CRISPR, Twitter, 1/1/2019 1:30:35 AM, 180213


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CRISPR_2018-12-31_17-06-13.xlsx
CRISPR_2018-12-31_17-06-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 01, 2019
Short Description:
CRISPR via NodeXL http://bit.ly/2TijS1m
@slate
@gaetanburgio
@wsj
@preetika_rana
@agbioworld
@kieran_
@lluismontoliu
@johndoench
@erictopol
@cellcellpress

Top hashtags:
#crispr
#geneediting
#crisprbabies
#science
#ai
#dna
#biotech
#machinelearning
#genomics

Description:
Description
The graph represents a network of 5,223 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, 01 January 2019 at 01:07 UTC.

The requested start date was Tuesday, 01 January 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 9-day, 18-hour, 10-minute period from Friday, 21 December 2018 at 10:46 UTC to Monday, 31 December 2018 at 04:57 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 : 5223
Unique Edges : 6346
Edges With Duplicates : 1055
Total Edges : 7401
Number of Edge Types : 3
Replies to : 321
Tweet : 1620
Mentions : 5460
Self-Loops : 1620
Reciprocated Vertex Pair Ratio : 0.0193740685543964
Reciprocated Edge Ratio : 0.0380116959064327
Connected Components : 1316
Single-Vertex Connected Components : 849
Maximum Vertices in a Connected Component : 2325
Maximum Edges in a Connected Component : 4008
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 6.412022
Graph Density : 0.000200626915112596
Modularity : 0.770025
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[102] https://apple.news/AtxF6p4FyS8mtYTzoqJGNdw
[72] https://gizmodo.com/report-scientists-in-china-are-losing-track-of-gene-ed-1831367684
[41] https://www.wired.com/story/scientists-upload-a-galloping-horse-gif-into-bacteria-with-crispr/?utm_source=twitter&utm_medium=social&utm_campaign=wiredscience&utm_brand=wired&utm_social-type=owned&mbid=social_tw_sci
[29] https://prescient.info/-
[25] https://elpais.com/elpais/2018/12/19/ciencia/1545243580_218250.html
[21] https://gizmodo.com/report-scientists-in-china-are-losing-track-of-gene-ed-1831367684?utm_medium=socialflow&utm_source=gizmodo_twitter&utm_campaign=socialflow_gizmodo_twitter
[21] https://elpais.com/elpais/2018/12/19/ciencia/1545243580_218250.html?id_externo_rsoc=TW_CC
[21] https://www.sueddeutsche.de/1.4261467
[19] https://www.vox.com/2018/7/23/17594864/crispr-cas9-gene-editing
[19] https://www.statnews.com/2018/12/17/crispr-shocker-genome-editing-scientist-he-jiankui/

Top URLs in Tweet in G1:
[90] https://apple.news/AtxF6p4FyS8mtYTzoqJGNdw
[19] https://prescient.info/-
[16] https://elpais.com/elpais/2018/12/19/ciencia/1545243580_218250.html
[16] https://gizmodo.com/report-scientists-in-china-are-losing-track-of-gene-ed-1831367684
[13] https://gizmodo.com/report-scientists-in-china-are-losing-track-of-gene-ed-1831367684?utm_source=dlvr.it&utm_medium=twitter
[11] https://www.vox.com/2018/7/23/17594864/crispr-cas9-gene-editing
[8] https://slate.com/technology/2018/12/russia-science-disinformation-genetic-editing-crispr-social-media.html
[7] https://www.theatlantic.com/science/archive/2018/12/15-worrying-things-about-crispr-babies-scandal/577234/
[7] https://www.dkfz.de/en/presse/pressemitteilungen/2018/dkfz-pm-18-71-Human-blood-cells-can-be-directly-reprogrammed-into-neural-stem-cells.php
[7] https://www.sueddeutsche.de/1.4261467

