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pintofscience_2017-09-13_15-30-08.xlsx
pintofscience_2017-09-13_15-30-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 13, 2017
Short Description:
pintofscience via NodeXL http://bit.ly/2eVSdkC
@pintofscience
@pintofsciencefr
@nicolasbeck4
@pphdechant
@eberlmat
@jiveoxford
@val_drouet

Description:
Description
The graph represents a network of 780 Twitter users whose tweets in the requested range contained "pintofscience", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 13 September 2017 at 22:41 UTC.

The requested start date was Wednesday, 13 September 2017 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 73-day, 15-hour, 17-minute period from Saturday, 01 July 2017 at 06:44 UTC to Tuesday, 12 September 2017 at 22:02 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 : 780
Unique Edges : 1516
Edges With Duplicates : 1610
Total Edges : 3126
Self-Loops : 60
Reciprocated Vertex Pair Ratio : 0.0792430514488468
Reciprocated Edge Ratio : 0.146849315068493
Connected Components : 46
Single-Vertex Connected Components : 10
Maximum Vertices in a Connected Component : 658
Maximum Edges in a Connected Component : 2974
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.574491
Graph Density : 0.00300352193805339
Modularity : 0.404776
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[10] http://www.bristolsuwelcome.org.uk/events/pint-of-science/
[8] http://justoginer.com/2016/09/08/la-ciencia-no-pierde-el-tiempo-en-los-bares/?utm_source=blogsterapp&utm_medium=Twitter
[8] https://particlegadgeteering.wordpress.com/2017/07/28/3d-dreams/
[7] https://pintofscience.fr/event/la-science--contre-pied-
[7] https://pintofscience.fr/
[6] https://www.facebook.com/events/1575212592499302/?acontext=%7B%22action_history%22%3A%22%5B%7B%5C%22surface%5C%22%3A%5C%22page%5C%22%2C%5C%22mechanism%5C%22%3A%5C%22page_upcoming_events_card%5C%22%2C%5C%22extra_data%5C%22%3A%5B%5D%7D%5D%22%2C%22has_source%22%3Atrue%7D
[6] https://www.youtube.com/watch?v=2zECKt1Zfy0
[5] https://www.bristolsu.org.uk/events/pint-of-science
[4] https://pintofscience.co.uk/event/pint-of-science-bristol-su-welcome-week
[4] https://www.eventbrite.co.uk/e/utopiadystopia-the-good-the-bad-and-the-basics-of-machine-learning-tickets-37417380392

Top URLs in Tweet in G1:
[4] http://www.babraham.ac.uk/get-involved/engagement-blog/blog/2017/07/speaking-about-genome-folding-in-a-pub--my-pint-of-science-experience
[3] https://particlegadgeteering.wordpress.com/2017/07/28/3d-dreams/
[2] https://www.slideshare.net/jachapman82/empowering-female-mappers-in-rural-tanzania-hot-summit-2017-crowd2-map
[2] https://pintofscience.co.uk/event/sex-bugs--border-control
[2] http://clutter.errantscience.com/2017/07/03/a-brief-history-of-an-early-career-researcher/
[2] http://scienceasadestiny.blogspot.co.uk/2017/07/from-one-conference-to-another-in.html
[2] https://www.overleaf.com/blog/518-exciting-news-sharelatex-is-joining-overleaf#.WXCrCb5M3rU.twitter
[2] https://www.thenakedscientists.com/articles/science-features/mind-brain-how-ocd-patients-get-stuck-thoughts-and-behaviours?utm_content=buffer10eb8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.youtube.com/watch?v=MI4Yes4EAho&sns=tw
[1] https://twitter.com/i/web/status/877600476807675904

