CRISPR, Twitter, 6/20/2019 1:51:48 AM, 200531


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CRISPR_2019-06-19_16-53-43.xlsx
CRISPR_2019-06-19_16-53-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 20, 2019
Short Description:
CRISPR via NodeXL http://bit.ly/2Y1VCDo
@nature
@techreview
@genbio
@cryptobiotech
@statnews
@antonioregalado
@sanneklompe
@gsk
@padminipillai
@crisprjournal

Top hashtags:
#crispr
#pioneer
#geneediting
#researchhighlight
#sixwordhorror
#crisprconchat
#biotech

Description:
Description
The graph represents a network of 4,643 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 Wednesday, 19 June 2019 at 23:55 UTC.

The requested start date was Tuesday, 18 June 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 4-day, 13-hour, 16-minute period from Thursday, 13 June 2019 at 10:43 UTC to Tuesday, 18 June 2019 at 00:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4643
Unique Edges : 5709
Edges With Duplicates : 1267
Total Edges : 6976
Number of Edge Types : 3
Tweet : 1489
Mentions : 5170
Replies to : 317
Self-Loops : 1489
Reciprocated Vertex Pair Ratio : 0.0298026580749094
Reciprocated Edge Ratio : 0.0578803285099726
Connected Components : 1062
Single-Vertex Connected Components : 666
Maximum Vertices in a Connected Component : 2547
Maximum Edges in a Connected Component : 4470
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.865514
Graph Density : 0.000237277689039655
Modularity : 0.720871
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[93] https://www.nature.com/articles/s41579-019-0226-1
[74] https://www.statnews.com/2019/06/13/gsk-partners-with-crispr-pioneer-doudna-to-search-for-new-drugs/
[65] https://www.technologyreview.com/s/612458/exclusive-chinese-scientists-are-creating-crispr-babies/
[45] https://www.sciencemag.org/news/2019/06/university-california-crispr-researchers-form-drug-discovery-alliance-pharma-giant
[36] https://www.technologyreview.com/f/613769/for-drug-industry-the-prescription-is-more-crispr/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=tr_social
[34] https://www.technologyreview.com/s/613666/crispr-pig-organs-are-being-implanted-in-monkeys-to-see-if-theyre-safe-for-humans/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=tr_social
[34] https://www.sciencemag.org/news/2019/06/russian-geneticist-answers-challenges-his-plan-make-gene-edited-babies
[34] https://www.nature.com/articles/d41586-019-01770-x
[30] https://www.nature.com/articles/s41586-019-1323-z
[28] https://www.statnews.com/2019/05/02/crispr-targeting-cancer-seeking-go-ahead/

Top URLs in Tweet in G1:
[28] https://www.technologyreview.com/f/613769/for-drug-industry-the-prescription-is-more-crispr/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=tr_social
[20] https://www.sciencemag.org/news/2019/06/university-california-crispr-researchers-form-drug-discovery-alliance-pharma-giant
[12] https://www.statnews.com/2019/05/02/crispr-targeting-cancer-seeking-go-ahead/
[11] https://www.fiercebiotech.com/research/a-crispr-alternative-for-editing-genes-without-cutting
[11] https://www.technologyreview.com/s/613666/crispr-pig-organs-are-being-implanted-in-monkeys-to-see-if-theyre-safe-for-humans/
[11] https://www.technologyreview.es/s/11233/los-organos-de-cerdos-crispr-ya-se-estan-trasplantando-en-monos
[10] https://www.xataka.com/medicina-y-salud/revolucion-crispr-llega-a-transgenicos-equipo-investigacion-descubre-nueva-tecnica-para-insertar-piezas-adn
[10] https://www.nature.com/articles/d41586-019-01770-x
[8] https://www.nature.com/articles/d41586-019-01786-3
[8] http://agroruralnoticias.com.ar/noticias_pagina.php?noticia=18158