Top URLs in Tweet in G2:
[12] https://www.statnews.com/2018/12/17/crispr-shocker-genome-editing-scientist-he-jiankui/
[6] https://www.liebertpub.com/toc/crispr/1/6
[4] https://www.wsj.com/articles/chinese-gene-editing-experiment-loses-track-of-patients-alarming-technologys-inventors-11545994801
[3] https://www.patreon.com/posts/eye-of-crispr-23516672?utm_medium=social&utm_source=twitter&utm_campaign=postshare
[3] https://twitter.com/paulmozur/status/1078843344006991877
[2] https://www.wsj.com/articles/deformities-alarm-scientists-racing-to-rewrite-animal-dna-11544808779
[2] https://gizmodo.com/report-scientists-in-china-are-losing-track-of-gene-ed-1831367684
[2] https://www.statnews.com/2018/11/29/china-halts-genome-editing-research-crispr-babies/
[2] https://www.liebertpub.com/doi/10.1089/crispr.2018.0030
[2] https://www.liebertpub.com/doi/10.1089/crispr.2018.29037.kda

Top URLs in Tweet in G3:
[20] https://elpais.com/elpais/2018/12/19/ciencia/1545243580_218250.html?id_externo_rsoc=TW_CC
[12] https://www.nature.com/immersive/d41586-018-07683-5/index.html?utm_source=twitter&utm_medium=social&utm_content=organic&utm_campaign=NGMT_2_JAL_Nature
[9] https://www.youtube.com/watch?v=pXmSakfZKGg&feature=youtu.be

[8] https://twitter.com/NanoBioTube/status/1076085879570137088
[5] https://www.xconomy.com/boston/2018/10/29/pre-existing-immunity-to-crispr-found-in-96-of-people-in-study/
[4] https://elpais.com/elpais/2018/12/19/ciencia/1545243580_218250.html
[4] https://twitter.com/NanoBioTube/status/1076085944854421505
[4] https://www.youtube.com/watch?v=pXmSakfZKGg

[3] https://www.nature.com/articles/d41586-018-07634-0?utm_source=twitter&utm_medium=social&utm_content=organic&utm_campaign=NGMT_2_JAL_Nature&sf204762196=1
[2] https://www.nbcnews.com/mach/science/19-bold-predictions-science-technology-2019-ncna950076

Top URLs in Tweet in G4:
[14] https://slate.com/technology/2018/12/russia-science-disinformation-genetic-editing-crispr-social-media.html?wpsrc=sh_all_dt_tw_ru
[6] https://slate.com/technology/2018/12/russia-science-disinformation-genetic-editing-crispr-social-media.html?via=rss_socialflow_twitter
[3] https://slate.com/technology/2018/12/russia-science-disinformation-genetic-editing-crispr-social-media.html
[1] https://slate.trib.al/xQeBmL8
[1] https://slate.trib.al/ZKVuxU6
[1] https://slate.trib.al/WAExzT1
[1] https://slate.trib.al/NXSTq7Q
[1] http://goo.gl/NigBWT
[1] https://editingbiosecurity.org/
[1] http://stochasticlabs.org/crispr/

Top URLs in Tweet in G5:
[6] https://twitter.com/ebner_sha/status/1076405712350265344
[6] https://media.ccc.de/v/35c3-9838-genom-editierung_mit_crispr_cas
[3] https://www.nature.com/articles/s41438-018-0111-5
[3] https://twitter.com/ebner_sha/status/1076405712350265344?s=20
[2] https://fahrplan.events.ccc.de/congress/2018/Fahrplan/events/9838.html
[2] https://www.topagrar.com/acker/news/schwedische-forscher-halten-eu-risikobewertung-von-gvos-fuer-ueberholt-10137136.html
[2] https://www.statnews.com/2018/12/17/crispr-shocker-genome-editing-scientist-he-jiankui/
[2] https://www.dialog-gea.de/application/files/4315/3864/5414/180920_Anwendungen_von_Genome_Editing_in_Kultur-_und_Zierpflanzen_aktualisiert_bis_Mai_2018.pdf
[2] https://streaming.media.ccc.de/35c3/hallb
[2] https://www.faz.net/aktuell/race-to-feed-the-world/der-kleinbauer-als-politikum-von-rechten-gefuerchtet-von-linken-romantisiert-15916367.html?GEPC=s3