Top URLs in Tweet in G2:
[7] https://pintofscience.fr/event/la-science--contre-pied-
[3] https://pintofscience.fr/
[2] https://www.pintofscience.ca/mtl-fr-2017
[1] https://www.theguardian.com/culture/2017/jul/19/arts-can-help-recovery-from-illness-and-keep-people-well-report-says?CMP=share_btn_tw
[1] https://twitter.com/i/web/status/885520602760699904
[1] https://twitter.com/i/web/status/894919066976223232
[1] https://twitter.com/i/web/status/894952410543771648
[1] https://twitter.com/i/web/status/893108694753439744
[1] https://twitter.com/i/web/status/894856700221673474
[1] https://pintofscience.fr/event/lafter-de-pint-of-science

Top URLs in Tweet in G3:
[3] https://bitesofscienceblog.wordpress.com/2017/09/08/part-2-a-watery-grave/
[1] https://twitter.com/i/web/status/906079668863950852
[1] https://twitter.com/i/web/status/888303374227177472
[1] https://twitter.com/i/web/status/900387614678802433
[1] https://twitter.com/i/web/status/899687197082877953
[1] https://twitter.com/i/web/status/892056852544061441
[1] https://twitter.com/i/web/status/899665972939960320
[1] https://twitter.com/i/web/status/899677463797800961
[1] https://twitter.com/i/web/status/899656242083360768
[1] https://twitter.com/i/web/status/899667748934037504

Top URLs in Tweet in G4:
[5] https://www.facebook.com/events/1575212592499302/?acontext=%7B%22action_history%22%3A%22%5B%7B%5C%22surface%5C%22%3A%5C%22page%5C%22%2C%5C%22mechanism%5C%22%3A%5C%22page_upcoming_events_card%5C%22%2C%5C%22extra_data%5C%22%3A%5B%5D%7D%5D%22%2C%22has_source%22%3Atrue%7D
[3] https://www.facebook.com/events/1396120517101671/
[1] https://twitter.com/i/web/status/907718129295478785
[1] https://twitter.com/i/web/status/887399869043920903
[1] https://twitter.com/i/web/status/887609593018372097
[1] https://twitter.com/i/web/status/888472134908956676
[1] https://twitter.com/i/web/status/888019673643700224
[1] https://twitter.com/i/web/status/892396011687211008
[1] https://twitter.com/i/web/status/887328458724061184
[1] https://twitter.com/i/web/status/887614489604108289

Top URLs in Tweet in G5:
[3] https://twitter.com/Tellina86/status/882155245958246400
[1] https://pintofscience.co.uk/event/how-to-make-and-break-a-heart
[1] https://pintofscience.co.uk/event/stem-cells-to-the-rescue
[1] https://twitter.com/i/web/status/849285945513967616
[1] https://twitter.com/i/web/status/862979917889384448
[1] https://twitter.com/i/web/status/882155245958246400
[1] https://twitter.com/i/web/status/849219901059477505

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/901864232274276352
[1] https://twitter.com/i/web/status/901862872875225088
[1] https://twitter.com/i/web/status/901880093278171136
[1] https://twitter.com/i/web/status/890145112516415488

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/885124196677844993
[1] https://twitter.com/i/web/status/884819814765797377
[1] https://twitter.com/i/web/status/888391024753725440
[1] https://twitter.com/i/web/status/884825363171475457
[1] https://twitter.com/i/web/status/884822090528022528
[1] https://twitter.com/i/web/status/888389276190334976
[1] https://twitter.com/i/web/status/856972955179528194
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=116819

Top URLs in Tweet in G8:
[1] http://www.rigb.org/about/work-with-us/jobs/christmas-lectures-assistant-2017

Top URLs in Tweet in G9:
[4] https://www.eventbrite.co.uk/e/utopiadystopia-the-good-the-bad-and-the-basics-of-machine-learning-tickets-37417380392
[1] https://twitter.com/GunmakersBrum/status/882150052172574720
[1] https://www.eventbrite.co.uk/e/tippling-tales-watts-new-tall-tales-about-science-tickets-34231719996
[1] https://twitter.com/i/web/status/883996546907484160
[1] https://twitter.com/hamlettcae/status/881072019923759104