Top URLs in Tweet in G2:
[49] https://www.statnews.com/2019/06/13/gsk-partners-with-crispr-pioneer-doudna-to-search-for-new-drugs/
[14] https://www.statnews.com/2019/06/17/crispr-lab-begs-the-question-where-is-the-line-between-industry-and-academia/
[11] https://www.statnews.com/2019/06/13/podcast-biohacking-josiah-zayner-crispr-twist/
[11] https://news.berkeley.edu/2019/06/13/glaxosmithkline-taps-ucs-crispr-expertise-to-speed-drug-discovery/
[9] https://www.sciencemag.org/news/2019/06/university-california-crispr-researchers-form-drug-discovery-alliance-pharma-giant
[6] https://www.statnews.com/2019/06/17/san-francisco-drug-development-crispr/
[6] https://www.statnews.com/2019/06/17/crispr-lab-begs-the-question-where-is-the-line-between-industry-and-academia?utm_content=buffere175c&utm_medium=social&utm_source=twitter&utm_campaign=twitter_organic
[6] https://www.nature.com/articles/d41586-019-01824-0
[5] https://www.sciencemag.org/news/2019/06/russian-geneticist-answers-challenges-his-plan-make-gene-edited-babies
[5] https://www.bizjournals.com/sanfrancisco/news/2019/06/13/crispr-gsk-university-of-california-berkeley-ucsf.html

Top URLs in Tweet in G3:
[9] https://www.genengnews.com/news/crispr-cas9-gene-editing-used-to-engineer-primate-model-of-autism/
[7] https://www.genengnews.com/insights/crispr-jumps-in-new-direction/
[6] https://www.sciencemag.org/news/2019/06/russian-geneticist-answers-challenges-his-plan-make-gene-edited-babies
[5] https://www.nature.com/articles/s41586-019-1323-z
[5] https://science.sciencemag.org/content/early/2019/06/05/science.aax9181
[3] https://www.technologyreview.com/f/613769/for-drug-industry-the-prescription-is-more-crispr/
[3] https://science.sciencemag.org/content/early/2019/06/05/science.aax9181/tab-article-info
[2] https://www.nature.com/articles/s41587-019-0152-9
[2] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-019-1678-3
[2] http://go-wine.com/wine-channel-video-829-jos-vouillamoz--session-5-vineyard-developments.html

Top URLs in Tweet in G4:
[59] https://www.technologyreview.com/s/612458/exclusive-chinese-scientists-are-creating-crispr-babies/
[24] https://www.technologyreview.com/s/613666/crispr-pig-organs-are-being-implanted-in-monkeys-to-see-if-theyre-safe-for-humans/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=tr_social
[15] https://www.technologyreview.com/f/613661/crispr-babies-gene-editing-scientist-china-russia-hiv/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter
[8] https://www.technologyreview.com/f/613769/for-drug-industry-the-prescription-is-more-crispr/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=tr_social
[6] https://www.technologyreview.com/s/613666/crispr-pig-organs-are-being-implanted-in-monkeys-to-see-if-theyre-safe-for-humans/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-06-13
[4] https://www.technologyreview.com/f/613769/for-drug-industry-the-prescription-is-more-crispr/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-06-14
[4] http://www.scienceforthepeople.ca/episodes/honey-i-crisprd-the-kids
[3] https://www.statnews.com/2019/06/17/crispr-lab-begs-the-question-where-is-the-line-between-industry-and-academia/
[3] https://www.technologyreview.com/s/613666/crispr-pig-organs-are-being-implanted-in-monkeys-to-see-if-theyre-safe-for-humans/
[3] https://www.technologyreview.com/f/613661/crispr-babies-gene-editing-scientist-china-russia-hiv/?linkId=68868119

