CRISPR, Twitter, 3/31/2020 3:34:09 PM, 224096


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CRISPR_2020-03-31_03-15-27.xlsx
CRISPR_2020-03-31_03-15-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 31, 2020
Short Description:
CRISPR via NodeXL https://bit.ly/2JvuSWp
@bkleinstiver
@realdonaldtrump
@ralphsr12
@crispr_news
@mammothbiosci
@naturebiotech
@nature
@primopasquale
@statnews
@johndoe47564694

Top hashtags:
#crispr
#covid19
#coronavirus
#geneediting
#ccr5
#nbthighlight
#jiankuihe

Description:
Description
The graph represents a network of 5,335 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, 31 March 2020 at 10:16 UTC.

The requested start date was Tuesday, 31 March 2020 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 6-day, 7-hour, 42-minute period from Tuesday, 24 March 2020 at 06:43 UTC to Monday, 30 March 2020 at 14:25 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 : 5335
Unique Edges : 6314
Edges With Duplicates : 1638
Total Edges : 7952
Number of Edge Types : 4
MentionsInRetweet : 3936
Mentions : 1970
Tweet : 1357
Replies to : 689
Self-Loops : 1357
Reciprocated Vertex Pair Ratio : 0.0225603357817419
Reciprocated Edge Ratio : 0.0441251924063622
Connected Components : 1151
Single-Vertex Connected Components : 619
Maximum Vertices in a Connected Component : 2414
Maximum Edges in a Connected Component : 4637
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.646428
Graph Density : 0.000205468693170617
Modularity : 0.735162
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 5,335 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, 31 March 2020 at 10:16 UTC.

The requested start date was Tuesday, 31 March 2020 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 6-day, 7-hour, 42-minute period from Tuesday, 24 March 2020 at 06:43 UTC to Monday, 30 March 2020 at 14:25 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://www.biocentury.com/article/304556/covid-19-could-give-crispr-diagnostics-their-first-proof-of-principle
[72] https://science.sciencemag.org/content/early/2020/03/25/science.aba8853
[63] https://phys.org/news/2020-03-capabilities-crispr-gene.html
[44] https://www.statnews.com/2020/03/26/could-rogue-scientist-use-crispr-create-pandemic/
[41] https://www.physics-astronomy.org/2020/03/squids-can-edit-their-rna-in.html
[28] https://www.npr.org/2020/03/18/817811768/yep-they-injected-crispr-into-an-eyeball
[21] https://www.scmp.com/tech/article/3077255/chinese-researchers-delete-memories-rats-crispr-gene-editing?utm_term=Autofeed&utm_medium=Social&utm_content=article&utm_source=Twitter#Echobox=1585299527
[19] https://www.wired.com/story/could-crispr-be-the-next-virus-killer/
[18] https://www.statnews.com/2020/03/30/crispr-pioneer-doudna-opens-lab-to-run-covid-19-tests/
[17] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00903-x

Top URLs in Tweet in G1:
[30] https://phys.org/news/2020-03-capabilities-crispr-gene.html
[15] https://www.npr.org/2020/03/18/817811768/yep-they-injected-crispr-into-an-eyeball
[14] https://science.sciencemag.org/content/early/2020/03/25/science.aba8853
[13] https://phys.org/news/2020-03-humans-repurpose-crispr.html
[12] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00903-x
[7] https://interestingengineering.com/scientists-use-crispr-to-delete-fearful-memories-in-rats
[6] https://www.sciencedaily.com/releases/2020/03/200324131820.htm
[6] https://www.scmp.com/tech/article/3077255/chinese-researchers-delete-memories-rats-crispr-gene-editing
[5] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00827-6
[4] https://medicalxpress.com/news/2020-03-crispr-muscular-dystrophy-treatments.html

