open science, Twitter, 12/19/2018 3:52:57 PM, 179104


FAQ | Problem?

open science_2018-12-19_06-53-34.xlsx
open science_2018-12-19_06-53-34.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 19, 2018
Short Description:
open science via NodeXL http://bit.ly/2CmxxPc
@_open_science_
@chris_bail
@fusaroli
@pintofscienceca
@cbcnews
@friendsoscience
@science_open
@scotpolitik
@jcskewesdk
@mlbinwa

Top hashtags:
#scicomm
#openscience
#science
#womeninstem
#research
#openaccess
#scienceopen

Description:
Description
The graph represents a network of 6,423 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 Wednesday, 19 December 2018 at 14:55 UTC.

The requested start date was Tuesday, 18 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 3-day, 22-hour, 11-minute period from Friday, 14 December 2018 at 02:48 UTC to Tuesday, 18 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 : 6423
Unique Edges : 8388
Edges With Duplicates : 1700
Total Edges : 10088
Number of Edge Types : 3
Mentions : 8725
Replies to : 305
Tweet : 1058
Self-Loops : 1058
Reciprocated Vertex Pair Ratio : 0.0291943365493046
Reciprocated Edge Ratio : 0.0567324080837594
Connected Components : 1015
Single-Vertex Connected Components : 390
Maximum Vertices in a Connected Component : 2564
Maximum Edges in a Connected Component : 5798
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 7.655153
Graph Density : 0.000199134485016257
Modularity : 0.799873
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] http://stevenhill.org.uk/open-science-public-engagement/
[18] https://opensource.com/article/18/12/protecting-world-oceans
[17] http://interactingminds.au.dk/events/single-events/artikel/2-day-workshop-open-science-and-reproducibility/
[17] https://www.de-rse.org/en/conf2019/call.html
[13] https://www.iospress.nl/wp-content/uploads/2018/12/CFP-Open-Science-EFI.pdf
[12] http://DevOps.com
[11] https://orvium.io/
[11] https://royalsocietypublishing.org/rsos/replication-studies
[9] https://sip2019.com/
[9] http://observatori.iec.cat/41928/

Top URLs in Tweet in G1:
[8] https://sip2019.com/
[7] https://www.wonkmagazine.co.uk/advent-calendar
[7] https://orvium.io/
[6] https://t.me/orvium
[5] https://calendar.myadvent.net/?id=c49edec70c0a93c19e023a5ce1130e08&fbclid=IwAR2MRqUBCgwBle19qf0gx0H_4RDjBrlbxLNkVv7osL_RmhhZHxRCMWBLZcI
[4] https://noetic.org/blog/rusty-shores/applying-precognition-positive
[4] https://noetic.org/blog/julia-mossbridge/science-precognition
[4] https://twitter.com/mcnees/status/1074306889234698246
[4] Media
[4] Today

Top URLs in Tweet in G3:
[5] https://opensource.com/article/18/12/protecting-world-oceans
[4] https://www.timesnownews.com/technology-science/article/oneplus-5-oneplus-5t-start-getting-android-pie-update-in-open-beta-heres-the-full-changelog/332154
[3] https://www.ubyssey.ca/science/iami-open-house/
[3] https://www.baieurope.com/landing_boston?platform=hootsuite
[2] https://fernandogr.net/fgrblog/protecting-the-worlds-oceans-with-open-data-science/
[2] https://orvium.io/
[2] https://www.reddit.com/r/philosophy/comments/a64j95/karl_popper_on_science_knowledge_and_the_open/?utm_source=ifttt
[2] https://opensource.com/article/18/12/protecting-world-oceans?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.eurekalert.org/pub_releases/2018-12/ctf-osa121418.php
[2] https://www.pbs.org/newshour/science/heres-proof-that-open-office-layouts-dont-work-and-how-to-fix-them

Top URLs in Tweet in G4:
[2] https://cbail.github.io/textasdata/Text_as_Data.html
[2] https://nytimes.wd5.myworkdayjobs.com/en-US/DataInsights/job/New-York-NY/Data-Scientist--machine-learning-_REQ-004142

