CRISPR, Twitter, 9/15/2020 7:52:24 PM, 235195


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CRISPR_2020-09-15_03-40-09.xlsx
CRISPR_2020-09-15_03-40-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 15, 2020
Short Description:
CRISPR via NodeXL https://bit.ly/2FwbKco
@danrather
@novapbs
@crisprcon
@philipp08767899
@crisprjournal
@lluismontoliu
@naturebiotech
@techreview
@jaychance12
@urnovfyodor

Top hashtags:
#crispr
#geneediting
#covid19
#humannaturefilm
#genetics
#gene
#dna
#gentechnik

Description:
Description
The graph represents a network of 7,414 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, 15 September 2020 at 10:52 UTC.

The requested start date was Tuesday, 15 September 2020 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 7-day, 7-hour, 13-minute period from Monday, 07 September 2020 at 16:43 UTC to Monday, 14 September 2020 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 : 7414
Unique Edges : 4473
Edges With Duplicates : 11174
Total Edges : 15647
Number of Edge Types : 5
Replies to : 746
Mentions : 2238
Retweet : 4796
MentionsInRetweet : 6198
Tweet : 1669
Self-Loops : 1728
Reciprocated Vertex Pair Ratio : 0.0203502713369512
Reciprocated Edge Ratio : 0.0398887948748942
Connected Components : 1342
Single-Vertex Connected Components : 759
Maximum Vertices in a Connected Component : 3941
Maximum Edges in a Connected Component : 10516
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.289211
Graph Density : 0.000150527705776905
Modularity : 0.517921
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 7,414 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, 15 September 2020 at 10:52 UTC.

The requested start date was Tuesday, 15 September 2020 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 7-day, 7-hour, 13-minute period from Monday, 07 September 2020 at 16:43 UTC to Monday, 14 September 2020 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:
[87] https://foreignpolicy.com/2020/09/11/crispr-pandemic-gene-editing-virus/
[59] https://www.pbs.org/wgbh/nova/article/bioethics-crispr-indigenous-genome/
[51] https://www.nature.com/articles/s41587-020-0646-5
[37] https://www.sciencemag.org/news/2020/09/latest-round-crispr-patent-battle-has-apparent-victor-fight-continues
[31] https://www.technologynetworks.com/genomics/articles/amp/francis-mojica-the-modest-microbiologist-who-discovered-and-named-crispr-325093
[28] https://www.sciencenews.org/article/human-germline-gene-editing-crispr-strict-new-guidelines
[27] https://www.rapidtests.org/
[24] https://www.pbs.org/wgbh/nova/video/human-nature/
[21] https://blog.holochain.org/introducing-crispr-a-happ-hacking-lab/
[20] https://www.newscientist.com/article/2253688-russian-biologist-still-aims-to-make-crispr-babies-despite-the-risks/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1599453269

Top URLs in Tweet in G1:
[10] https://twitter.com/carolynrchapman/status/1302973722945519617
[4] http://einstein.yu.edu/features/stories/1252/the-crispr-revolution/
[3] https://realscreen.com/2020/08/26/pbs-nova-to-broadcast-crispr-documentary-human-nature/
[2] https://www.pbs.org/wgbh/nova/video/human-nature/
[2] https://twitter.com/DanRather/status/1303819775584268288?s=19
[2] https://bilimdili.com/doga-cevre/canli/crispr-nedir/
[2] https://fshdglobal.org/crispr-fshd/
[2] https://p2p.onecause.com/pnwwalkroll/accept?challenger=susie-kanewske&team=team-kanewske
[1] https://www.pbs.org/wgbh/nova/video/human-nature/?utm_campaign=nova&utm_content=1599159296&utm_medium=social&utm_source=twitter
[1] https://twitter.com/danrather/status/1305359614309851138