Top URLs in Tweet in G6:
[3] https://www.cell.com/cell/fulltext/S0092-8674(18)31514-9
[2] https://www.nytimes.com/2018/12/28/world/asia/he-jiankui-china-scientist-gene-editing.html
[2] https://www.cell.com/action/consumeSharedSessionAction?JSESSIONID=aaalBmwpbK-jf6_a7d7Ew&MAID=jJgrCLJs%2BBp26eWH3oP8VA%3D%3D&SERVER=WZ6myaEXBLF8FFqDK0WJyw%3D%3D&ORIGIN=688901355&RD=RD
[2] https://www.cell.com/cell/fulltext/S0092-8674(18)31333-3
[1] https://www.hhmi.org/news/crispr-based-technology-can-detect-viral-dna?linkId=100000004415796
[1] https://www.nytimes.com/2018/11/27/opinion/genetically-edited-babies-china.html
[1] https://www.liebertpub.com/doi/pdf/10.1089/crispr.2018.29039.spr
[1] https://doi.org/10.1111/tpj.14152
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.cell.com%2Fcell%2Fcurrent&rc=0&code=cell-site
[1] https://trib.al/6QdViUD

Top URLs in Tweet in G7:
[4] https://geneticliteracyproject.org/2018/12/21/audio-a-crash-course-on-the-crispr-edited-foods-headed-for-grocery-stores/
[3] https://geneticliteracyproject.org/2018/12/20/crispr-gene-editing-could-turn-wild-plants-into-productive-food-crops/
[2] https://www.wsj.com/articles/deformities-alarm-scientists-racing-to-rewrite-animal-dna-11544808779?mod=e2tw
[2] https://www.wbur.org/hereandnow/2018/12/25/year-in-science-2018-crispr-mars-probe
[1] https://www.vox.com/2018/7/23/17594864/crispr-cas9-gene-editing
[1] https://www.nytimes.com/2018/12/28/well/eat/food-additives-banned-europe-united-states.html
[1] https://www.gmwatch.org/en/news/latest-news/18624-united-nations-hits-the-brakes-on-gene-drives
[1] https://www.synthego.com/podcast?utm_medium=social&utm_source=twitter
[1] https://www.synthego.com/blog/crispr-obesity-genetics?utm_campaign=Blog&utm_medium=email&_hsenc=p2ANqtz-9NvvNz3NVLrAB5x0OxVFJ6dQUT7REMw84q_zM7-VukIi5BN-WvGwcA37Xcs9OpKsEnJdfgxUPV-iUWUaOJ2Ana0ScxKg&_hsmi=68540084&utm_content=68540084&utm_source=hs_automation&hsCtaTracking=6705626f-ffab-4af9-bc5c-a30b591a1481%7C9bfa4c0c-6f88-4399-89a8-bd42fb29673b
[1] https://twitter.com/EcoWatch/status/1076266128907866119