Top URLs in Tweet in G6:
[17] https://www.de-rse.org/en/conf2019/call.html
[7] http://blog.scienceopen.com/2018/12/open-science-is-the-future-already-here/
[7] https://www.linuxjournal.com/content/open-science-means-open-source-or-least-it-should
[5] http://blog.scienceopen.com/2018/11/scienceopen-countdown-calendar-to-new-year-2019/
[4] https://www.youtube.com/watch?v=EagVqGZbWrU

[4] https://www.reddit.com/r/Open_Science/comments/a6zog6/open_science_is_the_future_already_here/?utm_source=ifttt
[3] http://www.stm-publishing.com/bmj-partners-with-scienceopen-to-promote-open-science/
[3] https://www.economist.com/science-and-technology/2018/12/15/the-affair-of-the-gene-edited-babies-rumbles-on
[2] https://ojphi.org/ojs/index.php/fm/article/view/1265/1185
[2] https://twitter.com/Science_Open/status/1073173197799997440

Top URLs in Tweet in G7:
[5] https://online-learning.tudelft.nl/courses/open-science-sharing-your-research-with-the-world/
[3] https://or2019.blogs.uni-hamburg.de/
[2] https://www.openaire.eu/write-a-blogpost/symposium-on-open-science-in-the-greek-research-ecosystem-research-data-procedures-and-collaborations-1
[2] https://www.coar-repositories.org/activities/advocacy-leadership/open-science-and-sustainable-development/
[2] https://twitter.com/stevenhill/status/1073964046695710720
[2] https://zenodo.org/record/2222418
[1] https://twitter.com/elli_lib/status/1074694301484019717
[1] https://www.coar-repositories.org/news-media/from-open-access-to-open-science-supporting-the-transition-to-managing-research-data/
[1] https://www.slideshare.net/OpenAIRE_eu/open-science-building-technical-and-social-bridges-in-the-era-of-the-european-open-science-cloud
[1] https://event.on24.com/wcc/r/1901012/5DA55B7C7582AF269A00085F64B57CAF

Top URLs in Tweet in G8:
[1] http://docs.wixstatic.com/ugd/857cde_dac05f78495e430e9562eb3b5d9e151e.pdf
[1] http://docs.wixstatic.com/ugd/857cde_89b3852fad1e404985e710f018c527da.pdf
[1] http://www.globalweatheroscillations.com/mr-dilleys-bio

Top URLs in Tweet in G10:
[25] http://stevenhill.org.uk/open-science-public-engagement/
[6] https://boingboing.net/2018/12/14/golden-tickets-ahoy.html
[3] https://www.zfmedienwissenschaft.de/online/open-media-studies-blog/open-science-and-open-media-studies
[2] https://blog.caixaciencia.com/ca/-/bdebate-open-science
[2] https://twitter.com/ChildrensTumor/status/1073622700621553666
[1] https://cos.io/donate?utm_source=social&utm_medium=twitter&utm_campaign=DecFund
[1] https://twitter.com/criparis/status/1072534014270029826
[1] https://cri-paris.org/fellows
[1] https://www.youtube.com/watch?v=0k1gbVgCK1A&feature=youtu.be

[1] https://twitter.com/CaixaCienciaCAT/status/1073910789914943489

Top Domains
Top Domains in Tweet in Entire Graph:
[232] twitter.com
[50] spotify.com
[48] ac.uk
[43] org.uk
[41] scienceopen.com
[31] youtube.com
[30] opensource.com
[25] co.uk
[24] sciencedirect.com
[21] google.com

Top Domains in Tweet in G1:
[111] twitter.com
[13] co.uk
[9] youtube.com
[9] sip2019.com
[8] orvium.io
[8] noetic.org
[7] t.me
[5] wordpress.com
[5] myadvent.net
[4] ac.uk

Top Domains in Tweet in G3:
[30] twitter.com
[25] spotify.com
[12] lnkd.in
[10] feedburner.com
[9] opensource.com
[7] co.uk
[7] ac.uk
[6] royalsocietypublishing.org
[6] newsbytesapp.com
[6] tandfonline.com

Top Domains in Tweet in G4:
[2] github.io
[2] myworkdayjobs.com

Top Domains in Tweet in G6:
[40] scienceopen.com
[17] de-rse.org
[9] reddit.com
[9] twitter.com
[7] linuxjournal.com
[6] youtube.com
[3] stm-publishing.com
[3] org.uk
[3] economist.com
[2] ojphi.org

