open science, Twitter, 3/26/2019 7:31:21 PM, 191748


FAQ | Problem?

open science_2019-03-26_07-05-07.xlsx
open science_2019-03-26_07-05-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 26, 2019
Short Description:
open science via NodeXL http://bit.ly/2U7qmo1
@_open_science_
@camscience
@womensciaust
@nasa
@iiscbangalore
@parveenkaswan
@randallomics
@nresearchnews
@pcmasuzzo
@eu_commission

Top hashtags:
#scicomm
#science
#openscience
#bangalore
#openaccess
#stem
#srcd19

Description:
Description
The graph represents a network of 6,781 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, 26 March 2019 at 14:06 UTC.

The requested start date was Tuesday, 26 March 2019 at 00:01 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, 1-hour, 21-minute period from Thursday, 21 March 2019 at 22:38 UTC to Tuesday, 26 March 2019 at 00:00 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 : 6781
Unique Edges : 8364
Edges With Duplicates : 1742
Total Edges : 10106
Number of Edge Types : 3
Tweet : 1351
Mentions : 8325
Replies to : 430
Self-Loops : 1351
Reciprocated Vertex Pair Ratio : 0.029769609112089
Reciprocated Edge Ratio : 0.0578179989944696
Connected Components : 1264
Single-Vertex Connected Components : 495
Maximum Vertices in a Connected Component : 2438
Maximum Edges in a Connected Component : 4283
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.569194
Graph Density : 0.000173049893442505
Modularity : 0.780924
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[42] https://www.youtube.com/watch?v=MlVVUgWsBRo&feature=youtu.be

[21] https://medium.com/voices-from-the-open-science-movement
[15] http://interactingminds.au.dk/videos/open-science-workshop/
[15] https://www.pastemagazine.com/articles/2019/03/cover-reveal-open-borders-the-science-and-ethics-o.html
[13] https://files.fm/
[13] https://arstechnica.com/science/2018/07/in-open-offices-workers-chat-70-less-are-less-productive-and-email-more/
[10] https://mailchi.mp/blm/friday-flash-2019-joint-fire-science-program-funding-opportunity-announcements-now-open
[10] https://www.youtube.com/watch?v=MlVVUgWsBRo

[10] http://www.corbettreport.com/
[9] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-015-0669-2

Top URLs in Tweet in G1:
[13] https://files.fm/
[4] https://www.jic.ac.uk/blog/art-of-photography-in-science/
[4] https://blogs.scientificamerican.com/voices/what-happens-when-you-read-science-writing-by-women/?amp
[4] http://sciteum.com/iypt
[4] https://www.youtube.com/watch?v=XCNbl7U02Fk

[3] https://twitter.com/alanalda/status/1109117949783302144
[3] https://www.meetup.com/pro/pydata/
[3] http://www.cvent.com/events/advancing-the-science-and-practice-of-science-communication-misinformation-about-science-in-the-publ/event-summary-c4d9df4d8baf4567ab82042e4f4efb78.aspx
[3] https://www.google.com/maps/place/The+Arts+Village/@12.9742892,77.5997863,17z/data=!3m1!4b1!4m5!3m4!1s0x3bae167b8d2f0aef:0x523b92192bbbd61d!8m2!3d12.974284!4d77.6019803?shorturl=1
[3] https://register.gotowebinar.com/register/891991299829897729

Top URLs in Tweet in G2:
[10] https://www.youtube.com/watch?v=MlVVUgWsBRo

[6] https://www.youtube.com/watch?v=MlVVUgWsBRo&feature=youtu.be

[5] https://www.corbettreport.com/openscience/
[4] https://kidztoyzone.com/dino-egg-dig-kit-break-open-12-unique-dinosaur-eggs-and-discover-12-cute-dino-models-archaeology-science-stem-gift/
[4] https://www.surveymonkey.com/r/3FL9Q5R
[3] https://www.youtube.com/watch?v=MlVVUgWsBRo&feature=share

[3] https://www.kaskus.co.id/post/5a17eb80d9d770a0468b458b/10-Film-Semi-Dewasa-yang-Punya-Kualitas-Bagus-Sudah-Nonton-Belum
[2] http://petroleummuseum.org/summer-activities/
[2] https://link.medium.com/O9y2djz8fV
[2] http://eifl.net/events/webinar-open-science-inspiring-cultural-change-your-library