Top URLs in Tweet in G8:
[6] https://www.cell.com/molecular-cell/fulltext/S1097-2765(18)30986-9?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[3] https://www.cell.com/molecular-cell/fulltext/S1097-2765(18)31001-3?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[3] https://www.cell.com/cell/fulltext/S0092-8674(18)31514-9#.XByOiuFZFGk.twitter
[2] https://www.ncbi.nlm.nih.gov/pubmed/30587106?dopt=Abstract&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.radionz.co.nz/national/programmes/smarttalk/audio/2018675075/a-panel-discussion-on-gene-editing-ethics-and-whether-you-should-do-something-just-because-you-can
[2] http://biotech-365.com/calyxt-receives-eu-patent-on-use-of-crispr-cas9-for-genome-editing-in-plants/
[1] https://www.cell.com/molecular-cell/fulltext/S1097-2765(18)30985-7?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.biorxiv.org/content/early/2018/12/19/500462
[1] https://www.ncbi.nlm.nih.gov/pubmed/28921815?dopt=Abstract&utm_source=dlvr.it&utm_medium=twitter
[1] http://biorxiv.org/cgi/content/short/498782v1?rss=1&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G9:
[2] https://streaming.media.ccc.de/35c3/hallb
[2] https://synbiobeta.com/crispr-is-stuck-and-this-company-can-fix-it/
[1] https://media.ccc.de/v/35c3-9838-genom-editierung_mit_crispr_cas
[1] https://www.ucsf.edu/news/2018-year-review-ucsf?utm_source=ucsf_tw&utm_medium=tw&utm_campaign=2018_YIR_landing&utm_term=
[1] https://www.ucsf.edu/news/2018/12/412461/whats-so-controversial-about-first-gene-edited-babies-experts-explain?utm_source=ucsf_tw&utm_medium=tw&utm_campaign=2018_CRISPR_babies_QA&utm_term=
[1] http://go.nature.com/2EIras3
[1] https://buff.ly/2S0i78w

Top URLs in Tweet in G10:
[2] https://www.biorxiv.org/content/early/2018/12/20/502005
[2] https://www.nature.com/articles/doi:10.1038/s41591-018-0204-6.epdf?author_access_token=MxEIxIhQgmY3oy_tv2xs4dRgN0jAjWel9jnR3ZoTv0N_shxNGGeAvkCp5ixTs4chtpFgwKRYh2QZ24On4ahSy06g7q6dp6R0IGJE9gwLmL_5E_PTuwABkSzr1khwn9Vg9vcWveonwVwnjQV3aUBgig%3D%3D
[1] https://www.nature.com/articles/s41467-018-07901-8#disqus_thread
[1] http://bit.ly/2UU2HoB
[1] https://depmap.sanger.ac.uk/
[1] http://stm.sciencemag.org/lookup/doi/10.1126/scitranslmed.aaw0525
[1] https://doi.org/10.1038/s41467-018-07827-1
[1] http://doi.org/10.1186/s13229-017-0124-1
[1] http://biorxiv.org/lookup/doi/10.1101/500892
[1] https://linkinghub.elsevier.com/retrieve/pii/S2211124718318709

Top Domains
Top Domains in Tweet in Entire Graph:
[200] twitter.com
[134] gizmodo.com
[109] apple.news
[101] youtube.com
[77] wired.com
[73] elpais.com
[70] nature.com
[52] biorxiv.org
[47] vox.com
[47] nih.gov

Top Domains in Tweet in G1:
[96] apple.news
[58] twitter.com
[36] gizmodo.com
[31] lnkd.in
[23] elpais.com
[20] nature.com
[19] wired.com
[19] reddit.com
[19] prescient.info
[16] youtube.com

Top Domains in Tweet in G2:
[22] liebertpub.com
[20] statnews.com
[7] twitter.com
[6] wsj.com
[3] patreon.com
[2] gizmodo.com
[2] buff.ly
[2] youtube.com
[2] thefuturistinvestor.com
[2] nature.com

Top Domains in Tweet in G3:
[29] elpais.com
[19] twitter.com
[17] nature.com
[13] youtube.com
[6] xconomy.com
[4] biorxiv.org
[2] nbcnews.com
[2] washingtonpost.com
[2] wsj.com
[2] sciencealert.com

Top Domains in Tweet in G4:
[23] slate.com
[4] trib.al
[2] wired.com
[1] goo.gl
[1] editingbiosecurity.org
[1] stochasticlabs.org
[1] fw.to
[1] paper.li
[1] latimes.com