Top URLs in Tweet in G2:
[38] https://science.sciencemag.org/content/early/2020/03/25/science.aba8853
[25] https://phys.org/news/2020-03-capabilities-crispr-gene.html
[10] https://medicalxpress.com/news/2020-03-crispr-muscular-dystrophy-treatments.html
[9] https://www.genengnews.com/news/crispr-cas9-defies-pam-restrictions-edits-genomic-regions-once-out-of-bounds/
[7] https://phys.org/news/2020-03-simple-low-cost-crispr-based-diagnostic-infectious.html
[5] https://www.biorxiv.org/cgi/content/short/2020.03.23.002865v1
[5] https://www.genengnews.com/gen-edge/cellectis-new-patent-supports-crispr-based-t-cell-immunotherapies/
[4] https://twitter.com/BKleinstiver/status/1243236269380993025
[4] https://today.uconn.edu/2020/03/amidst-covid-19-outbreak-uconn-researchers-working-simple-low-cost-crispr-based-diagnostic-test-infectious-diseases/
[3] https://www.drugtargetreview.com/news/57461/crispr-development-enables-simultaneous-gene-editing/

Top URLs in Tweet in G3:
[32] https://www.statnews.com/2020/03/26/could-rogue-scientist-use-crispr-create-pandemic/
[16] https://www.statnews.com/2020/03/30/crispr-pioneer-doudna-opens-lab-to-run-covid-19-tests/
[6] https://www.infogm.org/6988-upov-new-gmos-accurately-identified
[5] https://science.sciencemag.org/content/early/2020/03/25/science.aba8853.full
[3] https://biohackinfo.com/news-crispr-babies-ccr5-covid-19-hiv-immunity/
[3] https://mammoth.bio/2019/06/11/crispr-molecular-diagnostics-in-healthcare/
[3] https://innovativegenomics.org/multimedia-library/crispr-whiteboard-lesson-crispr-based-diagnostic-tools/
[3] https://cbhd.org/content/gene-editing-and-new-eugenics
[2] https://www.science.ku.dk/english/press/news/2020/research-breakthrough-humans-are-not-the-first-to-repurpose-crispr/
[2] https://news.harvard.edu/gazette/story/2020/03/removing-the-constraining-requirements-at-gene-editing-site/

Top URLs in Tweet in G4:
[8] https://www.genengnews.com/insights/novel-crispr-cas9-variants-generated-by-diverse-means/
[5] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-018-1482-5
[4] https://www.broadinstitute.org/research-highlights-crispr
[2] https://www.technologyreview.com/s/613007/chinas-crispr-twins-a-timeline-of-news/
[2] https://www.researchgate.net/publication/336109210_Simian_Foamy_Virus_Co-Infections/fulltext/5d8ec94692851c33e942ffaa/Simian-Foamy-Virus-Co-Infections.pdf?_sg[0]=wG4aIeVit6C4iktr616aIr6dmhw5AokOab9QAtrih2GBLwJu2BYya-0wHJrBZiih4lgFZXdo0Ajfj6enHVbMrQ.XuTb6AWYmiev9qAvq5GrWrIA868TQRSbAKwPtIHf1j6U4wz1gOGuYDAHjpHb2IWX6ENLVZ9bqMYLmpbWTSxfKQ&_sg[1]=pere9QQoJeXOeCzYLk-Htyv8fp5EHIKXAqO4r3vhWSlg_V3E4hSbk3xQ7yIb_tfUxkoFTVRokoY054EKqInZnixfZ9GxN5UZOyLAET8n17fh.XuTb6AWYmiev9qAvq5GrWrIA868TQRSbAKwPtIHf1j6U4wz1gOGuYDAHjpHb2IWX6ENLVZ9bqMYLmpbWTSxfKQ&_iepl[generalViewId]=tR0rhs4hJPSs1bNIFrxezkXmkQHtGP0texf3&_iepl[contexts][0]=searchReact&_iepl[viewId]=o1K1uIpQjzke0kIyEepfAdMU2OzJtv1zWK1J&_iepl[searchType]=publication&_iepl[data][countLessEqual20]=1&_iepl[data][interactedWithPosition2]=1&_iepl[data][withoutEnrichment]=1&_iepl[position]=2&_iepl[rgKey]=PB:336109210&_iepl[targetEntityId]=PB:336109210&_iepl[interactionType]=publicationDownload
[2] https://twitter.com/federalistno78/status/1164173071604998144?s=21
[1] https://www.nature.com/articles/s41598-018-30188-0
[1] https://sbgridconsortium.tumblr.com/post/183627174575/broadly-neutralizing-antibodies-for-the-flu
[1] http://armswatch.com/the-pentagon-bio-weapons/
[1] https://www.technologyreview.com/s/612458/exclusive-chinese-scientists-are-creating-crispr-babies/