Top URLs in Tweet in G2:
[34] https://foreignpolicy.com/2020/09/11/crispr-pandemic-gene-editing-virus/
[16] https://thenextweb.com/syndication/2020/09/12/how-crispr-is-tackling-the-troubling-immune-response-thats-plagued-gene-therapy-until-now/
[16] https://www.pbs.org/wgbh/nova/article/bioethics-crispr-indigenous-genome/
[16] https://www.sciencemag.org/news/2020/09/latest-round-crispr-patent-battle-has-apparent-victor-fight-continues
[14] https://www.forbes.com/sites/aayushipratap/2020/09/13/international-expert-panel-releases-new-guidelines-on-crispr-genome-editing-tools/?utm_source=dlvr.it&utm_medium=twitter
[12] https://www.labroots.com/trending/immunology/18608/crispr-pumps-brakes-immune-system-support-gene-therapies
[9] https://www.fiercebiotech.com/research/using-crispr-to-make-better-viral-vectors-for-gene-therapy
[9] https://www.forbes.com/sites/aayushipratap/2020/09/13/international-expert-panel-releases-new-guidelines-on-crispr-genome-editing-tools/
[6] https://www.biospace.com/article/panel-lays-out-gene-editing-guidelines-condemns-risk-of-creating-crispr-babies/
[6] https://thenextweb.com/syndication/2020/09/12/how-crispr-is-tackling-the-troubling-immune-response-thats-plagued-gene-therapy-until-now/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[47] https://www.nature.com/articles/s41587-020-0646-5
[15] https://twitter.com/ramymik/status/1181696994403897344
[14] https://crisprcon.org/crisprcon-2020/
[13] https://foreignpolicy.com/2020/09/11/crispr-pandemic-gene-editing-virus/
[10] https://www.youtube.com/watch?v=jH87sfVD36M&feature=youtu.be

[9] https://news.utexas.edu/2020/09/08/matching-crispr-to-the-job-improves-the-safety-efficiency-of-the-gene-editing-tool/
[9] https://www.ncbi.nlm.nih.gov/pubmed/32286628?dopt=Abstract
[9] https://phys.org/news/2020-09-enzyme-sharpen-crispr-gene-editing-tool.html
[8] https://www.sciencemag.org/news/2020/09/latest-round-crispr-patent-battle-has-apparent-victor-fight-continues
[8] https://scott-macleod.blogspot.com/2020/02/larrea-tridentata-george-church.html

Top URLs in Tweet in G4:
[11] https://www.pbs.org/wgbh/nova/video/human-nature/?utm_campaign=nova&utm_content=1599159296&utm_medium=social&utm_source=twitter
[10] https://forms.technologyreview.com/spotlight-on-crispr/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1599586447
[10] https://www.youtube.com/watch?v=E8vi_PdGrKg&feature=youtu.be

[9] https://www.pbs.org/wgbh/nova/article/bioethics-crispr-indigenous-genome/
[8] https://www.pbs.org/wgbh/nova/video/human-nature/
[6] https://nerdist.com/article/scientists-genetic-modification-squid-crispr/
[6] https://nerdist.com/article/scientists-genetic-mofification-squid-crispr/?utm_source=twitter.com&utm_medium=social&utm_campaign=social+flow
[6] https://foreignpolicy.com/2020/09/11/crispr-pandemic-gene-editing-virus/
[5] https://www.pbs.org/wgbh/nova/video/gene-editing-reality-check/
[4] https://forms.technologyreview.com/spotlight-on-crispr/?utm_source=Twitter&utm_medium=tr_social&utm_campaign=spotlight_on_crispr_2020.unpaid.acquisition&discount=NONE#Echobox=1599419928

Top URLs in Tweet in G5:
[31] https://www.technologynetworks.com/genomics/articles/amp/francis-mojica-the-modest-microbiologist-who-discovered-and-named-crispr-325093
[27] https://www.rapidtests.org/
[14] http://wwwuser.cnb.csic.es/~montoliu/CRISPR/
[13] https://www.xataka.com/investigacion/crispr-nos-da-baza-agresiva-directa-para-combatir-coronavirus-lluis-montoliu-presidente-comite-etica-csic
[12] https://www.wbur.org/commonhealth/2018/04/26/feng-zhang-crispr-profile
[11] https://www.youtube.com/watch?v=kDj4Zyq3yOA&feature=youtu.be