Top Domains in Tweet in G5:
[13] twitter.com
[12] ccc.de
[3] nature.com
[3] faz.net
[2] topagrar.com
[2] statnews.com
[2] dialog-gea.de
[2] yl.ms
[2] cell.com
[1] biomedcentral.com

Top Domains in Tweet in G6:
[9] cell.com
[3] nytimes.com
[2] doi.org
[2] trib.al
[1] hhmi.org
[1] liebertpub.com
[1] elsevierhealth.com
[1] nyti.ms
[1] nature.com
[1] biorxiv.org

Top Domains in Tweet in G7:
[8] geneticliteracyproject.org
[4] wbur.org
[2] nytimes.com
[2] gmwatch.org
[2] synthego.com
[2] twitter.com
[2] wsj.com
[1] vox.com
[1] independentsciencenews.org
[1] slate.com

Top Domains in Tweet in G8:
[15] cell.com
[13] nih.gov
[4] biorxiv.org
[2] co.nz
[2] twitter.com
[2] biotech-365.com
[2] medium.com
[1] nature.com
[1] findaphd.com
[1] lnkd.in

Top Domains in Tweet in G9:
[3] ccc.de
[2] ucsf.edu
[2] synbiobeta.com
[1] nature.com
[1] buff.ly

Top Domains in Tweet in G10:
[6] biorxiv.org
[5] blog.jp
[3] nature.com
[2] doi.org
[2] elsevier.com
[2] elifesciences.org
[1] bit.ly
[1] ac.uk
[1] sciencemag.org
[1] cell.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1154] crispr
[113] geneediting
[90] crisprbabies
[60] science
[45] ai
[43] dna
[36] biotech
[34] machinelearning
[32] genomics
[30] crisprtraum



Top Hashtags in Tweet in G1:
[161] crispr
[17] science
[15] geneediting
[15] prescientinfo
[15] america
[14] crisprbabies
[12] biotechnology
[11] genetics
[10] biotech
[8] baby

Top Hashtags in Tweet in G2:
[37] crispr
[13] crisprbabies
[12] geneeditsummit
[9] healthcare
[3] geneediting
[3] aids
[1] biotechs
[1] investing
[1] digitalhealth
[1] ai

Top Hashtags in Tweet in G3:
[146] crispr
[4] genetics
[4] immunity
[3] science
[3] geneeditsummit
[3] crisprbabies
[3] merrychrismas
[3] dna
[2] technology
[2] futurism

Top Hashtags in Tweet in G4:
[11] crispr
[3] informationwarfare
[3] biosecurity
[3] disinformation
[1] biowatch
[1] fuckcancer
[1] geneediting
[1] china

Top Hashtags in Tweet in G5:
[104] crispr
[30] crisprtraum
[19] 35c3
[13] gentechnik
[10] crisprdream
[10] pflanzenzüchtung
[9] gentechnikwende
[6] grünen
[5] froheweihnachten
[4] innovation

Top Hashtags in Tweet in G6:
[63] crispr
[31] crisprbabies
[2] microwellseq
[1] immunotherapy
[1] fragilexsyndrome
[1] nucleosomes
[1] naturalkillercells
[1] dendriticcells
[1] tumors
[1] genetically

Top Hashtags in Tweet in G7:
[61] crispr
[47] geneediting
[6] gmo
[5] bigpharma
[5] billgates
[5] nestle
[5] monsanto
[5] bayer
[5] ecocide
[5] depopulation

Top Hashtags in Tweet in G8:
[33] crispr
[12] hdr
[11] holiday
[5] crisprbabies
[3] synbio
[2] biotechnology
[2] biotech
[2] healthcare
[1] preprint
[1] genomeediting

Top Hashtags in Tweet in G9:
[15] crispr
[9] daca
[4] 35c3
[2] borg
[2] cas9
[2] criprcas9
[2] revolution
[2] genetik
[2] science
[2] immunotherapy

