CRISPR, Twitter, 11/21/2019 11:33:29 AM, 216917
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CRISPR_2019-11-21_03-13-22.xlsx
CRISPR_2019-11-21_03-13-22.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
November 21, 2019
Short Description:
CRISPR via NodeXL http://bit.ly/2QHta95
@techreview
@nytimes
@postigoelena
@lluismontoliu
@crispr_101
@vamsimootha
@nature
@naturenews
@sombradoble
@sciencemagazine

Top hashtags:
#crispr
#geneediting
#genomeediting
#science
#bioethics
#cancer
#biotech
#dna
#research

Description:
Description
The graph represents a network of 5,200 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 Thursday, 21 November 2019 at 11:14 UTC.

The requested start date was Tuesday, 19 November 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 3-day, 14-hour, 5-minute period from Friday, 15 November 2019 at 10:54 UTC to Tuesday, 19 November 2019 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 : 5200
Unique Edges : 5771
Edges With Duplicates : 859
Total Edges : 6630
Number of Edge Types : 3
Tweet : 1454
Mentions : 4891
Replies to : 285
Self-Loops : 1454
Reciprocated Vertex Pair Ratio : 0.0185375901132853
Reciprocated Edge Ratio : 0.0364004044489383
Connected Components : 1202
Single-Vertex Connected Components : 768
Maximum Vertices in a Connected Component : 2454
Maximum Edges in a Connected Component : 3500
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.587579
Graph Density : 0.000182912394395372
Modularity : 0.770657
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 5,200 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 Thursday, 21 November 2019 at 11:14 UTC.

The requested start date was Tuesday, 19 November 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 3-day, 14-hour, 5-minute period from Friday, 15 November 2019 at 10:54 UTC to Tuesday, 19 November 2019 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[178] https://techcrunch.com/2019/11/15/youve-heard-of-crispr-now-meet-its-newer-savvier-cousin-crispr-prime/
[81] https://techcrunch.com/2019/11/15/youve-heard-of-crispr-now-meet-its-newer-savvier-cousin-crispr-prime/?utm_source=dlvr.it&utm_medium=twitter
[51] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/
[43] https://science.sciencemag.org/content/366/6467/777
[36] https://science.sciencemag.org/content/366/6467/777.full
[33] https://phys.org/news/2019-11-crispr-technology.html
[29] https://www.vox.com/future-perfect/2019/6/25/18682583/biohacking-transhumanism-human-augmentation-genetic-engineering-crispr
[24] https://www.nature.com/articles/s41587-019-0310-0
[24] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-03536-x%3Futm_source%3Dtwt_nnc%26utm_medium%3Dsocial%26utm_campaign%3Dnaturenews%26sf223921390%3D1
[23] https://geneticliteracyproject.org/2019/11/15/united-nations-fao-biotech-expert-panel-crispr-gene-editing-can-transform-agricultural-production/

Top URLs in Tweet in G1:
[84] https://techcrunch.com/2019/11/15/youve-heard-of-crispr-now-meet-its-newer-savvier-cousin-crispr-prime/
[70] https://techcrunch.com/2019/11/15/youve-heard-of-crispr-now-meet-its-newer-savvier-cousin-crispr-prime/?utm_source=dlvr.it&utm_medium=twitter
[25] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/
[16] https://science.sciencemag.org/content/366/6467/777
[16] https://phys.org/news/2019-11-crispr-technology.html
[15] https://www.nytimes.com/2019/11/06/health/crispr-cancer-leukemia.html
[12] https://siecledigital.fr/2019/11/18/decouvrez-le-nouveau-cousin-de-crispr-prime-editor/
[11] https://www.vox.com/future-perfect/2019/6/25/18682583/biohacking-transhumanism-human-augmentation-genetic-engineering-crispr
[10] https://science.sciencemag.org/content/366/6467/777.full
[7] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-03392-9

Top URLs in Tweet in G2:
[1] https://www.youtube.com/watch?v=pP7HkJNJ978&feature=youtu.be


Top URLs in Tweet in G3:
[2] https://trib.al/g1R6e64
[2] https://www.nytimes.com/2019/11/06/health/crispr-cancer-leukemia.html?smid=nytcore-ios-share
[2] https://www.npr.org/sections/health-shots/2019/11/13/778811656/molecular-scissors-could-help-keep-some-viral-illnesses-at-bay
[2] https://www.nytimes.com/2019/11/06/health/crispr-cancer-leukemia.html
[2] https://www.nytimes.com/2019/11/06/health/crispr-cancer-leukemia.html?partner=IFTTT
[1] https://trib.al/rynAKOB
[1] https://n.pr/2oS4yPs
[1] https://www.youtube.com/watch?v=HZDtWyeHguQ&feature=youtu.be