Top Domains in Tweet in G7:
[6] twitter.com
[5] tudelft.nl
[3] coar-repositories.org
[3] europa.eu
[3] uni-hamburg.de
[2] openaire.eu
[2] zenodo.org
[1] slideshare.net
[1] on24.com
[1] csuc.cat

Top Domains in Tweet in G8:
[2] wixstatic.com
[1] globalweatheroscillations.com

Top Domains in Tweet in G10:
[25] org.uk
[6] twitter.com
[6] boingboing.net
[3] caixaciencia.com
[3] zfmedienwissenschaft.de
[1] cos.io
[1] cri-paris.org
[1] youtube.com
[1] bdebate.org
[1] umcutrecht.nl

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[397] scicomm
[212] openscience
[176] science
[68] womeninstem
[57] research
[50] openaccess
[49] scienceopen
[39] stem
[35] opendata
[32] datascience



Top Hashtags in Tweet in G1:
[366] scicomm
[107] openscience
[64] science
[27] phdchat
[26] sciart
[26] stem
[23] research
[22] orv
[22] orvium
[18] peerreview

Top Hashtags in Tweet in G3:
[28] science
[7] nowplaying
[6] research
[4] innovation
[4] datascience
[3] ico
[3] openscience
[3] psychology
[3] nrc
[3] engineering

Top Hashtags in Tweet in G6:
[48] scienceopen
[20] openaccess
[17] derse19
[17] researchsoftwareengineering
[16] research
[10] paper
[10] collection
[8] openscience
[6] hepatitis
[6] countdown

Top Hashtags in Tweet in G7:
[22] openscience
[11] sfsa2018
[9] plan_s
[8] greece
[5] outcomes
[5] symposium
[5] horizoneurope
[5] skills
[5] digskills
[5] oa

Top Hashtags in Tweet in G8:
[1] dilley
[1] climate
[1] energy

Top Hashtags in Tweet in G9:
[18] tech
[4] science
[3] ai
[2] innovation
[2] oil
[2] gas
[2] energy
[2] renewables
[2] solar
[2] wind

Top Hashtags in Tweet in G10:
[12] openscience
[7] bdopenscience
[5] osf
[3] mediastudies
[3] openaccess
[3] openscholarship
[3] preprints
[2] rri
[2] endnf
[1] research

Top Words
Top Words in Tweet in Entire Graph:
[3652] Words in Sentiment List#1: Positive
[2103] Words in Sentiment List#2: Negative
[13] Words in Sentiment List#3: Angry/Violent
[132594] Non-categorized Words
[138349] Total Words
[3493] open
[3056] science
[776] s
[687] data
[540] learn

Top Words in Tweet in G1:
[369] scicomm
[279] science
[108] openscience
[99] conference
[84] public
[83] open
[69] held
[64] manmetuni
[64] collaboration
[64] research

Top Words in Tweet in G2:
[485] before
[485] exposing
[485] transphobia
[485] try
[485] learn
[485] difference
[485] between
[485] female
[485] woman
[485] miss

Top Words in Tweet in G3:
[398] open
[372] science
[45] data
[44] s
[40] new
[38] more
[37] now
[37] research
[36] 2019
[28] up

Top Words in Tweet in G4:
[257] data
[252] text
[250] 1
[250] 5
[250] interested
[250] learning
[250] collect
[250] analyze
[250] social
[250] media

Top Words in Tweet in G5:
[444] s
[222] true
[222] altean
[222] queen
[222] still
[222] thriving
[222] out
[222] fixing
[222] honerva
[222] lotor

Top Words in Tweet in G6:
[134] open
[84] science
[60] research
[51] science_open
[51] scienceopen
[41] new
[38] collection
[36] conference
[26] article
[25] source

Top Words in Tweet in G7:
[181] science
[145] open
[61] african
[57] platform
[51] future
[37] coar_ev
[30] s
[29] draft
[28] plan
[26] coar

Top Words in Tweet in G8:
[20] bradschrag
[20] ethonraptor
[20] sturmlliouville
[19] terrymorse
[19] ladyspat1
[19] miked194765
[19] rln_nelson
[19] peterrchristian
[19] chigeorge72
[18] stevesgoddard

