open science, Twitter, 9/6/2021 10:02:05 PM, 261349


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open science_2021-09-06_14-25-57.xlsx
open science_2021-09-06_14-25-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 06, 2021
Short Description:
open science via NodeXL https://bit.ly/3h81cQo
@stevephillipsmd
@kinga_joe
@neurasysr
@erictopol
@joerogan
@foxnews
@eastwood3323
@doris_lean
@godfrey_g_
@perdidostschool

Top hashtags:
#breaking
#openscience
#science
#infografía
#openaccess
#manybabies
#scicomm

Description:
Description
The graph represents a network of 9,202 Twitter users whose tweets in the requested range contained "open science", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 06 September 2021 at 21:38 UTC.

The requested start date was Monday, 06 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 10-hour, 6-minute period from Thursday, 02 September 2021 at 13:52 UTC to Sunday, 05 September 2021 at 23:59 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 : 9202
Unique Edges : 5080
Edges With Duplicates : 11811
Total Edges : 16891
Number of Edge Types : 5
Replies to : 701
Mentions : 2239
Tweet : 1250
Retweet : 5558
MentionsInRetweet : 7143
Self-Loops : 1320
Reciprocated Vertex Pair Ratio : 0.0151735605903139
Reciprocated Edge Ratio : 0.0298935298935299
Connected Components : 1457
Single-Vertex Connected Components : 465
Maximum Vertices in a Connected Component : 3202
Maximum Edges in a Connected Component : 7260
Maximum Geodesic Distance (Diameter) : 36
Average Geodesic Distance : 13.325717
Graph Density : 0.000115368804232816
Modularity : 0.583978
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 9,202 Twitter users whose tweets in the requested range contained "open science", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 06 September 2021 at 21:38 UTC.

The requested start date was Monday, 06 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 10-hour, 6-minute period from Thursday, 02 September 2021 at 13:52 UTC to Sunday, 05 September 2021 at 23:59 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 : open science
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:
[416] https://www.dailymail.co.uk/news/article-9958909/Health-Secretary-Sajid-Javid-plans-make-vaccines-condition-employment-NHS-workers.html?fbclid=IwAR3Ac6fE8FAiw1JNCYISHomeSGk0t4fVIUSVdH470Sb8UhmjiYGi-vL25KM
[22] https://open.spotify.com/show/0FE7QgH5Yq5wcYuG1njzN2
[19] https://www.timeshighereducation.com/opinion/push-open-access-making-science-less-inclusive
[17] https://twitter.com/ringo_ring/status/1434356217208623106
[16] https://plos.org/register-for-open/?utm_medium=social&utm_source=clicktoshare&utm_campaign=s4os&utm_content=intshare
[14] https://twitter.com/madiskarteacads/status/1401235755071000580?s=21
[12] https://twitter.com/siliencep/status/1430835873449332736?s=21
[11] https://zpy.io/ca/e9ad692d
[11] https://plos.org/how-open-is-your-science/?utm_medium=social&utm_source=clicktotweet&utm_campaign=openempowers
[11] https://open.spotify.com/show/6Nux69rftdBeeEXwD8GXrS?si=Q_ShM_EURoK8PU1SohTR7Q

Top URLs in Tweet in G1:
[410] https://www.dailymail.co.uk/news/article-9958909/Health-Secretary-Sajid-Javid-plans-make-vaccines-condition-employment-NHS-workers.html?fbclid=IwAR3Ac6fE8FAiw1JNCYISHomeSGk0t4fVIUSVdH470Sb8UhmjiYGi-vL25KM
[1] https://twitter.com/BenIrvineAuthor/status/1433913308726415371
[1] https://twitter.com/DrSimonAshworth/status/1433908409032744970
[1] https://twitter.com/myconautic/status/1433548743274606594