Top URLs in Tweet in G5:
[6] https://www.nature.com/articles/s41586-019-1323-z
[2] https://twitter.com/cryptobiotech/status/1139831399488163840
[1] https://www.nature.com/articles/s41586-019-1278-0
[1] https://www.statnews.com/2019/06/17/crispr-lab-begs-the-question-where-is-the-line-between-industry-and-academia?utm_content=buffere175c&utm_medium=social&utm_source=twitter&utm_campaign=twitter_organic
[1] https://phys.org/news/2019-06-gene-editor-harnesses-genes-precise.html
[1] https://www.biorxiv.org/content/10.1101/670554v1
[1] https://science.sciencemag.org/content/early/2019/06/05/science.aax9181
[1] https://www.genengnews.com/insights/crispr-jumps-in-new-direction/

Top URLs in Tweet in G6:
[1] https://www.thecrimson.com/article/2018/9/11/crispr-broad-won/
[1] https://www.sciencefocus.com/science/who-really-discovered-crispr-emmanuelle-charpentier-and-jennifer-doudna-or-the-broad-institute/
[1] https://www.statnews.com/2019/06/13/gsk-partners-with-crispr-pioneer-doudna-to-search-for-new-drugs/

Top URLs in Tweet in G7:
[10] https://www.sciencemag.org/news/2019/06/university-california-crispr-researchers-form-drug-discovery-alliance-pharma-giant
[3] https://www.nature.com/articles/d41586-019-01786-3
[3] https://www.nature.com/articles/s41586-019-1323-z
[3] https://www.nature.com/articles/d41586-019-01770-x?utm_source=CB+Insights+Newsletter&utm_campaign=518c804ca7-TuesNL_06_11_2019&utm_medium=email&utm_term=0_9dc0513989-518c804ca7-87374021
[2] https://www.nature.com/articles/s41586-019-1278-0
[2] https://www.inquirer.com/health/crispr-verve-cholesterol-gene-upenn-dupont-20190611.html
[2] https://www.axios.com/research-deepens-on-using-jumping-genes-in-crispr-therapy-84b1eb94-8309-4c59-a6a6-0ae7cc4743a1.html?utm_source=twitter&utm_medium=social&utm_campaign=organic&utm_content=1100
[2] https://www.nature.com/articles/s41586-019-1323-z.epdf?shared_access_token=iz8hKfDprUXGqcGBvYIa7NRgN0jAjWel9jnR3ZoTv0MqHIfvKk2ZMlHvJsJY514YdN8CsI0vKffedhy5jgispOtdReb1Piw45g58dpeqTyBSvEAIJkJpTrKBzy5OIl20f5ZcV9qRe6sI0AO1-dL_-Q%3D%3D
[2] https://twitter.com/nature/status/1138901304326139905
[1] https://www.nature.com/articles/d41586-019-01824-0?utm_source=twitter&utm_medium=social&utm_content=organic&utm_campaign=NGMT_2_JNC_Nature

Top URLs in Tweet in G8:
[1] https://www.nature.com/articles/s41586-019-1323-z
[1] https://twitter.com/NatureBiotech/status/1140606014485618688
[1] http://assert.pub/biorxiv/biochemistry/all
[1] http://assert.pub/papers/667758
[1] http://assert.pub/biorxiv/genomics/all
[1] http://assert.pub/papers/657650
[1] https://theses.u-bretagneloire.fr/egaal/theses-2019/bases-moleculaires-du-determinisme-mater?key=jzDkBv3zPJZgRDrmk8NwHjCFS6J4dwkc5H7CbBgRBj7XmS9sKTmN7MWN
[1] https://www.sanger.ac.uk/news/view/crispr-catches-out-critical-cancer-changes?utm_content=buffer4e28e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/binmohammed07/status/1140164258677833731?s=21
[1] https://link.springer.com/article/10.1007/s00125-019-4908-z