Top URLs in Tweet in G5:
[3] https://interestingengineering.com/scientists-use-crispr-to-delete-fearful-memories-in-rats
[2] https://go.idtdna.com/opools-ucsf.html?utm_source=twitter&utm_medium=social&utm_campaign=00201_1e_03&utm_term=opools
[2] https://www.sciencemag.org/news/2020/03/who-launches-global-megatrial-four-most-promising-coronavirus-treatments
[2] https://www.youtube.com/watch?v=eYS51cJvgqU&feature=youtu.be&fbclid=IwAR3nvRYG_80q107--QFgxdj0XIw0Op6P-_tMQ3rxFNv10ek-LJBdydrNbnY

[2] https://www.frontiersin.org/articles/10.3389/fimmu.2017.01078/full
[2] https://twitter.com/LifeSciVC/status/1242407764653223936
[2] https://www.npr.org/sections/health-shots/2020/03/24/820157519/to-end-the-coronavirus-crisis-we-need-widespread-testing-experts-say?utm_source=dlvr.it&utm_medium=twitter
[2] http://southafrica.watsupafrica.com/news/gift-of-the-givers-sets-up-testing-stations-covid-19/
[2] https://www.instagram.com/tv/B-JlMV-jZhZ/?utm_source=ig_web_copy_link
[2] https://twitter.com/mbongomuffin/status/1242762804286894080

Top URLs in Tweet in G6:
[86] https://www.biocentury.com/article/304556/covid-19-could-give-crispr-diagnostics-their-first-proof-of-principle

Top URLs in Tweet in G8:
[3] https://science.sciencemag.org/content/early/2020/03/25/science.aba8853
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00655-8%3Futm_source%3Dtwt_nnc%26utm_medium%3Dsocial%26utm_campaign%3Dnaturenews%26sf231225445%3D1
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00827-6
[1] https://science.sciencemag.org/content/early/2020/03/25/science.aba8853.full
[1] https://twitter.com/naturenews/status/1242522841075064832
[1] https://www.biocentury.com/article/304556/covid-19-could-give-crispr-diagnostics-their-first-proof-of-principle
[1] https://twitter.com/yopparai_chmist/status/1242654154859802626

Top URLs in Tweet in G9:
[7] https://globalplantcouncil.org/new-viable-crispr-cas12b-system-for-plant-genome-engineering/
[6] https://www.spektrum.de/news/die-neue-crispr-welt/1713780
[2] https://www.pflanzenforschung.de/de/pflanzenwissen/journal/kontroversen-sind-gut-wenn-sie-konstruktiv-sind
[2] https://onlinelibrary.wiley.com/doi/full/10.1111/pbi.13368?campaign=wolearlyview&cookieSet=1
[1] https://www.pflanzenforschung.de/de/schule-studium/genomxpress-scholae
[1] https://www.youtube.com/watch?v=4DUQqmiKVYY

[1] https://www.youtube.com/watch?v=3sayTb5KoRk

[1] https://www.youtube.com/watch?v=NmhEXkvYRgQ

[1] https://www.uni-duesseldorf.de/home/fileadmin/redaktion/ZUV/Dezernat_3/Stellenausschreibungen/Doku_wiss_Besch/103.20-3.1-engl.pdf
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41564-020-0692-2

Top URLs in Tweet in G10:
[2] https://www.sciencedaily.com/releases/2020/03/200316141514.htm
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00827-6
[1] https://twitter.com/Covid19F/status/1244564352994328577
[1] https://www.sciencemag.org/news/2020/02/cutting-edge-crispr-gene-editing-appears-safe-three-cancer-patients
[1] https://twitter.com/JohnDoe47564694/status/1243970550281703424?s=20
[1] http://www.geopolintel.fr/article2196.html
[1] http://lifesciences.ge/pn87v
[1] https://singularityhub.com/2019/05/15/the-hunt-for-a-crispr-antidote-just-heated-up/#.XnyHx9_dvZY.twitter
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00001-y