Top URLs in Tweet in G2:
[22] https://open.spotify.com/show/0FE7QgH5Yq5wcYuG1njzN2
[9] https://twitter.com/ringo_ring/status/1434356217208623106
[4] https://www.express.co.uk/news/science/1485821/vaccine-warning-israel-data-pfizer-vanishes-covid-delta-strain-coronavirus-1485821
[4] https://www.sciencedirect.com/science/article/pii/S014067362101744X
[3] https://science-news.co/dr-michio-kaku-tells-scientists-to-keep-an-open-mind-to-the-idea-of-extraterrestrial-origin-of-ufos/
[3] https://www.popsci.com/animals/tardigrades-walk-like-insects/
[2] https://www.thestarpress.com/story/news/education/2021/09/02/ivy-techs-fisher-building-open-students-construction-continues/5682946001/
[2] https://aas.org/press/aas-journals-open-access
[2] https://www.timeshighereducation.com/opinion/push-open-access-making-science-less-inclusive
[2] https://devdegree.ca/

Top URLs in Tweet in G3:
[8] https://english.alaraby.co.uk/features/vaccine-multilateralism-mena-and-open-source-data-science
[2] https://blogs.bmj.com/bmj/2021/09/03/englands-schools-must-be-made-safe-an-open-letter-to-the-education-secretary/
[1] https://www.newstatesman.com/science-tech/2021/09/new-alliance-between-anti-vaxxers-and-far-right-deadly-threat
[1] https://twitter.com/allthecitizens/status/1433681000115187720?s=20
[1] https://www.youtube.com/watch?v=a4imfAwdFMQ&feature=youtu.be


Top URLs in Tweet in G4:
[16] https://plos.org/register-for-open/?utm_medium=social&utm_source=clicktoshare&utm_campaign=s4os&utm_content=intshare
[13] https://www.timeshighereducation.com/opinion/push-open-access-making-science-less-inclusive
[11] https://plos.org/how-open-is-your-science/?utm_medium=social&utm_source=clicktotweet&utm_campaign=openempowers
[9] https://www.timeshighereducation.com/blog/ukris-new-open-access-policy-will-hinder-open-science
[7] https://scientifica.ch
[6] https://www.researchinformation.info/analysis-opinion/staying-open-open-science-needs
[6] https://ask-open-science.org/1756/should-we-publish-researchers-pledges
[5] https://www.openpharma.blog/blog/weekly-digest/weekly-digest-whats-happening-in-open-science-197/
[5] https://www.iafastro.org/events/iac/iac-2021/gnf/monday-25-october-2021/earth-system-science-open-data-and-open-science-in-support-of-our-planet.html
[4] https://techjobsforgood.com/jobs/9334/

Top URLs in Tweet in G5:
[1] https://open.spotify.com/episode/6J38f4ihDctjqH3KvktBuV?si=wv7VH5LySqGnlx3mSW1q5w&utm_source=copy-link&dl_branch=1
[1] https://www.researchgate.net/publication/351670290_SARS-CoV-2_mass_vaccination_Urgent_questions_on_vaccine_safety_that_demand_answers_from_international_health_agencies_regulatory_authorities_governments_and_vaccine_developers
[1] https://covid19criticalcare.com/covid-19-protocols/
[1] https://www.sciencedirect.com/science/article/abs/pii/S0960076020302764?via%3Dihub
[1] https://thefederalist.com/2021/09/01/dr-scott-atlas-science-killed-itself-over-covid-19/

Top URLs in Tweet in G6:
[5] https://www.dailymail.co.uk/news/article-9958909/Health-Secretary-Sajid-Javid-plans-make-vaccines-condition-employment-NHS-workers.html?fbclid=IwAR3Ac6fE8FAiw1JNCYISHomeSGk0t4fVIUSVdH470Sb8UhmjiYGi-vL25KM
[1] https://twitter.com/makevicgreat/status/1433937861095550976

