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genetic data_2019-07-12_10-24-36.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
July 12, 2019
Short Description:
genetic data via NodeXL http://bit.ly/2NPtGSx
@debbiekennett
@23andme
@miguelsieck
@uk_biobank
@farmerfunster
@dangraur
@anthrofuentes
@niamh_hardiman
@vicaa21
@ras_nielsen

Top hashtags:
#genetic
#data
#privacy
#longread
#paleogenetic
#engineering
#jobs
#dna
#sgmo

Description:
Description
The graph represents a network of 1,791 Twitter users whose recent tweets contained "genetic data", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 12 July 2019 at 17:27 UTC.

The tweets in the network were tweeted over the 9-day, 15-hour, 5-minute period from Wednesday, 03 July 2019 at 02:03 UTC to Friday, 12 July 2019 at 17:09 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 : 1791
Unique Edges : 2043
Edges With Duplicates : 429
Total Edges : 2472
Self-Loops : 318
Reciprocated Vertex Pair Ratio : 0.0274636510500808
Reciprocated Edge Ratio : 0.0534591194968553
Connected Components : 367
Single-Vertex Connected Components : 146
Maximum Vertices in a Connected Component : 283
Maximum Edges in a Connected Component : 437
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.165583
Graph Density : 0.000595154543668061
Modularity : 0.780644
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[25] https://nextstrain.org/
[19] https://byq6z.app.goo.gl/kAEMV
[11] https://www.irishtimes.com/news/health/irish-genetic-data-collected-by-private-firm-to-be-shared-with-health-service-1.3949490?utm_source=dlvr.it&utm_medium=twitter
[11] https://www.cyberscoop.com/burrows-wheeler-aligner-genetic-mapping-sandia-patch/
[9] https://www.biorxiv.org/cgi/content/short/696419v1
[9] https://coloradocancerblogs.org/human-genetic-data-dogs-cancer/
[9] https://www.irishtimes.com/news/health/irish-genetic-data-collected-by-private-firm-to-be-shared-with-health-service-1.3949490
[8] https://sciencenode.org/feature/Software%20for%20endangered%20species.php
[7] https://directory.engineeringdaily.net/home/job/data-operations-engineer-542082?utm_source=Twitter&utm_medium=Social&utm_campaign=Console
[6] https://onezero.medium.com/what-if-an-algorithm-could-predict-your-unborn-childs-intelligence-a546153707de?source=social---tw.medium

Top URLs in Tweet in G1:
[7] https://www.irishtimes.com/news/health/irish-genetic-data-collected-by-private-firm-to-be-shared-with-health-service-1.3949490
[7] https://directory.engineeringdaily.net/home/job/data-operations-engineer-542082?utm_source=Twitter&utm_medium=Social&utm_campaign=Console
[6] https://directory.engineeringdaily.net/home/job/data-warehouse-developer-541167?utm_source=Twitter&utm_medium=Social&utm_campaign=Console
[5] https://directory.engineeringdaily.net/home/job/data-migration-engineer-ingenj-r-med-ansvar-f-r-datamigrering-543018?utm_source=Twitter&utm_medium=Social&utm_campaign=Console
[3] https://www.irishtimes.com/news/health/irish-genetic-data-collected-by-private-firm-to-be-shared-with-health-service-1.3949490?utm_source=dlvr.it&utm_medium=twitter
[3] http://deal.thegeeknews.net/p/ry_JfyGqG
[3] https://bigdatacourse.tumblr.com/post/186126918179/machine-learning-optimization-using-genetic
[2] https://www.cyberscoop.com/burrows-wheeler-aligner-genetic-mapping-sandia-patch/
[2] https://www.ncbi.nlm.nih.gov/pubmed/31263873?dopt=Abstract&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.bostonglobe.com/metro/2019/07/05/blood-samples-reveal-valuable-data-and-life-changing-surprises-for-donors/2mLCoDjD4uTQdLljJ5Rv0H/story.html

