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CRISPR_2021-03-02_02-51-22.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 02, 2021
Short Description:
CRISPR via NodeXL https://bit.ly/3kBw7Fb
@mammothbiosci
@synbiobot
@crisprjournal
@drpetermoloney
@jillybean321rn
@calzole
@urnovfyodor
@synbiobeta
@physorg_com
@cshl

Top hashtags:
#crispr
#geneediting
#covid19
#genomics
#nobelprize
#biotech
#biotechnology

Description:
Description
The graph represents a network of 7,471 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, 02 March 2021 at 11:12 UTC.

The requested start date was Tuesday, 02 March 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 8-day, 7-hour, 59-minute period from Sunday, 21 February 2021 at 17:01 UTC to Tuesday, 02 March 2021 at 01:00 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 : 7471
Unique Edges : 5621
Edges With Duplicates : 11431
Total Edges : 17052
Number of Edge Types : 5
Tweet : 1981
Retweet : 4181
MentionsInRetweet : 7373
Replies to : 909
Mentions : 2608
Self-Loops : 2053
Reciprocated Vertex Pair Ratio : 0.0280092592592593
Reciprocated Edge Ratio : 0.0544922314793965
Connected Components : 1553
Single-Vertex Connected Components : 802
Maximum Vertices in a Connected Component : 3497
Maximum Edges in a Connected Component : 11267
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 7.623685
Graph Density : 0.000159151754476972
Modularity : 0.522983
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,471 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, 02 March 2021 at 11:12 UTC.

The requested start date was Tuesday, 02 March 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 8-day, 7-hour, 59-minute period from Sunday, 21 February 2021 at 17:01 UTC to Tuesday, 02 March 2021 at 01:00 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 : 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:
[63] https://www.theguardian.com/science/2021/feb/21/after-the-nobel-what-next-for-crispr-gene-editing-therapies
[51] http://michaelsguardian.blogspot.com/2021/02/when-stones-get-hot.html
[45] https://phys.org/news/2021-02-nanobodies-crispr-genes.html
[39] https://phys.org/news/2021-02-tweaking-corn-kernels-crispr.html
[33] https://www.scientificamerican.com/article/the-dark-side-of-crispr/
[28] https://www.jdfarag.org/bible-prophecy/bp41
[24] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7469881/
[22] https://joyce-bowen.blog/2021/02/26/the-horrible-magic-of-crispr/
[19] https://futurism.com/the-byte/harvard-list-genes-superhuman
[17] https://phys.org/news/2021-02-cre-controlled-crispr-conditional-gene-inactivation.html

Top URLs in Tweet in G1:
[23] https://www.theguardian.com/science/2021/feb/21/after-the-nobel-what-next-for-crispr-gene-editing-therapies
[17] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7469881/
[16] https://phys.org/news/2021-02-nanobodies-crispr-genes.html
[11] https://www.scientificamerican.com/article/the-dark-side-of-crispr/
[9] https://www.theguardian.com/science/2021/feb/21/after-the-nobel-what-next-for-crispr-gene-editing-therapies?CMP=share_btn_tw
[7] https://phys.org/news/2021-02-tweaking-corn-kernels-crispr.html
[7] https://www.technologyreview.com/2021/02/24/1017838/crispr-baby-gene-editing-jiankui-history/
[6] https://news.ycombinator.com/item?id=26236731
[4] https://phys.org/news/2021-02-cre-controlled-crispr-conditional-gene-inactivation.html
[4] https://phys.org/news/2021-02-tweaking-corn-kernels-crispr.html?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G2:
[15] https://www.theguardian.com/science/2021/feb/21/after-the-nobel-what-next-for-crispr-gene-editing-therapies
[5] https://www.workcast.com/register?cpak=3818977040483322&referrer=200
[5] https://www.wsj.com/articles/what-gene-editing-can-do-for-humankind-11613750317
[4] https://www.workcast.com/register?cpak=3818977040483322&referrer=800&utm_campaign=GREEN-RNP-Cas9-Nucleases&utm_content=155062662&utm_medium=social&utm_source=twitter&hss_channel=tw-187965895
[3] https://www.workcast.com/register?cpak=3818977040483322&referrer=800&utm_campaign=GREEN-RNP-Cas9-Nucleases&utm_content=155739024&utm_medium=social&utm_source=twitter&hss_channel=tw-187965895
[3] https://www.wsj.com/articles/what-gene-editing-can-do-for-humankind-11613750317?reflink=desktopwebshare_twitter
[3] https://virtual.keystonesymposia.org/ks/live/587/page/4632
[3] https://dy.si/17iTE
[3] https://crisprmedicinenews.com/news/promising-data-from-first-ever-crispr-phage-therapy-trial/
[3] https://www.ncbi.nlm.nih.gov/pubmed/33608581?dopt=Abstract&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[23] https://phys.org/news/2021-02-tweaking-corn-kernels-crispr.html
[22] https://phys.org/news/2021-02-nanobodies-crispr-genes.html
[9] https://phys.org/news/2021-02-cre-controlled-crispr-conditional-gene-inactivation.html
[7] https://www.asebio.com/actualidad/noticias/reportaje-por-que-es-importante-coger-el-tren-de-la-innovacion-con-crispr
[5] https://phys.org/news/2021-03-algorithm-cells-single-cell-crispr-screens.html
[5] https://lifeboat.com/blog/2021/02/scientists-create-neanderthal-mini-brains-using-crispr-gene-editing
[4] https://jobs.lever.co/mammothbiosci/65cd15f4-cecc-416e-8e48-99509a0c872c
[4] https://www.cshl.edu/tweaking-corn-kernels-with-crispr/
[4] https://twitter.com/AseBio/status/1364880366708867072
[4] http://www.ersgenomics.com/news.php