Top URLs in Tweet in G7:
[1] https://twitter.com/irisvanrooij/status/1433897240465182730
[1] https://computationalcognitivescience.github.io/lovelace/home
[1] https://publish.illinois.edu/bradly-alicea/2021/09/03/start-the-school-year-with-open-data-science/
[1] https://www.sciencedirect.com/science/article/pii/S2666915321001402
[1] https://twitter.com/DialecticalA/status/1433788320870551576

Top URLs in Tweet in G8:
[6] https://www.sciencedirect.com/science/article/pii/S0176268021000033
[1] https://www.sciencedirect.com/science/article/pii/S014067362101744X
[1] https://github.com/heimbergecon/comp-meta

Top URLs in Tweet in G9:
[1] https://databricks.com/company/careers/open-positions

Top URLs in Tweet in G10:
[3] https://vegetativetraining.wordpress.com/medical-psychological-science-needs-to-open-the-eyes/
[2] https://www.scienceathon.org/participate
[2] https://twitter.com/science_a_thon/status/1433181620660424704
[2] https://royalsociety.org/science-events-and-lectures/2021/open-house-2021/?utm_source=twitter&utm_medium=social&utm_campaign=rs-social-open-house-2021
[2] https://www.eventbrite.co.uk/e/university-of-oxford-dphil-in-cancer-science-open-day-registration-166790305293
[1] https://www.theguardian.com/science/2018/aug/29/science-lab-bullying-claims-at-odds-noble-ideals
[1] https://www.nature.com/articles/d41586-019-01728-z
[1] https://science.sciencemag.org/content/373/6558/974
[1] https://geochemistry.group/events/
[1] https://www.rsc.org/journals-books-databases/about-journals/environmental-science-advances

Top Domains
Top Domains in Tweet in Entire Graph:
[451] co.uk
[245] twitter.com
[133] spotify.com
[70] sciencedirect.com
[41] ac.uk
[38] plos.org
[31] timeshighereducation.com
[25] elsevier.com
[23] open.edu
[22] google.com

Top Domains in Tweet in G1:
[410] co.uk
[3] twitter.com

Top Domains in Tweet in G2:
[61] twitter.com
[50] spotify.com
[13] sciencedirect.com
[12] co.uk
[8] smartnews.com
[7] linkedin.com
[6] ac.uk
[6] open.edu
[4] google.com
[4] youtube.com

Top Domains in Tweet in G3:
[8] co.uk
[2] bmj.com
[1] newstatesman.com
[1] twitter.com
[1] youtube.com

Top Domains in Tweet in G4:
[36] plos.org
[27] twitter.com
[22] timeshighereducation.com
[9] researchinformation.info
[9] scientifica.ch
[8] youtube.com
[8] elsevier.com
[6] ask-open-science.org
[6] scienceopen.com
[5] openpharma.blog

Top Domains in Tweet in G5:
[1] spotify.com
[1] researchgate.net
[1] covid19criticalcare.com
[1] sciencedirect.com
[1] thefederalist.com

Top Domains in Tweet in G6:
[5] co.uk
[1] twitter.com

Top Domains in Tweet in G7:
[2] twitter.com
[1] github.io
[1] illinois.edu
[1] sciencedirect.com

Top Domains in Tweet in G8:
[7] sciencedirect.com
[1] github.com

Top Domains in Tweet in G9:
[1] databricks.com

Top Domains in Tweet in G10:
[3] twitter.com
[3] wordpress.com
[2] scienceathon.org
[2] royalsociety.org
[2] co.uk
[1] theguardian.com
[1] nature.com
[1] sciencemag.org
[1] geochemistry.group
[1] rsc.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[350] breaking
[273] openscience
[189] science
[149] infografía
[66] openaccess
[55] manybabies
[47] scicomm
[41] europe
[32] podcast
[28] research



Top Hashtags in Tweet in G1:
[1] breaking

Top Hashtags in Tweet in G2:
[75] science
[17] podcast
[16] pay
[14] research
[9] sciencefiction
[8] english
[8] biology
[8] stats
[8] lab
[8] algebra