[1] https://www.youtube.com/watch?v=B_DHz_iB-7I&feature=youtu.be

[1] https://twitter.com/nytimes/status/1195907568222244865

Top URLs in Tweet in G4:
[21] https://science.sciencemag.org/content/366/6467/777
[12] https://www.cnbc.com/2018/04/19/synthego-helping-scientists-use-crispr-to-edit-genes.html?__source=twitter|main
[8] https://science.sciencemag.org/content/366/6467/777.full
[5] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/
[4] https://science.sciencemag.org/content/366/6467/777.summary
[4] https://www.ncbi.nlm.nih.gov/pubmed/30633905?dopt=Abstract
[4] https://www.ncbi.nlm.nih.gov/pubmed/31727803?dopt=Abstract
[4] https://twitter.com/igisci/status/1195424993242501128
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-03536-x%3Futm_source%3Dtwt_nnc%26utm_medium%3Dsocial%26utm_campaign%3Dnaturenews%26sf223921390%3D1
[3] https://www.nytimes.com/2018/11/27/opinion/genetically-edited-babies-china.html

Top URLs in Tweet in G5:
[17] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-11-15
[5] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/
[3] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1573829275
[3] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-11-18
[3] https://www.technologyreview.com/s/614599/the-newest-gene-editor-radically-improves-on-crispr/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-11-18
[3] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-11-17
[3] https://www.technologyreview.com/s/614599/the-newest-gene-editor-radically-improves-on-crispr/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-11-17
[3] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-11-16
[2] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1573829220
[1] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1574091018

Top URLs in Tweet in G6:
[11] https://www.cell.com/cell-reports/fulltext/S2211-1247(19)31317-8?sf223675751=1
[3] https://www.darpa.mil/news-events/2019-11-15
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-03392-9
[2] https://www.nature.com/articles/s41587-019-0310-0
[2] https://www.spectrumnews.org/news/toolbox/crispr-technique-tracks-genetic-activity-in-real-time/
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-03536-x%3Futm_source%3Dtwt_nnc%26utm_medium%3Dsocial%26utm_campaign%3Dnaturenews%26sf223921390%3D1
[2] https://www.ncbi.nlm.nih.gov/pubmed/31730408?dopt=Abstract&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell%2Ffulltext%2FS0092-8674%2819%2931182-1&rc=0
[1] https://twitter.com/NatureBiotech/status/1196469457134247937

Top URLs in Tweet in G7:
[21] https://www.nature.com/articles/s41587-019-0310-0
[18] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-03536-x%3Futm_source%3Dtwt_nnc%26utm_medium%3Dsocial%26utm_campaign%3Dnaturenews%26sf223921390%3D1
[4] https://techcrunch.com/2019/11/15/youve-heard-of-crispr-now-meet-its-newer-savvier-cousin-crispr-prime/
[3] https://www.newscientist.com/term/what-is-crispr/?utm_medium=SOC&utm_source=Twitter#Echobox=1573648637
[3] https://www.newscientist.com/article/2220476-crispr-upgrade-could-make-genome-editing-better-and-safer/?utm_medium=SOC&utm_source=Twitter#Echobox=1571735947
[2] https://www.nature.com/articles/s41587-019-0296-7
[2] https://broad.io/prime
[2] https://science.sciencemag.org/content/366/6467/777
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41576-019-0192-5.pdf
[2] https://www.newscientist.com/article/2214663-giant-virus-has-evolved-its-own-kind-of-crispr-to-destroy-invaders/?utm_medium=SOC&utm_source=Twitter#Echobox=1567422174

