedv
@crisprtalk

Top Replied-To in G1:

Top Replied-To in G2:
@girlbossnoel
@genbio
@factsanddata100
@alinouriphd
@newsfromscience

Top Replied-To in G3:
@jameswidman
@nchembio
@athea_vichas
@plantsrdope
@gaetanburgio
@naturecomms
@urnovfyodor
@scifri
@jkeithjoung
@pdhsu

Top Replied-To in G4:
@biotech2k1
@natharooni
@crsp_investor
@maxpowerngs
@mklugmann
@scottsinvesting
@davidasinclair
@crisprtalk
@msamy_7
@yaireinhorn

Top Replied-To in G5:
@time

Top Replied-To in G6:
@mrqueso14
@silviamarco_
@ineuro_inc
@lluismontoliu
@ramon_trullas
@viczuri

Top Replied-To in G7:
@sciencemagazine
@andrewe_dunn
@realvision

Top Replied-To in G8:
@gluenzlab
@official_ibab
@sheinerlab

Top Replied-To in G9:
@_nvwa

Top Replied-To in G10:
@joy_van500

Top Mentioned
Top Mentioned in Entire Graph:
@time
@lluismontoliu
@doudna_lab
@ua_universidad
@scienceadvances
@nchembio
@sciencemagazine
@official_ibab
@jkeithjoung
@igisci

Top Mentioned in G1:
@tunamanj
@telluric
@puntocriticodh
@emark19er
@stigmabase
@erlesen
@davidmaynardsr1

Top Mentioned in G2:
@jkeithjoung
@genbio
@harvardmed
@naturebiotech
@binmohammed07
@agencia_sinc
@nygenome
@mit
@nevillesanjana
@nyuniversity

Top Mentioned in G3:
@doudna_lab
@nchembio
@tinaliu_phd
@pdhsu
@igisci
@savagecatsonly
@urnovfyodor
@naturecomms
@ucberkeley
@arturocarabias

Top Mentioned in G4:
@youtube
@biotech2k1
@_b_i_o_t_e_c_h_
@natharooni
@crisprinvestors
@crisprtx
@maxpowerngs
@cariboubio
@iai_tv
@toby_crooks

Top Mentioned in G5:
@time
@googlenews
@royalfreenhs
@dailyscan
@pnasnews
@physorg_com
@naturebiotech
@two_journeys

Top Mentioned in G6:
@lluismontoliu
@ua_universidad
@noinvisibles
@emulenews
@etilmercurio1
@etilmercurio
@josepsardanyes
@viczuri
@naukas_com
@agencia_sinc

Top Mentioned in G7:
@scienceadvances
@sciencemagazine
@gmwatch
@norionakatsuji
@delthiaricks
@maxplanckpress
@boukennkyusha
@ophthtimes
@time
@naturebiotech

Top Mentioned in G8:
@official_ibab
@plasmobees
@glover_tryplab
@mideastbop
@agencerecherche
@tominaustralia
@arnaconference
@andrewhessel
@amywebb
@gluenzlab

Top Mentioned in G9:
@ajstein_de
@flaemingslord
@scienceally
@agwestbio
@geneticliteracy
@transgen_info
@isaaa_org
@innovaturenow
@ipcc_ch
@biotech_si

Top Mentioned in G10:
@inzedirk
@cshl
@joy_van500
@trendsplantsci
@ginapham
@volcanicenter1
@kutub_joy
@cost_planted
@plantphys
@genomeeditor

Top Tweeters
Top Tweeters in Entire Graph:
@alerttrade
@sectest9
@this_vid
@downloaderbot
@zyiteblog
@chidambara09
@zyitegadgets
@gambiste1
@andyvermaut
@femtech_

Top Tweeters in G1:
@alerttrade
@andyvermaut
@littlebytesnews
@prpnews
@schestowitz
@newsfilterio
@stigmabase
@lucas_wyrsch
@alphia
@rvp

Top Tweeters in G2:
@rosenchild
@maybel65
@protestmusica
@paulpaul49
@calvinswine905
@laeulogiatapia
@hubbucket
@mariojoseh555
@cnet
@syawal

Top Tweeters in G3:
@onlywhitetiger
@ayirpelle
@theeconomist
@npr
@krem2
@amitjha16095574
@robinince
@martamachos
@operationoxygen
@mujeres_talento

Top Tweeters in G4:
@gambiste1
@businessinsider
@brandontriminio
@greedalitism365
@carter_embrey
@gnsoomro5
@realmaciej
@klendathucap
@chef_lizette
@thorntreehill

Top Tweeters in G5:
@ami_tvdfan
@mariacabadas
@lorettabower3
@mjgarciakcmo
@ansisegle
@johnhard3
@inforenique
@alanjmitchell_
@time
@iamsophianelson

Top Tweeters in G6:
@mariaceciliajuy
@411emilio
@kaluapiscis
@kuma_78
@la_ser
@frikiquark
@perfumealibro
@marvinharris76
@rep_artran
@emulenews

Top Tweeters in G7:
@wqqn
@viralvideovlogs
@zentaoprincess
@karasu0
@yutakama
@benishii_
@masterprogram1
@ht4ecosocialism
@hawks__fan
@rufone

Top Tweeters in G8:
@ipythonistabot
@pythonexpertbot
@academicchatter
@cathcoste
@dnaed_tech
@kakarbot
@itzquasi
@amywebb
@uniofadelaide
@in_ankitsingla

Top Tweeters in G9:
@lizditz
@iflck
@net2ayurveda
@jacobussystems
@urbanosoax
@daniambiental
@smh
@pod_duang
@kellyalspals
@prometheusgreen

Top Tweeters in G10:
@jchrispires
@eduardoarmienta
@rsviper
@gb_sci
@summerbeginner
@tao_bio
@sciencecrisp
@newphyt
@phytophilia1
@jdschoolmeester


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