Top Hashtags in Tweet in G4:
[239] openscience
[30] openaccess
[17] scicomm
[15] opensource
[12] science
[12] opendata
[8] openscholarship
[8] osfair2021
[8] elifesprint
[8] episode

Top Hashtags in Tweet in G6:
[339] breaking

Top Hashtags in Tweet in G7:
[1] openscience

Top Hashtags in Tweet in G8:
[4] breaking

Top Hashtags in Tweet in G10:
[13] openhouse2021
[7] metascience2021
[3] dayofscience
[2] scienceathon2021
[2] openscience
[2] dphil
[2] cancer
[1] reimagineresearch
[1] openaccess
[1] denärztentrotzen

Top Words
Top Words in Tweet in Entire Graph:
[5160] open
[4653] science
[812] public
[809] based
[708] letter
[648] schools
[647] covid
[633] today
[548] williamson
[547] gavin

Top Words in Tweet in G1:
[511] open
[413] nhsobserver
[411] trust
[410] glad
[410] hounding
[410] weeks
[410] re
[95] ignore
[86] gov
[86] jcvi

Top Words in Tweet in G2:
[606] open
[576] science
[258] comms
[253] college
[146] english
[141] free
[141] commissioner
[140] helper
[136] school
[131] high

Top Words in Tweet in G3:
[427] letter
[427] gavin
[427] williamson
[413] author
[413] bmj_latest
[413] calling
[413] better
[413] covid
[413] measures
[413] schools

Top Words in Tweet in G4:
[370] open
[300] science
[239] #openscience
[125] plos
[112] week
[100] virtual
[95] scientists
[94] september
[94] long
[87] hosting

Top Words in Tweet in G5:
[687] based
[369] science
[365] open
[357] peer
[357] reviewed
[356] decentralized
[356] source
[356] evidence
[355] jordanschachtel
[354] joe

Top Words in Tweet in G6:
[340] public
[340] court
[339] #breaking
[339] member
[339] interrupted
[339] federal
[339] proceedings
[339] community
[339] leaders
[339] fighting

Top Words in Tweet in G7:
[241] open
[223] science
[198] excited
[198] release
[198] living
[198] version
[198] interactive
[198] textbook
[198] theoretical
[198] modeling

Top Words in Tweet in G8:
[217] science
[210] many
[210] eyes
[209] shifted
[209] away
[209] inconvenient
[209] truths
[209] instead
[209] choose
[209] conform

Top Words in Tweet in G9:
[187] berkeley
[187] data
[187] science
[186] looking
[186] product
[185] sanjimu_
[185] hi
[185] tech
[185] twitter
[185] graduate

Top Words in Tweet in G10:
[49] open
[43] science
[34] series
[24] society
[23] royal
[18] excited
[17] launch
[17] 'out
[17] academia
[17] science'

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[669] open,science
[547] gavin,williamson
[471] open,source
[417] measures,schools
[416] glad,open
[416] open,trust
[416] trust,hounding
[416] hounding,weeks
[416] weeks,re
[416] author,letter

Top Word Pairs in Tweet in G1:
[410] glad,open
[410] open,trust
[410] trust,hounding
[410] hounding,weeks
[410] weeks,re
[409] nhsobserver,glad
[86] gov,ignore
[86] ignore,jcvi
[86] jcvi,show
[86] show,absolutely

Top Word Pairs in Tweet in G2:
[131] open,comms
[130] english,science
[123] tula,poem
[123] creative,writing
[122] writing,personal
[122] personal,commissioner
[122] commissioner,server
[122] server,college
[122] college,subjects
[122] subjects,art

Top Word Pairs in Tweet in G3:
[427] gavin,williamson
[413] author,letter
[413] williamson,calling
[413] calling,better
[413] better,covid
[413] covid,measures
[413] measures,schools
[392] co,author
[392] letter,bmj_latest
[392] bmj_latest,today