Top Words in Tweet in G9:
[124] open
[121] thefuturist007
[65] researchers
[65] developed
[65] elastic
[65] surgical
[65] glue
[65] heal
[65] wounds
[65] under

Top Words in Tweet in G10:
[102] open
[74] science
[35] public
[27] new
[25] engagement
[24] openscience
[22] stevenhill
[22] post
[16] m
[15] join

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[762] open,science
[487] difference,between
[485] before,exposing
[485] exposing,transphobia
[485] transphobia,try
[485] try,learn
[485] learn,difference
[485] between,female
[485] female,woman
[485] woman,miss

Top Word Pairs in Tweet in G1:
[70] science,public
[70] public,conference
[62] held,manmetuni
[59] manmetuni,collaboration
[45] delighted,announce
[45] announce,science
[45] conference,sip2019
[45] sip2019,held
[44] samillingworth,delighted
[27] open,science

Top Word Pairs in Tweet in G2:
[485] before,exposing
[485] exposing,transphobia
[485] transphobia,try
[485] try,learn
[485] learn,difference
[485] difference,between
[485] between,female
[485] female,woman
[485] woman,miss
[485] miss,universe

Top Word Pairs in Tweet in G3:
[77] open,science
[21] now,open
[19] data,science
[17] open,access
[16] open,data
[14] science,open
[13] royal,society
[13] society,open
[11] world,s
[10] protecting,world

Top Word Pairs in Tweet in G4:
[250] 1,5
[250] 5,interested
[250] interested,learning
[250] learning,collect
[250] collect,analyze
[250] analyze,social
[250] social,media
[250] media,data
[250] data,using
[250] using,topic

Top Word Pairs in Tweet in G5:
[222] true,altean
[222] altean,queen
[222] queen,still
[222] still,thriving
[222] thriving,out
[222] out,fixing
[222] fixing,honerva
[222] honerva,s
[222] s,lotor
[222] lotor,s

Top Word Pairs in Tweet in G6:
[67] open,science
[22] scienceopen,collection
[20] open,source
[19] article,scienceopen
[17] derse19,1st
[17] 1st,researchsoftwareengineering
[17] researchsoftwareengineering,conference
[17] conference,calling
[17] calling,contributions
[17] contributions,conference

Top Word Pairs in Tweet in G7:
[106] open,science
[55] science,platform
[48] african,open
[28] plan,s
[25] coar,published
[25] published,response
[25] response,draft
[25] draft,plan
[25] s,implementation
[25] implementation,guidelines

Top Word Pairs in Tweet in G8:
[19] terrymorse,ladyspat1
[19] ladyspat1,miked194765
[19] miked194765,rln_nelson
[19] rln_nelson,ethonraptor
[19] ethonraptor,bradschrag
[19] bradschrag,peterrchristian
[19] peterrchristian,sturmlliouville
[19] sturmlliouville,chigeorge72
[18] stevesgoddard,terrymorse
[5] chigeorge72,stenchjudi

Top Word Pairs in Tweet in G9:
[65] researchers,developed
[65] developed,elastic
[65] elastic,surgical
[65] surgical,glue
[65] glue,heal
[65] heal,open
[65] open,wounds
[65] wounds,under
[65] under,minute
[65] minute,more

Top Word Pairs in Tweet in G10:
[62] open,science
[25] science,public
[25] public,engagement
[20] new,post
[20] post,open
[19] stevenhill,new
[10] ignasi,labastida
[10] na,1
[10] 1,maart
[10] maart,2019

Top Replied-To
Top Replied-To in Entire Graph:
@lteytelman
@eggersnsf
@phoenix42505497
@adamblackstar
@tokeneureka
@lisarjsd
@atheisticdragon
@pragmatiquec
@thinkytexan
@realdonaldtrump

Top Replied-To in G1:
@anneamadden
@balintbotz
@ecofascination
@fmeasham
@shawnmcguirk
@watercomm
@itvsci
@wonkscience
@scicomie
@mcdawg

Top Replied-To in G6:
@eggersnsf
@science_open
@micronanopico
@delong
@sofiewennstrom
@chronicrights
@rickypo

Top Replied-To in G7:
@msphelps
@tonyr_h
@lizziegadd
@helenksaunders
@jeroenbosman
@lisalibrarian
@lesliekwchan