[6] https://www.youtube.com/watch?v=g5noKoHezHc&feature=youtu.be

[5] https://www.vox.com/platform/amp/2018/7/23/17594864/crispr-cas9-gene-editing
[3] https://www.abbott.com/BinaxNOW-Test-NAVICA-App.html
[3] https://montoliu.naukas.com/tag/sherlock/

Top URLs in Tweet in G6:
[14] https://montoliu.naukas.com/2020/09/14/sigue-la-batalla-por-las-patentes-crispr/?utm_source=rss&utm_medium=rss&utm_campaign=sigue-la-batalla-por-las-patentes-crispr
[11] https://www.chilebio.cl/2020/09/02/cientifica-chilena-desarrolla-cultivos-que-crecen-en-el-desierto-y-una-manzana-dorada-mediante-edicion-genetica/
[4] https://montoliu.naukas.com/2020/09/14/sigue-la-batalla-por-las-patentes-crispr/
[4] https://futurizable.com/crispr/
[3] https://theconversation.com/que-comida-es-mas-respetuosa-con-el-medio-ambiente-145123
[3] https://mundoagropecuario.com/podrian-los-cultivos-editados-con-crispr-ayudar-a-resolver-la-crisis-alimentaria-mundial/
[3] https://mundoagropecuario.net/por-que-la-edicion-genetica-es-la-proxima-revolucion-alimentaria/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.investigacionyciencia.es/noticias/la-tcnica-crispr-produce-calamares-transparentes-19024?utm_medium=Social&utm_campaign=tw&utm_source=Twitter#Echobox=1600091784
[2] https://www.youtube.com/watch?v=OE-Tch9RmU8

[2] https://www.chilebio.cl/2020/09/04/petunia-editada-geneticamente-con-nuevo-tono-de-color-es-aprobada-en-estados-unidos/

Top URLs in Tweet in G7:
[20] https://www.sciencenews.org/article/human-germline-gene-editing-crispr-strict-new-guidelines
[18] https://www.newscientist.com/article/2253688-russian-biologist-still-aims-to-make-crispr-babies-despite-the-risks/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1599453269
[11] https://www.newscientist.com/article/2253688-russian-biologist-still-aims-to-make-crispr-babies-despite-the-risks/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1599606366
[11] https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Ffeed%2Fupdate%2Furn%3Ali%3Aactivity%3A6710764983787102208
[3] https://www.newscientist.com/article/2253688-russian-biologist-still-aims-to-make-crispr-babies-despite-the-risks/?utm_medium=social&utm_campaign=echobox&utm_source=Twitter#Echobox=1599146853
[3] https://thehill.com/opinion/healthcare/516117-are-we-mapping-a-path-to-crispr-babies
[3] https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Ffeed%2Fupdate%2Furn%3Ali%3Aactivity%3A6710227576452902912
[3] https://twitter.com/antonioregalado/status/1304896937565585409
[3] http://www.heidi.news/sciences/crispr-twitter-et-l-impact-de-l-effronterie-scientifique-sur-le-public
[2] https://www.newscientist.com/article/2252925-body-fat-transformed-by-crispr-gene-editing-helps-mice-keep-weight-off/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1599174146