Top Word Pairs in Tweet in G4:
[244] open,science
[93] week,long
[93] long,virtual
[89] scientists,open
[87] hosting,scientists
[87] science,week
[87] virtual,program
[78] save,dates
[78] dates,13th
[78] 13th,17th

Top Word Pairs in Tweet in G5:
[357] peer,reviewed
[356] decentralized,peer
[356] reviewed,open
[356] open,source
[356] source,evidence
[354] joe,rogan's
[354] rogan's,bro
[354] bro,science
[354] science,decentralized
[353] jordanschachtel,joe

Top Word Pairs in Tweet in G6:
[339] #breaking,member
[339] member,public
[339] public,interrupted
[339] interrupted,federal
[339] federal,court
[339] court,proceedings
[339] proceedings,community
[339] community,leaders
[339] leaders,fighting
[338] ozraeliavi,#breaking

Top Word Pairs in Tweet in G7:
[198] excited,release
[198] release,living
[198] living,version
[198] version,open
[198] open,interactive
[198] interactive,textbook
[198] textbook,theoretical
[198] theoretical,modeling
[198] modeling,cognitive
[198] cognitive,science

Top Word Pairs in Tweet in G8:
[209] science,shifted
[209] shifted,away
[209] away,inconvenient
[209] inconvenient,truths
[209] truths,instead
[209] instead,many
[209] many,choose
[209] choose,conform
[209] conform,manufactured
[209] manufactured,consensus

Top Word Pairs in Tweet in G9:
[187] data,science
[185] hi,tech
[185] tech,twitter
[185] twitter,graduate
[185] graduate,berkeley
[185] berkeley,fall
[185] fall,data
[185] science,major
[185] major,looking
[185] looking,grad

Top Word Pairs in Tweet in G10:
[23] royal,society
[21] open,science
[17] excited,launch
[17] launch,'out
[17] 'out,academia
[17] academia,science'
[17] science',panel
[17] panel,series
[17] series,series
[17] series,showcase

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@blitzsual
@shecandoacad
@univofdelhi
@rachelnotley
@clientttt
@asephiash
@patwiickk
@kyutinaclient
@juliahb1

Top Replied-To in G1:
@nhsobserver
@homely_1_kenobi
@iainf2016
@ryanredmond87
@taco876

Top Replied-To in G2:
@olivyaessays

Top Replied-To in G3:
@trishgreenhalgh

Top Replied-To in G4:
@altuminc
@quantum_sauce
@osframework
@beverleyturner
@johanrooryck
@chrismartenson
@jbintheatx
@queffelecalain1

Top Replied-To in G5:
@pierrekory
@82socrates
@dan83795675
@susanphorton
@wbrown1984
@francispouliot_
@jordanschachtel
@rwmalonemd
@kucharczyk10

Top Replied-To in G6:
@teabagginzombie

Top Replied-To in G7:
@oscnijmegen

Top Replied-To in G8:
@____manu_gupta
@nemesian
@tony9261472295

Top Replied-To in G9:
@sanjimu_

Top Replied-To in G10:
@david_colquhoun
@do_kinder
@daves_jan1968
@threadreaderapp
@diewolfie
@danielfooksart
@iandonald_psych

Top Mentioned
Top Mentioned in Entire Graph:
@nhsobserver
@bmj_latest
@chrischirp
@jordanschachtel
@ozraeliavi
@stevephillipsmd
@irisvanrooij
@sanjimu_
@afpespanol
@shuaibkhan26

Top Mentioned in G1:
@nhsobserver
@montagueterrie
@drkohilathas
@michaelbuerger8
@pauljpitt1967
@goldie6473
@terav_esty
@mmurray_tc
@maizydaizyzzzz
@ozraeliavi

Top Mentioned in G2:
@examsexperts
@idealtutor2020
@sandraessays
@darrabeducation
@hidensityliving
@mskphysiojnl
@moreennjue
@academicpro71
@superiorassign1