Top URLs in Tweet in G4:
[7] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell%2Ffulltext%2FS0092-8674%2821%2900171-9&rc=0
[4] https://jobs.sanger.ac.uk/vacancy/postdoctoral-fellow-crispr-436809.html
[3] https://phys.org/news/2021-03-algorithm-cells-single-cell-crispr-screens.html
[3] https://pubmed.ncbi.nlm.nih.gov/33625849/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=None&utm_content=1HkK4H6_H1Z8BXGbFQNaxImU2K6g27Ke5HAs6mDIEUu3Fyeg6x&fc=None&ff=20210224225807&v=2.14.2
[3] https://twitter.com/satijalab/status/1366423629198733312
[3] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell%2Ffulltext%2FS0092-8674%2821%2900169-0&rc=0
[3] https://www.biorxiv.org/content/10.1101/2021.02.25.432728v1?rss=1
[3] https://github.com/broadinstitute/chronos
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41588-021-00778-2
[2] https://www.linkedin.com/feed/update/urn:li:activity:6769681788009893888

Top URLs in Tweet in G5:
[28] https://www.jdfarag.org/bible-prophecy/bp41
[10] https://www.weforum.org/agenda/2020/08/crispr-gene-testing-editing-covid19-coronavirus-diagnostics-precision-medicine-healthcare/
[7] https://www.fda.gov/vaccines-blood-biologics/cellular-gene-therapy-products/what-gene-therapy
[4] https://www.sec.gov/Archives/edgar/data/1682852/000119312518323562/d577473ds1.htm
[2] https://www.scientificamerican.com/article/mail-order-crispr-kits-allow-absolutely-anyone-to-hack-dna/
[2] https://www.express.co.uk/news/science/1369524/coronavirus-latest-gene-editing-crispr-covid-19-evg
[2] https://www.theguardian.com/science/2021/feb/21/after-the-nobel-what-next-for-crispr-gene-editing-therapies?CMP=Share_iOSApp_Other
[1] https://www.abcam.com/reagents/knockout-cell-lines
[1] https://www.youtube.com/watch?v=2pp17E4E-O8&feature=youtu.be

[1] https://www.scientificamerican.com/article/lights-cameras-crispr-biologists-use-gene-editing-to-store-movies-in-dna1/