Top Hashtags in Tweet in G10:
[24] crispr
[2] genomicsfest
[2] scitwitter
[1] genomeediting
[1] opentargetsgenetics
[1] hiv
[1] perturbseq
[1] perturbatac
[1] bcells

Top Words
Top Words in Tweet in Entire Graph:
[2960] Words in Sentiment List#1: Positive
[2628] Words in Sentiment List#2: Negative
[22] Words in Sentiment List#3: Angry/Violent
[102273] Non-categorized Words
[107863] Total Words
[4120] crispr
[755] gene
[684] s
[656] cas9
[599] editing

Top Words in Tweet in G1:
[877] crispr
[183] gene
[142] science
[124] editing
[119] scientists
[112] one
[109] stories
[99] simple
[99] guide
[98] biggest

Top Words in Tweet in G2:
[276] crispr
[156] china
[151] first
[146] cas9
[145] wsj
[143] genes
[143] one
[140] s
[137] edit
[136] preetika_rana

Top Words in Tweet in G3:
[315] crispr
[72] merry
[66] gaetanburgio
[65] gene
[59] lluismontoliu
[57] nanobiotube
[54] human
[48] cancer
[48] piece
[46] huge

Top Words in Tweet in G4:
[420] trying
[220] t
[217] russia
[216] science
[213] isn
[210] influence
[210] political
[210] narratives
[210] s
[210] undermine

Top Words in Tweet in G5:
[191] crispr
[55] agbioworld
[41] schon
[38] cas9
[37] editing
[35] wenn
[34] wär
[34] prinzip
[34] toll
[34] relativ

Top Words in Tweet in G6:
[85] human
[79] crispr
[61] cells
[57] erictopol
[57] cellcellpress
[54] single
[47] now
[46] atac
[45] perturb
[45] chromatin

Top Words in Tweet in G7:
[91] crispr
[52] one
[52] gmos
[48] techniques
[48] through
[47] prevalent
[47] geneediting
[47] used
[47] today
[47] creating

Top Words in Tweet in G8:
[102] crispr
[63] new
[46] cas9
[31] gene
[30] target
[28] accurate
[28] high
[27] brand
[27] super
[27] density

Top Words in Tweet in G9:
[83] crisp
[83] finding
[83] sequence
[83] cutting
[83] twice
[83] going
[83] change
[83] naughty
[83] nice
[83] merry

Top Words in Tweet in G10:
[76] crispr
[72] work
[65] new
[42] now
[41] cell
[39] libraries
[38] previously
[38] preprint
[38] peer
[38] reviewed

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[567] crispr,cas9
[285] gene,edited
[278] gene,editing
[248] isn,t
[238] trust,science
[228] trying,undermine
[226] undermine,trust
[219] russia,isn
[217] trying,influence
[217] influence,political

Top Word Pairs in Tweet in G1:
[99] guide,crispr
[97] science,stories
[97] crispr,one
[97] stories,decade
[96] one,biggest
[96] biggest,science
[95] simple,guide
[82] decade,vox
[77] crispr,cas9
[73] gene,editing

Top Word Pairs in Tweet in G2:
[143] crispr,cas9
[135] breaking,wsj
[135] wsj,china
[135] china,first
[135] first,edit
[135] edit,people
[135] people,s
[135] s,genes
[135] genes,using
[135] using,powerful

Top Word Pairs in Tweet in G3:
[43] huge,piece
[43] piece,work
[43] work,pooled
[43] pooled,crispr
[43] crispr,screen
[43] screen,204
[43] 204,human
[43] human,cell
[43] cell,lines
[43] lines,12

Top Word Pairs in Tweet in G4:
[213] russia,isn
[213] isn,t
[210] t,trying
[210] trying,influence
[210] influence,political
[210] political,narratives
[210] narratives,s
[210] s,trying
[210] trying,undermine
[210] undermine,trust