Top Mentioned in G3:
@bmj_latest
@chrischirp
@brexit_sham
@kit_yates_maths
@shuaibkhan26
@the_newarab
@allthecitizens
@priceless20201

Top Mentioned in G4:
@plos
@timeshighered
@opensci_news
@miedemaf
@uniutrecht
@robotrrid
@berlinsciweek
@berlinschool_pe
@emilychenette

Top Mentioned in G5:
@jordanschachtel
@rwmalonemd
@cardanohigh
@pierrekory
@saifedean
@ggreenwald
@eraleadermike
@wis10
@jesus
@zandernoriega

Top Mentioned in G6:
@ozraeliavi
@nhsobserver
@montagueterrie
@jordanschachtel

Top Mentioned in G7:
@irisvanrooij
@wkcosmo
@pbatterham
@joftius
@rokwirec
@markblokpoel
@alleninstitute
@acalear
@pinmils
@loufarrer

Top Mentioned in G8:
@stevephillipsmd
@angelareiersen
@heimbergecon
@ozraeliavi
@jordanschachtel
@zone_astronomy
@duppytech
@oldcynicalsad
@retro_sista
@scottmorrisonmp

Top Mentioned in G9:
@sanjimu_

Top Mentioned in G10:
@geochemgroup
@royalsociety
@ijclausen
@howardsteen4
@resurrectiondog
@briannosek
@proftimnoakes
@will_ngiam
@science_a_thon
@eswntweets

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@wweaverbot
@threadreaderapp
@s9tmt
@rk70534
@3novices
@world_news_eng
@kat4obama
@femtech_
@gposers_ffxiv

Top Tweeters in G1:
@heidiec5
@blisstabitha
@z_chrissie
@mgt_coull26
@jan_s_b_459
@shiremoorpotter
@grancake
@ailsaforshaw
@oldbid45
@bobilly10

Top Tweeters in G2:
@wweaverbot
@3novices
@pairsonnalitesn
@dev_discourse
@jackiedeburca
@webissimo
@dal0028751
@rhutthormer
@tanoakira_open
@aibexint

Top Tweeters in G3:
@s9tmt
@sandradunn1955
@curiocat13
@christinejameis
@spanishdan1
@margymayell
@catherinemginn
@aunty_shirley
@lopcute
@hughjaeger

Top Tweeters in G4:
@eraser
@delphine_d
@juliomayol
@steltenpower
@scieducation1
@enerphyschem
@junjudapi
@_open_science_
@timeshighered
@xtaldave

Top Tweeters in G5:
@patriot_girl_tx
@beank511
@beanfrompa
@susaninlaguna
@dregodagreat
@mkjkimk
@wis10
@doubledittos
@cryptocoinage
@funymnjamo

Top Tweeters in G6:
@schwingcat
@fl85
@real_dr_roy
@tweetwen115
@damnoldguy
@davey56jones
@jimhengstenberg
@stgeorgeiscross
@britom1947
@mlw975

Top Tweeters in G7:
@lastpositivist
@readywriting
@tri26
@o_guest
@__tweetinchar__
@hanscees
@revprez
@nanaluvsju
@readingjeannie
@luke_stark

Top Tweeters in G8:
@equateall
@baizuobu
@tedgrunewald
@dandaman4us
@annaalbo2
@moragis_
@krisluvsskiing
@sarahlhl
@johnmarcmail
@mel75801

Top Tweeters in G9:
@ansisegle
@s4th__
@illiam_william
@ladykyellz
@reach2sanket
@sparrowidk
@ayoolafelix
@coreyhaines
@thatchristinag
@imasuen_design

Top Tweeters in G10:
@threadreaderapp
@drumeshprabhu
@andyhammers
@academicchatter
@surveyorx
@david_colquhoun
@office
@dpsisi
@drpetra
@eric0lawton