Top URLs in Tweet in G10:
[10] http://www.bristolsuwelcome.org.uk/events/pint-of-science/
[4] https://www.bristolsu.org.uk/events/pint-of-science
[4] https://pintofscience.co.uk/event/pint-of-science-bristol-su-welcome-week
[1] https://twitter.com/i/web/status/905746359470493696
[1] https://twitter.com/i/web/status/906136112770506753
[1] https://twitter.com/i/web/status/900381615897153536
[1] https://twitter.com/i/web/status/901255734469566465

Top Domains
Top Domains in Tweet in Entire Graph:
[291] twitter.com
[33] co.uk
[18] org.uk
[18] pintofscience.fr
[11] wordpress.com
[11] youtube.com
[9] facebook.com
[9] fb.me
[8] justoginer.com
[4] ac.uk

Top Domains in Tweet in G1:
[30] twitter.com
[11] co.uk
[4] ac.uk
[3] wordpress.com
[2] slideshare.net
[2] errantscience.com
[2] overleaf.com
[2] senseaboutscience.org
[2] thenakedscientists.com
[2] vividbiology.com

Top Domains in Tweet in G2:
[152] twitter.com
[11] pintofscience.fr
[2] pintofscience.ca
[1] theguardian.com
[1] facebook.com
[1] youtube.com

Top Domains in Tweet in G3:
[12] twitter.com
[3] wordpress.com

Top Domains in Tweet in G4:
[11] twitter.com
[8] facebook.com

Top Domains in Tweet in G5:
[7] twitter.com
[2] co.uk

Top Domains in Tweet in G6:
[4] twitter.com

Top Domains in Tweet in G7:
[7] twitter.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G8:
[1] rigb.org

Top Domains in Tweet in G9:
[5] co.uk
[3] twitter.com

Top Domains in Tweet in G10:
[14] org.uk
[4] twitter.com
[4] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[185] pint17
[71] pintofscience
[38] scicomm
[21] pint16
[19] xmaslectures
[19] realtimechem
[9] startbristoluni
[9] cardiff
[9] science
[8] ucl



Top Hashtags in Tweet in G1:
[63] pint17
[10] pint16
[7] pintofscience
[6] sheffield
[4] tanzania
[4] cbg
[3] safarilounge
[3] concentrate
[3] norwich
[3] atomstogalaxies

Top Hashtags in Tweet in G2:
[16] pint17
[5] scicomm
[5] ipaday
[4] pintofscience
[3] pint16
[1] liquidhappiness
[1] theliquidcometh
[1] xmaslectures
[1] realtimechem
[1] lifeafterlab

Top Hashtags in Tweet in G3:
[1] scicomm
[1] pint17
[1] careergoals
[1] phdchat
[1] science

Top Hashtags in Tweet in G4:
[7] lifesciences
[5] norwich

Top Hashtags in Tweet in G5:
[7] ucl
[6] pint16
[4] pint17
[2] heart
[2] beer
[2] pub
[2] blood
[2] howtomendabrokenheart

Top Hashtags in Tweet in G6:
[5] cybersecurity
[4] uobworldscollide

Top Hashtags in Tweet in G7:
[9] cardiff
[8] pint17
[2] immunotherapy
[1] publicist

Top Hashtags in Tweet in G8:
[17] scicomm
[17] xmaslectures
[17] realtimechem

Top Hashtags in Tweet in G9:
[6] jqfest
[6] hockleygold
[6] pint17
[4] machinelearning
[1] sciencefiction
[1] beer

Top Hashtags in Tweet in G10:
[9] startbristoluni
[1] bristolcouncil
[1] libraries
[1] bristol

Top Words
Top Words in Tweet in Entire Graph:
[460] Words in Sentiment List#1: Positive
[70] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[12173] Non-categorized Words
[12703] Total Words
[756] pintofscience
[185] pint17
[183] fetescience
[137] semainecerveau
[120] science

Top Words in Tweet in G1:
[186] pintofscience
[63] pint17
[37] science
[35] talk
[32] one
[31] inside
[29] stories
[29] mentioned
[29] computers
[29] stick