Top URLs in Tweet in G8:
[7] https://transkript.de/meinung/klartext/detail/crispr-cas9-neue-debatten-fuer-eine-nachhaltige-landwirtschaft-wagen.html
[3] https://transkript.de/meinung/klartext/detail/crispr-cas9-neue-debatten-fuer-eine-nachhaltige-landwirtschaft-wagen.html?fbclid=IwAR0LjAOC0677xL32S10mA6ITuWdmXYghbiGbX0jg-pkZiK6FSAFGCzW8sEY
[2] https://taz.de/Nachweismethode-veraenderter-Pflanzen/!5708231/
[2] https://transkript.de/meinung/klartext/detail/crispr-cas9-neue-debatten-fuer-eine-nachhaltige-landwirtschaft-wagen.html?fbclid=IwAR2nJ6d8B_CxJA_qdmfWgcfMKf4RdfN8FejpVKqFtwId0ccBSa4z8OUVRbM
[1] https://progressive-agrarwende.org/nowhere-to-hide/
[1] https://taz.de/Firmen-bezahlen-Verbraucherschuetzer/!5467474/
[1] https://www.kaifiedler.de/gvo-identifizieren
[1] https://www.sueddeutsche.de/1.4932845
[1] https://www.transgen.de/tiere/2687.afrikanische-schweinepest-genome-editing.html
[1] https://www.transgen.de/aktuell/2723.publikationen-genome-editing-crispr.html

Top URLs in Tweet in G10:
[8] https://www.fooddive.com/news/a-pitless-cherry-pairwise-uses-crispr-to-change-produce-dna/584743/
[4] https://foreignpolicy.com/2020/09/11/crispr-pandemic-gene-editing-virus/
[3] https://www.perishablenews.com/dairy/the-yogurt-industry-has-been-using-crispr-for-a-decade/
[3] https://www.marketbeat.com/stocks/NASDAQ/YTEN/price-target/
[2] https://www.labroots.com/trending/immunology/18608/crispr-pumps-brakes-immune-system-support-gene-therapies
[2] https://www.drugtargetreview.com/whitepaper/70358/article-common-crispr-pitfalls-and-how-to-avoid-them/
[2] https://www.technologyreview.jp/s/132759/genome-engineers-made-more-than-13000-crispr-edits-in-a-single-cell/?utm_source=oldposttweet&utm_medium=social&utm_campaign=RegisteredMembers
[2] https://www.technologyreview.jp/s/218393/the-staged-rollout-of-gene-modified-babies-could-start-with-sickle-cell-disease/
[2] https://www.milkenreview.org:443/articles/gene-editing-meets-the-food-supply
[2] https://www-the--scientist-com.cdn.ampproject.org/v/s/www.the-scientist.com/notebook/theres-crispr-in-your-yogurt-36142/amp?amp_js_v=0.1&usqp=mq331AQFKAGwASA%3D#origin=https%3A%2F%2Fwww.google.com&prerenderSize=1&visibilityState=prerender&paddingTop=32&p2r=0&csi=1&aoh=15996282998242&viewerUrl=https%3A%2F%2Fwww.google.com%2Famp%2Fs%2Fwww.the-scientist.com%2Fnotebook%2Ftheres-crispr-in-your-yogurt-36142%2Famp&history=1&storage=1&cid=1&cap=navigateTo%2Ccid%2CfullReplaceHistory%2Cfragment%2CreplaceUrl%2CiframeScroll

Top Domains
Top Domains in Tweet in Entire Graph:
[248] twitter.com
[138] nature.com
[133] pbs.org
[130] youtube.com
[96] foreignpolicy.com
[55] sciencemag.org
[53] nih.gov
[48] newscientist.com
[44] biorxiv.org
[38] thenextweb.com

Top Domains in Tweet in G1:
[18] twitter.com
[5] pbs.org
[5] yu.edu
[3] realscreen.com
[2] mpt.tv
[2] bilimdili.com
[2] fshdglobal.org
[2] onecause.com
[1] pbssocal.org
[1] foreignpolicy.com

Top Domains in Tweet in G2:
[69] twitter.com
[39] foreignpolicy.com
[28] pbs.org
[26] thenextweb.com
[23] forbes.com
[22] nature.com
[22] sciencemag.org
[16] biorxiv.org
[14] nih.gov
[13] labroots.com

Top Domains in Tweet in G3:
[56] nature.com
[42] twitter.com
[28] nih.gov
[17] foreignpolicy.com
[15] youtube.com
[15] crisprcon.org
[15] google.com
[14] statnews.com
[13] addgene.org
[12] sciencemag.org