Top URLs in Tweet in G3:
[20] https://medium.com/voices-from-the-open-science-movement
[9] https://genomebiology.biomedcentral.com/articles/10.1186/s13059-015-0669-2
[8] https://medium.com/voices-from-the-open-science-movement/by-titus-brown-cac6a714ccc1
[7] http://blog.scienceopen.com/2019/03/open-science-resources-on-scienceopen/
[6] https://medium.com/voices-from-the-open-science-movement/by-irene-pasquetto-bac8bc02afdc
[5] https://www.open-science-conference.eu/wp-content/uploads/2019/03/Eva-Mendez.pdf
[4] http://www.openscienceradio.org/2019/03/19/osr155-vive-la-open-science-revolution-oscibar-en/
[4] https://medium.com/voices-from-the-open-science-movement/open-science-to-what-end-a2f8cd1028ee
[3] https://medium.com/voices-from-the-open-science-movement/by-brian-nosek-4428a3b66e78
[3] https://www.open-science-conference.eu/programme/

Top URLs in Tweet in G4:
[1] https://www.pnas.org/content/112/14/4214
[1] https://www.theatlantic.com/science/archive/2019/03/giant-medusavirus-hosts-turn-to-stone/585289/
[1] https://www.omicsonline.org/open-access/a-post-mortem-case-study-diffuse-pulmonary-ossification-and-sudden-death-2157-7552-1000188.php?aid=83340

Top URLs in Tweet in G5:
[1] https://twitter.com/jenheemstra/status/1109435284511428610
[1] https://www.deccanherald.com/city/life-in-bengaluru/students-science-enthusiasts-flock-to-iisc-on-open-day-724808.html
[1] https://www.deccanherald.com/city/life-in-bengaluru/at-iisc-s-open-day-take-stoch-of-the-situation-724444.html

Top URLs in Tweet in G7:
[1] https://www.nature.com/collections/jcpghfmqlz?utm_source=twitter&utm_medium=social&utm_campaign=awds-nrawards-esteelauder-2019&utm_content=launch
[1] https://www.sciencedirect.com/science/article/pii/S0195670119301100

Top URLs in Tweet in G8:
[2] https://www.sciencedirect.com/science/article/pii/S009286741930234X

Top URLs in Tweet in G10:
[1] https://twitter.com/PubCommProject/status/1103811330811809795
[1] https://www.noaa.gov/stories/explore-your-natural-world-at-noaas-open-house
[1] http://www.noaa.gov/openhouse
[1] https://www.thegwpf.com/an-open-letter-to-the-geological-society/

Top Domains
Top Domains in Tweet in Entire Graph:
[299] twitter.com
[90] youtube.com
[79] medium.com
[60] ac.uk
[47] spotify.com
[39] google.com
[33] sciencedirect.com
[33] corbettreport.com
[27] co.uk
[24] pastemagazine.com

Top Domains in Tweet in G1:
[161] twitter.com
[14] youtube.com
[13] files.fm
[8] nature.com
[6] ac.uk
[6] neuroblogsdaily.com
[5] medium.com
[5] co.uk
[4] scientificamerican.com
[4] sciteum.com

Top Domains in Tweet in G2:
[25] youtube.com
[20] twitter.com
[17] spotify.com
[12] facebook.com
[10] medium.com
[10] co.uk
[9] corbettreport.com
[9] lnkd.in
[9] ac.uk
[5] google.com

Top Domains in Tweet in G3:
[46] medium.com
[22] scienceopen.com
[14] open-science-conference.eu
[12] twitter.com
[9] biomedcentral.com
[7] reddit.com
[4] openscienceradio.org
[4] inist.fr
[3] ow.ly
[3] tumblr.com

Top Domains in Tweet in G4:
[1] pnas.org
[1] theatlantic.com
[1] omicsonline.org

Top Domains in Tweet in G5:
[2] deccanherald.com
[1] twitter.com

Top Domains in Tweet in G7:
[1] nature.com
[1] sciencedirect.com

Top Domains in Tweet in G8:
[2] sciencedirect.com

Top Domains in Tweet in G10:
[2] noaa.gov
[1] twitter.com
[1] thegwpf.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[585] scicomm
[307] science
[293] openscience
[103] bangalore
[59] openaccess
[58] stem
[47] srcd19
[46] research
[42] osc2019
[38] education