Top Domains
Top Domains in Tweet in Entire Graph:
[178] twitter.com
[121] nature.com
[117] sciencemag.org
[107] phys.org
[88] biocentury.com
[81] statnews.com
[70] youtube.com
[67] nih.gov
[56] biorxiv.org
[41] physics-astronomy.org

Top Domains in Tweet in G1:
[59] twitter.com
[53] phys.org
[39] nature.com
[28] sciencemag.org
[24] nih.gov
[19] npr.org
[10] statnews.com
[9] sciencedaily.com
[9] scmp.com
[9] interestingengineering.com

Top Domains in Tweet in G2:
[42] sciencemag.org
[38] phys.org
[25] nature.com
[20] biorxiv.org
[18] genengnews.com
[11] medicalxpress.com
[10] twitter.com
[7] drugtargetreview.com
[5] blog.jp
[4] uconn.edu

Top Domains in Tweet in G3:
[54] statnews.com
[14] twitter.com
[11] biorxiv.org
[10] sciencemag.org
[10] nih.gov
[7] mammoth.bio
[6] infogm.org
[6] synthego.com
[5] innovativegenomics.org
[5] iatranshumanisme.com

Top Domains in Tweet in G4:
[8] genengnews.com
[5] biomedcentral.com
[4] broadinstitute.org
[4] twitter.com
[3] technologyreview.com
[2] researchgate.net
[1] nature.com
[1] tumblr.com
[1] armswatch.com
[1] sciencedaily.com

Top Domains in Tweet in G5:
[13] twitter.com
[10] nature.com
[5] youtube.com
[3] idtdna.com
[3] interestingengineering.com
[3] instagram.com
[3] bit.ly
[2] sciencemag.org
[2] nih.gov
[2] frontiersin.org

Top Domains in Tweet in G6:
[86] biocentury.com

Top Domains in Tweet in G8:
[4] sciencemag.org
[2] nature.com
[2] twitter.com
[1] biocentury.com

Top Domains in Tweet in G9:
[7] globalplantcouncil.org
[6] spektrum.de
[5] wiley.com
[3] pflanzenforschung.de
[3] youtube.com
[1] uni-duesseldorf.de
[1] nature.com
[1] nih.gov
[1] euractiv.com
[1] twitter.com

Top Domains in Tweet in G10:
[3] nature.com
[2] twitter.com
[2] sciencedaily.com
[1] sciencemag.org
[1] geopolintel.fr
[1] lifesciences.ge
[1] singularityhub.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[773] crispr
[182] covid19
[89] coronavirus
[55] geneediting
[37] ccr5
[35] nbthighlight
[35] jiankuihe
[32] thesleeperhasawakened
[29] universalfluvaccine
[29] adaptiveimmunesystem



Top Hashtags in Tweet in G1:
[95] crispr
[22] covid19
[14] science
[13] coronavirus
[9] geneediting
[5] biotech
[4] genetics
[4] news
[4] covidー19
[3] research

Top Hashtags in Tweet in G2:
[109] crispr
[32] nbthighlight
[20] nbtinthenews
[13] biorxiv
[11] covid19
[10] geneediting
[6] behindthepaper
[5] genetherapy
[4] c19
[4] infectiousdiseases

Top Hashtags in Tweet in G3:
[128] crispr
[78] covid19
[21] coronavirus
[11] genomeediting
[10] geneediting
[8] biotech
[7] covid
[7] diagnostics
[6] gene
[6] editing

Top Hashtags in Tweet in G4:
[32] thesleeperhasawakened
[29] universalfluvaccine
[29] adaptiveimmunesystem
[18] crispr
[13] crisprcas9
[5] ais
[3] stealthvirusbioweapon
[2] foamyvirus
[2] coinfections
[2] ros

Top Hashtags in Tweet in G5:
[26] covid19
[14] crispr
[6] 21daylockdown
[5] covid19sa
[4] microbiology
[4] southafrica
[4] day2
[3] engineering
[3] hiv
[3] 21daylockdownsa

Top Hashtags in Tweet in G7:
[1] crispr

Top Hashtags in Tweet in G8:
[3] crispr
[2] covid19
[2] pcr
[2] 抗体検査
[1] pam
[1] spry
[1] newspicks