Top URLs in Tweet in G6:
[15] https://vimeo.com/513893418?ref=tw-share
[6] http://grain-club.de/wordpress/wp-content/uploads/2021/01/Grain-Club-Trendbrief-Agrarwirtschaft_8.-Ausgabe_Dez.-2020.pdf
[6] https://register.gotowebinar.com/register/4273673466093097487
[4] https://grunliberale.ch/aktuell/media/mediadetail~ca1ade95-2c41-4ed3-80ea-b314b43eb852~Die%20Gr%C3%BCnliberalen%20fordern%20eine%20differenziertere%20Betrachtung%20der%20Gentechnologie%20in%20der%20Landwirtschaft
[3] https://www.uq.edu.au/news/node/128375
[3] https://phys.org/news/2021-02-tweaking-corn-kernels-crispr.html
[2] https://qaafi.uq.edu.au/article/2021/02/hotter-drier-crispr-editing-climate-change
[2] https://twitter.com/QAAFI/status/1365172686893236225
[2] https://www.katholische-akademie-freiburg.de/veranstaltungen/detail/termin-seite/id/2567186-crispr-cas-patentrezept-fuer-die-landwirtschaft/
[2] https://twitter.com/GreensEFA/status/1364552499169030144

Top URLs in Tweet in G7:
[2] https://www.einpresswire.com/article/536112160/vivlion-licenses-crispr-cas9-patent-portfolio-from-broad-institute
[2] https://www.joinclubhouse.com/event/MdA5wqv5
[2] https://www.joinclubhouse.com/event/xVKDzBlM
[1] http://www.nasonline.org/programs/awards/2021-awards/Zhang.html?utm_source=Twitter&utm_medium=Social&utm_campaign=NAS-Awards&utm_content=NAS&utm_source=hootsuite&utm_medium=twitter&utm_term=&utm_content=0291631f-564f-481c-a213-b051357cd86e&utm_campaign=General
[1] https://www.biorxiv.org/cgi/content/short/2021.02.25.432728v1
[1] https://www.biorxiv.org/cgi/content/short/2021.02.25.430352v1
[1] https://twitter.com/medtechclub/status/1362616376465195008
[1] https://twitter.com/ikirigin/status/1364275107766562818
[1] https://www.nature.com/articles/s41598-021-83462-z?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.nature.com/articles/s41434-021-00223-3?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G8:
[2] http://www.fiverr.com/143029694?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=mzB3xN
[1] https://www.linkedin.com/slink?code=epUU5xz
[1] https://www.thefuturisthub.com/gene-editing-cure-cancer/
[1] https://twitter.com/michikokakutani/status/1363643929598517249
[1] https://unlimitedhangout.com/2021/02/reports/bidens-nominee-for-new-cabinet-level-science-position-is-epstein-linked-geneticist/
[1] http://www.fiverr.com/27704847?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=pl4Avp
[1] https://agroalimentando.com/nota/8785
[1] https://agroalimentando.com/nota/11846

Top URLs in Tweet in G9:
[9] https://www.youtube.com/watch?v=hWgdGMkw6Fk&feature=youtu.be

[3] https://ark-funds.com/arkk
[1] https://www.timesofisrael.com/with-new-elegant-chemo-israeli-scientists-edit-genome-to-destroy-cancer-dna/
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=d14b30f0-417f-11eb-b6d0-c99d7b402757&url=L25ld3MvYXJ0aWNsZXMvMjAyMC0xMi0xOC9jYXRoaWUtd29vZC1zZWVzLWNvbnRyb2wtZmlnaHQtZW5kaW5nLWxpZnRpbmctY2xvdWQtb3Zlci1hcms=
[1] https://twitter.com/mchilberg/status/1364892975092801537
[1] https://www.genengnews.com/insights/viral-or-nonviral-which-is-better-for-crispr-based-therapies/?source=content_type%3Areact%7Cfirst_level_url%3Aarticle%7Csection%3Amain_content%7Cbutton%3Abody_link
[1] https://www.barrons.com/articles/ark-etfs-might-be-too-popular-for-their-own-good-51611234009
[1] https://twitter.com/medtechclub/status/1362616376465195008
[1] https://www.rarediseaseday.org/
[1] https://twitter.com/A_May_MD/status/1365287896144617481

Top URLs in Tweet in G10:
[1] https://www.vox.com/future-perfect/2018/11/21/18103851/future-perfect-podcast-endangered-species-ferret-crispr

Top Domains
Top Domains in Tweet in Entire Graph:
[274] twitter.com
[150] phys.org
[126] nih.gov
[106] theguardian.com
[81] nature.com
[68] youtube.com
[52] blogspot.com
[50] elsevierhealth.com
[45] scientificamerican.com
[39] liebertpub.com

