open science, Twitter, 12/25/2018 4:25:06 PM, 179673


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open science_2018-12-25_06-53-34.xlsx
open science_2018-12-25_06-53-34.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 25, 2018
Short Description:
open science via NodeXL http://bit.ly/2CyrN5i
@_open_science_
@alc_anthro
@friendsoscience
@mlbinwa
@osframework
@jwspry
@schmoop0521
@golfergirl2018
@asmodeeuk
@runninghippo

Top hashtags:
#rt
#follow
#boardgameadventcalendar
#win
#scicomm
#openscience
#science

Description:
Description
The graph represents a network of 6,622 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 Tuesday, 25 December 2018 at 14:55 UTC.

The requested start date was Tuesday, 25 December 2018 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 16-hour, 44-minute period from Thursday, 20 December 2018 at 08:16 UTC to Tuesday, 25 December 2018 at 01:00 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 : 6622
Unique Edges : 8059
Edges With Duplicates : 2044
Total Edges : 10103
Number of Edge Types : 3
Tweet : 1224
Mentions : 8435
Replies to : 444
Self-Loops : 1224
Reciprocated Vertex Pair Ratio : 0.0278258554120623
Reciprocated Edge Ratio : 0.0541450777202073
Connected Components : 1102
Single-Vertex Connected Components : 478
Maximum Vertices in a Connected Component : 2473
Maximum Edges in a Connected Component : 5614
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.868339
Graph Density : 0.000176077772731127
Modularity : 0.756448
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[81] https://arstechnica.com/science/2018/12/the-cradle-of-open-access-rising-star-digs-for-more-than-fossils-with-its-work/
[53] https://www.nature.com/articles/d41586-018-07847-3?utm_source=twt_nnc&utm_medium=social&utm_campaign=naturenews&sf204740991=1
[45] http://blog.scienceopen.com/2018/12/open-science-is-the-future-already-here/
[32] https://www.nature.com/articles/d41586-018-07847-3?utm_source=twt_nnc&utm_medium=social&utm_campaign=naturenews&sf204740990=1
[24] https://t.me/orvium
[22] https://orvium.io/
[21] https://cos.io/top/
[21] https://arstechnica.com/science/2018/12/the-cradle-of-open-access-rising-star-digs-for-more-than-fossils-with-its-work/?comments=1
[15] https://arstechnica.com/science/2018/12/the-cradle-of-open-access-rising-star-digs-for-more-than-fossils-with-its-work/?fbclid=IwAR08eU2gyO6aSkinwJBeW_xB1jDBWKvl2UzeDbqj-mn1sEjlY9nI6f0a2bg
[15] http://www.inspiringgirls.org/

Top URLs in Tweet in G2:
[24] https://t.me/orvium
[17] https://orvium.io/
[7] https://twitter.com/caballerogill/status/1076692334740471808
[6] https://www.ncdc.noaa.gov/billions/
[4] https://noetic.org/blog/dominic-olivo/world-our-hands
[4] https://twitter.com/onebrownbread/status/1076497284261707777
[4] https://shop.spreadshirt.com/numfocus/
[4] https://www.wonkmagazine.co.uk/advent-calendar
[3] https://twitter.com/petersuber/status/1075468808788303873
[3] https://sealionbowl.org/

Top URLs in Tweet in G3:
[29] https://arstechnica.com/science/2018/12/the-cradle-of-open-access-rising-star-digs-for-more-than-fossils-with-its-work/
[10] https://arstechnica.com/?p=1429411
[8] http://jobseek.us/?searchTerm=Computer%2FSoftware
[6] https://arstechnica.com/?p=1429411&utm_source=dlvr.it&utm_medium=twitter
[5] https://orvium.io/
[5] http://www.unique.edu.pk
[4] https://novobrief.com/cien-ai-data-science-center-barcelona/7819/
[3] https://www.univie.ac.at/voeb/blog/?p=48018
[3] https://www.foxnews.com/science/rare-open-beehive-in-virginia-stuns-wildlife-expert
[3] https://www.nature.com/articles/d41586-018-07847-3