Top URLs in Tweet in G9:
[2] https://www.ihsm.uma-csic.es/comunicacion/601
[1] https://www.sciencemag.org/news/2019/06/russian-geneticist-answers-challenges-his-plan-make-gene-edited-babies
[1] https://www.nature.com/articles/d41586-019-01770-x
[1] https://www.latostadora.com/sararc/1/4/o2/
[1] https://twitter.com/arrigeorg/status/1139488510229065728?s=21
[1] https://arrige.org
[1] http://www.csic.es/home?p_p_id=contentviewerservice_WAR_alfresco_packportlet&p_p_lifecycle=1&p_p_state=maximized&p_p_mode=view&p_p_col_id=column-1-2&p_p_col_count=2&_contentviewerservice_WAR_alfresco_packportlet_struts_action=/contentviewer/view&_contentviewerservice_WAR_alfresco_packportlet_nodeRef=workspace://SpacesStore/f1b5ed3b-e10d-4659-a5ce-03a2af6f79c7&_contentviewerservice_WAR_alfresco_packportlet_gsa_index=false&_contentviewerservice_WAR_alfresco_packportlet_title=noticias&contentType=news
[1] https://twitter.com/ArrigeOrg/status/1139488510229065728
[1] https://www.amazon.es/Editando-genes-recorta-maravillosas-herramientas/dp/8494924516/ref=sr_1_2?ie=UTF8&qid=1546451456&sr=8-2&keywords=NEXT+DOOR+PUBLISHERS
[1] https://www.agenciasinc.es/Noticias/La-mutacion-de-las-gemelas-CRISPR-aumenta-la-mortalidad

Top URLs in Tweet in G10:
[13] https://www.sciencemag.org/news/2019/06/russian-geneticist-answers-challenges-his-plan-make-gene-edited-babies
[5] https://www.statnews.com/2019/06/17/crispr-lab-begs-the-question-where-is-the-line-between-industry-and-academia/
[4] https://www.technologyreview.com/s/613666/crispr-pig-organs-are-being-implanted-in-monkeys-to-see-if-theyre-safe-for-humans/
[4] https://www.statnews.com/2019/06/13/gsk-partners-with-crispr-pioneer-doudna-to-search-for-new-drugs/
[4] https://www.nature.com/articles/d41586-019-01824-0?utm_source=twt_nv&utm_medium=social&utm_campaign=newsandviews
[2] https://www.statnews.com/2019/06/17/crispr-lab-begs-the-question-where-is-the-line-between-industry-and-academia?utm_content=buffere175c&utm_medium=social&utm_source=twitter&utm_campaign=twitter_organic
[2] https://www.technologyreview.com/s/613666/crispr-pig-organs-are-being-implanted-in-monkeys-to-see-if-theyre-safe-for-humans/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=tr_social
[1] https://www.technologyreview.com/s/535661/engineering-the-perfect-baby/
[1] https://www.technologyreview.com/s/540076/surgeons-smash-records-with-pig-to-primate-organ-transplants/
[1] https://vestnikrgmu.ru/archive/2018/4/10/content?lang=en

Top Domains
Top Domains in Tweet in Entire Graph:
[263] nature.com
[251] technologyreview.com
[200] statnews.com
[160] twitter.com
[106] sciencemag.org
[44] genengnews.com
[43] nih.gov
[36] synthego.com
[36] biorxiv.org
[36] xataka.com

Top Domains in Tweet in G1:
[72] technologyreview.com
[52] twitter.com
[46] nature.com
[33] statnews.com
[29] sciencemag.org
[28] nih.gov
[21] dlvr.it
[19] fiercebiotech.com
[18] biorxiv.org
[16] lnkd.in

Top Domains in Tweet in G2:
[117] statnews.com
[14] sciencemag.org
[14] twitter.com
[12] bizjournals.com
[11] nature.com
[11] berkeley.edu
[7] pharmaceuticalintelligence.com
[5] technologyreview.com
[5] xconomy.com
[4] genengnews.com

Top Domains in Tweet in G3:
[19] genengnews.com
[18] nature.com
[15] sciencemag.org
[12] twitter.com
[5] addgene.org
[5] idtdna.com
[4] statnews.com
[4] crispr2019.org
[3] go-wine.com
[3] qc.ca