Top Domains in Tweet in G4:
[52] pbs.org
[18] technologyreview.com
[16] youtube.com
[13] twitter.com
[12] nerdist.com
[6] foreignpolicy.com
[2] redef.com
[2] liebertpub.com
[2] alexstrachan.net
[1] spotify.com

Top Domains in Tweet in G5:
[35] technologynetworks.com
[28] rapidtests.org
[25] youtube.com
[15] csic.es
[13] xataka.com
[12] wbur.org
[5] vox.com
[4] naukas.com
[4] wired.com
[3] abbott.com

Top Domains in Tweet in G6:
[29] mundoagropecuario.net
[21] chilebio.cl
[21] naukas.com
[5] youtube.com
[5] mundoagropecuario.com
[4] investigacionyciencia.es
[4] futurizable.com
[3] theconversation.com
[3] twitter.com
[2] sciencemag.org

Top Domains in Tweet in G7:
[36] newscientist.com
[20] sciencenews.org
[14] linkedin.com
[7] heidi.news
[3] thehill.com
[3] twitter.com
[2] thenextweb.com
[1] youtube.com
[1] thehastingscenter.org
[1] frontlinegenomics.com

Top Domains in Tweet in G8:
[12] transkript.de
[3] taz.de
[2] sueddeutsche.de
[2] transgen.de
[2] topagrar.com
[2] bit.ly
[1] progressive-agrarwende.org
[1] kaifiedler.de
[1] greenpeace.de
[1] dnr.de

Top Domains in Tweet in G10:
[9] fooddive.com
[6] twitter.com
[4] bit.ly
[4] drugtargetreview.com
[4] technologyreview.jp
[4] youtube.com
[4] foreignpolicy.com
[3] labroots.com
[3] horizondiscovery.com
[3] perishablenews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2026] crispr
[97] geneediting
[95] covid19
[65] humannaturefilm
[62] genetics
[59] gene
[56] dna
[52] gentechnik
[43] genetherapy
[43] bioethics



Top Hashtags in Tweet in G1:
[702] crispr
[57] humannaturefilm
[34] gene
[8] novapbs
[5] dna
[4] genetics
[2] wgvu
[2] pbs
[1] ethics
[1] genethics

Top Hashtags in Tweet in G2:
[113] crispr
[16] genetherapy
[11] science
[9] health
[9] covid19
[8] geneediting
[7] biotech
[6] dna
[5] news
[4] technology

Top Hashtags in Tweet in G3:
[351] crispr
[29] geneediting
[29] genome
[29] patent
[22] berkeley
[20] covid19
[19] crisprcon2020
[11] realisticvirtualearthforcrispr
[10] agingreversal
[9] baseeditors

Top Hashtags in Tweet in G4:
[203] crispr
[38] genetics
[31] bioethics
[31] dna
[15] indigenous
[10] science
[8] geneediting
[8] nova
[6] ethics
[6] research

Top Hashtags in Tweet in G5:
[6] congresocovid19
[2] covid19
[2] biotechnology
[1] editandogenes
[1] geneediting
[1] poc4cov
[1] elizabeththorson
[1] science
[1] biology
[1] genetic

Top Hashtags in Tweet in G6:
[120] crispr
[24] editandogenes
[20] vacuna
[20] covid19
[19] sequía
[11] biotecnologia
[11] cultivos
[11] gen_ética
[10] edicióngenética
[9] cambioclimatico

Top Hashtags in Tweet in G7:
[8] crispr
[4] podcast
[3] asbtecnews
[3] twitter
[2] digitalindia
[2] geneediting
[2] bioethics
[2] technology
[2] hhge
[1] godbless

Top Hashtags in Tweet in G8:
[45] gentechnik
[44] crispr
[17] neuegentechnik
[5] gmo
[3] genomeediting
[2] gentechnikwende
[2] blog
[2] punktmutation
[2] genomeditiert
[2] mycotoxins