Top Hashtags in Tweet in G1:
[523] scicomm
[97] openscience
[63] science
[30] scicomm2019
[23] phdchat
[18] openaccess
[18] sciart
[16] womeninstem
[15] stem
[13] education

Top Hashtags in Tweet in G2:
[37] science
[17] kellyjobs
[17] kellyservices
[12] education
[10] odsc
[6] engineering
[6] school
[5] open
[5] news
[4] datascience

Top Hashtags in Tweet in G3:
[124] openscience
[30] osc2019
[20] transparency
[17] openaccess
[15] preprint
[12] scienceopen
[9] preregistration
[6] opendataday
[5] ugent
[5] opendata

Top Hashtags in Tweet in G5:
[103] bangalore
[103] science
[2] scicomm
[2] iisc
[1] bangaloreheat
[1] iiscopenday

Top Hashtags in Tweet in G7:
[1] coccidioides

Top Hashtags in Tweet in G9:
[1] wakethefuckup

Top Hashtags in Tweet in G10:
[1] publiccomment
[1] endangeredspeciesact
[1] scicomm
[1] pubcomm
[1] sciengage
[1] noaaopenhouse

Top Words
Top Words in Tweet in Entire Graph:
[4760] Words in Sentiment List#1: Positive
[1790] Words in Sentiment List#2: Negative
[38] Words in Sentiment List#3: Angry/Violent
[137902] Non-categorized Words
[144454] Total Words
[3695] open
[3357] science
[585] #scicomm
[545] day
[538] research

Top Words in Tweet in G1:
[523] #scicomm
[158] science
[97] #openscience
[82] out
[82] more
[76] open
[72] great
[69] research
[68] new
[63] #science

Top Words in Tweet in G2:
[531] science
[527] open
[82] data
[54] now
[53] more
[46] new
[42] s
[42] 2019
[41] see
[39] up

Top Words in Tweet in G3:
[273] open
[237] science
[124] #openscience
[45] briannosek
[45] data
[39] research
[35] learn
[34] looking
[31] critical
[31] assessment

Top Words in Tweet in G4:
[8] open
[5] science
[5] answer
[4] show_tao
[4] remnantofisrae1
[4] toddw29538160
[4] takethatdarwin
[4] greekvikingx
[4] s
[3] aig

Top Words in Tweet in G5:
[313] day
[109] open
[105] see
[103] #bangalore
[103] nearby
[103] #science
[103] action
[103] called
[102] parveenkaswan
[102] iiscbangalo

Top Words in Tweet in G6:
[13] open
[10] atheist_dragon
[10] andrewc95857546
[10] jimmatisi
[9] doesnabout
[9] guy_justaguy
[9] johnkrahn2
[9] megavolt1
[9] austinstevensmi
[9] makin47550299

Top Words in Tweet in G7:
[90] outside
[54] 2019
[54] nature
[54] research
[54] awards
[54] inspiring
[54] innovating
[54] science
[54] partnership
[54] estée

Top Words in Tweet in G8:
[138] local
[95] review
[93] nlbigas
[70] r_sabarinathan
[70] abel
[69] wrote
[69] chromatin
[69] structures
[69] affect
[69] mutation

Top Words in Tweet in G9:
[5] open
[4] the_clairewitch
[4] danielb59756947
[4] keigh_see
[3] science
[3] igopoopyy
[3] globeearthtoday
[3] captscorch
[3] bikinatroll
[3] fightthefakeea1

Top Words in Tweet in G10:
[14] science
[10] open
[8] m
[5] march
[5] people
[5] stevesgoddard
[4] noaafisheries
[4] meet
[4] behind
[4] noaa's

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[719] open,science
[227] open,access
[219] now,open
[206] open,day
[197] data,science
[121] open,source
[120] check,out
[112] day,day
[106] day,see
[106] see,#science

Top Word Pairs in Tweet in G1:
[37] check,out
[16] don,t
[13] science,communication
[13] open,science
[12] 30,pm
[12] great,see
[12] #science,#scicomm
[10] science,writing
[10] find,out
[10] #filesfmlibrary,#openscience

Top Word Pairs in Tweet in G2:
[82] open,science
[52] data,science
[33] solutions,open
[31] now,open
[24] open,source
[24] open,access
[24] currently,open
[24] click,link
[23] link,bio
[23] bio,see