Top Domains in Tweet in G4:
[135] technologyreview.com
[4] statnews.com
[4] scienceforthepeople.ca
[3] twitter.com
[3] scientificamerican.com
[3] sciencemag.org
[2] acs.org
[2] cnn.com
[2] technologyreview.es
[2] popularmechanics.com

Top Domains in Tweet in G5:
[7] nature.com
[2] twitter.com
[1] statnews.com
[1] phys.org
[1] biorxiv.org
[1] sciencemag.org
[1] genengnews.com

Top Domains in Tweet in G6:
[1] thecrimson.com
[1] sciencefocus.com
[1] statnews.com

Top Domains in Tweet in G7:
[18] nature.com
[10] sciencemag.org
[4] twitter.com
[3] axios.com
[2] inquirer.com
[1] rdcu.be
[1] genengnews.com
[1] spectrumnews.org
[1] xataka.com
[1] technologyreview.es

Top Domains in Tweet in G8:
[4] assert.pub
[2] twitter.com
[1] nature.com
[1] u-bretagneloire.fr
[1] ac.uk
[1] springer.com

Top Domains in Tweet in G9:
[4] twitter.com
[2] nature.com
[2] agenciasinc.es
[2] uma-csic.es
[1] sciencemag.org
[1] latostadora.com
[1] arrige.org
[1] csic.es
[1] amazon.es
[1] elpais.com

Top Domains in Tweet in G10:
[13] sciencemag.org
[11] statnews.com
[9] technologyreview.com
[4] nature.com
[1] vestnikrgmu.ru
[1] ucsf.edu
[1] fundaciontelefonica.com
[1] natureasia.com
[1] theverge.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1159] crispr
[118] pioneer
[101] geneediting
[93] researchhighlight
[62] sixwordhorror
[53] crisprconchat
[47] biotech
[40] genomics
[37] icymi
[33] news



Top Hashtags in Tweet in G1:
[153] crispr
[12] biotech
[11] geneediting
[10] innovation
[9] science
[8] gene
[8] genetherapy
[7] dna
[7] genetics
[7] technology

Top Hashtags in Tweet in G2:
[144] crispr
[33] news
[27] geneediting
[21] genomics
[16] biotech
[10] genetics
[9] drugdiscovery
[8] precisionmedicine
[8] research
[7] pharma

Top Hashtags in Tweet in G3:
[176] crispr
[27] crispr2019
[9] geneediting
[7] autism
[6] genome
[5] genomeediting
[5] ai
[4] ethics
[4] rnasynthesis
[4] customsynthesis

Top Hashtags in Tweet in G4:
[58] sixwordhorror
[10] crispr
[9] bioethics
[4] stemcell
[3] genetics
[3] science
[3] artificialintelligence
[2] innovation
[2] technology
[1] invitro

Top Hashtags in Tweet in G6:
[113] crispr
[113] pioneer
[1] womeninstem
[1] womeninscience
[1] chicagoscience19

Top Hashtags in Tweet in G7:
[44] crispr
[17] scicomm
[14] genomics
[10] meded
[10] technology
[8] autism
[5] bigdata
[3] raredisease
[3] gene
[3] macaques

Top Hashtags in Tweet in G8:
[7] crispr
[3] transposon
[1] pioneer
[1] epigenetic
[1] epigenomic
[1] genomics
[1] zebrafish
[1] piggybac
[1] toptweet

Top Hashtags in Tweet in G9:
[40] crispr
[23] cng2019
[13] málaga
[11] cristalerauam
[11] bdebate
[6] naukascoruña2019
[5] editandogenes
[4] edicióngenética
[2] eshg2019
[1] crispr2019

Top Hashtags in Tweet in G10:
[8] crispr
[1] pioneer
[1] మనభాషమనబాధ్యత
[1] విశ్వవిజ్ఞానతరంగిణి
[1] crisprconchat
[1] startup