Top Hashtags in Tweet in G10:
[29] crispr
[8] aacrfellows
[5] synthetic
[5] geneediting
[5] yield10
[4] sgrna
[4] dharmacon
[4] dna
[3] inspiredcellsolutions
[3] crisprko

Top Words
Top Words in Tweet in Entire Graph:
[4118] crispr
[2032] #crispr
[1373] human
[1136] gene
[1043] editing
[969] danrather
[913] nature
[849] science
[830] stories
[756] nova

Top Words in Tweet in G1:
[935] danrather
[804] stories
[702] #crispr
[582] human
[549] nova
[509] nature
[464] documentary
[451] science
[451] revolution
[446] known

Top Words in Tweet in G2:
[640] crispr
[178] gene
[147] editing
[113] #crispr
[80] cas9
[79] human
[69] dna
[62] technology
[59] more
[54] genetic

Top Words in Tweet in G3:
[451] crispr
[357] #crispr
[207] gene
[207] editing
[96] human
[91] genome
[88] naturebiotech
[81] wadhwa
[74] cas9
[72] paper

Top Words in Tweet in G4:
[383] novapbs
[368] human
[305] crispr
[263] stream
[209] nature
[203] #crispr
[173] called
[165] genome
[160] gene
[158] editing

Top Words in Tweet in G5:
[134] crispr
[67] sherlock1
[53] mojica
[52] francis
[23] nobel
[23] tests
[21] modest
[21] microbiologist
[21] discovered
[21] named

Top Words in Tweet in G6:
[120] #crispr
[120] crispr
[79] lluismontoliu
[69] munagropecuario
[62] edición
[50] fin
[50] recomendable
[49] ver
[48] microbioblog
[47] ayer

Top Words in Tweet in G7:
[112] crispr
[66] gene
[61] editing
[54] russian
[54] despite
[41] make
[37] still
[34] human
[34] newscientist
[33] babies

Top Words in Tweet in G8:
[45] #gentechnik
[44] #crispr
[39] die
[39] pflanzen
[24] neue
[21] crispr
[20] bund_net
[20] anderen
[18] gentechnik
[18] bleibt

Top Words in Tweet in G9:
[116] geneticist
[116] refrigerator
[116] crispr
[116] drawer
[115] adamgreattweet

Top Words in Tweet in G10:
[131] crispr
[49] world
[48] editing
[43] gene
[32] cancer
[29] #crispr
[23] brave
[20] cas9
[20] virus
[19] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[871] human,nature
[686] gene,editing
[453] science,revolution
[450] revolution,known
[450] known,#crispr
[449] lot,going
[449] going,world
[449] world,stories
[449] stories,besides
[449] besides,politics

Top Word Pairs in Tweet in G1:
[506] human,nature
[446] science,revolution
[444] revolution,known
[444] known,#crispr
[443] lot,going
[443] going,world
[443] world,stories
[443] stories,besides
[443] besides,politics
[443] politics,science

Top Word Pairs in Tweet in G2:
[92] gene,editing
[75] crispr,cas9
[45] gene,therapy
[40] crispr,gene
[32] genome,editing
[32] troubling,immune
[32] immune,response
[27] crispr,tackling
[27] tackling,troubling
[27] response,plagued

Top Word Pairs in Tweet in G3:
[136] gene,editing
[62] crispr,nucleases
[61] massively,parallel
[60] parallel,kinetic
[60] kinetic,profiling
[60] profiling,natural
[60] natural,engineered
[60] engineered,crispr
[57] human,nature
[46] naturebiotech,massively

Top Word Pairs in Tweet in G4:
[207] human,nature
[150] edit,human
[149] gene,editing
[146] human,genome
[143] far,go
[140] genome,tool
[140] tool,called
[139] called,crispr
[131] stream,human
[112] crispr,far

Top Word Pairs in Tweet in G5:
[52] francis,mojica
[21] mojica,modest
[21] modest,microbiologist
[21] microbiologist,discovered
[21] discovered,named
[21] named,crispr
[21] premio,nobel
[20] crispr,sherlock1
[20] crispr,technology
[20] technology,networks