Top URLs in Tweet in G4:
[42] http://blog.scienceopen.com/2018/12/open-science-is-the-future-already-here/
[21] https://cos.io/top/
[12] https://twitter.com/lancspsychres/status/1075419165018742785
[11] https://www.reddit.com/r/Open_Science/comments/a8a9dl/new_podcast_episode_the_future_of_open_science/?utm_source=ifttt
[8] https://igdore.org/osm2019/
[5] http://blog.scienceopen.com/2018/11/scienceopen-countdown-calendar-to-new-year-2019/
[5] http://stevenhill.org.uk/open-science-public-engagement/
[5] https://bibliosan20.wordpress.com/2018/12/21/online-il-primo-modulo-dellopen-science-mooc/
[4] https://www.scienceopen.com/search#collection/78e86ce2-7e2a-4c15-9325-12b4d7c376b5
[4] https://cos.io/badges/

Top URLs in Tweet in G6:
[1] https://www.sciencedirect.com/science/article/abs/pii/S0305750X16304867
[1] https://twitter.com/EcoSenseNow/status/1076382079032602627

Top URLs in Tweet in G7:
[1] https://osf.io/gpm6n/
[1] https://twitter.com/AtheistMomaBear/status/1076915237213929472

Top URLs in Tweet in G9:
[52] https://www.nature.com/articles/d41586-018-07847-3?utm_source=twt_nnc&utm_medium=social&utm_campaign=naturenews&sf204740991=1
[31] https://www.nature.com/articles/d41586-018-07847-3?utm_source=twt_nnc&utm_medium=social&utm_campaign=naturenews&sf204740990=1
[1] https://www.nature.com/immersive/d41586-018-07683-5/index.html?sf204567900=1#smits
[1] http://ow.ly/umE830n3Tw5

Top URLs in Tweet in G10:
[43] https://arstechnica.com/science/2018/12/the-cradle-of-open-access-rising-star-digs-for-more-than-fossils-with-its-work/
[21] https://arstechnica.com/science/2018/12/the-cradle-of-open-access-rising-star-digs-for-more-than-fossils-with-its-work/?comments=1
[15] https://arstechnica.com/science/2018/12/the-cradle-of-open-access-rising-star-digs-for-more-than-fossils-with-its-work/?fbclid=IwAR08eU2gyO6aSkinwJBeW_xB1jDBWKvl2UzeDbqj-mn1sEjlY9nI6f0a2bg
[1] https://twitter.com/PerotMuseumCEHJ/status/1075787231992913925

Top Domains
Top Domains in Tweet in Entire Graph:
[287] twitter.com
[137] arstechnica.com
[99] nature.com
[79] scienceopen.com
[60] spotify.com
[38] co.uk
[35] youtube.com
[33] sciencedirect.com
[32] t.me
[31] ac.uk

Top Domains in Tweet in G2:
[148] twitter.com
[31] t.me
[19] orvium.io
[18] co.uk
[17] youtube.com
[10] neuroblogsdaily.com
[6] okt.to
[6] wordpress.com
[6] nytimes.com
[6] noaa.gov

Top Domains in Tweet in G3:
[47] arstechnica.com
[37] twitter.com
[30] spotify.com
[14] facebook.com
[11] lnkd.in
[10] nature.com
[10] co.uk
[8] jobseek.us
[7] edu.pk
[6] sciencedirect.com

Top Domains in Tweet in G4:
[76] scienceopen.com
[27] twitter.com
[27] cos.io
[15] reddit.com
[8] igdore.org
[5] org.uk
[5] wordpress.com
[4] soundcloud.com
[4] arj.no
[3] go.jp

Top Domains in Tweet in G6:
[1] sciencedirect.com
[1] twitter.com

Top Domains in Tweet in G7:
[1] osf.io
[1] twitter.com

Top Domains in Tweet in G9:
[84] nature.com
[1] ow.ly

Top Domains in Tweet in G10:
[79] arstechnica.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[758] rt
[756] follow
[755] boardgameadventcalendar
[755] win
[509] scicomm
[307] openscience
[245] science
[107] openaccess
[61] research
[45] submissions



Top Hashtags in Tweet in G1:
[756] rt
[754] boardgameadventcalendar
[754] follow
[754] win
[2] boardgames
[2] tabletop

Top Hashtags in Tweet in G2:
[467] scicomm
[184] openscience
[123] science
[42] research
[39] orvium
[37] openaccess
[33] peerreview
[32] publishing
[29] blockchain
[29] orv