Top Words in Tweet in G2:
[203] pintofscience
[183] fetescience
[137] semainecerveau
[117] nuitchercheurs
[114] lyonscifr
[109] alexandra_gros
[90] cerveauenargot
[84] christophe_rodo
[46] pintofsciencefr
[41] pour

Top Words in Tweet in G3:
[16] pintofscience
[9] iamscicomm
[6] water
[6] zannaclay
[6] sciencemagazine
[5] scibloghub
[4] steve_x
[3] fact
[3] better
[3] drown

Top Words in Tweet in G4:
[39] pintofscience
[19] infraredrum
[16] norwichscifest
[10] science
[9] norwichas
[8] brilliant
[7] lifesciences
[7] events
[7] year's
[7] ft

Top Words in Tweet in G5:
[22] pintofscience
[15] ucl
[7] maj_tata
[7] sejjarp
[6] bgwmc
[6] pint16
[5] tellina86
[5] join
[5] part
[5] team

Top Words in Tweet in G6:
[14] pintofscience
[10] shambalafest
[9] 5683monkey
[8] performance
[8] leolodreamland
[7] music
[6] great
[5] speaking
[5] cybersecurity
[5] time

Top Words in Tweet in G7:
[18] pintofscience
[9] cardiff
[8] pint17
[7] team
[5] sehoey
[5] emmacampbell171
[5] sil4sci
[5] rebekahetmoore
[5] mickynairn
[4] engagewithcu

Top Words in Tweet in G8:
[17] love
[17] scicomm
[17] ri_science
[17] looking
[17] year's
[17] xmaslectures
[17] assistant
[17] realtimechem
[17] pintofscience
[16] saifulchemistry

Top Words in Tweet in G9:
[17] pintofscience
[14] brumhour
[13] brumscicomm
[10] gunmakersbrum
[7] jqbid
[7] jqopenstudios
[6] met
[6] jqfest
[6] hockleygold
[6] pint17

Top Words in Tweet in G10:
[19] bristol_su
[17] pintofscience
[16] week
[13] djmylt
[13] welcome
[11] free
[11] tickets
[10] pint
[10] science
[9] until

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[157] pintofscience,fetescience
[137] fetescience,semainecerveau
[117] semainecerveau,nuitchercheurs
[114] nuitchercheurs,lyonscifr
[90] lyonscifr,cerveauenargot
[85] alexandra_gros,pintofscience
[38] cerveauenargot,lacuriosphere
[37] pint,science
[37] christophe_rodo,pintofscience
[35] pintofscience,pint17

Top Word Pairs in Tweet in G1:
[32] pintofscience,talk
[29] one,stories
[29] stories,mentioned
[29] mentioned,pintofscience
[29] talk,computers
[29] computers,stick
[29] stick,inside
[29] inside,ourselves
[28] edent,one
[23] ourselves,litt

Top Word Pairs in Tweet in G2:
[157] pintofscience,fetescience
[137] fetescience,semainecerveau
[117] semainecerveau,nuitchercheurs
[114] nuitchercheurs,lyonscifr
[90] lyonscifr,cerveauenargot
[85] alexandra_gros,pintofscience
[38] cerveauenargot,lacuriosphere
[37] christophe_rodo,pintofscience
[33] peppeganga,christophe_rodo
[28] lacuriosphere,blognbrain

Top Word Pairs in Tweet in G3:
[6] zannaclay,sciencemagazine
[4] pintofscience,iamscicomm
[3] fact,better
[3] better,drown
[3] drown,salt
[3] salt,water
[3] water,fresh
[3] fresh,water
[3] water,scibloghub
[3] scibloghub,ukblog_rt

Top Word Pairs in Tweet in G4:
[10] infraredrum,pintofscience
[7] brilliant,lifesciences
[7] lifesciences,events
[7] events,year's
[7] year's,norwichscifest
[7] norwichscifest,pintofscience
[7] pintofscience,ft
[7] ft,johninnescentre
[7] johninnescentre,science
[6] pintofscience,brilliant