Top Word Pairs in Tweet in G6:
[47] ayer,fin
[47] fin,pude
[47] pude,ver
[47] ver,documental
[47] documental,human
[47] human,nature
[47] nature,neflix
[47] neflix,crispr
[47] crispr,recomendable
[47] recomendable,planteamientos

Top Word Pairs in Tweet in G7:
[49] gene,editing
[32] russian,biologist
[32] biologist,still
[32] still,aims
[32] aims,make
[32] make,crispr
[32] crispr,babies
[32] babies,despite
[32] despite,risks
[29] newscientist,russian

Top Word Pairs in Tweet in G8:
[17] #neuegentechnik,bleibt
[17] bleibt,#gentechnik
[17] #gentechnik,entgegen
[17] entgegen,anders
[17] anders,lautender
[17] lautender,behauptungen
[17] behauptungen,verändertes
[17] verändertes,erbgut
[17] erbgut,pflanzen
[16] bund_net,#neuegentechnik

Top Word Pairs in Tweet in G9:
[116] geneticist,refrigerator
[116] refrigerator,crispr
[116] crispr,drawer
[115] adamgreattweet,geneticist

Top Word Pairs in Tweet in G10:
[32] gene,editing
[22] brave,world
[20] crispr,cas9
[12] single,cell
[12] corona,virus
[10] genome,editing
[8] #aacrfellows,carl
[8] carl,june
[8] june,deliver
[8] deliver,keynote

Top Replied-To
Top Replied-To in Entire Graph:
@danrather
@ellegist
@pablogallegos1
@novapbs
@wadhwa
@vbaosv
@doctorcasado
@jifmpiano
@marsais_
@josemfreire

Top Replied-To in G1:
@danrather
@vrabincha
@stafford_ed
@espm_berkeley
@carolynrchapman
@novapbs
@marylandpubtv
@docdarnell
@johnpavlovitz
@jac201315

Top Replied-To in G2:
@uarizonamcbio
@nanoputty

Top Replied-To in G3:
@wadhwa
@foreignpolicy
@joebondydenomy
@rtnarch
@scekker
@urnovfyodor
@seanmcarroll
@hpkiem
@zavaindar
@rtleenay

Top Replied-To in G4:
@novapbs
@danrather
@marylandpubtv
@hybs_california
@davidrliu
@dreamingnoctis
@techreview
@pbs

Top Replied-To in G5:
@vbaosv
@doctorcasado
@josemfreire
@marsais_
@jifmpiano
@congresocovid19
@who
@javierpadillab
@pacomarhuenda
@carmenmonton

Top Replied-To in G6:
@0blackswan00
@ma_sanchez_z
@emulenews
@microbioblog
@scekker
@lluismontoliu

Top Replied-To in G7:
@newscientist
@stuartcantrill
@arndt_eric
@chemjobber
@rikeijames
@marcel_swart

Top Replied-To in G8:
@jostmaurintaz
@ludgerwess
@fredcyrusroeder
@forscherrobert
@friederikekrick
@annespallek
@greenpeace_de

Top Replied-To in G10:
@madmraket
@mrdrwrk
@pradeep24
@ryangembala
@jannalevin

Top Mentioned
Top Mentioned in Entire Graph:
@danrather
@novapbs
@carolynrchapman
@adamgreattweet
@techreview
@naturebiotech
@eha_hematology
@atul_jalan
@lluismontoliu
@lakotalaw

Top Mentioned in G1:
@danrather
@carolynrchapman
@marylandpubtv
@novapbs
@thom_thu
@espm_berkeley
@novap
@kryamamoto
@tintie4
@mojavevintage

Top Mentioned in G2:
@cfdforum
@michaelrippe
@demystifyhealth
@thepostsynaptic
@smokyhillspbs
@health_architec
@phenomics
@inthenameoflo19
@erlesen
@surgpathlogydia