Top Domains in Tweet in G1:
[66] nih.gov
[64] twitter.com
[49] phys.org
[38] theguardian.com
[15] linkedin.com
[14] scientificamerican.com
[13] nature.com
[12] youtube.com
[12] eurekalert.org
[10] technologyreview.com

Top Domains in Tweet in G2:
[24] liebertpub.com
[22] twitter.com
[19] nih.gov
[18] theguardian.com
[16] dy.si
[12] workcast.com
[11] wsj.com
[10] crisprmedicinenews.com
[8] google.com
[8] addgene.org

Top Domains in Tweet in G3:
[64] phys.org
[16] chilebio.cl
[13] geneticliteracyproject.org
[10] twitter.com
[9] asebio.com
[8] mammoth.bio
[8] ersgenomics.com
[7] lifeboat.com
[6] nature.com
[6] jobrxiv.org

Top Domains in Tweet in G4:
[16] elsevierhealth.com
[10] twitter.com
[8] phys.org
[5] nature.com
[5] newzs.de
[4] ac.uk
[3] nih.gov
[3] occasion-to-be.com
[3] biorxiv.org
[3] github.com

Top Domains in Tweet in G5:
[28] jdfarag.org
[10] weforum.org
[8] sec.gov
[7] fda.gov
[3] scientificamerican.com
[2] youtube.com
[2] co.uk
[2] theguardian.com
[1] abcam.com
[1] nanalyze.com

Top Domains in Tweet in G6:
[19] nih.gov
[15] vimeo.com
[9] twitter.com
[7] grain-club.de
[6] gotowebinar.com
[5] edu.au
[5] grunliberale.ch
[5] biorxiv.org
[4] radian6.com
[4] phys.org

Top Domains in Tweet in G7:
[5] joinclubhouse.com
[4] twitter.com
[2] einpresswire.com
[2] biorxiv.org
[2] nature.com
[1] nasonline.org

Top Domains in Tweet in G8:
[3] fiverr.com
[2] agroalimentando.com
[1] linkedin.com
[1] thefuturisthub.com
[1] twitter.com
[1] unlimitedhangout.com

Top Domains in Tweet in G9:
[9] youtube.com
[3] twitter.com
[3] ark-funds.com
[1] timesofisrael.com
[1] bloomberg.com
[1] genengnews.com
[1] barrons.com
[1] rarediseaseday.org
[1] liebertpub.com
[1] globenewswire.com

Top Domains in Tweet in G10:
[1] vox.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1520] crispr
[69] geneediting
[65] covid19
[64] genomics
[58] nobelprize
[50] biotech
[45] biotechnology
[45] genomeediting
[42] transgénicos
[39] dna



Top Hashtags in Tweet in G1:
[128] crispr
[15] genetics
[14] geneediting
[12] coronavirus
[11] covid19
[10] science
[7] gmo
[7] biotech
[7] geneticengineering
[6] dna

Top Hashtags in Tweet in G2:
[186] crispr
[49] nobelprize
[22] tcell
[12] schrodingerlecture
[10] nutrient
[10] precisionmedicine
[10] crphage
[8] womeninstem
[7] vksomicengineering21
[6] aldevron

Top Hashtags in Tweet in G3:
[284] crispr
[38] transgénicos
[21] synbio
[19] asebio
[18] phd
[18] molecular
[18] parasitology
[18] population
[18] omics
[18] genes

Top Hashtags in Tweet in G4:
[31] crispr
[6] geneediting
[5] cancer
[4] tcell
[3] perturbciteseq
[3] ecciteseq
[3] jbcmethodsmadness
[3] cryoem
[3] invivo
[3] genomes

Top Hashtags in Tweet in G5:
[2] crispr
[1] powerandgreed
[1] biochemistry

Top Hashtags in Tweet in G6:
[81] crispr
[31] uqresearch
[25] ukplantscipresents
[15] gentechnologie
[14] genomeediting
[12] agrarhandel
[9] gmo
[9] pflanzenzüchtung
[8] gentechnik
[7] selbstversorgung

Top Hashtags in Tweet in G7:
[15] nasmember
[8] crispr
[3] selfdrivingcars
[3] centaurs
[2] crisprcas9
[2] geneediting
[2] intellectualproperty
[2] biorxiv
[1] nasaward
[1] lounsberyaward