Top URLs in Tweet in G8:
[9] https://sanchakblog.wordpress.com/2019/11/08/what-drives-such-mass-hype-in-tcell-crispr-clinical-trials-that-100-deaths-in-the-chinese-trial-does-not-make-into-a-single-headline/
[6] https://stopgetrees.org/crispr-inventor-calls-for-regulation/
[4] https://stopgetrees.org/australia-approves-release-of-gm-and-crispr-organisms-without-risk-assessment/
[3] https://sanchakblog.wordpress.com/2019/11/03/off-targets-in-crispr-are-in-the-100000s-at-least-for-any-large-genome-like-ours/
[3] https://science.sciencemag.org/content/366/6467/777.full
[3] https://www.technologyreview.com/s/614599/the-newest-gene-editor-radically-improves-on-crispr/
[2] https://stopgetrees.org/australia-approves-release-of-gm-and-crispr-organisms-without-risk-assessment/?fbclid=IwAR1Nj6k-9ptCV_P4HrcsvRgsaC_SbBHZT5FlymK92B_kR-iLid8x4pYAgMY
[2] https://www.technologyreview.com/f/614719/crispr-has-made-jennifer-doudna-rich-now-she-says-it-must-be-controlled/
[2] https://sanchakblog.wordpress.com/2019/11/08/what-drives-such-mass-hype-in-tcell-crispr-clinical-trials-that-100-deaths-in-the-chinese-trial-does-not-make-into-a-single-headline/amp/?__twitter_impression=true
[1] https://www.nature.com/articles/d41586-019-03479-3?utm_source=twitter&utm_medium=social&utm_content=organic&utm_campaign=NGMT_2_JNC_Nature

Top URLs in Tweet in G10:
[8] https://www.nature.com/articles/s41467-019-10366-y
[6] https://geneticliteracyproject.org/2019/11/15/united-nations-fao-biotech-expert-panel-crispr-gene-editing-can-transform-agricultural-production/
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-03392-9
[2] https://www.sciencemag.org/news/2019/08/its-crispr-revolution-china-becomes-world-leader-genome-editing
[2] https://www.npr.org/sections/health-shots/2019/11/06/776169331/crispr-approach-to-fighting-cancer-called-promising-in-1st-safety-test
[1] https://science.sciencemag.org/content/366/6467/777
[1] https://www.openscience.or.at/en/projects/project-news/2019-11-12-9xnp/
[1] https://genotipia.com/genetica_medica_news/gusanos-humanizados-cancer/
[1] https://onlinelibrary.wiley.com/doi/full/10.1111/pbi.12837
[1] https://science.sciencemag.org/content/366/6467/777.full

Top Domains
Top Domains in Tweet in Entire Graph:
[272] techcrunch.com
[142] technologyreview.com
[140] twitter.com
[133] nature.com
[99] sciencemag.org
[56] phys.org
[53] nih.gov
[42] nytimes.com
[41] youtube.com
[40] wordpress.com

Top Domains in Tweet in G1:
[166] techcrunch.com
[60] technologyreview.com
[42] twitter.com
[31] sciencemag.org
[26] linkedin.com
[25] freie-welt.eu
[24] nih.gov
[24] nytimes.com
[22] nature.com
[22] phys.org

Top Domains in Tweet in G2:
[1] youtube.com

Top Domains in Tweet in G3:
[6] nytimes.com
[3] trib.al
[2] youtube.com
[2] npr.org
[1] n.pr
[1] twitter.com
[1] foreignpolicy.com
[1] phys.org

Top Domains in Tweet in G4:
[37] sciencemag.org
[19] twitter.com
[13] cnbc.com
[10] nih.gov
[8] technologyreview.com
[7] nature.com
[7] nytimes.com
[5] statnews.com
[3] innovativegenomics.org
[2] realclearscience.com

Top Domains in Tweet in G5:
[46] technologyreview.com
[2] twitter.com
[1] caixinglobal.com
[1] canarycrynewstalk.com
[1] nih.gov
[1] sciencemag.org
[1] youtube.com
[1] nature.com

Top Domains in Tweet in G6:
[11] cell.com
[10] nature.com
[10] nih.gov
[4] twitter.com
[4] spectrumnews.org
[4] biorxiv.org
[3] technologyreview.com
[3] darpa.mil
[2] geneticliteracyproject.org
[1] elsevierhealth.com

Top Domains in Tweet in G7:
[50] nature.com
[8] newscientist.com
[4] techcrunch.com
[3] sciencemag.org
[2] broad.io
[2] nytimes.com
[2] zeit.de
[2] co.uk
[2] cell.com
[1] businesswire.com

Top Domains in Tweet in G8:
[21] wordpress.com
[12] stopgetrees.org
[5] technologyreview.com
[3] nature.com
[3] biorxiv.org
[3] sciencemag.org
[2] npr.org
[2] twitter.com
[1] ashpublications.org
[1] pubpeer.com