Top Hashtags in Tweet in G3:
[40] science
[10] research
[9] jobs
[8] engineering
[8] jobseek
[8] jobsin
[6] datascience
[5] openaccess
[5] technology
[5] openscience

Top Hashtags in Tweet in G4:
[65] openscience
[19] opensciencetalk
[17] scienceopen
[10] openaccess
[6] countdown
[6] gratitude
[5] collection
[5] pregnancy
[5] sipcardiff
[4] christmas

Top Hashtags in Tweet in G7:
[1] meded
[1] scicomm

Top Hashtags in Tweet in G9:
[1] scicomm

Top Hashtags in Tweet in G10:
[17] risingstar
[15] openaccess
[7] festivefossilfriday
[5] risingstarexpedition
[3] fossilfriday
[3] homonaledi
[1] scienceisasocialprocess
[1] paleoanthropology
[1] arstechnica

Top Words
Top Words in Tweet in Entire Graph:
[4665] Words in Sentiment List#1: Positive
[1470] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[133297] Non-categorized Words
[139433] Total Words
[3721] science
[2889] open
[903] day
[787] follow
[774] museum

Top Words in Tweet in G1:
[756] day
[754] boardgameadventcalendar
[754] 22
[754] timeline
[754] science
[754] museum
[754] simply
[754] follow
[754] chance
[754] win

Top Words in Tweet in G2:
[473] scicomm
[320] science
[184] openscience
[110] open
[107] research
[84] s
[80] more
[77] out
[76] new
[72] orvium

Top Words in Tweet in G3:
[481] open
[462] science
[90] new
[81] more
[69] s
[64] data
[62] 2019
[57] access
[56] research
[45] computer

Top Words in Tweet in G4:
[285] open
[235] science
[129] science_open
[89] future
[67] openscience
[66] new
[64] jpcouzinie
[64] gorssestephane
[63] bmatb
[60] fdegeuser

Top Words in Tweet in G5:
[7] open
[7] science
[6] nullifidian222
[4] julieamclean
[4] gregcampnc
[3] jimmatisi
[3] aprilligeia
[3] doesnabout
[3] x_bikinibear_x
[3] shabbaranksbro

Top Words in Tweet in G6:
[9] open
[7] science
[5] tangomitteckel
[5] jaggermickoz
[5] poebrianl
[4] bradschrag
[4] jpiersm
[4] sylviad32911201
[4] sueytonius
[4] brandonrgates

Top Words in Tweet in G7:
[38] m
[23] science
[20] medicine
[19] hello
[19] western
[19] doctor
[19] family
[19] physician
[19] trained
[19] arts

Top Words in Tweet in G8:
[13] science
[12] open
[9] realdonaldtrump
[8] t
[4] don
[3] yes
[3] books
[3] used
[3] foxnews
[3] border

Top Words in Tweet in G9:
[89] science
[89] open
[88] access
[87] naturenews
[83] 2019
[83] gene
[83] editing
[83] biosafety
[83] rethink
[83] set

Top Words in Tweet in G10:
[71] new
[59] rising
[59] star
[40] cradle
[36] open
[34] paleoanthropology
[33] found
[33] species
[33] now
[33] find

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[769] science,museum
[759] day,22
[755] boardgameadventcalendar,day
[755] 22,timeline
[755] timeline,science
[755] museum,simply
[755] simply,follow
[755] follow,chance
[755] chance,win
[754] asmodeeuk,boardgameadventcalendar

Top Word Pairs in Tweet in G1:
[754] boardgameadventcalendar,day
[754] day,22
[754] 22,timeline
[754] timeline,science
[754] science,museum
[754] museum,simply
[754] simply,follow
[754] follow,chance
[754] chance,win
[753] asmodeeuk,boardgameadventcalendar

Top Word Pairs in Tweet in G2:
[36] open,science
[28] check,out
[28] science,peerreview
[26] peerreview,openscience
[25] openscience,publishing
[21] orv,orvium
[21] orvium,science
[20] authors,research
[20] publishing,authors
[18] going,through

Top Word Pairs in Tweet in G3:
[56] open,access
[43] open,science
[42] rising,star
[34] open,source
[32] computer,science
[31] data,science
[27] cradle,open
[27] access,rising
[27] star,digs
[27] digs,more