Top Mentioned in G3:
@naturebiotech
@wadhwa
@urnovfyodor
@jsherkow
@drewqjoseph
@wondercollab
@ibiology
@davidrliu
@gaetanburgio
@crisprcon

Top Mentioned in G4:
@novapbs
@techreview
@kstsosie
@johnhawks
@pbs
@alokpatelmd
@mattartzanthro
@biobeef
@humannaturedoc
@danrather

Top Mentioned in G5:
@congresocovid19
@unicomplutense
@_miguelhernan
@sanidadgob
@inesarrimadas
@celaaisabel
@ciudadanoscs
@idiazayuso
@drtedros
@psoe

Top Mentioned in G6:
@lluismontoliu
@munagropecuario
@microbioblog
@chilebio_ag
@naukas_com
@uchile
@lab_rtvees
@emulenews
@argenbiooficial
@ma_sanchez_z

Top Mentioned in G7:
@newscientist
@sciencenews
@newscientistpod
@impraveendalal
@chemjobber
@techreview
@rowhoop
@c_g_s
@valeriejamieson
@grahamlawton

Top Mentioned in G8:
@bund_net
@greenpeace_de
@ludgerwess
@redzichlaura
@jostmaurintaz
@transkriptde
@schillipaeppa
@transgen_info
@methylcytosine
@greenpeaceeu

Top Mentioned in G9:
@adamgreattweet

Top Mentioned in G10:
@hzdiscovery
@terri66987597
@aacr
@isc
@labroots
@fooddive
@pairwisepl
@drugtargetrev
@jamiemetzl
@vivekwadhwa

Top Tweeters
Top Tweeters in Entire Graph:
@americanbanking
@consumerfeed
@dichristine
@hrblock_21
@huskorkut
@monicasloves
@ejlazar
@languillem
@mhall55nine
@animesh1977

Top Tweeters in G1:
@hrblock_21
@politicalbee
@givemepie360
@carolmaewy
@theresamax
@justwhatnowwhy
@itswanda
@enrico056
@stevekoehler22
@loyalfan1

Top Tweeters in G2:
@americanbanking
@consumerfeed
@languillem
@animesh1977
@prpnews
@techl0g
@magnifyk
@guzmanadrian
@patesalo_e
@daggamagazine

Top Tweeters in G3:
@russelltim151
@denniskoch10
@igi
@baronianconsult
@amb0306
@nytimes
@rmtakata
@drewonline
@spanishcountry
@sinemetuvivere

Top Tweeters in G4:
@dichristine
@bigtimefootball
@rosenchild
@amyayers16
@blackphysicists
@merlingyr
@barbiewithatude
@mutalabala
@richardupuy
@shyduroff

Top Tweeters in G5:
@el_pais
@eldiarioes
@marsais_
@rtve
@cobraverde5
@juliomayol
@juanjobaldovar
@libertaddigital
@edzardernst
@ggilmir

Top Tweeters in G6:
@ginniasa
@un1v3rs0z3r0
@eloycam2012
@411emilio
@johnjonny1
@urbanosoax
@kraeuterverbena
@agegomez
@urretajorge
@raquelgarciade2

Top Tweeters in G7:
@riyadhalrifai
@headunder_water
@tt85207533
@kenm77
@ttm71010
@chemjobber
@drkynast
@miaminice57
@savvytroll
@marieannelecler

Top Tweeters in G8:
@sz
@weltraum_rob
@a_ka_es
@_adora_belle_
@erst_officer
@erikmaronde
@codostweet
@maexchen1
@jhandwerg
@topagrar

Top Tweeters in G9:
@crooow1
@mjolnirmk86
@gupton68
@uotrackfangirl
@gvicks
@darlainky
@thebookofginko2
@julcasagrande
@havish_af
@sheseemslegit

Top Tweeters in G10:
@drferdowsi
@phillyinquirer
@rtehrani
@burnout_pt
@picardonhealth
@matthewcobb
@0fficersoandso
@mocando
@streamlab_za
@thevcf