Top Domains in Tweet in G10:
[11] nature.com
[8] geneticliteracyproject.org
[4] sciencemag.org
[2] twitter.com
[2] npr.org
[1] or.at
[1] genotipia.com
[1] wiley.com
[1] usembassy.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[841] crispr
[59] geneediting
[48] genomeediting
[38] science
[35] bioethics
[34] cancer
[32] biotech
[25] dna
[25] research
[25] plantbreeding



Top Hashtags in Tweet in G1:
[97] crispr
[19] science
[11] geneediting
[11] genetics
[11] biotech
[10] dna
[6] health
[6] technology
[5] bioethics
[5] genomeediting

Top Hashtags in Tweet in G3:
[7] crispr
[4] xmed
[3] cancer
[2] medicine
[2] research
[1] infectiousdisease
[1] china
[1] biotechnology
[1] mpbonline
[1] healthyliving

Top Hashtags in Tweet in G4:
[144] crispr
[11] geneediting
[10] hiring
[9] crispr3d
[9] phageinvaders
[9] nabt2019
[8] clsapantheon
[8] genomeediting
[5] ucberkeley
[4] gene

Top Hashtags in Tweet in G5:
[5] crispr
[1] bioethics
[1] digitalhealth
[1] gene
[1] geneediting

Top Hashtags in Tweet in G6:
[34] crispr
[10] geneediting
[5] synbio
[4] genomeediting
[3] research
[3] geenomics
[2] archaea
[2] spectrumtoolbox
[2] scipol
[2] sciencepolicy

Top Hashtags in Tweet in G7:
[35] crispr
[4] gene
[3] geneediting
[3] genomeediting
[3] tech
[2] rna
[2] marketing
[2] technews
[2] researchhighlight
[2] cell

Top Hashtags in Tweet in G8:
[20] crispr
[3] gmo
[3] science
[3] biorxiv
[2] stopgetrees
[2] biotechnology
[2] geneediting
[2] healthcare
[2] health
[2] medicine

Top Hashtags in Tweet in G10:
[29] crispr
[23] plantbreeding
[20] dyk
[8] hiv
[8] research
[8] news
[6] wheat
[5] celiacs
[5] gmo
[4] embracingnature

Top Words
Top Words in Tweet in Entire Graph:
[2835] Words in Sentiment List#1: Positive
[2244] Words in Sentiment List#2: Negative
[13] Words in Sentiment List#3: Angry/Violent
[101427] Non-categorized Words
[106507] Total Words
[3078] crispr
[1028] editing
[1017] s
[951] new
[893] gene

Top Words in Tweet in G1:
[897] crispr
[205] prime
[192] now
[185] cousin
[171] heard
[171] meet
[171] savvier
[170] newer
[166] ve
[153] editing

Top Words in Tweet in G2:
[364] eugenics
[364] sterilization
[363] thesharpedge1
[363] new
[363] h1vem1nd
[363] vid
[363] cancer
[363] within
[363] modern
[363] medicine

Top Words in Tweet in G3:
[331] cancer
[331] nytimes
[330] editing
[329] first
[325] s
[324] doctors
[324] tested
[324] gene
[324] technique
[324] people

Top Words in Tweet in G4:
[149] crispr
[142] #crispr
[102] doudna
[100] jennifer
[71] new
[66] editing
[56] use
[53] sciencemagazine
[48] gene
[48] human

Top Words in Tweet in G5:
[308] crispr
[292] techreview
[258] one
[227] heroes
[173] jennifer
[173] doudna
[171] controlling
[170] telling
[170] needs
[170] help

Top Words in Tweet in G6:
[267] crispr
[146] new
[137] see
[125] two
[125] yes
[124] wrongs
[124] make
[124] right
[124] comes
[124] mitochondrial

Top Words in Tweet in G7:
[146] crispr
[63] naturenews
[62] point
[62] mutations
[57] new
[49] based
[46] cell
[44] class
[44] tools
[44] efficiently

Top Words in Tweet in G8:
[120] nature
[107] crispr
[95] editing
[80] gene
[60] human
[57] china
[56] details
[56] ins
[56] outs
[56] tool

Top Words in Tweet in G9:
[136] reptiles
[135] drbioblogo
[135] primeros
[135] mutantes
[135] mundo
[134] darwin
[134] wallace
[134] watson
[134] crick
[134] franklin

Top Words in Tweet in G10:
[29] #crispr
[28] crispr
[25] esa_euroseeds
[23] #plantbreeding
[20] #dyk
[17] evolved
[17] over
[17] years
[17] achieving
[17] same