Top Words
Top Words in Tweet in Entire Graph:
[2471] Words in Sentiment List#1: Positive
[1407] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[100691] Non-categorized Words
[104569] Total Words
[3187] crispr
[1159] #crispr
[747] new
[573] editing
[558] gene

Top Words in Tweet in G1:
[638] crispr
[153] #crispr
[129] editing
[126] gene
[119] new
[101] cas9
[81] more
[66] s
[62] genes
[60] babies

Top Words in Tweet in G2:
[270] crispr
[222] gsk
[210] new
[144] #crispr
[137] ucberkeley
[127] ucsf
[121] doudna
[117] statnews
[103] drug
[95] weissman

Top Words in Tweet in G3:
[200] crispr
[176] #crispr
[88] new
[88] editing
[58] rebrikov
[45] dna
[44] lab
[43] cas9
[36] rna
[35] shsternberg

Top Words in Tweet in G4:
[184] techreview
[179] crispr
[103] gene
[86] babies
[82] giant
[81] scientists
[71] pharma
[62] creating
[59] chinese
[58] #sixwordhorror

Top Words in Tweet in G5:
[106] nature
[105] コロンビア大から報告されたcrisprシステム
[105] integrate
[105] が熱い
[105] コレラ菌由来トランスポゾン機能を融合させたこのシステムは
[105] 遺伝子を
[105] 切断
[105] することなく
[105] 挿入
[105] を実現する

Top Words in Tweet in G6:
[226] dr
[123] crispr
[119] padminipillai
[117] google
[117] scientists
[114] jennifer
[114] emmanuelle
[113] notice
[113] listed
[113] photo

Top Words in Tweet in G7:
[110] nature
[110] crispr
[95] genome
[58] cas
[55] dna
[49] editing
[47] system
[47] programmable
[46] fully
[45] precise

Top Words in Tweet in G8:
[119] crispr
[104] paper
[101] cas
[99] sanneklompe
[98] transposon
[96] hey
[96] twitter
[96] super
[96] stoked
[96] plug

Top Words in Tweet in G9:
[62] lluismontoliu
[49] crispr
[45] genética
[41] edición
[40] #crispr
[23] curso
[23] nacional
[23] #cng2019
[22] hoy
[22] segenetica

Top Words in Tweet in G10:
[130] crispr
[50] antonioregalado
[39] dna
[37] gsk
[37] type
[36] rna
[36] machinery
[35] discovery
[35] guide
[35] insert

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[262] gene,editing
[247] crispr,cas9
[238] crispr,cas
[198] jennifer,doudna
[158] cas,systems
[136] transposon,encoded
[135] genome,editing
[134] encoded,crispr
[134] systems,direct
[134] crispr,babies

Top Word Pairs in Tweet in G1:
[81] crispr,cas9
[75] gene,editing
[46] pharma,giant
[43] use,crispr
[37] drug,discovery
[27] new,drugs
[27] crispr,cas
[25] university,california
[22] without,cutting
[22] pig,organs

Top Word Pairs in Tweet in G2:
[71] new,laboratory
[66] gsk,partners
[64] ucberkeley,ucsf
[64] jennifer,doudna
[60] jonathan,weissman
[51] laboratory,genomics
[49] crispr,pioneer
[36] pioneer,jennifer
[34] weissman,ucsf
[34] joining,forces

Top Word Pairs in Tweet in G3:
[30] rna,guided
[27] guided,dna
[25] future,editing
[25] editing,medicine
[25] medicine,new
[25] new,actor
[25] actor,understudy
[25] understudy,now
[25] now,crispr
[25] crispr,borrowed

Top Word Pairs in Tweet in G4:
[71] pharma,giant
[68] crispr,babies
[59] chinese,scientists
[59] scientists,creating
[59] creating,crispr
[58] #sixwordhorror,chinese
[57] techreview,#sixwordhorror
[57] techreview,pharma
[41] pig,organs
[41] organs,monkeys