Top Hashtags in Tweet in G8:
[34] crispr
[33] ai
[30] genomics
[27] bigdata
[27] robotics
[26] futureofwork
[26] ml
[26] cloud
[26] iot
[24] cybersecurity

Top Hashtags in Tweet in G9:
[16] crispr
[9] genomics
[9] arkinvest
[3] bitcoin
[2] celltherapy
[2] zfn
[2] disruption
[2] pacb
[1] bitcoincrash
[1] geneediting

Top Words
Top Words in Tweet in Entire Graph:
[4562] crispr
[1515] #crispr
[1108] editing
[1106] gene
[712] cas9
[578] cell
[424] technology
[340] genome
[335] dna
[332] using

Top Words in Tweet in G1:
[802] crispr
[192] gene
[176] editing
[139] cas9
[128] #crispr
[65] cell
[59] dna
[54] genome
[54] genes
[50] next

Top Words in Tweet in G2:
[399] crispr
[184] #crispr
[162] editing
[155] jennifer
[149] doudna
[147] gene
[96] cas9
[91] nobel
[75] cell
[69] dr

Top Words in Tweet in G3:
[284] #crispr
[180] crispr
[68] chilebio_ag
[57] edición
[57] genética
[55] physorg_com
[52] gene
[49] cshl
[48] editing
[46] cas9

Top Words in Tweet in G4:
[291] crispr
[258] cell
[128] screening
[122] vivo
[118] single
[111] ejohnwherry
[108] using
[108] collaboration
[107] excited
[106] screens

Top Words in Tweet in G5:
[158] gene
[125] crispr
[76] alter
[69] editing
[68] drpetermoloney
[63] dna
[63] future
[57] vaccine
[55] used
[55] vaccines

Top Words in Tweet in G6:
[124] crispr
[107] editing
[81] #crispr
[57] crops
[56] gene
[56] cas
[55] die
[49] webinar
[45] climate
[38] technology

Top Words in Tweet in G7:
[138] crispr
[112] amazing
[109] odedrechavi
[18] broadinstitute
[17] re
[15] congratulating
[15] #nasmember
[15] feng
[15] zhang
[15] mcgovernmit

Top Words in Tweet in G8:
[165] sminaev2015
[165] frisesally
[165] angelicagallegs
[165] yukarikingdom18
[165] mhall55nine
[165] eoff_sylvia
[162] semicvet50
[159] arnabch01
[149] chantalsimonato
[145] brindusab

Top Words in Tweet in G9:
[79] crispr
[50] ark
[40] tsla
[39] cathiedwood
[39] tesla
[38] 10
[37] arkk
[36] top
[35] holdings
[35] stockmktnewz

Top Words in Tweet in G10:
[122] find
[121] congressmanraja
[121] ways
[121] save
[121] species
[121] extinction
[121] scientists
[121] found
[121] breakthrough
[121] solution

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[572] crispr,cas9
[565] gene,editing
[296] crispr,gene
[254] jennifer,doudna
[207] crispr,technology
[196] genome,editing
[182] crispr,cas
[168] sminaev2015,frisesally
[168] angelicagallegs,yukarikingdom18
[168] yukarikingdom18,mhall55nine

Top Word Pairs in Tweet in G1:
[123] crispr,cas9
[106] gene,editing
[89] crispr,gene
[38] editing,therapies
[35] nobel,next
[34] next,crispr
[28] genome,editing
[26] kernels,crispr
[26] nanobodies,help
[25] tweaking,corn

Top Word Pairs in Tweet in G2:
[139] jennifer,doudna
[75] gene,editing
[64] dr,jennifer
[63] crispr,cas9
[56] work,crispr
[51] emmanuelle,charpentier
[50] crispr,cas
[49] #nobelprize,chemistry
[47] schrödinger,lecture
[47] last,year's

Top Word Pairs in Tweet in G3:
[56] edición,genética
[38] crispr,cas9
[36] genética,#crispr
[28] contrario,muchos
[28] muchos,creen
[28] creen,#transgénicos
[28] #transgénicos,nueva
[28] nueva,edición
[28] #crispr,pueden
[28] pueden,potenciar