Top URLs in Tweet in G2:
[3] http://www.frontlinegenomics.com/news/18247/getting-paid-genomic-data-never-before/
[3] https://www.ecseq.com/blog/2019/privacy-implications-of-genetic-information-sharing
[2] https://geneticdataprotection.com/
[2] https://encrypgen.com/
[2] https://www.ecseq.com/blog/2019/privacy-implications-of-genetic-information-sharing?ref=quuu&utm_content=buffer54e95&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.ecseq.com/blog/2019/privacy-implications-of-genetic-information-sharing?ref=quuu
[1] https://www.cnbc.com/2019/07/11/23andme-taking-on-apple-with-pilot-to-gather-medical-data-not-just-dna.html?__source=twitter%7Cmain
[1] https://www.gilead.com/science-and-medicine/research
[1] https://lnkd.in/gAVbxuH
[1] https://encrypgen.com/home-3/active-studies/

Top URLs in Tweet in G3:
[4] https://www.biorxiv.org/cgi/content/short/696419v1
[2] https://www.biorxiv.org/content/10.1101/696799v1
[1] https://www.ebi.ac.uk/gwas
[1] https://www.biorxiv.org/content/10.1101/699918v1?rss=1
[1] https://www.biorxiv.org/content/10.1101/336727v2
[1] https://github.com/HaohanWang/CMM
[1] https://sangerinstitute.blog/2019/07/03/decipher-fuelling-rare-disease-research/
[1] https://www.biorxiv.org/content/10.1101/689935v1
[1] https://www.clsa-elcv.ca/sites/default/files/projects/approved-project-genetics-of-vitamin-d_richards_0.pdf
[1] http://www.onlinejacc.org/content/73/23/2932/?utm_medium=social&utm_source=twitter_post&utm_campaign=twitter_post

Top URLs in Tweet in G4:
[3] https://onezero.medium.com/what-if-an-algorithm-could-predict-your-unborn-childs-intelligence-a546153707de?source=social---tw.medium
[1] https://medium.com/p/what-if-an-algorithm-could-predict-your-unborn-childs-intelligence-a546153707de
[1] https://fluxinsights.co.uk/flux-the-blog-for-modern-marketers/healthcare-data-amp-machine-learning

Top URLs in Tweet in G6:
[1] https://archaeologynewsnetwork.blogspot.com/2019/07/ancient-dna-sheds-light-on-origins-of.html
[1] https://www.pnas.org/content/115/19/E4426

Top URLs in Tweet in G9:
[1] https://www.genetics.org/content/212/3/855
[1] https://twitter.com/HollyDunsworth/status/1148597366141984770
[1] https://www.nature.com/articles/s41586-019-1302-4

Top Domains
Top Domains in Tweet in Entire Graph:
[27] biorxiv.org
[25] twitter.com
[25] nextstrain.org
[21] irishtimes.com
[19] goo.gl
[19] engineeringdaily.net
[17] cyberscoop.com
[16] medium.com
[11] nih.gov
[11] nature.com

Top Domains in Tweet in G1:
[19] engineeringdaily.net
[10] irishtimes.com
[7] twitter.com
[5] biorxiv.org
[4] nih.gov
[4] sec.gov
[3] nature.com
[3] thegeeknews.net
[3] tumblr.com
[3] dlvr.it

Top Domains in Tweet in G2:
[7] ecseq.com
[4] frontlinegenomics.com
[3] geneticdataprotection.com
[3] encrypgen.com
[2] twitter.com
[2] bloomberg.com
[2] idigitalhealth.com
[1] cnbc.com
[1] gilead.com
[1] lnkd.in

Top Domains in Tweet in G3:
[9] biorxiv.org
[1] ac.uk
[1] github.com
[1] sangerinstitute.blog
[1] clsa-elcv.ca
[1] onlinejacc.org
[1] dementiasplatform.uk
[1] technologyreview.com