Top Word Pairs in Tweet in G4:
[208] open,science
[64] jpcouzinie,gorssestephane
[47] bmatb,jpcouzinie
[45] bat__go,bmatb
[39] gorssestephane,angusjwilkinson
[38] fdegeuser,bat__go
[37] science,future
[37] future,already
[37] already,here
[36] angusjwilkinson,science_open

Top Word Pairs in Tweet in G5:
[3] dariusconquis,fruitchicken1
[3] halcyondon,foofly
[3] foofly,crypt_oguru
[3] crypt_oguru,nullifidian222
[3] nullifidian222,gregcampnc
[3] gregcampnc,takethatepi
[3] takethatepi,xiphosb4
[3] nuckchorris16,malo_j
[3] malo_j,schmoop0521
[3] schmoop0521,randolf828

Top Word Pairs in Tweet in G6:
[3] craigthomler,tokyo_tom
[3] tokyo_tom,climatismblog
[3] climatismblog,rjinbaltimore
[3] rjinbaltimore,priscian
[3] priscian,jdaviswx
[3] jdaviswx,sueytonius
[3] sueytonius,brandonrgates
[3] brandonrgates,stormsignalsa
[3] stormsignalsa,jwspry
[3] jwspry,sylviad32911201

Top Word Pairs in Tweet in G7:
[19] hello,m
[19] m,western
[19] western,doctor
[19] doctor,m
[19] m,family
[19] family,physician
[19] physician,trained
[19] trained,arts
[19] arts,science
[19] science,medicine

Top Word Pairs in Tweet in G8:
[4] don,t
[2] climate,change
[2] fun,hs
[2] hs,kids
[2] open,eyes
[2] rocket,science
[2] border,security
[2] m,open
[2] james_laubhan,realdonaldtrump

Top Word Pairs in Tweet in G9:
[88] open,access
[83] science,2019
[83] 2019,gene
[83] gene,editing
[83] editing,open
[83] access,biosafety
[83] biosafety,rethink
[83] rethink,set
[83] set,shape
[83] shape,research

Top Word Pairs in Tweet in G10:
[59] rising,star
[33] star,found
[33] found,new
[33] new,species
[33] species,now
[33] now,find
[33] find,new
[33] new,way
[33] way,paleoanthropology
[26] cradle,open

Top Replied-To
Top Replied-To in Entire Graph:
@chadsinclairyvr
@angusjwilkinson
@fdegeuser
@bat__go
@jqfonseca
@brembs
@bmatb
@tokeneureka
@gresh115
@science_open

Top Replied-To in G1:
@asmodeeuk

Top Replied-To in G2:
@tokeneureka
@gresh115
@stevenhill
@snouraini
@ssnorkels
@krisveevee
@rhythimashinde
@scicrastina
@lyndalovon
@matherion

Top Replied-To in G3:

Top Replied-To in G4:
@chadsinclairyvr
@angusjwilkinson
@fdegeuser
@bat__go
@jqfonseca
@brembs
@bmatb
@science_open
@sdawsonberlin
@lydiamaniatis

Top Replied-To in G5:
@cubesteve
@spencer_mood
@tvictorinus
@ausshot3dave
@jimmatisi
@andrewc95857546
@protoangrybird

Top Replied-To in G6:
@bradschrag
@gavin_cawley
@spoilpartygames
@riktheozfrog
@eenuph
@docrichard
@drchristapl

Top Replied-To in G7:
@chaboyax
@gretchenlasalle
@kevinault
@ailsa_graham

Top Replied-To in G8:
@paulacblades001
@truth_incontext
@ingrahamangle
@srtabe1
@missmarple0002
@lindseygrahamsc
@wilmotearl0fr
@senwarren
@mmtrendy
@bijanimurtaza

Top Replied-To in G9:
@naturenews

Top Replied-To in G10:
@harrietvered
@ochoawriter

Top Mentioned
Top Mentioned in Entire Graph:
@asmodeeuk
@science_open
@naturenews
@jpcouzinie
@gorssestephane
@damianpaletta
@bmatb
@bat__go
@fdegeuser
@clairlemon