Top Word Pairs in Tweet in G4:
[120] crispr,screening
[118] single,cell
[114] cell,crispr
[113] vivo,crispr
[106] crispr,screens
[106] cell,exhaustion
[104] excited,share
[104] share,vivo
[104] screening,system
[104] system,interrogate

Top Word Pairs in Tweet in G5:
[52] crispr,gene
[51] minute,44
[51] 44,hour
[51] hour,minutes
[50] future,vaccine
[50] vaccine,become
[49] become,mark
[48] gene,cutters
[48] cutters,used
[48] used,vaccines

Top Word Pairs in Tweet in G6:
[43] gene,editing
[38] editing,technology
[37] future,crops
[35] hotter,drier
[35] drier,crispr
[35] climate,change
[33] crispr,editing
[33] editing,climate
[33] cas,mediated
[31] change,#uqresearch

Top Word Pairs in Tweet in G7:
[107] crispr,amazing
[105] odedrechavi,crispr
[15] re,congratulating
[15] congratulating,#nasmember
[15] #nasmember,feng
[15] feng,zhang
[15] zhang,broadinstitute
[15] broadinstitute,mcgovernmit
[15] mcgovernmit,hhminews
[15] hhminews,recipient

Top Word Pairs in Tweet in G8:
[165] sminaev2015,frisesally
[165] angelicagallegs,yukarikingdom18
[165] yukarikingdom18,mhall55nine
[165] mhall55nine,eoff_sylvia
[162] eoff_sylvia,semicvet50
[161] frisesally,angelicagallegs
[149] chantalsimonato,sminaev2015
[145] arnabch01,chantalsimonato
[145] semicvet50,brindusab
[26] #ai,#ml

Top Word Pairs in Tweet in G9:
[33] top,10
[33] 10,holdings
[33] holdings,cathiedwood
[33] cathiedwood,arkinvest's
[33] arkinvest's,arkk
[33] arkk,ark
[33] ark,innovation
[33] innovation,etf
[33] tesla,tsla
[33] tsla,roku

Top Word Pairs in Tweet in G10:
[121] find,ways
[121] ways,save
[121] save,species
[121] species,extinction
[121] extinction,scientists
[121] scientists,found
[121] found,breakthrough
[121] breakthrough,solution
[120] congressmanraja,find

Top Replied-To
Top Replied-To in Entire Graph:
@aurmanark
@sawyermerritt
@gruenebundestag
@stevenmarkryan
@a_may_md
@afrahbawazeer
@lpolovets
@natharooni
@da_stockman
@chantalsimonato

Top Replied-To in G2:
@wsj
@heather_berlin
@4lovofscience
@bsw5020
@ursnigglifibl
@jimpethokoukis
@humannaturedoc
@itelmira
@frontgenediting
@kellier13

Top Replied-To in G3:
@mordoch66
@jmmulet
@lferreirim
@pharmatech_es
@pharma_jonpi
@asebio
@tank2anon
@weentweet
@synbiobeta
@webmd

Top Replied-To in G4:
@harmitmalik
@satijalab

Top Replied-To in G5:
@angela70241856
@josef1601
@adalassio
@ukmfa1
@love_nature2020
@hmsscamander
@wwakeuptime
@whysoserious06
@jeffereyjaxen
@jamesperloff

Top Replied-To in G6:
@gruenebundestag
@microbiosh
@morontafelix
@reskilab
@plantevolution
@silvaattwitta
@theorapplgenet
@jki_bund
@tobias_voegeli
@cost_planted

Top Replied-To in G7:
@odedrechavi
@drhelenoneill
@astro_erik
@ry_paddy

Top Replied-To in G8:
@chantalsimonato
@elonmusk
@sminaev2015
@danielsil44
@lexfridman
@amandavis5
@archillect

Top Replied-To in G9:
@aurmanark
@sawyermerritt
@stevenmarkryan
@a_may_md
@natharooni
@emmetpeppers
@72dans
@bigpharmaguy
@24mobius42
@stockmktnewz

Top Replied-To in G10:
@congressmanraja
@dwuhlfelderlaw

Top Mentioned
Top Mentioned in Entire Graph:
@frisesally
@angelicagallegs
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@sminaev2015
@semicvet50
@arnabch01
@chantalsimonato
@brindusab