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[718] u,s
[689] gene,editing
[377] cancer,within
[377] within,modern
[377] modern,medicine
[377] medicine,part
[377] part,3
[377] 3,eugenics
[377] sterilization,laws
[377] laws,u

Top Word Pairs in Tweet in G1:
[194] crispr,prime
[183] cousin,crispr
[171] savvier,cousin
[170] now,meet
[170] meet,newer
[170] newer,savvier
[165] ve,heard
[163] crispr,now
[162] heard,crispr
[81] gene,editing

Top Word Pairs in Tweet in G2:
[363] new,h1vem1nd
[363] h1vem1nd,vid
[363] vid,cancer
[363] cancer,within
[363] within,modern
[363] modern,medicine
[363] medicine,part
[363] part,3
[363] 3,eugenics
[363] eugenics,covers

Top Word Pairs in Tweet in G3:
[324] gene,editing
[324] editing,technique
[324] u,s
[323] tested,powerful
[323] powerful,gene
[323] technique,people
[323] people,cancer
[323] first,time
[322] week,doctors
[322] doctors,tested

Top Word Pairs in Tweet in G4:
[93] jennifer,doudna
[32] unwanted,anniversary
[30] gene,editing
[30] crispr's,unwanted
[28] editorial,sciencemagazine
[28] use,#crispr
[27] new,editorial
[27] sciencemagazine,jennifer
[27] doudna,things
[27] things,stand

Top Word Pairs in Tweet in G5:
[227] one,heroes
[227] heroes,crispr
[173] jennifer,doudna
[170] doudna,one
[170] crispr,telling
[170] telling,needs
[170] needs,help
[170] help,controlling
[170] controlling,created
[170] created,believe

Top Word Pairs in Tweet in G6:
[124] two,wrongs
[124] wrongs,make
[124] make,right
[124] right,comes
[124] comes,mitochondrial
[124] mitochondrial,dysfunction
[124] dysfunction,answer
[124] answer,yes
[124] yes,see
[124] see,new

Top Word Pairs in Tweet in G7:
[44] new,class
[44] class,crispr
[44] crispr,based
[44] based,tools
[44] tools,efficiently
[44] efficiently,corrects
[44] corrects,point
[44] point,mutations
[44] mutations,cell
[44] cell,lines

Top Word Pairs in Tweet in G8:
[74] gene,editing
[57] human,nature
[56] nature,details
[56] details,ins
[56] ins,outs
[56] outs,gene
[56] editing,tool
[56] tool,crispr
[56] crispr,news
[56] news,twin

Top Word Pairs in Tweet in G9:
[135] primeros,reptiles
[135] reptiles,mutantes
[134] mutantes,mundo
[134] mundo,darwin
[134] darwin,wallace
[134] wallace,watson
[134] watson,crick
[134] crick,franklin
[134] franklin,wilkins
[133] drbioblogo,primeros

Top Word Pairs in Tweet in G10:
[18] esa_euroseeds,#dyk
[17] #dyk,#plantbreeding
[17] #plantbreeding,evolved
[17] evolved,over
[17] over,years
[17] years,achieving
[17] achieving,same
[17] same,result
[17] result,more
[17] more,specific

Top Replied-To
Top Replied-To in Entire Graph:
@selecaoportugal
@bonpland
@techreview
@alena_buyx
@crispr_beats
@zachboychuk
@naturebiotech
@tombergk
@ulrichschulte
@gmofreeusa

Top Replied-To in G2:
@thesharpedge1

Top Replied-To in G3:
@nytimes

Top Replied-To in G4:
@alena_buyx
@_b_i_o_t_e_c_h_
@antonioregalado
@nytopinion
@enrique_lins
@hankgreelylsju
@pknoepfler
@iwanttobeagmo
@crispr_news
@erictopol

Top Replied-To in G5:
@techreview
@readmorescience

Top Replied-To in G6:
@tombergk
@mss1992bio
@boehninglab
@francoisebaylis
@rafapinilla92

Top Replied-To in G7:
@naturebiotech
@naturenews

Top Replied-To in G8:
@gmofreeusa
@zerdeve
@alainpannetier
@hina_saeed0
@dgurdasani1
@scekker
@mattcampbell
@notahedge
@matthewcobb
@nmpraveen