Top Mentioned in G1:
@asmodeeuk

Top Mentioned in G2:
@g4mma
@_open_science_
@tokeneureka
@caballerogill
@youtube
@sophswhynot
@agu_scicomm
@earlhaminst
@nasa
@orvium

Top Mentioned in G3:
@rfhmlibrary
@sciencedipity
@papperapp
@eposeu
@cam_bio
@oheducation
@palcommsoa
@dawn_alderson
@everlearntweets
@concerned88

Top Mentioned in G4:
@science_open
@jpcouzinie
@gorssestephane
@bmatb
@bat__go
@fdegeuser
@angusjwilkinson
@jqfonseca
@osframework
@chrisdc77

Top Mentioned in G5:
@nullifidian222
@julieamclean
@gregcampnc
@aprilligeia
@doesnabout
@x_bikinibear_x
@shabbaranksbro
@doubledoublejon
@dariusconquis
@fruitchicken1

Top Mentioned in G6:
@tangomitteckel
@jaggermickoz
@poebrianl
@jpiersm
@sylviad32911201
@sueytonius
@brandonrgates
@caerbannog666
@frasermacleod5
@jwspry

Top Mentioned in G7:
@jprofetto
@kidoctr
@just4thecause
@doritmi
@plasticdoe
@dkegel
@emmagpaley
@thereal_truther
@stopvaxxedlies
@vbalance03

Top Mentioned in G8:
@realdonaldtrump
@foxnews
@james_laubhan
@jeewhiz1941
@darla22686198
@barula
@twitmo_inmate
@doitqbaby
@genflynn
@bradfitzpatriot

Top Mentioned in G9:
@naturenews

Top Mentioned in G10:
@lydiapyne
@johnhawks
@robertosaezm
@lydiapy
@leerberger
@qafzeh
@arstechnica
@royalbcmuseum
@cvans
@natgeo

Top Tweeters
Top Tweeters in Entire Graph:
@coventryupdate
@cowboyscifibot
@javascriptd
@bdnews24
@bev_metallica
@jbkavungal
@eaglestarnet
@robinsportsnews
@meisafairy
@shonamackie

Top Tweeters in G1:
@bev_metallica
@meisafairy
@shonamackie
@emdarlington
@mattandco
@rtweetie5
@lovemufcwend
@_cathyj_
@greigo_uk
@riscann

Top Tweeters in G2:
@nytimes
@deepgreendesign
@whysharksmatter
@nypost
@realscientists
@juliesczesny
@diniiyan
@sejorg
@g4mma
@picardonhealth

Top Tweeters in G3:
@bdnews24
@jbkavungal
@eaglestarnet
@marciojmsilva
@jackiedeburca
@onrotation
@winobs
@jchapman1729
@earthdefendah
@happyfollowback

Top Tweeters in G4:
@googleexpertuk
@glynmoody
@portal_com
@drurbanski
@grb090423
@protohedgehog
@big_data_flow
@mcdawg
@biomickwatson
@hugolasnier

Top Tweeters in G5:
@mwforhr
@bellaflokarti
@polarvan
@sacarlin48
@43a6f0ce5dac4ea
@suckmyleftjuan
@earthma23
@bony_rabbit
@gregcampnc
@bloggerme3

Top Tweeters in G6:
@pandeism
@craigthomler
@drwaheeduddin
@iluvco2
@munungus
@frankchanged
@spoilpartygames
@nra_tacobowl_ms
@103blinddog
@stand_withsyria

Top Tweeters in G7:
@itsmepanda1
@veritasever
@beckyjohnson222
@doritmi
@vbalance03
@jim_herd
@ebonymckenna
@jhewitt123
@kidoctr
@emmagpaley

Top Tweeters in G8:
@foxnews
@daledholc
@hbronnenberg2
@darla22686198
@sgtreport
@grabaroot
@jeewhiz1941
@sandfarmer007
@aleeyun_nvaazun
@realdonaldtrump

Top Tweeters in G9:
@andym6769
@jaghuara
@charlyaztec
@geekeconomist
@dalcrose
@15minutenewstec
@debbie_fearon
@naturenews
@klausdodds
@german_sierra

Top Tweeters in G10:
@saragomezaranci
@bkindngood
@friedrichhayek
@darrenculbreath
@acdcjoanie
@bg_grace
@arstechnica
@cornubiageol
@aus_richalex
@amreadertoo