Top Word Pairs in Tweet in G5:
[105] コロンビア大から報告されたcrisprシステム,integrate
[105] integrate,が熱い
[105] が熱い,nature
[105] nature,コレラ菌由来トランスポゾン機能を融合させたこのシステムは
[105] コレラ菌由来トランスポゾン機能を融合させたこのシステムは,遺伝子を
[105] 遺伝子を,切断
[105] 切断,することなく
[105] することなく,挿入
[105] 挿入,を実現する
[104] cryptobiotech,コロンビア大から報告されたcrisprシステム

Top Word Pairs in Tweet in G6:
[114] google,crispr
[113] crispr,notice
[113] notice,scientists
[113] scientists,listed
[113] listed,photo
[113] photo,#crispr
[113] #crispr,#pioneer
[113] #pioneer,dr
[113] dr,jennifer
[113] jennifer,doudna

Top Word Pairs in Tweet in G7:
[52] crispr,cas
[46] genome,editing
[46] editing,system
[46] dna,genome
[45] fully,programmable
[45] cas,genome
[45] insertion,dna
[44] programmable,crispr
[44] system,mediates
[44] mediates,precise

Top Word Pairs in Tweet in G8:
[101] crispr,cas
[96] hey,twitter
[96] twitter,super
[96] super,stoked
[96] stoked,plug
[96] plug,first
[96] first,paper
[96] paper,sternberg
[96] sternberg,lab
[96] lab,transposon

Top Word Pairs in Tweet in G9:
[23] curso,nacional
[23] nacional,genética
[21] edición,genética
[21] human,embryos
[14] aplican,edición
[14] edición,génica
[14] embriones,humanos
[13] científicos,ihsm_csic_uma
[13] ihsm_csic_uma,infouma
[13] infouma,#málaga

Top Word Pairs in Tweet in G10:
[36] crispr,machinery
[35] discovery,rna
[35] rna,guide
[35] guide,type
[35] type,crispr
[35] machinery,insert
[35] insert,dna
[35] dna,bacterial
[35] bacterial,genomes
[35] genomes,opens

Top Replied-To
Top Replied-To in Entire Graph:
@crisprcon
@nature
@olivefarmer
@profgemmell
@padminipillai
@mbeisen
@gsk
@davidwtaylorjr
@bollgare
@rightwingwatch

Top Replied-To in G1:

Top Replied-To in G2:
@gsk
@matthewherper
@dteb16
@sesiegler
@arrigeorg
@cshperspectives
@atulbutte
@_b_i_o_t_e_c_h_

Top Replied-To in G3:
@davidwtaylorjr
@ivalaine
@gaetanburgio
@rvwetjo
@docdellaire
@nature
@crisprjournal
@mallyse
@crisprflydesign
@zhangf

Top Replied-To in G4:
@techreview

Top Replied-To in G6:
@padminipillai
@virusesimmunity
@francescacigna
@lishevita
@genie4fun

Top Replied-To in G7:
@nature

Top Replied-To in G9:
@buhonsa
@__lue___
@lluismontoliu

Top Replied-To in G10:
@maverickny
@jhdcate
@antonioregalado

Top Mentioned
Top Mentioned in Entire Graph:
@techreview
@ucberkeley
@gsk
@statnews
@nature
@padminipillai
@ucsf
@sanneklompe
@cryptobiotech
@naturerevmicro

Top Mentioned in G1:
@jedell2006
@investgrup
@biotherapeutic1
@bilimvegelecek
@corneliaamiri
@renal_bio
@shartstorm8d8
@alternativemed4
@cmencke

Top Mentioned in G2:
@ucberkeley
@gsk
@statnews
@ucsf
@matthewherper
@doudna_lab
@atulbutte
@u
@rebeccadrobbins
@4lovofscience

Top Mentioned in G3:
@shsternberg
@zhangf
@gaetanburgio
@naturebiotech
@sciencecohen
@urnovfyodor
@crispr2019
@crisprjournal
@genbio
@nevillesanjana