Top Domains in Tweet in G4:
[4] medium.com
[1] co.uk

Top Domains in Tweet in G6:
[1] blogspot.com
[1] pnas.org

Top Domains in Tweet in G9:
[1] genetics.org
[1] twitter.com
[1] nature.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[67] genetic
[50] data
[28] privacy
[24] longread
[24] paleogenetic
[20] engineering
[19] jobs
[16] dna
[16] sgmo
[14] genetics



Top Hashtags in Tweet in G1:
[25] genetic
[19] engineering
[19] jobs
[11] data
[8] privacy
[7] barcelona
[6] olomouc
[5] analytics
[5] göteborg
[4] genetics

Top Hashtags in Tweet in G2:
[9] blockchain
[8] genomics
[7] ngs
[7] dna
[6] diagnostics
[3] genetic
[3] saas
[3] icymi
[2] environmental
[2] nash

Top Hashtags in Tweet in G3:
[2] gwas
[2] fridayread
[2] cohort
[2] data
[2] ukb2019
[1] colorectalcancer
[1] t2d
[1] schizophrenia
[1] biorxiv_genetic
[1] biomarker

Top Hashtags in Tweet in G4:
[1] personalisedhealth
[1] wellnessmovement
[1] precisionmedicine
[1] genetics
[1] nutrigenomics

Top Hashtags in Tweet in G6:
[1] microrna
[1] vaccine

Top Words
Top Words in Tweet in Entire Graph:
[880] Words in Sentiment List#1: Positive
[637] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[32351] Non-categorized Words
[33868] Total Words
[981] genetic
[963] data
[160] using
[152] more
[126] new

Top Words in Tweet in G1:
[176] data
[159] genetic
[29] more
[25] #genetic
[22] company
[20] info
[20] location
[19] job
[19] #engineering
[19] #jobs

Top Words in Tweet in G2:
[74] data
[69] genetic
[27] testing
[24] health
[21] debbiekennett
[20] reports
[19] major
[19] breach
[19] company
[19] vitagene

Top Words in Tweet in G3:
[35] data
[26] genetic
[22] uk_biobank
[21] using
[15] biorxiv_genetic
[15] risk
[13] new
[12] published
[12] analysis
[12] score

Top Words in Tweet in G4:
[60] data
[55] genetic
[55] predict
[54] startup
[54] analyzes
[54] chance
[54] diseases
[54] diabetes
[54] cancer
[53] using

Top Words in Tweet in G5:
[3] davieshyland
[3] mwforhr
[3] takethatstraw
[3] agtcnews
[3] nuckchorris16
[3] hugh_bothwell
[3] guy_justaguy
[3] wfatmun
[3] aprilligeia
[3] relatedness

Top Words in Tweet in G6:
[3] genetic
[2] data
[2] map
[2] world

Top Words in Tweet in G7:
[2] robles_jdaniel
[2] waltonagseed
[2] railaerauoy
[2] lmclachlan60
[2] sense_strand
[2] peterdoodes
[2] bob_calder
[2] olivefarmer

Top Words in Tweet in G9:
[33] paper
[32] pedigrees
[32] now
[32] new
[31] amy
[31] ko's
[31] estimation
[31] out
[31] genetics
[31] addition

Top Words in Tweet in G10:
[2] hplarc12345
[2] marakotimmy
[2] geogerry1
[2] larryje37693468
[2] moonshadow234
[2] tony64034441
[2] dragonblaze
[2] the_only_doyle
[2] fisobzy01

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[398] genetic,data
[71] machine,learning
[68] analyzes,genetic
[66] data,predict
[66] predict,chance
[66] chance,diseases
[66] diseases,diabetes
[66] diabetes,cancer
[65] using,machine
[64] startup,using

Top Word Pairs in Tweet in G1:
[62] genetic,data
[19] job,data
[19] #genetic,#engineering
[19] #engineering,#jobs
[19] #jobs,more
[19] more,info
[10] genetic,algorithm
[9] irish,genetic
[8] genetic,tests
[8] ancestry,tracing