Top Replied-To in G8:
@eddykurrents
@echopeus
@jjacobmarion
@terrymorse
@jpiersm
@gordon_rear
@stevesgoddard
@caerbannog666
@brett_mcs

Top Mentioned
Top Mentioned in Entire Graph:
@kelanocyte
@chris_bail
@arta__ja
@thefuturist007
@soapboxscience
@manmetuni
@sip2019
@science_open
@natmuseumph
@samillingworth

Top Mentioned in G1:
@manmetuni
@sip2019
@samillingworth
@salforduni
@officialuom
@g4mma
@_open_science_
@soil_science
@britishecolsoc

Top Mentioned in G2:
@kelanocyte

Top Mentioned in G3:
@owsitl
@c_coolidge
@sciencedipity
@monscience
@ljcds
@cancer_bio
@scientismdelus
@adriansysnet
@100awj

Top Mentioned in G4:
@chris_bail
@seanjtaylor
@msalganik

Top Mentioned in G5:
@arta__ja

Top Mentioned in G6:
@science_open
@protohedgehog
@rse_de
@opensciencebmj
@bmj_latest
@opensciencemooc
@ucsystem
@elsevierconnect
@snsf_ch
@boris_unibe

Top Mentioned in G7:
@coar_ev
@simonhodson99
@openaire_eu
@jeroenbosman
@msphelps
@moedas
@aosp_official
@lizziegadd
@lesliekwchan
@scienceforumsa

Top Mentioned in G8:
@bradschrag
@ethonraptor
@sturmlliouville
@ladyspat1
@miked194765
@rln_nelson
@peterrchristian
@chigeorge72
@terrymorse
@stevesgoddard

Top Mentioned in G9:
@thefuturist007
@boringcompany

Top Mentioned in G10:
@stevenhill
@openscience
@bdebate
@umcutrecht
@criparis
@michelabertero
@ignasi
@miedemaf
@uniutrecht
@open_access

Top Tweeters
Top Tweeters in Entire Graph:
@cyberanonymous
@sectest9
@cyberdomain
@bcci
@sainsburys
@esmasultanz
@edgametec
@eurekamag
@ongakueiji
@huffpost

Top Tweeters in G1:
@femalebloggerrt
@king5seattle
@washingtonpost
@imcmillan
@deepgreendesign
@cbcnews
@infopronetwork
@rocza
@starbucks
@juliesczesny

Top Tweeters in G2:
@ultmina_
@mikopagaduan
@puzkazsii
@soshichef
@kyungsass
@sebastiancruth
@h0ekaye
@elle_june_
@aiosh_412
@drxetn__

Top Tweeters in G3:
@cyberanonymous
@lily_victoria
@c_coolidge
@into_ai
@writerjvp
@charlierichmond
@jaybirdone
@7wdata
@kane007
@adriansysnet

Top Tweeters in G4:
@safety_refinery
@ritmonegro
@victor_asal
@iamjoshuaalade
@akuyudanta
@tarushijio
@isabelvalin
@sanderwagner
@patrickdurusau
@familyunequal

Top Tweeters in G5:
@rlotdrake
@namjincitos
@sorenkane
@iceplisetsky
@myonlyromance
@_littlejimmy
@bloopmoon
@godslayergamora
@fu11metal_heart
@bunnybearprince

Top Tweeters in G6:
@glynmoody
@arichduvet
@theeconomist
@kidneystories
@youngchris27040
@protohedgehog
@annettestr
@delong
@euscicomm
@jacintodavila

Top Tweeters in G7:
@geekeconomist
@egonwillighagen
@lisalibrarian
@txescu
@dupuisj
@soledadbravo
@rogerpielkejr
@bibliojo
@ferli90
@liswaise

Top Tweeters in G8:
@latinmass9876
@eachus
@tokyo_tom
@carbongate
@graydaygamer
@alan_poirier
@stevesgoddard
@pandeism
@haggisman57
@craigthomler

Top Tweeters in G9:
@sectest9
@billnigh
@walfredocarlos
@kaplanikids
@cburgazzi
@georges_jc
@1mikeyob
@ddelich
@markedeschaine
@irpod5

Top Tweeters in G10:
@boingboing
@openscience
@odsc
@ejwensing
@evomri
@buddhall
@plevy
@wilbanks
@isglobalorg
@crgenomica