Top Replied-To in G9:
@aegisthon

Top Replied-To in G10:
@craig__davis
@goehensel

Top Mentioned
Top Mentioned in Entire Graph:
@thesharpedge1
@nytimes
@techreview
@drbioblogo
@vamsimootha
@nature
@naturenews
@sciencemagazine
@mkrupovic
@techcrunch

Top Mentioned in G1:
@bioinformaticsb
@pfarma
@dafil
@ric9871ric
@gerd_bio
@tylerkokjohn
@rhotwire
@sophiatseliem
@biotherapeutic1
@pagina100prensa

Top Mentioned in G2:
@thesharpedge1

Top Mentioned in G3:
@nytimes
@npr
@exponentialmed
@marieannelecler
@intcitizens
@intinsurance

Top Mentioned in G4:
@sciencemagazine
@antonioregalado
@doudna_lab
@igisci
@pknoepfler
@crispr_news
@cnbc
@4lovofscience
@ucberkeley
@netflix

Top Mentioned in G5:
@techreview
@caixin
@patentbuddy
@edmundogs
@nytimes
@canarycryradio
@doudna_lab
@jagweron
@adolfo_nori
@bermaninstitute

Top Mentioned in G6:
@vamsimootha
@mkrupovic
@cariboubio
@shsternberg
@randall_platt
@kcw00d
@nrestifo
@naturenv
@cellreports
@nevillesanjana

Top Mentioned in G7:
@naturenews
@naturebiotech
@broadinstitute
@erictopol
@sandeeprt
@yurimilner
@davidrliu
@nature
@liugroup
@magda_skipper

Top Mentioned in G8:
@nature
@genengnetwork
@pareras
@sanchak74
@stopgetrees
@mrsantoslab
@gmofreeusa
@help4studentsuk
@runelinding
@ronanfarrow

Top Mentioned in G9:
@drbioblogo
@abc_es

Top Mentioned in G10:
@esa_euroseeds
@geneticliteracy
@naturecomms
@biolution_net
@matinqaim
@bs
@maxperutzlabs
@chngin_the_wrld
@goehensel
@craig__davis

Top Tweeters
Top Tweeters in Entire Graph:
@americanbanking
@missb62
@jornalistavitor
@neewsbot
@alerttrade
@the_news_diva
@tickerreport
@arkangelscrap
@consumerfeed
@sectest9

Top Tweeters in G1:
@americanbanking
@neewsbot
@the_news_diva
@tickerreport
@consumerfeed
@lifetechnology1
@watchlistn
@dailypoliticaln
@gamergeeknews
@dakotafinancial

Top Tweeters in G2:
@lovecovfefe2020
@peggyruppe
@shirleyringuet5
@anzers
@putzie63
@nancy73gg
@gkilti
@cccp3o
@cjsienna55
@mindfulnesswins

Top Tweeters in G3:
@jornalistavitor
@jurylady5
@joleonbusby
@real_infinity95
@saragomezaranci
@russelltim151
@marconavarrolor
@baronianconsult
@iggy
@michael67494581

Top Tweeters in G4:
@rosenthalellery
@kellyclelland1
@cnbc
@docfreeride
@jchrispires
@digitaldecoded1
@nytopinion
@cathcoste
@susankheflin
@drskharlamov

Top Tweeters in G5:
@deejayiwan
@ericdemarylebon
@calvinswine905
@forgerat
@superebza
@zerojuls
@1kilroywashere
@mazedamouth
@mariuskarma
@cipherequality

Top Tweeters in G6:
@sciseekfeed
@meeksvs
@alisyngayle
@ayirpelle
@malikahh77
@oncologytube
@jsundmanus
@mhendr1cks
@stamadvocate
@edrybicki

Top Tweeters in G7:
@elkepoley
@socolimeshot
@martingaedt
@nebadon1133
@kentbottles
@zeitonline
@sabor_sabole
@fdrcene
@michaelscally
@djimb3rry

Top Tweeters in G8:
@revolution_fr
@_redfrog
@deezer234
@booniekane
@tt85207533
@elleallever
@mlw975
@sandygrains
@rossthomson26
@emweeklyrpt

Top Tweeters in G9:
@abc_es
@9nico9
@drxaverius
@fer_blackman
@andywarrol
@r_amalvarador
@apitxat
@vhwoman8
@mrosagarciag
@fitocorleone

Top Tweeters in G10:
@youngchris27040
@grawoig
@politiskosmou
@chapagir
@mohdalaqeili
@johnkenten
@maluavi
@treebiology
@ivdacruz
@greens


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