Top Word Pairs in Tweet in G2:
[29] genetic,data
[24] genetic,testing
[19] major,data
[19] data,breach
[19] breach,genetic
[19] testing,company
[19] company,vitagene
[19] vitagene,provide
[19] provide,very
[19] very,dubious

Top Word Pairs in Tweet in G3:
[15] using,uk_biobank
[13] uk_biobank,data
[11] data,new
[11] new,polygenic
[11] polygenic,risk
[11] risk,score
[11] score,ischemic
[11] ischemic,stroke
[11] stroke,published
[11] published,biorxiv_genetic

Top Word Pairs in Tweet in G4:
[55] genetic,data
[54] analyzes,genetic
[54] data,predict
[54] predict,chance
[54] chance,diseases
[54] diseases,diabetes
[54] diabetes,cancer
[53] startup,using
[53] using,machine
[53] machine,learning

Top Word Pairs in Tweet in G5:
[3] davieshyland,mwforhr
[3] mwforhr,takethatstraw
[3] takethatstraw,agtcnews
[3] agtcnews,nuckchorris16
[3] nuckchorris16,hugh_bothwell
[3] hugh_bothwell,guy_justaguy
[3] guy_justaguy,wfatmun
[3] wfatmun,aprilligeia
[2] crypt_oguru,davieshyland
[2] aprilligeia,truth77670779

Top Word Pairs in Tweet in G6:
[2] genetic,map

Top Word Pairs in Tweet in G7:
[2] robles_jdaniel,waltonagseed
[2] waltonagseed,railaerauoy
[2] railaerauoy,lmclachlan60
[2] lmclachlan60,sense_strand
[2] sense_strand,peterdoodes
[2] peterdoodes,bob_calder
[2] bob_calder,olivefarmer

Top Word Pairs in Tweet in G9:
[31] amy,ko's
[31] ko's,paper
[31] paper,estimation
[31] estimation,pedigrees
[31] pedigrees,now
[31] now,out
[31] out,genetics
[31] genetics,addition
[31] addition,presenting
[31] presenting,new

Top Word Pairs in Tweet in G10:
[2] hplarc12345,marakotimmy
[2] marakotimmy,geogerry1
[2] geogerry1,larryje37693468
[2] larryje37693468,moonshadow234
[2] moonshadow234,tony64034441
[2] tony64034441,dragonblaze
[2] dragonblaze,the_only_doyle
[2] the_only_doyle,fisobzy01

Top Replied-To
Top Replied-To in Entire Graph:
@florentinaislai
@davidwengrow
@thenci
@23andme
@marie1300346498
@harvard2h
@alysesue
@pnin1957
@niceprinter
@sebdoubinsky

Top Replied-To in G2:
@23andme
@apple
@dlgenealogist
@chrissyfarr
@caulfieldtim
@amys_bus_ticket

Top Replied-To in G3:
@cecilejanssens
@minouye271
@f2harrell

Top Replied-To in G5:
@crypt_oguru
@hauxton

Top Replied-To in G6:
@micrornapro

Top Replied-To in G7:
@robles_jdaniel

Top Replied-To in G8:
@mlbinwa

Top Replied-To in G9:
@harvard2h
@joenanbu

Top Replied-To in G10:
@hplarc12345

Top Mentioned
Top Mentioned in Entire Graph:
@medium
@niamh_hardiman
@ras_nielsen
@oslosip
@torkildl
@afrogne
@natgeo
@spoke32
@saunders_lab
@stefanmolyneux

Top Mentioned in G1:
@ejhg_journal
@yesinvestor
@savagesuperior
@veterinary_bio
@clinicalphase

Top Mentioned in G2:
@debbiekennett
@encrypgen
@23andme
@ancestry
@ecseq
@foundationatcg
@flgenomics
@matzkinhealth
@gileadsciences
@renownhealth