Top Hashtags in Tweet in G9:
[9] crispr
[7] plantscience
[4] genomediting
[4] corona
[2] scicomm
[2] plantbiotechnology
[2] pbjcrispr
[1] landwirtschaft
[1] lego
[1] crsprgate

Top Hashtags in Tweet in G10:
[7] crispr
[3] covid19
[2] rna
[2] covidー19
[1] cancer
[1] behindthepaper
[1] resiliencia
[1] resilience
[1] resilienza
[1] resilienzaitalia

Top Words
Top Words in Tweet in Entire Graph:
[2663] Words in Sentiment List#1: Positive
[1876] Words in Sentiment List#2: Negative
[31] Words in Sentiment List#3: Angry/Violent
[106675] Non-categorized Words
[111214] Total Words
[3351] crispr
[774] #crispr
[706] cas9
[570] editing
[521] gene

Top Words in Tweet in G1:
[597] crispr
[119] editing
[115] gene
[98] cas9
[95] #crispr
[58] genome
[45] first
[43] virus
[41] dna
[38] humans

Top Words in Tweet in G2:
[473] crispr
[285] cas9
[271] lab
[254] variants
[242] pamless
[241] near
[231] bkleinstiver
[208] share
[208] publication
[203] excited

Top Words in Tweet in G3:
[289] crispr
[128] #crispr
[107] covid
[103] 19
[78] #covid19
[69] tests
[67] researchers
[66] statnews
[62] nealbaer
[62] mammothbiosci

Top Words in Tweet in G4:
[57] crispr
[43] paulmuaddib61
[32] #thesleeperhasawakened
[32] part
[29] #universalfluvaccine
[29] #adaptiveimmunesystem
[18] #crispr
[16] vaccines
[15] extras
[15] benassi

Top Words in Tweet in G5:
[200] nature
[112] testing
[109] tests
[101] work
[100] viral
[99] examines
[99] diagnostic
[97] others
[96] countries
[96] managed

Top Words in Tweet in G6:
[302] crispr
[272] spitta1969
[185] técnica
[105] tests
[105] esperan
[105] basados
[105] edición
[105] genes
[105] permite
[105] mejorar

Top Words in Tweet in G7:
[3] debbiepalm44
[2] mirandadied4u
[2] thegod_particle
[2] westworld1974
[2] brad_feinman
[2] imkimaaron
[2] anthonyt2_mufc
[2] denyessence
[2] thinkytexan
[2] tjmair

Top Words in Tweet in G8:
[75] ついに
[75] という感じのcrispr
[75] cas9の新手法
[75] crisprは標的以外に補助配列
[75] pam配列
[75] が必要であった
[75] この配列をほぼフリーに
[75] つまり補助配列による標的の制限をほぼなくしたという仕事
[75] crisprの幅が広がります
[74] bio_stations

Top Words in Tweet in G9:
[66] engineering
[49] genome
[48] plant
[42] team
[41] pls
[41] few
[41] days
[41] left
[41] apply
[41] leader

Top Words in Tweet in G10:
[37] crispr
[14] crispr_news
[11] virus
[11] inserm
[8] #crispr
[8] rna
[7] mutations
[7] technology
[7] drericding
[7] cas9

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[615] crispr,cas9
[352] gene,editing
[332] cas9,variants
[308] near,pamless
[259] pamless,crispr
[233] excited,share
[233] variants,huge
[224] publication,lab
[224] development,near
[221] very,excited

Top Word Pairs in Tweet in G1:
[85] crispr,cas9
[85] gene,editing
[51] crispr,gene
[30] humans,first
[29] first,repurpose
[29] repurpose,crispr
[25] using,crispr
[23] editing,expanded
[22] capabilities,crispr
[21] memories,rats

Top Word Pairs in Tweet in G2:
[250] cas9,variants
[248] crispr,cas9
[241] near,pamless
[224] pamless,crispr
[202] excited,share
[202] variants,huge
[194] development,near
[193] publication,lab
[191] very,excited
[191] share,st

Top Word Pairs in Tweet in G3:
[103] covid,19
[43] #covid19,test
[41] crispr,#covid19
[41] test,development
[41] development,researchers
[41] researchers,mammothbiosci
[41] mammothbiosci,uc
[41] uc,san
[41] san,francisco
[41] francisco,report