Top Word Pairs in Tweet in G5:
[5] part,ucl
[5] ucl,team
[5] team,pintofscience
[5] pintofscience,recruiting
[5] recruiting,ucl
[5] ucl,uclmaps
[5] uclmaps,uclpophealthsci
[5] uclpophealthsci,uclmedphys
[4] stem,cells
[4] tellina86,part

Top Word Pairs in Tweet in G6:
[5] 5683monkey,shambalafest
[5] shambalafest,pintofscience
[5] speaking,cybersecurity
[5] great,story
[5] story,using
[5] using,ligo
[5] ligo,data
[5] data,create
[5] create,music
[5] music,live

Top Word Pairs in Tweet in G7:
[5] pintofscience,sehoey
[5] sehoey,emmacampbell171
[4] great,pintofscience
[4] pintofscience,talks
[4] talks,today
[4] today,looking
[4] looking,forward
[4] forward,tomorrow's
[4] tomorrow's,pint17
[4] pint17,littlemancoffee

Top Word Pairs in Tweet in G8:
[17] love,scicomm
[17] scicomm,ri_science
[17] ri_science,looking
[17] looking,year's
[17] year's,xmaslectures
[17] xmaslectures,assistant
[17] assistant,realtimechem
[17] realtimechem,pintofscience
[16] saifulchemistry,love

Top Word Pairs in Tweet in G9:
[7] brumhour,brumscicomm
[7] brumscicomm,jqopenstudios
[6] pintofscience,met
[6] met,jqbid
[6] jqbid,jqfest
[6] jqfest,hockleygold
[6] hockleygold,pint17
[6] pint17,brumhour
[6] gunmakersbrum,pintofscience
[4] next,sci

Top Word Pairs in Tweet in G10:
[13] welcome,week
[12] bristol_su,pintofscience
[10] pint,science
[7] free,here
[6] two,weeks
[6] weeks,until
[6] until,pint
[6] science,welcome
[6] week,tickets
[6] tickets,free

Top Replied-To
Top Replied-To in Entire Graph:
@alexandra_gros
@pintofscience
@christophe_rodo
@foretdesciences
@elocha19
@infraredrum
@shettyshet
@so2_optimism
@catcvicente
@norfolkstarwatc

Top Replied-To in G1:
@pintofscience
@funsizesuze
@hammerfeather
@mickynairn
@jamespblloyd
@84sarahmarie
@sophtalkssci
@bengoldacre
@nattatouillez
@vividbiology

Top Replied-To in G2:
@alexandra_gros
@pintofscience
@christophe_rodo
@foretdesciences
@elocha19
@shettyshet
@peppeganga
@kalgan_
@pierrekerner
@jmcourty

Top Replied-To in G3:
@iamscicomm
@saragarstecka
@drkamalamv
@inascienceworld
@mickynairn
@steve_x
@zannaclay
@mandyprintmaker

Top Replied-To in G4:
@infraredrum
@norfolkstarwatc
@exohugh
@thelabartist
@chris_grimmer
@martin_mahony
@chris_greenf

Top Replied-To in G6:
@5683monkey

Top Replied-To in G7:
@mickynairn
@engagewithcu
@sil4sci

Top Replied-To in G9:
@gunmakersbrum

Top Replied-To in G10:
@aphillips44
@pintofscience

Top Mentioned
Top Mentioned in Entire Graph:
@pintofscience
@fetescience
@semainecerveau
@nuitchercheurs
@lyonscifr
@cerveauenargot
@christophe_rodo
@alexandra_gros
@pintofsciencefr
@peppeganga

Top Mentioned in G1:
@pintofscience
@edent
@babrahaminst
@resilcoast
@stuartashing
@brainbox_init
@claralnovo
@darylburdon
@berthadochouse
@hindawi

Top Mentioned in G2:
@fetescience
@pintofscience
@semainecerveau
@nuitchercheurs
@lyonscifr
@cerveauenargot
@christophe_rodo
@alexandra_gros
@pintofsciencefr
@peppeganga