Top Word Pairs in Tweet in G5:
[38] crispr,cas9
[34] wär,prinzip
[34] prinzip,schon
[34] schon,toll
[34] toll,wenn
[34] wenn,crispr
[34] cas9,relativ
[34] relativ,einfach
[34] einfach,lokale
[34] lokale,organisationen

Top Word Pairs in Tweet in G6:
[45] single,cells
[44] perturb,atac
[44] chromatin,state
[43] crispr,perturbations
[43] perturbations,chromatin
[43] state,single
[42] online,now
[42] now,introducing
[42] introducing,perturb
[42] atac,method

Top Word Pairs in Tweet in G7:
[47] crispr,one
[47] one,prevalent
[47] prevalent,geneediting
[47] geneediting,techniques
[47] techniques,used
[47] used,today
[47] today,creating
[47] creating,gmos
[47] gmos,through
[47] through,double

Top Word Pairs in Tweet in G8:
[27] brand,new
[27] new,super
[27] super,accurate
[27] accurate,high
[27] high,target
[27] target,density
[27] density,fancy
[27] fancy,new
[27] new,cas9
[27] cas9,orthologue

Top Word Pairs in Tweet in G9:
[83] crisp,finding
[83] finding,sequence
[83] sequence,cutting
[83] cutting,twice
[83] twice,going
[83] going,change
[83] change,naughty
[83] naughty,nice
[83] nice,merry
[82] laurelcoons,crisp

Top Word Pairs in Tweet in G10:
[38] previously,preprint
[38] preprint,now
[38] now,peer
[38] peer,reviewed
[38] reviewed,improved
[38] improved,work
[38] work,brunello
[38] brunello,calabrese
[38] calabrese,dolcetto
[38] dolcetto,libraries

Top Replied-To
Top Replied-To in Entire Graph:
@_crispr_baby
@ebner_sha
@chrislhayes
@gerohocker
@swtpoizn
@pknoepfler
@spitta1969
@billgates
@bmoreflyguy
@meta_nomad

Top Replied-To in G2:
@crisprguy
@explorerrowan
@crispr_news
@courtneyeklotz

Top Replied-To in G3:
@pknoepfler
@halvorz
@nanobiotube
@lluismontoliu
@_b_i_o_t_e_c_h_
@nature
@merlincrossley
@matthewmarkus
@mmarchioneap
@jghoggatt

Top Replied-To in G4:
@4lovofscience

Top Replied-To in G5:
@ebner_sha
@gerohocker
@prometheusgreen
@schafzwitschern
@monarchnursery
@borgtenofnine
@trevorcharles
@terrydaynard
@forscherrobert
@inzedirk

Top Replied-To in G6:
@manishamuna

Top Replied-To in G7:
@pdjmoo
@moravec_tomas
@khefferon
@olivefarmer

Top Replied-To in G8:
@vdlorenzo_cnb

Top Replied-To in G10:
@naturebiotech
@tuuliel
@cecilejanssens

Top Mentioned
Top Mentioned in Entire Graph:
@slate
@wsj
@preetika_rana
@laurelcoons
@gaetanburgio
@cellcellpress
@gizmodo
@erictopol
@agbioworld
@lluismontoliu

Top Mentioned in G1:
@ictusinvictus
@richardbrand
@dhulqairnayn
@j_gomez_moya
@amyxiot
@genethellama
@appcpenn
@rhotwire
@debomastet335

Top Mentioned in G2:
@wsj
@preetika_rana
@crisprjournal
@statnews
@inzedirk
@sxbegle
@drewqjoseph
@ryderlab
@monooyee
@phdumont51

Top Mentioned in G3:
@gaetanburgio
@lluismontoliu
@nanobiotube
@materia_ciencia
@pedrovelica
@pedromics
@nature
@el_pais
@dperrin
@pknoepfler