Top Word Pairs in Tweet in G3:
[201] open,science
[31] critical,assessment
[31] assessment,open
[31] looks,absolutely
[31] absolutely,brilliant
[31] brilliant,100
[31] 100,wish
[31] wish,existed
[31] existed,beginning
[31] beginning,phd

Top Word Pairs in Tweet in G4:
[3] ramizarra12,hugh_bothwell
[3] hugh_bothwell,greekvikingx
[3] greekvikingx,ah_science
[3] ah_science,manawell
[3] manawell,michaelmccahan
[3] michaelmccahan,wearetheleavers
[3] wearetheleavers,trilluminarian
[3] nosciencedenial,rusle01
[3] rusle01,remnantofisrae1
[3] remnantofisrae1,heathenopinions

Top Word Pairs in Tweet in G5:
[106] open,day
[103] #bangalore,nearby
[103] nearby,day
[103] day,see
[103] see,#science
[103] #science,action
[103] action,called
[103] called,open
[103] day,day
[102] parveenkaswan,#bangalore

Top Word Pairs in Tweet in G6:
[9] nicksoutter,charlieskeptic
[9] ooohglobbits,mrstardust1969
[9] mrstardust1969,charles74140432
[9] charles74140432,jaidibear81
[9] jaidibear81,ah_science
[9] ah_science,jimmatisi
[9] jimmatisi,johnnyissoalive
[9] leothegreat19,bossfurber
[9] bossfurber,alexandradepn1
[9] ohprogressive,nakedfooty

Top Word Pairs in Tweet in G7:
[54] 2019,nature
[54] nature,research
[54] research,awards
[54] awards,inspiring
[54] inspiring,innovating
[54] innovating,science
[54] science,partnership
[54] partnership,estée
[54] estée,lauder
[54] lauder,companies

Top Word Pairs in Tweet in G8:
[70] r_sabarinathan,abel
[69] wrote,review
[69] review,local
[69] local,chromatin
[69] chromatin,structures
[69] structures,affect
[69] affect,mutation
[69] mutation,rate
[69] rate,local
[69] local,scale

Top Word Pairs in Tweet in G9:
[3] captscorch,bikinatroll
[3] the_clairewitch,fightthefakeea1
[3] fightthefakeea1,badibulgator
[3] badibulgator,foulkesy1
[3] foulkesy1,nothingsirius
[3] nothingsirius,flatslugbrains
[3] flatslugbrains,skeptropolis
[3] skeptropolis,surfercosmic
[3] surfercosmic,callmeeonly
[3] callmeeonly,alexisonfire303

Top Word Pairs in Tweet in G10:
[4] meet,people
[4] people,behind
[4] behind,noaa's
[4] noaa's,science
[4] science,service
[4] service,stewardship
[4] stewardship,mission
[4] mission,open
[4] open,house
[4] house,march

Top Replied-To
Top Replied-To in Entire Graph:
@protohedgehog
@legendzane
@manisit_das
@deevybee
@irenepasquetto
@thuyvytnguyen
@iamscicomm
@mbystoma
@ada86850868
@johnkrahn2

Top Replied-To in G1:
@manisit_das
@mbystoma
@neuroscienceut
@alexlent
@ks_sci
@academicchatter
@chelseapike5
@iamscicomm
@jgitchell
@mathematical_mp

Top Replied-To in G3:
@protohedgehog
@irenepasquetto
@evamen
@sdawsonberlin
@razahsan9
@pcastromartin
@fosterscience
@fremenofarrakis
@nico_asli
@readermeter

Top Replied-To in G4:
@ada86850868
@aig
@atlanticus74
@teknogrot
@rjdownard
@happy_agnostic
@paladinreiniger

Top Replied-To in G5:
@siddhrthknkaria
@drdorea

Top Replied-To in G6:
@johnkrahn2
@doesnabout
@fmacanadaguy
@atheist_dragon
@krahnphillip
@guy_justaguy
@zythore
@phillyjohn19047
@runninghippo
@sonanlaw

Top Replied-To in G9:
@theflateartherr
@balldropped
@igopoopyy
@captscorch
@globeearthtoday

Top Replied-To in G10:
@waltkostrzewski
@mrmonks01
@ddasser
@gir_atx
@geraldkutney
@jsegor
@edbski

Top Mentioned
Top Mentioned in Entire Graph:
@parveenkaswan
@nlbigas
@edyong209
@r_sabarinathan
@nresearchnews
@briannosek
@germhuntermd
@tuckercarlson
@camscience