Top Word Pairs in Tweet in G4:
[29] #universalfluvaccine,part
[29] part,#adaptiveimmunesystem
[29] #adaptiveimmunesystem,#thesleeperhasawakened
[16] #crispr,#universalfluvaccine
[15] #thesleeperhasawakened,extras
[15] paulmuaddib61,#crispr
[14] extras,vaccines
[13] #crisprcas9,#universalfluvaccine
[12] clb481,lovemypresiden4
[11] torcwoman,notthemacanon1

Top Word Pairs in Tweet in G5:
[99] nature,examines
[99] examines,viral
[99] viral,diagnostic
[99] diagnostic,tests
[99] tests,work
[96] work,countries
[96] countries,managed
[96] managed,ramp
[96] ramp,testing
[96] testing,others

Top Word Pairs in Tweet in G6:
[105] tests,esperan
[105] esperan,basados
[105] basados,crispr
[105] crispr,crispr
[105] crispr,técnica
[105] técnica,edición
[105] edición,genes
[105] genes,permite
[105] permite,mejorar
[105] mejorar,agilizar

Top Word Pairs in Tweet in G7:
[2] sheer,madness

Top Word Pairs in Tweet in G8:
[75] ついに,という感じのcrispr
[75] という感じのcrispr,cas9の新手法
[75] cas9の新手法,crisprは標的以外に補助配列
[75] crisprは標的以外に補助配列,pam配列
[75] pam配列,が必要であった
[75] が必要であった,この配列をほぼフリーに
[75] この配列をほぼフリーに,つまり補助配列による標的の制限をほぼなくしたという仕事
[75] つまり補助配列による標的の制限をほぼなくしたという仕事,crisprの幅が広がります
[74] bio_stations,ついに
[40] 貴重な研究成果,遺伝子編集技術のcrisprでは標的とする遺伝子部位にはpamという特定配列があることを求められ

Top Word Pairs in Tweet in G9:
[48] plant,genome
[48] genome,engineering
[41] pls,few
[41] few,days
[41] days,left
[41] left,apply
[41] apply,team
[41] team,leader
[41] leader,plant
[41] engineering,hhu

Top Word Pairs in Tweet in G10:
[7] crispr,cas9
[4] gene,editing
[4] kind,crispr
[4] technology,target
[4] target,rna
[4] crispr,technology
[4] ce,virus
[4] mutations,non
[4] dizaines,mutations
[4] actualité,inserm

Top Replied-To
Top Replied-To in Entire Graph:
@crisp_crispr
@trump2020_train
@exrepublican111
@realdonaldtrump
@crisprtek
@roseveleth
@duchesnericardo
@danrather
@kubernite
@urnovfyodor

Top Replied-To in G2:
@broadinstitute
@meyersonlab
@jsathukoralage
@physorg_com
@carolinewatson
@bkleinstiver
@gaetanburgio

Top Replied-To in G3:
@urnovfyodor
@paulg
@phagedirectory
@4lovofscience
@zergylord
@jonmoulton
@crispr_lucas
@crispr_news
@trendycomputing
@nealbaer

Top Replied-To in G4:
@realdonaldtrump
@paulmuaddib61
@carrollquigley1
@loriannmesser
@chaosdante11
@jodesfromab
@omnipresenthumn
@wfinalle57
@dontcallmeshi11
@alpha_steelman

Top Replied-To in G5:
@nachristakis
@jflier
@darealpopd
@edrybicki
@monsieurponto
@healthza
@kfmza
@hannesbosman1
@cas_crispr
@joebiden

Top Replied-To in G6:
@spitta1969
@milewinograd
@ingale2011

Top Replied-To in G7:
@janetb172
@donholtmac
@hauxton

Top Replied-To in G8:
@shi_tanman

Top Replied-To in G10:
@ocdrises
@fsantisteban
@lci
@un
@dccomics
@idrissaberkane
@fenetreeurope
@madamepeel21
@angie_rasmussen
@axelkahn

Top Mentioned
Top Mentioned in Entire Graph:
@spitta1969
@bkleinstiver
@naturebiotech
@nature
@trustrestored
@bio_stations
@nresearchnews
@statnews
@mammothbiosci
@nealbaer