Top Mentioned in G3:
@uk_biobank
@biorxiv_genetic
@muinjkhoury
@minouye271
@gwas_lit
@gwascatalog
@jaccjournals
@catherinecalvin
@oxfordmedsci
@carolinefwright

Top Mentioned in G4:
@medium
@flux4kofo
@scarschwartz

Top Mentioned in G5:
@davieshyland
@mwforhr
@takethatstraw
@agtcnews
@nuckchorris16
@hugh_bothwell
@guy_justaguy
@wfatmun
@aprilligeia

Top Mentioned in G6:
@kuriousmind93
@krebiozen
@beckyjohnson222
@rugbyrhino16
@immunotoxphd
@pedsid4life
@boxmenot
@kristenjayne1
@kfunk937
@lawnatural

Top Mentioned in G7:
@waltonagseed
@railaerauoy
@lmclachlan60
@sense_strand
@peterdoodes
@bob_calder
@olivefarmer
@petitione311
@robles_jdaniel

Top Mentioned in G8:
@polanimalaus
@eddarrell
@jeanjeannie20
@iluvco2
@a_cold_rain
@stevesgoddard
@pmgeezer
@ingersolrobert
@bcollinsk
@mesiaarte

Top Mentioned in G9:
@ras_nielsen
@jgschraiber
@magda_skipper
@hollydunsworth
@filthymonkeymen
@niamh_hardiman
@greyingw
@thealiceroberts

Top Mentioned in G10:
@marakotimmy
@geogerry1
@larryje37693468
@moonshadow234
@tony64034441
@dragonblaze
@the_only_doyle
@fisobzy01
@dewey8dewey
@takethatdarwin

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@sectest9
@nosqldigest
@british_airways
@engineersday
@saragomezaranci
@chidambara09
@pmgeezer
@thehill
@andysugs

Top Tweeters in G1:
@engineersday
@andysugs
@stocktexts
@marianhouk
@saeedbaygi
@newyorkdailyjob
@shauncoffey
@drnewbold
@abdulhai23
@wtoc11

Top Tweeters in G2:
@british_airways
@amys_bus_ticket
@drjengunter
@syawal
@newyorker
@dnaed_tech
@westr
@svdmatrix
@swlzxt54w8hdle1
@caulfieldtim

Top Tweeters in G3:
@techreview
@mcgillu
@philippefroguel
@naturecomms
@minouye271
@farmerfunster
@f2harrell
@oxfordmedsci
@cecilejanssens
@knoers

Top Tweeters in G4:
@benstancliff
@santchiweb
@avocalistsrival
@nyaribari_
@tropicalfay
@fellinger
@carmenl27018925
@lorenaflag
@colourspeak
@globalines

Top Tweeters in G5:
@mwforhr
@takethatdarwin
@ebatterson
@scientiapercept
@rockytech
@nosciencedenial
@andyguy
@malo_j
@takethatepi
@carlsmythe

Top Tweeters in G6:
@veritasever
@_mamadeb
@beckyjohnson222
@doritmi
@emmagpaley
@kidoctr
@monstercoyliar
@thereal_truther
@dstluke
@wendyorent

Top Tweeters in G7:
@positivelyjoan
@alain_co
@jodikoberinski
@prometheusgreen
@olivefarmer
@notogmos
@gmwatch
@mbalter
@drkristieleong
@roytindle

Top Tweeters in G8:
@pmgeezer
@eddarrell
@thomaspaine5
@stevesgoddard
@njsnowfan
@iluvco2
@gershuni
@climaterealists
@professing_prof
@jeanjeannie20

Top Tweeters in G9:
@thealiceroberts
@hollydunsworth
@ceballos_gene
@yanivbrandvain
@jgschraiber
@magda_skipper
@robertclab
@koaleszenz
@filthymonkeymen
@samia_elfekih

Top Tweeters in G10:
@dragonblaze
@fisobzy01
@doubledumas
@takethatearth
@keigh_see
@kevinclarkjpi
@captscorch
@jameswzegan85
@hplarc12345
@twatterfull


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