Top Mentioned in G1:
@_open_science_
@ks_sci
@academicchatter
@skwinnicki
@kevinfolta
@wsfbrisbane
@cambscifest
@nature
@nasa
@sunsetzoo

Top Mentioned in G2:
@uniteramo
@thisisbernardo
@rorytdc
@uonsydney
@gilligan_sydney
@outerhaven_jp
@drugpatentwatch
@mrlepus
@everlearntweets
@arbroathhigh

Top Mentioned in G3:
@briannosek
@juliaeberlen
@protohedgehog
@pcmasuzzo
@sagebio
@bernardrentier
@sylvievullioud
@gtoneill
@irenepasquetto
@science_open

Top Mentioned in G4:
@show_tao
@remnantofisrae1
@toddw29538160
@takethatdarwin
@greekvikingx
@jon_hill987
@ramizarra12
@hugh_bothwell
@ah_science
@manawell

Top Mentioned in G5:
@parveenkaswan
@iiscbangalore
@_open_science_
@aarvinmehraa
@shreyascilens
@alsogoesbyv
@chagunbasha
@vidishakulkarni
@ipsawonders

Top Mentioned in G6:
@andrewc95857546
@jimmatisi
@atheist_dragon
@megavolt1
@austinstevensmi
@makin47550299
@robot_logic
@leyfenix
@nicksoutter
@charlieskeptic

Top Mentioned in G7:
@nresearchnews
@germhuntermd

Top Mentioned in G8:
@nlbigas
@r_sabarinathan
@r_sabari
@cellcellpress

Top Mentioned in G9:
@the_clairewitch
@danielb59756947
@keigh_see
@bikinatroll
@fightthefakeea1
@badibulgator
@foulkesy1
@nothingsirius
@flatslugbrains
@skeptropolis

Top Mentioned in G10:
@noaa
@stevesgoddard
@noaafisheries
@atomskssanakan
@geopilot
@prudro01
@scottadamssays
@fiddlers__green
@spartanmojo
@next__pope

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@wweaverbot
@alllibertynews
@sectest9
@united
@geoffrey_payne
@edinburghwatch
@southwestair
@evankirstel
@pmgeezer

Top Tweeters in G1:
@telegraph
@bbcworld
@bloggersblast
@deepgreendesign
@vievararosel
@realscientists
@leafwarbler
@npr
@drjengunter
@academicchatter

Top Tweeters in G2:
@occuworld
@wweaverbot
@jackiedeburca
@iconjurer
@into_ai
@thecouponplanet
@jchapman1729
@jefflee2020
@shaftonp
@kane007

Top Tweeters in G3:
@femme_mal
@protohedgehog
@biomickwatson
@mcdawg
@jacintodavila
@hughbarnard
@civiclilly1
@schneiderleonid
@doctor_pms
@stephen_curry

Top Tweeters in G4:
@alllibertynews
@eddarrell
@mwforhr
@benstancliff
@intelligent50
@ebatterson
@rjdownard
@rmbctious
@mogleeone
@halcyondon

Top Tweeters in G5:
@deccanherald
@vikashroy
@mad4cricket
@vyasshruti
@ashishvr1
@grabsiva
@dakshinayana
@marasim135
@someoneatnoone
@crowngaurav

Top Tweeters in G6:
@cherokee_autumn
@takethatdarwin
@davestewart4444
@catheri77148739
@sugabelly
@megavolt1
@bjartebjorkum
@ooohglobbits
@qorbono
@fmacanadaguy

Top Tweeters in G7:
@drjudystone
@gilliangodsell
@faith_mamphoka
@smlungpathguy
@mveg001
@childspleasee
@ottolinemorrell
@ha_tanya
@maliniw90th
@apc_md

Top Tweeters in G8:
@manueltard
@grawoig
@anamika13
@mathcancer
@alexander_suh
@invictussamael
@elenagomezdiaz
@castilloquan_ji
@abarberalluis
@hdeshmuk

Top Tweeters in G9:
@flatearthcity
@lindarockers
@charliecanfly
@bikinatroll
@atyhans
@ieaffiliate
@mode23
@mattymcp25
@colddimsum
@ksigmason

Top Tweeters in G10:
@tokyo_tom
@tan123
@stevesgoddard
@lcby
@craigthomler
@iluvco2
@markbjardine
@scottadamssays
@stormsignalsa
@geraldkutney


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.