Top Mentioned in G2:
@bkleinstiver
@naturebiotech
@nresearchnews
@joebondydenomy
@naturemicrobiol
@adairlborges
@physorg_com
@genbio
@massgeneralnews
@sciencemagazine

Top Mentioned in G3:
@statnews
@mammothbiosci
@nealbaer
@crispr_news
@urnovfyodor
@bkleinstiver
@crispr2020
@doudna_lab
@crisprjournal
@foeemergingtech

Top Mentioned in G4:
@paulmuaddib61
@clb481
@lovemypresiden4
@torcwoman
@mva_r
@greenmike16
@spf2million
@notthemacanon1
@babs33579042
@avery1776

Top Mentioned in G5:
@nature
@mphojoanmosia
@scoopit
@crispr_articles
@edrybicki
@governmentza
@nidhisubs
@ucsfhospitals
@crisprglobal
@masschallengeht

Top Mentioned in G6:
@spitta1969
@milewinograd
@carolinejacket
@lapololapola
@picotaz0

Top Mentioned in G7:
@debbiepalm44
@mirandadied4u
@thegod_particle
@westworld1974
@brad_feinman
@imkimaaron
@anthonyt2_mufc
@denyessence
@thinkytexan
@tjmair

Top Mentioned in G8:
@bio_stations
@satoruo
@yopparai_chmist
@bkleinstiver
@nature
@silex_transl

Top Mentioned in G9:
@hhu
@weberlab_hhu
@ceplas_1
@apmweber
@kitkarlsruhe
@biosustainphd
@forscherrobert
@genesprout
@plantbiotechj
@uofmaryland

Top Mentioned in G10:
@crispr_news
@drericding
@inserm
@naturebiotech
@institutpasteur
@uwvirology
@singularityhub
@sciencedaily
@cnrs
@wef

Top Tweeters
Top Tweeters in Entire Graph:
@americanbanking
@neewsbot
@alerttrade
@tickerreport
@supertrinos
@engineersday
@watchlistn
@dailypoliticaln
@zolmaxnews
@zyitegadgets

Top Tweeters in G1:
@americanbanking
@neewsbot
@tickerreport
@watchlistn
@dailypoliticaln
@zolmaxnews
@zyitegadgets
@agenparl
@crweworld
@weekherald

Top Tweeters in G2:
@rosenchild
@elcidbarett
@hubbucket
@martam62296137
@fm7
@ayirpelle
@jimmyroybloom
@profmdwhite
@virginialeiva
@rnomics

Top Tweeters in G3:
@alerttrade
@_silversmith
@sueleugers
@arishmaryshow
@glynmoody
@corinneam
@a_meluzzi
@4030lisa
@mark4124nh
@lululemew

Top Tweeters in G4:
@owlwoman911_
@hambrickro
@ascension_guide
@marimacint
@samarino1776
@savethesedogs
@twitmo_inmate
@benktallmadge
@usashopper
@agnesdeberlimon

Top Tweeters in G5:
@watsupafrica
@maybel65
@dominiquevanpee
@enca
@news24
@tt85207533
@jm_mcgrath
@powerfm987
@pillay_cglm
@rosario_strano

Top Tweeters in G6:
@sanbravook
@bz56_
@zulirodriguez
@pochirafael
@alemamarildo
@villordomaria
@isabelvega792
@tomasito1234
@anagaza1
@krisargentia

Top Tweeters in G7:
@zapher134
@catheri77148739
@atheism_has_nil
@rmbctious
@thegod_particle
@mirandadied4u
@zypisfy
@nosciencedenial
@awayfromthekeys
@debbiepalm44

Top Tweeters in G8:
@tarpon_red2
@takatoh1
@zampona_x31
@emuturbo
@nha_vohozzh
@kurinoshippo
@vvvmppp
@fbwm8888
@whiteknight2036
@mad_molix

Top Tweeters in G9:
@godelitsas
@scieducation1
@klausriede
@selvarajguru
@gfromz
@micha06de
@spektrum
@europabio
@universityofga
@kaiblin

Top Tweeters in G10:
@reuters
@valaafshar
@wef
@freeworld2
@vladobotsvadze
@_brindacier
@madamepeel21
@franceculture
@un
@naturenews


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