Top Mentioned in G1:
@thepostsynaptic
@jeanrossignol
@_cyberpunks_
@jon_christian
@radovanstojano3
@skinnergj
@alextamburino
@jmwiarda
@1000cy

Top Mentioned in G2:
@walterisaacson
@crisprjournal
@nobelprize
@cellcellpress
@doudna_lab
@igisci
@imperialsci
@locusbio
@imperialcollege
@impchemistry

Top Mentioned in G3:
@chilebio_ag
@physorg_com
@cshl
@fundacionantama
@asebio
@naturecomms
@jmmulet
@natureplants
@zeclinics
@official_ibab

Top Mentioned in G4:
@ejohnwherry
@satijalab
@naturegenet
@cegs_ica
@sangerinstitute
@epic_genetix
@ewang2323
@iannisaifantis1
@bartomeu_colom
@frezzalab

Top Mentioned in G5:
@drpetermoloney
@jillybean321rn
@tbg9270584
@tj0055
@jools6691
@babetruth2
@loverulesagain
@eezeejoe
@sarahasnoh_
@mellycat6

Top Mentioned in G6:
@qaafi
@goehensel
@uq_news
@karenm
@gruenebundestag
@cost_planted
@grainclub
@grunliberale
@croptrust
@garnetweets

Top Mentioned in G7:
@odedrechavi
@broadinstitute
@mcgovernmit
@hhminews
@thenasciences
@joinclubhouse
@drhelenoneill
@hishamyous
@pdhsu
@omarabudayyeh

Top Mentioned in G8:
@frisesally
@angelicagallegs
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@sminaev2015
@semicvet50
@arnabch01
@chantalsimonato
@brindusab

Top Mentioned in G9:
@arkinvest
@cathiedwood
@stockmktnewz
@aurmanark
@stevenmarkryan
@rvh_investing
@sawyermerritt
@tesla
@crisprtx
@kristennetten

Top Mentioned in G10:
@congressmanraja

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@zyiteblog
@zyitegadgets
@huskorkut
@chidambara09
@cybersec_feeds
@ejlazar
@monicasloves
@engineersday

Top Tweeters in G1:
@jokottenweb
@skinnergj
@sciseekfeed
@dataaugmented
@rkeyserling
@newsuka
@nadiasindi
@didaclopez
@cancercurenow
@hntweets

Top Tweeters in G2:
@femtech_
@rosenchild
@jjj5819
@kellyclelland1
@reporterphoenix
@ciangaia
@abc
@wsj
@angel2damax
@financialtimes

Top Tweeters in G3:
@411emilio
@nytimes
@justthevax
@andresjaviercl
@elnocturno
@raquelgarciade2
@molondrongo_
@shesholastra
@gdorn1
@dianabardsley

Top Tweeters in G4:
@occasion2b
@cicciopuz
@sedlacek_d
@harmitmalik
@hugo_indalecio
@jsteward2930
@dgermain21
@singlecellmedia
@damarisintriago
@asbmb

Top Tweeters in G5:
@reuters
@franco_dimuro
@morwennajh
@josmirek
@zoombouse
@nbcnews
@drscott_atlanta
@philgreaves01
@summerbreeze712
@clarkemicah

Top Tweeters in G6:
@forbes
@kamounlab
@uq_news
@morontafelix
@reskilab
@olliluksic
@khefferon
@haferlasche
@virchow_de
@renatekuenast

Top Tweeters in G7:
@nekokasiya
@moonlight_1958
@takustrongstyle
@hkmoviefan
@aua00
@apitxat
@otokam041
@carrietobey
@imamuray0123
@chiroru_ne

Top Tweeters in G8:
@sectest9
@huskorkut
@chidambara09
@cybersec_feeds
@ejlazar
@monicasloves
@mhall55nine
@nieuwemarlean
@xaelbot
@jilliemary

Top Tweeters in G9:
@gambiste1
@tradetexasbig
@kristennetten
@moon_shine15
@vcdxnz001
@dhovekamp42
@_b_i_o_t_e_c_h_
@biotech2050
@markquarter
@ringo44

Top Tweeters in G10:
@solutioneer72
@meidas_damon
@colourbars
@markburgerenerg
@all435reps
@bjcrochet
@young_maymay
@pamunplugged
@kevinpbreslin
@nutmeg3isme


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