Top Mentioned in G4:
@slate
@gregkoblentz
@4lovofscience
@pandorareport
@jlkirkpatrick1
@vankapro
@institute3p
@masonresearch
@chssnews
@contagion_live

Top Mentioned in G5:
@agbioworld
@fischblog
@_adora_belle_
@ebner_sha
@forscherrobert
@gittaca
@anderelampe
@gerohocker
@flaemingslord
@agencia_sinc

Top Mentioned in G6:
@erictopol
@cellcellpress
@theplantjournal
@nytscience
@adamjrubin
@krparker
@howardychang
@satpathology
@lsusinglecell
@johndoench

Top Mentioned in G7:
@nongmoproject
@gmofreeusa
@nongmoreport
@positivelyjoan
@hereandnow
@geneticliteracy
@alainpannetier
@kenjaques
@usrighttoknow
@robles_jdaniel

Top Mentioned in G8:
@aprilpawluk
@al
@molecularcell
@themairlab
@william_mair
@jcornlab
@crichardson11
@beekewienert
@marsonlab
@mlocke2

Top Mentioned in G9:
@laurelcoons
@ucsf
@unav
@idisnanavarra
@ciberer
@skeptatortalk
@philos_meneldur
@naturecomms
@milesgander
@sciguy999

Top Mentioned in G10:
@johndoench
@garnettlab
@sa
@sangerinstitute
@hayleyclissold
@fiona_fb3
@francesco_i0ri0
@elife
@targetvalidate
@sysbiomed

Top Tweeters
Top Tweeters in Entire Graph:
@americanbanking
@openomroep
@tickerreport
@alerttrade
@arkangelscrap
@consumerfeed
@watchlistn
@dailypoliticaln
@crewislife
@zolmaxnews

Top Tweeters in G1:
@americanbanking
@openomroep
@tickerreport
@consumerfeed
@watchlistn
@dailypoliticaln
@zolmaxnews
@rocketnews1
@3rdrockhome
@rxbun

Top Tweeters in G2:
@ligayaloyola
@itswanda
@robertloerzel
@kcarruthers
@sydnets
@wcpo
@wsj
@rwang0
@lakergmc
@sfdirewolf

Top Tweeters in G3:
@el_pais
@theobjective_es
@411emilio
@adiro61
@claragrima
@beth_barany
@eduardgtoledano
@crciencia
@cundurraga
@nicolerivard

Top Tweeters in G4:
@1chefdiva
@slate
@natricer
@cathykaku1
@gigi355
@gilcividanes
@prettypris
@sandralhanlon
@matt_ros
@joanpennnative

Top Tweeters in G5:
@fischblog
@juliainfinland
@igorcarron
@ayirpelle
@faznet
@tinkerbellsway
@dontswitch
@prometheusgreen
@presroi
@kyra2001

Top Tweeters in G6:
@susanadeleonmd
@hannaraptor
@paintsandsings
@nytopinion
@lonepinerjr
@encycloagora
@hugorubalcava
@arroyorcarlosf
@sminaev2015
@werocktheplanet

Top Tweeters in G7:
@alerttrade
@twitlertwit
@wizardqi
@wildwalkerwoman
@positivelyjoan
@kavn
@time
@rosevine3
@booniekane
@leftonmain

Top Tweeters in G8:
@publicaddress
@maisacorp
@astro_jje
@fracskul
@radionz
@oletaknowsstuff
@cardiffuni
@dolby
@virome_girl
@vivek_mutalik

Top Tweeters in G9:
@uncjay1
@wopot
@uwemon
@detous
@gdorn1
@daveunger3
@johnny12976
@newtidu11
@aeijmnoost
@kome_kome

Top Tweeters in G10:
@manueltard
@ewanbirney
@dgermain21
@flgenomics
@hendryvictoria
@dmps_academy
@anshulkundaje
@junizafirdha
@broadinstitute
@unitartu


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