Top Mentioned in G4:
@techreview
@bermaninstitute
@newsfromscience
@beebrookshire
@sciam
@sci4thepeople
@cienciaon
@awesomecon
@thsaey
@aregenberg

Top Mentioned in G5:
@cryptobiotech
@bio_stations
@keloinwell
@ryotaiino
@statnews
@yaiyaiyaiyaiiii
@genbio

Top Mentioned in G6:
@padminipillai
@tarekfadel
@dannysullivan
@virusesimmunity
@google
@cshl
@pollyp1
@madamscientist
@choo_ek
@odedrechavi

Top Mentioned in G7:
@nature
@primary_immune
@mcgovernmit
@axios
@neurocellpress
@manuelmuro5
@mitbrainandcog
@nat_twine
@asher_wolf
@stanleycenter

Top Mentioned in G8:
@sanneklompe
@binmohammed07
@nature
@aprilpawluk
@jul_decoy
@diabetologiajnl
@urnovfyodor
@assert_pub
@padminipillai
@mfwhite2

Top Mentioned in G9:
@lluismontoliu
@segenetica
@ihsm_csic_uma
@infouma
@fuam_uam
@csic
@malagacc
@arrigeorg
@carlossierr2912
@agencia_sinc

Top Mentioned in G10:
@antonioregalado
@naturenv
@sciencecohen
@matthewherper
@hankgreelylsju
@kweintraub
@naturedigest
@statnews
@emilylmullin
@stevejoffe

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@alllibertynews
@myfavoritescene
@koltovskoyyakov
@limportant_fr
@dakotafinancial
@the_mantese
@elespectador
@prpnews
@jcsura

Top Tweeters in G1:
@occuworld
@koltovskoyyakov
@limportant_fr
@dakotafinancial
@the_mantese
@elespectador
@prpnews
@viajandoperdido
@seekingalpha
@ecointernetdrgb

Top Tweeters in G2:
@business
@spanishcountry
@machinelearn_d
@kentbottles
@drferdowsi
@sfbusinesstimes
@sesiegler
@mogulazam
@lucasllach
@spitta1969

Top Tweeters in G3:
@franceinfo
@shauncoffey
@inf
@prometheusgreen
@dme_health
@drng
@ed
@portefeuillefun
@jeanrossignol
@schneiderleonid

Top Tweeters in G4:
@baronianconsult
@stockexchange
@twidaq
@cnnee
@califquail1969
@thinkalot
@connectikpeople
@katriord
@waronwaroff
@ashishchauhan

Top Tweeters in G5:
@myfavoritescene
@mesonco
@aomonoya
@uncorrelated
@katsumitk
@ihayato
@autumn_dream
@aynornataphilia
@kurinoshippo
@mamimume_red

Top Tweeters in G6:
@newilluminatus
@doctorow
@tummler10
@ellabellableu
@dannysullivan
@isabelvalin
@rearidinghood
@jasonwilliamsny
@navinpokala
@radiomusings

Top Tweeters in G7:
@asher_wolf
@zephyorg
@andrewmorrisuk
@snrtg
@derrelldurrett
@_open_science_
@melanalyst
@ibpixiechick
@cgerrish
@axios

Top Tweeters in G8:
@micfuckabee
@cundurraga
@irehero
@manueltard
@khudranshomrani
@valeriemarch
@carlosrof
@sarcasticsarahs
@yalhendi0
@lizziebillingt1

Top Tweeters in G9:
@ngarrigosp
@bioamara
@lauramorron
@karmayoral
@mcastigarcia
@sararc83
@herrerillo
@quin_dra
@mgclaros
@lastk

Top Tweeters in G10:
@johnwilson
@sincerely_steff
@ddsd
@donnayoungdc
@norionakatsuji
@maverickny
@mveg001
@eaterofsun
@caulfieldtim
@race__realist