Top Mentioned in G3:
@pintofscience
@sciencemagazine
@scibloghub
@zannaclay
@iamscicomm
@ukblog_rt
@steve_x
@bitesofscience
@creativerxns

Top Mentioned in G4:
@pintofscience
@norwichscifest
@infraredrum
@norwichas
@johninnescentre
@peoplesastro
@theyorknorwich
@shaunreylec
@ueaenv
@uongeography

Top Mentioned in G5:
@pintofscience
@ucl
@maj_tata
@sejjarp
@bgwmc
@tellina86
@uclmaps
@uclpophealthsci
@uclmedphys
@ruhrberglab

Top Mentioned in G6:
@pintofscience
@shambalafest
@leolodreamland
@ligo
@5683monkey
@uobengage
@pinto
@cplberry
@ydoow

Top Mentioned in G7:
@pintofscience
@sehoey
@emmacampbell171
@rebekahetmoore
@sil4sci
@littlemancoffee
@cardiffuni
@engagewithcu
@mickynairn
@jennkylam

Top Mentioned in G8:
@ri_science
@pintofscience
@saifulchemistry

Top Mentioned in G9:
@pintofscience
@brumhour
@brumscicomm
@jqbid
@jqopenstudios
@gunmakersbrum
@westmidshour
@pubhd_brum
@bpswestmids
@wirebirmingham

Top Mentioned in G10:
@bristol_su
@pintofscience
@djmylt
@ultrahaptics
@sonic_bruce
@bristolitalian
@aphillips44
@pi
@quantuminconvo
@pintofsc

Top Tweeters
Top Tweeters in Entire Graph:
@roomeezon
@asher_wolf
@der_bluthund
@3wombats
@femalebloggerrt
@eigensinn83
@starryvibes
@kcarruthers
@paul_trembath
@corruptnsw

Top Tweeters in G1:
@asher_wolf
@der_bluthund
@3wombats
@eigensinn83
@kcarruthers
@paul_trembath
@corruptnsw
@jaykelly26
@absalomedia
@realscientists

Top Tweeters in G2:
@starryvibes
@igorcarron
@grb090423
@shettyshet
@maybeegreen
@mixlamalice
@papeekaboo
@flowjag
@lherbioriste
@pierrekerner

Top Tweeters in G3:
@femalebloggerrt
@ukblog_rt
@groweatgift
@iamscicomm
@evil_mara
@steve_x
@sciencemagazine
@sotonbloggers
@mandyprintmaker
@aimee_e27

Top Tweeters in G4:
@russhogarth
@peoplesastro
@chris_greenf
@norwichas
@norfolkstarwatc
@shaunreylec
@chris_grimmer
@exohugh
@thelabartist
@proflaurabow

Top Tweeters in G5:
@thebhf
@amibanerjee1
@synapticlee
@mapimx
@bgwmc
@health_eng
@ucl
@deana26845723
@uclmaps
@botanistbriggs

Top Tweeters in G6:
@utarsystems
@joshuarkittle
@5683monkey
@coralfrog
@cuevas27
@leolodreamland
@shambalafest
@cplberry
@doublejake
@cmdannca

Top Tweeters in G7:
@jivecardiff
@sarahezekiel
@cardiffuni
@uclm_es
@unisouthampton
@mickynairn
@engagewithcu
@littlemancoffee
@cupublicevents
@thecrick

Top Tweeters in G8:
@kevinpbreslin
@kirstie_j
@ri_science
@academyjobs
@kevin_fong
@jm8997
@jopackaj
@andrestrujado
@drvaleskating
@v_giampietro

Top Tweeters in G9:
@calcaware
@brumhour
@westmidshour
@aaabbottstories
@1truclaretnblu
@meisshaily
@twotowersale
@gunmakersbrum
@wirebirmingham
@jqbid

Top Tweeters in G10:
@pi
@bristol_su
@bristollatest
@saveredlandlibr
@jimmyhugge
@sonic_bruce
@bristolitalian
@ultrahaptics
@uobrisppn
@djmylt